{
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Free Energy Calculations\n",
    "In this Notebook, we want to give a short glimpse on Free Energy Calculations with Ensembler.\n",
    "\n",
    "Free energies are an very important topic in computational chemistry. As they are fundamental to thermodynamics and can give a lot of information for different changes to a system. Generally we can destinguish three types of free energies: thermodynamic, conformational and alchemical.\n",
    "The thermodynamic category is a free energy difference related to a change of an thermodynamic property of the system. The conformational free energy difference can be used to describe a conformational change of a molecule (phase space areas) and the alchemical free energy is describing a change in the chemical space of the molecule (e.g.: methylation).\n",
    "\n",
    "To calculate a free energy can be very tricky. A challenge might be sampling convergence due to high energy barriers or entropy differences.\n",
    "\n",
    "To be able to estimate the influence of a chemical change, one needs to calculate the free energies of both so called states.\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "Here we calculate the Free Energy as:\n",
    "\n",
    "$F_i = V_i - T_i  S_i = -\\beta \\ln(Z_i)$\n",
    "\n",
    "\n",
    "\n",
    "Or we can use the statistical approach:\n",
    "\n",
    "$F_i(t) = -\\frac{1}{\\beta}  \\ln(\\langle e^{-\\beta H_i(t)}\\rangle_i)$\n",
    "\n",
    "With the Gibbs Free Energy of state i and state J we can get the Free Energy Difference of the change.\n",
    "\n",
    "$\\Delta F_{ij} = F_j - F_i = -\\beta \\ln(\\frac{Z_i}{Z_j})$\n",
    "\n",
    "This allows us to estimate the influence of the change.\n",
    "\n",
    "A free energy Calculation can be described contains three parts:\n",
    "* The System: Normally these contian multiple states.\n",
    "* The Sampling Method: The way how the Free Energy landscape will be integrated.\n",
    "* The Free Energy Estimator: The way, the free energy will be derived from the simulation.\n",
    "\n",
    "\n",
    "In this notebook we will cover following methods:\n",
    "* Free Energy Pertubation\n",
    "  * Zwanzig\n",
    "  * BAR\n",
    "* linear coupling\n",
    "    * FEP with 10 $\\lambda$-points\n",
    "    * TI with 10 $\\lambda$-points\n",
    "* exponential coupling\n",
    "    * EDS\n",
    "* hybrid coupling\n",
    "    * $\\lambda$-EDS\n",
    "* Enhanced Sampling methods:\n",
    "    * Conveyor Belt\n",
    "    * RE-EDS\n",
    "\n",
    "\n",
    "## References:\n",
    "   - A good Book: Molecular Modelling Principles and Applications A. R. Leach\n",
    "   - A good page to learn about free energies: http://www.alchemistry.org\n",
    "   - Thesis: Development and Application of Free-energy Calcuation Methods based on Molecular Dynamics Simulations, D. F. Hahn, Diss. ETH NO. 25914\n",
    "\n",
    "Maintainers: [@SchroederB](https://https://github.com/SchroederB), [@linkerst](https://https://github.com/linkerst), [@dfhahn](https://https://github.com/dfhahn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "#Here some imports:\n",
    "\n",
    "##System Path\n",
    "import os, sys\n",
    "path = os.getcwd()+\"/..\"\n",
    "sys.path.append(path)\n",
    "\n",
    "##basics\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "##Ensembler\n",
    "from ensembler.analysis.freeEnergyCalculation import zwanzigEquation, threeStateZwanzig, bennetAcceptanceRatio\n",
    "\n",
    "from ensembler.potentials import OneD as pot\n",
    "from ensembler.samplers.stochastic import metropolisMonteCarloIntegrator\n",
    "from ensembler.system.basic_system import system\n",
    "from ensembler.system.perturbed_system import perturbedSystem\n",
    "from ensembler.system.eds_system import edsSystem\n",
    "\n",
    "#Enhanced sampling methods\n",
    "from ensembler.ensemble import replica_exchange\n",
    "from ensembler.ensemble import replicas_dynamic_parameters as cvb\n",
    "\n",
    "\n",
    "from ensembler.visualisation.plotSimulations import oneD_simulation_analysis_plot\n",
    "\n",
    "import matplotlib\n",
    "from ensembler.visualisation import style\n",
    "from ensembler.visualisation import plot_layout_settings\n",
    "for key, value in plot_layout_settings.items():\n",
    "    matplotlib.rcParams[key] = value\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Benchmarking parameters\n",
    "Here we define some parameters that allow us an easier comparison of the different methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "steps = simulation_steps_total_per_approach = 1000#0 #more steps better free energies, but if you just want to try 1000 ist quite fast.\n",
    "equilibration_steps = simulation_steps_total_per_approach//10\n",
    "\n",
    "space_range = [-5, 5] #This defines our one dimensional coordinate space\n",
    "temperature = 30 # for the metropolis criterion of MMC sampler\n",
    "sampler = metropolisMonteCarloIntegrator(step_size_coefficient=1) # With this algorithm wer are going to sample the potentials\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Test System: Setting up a System\n",
    "In the follwoing a test system is setup, for the Free Energy Calculations. For this Notebook, we want to keep it simple.\n",
    "Therefore two 1D-Harmonic Oscillators with different shifted minima and force constants shall be perfect for us.\n",
    "These two harmonic oscillators could for example describe the difference of two bonds types.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Build System\n",
    "#System Parameters:\n",
    "yoff1 = 0\n",
    "xoff1 = 0\n",
    "force_constant = k1 = 1\n",
    "\n",
    "entropic_difference = k2 = 3\n",
    "potential_difference = yoff2 = 1\n",
    "phase_space_distance = xoff2 = 3\n",
    "\n",
    "#State Potentials\n",
    "V_A = pot.harmonicOscillatorPotential(k=k1, x_shift=xoff1, y_shift=yoff1)\n",
    "V_B = pot.harmonicOscillatorPotential(k=k2, x_shift=xoff2, y_shift=yoff2)\n",
    "\n",
    "#Visualize\n",
    "from ensembler.visualisation.plotPotentials import multiState_overlays\n",
    "\n",
    "fig, _ = multiState_overlays([V_A,V_B])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Analyctical Solution: Nice if there is one\n",
    "The Analytical solution for our problem can be calculated from the free energy of harmonic oscillators using\n",
    "\n",
    "$F_i  = V_i - \\frac{1}{2*\\beta} log(\\sqrt{\\frac{2 \\pi}{k_i \\beta}})$.\n",
    "\n",
    "\n",
    "As we know all parameters of the harmonic oscillators, we simply can calculate $F_i$ and $F_j$.\n",
    "The difference of both quantities then results in the final free energy difference:\n",
    "\n",
    "$\\Delta F_{ij} = F_j - F_i$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "expected dF:  1.2746530721670273\n"
     ]
    }
   ],
   "source": [
    "#Analytical Solution\n",
    "beta = 1 # beta is in kT\n",
    "\n",
    "F_A = yoff1 -(1/(2*beta)) * np.log(np.sqrt((2*np.pi)/(k1*beta)))\n",
    "F_B = yoff2 -(1/(2*beta)) * np.log(np.sqrt((2*np.pi)/(k2*beta)))\n",
    "dF_AB_expected = F_B-F_A\n",
    "\n",
    "print(\"expected dF: \", dF_AB_expected)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this toy example it was easy to calculate the free energy difference.\n",
    "But there is not always an analytical solution our problem.\n",
    "As the functional of a problem gets more complex we can not rely on an analytical solution anymore.\n",
    "In the following we are going to discuss some methods, that can be used in cases like this."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Free Energy Pertubation - BAR/Zwanzig: a simplistic start\n",
    "The journey through the free energy method landscape is started with a simple start; The Free Energy Pertubation method.\n",
    "As we now assume to not know the analytical solution, we could for example use one state and simulate it, to explore its potential landscape.\n",
    "If the phase space overlap of both states is high, we could sample all the important information for both states, from this one simulation.\n",
    "\n",
    "\n",
    "### Sampling\n",
    "Now we build first the two systems and run the simulations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 7246.35it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Simulate the two states:\n",
    "##Build Systems\n",
    "systemA = system(potential=V_A, sampler=sampler, temperature=temperature)\n",
    "systemB = system(potential=V_B, sampler=sampler, temperature=temperature)\n",
    "\n",
    "##Simulate:\n",
    "systemA.simulate(steps)\n",
    "stateA_traj = systemA.trajectory\n",
    "_ = oneD_simulation_analysis_plot(systemA, limits_coordinate_space=np.linspace(-10,10) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysis\n",
    "After simulating state A, the potential energies for state B can be calculated using our potential fuction.\n",
    "\n",
    "#### Zwanzig Equation\n",
    "The Zwanzig equation is calculating the free energy difference of two states (A and B) sampled as an ensemble of one of the states (here A). The difference is boltzman-reweighted to increase the weight on the likely/favourable configurations.\n",
    "\n",
    "$dF_{ij_{Zwanzig}}(V_i, V_j) = - \\beta \\ln(\\langle e^{-\\beta(V_j-V_i)} \\rangle_i )$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Expected Result:  1.2746530721670273\n",
      "Zwanzig Result:  9.458652580434903\n",
      "\n",
      "Difference: 8.183999508267876\n"
     ]
    }
   ],
   "source": [
    "VA_sampled_energies=stateA_traj.total_potential_energy[equilibration_steps:]\n",
    "VB_sampled_energies=V_B.ene(stateA_traj.position[equilibration_steps:])\n",
    "\n",
    "zwanz = zwanzigEquation(kT=True)\n",
    "dF_AB_zwanzig = zwanz.calculate(Vi=VA_sampled_energies, Vj=VB_sampled_energies)\n",
    "\n",
    "print(\"Expected Result: \", dF_AB_expected)\n",
    "print(\"Zwanzig Result: \", dF_AB_zwanzig)\n",
    "print()\n",
    "print(\"Difference:\", dF_AB_zwanzig - dF_AB_expected)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bennet Acceptance Ratio (BAR)\n",
    "BAR requires one simulation of each state, to calculate the optimal path between both states. This is done in an iterative fashion. Usually BAR tends to give more accurate results than the Zwanzig approach.\n",
    "\n",
    "Equation:\n",
    "$dF_{ij_{BAR}}(V_i, V_j) = \\ln(\\frac{\\langle f(V_i-Vj+C) \\rangle_j}{\\langle f(V_j-V_i-C) \\rangle_i}) + C - ln(\\frac{n_1}{n_0})$\n",
    "\n",
    "with f as fermi function:\n",
    "- $f(x) = \\frac{1}{1+e^{-\\beta x}}$\n",
    "\n",
    "$dF_{ij_{BAR}}$ is calculated iterativley with $ddF_{ij_{BAR}}(V_i, V_j)$, till convergence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 7932.26it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 4853.62it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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00fv8BXdRR48elco9fPhQaZ7iwt7BwUFlokeIf29LcnR0LDavuhI1T58+lZYv+iuzQkUSNUIIcfPmTaXWQ88/jIyMxDvvvCPu3btXrvqFEKJ+/foCgPjjjz/Uxm9iYqI2KTR8+PBSkxCBgYECeNaC6vmL66L7avTo0WrjXLRokfSLRlJSktK8ykjUuLu7q1234rYKDw8Ppel3796VLvqXLl2qdnnFrylM1JAmlKVpddFHamqqynoOHz4s/Zr38ccfi/3790vLLFu2TO36FcdzIyMjteeev//+W/osBQQEKM0r6TNc0fNa0UTNgAED1G6DEEK4uroKAMVacjxPkWj46KOPpGl5eXnCzMxMABDjx49Xu2zRpFJ5zklCCLF161Zhb2+vdv86OjqKNWvWqD23Kso1atRI5OfnqyxT9HbOrVu3vnCMikTP8y1yrly5ItX7/PugNBXZP0RUs1XkuFeR60Ahqi9R89VXXwkA4tVXX1Vbhl5O7ExYCxXtJFdPTw8tW7bEhg0bAAC2trYICQmBgYGBVP7YsWMAAG9vb7U9jxsYGGDgwIEAgKNHj5YrrrCwMACAi4sLzM3NkZGRofLRokULAIAQAmfOnFFZl7e3N3R0VL/9FKMc3b9/v1xxltX9+/exePFidO/eHfXq1YOenp70upuYmEjl4uLiKn3dDg4OOHjwIKKjozFv3jx07txZaZ9mZWXhxx9/RLt27XDlyhWVdaSlpWHFihVSh4z6+vpKnZSlpKSUGn/Xrl1hZmamcl6TJk0AAIaGhnB3d1dZ5pVXXgEA5Obm4tGjR2rXM3jwYLXzhgwZAgAoLCzEX3/9pbZcefXp00ftPHXvtRMnTkidlCo+N6r4+vpWQoREmtWjRw/MnTsXwLPOg//zn/8Um14SDw8PteeeJk2aoHXr1gCA48ePlzmmyjyv9evXT+285ORkXLp0CQDw2muvqT2vZWRkoFWrVgCA6OhoafmLFy8iPT0dQNmOcxXxxhtv4MaNG/j111/x1ltvScdohZs3b2Ly5MkYPnx4iZ3JDxgwAHK5XOU8Dw8PaXQVVfsrNzcX69atQ9++faUOfYued06fPg2g+HlHcf0AAG+99VbZNhgV3z9EVLNVxnGvPNeB1alt27YAgMuXL2PBggVITU3VWCykXXQ1HQCVzsDAAC1btoSvry+mTp2KevXqKc2/desWAKBly5Yl1qMYNer+/fvIzc2Fvr7+C8Vx9epVAMCVK1fUfrl/niJZ8Dw7Ozu1yxgbGwNAmUaPKK/Dhw9jyJAhZToYPnnypMricHNzg5ubGwAgLy8P586dw549e7B27VqkpKQgKSkJo0aNwvnz55V6nb9y5Qr69OmjdvSvssZva2urdp6RkREAwMrKCrq6qg8VijJAyfvL2dlZ7TwXFxfpf8V7uTKV571WNI7mzZurXV6RlCTStPj4+GIj372I//73vzhw4ADOnDmDR48ewcLCAps3b1abUC+qpM+3Yv758+df6PNdmec1JycntcsXTSi8+eabZYqt6Hmt6IhzJb0Opb1GZWVgYIARI0ZgxIgRAIDU1FQcPXoUW7ZswbZt21BYWIhdu3Zh5cqVmD179gvHIpPJ0Lx5c5w8ebLY/rp37x58fHxw+fLlUuN8/ryjGPnK2tq6xPPO8yq6f4io5qvocU/T3zlK4+npiYEDB2L37t1YunQpAgIC0KlTJ/To0QM9e/aEp6en0o+59PJgixotdPnyZaSnpyM9PR1ZWVnIzs7GmTNn4O/vXyxJAwAZGRkAAFNT0xLrLZpcUfwC+CLKk7DIyclROV3dr3nV4fHjxxg2bBhSU1Nha2uLL7/8EqdOncK9e/fw5MkTpKenIy0tTSqfn59fLXHp6emhY8eOWLx4Ma5cuSJl+S9evKj0a3F+fj6GDRuGhIQEmJmZwd/fH8ePH8fdu3fx+PFj6b3TqFGjUuMvy34o675StEBRpWgLpecZGBhI61C8lytTWeJ/PnbFkOO6urolJjRL+8wR1RR6enpo06aN9Nzd3R2NGzcu07Ilfb6Bfz8nL/L5rszzWtGE8vMqel5THCuAkl+HqjpWWFpawtfXF7/88gt27twpJfTXrFmjdpny7q+33noLly9fhp6eHmbNmoXw8HDcvn0bqamp0nmne/fuAIqfdxT7pqw/8ihU5nUHEdUOL3rcK891YHXbvn07li1bBgcHB+Tn5yMyMhKff/45+vXrB1tbW/j5+SE3N1ejMVL1Y6JGCxkbG8PU1BSmpqYwNDQstXxZL4KLzn/RiyXg34u7QYMGQTzr36jUx7hx4154PVVt+/btePjwIeRyOcLDwzFr1ix07NgRtra2MDc3h6mpaYnNxquDlZUVli5dKj0/e/as9H9ERARiY2MBADt27ICfnx+6desGe3t7WFhYSO+doskmTSv6ZeZ5OTk50uutLYkPxXs9Pz+/xBNjVSSWiDTh999/l26xBYC9e/fi119/LdOyJX2+gbInXYqq7vMa8Ow4W5bzWtFWNEWXL+l1qI5jxaBBg9C/f38Az1pYqUtylGd/Xb9+HYcOHQIAfPvtt/jyyy/h4eGBRo0aoU6dOtJ5R912KvbNi/5IVNH9Q0S1W1mPe9pOX18f8+fPx82bNxETE4OffvoJb7/9NurWrYvHjx/jv//9b5lbFVLtwURNLaBo7h4TE1NiOUVzZVtb2xe+7Qn4t8+SokmDmujChQsAgFatWqltAq64J16TFE36ASAzM1P6XxG/paUlfHx8VC6bkJCgVScrRWJJlaLvWwcHh+oIp1RF4yipj5+q6L+IqLrdv38f77zzDoBnfcIoLno/+OCDMt1eWdLnu+j8F/l8V/d5DSjfua3o7WYlvQ6lvUaVRd15o6yxCCGk41rR/aU47wCQbj94Xl5entpjYtOmTQE863MmKSlJ7fqfV9H9Q0S1X1mOezWJs7Mzxo8fj40bNyIhIUE65m7btq3UcyLVLkzU1AKKjl5DQ0PVtqLIzc3F7t27lcoXpeiDpKSWJIqkwO3btxEeHl6hmMtLT09P+r+8rV4UzaJLWn7Lli3lqrsyFf2CZG9vL/1fU+IvKiQkpNR5Ojo66Nq1a3WFVKIuXbpITWn37Nmjttzvv/9eXSERVZkJEyYgJSUFdevWRVBQEH766SfUr18fqampGDt2bKlNwiMiItQmhuPj46Uv+YrbYsqiMs5rZdG4cWOpH6qgoKAXXr5Vq1ZSa5GyHOeqmuK8oaenBysrK5Vl9uzZo/b8cfjwYanvtqL7q+jtROqW3bVrl9p+Hnr16iX9//PPP5ewBcoqun+IqPYry3FPUxTfW8r7ncXIyAgff/yx9Ly6kv6kHZioqQUmTJgA4Flz5vnz56ss4+fnJ/VoPnHixGLzFX3f3Lt3T+16hg0bJvV78t5775XaQ7qi8+HKVLSPnpJiLYmiY8nY2Fhcv3692Pzjx4/jhx9+KF+AZfDJJ59II2Ook5OTg88++wzAswRG0YtcRfxpaWk4fPhwsWWvXbumdNuUNti6davKEZ3i4+OxatUqAEDfvn1hY2NT3aGpZG9vL73mX331lcr3WlRUFH755ZfqDo2oUq1Zswb79u0DAHz33Xdo0KABbGxs8OOPPwJ4NlrPypUrS6wjKytL6UJSQQiBGTNmQAgBXV1daTSpsqiM81pZzZgxAwBw5MgRfPXVVyWWTU9PVzoe6OrqYsyYMQCeJSBUjTgUFxeHb775ptzx/f3331i4cGGJI+sBwLlz57Bz504Az0ZvKvrDRlF37tzBihUrik3PycmRRvmqW7eu0oh3RTtkViTHikpOTi5xhDBnZ2d4e3sDAD799NMSW60+379NRfYPEdVMlX3c05SyfL+6du0aCgsL1c5XdMZetD56OTBRUwu4ublJF7Vr167Fm2++iejoaDx69AgXLlzAe++9h88//xzAs+GE+/btq7IOANi4cSNOnjyJp0+fIj8/X+mCSV9fH0FBQZDL5bh27RratWuHVatWISYmBo8fP0ZSUhJOnjyJlStXokuXLhg+fHilb2vTpk1hbm4O4NkwstevX0dOTg7y8/PLnK0eOnQodHR0kJeXh9dffx179uxBUlIS4uPj8eWXX6Jv375SR75V4cCBA+jUqRM6duyIL7/8EpGRkUhMTMTjx49x/fp1bNq0CZ07d8aRI0cAPEuKKRJkwLNhBhW/4I4ePRpbtmzB3bt3kZCQgB9++AHu7u4wNDRE3bp1q2wbXlSjRo3Qv39/rF27FgkJCbh//z5+/fVX9OzZE0+ePIGenh6WL1+u6TCVfP7555DL5UhJScFrr72GHTt2IDk5GXfv3sW6devQp0+fMne2SlTVMjMzSxy6OCMjA9nZ2UrLXL16FXPmzAEAvP3223jjjTekeb6+vnj33XcBPEsuX7x4Ue26HR0dsXbtWowfPx7nz5/Ho0ePcOrUKQwZMgS//fYbAGD27NlKLQNLUxnntbJ69913pSTCrFmz8MYbb+DAgQNISkpCamoqrl+/jl27dmHSpElo1KhRsWGrFy1aBAsLC+Tl5aF379744YcfkJiYiKSkJPz888/w8PBA/fr1yx1fVlYWlixZggYNGmD06NHYvHkzrly5gocPH+LBgweIiorCokWL0KNHD2RnZ0Mul8Pf319tfY6Ojvj4448xZ84cxMbG4uHDhzh8+DC8vb2lHxGWLl2q1Edehw4dpFuhPvroI6xduxa3bt1CUlISfv31V3Tt2hUpKSkl3t62du1amJubIy0tDe7u7li6dCmuXLmCx48fIyEhAXv37sU777yDqVOnKi1X0f1DRDVPZR/3NEXx/erYsWPYuXMnUlNTpe9XitaqS5YsQbNmzbBw4UIcOnQICQkJSE1NRVxcHL799lvpXNy4cWOtaXlO1USQVvDz8xMABAARHx//wstnZWWJwYMHS3Woenh5eYm0tDSVy+/bt0/tcs/Hs3fvXlGnTp0S1wVAuLm5FVuPg4ODACD8/PzUbsuGDRukOlSZN2+eyvU5ODgolVNM37BhQ7E6Pv30U7Vx29nZicuXL5e4fM+ePQUAMXbsWLXboY6np2epr53iMXbsWJGbm1usjo0bNwodHR2Vy5ibm4uIiIgSX+uyxK94Tz7/uhYVHh6u9n1SdF5oaKiwt7dXGa+urq4IDg5WWf/YsWMFANGzZ88XWrcQJe//sm7j+vXr1b7ODRs2FKGhodLzo0ePql0PUVUoet4oy2PQoEHSsrm5uaJ9+/YCgHB0dBRPnjwpVn9GRoZo1qyZACBatWolsrOzleYXPcaMHDlS7XoHDx4s8vLyitVf2me4Iue1+Ph4qUx4eHipr2V6eroYNmxYmV7H3377rdjyhw4dEsbGxmqPyX/99VeZjkmqxMXFCX19/TLFZmFhIbZt26ayHkWZ7777Trz22mtq6/jwww9VLn/w4EFhYGCgchl9fX3xyy+/lHpuOXnypLC1tS31vPe8iu4fIqpZKuO4V9HrwNK+j5R0jaqQmJio9juTIi5FPSU9rKysxMmTJ0t6yagWYouaWsLQ0BC7du3C9u3b8frrr8PGxgZ6enqoX78+fHx8sHnzZhw8eFDtqBj9+vXDnj170Lt3b1hZWZU4lF3//v0RHx+PZcuWwd3dHfXq1YNcLoepqSlcXFzw9ttvIyQkpMp+1Vq6dClWrVqFjh07wszMTOpL5EUsXLgQ27Ztg7u7O0xMTGBsbIwWLVpg1qxZOHv2LFq2bFkFkT8TGhqKY8eOwc/PD3369IGDgwMMDQ2hq6sLS0tLuLm5YcqUKTh58iSCgoJUNuN8++23ERoait69e8Pc3BwGBgZwcnLCe++9hzNnzqBnz55VFn95vPLKK4iOjsbUqVPh5OQEAwMDWFtb44033sDp06cxatQoTYeo0oQJE3DixAkMGTIE9evXh4GBAZo0aYLp06cjOjoa1tbWUtnyjDhDpCl+fn6Ijo6Gjo4ONm/eLLVULMrExAQ///wzdHV1cfHiRZW3NykEBwfju+++Q6dOnWBubg4TExN06tQJP/zwA3bu3Cn1g/YiKnpeexGmpqbYvn07wsLC8NZbb6FJkyYwNjaGnp4ebGxs0LNnTyxbtgxxcXHw9fUttnyvXr1w4cIFjBs3Dvb29tDX10ejRo0wfhAojlcAACAASURBVPx4REVFoUuXLuWOrVmzZkhJScEvv/yC999/H506dYKVlRV0dXVhaGgIe3t7eHt7IyAgANeuXSu1NauBgQEOHTqEzz//HK1bt4aJiQnMzc3h4eGB7du3IzAwUOVy3t7e+OuvvzBkyBDUrVtX2sY333wTJ06cwMiRI0vdlk6dOiEuLg6ff/45unbtCktLS6meHj164IsvvsCSJUuKLVfR/UNENUtlH/c0xc7ODsePH8eYMWPQsGFDldf0y5cvx6ZNm/DWW2+hTZs2sLa2hq6uLurUqYPOnTtj8eLFiI2NRadOnTSwBaRJMiE0PHA8EdVKERER8PT0BPCsL5qio6PUFiEhIRgyZAgAICUlRes6sSOqSo6Ojrh16xb8/Py0ssk5KVP8qLFhwwaMGzdOs8EQERFRidiihoionBSdajo4ODBJQ0RERERElYKJGiIiNUoabeDEiRPYvHkzACh1wkpERESlO3LkCHx9fdGgQQPIZLJiQ7ALIeDv7w97e3sYGRnBw8MDly9f1kywRETVjIkaIiI1RowYgTfffBN79uyReuG/dOkSPvvsM/j4+CAvLw916tSRho8lIiKissnIyICrqytWr14NIyOjYvMDAgKwYsUKBAYG4vTp07C2toaPjw/S09M1EC0RUfV68d79iIheEvn5+fjf//6H//3vfyrnm5mZYceOHS807DARERE9G5yif//+AFCs3yQhBFatWoX58+dj2LBhAICNGzfC2toaW7ZswXvvvVfd4RIRVSt2JlwKKyurWtkJKlFVS09PR1xcHADA1dUVBgYGGo7oxWVkZCA1NRUZGRnIy8tDfn4+ZDIZDAwMYG5uLo1CU91u3ryJBw8eVPt6axse3yvm4sWLyM3NhZ2dHZOVNUB0dDQA9qlVE7yMx3hTU1N88803UsLmxo0beOWVV3Dq1Cl07NhRKvf666/DysoKGzduLFbHunXrsG7dOgBAbGwsnJ2dqyV2IqKyepHjO1vUlMLR0RFRUVGaDoOISNKhQwdNh1Ar8PhORNqIx3ggKSkJAGBjY6M03cbGBnfv3lW5zKRJkzBp0iQAz15DHt+JSNu8yPGdfdQQEREREZHWUQwrryCEKDaNiKg2YqKGiIiIiIi0hq2tLYB/W9YoJCcnF2tlQ0RUGzFRQ0REREREWsPJyQm2trY4ePCgNC07OxtHjx5Ft27dNBgZEVH1YB81RERERERUrTIyMnD9+nUAQGFhIW7fvo1z586hbt26aNy4MaZPn44lS5bA2dkZzZs3x2effQZTU1OMGTNGw5ETEVU9JmqIiIiIiKhaRUVFwdPTU3ru5+cHPz8/jB07FkFBQZg7dy6ysrIwZcoUpKamonPnzjhw4ADMzMw0GDURUfVgoqYc8vLycP36dbi4uGg6FCIiIiKiGsfDwwNCCLXzZTIZ/P394e/vX31BERFpCa3uo2bZsmXo2LEjzM3NUb9+fQwcOBCXLl1SKjNu3DjIZDKlR5cuXZTK5OTkYOrUqbCysoKJiQl8fX2RkJBQ7rhOnDiBrVu3qh0ekIiIiIiIiIioPLQ6URMREYHJkycjMjISYWFh0NXVhbe3Nx49eqRUztvbG/fu3ZMe+/btU5o/ffp07NixA8HBwTh69CjS0tIwYMAAFBQUlCuuTp06wcTEBAcOHCjxlwAiIqqYI0eOwNfXFw0aNIBMJkNQUJDSfCEE/P39YW9vDyMjI3h4eODy5cuaCZaIiIiIqBJodaLmzz//xPjx4+Hq6opWrVph8+bNSElJwfHjx5XKGRgYwNbWVnrUrVtXmvfkyROsX78eX3zxBXx8fODm5obNmzfjwoULCA0NLVdcBgYG8PDwwO3bt3H16tUKbSMREamXkZEBV1dXrF69GkZGRsXmBwQEYMWKFQgMDMTp06dhbW0NHx8fpKenayBaIiIiIqKK0+pEzfPS09NRWFgIS0tLpenHjh2DtbU1mjdvjnfffRfJycnSvOjoaOTl5aF3797StEaNGsHFxQWRkZEq17Nu3Tp06NABHTp0QEpKisoybm5usLKywsGDB8vdMoeIiErWv39/LF26FMOHD4eOjvIpSwiBVatWYf78+Rg2bBhcXV2xceNGpKenY8uWLRqKmIiIiIioYmpUombatGlo27YtunbtKk3r27cvNm3ahEOHDmHFihU4deoUevXqhZycHABAUlIS5HI5rKyslOqysbFBUlKSyvVMmjQJUVFRiIqKQv369VWW0dHRgY+PDx49eoTo6OhK2kIiIiqr+Ph4JCUlKSXijYyM0KNHD7WJeCIiIiIibVdjRn2aOXMmjh07hmPHjkEul0vTR40aJf3fqlUrtG/fHg4ODti7dy+GDh2qtj4hBGQyWYViatasGZycnBAREYHWrVvD0NCwQvUREVHZKZLtNjY2StNtbGzUdva+bt06rFu3DgDUtpgkIiIiItKkGtGiZsaMGQgODkZYWBiaNGlSYll7e3s0bNgQ165dAwDY2tqioKAADx48UCqXnJxc7OL+RclkMvj4+CArKwvHjh2rUF1ERFQ+zyfdS0rEl6XFJBERERGRJml9ombatGnYsmULwsLC4OzsXGr5Bw8e4O7du7CzswMAtG/fHnp6ejh48KBUJiEhATExMejWrVuF47Ozs0ObNm1w4sQJPH78uML1ERFR2dja2gJAsdtYKyMRT0RERESkKVqdqJkyZQo2bNiA4OBgWFpaIikpCUlJScjIyADwbDSQ2bNn46+//sLNmzcRERGBgQMHwtraGkOGDAEAWFhYYOLEiZgzZw5CQ0Nx9uxZvPXWW2jdujW8vb0rJU5PT0/IZDKEhYVVSn1ERFQ6Jycn2NraKiXis7OzcfTo0UpJxBMRERERaYJW91GzZs0aAICXl5fSdD8/P/j7+0Mul+PixYvYtGkTHj9+DDs7O3h6emLr1q0wMzOTyq9cuRK6uroYOXIksrKy4OXlhU2bNin1dVMRFhYW6NKlC44dO4YuXbrA3t6+UuolInrZZWRk4Pr16wCAwsJC3L59G+fOnUPdunXRuHFjTJ8+HUuWLIGzszOaN2+Ozz77DKamphgzZoyGIyciIiIiKh+tTtQIIUqcb2RkhD///LPUegwNDREYGIjAwMDKCq0Yd3d3nDlzBgcOHMDYsWMr3FExEREBUVFR8PT0lJ77+fnBz88PY8eORVBQEObOnYusrCxMmTIFqamp6Ny5Mw4cOKCUrCciIiIiqkm0OlFTkxgYGMDDwwP79u1DXFwcWrRooemQiIhqPA8PjxKT9jKZDP7+/vD396++oIiIiIiIqpBW91FT07i5ucHKygoHDx5EQUGBpsMhIiIiIiIiohqGiZpKJJfL0bt3bzx8+BCnTp3SdDhEREREREREVMMwUVPJmjVrhqZNm+Lw4cN4+vSppsMhIiIiIiIiohqEiZoq0KdPH+Tl5XG4biIiIiIiIiJ6IUzUVAErKyt07NgRZ86cQVJSkqbDISIiIiIiIqIagomaKtKzZ08YGxvjjz/+KHWYcSIiIiIiIiIigImaKmNkZARPT0/cunULMTExmg6HiIiIiIiIiGoAJmqqkJubG2xsbHDgwAHk5eVpOhwiIiIiIiIi0nJM1FQhHR0d9O3bF0+ePMFff/2l6XCIiIiIiIiISMsxUVPFHB0d0bJlSxw7dgxpaWmaDoeIiIiIiIiItBgTNdXAx8cHhYWFCA0N1XQoRERERERERKTFmKipBnXq1EG3bt1w8eJF3LlzR9PhEBEREREREZGWYqKmmri7u8Pc3Bz79u1DYWGhpsMhIiIiItJaBQUF+L//+z84OTnB0NAQTk5OWLhwIfLz8zUdGhFRlWOippro6+ujd+/eSEpKQlRUlKbDISIiIiLSWsuXL8e3336Lr7/+GrGxsVi9ejW+/fZbLFu2TNOhERFVOV1NB/AyadmyJZo0aYKwsDC8+uqrMDEx0XRIRERERERaJzIyEgMHDsTAgQMBPBugw9fXFydPntRwZEREVY8taqqRTCZDv379kJeXx46FiYiIarjg4GC4urpCLpfD1dUVwcHBmg6JqNZwd3dHeHg4YmNjAQBXrlxBWFgY+vfvr+HIiIiqHlvUVDMrKyt07doVx48fR7t27dC4cWNNh0REREQvKDg4GO+/Pw1Pn5qgsFAgNvYp3n9/GgBg9OjRGo6OqOabN28e0tPT0bJlS8jlcuTn52PBggWYPHmyyvLr1q3DunXrAAApKSnVGSoRUaVjixoN6NGjBzsWJiIiqsE+/HAu0tLkKCj4CUAOCgp+QlqaHB9+OFfToRHVCr/++is2bdqELVu24MyZM9i0aRPWrFmD9evXqyw/adIkREVFISoqCvXr16/maImIKhcTNRqgr6+PPn364P79++xYmIiIqAZ69CgBwCYAngD0/vm76Z/pRFRRc+bMwezZszFq1Ci0atUKb731FmbOnMnOhInopaDViZply5ahY8eOMDc3R/369TFw4EBcunRJqYwQAv7+/rC3t4eRkRE8PDxw+fJlpTI5OTmYOnUqrKysYGJiAl9fXyQkaPZCysXFRepYOCMjQ6OxEBERERFpk8zMTMjlcqVpcrmcrdGJ6KWg1YmaiIgITJ48GZGRkQgLC4Ouri68vb3x6NEjqUxAQABWrFiBwMBAnD59GtbW1vDx8UF6erpUZvr06dixYweCg4Nx9OhRpKWlYcCAASgoKNDEZgFgx8JEREQ1mVzeEMBYAOEA8v75O/af6URUUQMHDsTnn3+OvXv34ubNm9i1axe++uorDBkyRNOhERFVOa1O1Pz5558YP348XF1d0apVK2zevBkpKSk4fvw4gGetaVatWoX58+dj2LBhcHV1xcaNG5Geno4tW7YAAJ48eYL169fjiy++gI+PD9zc3LB582ZcuHBB4wkSKysrdOvWDefPn8ft27c1GgsRERGV3XvvBQDIANAHgP4/fzP+mU5EFRUYGIjhw4dj8uTJcHFxwaxZs/Duu+9iyZIlmg6NiKjKaXWi5nnp6ekoLCyEpaUlACA+Ph5JSUno3bu3VMbIyAg9evRAZGQkACA6Ohp5eXlKZRo1agQXFxepjCa99tprMDc3x969ezXawoeIiIjKzt0dMDJSnmZk9Gw6EVWcmZkZVq1ahVu3biErKws3btzA0qVLYWhoqOnQiIiqXI1K1EybNg1t27ZF165dAQBJSUkAABsbG6VyNjY20rykpCTI5XJYWVmpLfO8devWoUOHDujQoUOVD++nr6+Pfv36ITk5GSdOnKjSdREREVHlmDt3LurUMUXoof24nXobYWF/ok4dU8ydy1GfiIiIqGJqTKJm5syZOHbsGHbs2FGsYzGZTKb0XAhRbNrzSipT3cP7OTs7w9nZGREREUhNTa3y9REREVHFJCQkYOPGjejs3hnpBenw9PTExo0bNT5YAREREdV8NSJRM2PGDAQHByMsLAxNmjSRptva2gJAsZYxycnJUisbW1tbFBQU4MGDB2rLaIN+/fpBR0cH+/btgxBC0+EQERFRKcLDw9HZrTNaWbeCq6srwsPDNR0SERER1QJan6iZNm0atmzZgrCwMDg7OyvNc3Jygq2tLQ4ePChNy87OxtGjR9GtWzcAQPv27aGnp6dUJiEhATExMVIZbWBubo5evXrh+vXrxYYXJyIiIu1St25dBAQEYOKEifj7/t+YMGECAgICULduXU2HRkRERDWcrqYDKMmUKVOwefNmhISEwNLSUmo5Y2pqClNTU8hkMkyfPh1LliyBs7Mzmjdvjs8++wympqYYM2YMAMDCwgITJ07EnDlzYG1tjXr16mHmzJlo3bo1vL29Nbl5xXTs2BEXLlzAH3/8gaZNm7KzNCIiIi1lbGyMgoICBAYGYvbs2XBwcICpqSmMjY01HRoRERHVcFrdombNmjVIT0+Hl5cX7OzspMeXX34plZk7dy5mzpyJKVOmoEOHDrh37x4OHDgAMzMzqczKlSsxdOhQjBw5Et27d4epqSl2795drK8bTdPR0cGAAQOQmZmp8aHDiYiISL3ExEQEBgbCxMQEMpkMJiYmCAwMRGJioqZDIyIiohpOqxM1QgiVD39/f6mMTCaDv78/7t27h+zsbBw+fBiurq5K9RgaGiIwMBAPHz5EZmYmdu/ejUaNGlXz1pSNnZ0dOnfujOjoaNy5c0fT4RARaTV/f3/IZDKlh6L/MqKq5OLigoYNG+LSpUvIycvBpUuX0LBhQ7i4uGg6NCIiIqrhtDpR87Ly9PSEhYUFdu/ejYKCAk2HQ0Sk1Vq0aIF79+5Jj4sXL2o6JHoJLFiwABMnTkR4eDhEgUB4eDgmTpyIBQsWaDo0IiIiquG0uo+al5W+vj769++P4OBgREZG4rXXXtN0SEREWktXV5etaKjajR49GgAwdepUxMTEwMXFBUuWLJGmExEREZUXW9RoqebNm8PFxQVHjhzBo0ePNB0OEZHWunHjBho0aAAnJyeMGjUKN27c0HRIRERERETlxkSNFuvXrx/kcjl2794NIYSmwyEi0jqdO3dGUFAQ9u/fjx9++AFJSUno1q0bHj58qLL8unXr0KFDB3To0AEpKSnVHC3VJsHBwViwYAECAwPxNPMpAgMDsWDBAgQHB2s6NCIiIqrhmKjRYmZmZujduzdu3ryJ6OhoTYdDRKR1+vXrhxEjRqB169bw9vbGnj17UFhYiI0bN6osP2nSJERFRSEqKgr169ev5mipNlmyZAnWr18PT09PZIkseHp6Yv369ViyZImmQyMiIqIajokaLdeuXTs0adIEBw8exJMnTzQdDhGRVjM1NcWrr76Ka9euaToUquViYmLg7u4OIQTSc9MBAO7u7oiJidFwZERERFTTMVGj5WQyGQYMGAAhBPbs2cNboIiISpCdnY3Y2FjY2dlpOhSq5VxcXLB48WK0atUKTpZOcHV1xeLFizk8NxEREVUYEzU1gKWlJby8vHD9+nVcuHBB0+EQEWmN2bNn4/Dhw4iPj8fJkycxfPhwPH36FGPHjtV0aFTLeXp6Yvny5ZgwYQIePn6ICRMmYPny5fD09NR0aERERFTDMVFTQ3Tq1AmNGjXCH3/8gYyMDE2HQ0SkFRISEjB69Gi0aNECQ4cOhYGBAU6cOAEHBwdNh0a1XHh4OObNm4effvoJ9erUw08//YR58+YhPDxc06ERERFRDaer6QCobGQyGXx9ffHdd99h7969GDFiBGQymabDIiLSqF9++UXTIdBLKiYmBmfPnsWnn36KhIwENDJrhLy8PCxbtkzToREREVENV2qi5siRI1WyYn19fXTp0qVK6q6trKys4OnpidDQUFy5cgWvvvqqpkMiIiJ6Kbm4uODYsWPw9PSEpYElAODYsWPso4aIiIgqrNREjYeHR5W03LC1tcXdu3crvd7armvXrrh8+TL2798PJycnGBsbazokIiKil86CBQswceJE/PDjD2jZoSVOHz+NiRMncnhuIiIiqrAy3fqko6ODhg0bVtpKb926xdGLyklHRweDBg3CunXrsH//fgwbNkzTIREREb10Ro0ahcy8TLw3+T3EX4tH0xZNsfjTxRg9erSmQyMiIqIarkyJmvr16yM+Pr7SVqqjwz6MK8LGxgY9e/ZEeHg4nJ2deQsUERFRJXvR1sRxMXF4+8238fabb5dalj9WERERUUnYmXAN5e7ujri4OOzduxeNGzeGmZmZpkMiIiLSevmF+cgrzFP6m1+Yj9yCXOQV5iGvMA+5Bbk4de+UNE0V612haDH/S8izciADIAAUGBng6uezkTzEu1h5HZkO9OX60NfRx6UHl6Cno/fsIX/2V1dHV5qmq6MLXR1d6Mj4wxYREdHLqNREja+vL+rWrVupK62KOl82Ojo6GDx4ML7//nvs3r0bo0eP5ihQRERUawkhUCAKnj0KC5BXmCf9n1+Yj3yRL/1fIAqUEjGK5/mF+RConNYsTQJ+hDwrR2maPCsHTQJ+VJmoKRSFyM7PRjayy7wOuUwOuY783+SNTBdyHbmUyJGeF/mrq6M8jckeIiKimqfURE1ISAgSEhIqdaUhISGVWt/LysrKCt7e3vjjjz9w9uxZuLm5aTokIiIiJUIIpSSKIqmiSKAUFBaoTLI8P69AFGh6U5QYJCa/0PTyKBAFKCgoQG5Bbrnr0JHpSAkfuexZkkfVX6WET5FEEFv3EBERVb8y3frUuHFjuLi44PLly1UdD72gTp06ITY2Fn/++SeaNGmCOnXqaDokIiJ6CeQV5CGrIAs5+TnILsj+99ahgjzkFuYq3VakLXxb+SL9SXqV1C21aRUCaOxZKXWaWZjh94u/V6iOQlGIQlGo9haustKR6UBXpivdqqX4q6+jDwO5AQx1DaW/TOoQERFVTJn7qElNTa3KOKicZDIZBg0ahLVr1yIkJARjx47lLVBERFSpsvKzkJaThrTcNDzNe4qneU8r/MVfE9KfpCP8dnil1FW0jxqFkvqoKQ/PSkr4VIZCUYhckYvcwpJb98ggg7GeMYz1jGGuZw5zA3OY6ZsxeUPlcu/ePcyfPx/79u1Deno6mjRpgrVr16Jnz56aDo2IqEqxM+FaoE6dOujbty9+//13nDx5El26dNF0SEREVAvkFuTiQsoFZORlaDqUSiH8zIH1gyqvwrkGAAykp3IALR8FouX6wEqpXviZI6JSaqo+AkJK5qUgBcCz1jjN6jSDnamdhqOjmuTx48fo3r073N3dsXfvXtSvXx83btyAtbW1pkMjIqpyTNTUEm3btkVsbCwOHTqEpk2bwsrKStMhERFRDacv14ebjduzTnALspGd/+8tTorOeove4lQgClAoCjUdtlqyxWmV1qKmOng29kT4RE1HoV7Rzo6LjlilJ9eDnkwPBrrPboUykhtBT66n6XCphgkICICdnR02bdokTXNyctJgRERE1UfrEzVHjhzBl19+iejoaCQmJmLDhg0YN26cNH/cuHHYuHGj0jKdO3fGiRMnpOc5OTmYPXs2goODkZWVBS8vL6xZswYNGzasrs2ocjKZDAMHDsSaNWuwc+dOTJw4EXK5XNNhERFRDacj05FuZSkLRce/Sp0GF6p4/k8nwVU5MpMq2nQ7UWnMLMyqrO7nR5RSdCxcbHSpf/7X09H7t/Phfzoe5q3WVJVCQkLQt29fjBw5EuHh4bC3t8c777yDKVOm8L1HRLWe1idqMjIy4Orqirfffhtvv/22yjLe3t7YvHmz9FxfX19p/vTp0/Hbb78hODgY9erVw8yZMzFgwABER0fXqmSGqakpfH198euvvyIsLAw+Pj6aDomIiF4ych055JBDX65femE1SkvkKBI+RZM+0rx/yqpSVa1pPBt7VmtLHUXHvupGaFJKuhSZVzT5wi+6pO1u3LiBNWvWYMaMGZg/fz7OnTuHqVOnAgA+/PDDYuXXrVuHdevWAQBSUlKqNVYiospW5kRNWloaPv/8c7Rp0wZt2rSBvb19VcYl6d+/P/r37w8ASi1pijIwMICtra3KeU+ePMH69euxYcMGKXGxefNmODg4IDQ0FH369KmSuDXF2dkZbm5uiIyMRNOmTdlElIiIahxFsgfl/C1FMSR40eSN4qG4XUsxQlVeYR5yCnKQW5D7wi15Dv12CD8H/gwAGO89Hm9OfRNeg7xeqA5dHV0YyA2URlJ6/lYiXR1dpf/ZMS+9DAoLC9GhQwcsW7YMANCuXTtcu3YN3377rcpEzaRJkzBp0iQAQIcOHao1ViKiylbmRE1WVhYWLFggPa9Xrx7atm2Ltm3bok2bNmjbti1cXFygo1P9Fw/Hjh2DtbU16tSpg549e2LJkiVSR2PR0dHIy8tD7969pfKNGjWCi4sLIiMjVSZqanpGvk+fPrh16xZ27dqF999/H8bGZWuuTkREVBvIZDLoyZ4lOspKCIHcwlzkFOQgKy8LmfmZyMzPxNPcp8jKzyqWxDn02yGsD1iPOV/MwcxRM/HRfz/CF3O+AIBiyRo9HT2Y6JnARM8ExnrGMNI1gqH82XDWcp3a07KXqDLZ2dmhZcuWStNcXFywevVqDUVERFR9ypyo0dPTg5WVFRITEwEADx48QGhoKA4dOiSVMTAwQMuWLaUETtu2bdG6dWuYm5tXfuT/6Nu3L4YOHQonJyfcvHkTCxcuRK9evRAdHQ0DAwMkJSVBLpcX61zXxsYGSUlJKuus6Rl5fX19DBs2DD/++CN2796NESNGsIkzERFRCWQyGQzkBjCQG8BcX/m6paCwABl5GUjLTUN6bjoe5zzGz4E/w2uwF75e9DUA4OtFX8NrsBf+F/g/DB0xFBb6FjA3MIepnikMdQ01sUlENVr37t1x9epVpWlxcXFwcHDQUERERNWnzImaunXrIiEhAQ8fPsS5c+ekx/nz5xEbG4v8/HxkZ2fjzJkzOHv2rNKyjo6OaNeuHbZv317pGzBq1Cjp/1atWqF9+/ZwcHDA3r17MXToULXLCSFqdfLCzs4OXl5eOHjwIM6cOYP27dtrOiQiIqIaoyzXCDfjbir9r3juZuNW4nJCVF1nyUS1xYwZM9CtWzcsWbIEI0eOxNmzZ/H1119j6dKlmg6NiKjKvXBnwvXq1YOXlxe8vP5t1pubm4tLly7h/PnzUgLnwoULePLkCQAgPj4eN2/erLSgS2Jvb4+GDRvi2rVrAABbW1sUFBTgwYMHqF+/vlQuOTkZPXr0qJaYNKVr1674+++/8eeff8LBwYFDdhMREZVRackUPT09mJmZ4cf//YgGrRrgadxTDB8+HOnp6cjLy6umKIlqr44dOyIkJASffPIJPv30UzRu3BiffvopJk+erOnQiIiqXKWM+qSvrw83Nze4uSn/gnTz5k2lljfV4cGDB7h79y7s7OwAAO3bt4eenh4OHjyIMWPGAAASEhIQExODbt26VUtMmiKTyTB48GCsXbuWQ3YTERFVovz8fBgYGMBYzxgmeibIlGXCDfJYnQAAIABJREFUwMAAqampmg6NqMJyc3OLjaKqCa+//jpef/11TYdBRFTtqnR4bkdHRzg6OmLw4MHlriMjIwPXr18H8Kz399u3b+PcuXOoW7cu6tatC39/fwwbNgx2dna4efMmPv74Y1hbW2PIkCEAAAsLC0ycOBFz5syBtbW1NDx369at4e3tXSnbqc3MzMw4ZDcREVEVGD9+PGZPn42YmBi4uLhg/Pjx0gg1RDWZiYkJWrRogf3796NRo0aaDoeI6KWj9eM7RkVFoV27dmjXrh2ysrLg5+eHdu3aYdGiRZDL5bh48SIGDRqE5s2bY+zYsWjRogX++usvmJmZSXWsXLkSQ4cOxciRI9G9e3eYmppi9+7dL03rEmdnZ7Rv3x6RkZHSLWFERERUfg0bNkRQUBACAwORnZ2NwMBABAUFoWHDhpoOjajC9PT0cOvWLSZpiIg0pEwtagYNGoS7d+9WdSwqeXh4lHif+J9//llqHYaGhggMDERgYGBlhlaj9OnTBwkJCdKQ3VU5EhcREVFtFxAQgGnTpmHChAm4ffs2GjdujPz8fKxYsULToRFVWJMmTaqtf0kiIiquTC1qdu3ahVOnTknPq6u/Gao8enp6eOONN1BQUIDt27ejsLBQ0yERERHVWKNHj8bq1athYmIC4NmtIqtXr8bo0aM1HBlRxY0YMQJZWVk4cuSIpkMhInoplevWp8GDB+PRo0eVHQtVsXr16mHAgAG4c+cOwsLCNB0OERFRjTZ69GhcunQJBQUFuHTpEpM0VGvMmjULjRs3xtSpU5GRkaHpcIiIXjrlStTcunULw4cPR0FBQZmXuXPnTnlWRZWsVatWcHNzw/Hjx9lfDREREREV88033+Cjjz7CjRs30KFDB0RGRmo6JCKil0q5EjWDBg3C4cOH8dFHH5Wp/PHjx9GxY8fyrIqqQN++fWFjY4Ndu3YhLS1N0+EQkRbIzc3VdAhERKQlPv74Y8yePRuZmZm4du0aevToge7duyMgIAAnTpxAZmampkMkIqrVypWo2bx5M5o3b47vvvsOP/74Y4llN2zYAG9vb6SkpJQrQKp8enp6Uoso9ldDRMCz/jVcXV3Z+pGIiODr6wtHR0cAgBAChYWF+Ouvv/Dxxx+je/fusLCwgIuLC0aPHo2AgAAcOHAAycnJmg2aiKgWKdOoT88zNTVFSEgIOnXqhA8//BCvvvoqunbtqlRGCIFZs2Zh9erVEEJg2rRplRIwVQ4rKysMGDAAO3fuxKFDh+Dj46PpkIhIgzgUKxERKYSEhAAA0tPTceHCBZw/f156XLp0CZmZmbh69SquXr2KrVu3AgBkMhny8/M1GTYRUa1RrkQNALRo0QKbNm3C0KFDMWzYMERFRcHe3h4AkJaWhhEjRuDgwYPQ09PD2rVrMX78+EoLmipHq1atcOvWLURGRqJhw4ZwcXHRdEhEpCEcipWIiJ5nZmaG7t27o3v37tI0IQSuX7+ulLw5d+4cEhISNBgpEVHtUq5bnxQGDRqEhQsXIikpCYMHD0ZOTg7i4uLQuXNnHDhwANbW1ggPD2eSRov17dsXDRo0QEhICB48eKDpcIhIQzgUKxHRy+no0aMv1GehTCZDs2bNMHz4cPw/e3ceFlXZPnD8OzDsmyibu5gLbgiCWlrmvlvmkkZa1ttLZf3SfK3Mt0XLsn2zNLFSU3HJetVMTcld0ETFBXFJxRVkkX2fmfP7A2Zk2FVgWO7Pdc0lnPPMc+5zwMPMPffzPO+//z6bNm3iypUrsiKsEEJUonITNV9++SW7du0iKSmpxP1z585l+PDhHDlyhJEjR3L//fdz9uxZ/Pz8CA8PLzYkStQsarWa8ePHo1arWbt2LTk5OaYOSQhhArV9KdaFCxfi6emJtbU1fn5+7Nu3z9QhCSFErfDwww/j7OxM69atGTNmDO+99x4bN27k8uXLd9RPgwYNqihCIYSof8pN1PznP/9h4MCBuLi40KpVKx577DHmzp1ryJ4DBAcH06ZNG3bu3ElycjJPPPEE+/bto2nTplV+AuLeOTk5MW7cOBITE9m4cSOKopg6JCFKtOrbCFq5x2JmpqOVeyyrvo0wdUh1Rm1einXt2rVMmzaN2bNnc+zYMXr16sWwYcMMf6OEEEKUrmHDhiiKQnR0NBs2bGDu3LmMGTOG1q1b07BhQ/r168err77KsmXLiIiIIC8vz9QhCyFEnadSynlXPnLkSI4fP87169dvP0mlMnzdoEEDfHx8sLS05M8//2TSpEn89NNPqNV3Pf1NjeLv7094eLipw6gWoaGh7Nixg4EDBxqNRRaiJlj1bQSBM9uRmWNr2GZrlUnQZ+d48mUfE0ZW/arivmRmZmZ0b1epVPTs2ZNHH32UPn364O3tja2tbRk9mE7Pnj3x9vZmyZIlhm36svz58+eX+rz6dH8XQtQeprg3Xbt2jYiICKPHpUuXUBTF6G8D5Fdjd+jQAR8fH7p27YqPjw8+Pj44OztXa8xlkfu7EKImupN7U7mJGr1bt25x7Ngxw4RhERERnDlzxjC7u0qlMtzMLSws8PLyomvXroaHt7c3rq6ud39WJlKfbvSKorB+/XqioqKYPHkynp6epg5JCINW7rFcjvMotr2lWyzRN4tvr8uq4r40evRoTp48SXR0tFFVnf4FupmZGW3atMHHxwdfX1/DC3M3N7dKjeNO5ebmYmtry+rVqxk/frxh+0svvcSpU6fYs2dPqc+tT/d3IUTtUVPuTQcOHGDcuHHcvHkTc3NzGjZsSHJysqGipmgCp3nz5jVmUvqacg2FEKKwO7k3VbjspWHDhgwYMIABAwYYtuXm5nLq1Cmj5M2JEydISUnhxIkTnDhxgpUrVwKyZF9toFKpeOSRR4iLi2P9+vUEBgbi5ORk6rCEAOBKfMkJgdK2iztTW5diTUhIQKvV4u7ubrTd3d2dkJCQYu2DgoIICgoCID4+vlpiFEKI2ubkyZOMGDECZ2dnNm/ezJAhQzA3N0en03H8+HHWr1/PkiVLjBaiuHr1qgkjFkKIuuWexidZWlrSrVs3unXrZrT90qVLRsmbY8eOyc27lrCysmLChAksWbKEtWvX8swzz2BhYWHqsISghWtciRU1LVzjgPpVUVOVautSrEU/2S2pXB8gMDCQwMBAIP9TDSGEEMXNnj2btLQ0tmzZQq9evQzbzczM8PX1xdfXl9dff50XX3yRNWvW8MILLzB69GgTRiyEEHVLlUwk4+npiaenp9ENOyUlpSoOJaqAi4sLY8eOZfXq1WzcuJGxY8eW+IZHiOr0wduxBM50LDZHzQdvxyKJmqqlX4pVP++LXnJysgmjyufi4oK5uTmxsbFG2+Pi4opV2QghhKiY/fv3Y2tra5SkKcrJyYng4GCys7NZvHgxjz76aDVGKIQQdVu5qz5VFhlCU7u0a9eOgQMHEhkZKcvcihrhyZd9CPrsHC3dYlGpdLR0i62XEwnXJDVhKVZLS0v8/PzYsWOH0fYdO3aU+QZDCCFE2XJzc9FqteW2++ijj1AUhUWLFlVDVEIIUT9UW6JG1D69evXC29ubXbt2ERUVZepwhODJl32IvumBTmdG9E0PSdIIAGbMmMGyZcv44YcfiIqKYtq0ady4cYMXXnjB1KEJIUSt5OPjg0aj4X//+1+5bdu1a4eDgwN///13NUQmhBD1Q7mJGjMzM5o2bVq5B62CPkXlU6lUjBo1iqZNm/K///2v2NACIYSoCSZMmMBXX33FvHnz8PHxYf/+/WzZsoWWLVuaOjQhhKiVnn/+eRRF4dVXXy13Jaf09HTS09O5detW9QQnhBD1QIUqaiq4gvcdqYo+ReVTq9VMmDABa2trVq9eTXp6uqlDEkKIYqZOnUp0dDQ5OTkcOXKEPn36mDokIYSotSZOnMgjjzzC9evX6d69O0uWLDEsy13U3LlzURSFRo0aVXOUQghRd1VoMmGtVsvVq1cluVJPOTg4MHHiRJYuXcq6det46qmnUKurZB5qIYQQQghRA6xZs4bnnnuO4OBgXnjhBWbPns2IESPw8/PD2dmZGzdusHHjRg4ePIhKpWLMmDGmDlkIIeqMCr3bTkhIoFWrVpV20DtZQWjv3r189tlnHDlyhBs3brB06VKmTJli2K8oCnPnziUoKIikpCR69uzJd999R6dOnQxtcnJymDlzJqtXryYrK4sBAwawcOFCmjVrVmnnVNc1adKE0aNHs379en7//XdGjx4tK0EJIYQQQtRR1tbWrFy5kiFDhvDuu+8SHR3Nzz//zIoVKwxt9B/i+vn58cEHH5gqVCGEqHMqPPSpsh8VlZ6eTufOnfn666+xsbEptv+TTz7h888/Z8GCBRw+fBg3NzcGDRpEWlqaoc306dP59ddfWb16Nfv27SM1NZWRI0dWaCZ7cVunTp3o27cvJ06cYPfu3aYORwghhBBCVLHJkydz/vx5Nm3axNSpU+nVqxf33Xcf9913H0OHDmXRokWEhobi6Oho6lCFEKLOKLeiRqfTMXv2bGbPno29vX11xGRk+PDhDB8+HMCokgbyE0hfffUVs2bNYuzYsQAsX74cNzc3goODef7550lJSeHHH39k6dKlDBo0CIAVK1bQsmVLQkJCGDJkSLWeT23Xp08fkpOT2bt3Lw0aNMDX19fUIQkhhBBCiCpkbm7OyJEjGTlypMli+PDDD/nvf//LSy+9xLfffmuyOIQQojpUqKLmo48+ol27dixZsqRGzVNz6dIlYmNjGTx4sGGbjY0Nffr0ITQ0FIAjR46Ql5dn1KZ58+Z06NDB0EZUnEqlYuTIkbRu3ZrNmzdz8eJFU4ckhBBCCCHqsIMHD7JkyRK8vb1NHYoQQlSLCiVq7OzsiI2N5YUXXsDHx4cdO3ZUdVwVol8u2t3d3Wi7u7u7YV9sbCzm5ua4uLiU2qaooKAg/P398ff3Jz4+vgoir93Mzc0ZP348Li4urFu3jps3b5o6JCHqnNzcXFOHIIQQQphcSkoKTz75JD/++CPOzs6mDkcIIapFhRI1Fy5c4Pnnn8fc3JyTJ08ydOhQhg8fTlRUVFXHVyFFJ7VVFKXciW7LahMYGEh4eDjh4eG4urpWWpx1ibW1NQEBAVhaWhIcHExqaqqpQxKizrh8+TJff/01V65cMXUoQgghhEkFBgYybtw4+vfvX2Y7+aBVCFGXVChR4+bmxqJFizh16hSPPPIIiqLw559/0rVrV6ZOnWqym6GHhwdAscqYuLg4Q5WNh4cHWq2WhISEUtuIu+Pk5ERAQADZ2dkEBweTk5Nj6pCEqPVu3rzJ6tWrsbW1lUSxEEKIem3JkiX8888/vP/+++W2lQ9ahRB1SYUSNXrt2rVjw4YN7N27l+7du6PRaFi8eDFt27blk08+qfZSfU9PTzw8PIyGYmVnZ7Nv3z569eoF5C8XaGFhYdTm2rVrREVFGdqIu+fh4cH48eOJi4tjzZo1aDQaU4ckRK2VlJTEypUrsbKyYtKkSSWudCeEEELUB2fPnmX27NmsWrUKS0tLU4cjhBDV6o4SNXoPPvggBw8eZM2aNXh6epKamsqbb76Jl5cXa9eurdQA09PTiYiIICIiAp1Ox5UrV4iIiODKlSuoVCqmT5/ORx99xG+//capU6eYMmUK9vb2BAQEAPlVH//617947bXXCAkJ4dixY0yePBlvb28GDhxYqbHWV23atGH06NFER0fz22+/odPpTB2SELVORkYGK1euRKPRMGnSJJycnEwdkhBCCGEyYWFhJCQk0LlzZ9RqNWq1mj179rBw4ULUarVUcgsh6rS7StToPf7445w5c4Yvv/ySRo0aER0dTUBAAL169eLgwYOVEmB4eDi+vr74+vqSlZXFu+++i6+vL++88w4Ar7/+OjNmzOCll17C39+fmJgYtm/fjoODg6GPL7/8kjFjxjBhwgR69+6Nvb09v//+O+bm5pUSowBvb2+GDBlCVFQUmzdvrlGrgwlR0+Xk5LBq1SpSU1MJCAiQkm0hhBD13ujRozl58qThA9uIiAj8/f2ZOHEiERERUmUjhKjTVEolvaNOTU3lww8/5JtvviE7OxuVSsX48eP56KOPaNWqVWUcwiT8/f0JDw83dRi1xs6dO9m3bx8PPvggAwYMMHU4QtR4Go2G4OBgoqOjmThxIu3atSv3OXJfqhxyHYUQNZHcm0rXt29fOnfuzLfffltmO7mGQoia6E7uTfdUUVOYo6MjH330EefOnWPy5MmoVCrWrVtHhw4dmDVrFmlpaZV1KFGD9evXDz8/P/bv309YWJipwxGiRtPpdGzYsIFLly7x6KOPVihJI4QQQgghhKjbKi1Ro9esWTOWL1/O0aNHGTRoEDk5OXz66ae0bdu2sg8laiCVSsXw4cPp2LEj27dv5/jx46YOSYgaSVEUNm/eTGRkJAMHDqRr166mDkkIIYSo0Xbv3l1uNY0QQtQF6sruMDExkdOnTxMVFYWXlxcRERHEx8ebbAlvUf3MzMx47LHHyM7OZuPGjajVajp16mTqsISoMRRFYevWrRw7doyHHnqI3r17mzokIYQQQgghRA1x14ma2NhYoqKiOH36tNEjISHBqJ1MKls/qdVqJkyYwKpVq/jtt98wNzfHy8vL1GEJYXKKohASEsLhw4e5//776devn6lDEkIIIYQQQtQgFUrUbN++3SgZExUVRXJyslGbwgkZKysr2rdvT6dOnejcubPhIeoXS0tLAgICWLFiBb/88gsTJ06UIXCi3tuzZw+hoaH4+/szePBgVCqVqUMSQgghhBBC1CAVStQMHTrU8GaicELG3NycNm3a0LlzZ6OkTNu2bWXpawHkJ+0mTZrEzz//zNq1awkICKB169amDksIkzhw4AB79uzBx8eH4cOHS5JGCCGEEEIIUUyFhz61bNnSqDqmU6dOdOjQAUtLy6qMT9QB1tbWTJo0ieXLl7N69WqefPLJWr1kuxB349ChQ4SEhNCpUydGjRolSRohhBBCCCFEiSqUqElLS8POzq6qYxF1mK2tLU899RTLli0jODiYSZMm0aJFC1OHJUS1CAsLY/v27Xh5efHYY49hZlbpC+4JIYQQQggh6ogKvVuQJI2oDHZ2djz11FM4OjqycuVKoqOjTR2SEFXuwIEDbN++nY4dOzJu3DgZFiqEEEIIIYQok3ysK6qVg4MDTz/9NA0aNGDVqlVcvHjR1CEJUWX27dtHSEgInTt3ZuzYsZKkEUIIIYQQQpRLEjWi2umTNY0aNSI4OJjz58+bOiQhKt2ePXvYuXMnXbp0keFOQgghhBBCiAqTdw7CJPTDoNzc3FizZg1nzpwxdUhCVApFUdi5cye7d++ma9eujB49WpI0QgghhBBCiAqTdw/CZPQTDDdu3JhffvmFyMhIU4ckxD1RFIVt27axb98+fH19efTRRyVJI4QQQgghhLgj8g5CmJS1tTWTJ0+mWbNmrF+/nvDwcFOHJMRd0Wq1bNiwgb///pv7779fluAWQgghhBBC3BVJ1AiTs7KyYtKkSbRt25Y//viDPXv2oCiKqcMSosLy8vJYt24dJ06coH///gwePFiSNEIIIYQQQoi7IokaUSNYWFgwYcIEvL292b17N1u3bpVkjagVsrOzWbVqFefOnWP48OE89NBDkqQRQgghhBBC3DW1qQMQQs/c3JzRo0dja2vLwYMHycrKYvTo0bKksaix0tPTWbVqFXFxcYwdO5bOnTubOiQhhBBCCCFELSeJGlGjqFQqBg8ejL29PSEhIWRlZTF+/HisrKxMHZoQRuLj4wkODiYjI4OJEyfStm1bU4ckhBBCCCGEqANk6JOocVQqFb179+aRRx7h4sWLLF26lNTUVFOHJYRBdHQ0P/30E3l5eUyZMkWSNCbUt29fVCqV0WPixImmDksIIYQQQoi7JokaUWP5+voSEBBAUlISP/zwAzExMaYOSQhOnDjBihUrsLe357nnnqNJkyamDqnee+aZZ4iJiTE8Fi9ebOqQhBBCCCGEuGuSqBE1Wps2bXj22WdRqVQsXbqUs2fPmjokUU8pisLevXv53//+R/PmzXn22Wdp0KCBqcMSgK2tLR4eHoaHk5OTqUMSQgghhBDirtX6RM2cOXOKlb17eHgY9iuKwpw5c2jSpAk2Njb07duXyMhIE0Ys7pS7uzvPPfccLi4urF27lkOHDpk6JFHPaDQaNm3axK5du+jSpQuTJk3CxsbG1GGJAmvWrMHFxYVOnToxc+ZM0tLSSm0bFBSEv78//v7+xMfHV2OUQgghhBBCVEydmEy4ffv27N692/B94VWCPvnkEz7//HOWLVtG+/btee+99xg0aBBnz57FwcHBBNGKu+Hg4MCUKVP47bff2LZtGwkJCQwdOlRWhBJVLi0tjXXr1nHt2jX69OljmBNF1AwBAQG0bNmSJk2aEBkZyZtvvsnx48fZsWNHie0DAwMJDAwEwN/fvzpDFUIIIYQQokLqRKJGrVYbVdHoKYrCV199xaxZsxg7diwAy5cvx83NjeDgYJ5//vnqDlXcA0tLSx5//HH++usvQkNDiYuLY/z48djb25s6NFFHXb9+nbVr15Kdnc348ePp2LGjqUOqF9566y0++OCDMtvs2rWLvn37GpIuAF26dKF169b07NmTo0eP0q1bt6oOVQghhBBCiEpX64c+AVy8eJGmTZvi6enJxIkTuXjxIgCXLl0iNjaWwYMHG9ra2NjQp08fQkNDTRWuuAdmZmYMGjSIsWPHcuPGDYKCgrh+/bqpwxJ10IkTJ1i6dClmZmY8++yzkqSpRtOnTycqKqrMR48ePUp8rr+/P+bm5pw/f76aoxZCCCGEEKJy1PqKmp49e7Js2TK8vLyIi4tj3rx59OrVi8jISGJjY4H8OU4Kc3d3L/PNfVBQEEFBQQAyh0EN1blzZ8OcNUuXLmXEiBH4+vqaOixRB2i1WkJCQjh48CAtW7Zk/Pjx2NnZmTqsesXFxQUXF5e7eu7JkyfRarU0bty4kqMSQgghhBCietT6ipphw4bx+OOP4+3tzcCBA9m8eTM6nY7ly5cb2hSdT0JRlDLnmAgMDCQ8PJzw8HBcXV2rLHZxbzw8PPj3v/9NixYt2LRpE3/88QcajcbUYYlaLDU1leXLl3Pw4EG6d+/O5MmTJUlTg124cIH33nuP8PBwoqOj2bJlCxMnTsTX15fevXubOjwhhBD3YP78+XTv3h1HR0dcXV0ZNWoUp06dMnVYQghRLWp9oqYoe3t7OnXqxPnz5w3z1ugra/Ti4uKKVdmI2snW1pZJkyZx//33Ex4ezk8//cStW7dMHZaohS5cuMDixYuJjY1l7NixDB8+XCarruEsLS3566+/GDJkCO3bt+eVV15h8ODBhISEyM9OCCFqud27dzN16lRCQ0PZuXMnarWagQMHyus8IUS9UOuHPhWVnZ3NmTNn6NevH56ennh4eLBjxw66d+9u2L9v3z4+/fRTE0cqKouZmRlDhgyhZcuWbNy4kaCgIEaNGkWnTp1MHZqoBXQ6HXv37mXPnj24urry+OOP3/WwG1G9mjdvzp49e0wdhhBCiCrw559/Gn2/YsUKnJycOHDgAKNGjTJRVEIIUT1qfaJm5syZjBo1ihYtWhAXF8f7779PRkYGTz/9NCqViunTp/PBBx/g5eVFu3btmDdvHvb29gQEBJg6dFHJvLy88PDwYP369axfv57o6GiGDBmCWl3rf81FFUlNTWXDhg1cunQJb29vRowYgaWlpanDEkIIIUQRaWlp6HQ6nJ2dTR2KEEJUuVr/DvbatWs88cQTJCQk4Orqyv3332+YBBTg9ddfJysri5deeomkpCR69uzJ9u3bcXBwMHHkoio0aNCAZ555hr/++ouwsDCuXr3KmDFjcHNzM3VoooY5ffo0v//+O1qtllGjRuHr61vm3FVCCCGEMJ1p06bh4+PDAw88UOJ+WQxECFGXqBRFUUwdRE3m7+9PeHi4qcMQd+HcuXNs3LiRnJwcBgwYwP333y9vxAW5ubls3bqViIgImjRpwpgxY2jUqJGpw7ojcl+qHHIdhRA1kdybipsxYwZr1qxh//79tG7dutz2cg2FEDXRndyban1FjRCladeuHVOnTuX3339n+/btnDt3jtGjR+Pk5GTq0ISJXLt2jd9++42kpCQeeughHn74YZl0VgghhKjBXn31VdasWcOuXbsqlKQRQoi6oM6t+iREYXZ2dkyYMIFRo0Zx48YNFi1axPHjx5FCsvolLy+P7du389NPP6HT6ZgyZQr9+/eXJI0QQghRg02bNo3g4GB27tyJl5eXqcMRQohqIxU1os5TqVR069YNT09PNmzYwIYNGzh16hQjRoygQYMGpg5PVLHLly+zadMmbt26hZ+fH4MGDcLKysrUYQkhhBCiDC+99BIrVqxgw4YNODs7ExsbC4C9vT329vYmjk4IIaqWVNSIesPZ2Zmnn36aoUOHcvnyZRYuXMjBgwfR6XSmDk1UgZycHLZs2cKyZcvQ6XQ89dRTjBw5UpI0QgghRC2wcOFC0tLSGDBgAI0bNzY8PvvsM1OHJoQQVU4qakS9YmZmRs+ePWnfvj1//PEHf/75J6dOnWLUqFG4u7ubOjxRCRRF4cyZM2zbto3U1FR69uxJ//79ZdltIYQQohaRYepCiPpMEjWiXmrQoAEBAQGcOnWKbdu2sXjxYnr06EHfvn2xtrY2dXjiLiUmJrJ161YuXLiAu7s748aNo3nz5qYOSwghhBBCCCEqTBI1ot5SqVR06dKF++67j7/++otDhw5x6tQpBgwYgI+PjyzlXZPd2ApRn0L6JbD3JK/tDPb9Y0toaChqtZqhQ4fSvXt3zMxkdKcQQgghhBCidpFEjaj3bG1tGTVqFH5+fmzdupVNmzYRHh7OsGHDaNasmanDE0Xd2AqHXwZzSxSLhpy8ZsnOQ3tIybPH29ubgQMH4uAEUCEkAAAgAElEQVTgYOoohRBCCCGEEOKuSKJGiAJNmjTh2Wef5eTJk+zYsYMff/yRjh070r9/fxo1amTq8IRe1KdgbsnFjJbsuNKR2EwnGtve4jGvCFo+9q6poxNCCCGEEEKIeyKJGiEKUalUeHt70759e0JDQwkLCyMqKopu3brx8MMPS6VGDXAzPpmQ2H78k+KOk2UmY+47SueG11DlJZk6NCGEEEIIIYS4Z5KoEaIEVlZW9OvXj+7du7N3716OHDnC8ePH6dmzJw888AB2dnamDrHeuXnzJnv27CHq7KNYm+cyqEUkPdyjUZvpQJMJ9q1MHaIQQgghhBBC3DNJ1AhRBnt7e4YPH84DDzzArl27OHDgAIcOHcLf359evXpJhU1lKzJJMB1e46Z5t/wETVQUVlZW9PFtwv15X2BjBahs85M02lzo8JqpoxdCCCGEEEKIeyaJGiEqwNnZmTFjxtCnTx/279/PoUOHOHz4MD4+PvTu3RtnZ2dTh1i73dgKEbMg5TSYWaJYNeZynJawE79yLvXv/ARNnz7cf//92NjYwI1mBQmd6PxKmg6vQZNhpj4LIYQQQgghhLhnkqgR4g64uLgwevRoHn74YQ4cOEBERARHjhyhffv29OzZk1atWsmy3ndKv4pTdixaxYLTKe0Ju9WDmJzG2Kqzebh5ND2fWJifoNFrMkwSM0IIIYQQQog6SRI1QtwFZ2dnRo4cycMPP8zhw4cJDw/n7NmzuLu706NHD7p06YKFhYWpw6y5Cg9xyk0mVXHjWHxPjqb4kqpxpJFlIiM9tuPdLBcLTSIUTtIIIYQQQgghRB0miRoh7oGDgwP9+/fnoYce4uTJkxw6dIjff/+d7du307lzZ3x9fWnSpIlU2RRWUEGjM7Pin0wvjl535lxGWxTMaG17iREeO2hr+w8qlRaU1jJJsBBCCCFqLV12Nim//06DceNM9npQm55O+q5dOI0aVWY7RVGqPMakdetwHDIEcyenKj2OqSlaLbeWLsX5yScxkw8cxV2QRI0QlcDCwoJu3brh6+vL5cuXOXbsGMePH+fIkSO4ubnh4+NDp06dcHR0NHWoJqUoCjGHF3EqpgenbrUkLc8GO/MMejkfpJvzSRpaJAJmgAIqtUwSLIQQQohaLf7Lr7i1fDnqRo1w6N/fJDHEvP02aVu3YdWmDdYdOpTYJiM0lCvP/otW69dj0aQx5s7OlZ60yY6KIvadd0nfs5fm331bqX3fjUtjxqKytqZV8KpK7zt182biPvscza0k3F+/t9eyilaLLiMD83r+PqK+kUSNEJVIpVLRqlUrWrVqxbBhw4iMjOTYsWNs376d7du307x5czp27EjHjh3rTdJGURTi4+OJjIwkMjKSxEQ/zFQ62jjFMdQ1kvZ2ZzHPjM5vbNMCsmNAlwsO7cH3I5mLRgghhBA1mqLVomg0mFlZFdunSUwEQJeRUanHzDxyBLW7B5bNmpbbNu/GjfwYsrNLbZO2azcAKf/7H0mrVuE26w0aTZlS4Xh0OTlo4hPKjEd/fG1CQoX7rUrZp08DcO7Bh3AcPAiPd96ptL51WfnnqktPv+e+bn70MUkrVtD+2NF7rs7JvXYddaOGJq/yuTr1JXLOnKH1H5tNHktNZWbqAISoq6ytrfHz8+O5557jpZdeol+/fuTm5vLnn3/y5Zdf8uOPP7Jnzx6uX7+OoiimDvfu3dgKf/WHjZ75/97Yikaj4cKFC2zdupVvvvmGRYsWsXfvXhwcHBjZ5iwzvTfwRPvDdGwYg7mVI1i7g9oO0IFLT3h4E4w4LkkaIYQQQphM5uHDXH3hRRSttsx212fO5GxXnzLbaJOS+WfAQLLPnquU2C4/OYkLAwdWrLEu/3WmyqyMt346HQB5164BkLFv/x3Fc+P1N7gwcCBKbm7pjcp5uavLzCTKqwOpW7YAoE1OJu6LL1E0mjuK5U5pExJICl5dpce4F6mbNwOgy8pCl5ND3OdfkHvtumG/LjOTzCNHKtTXhYEDuTp1apXEWZqkX34hdetWo23pO3eSd+MG0QFPFmufELSEKK8Olf5zT/n9d0PitDaQihohqoGLiwt9+vShT58+JCYmEhkZydmzZ9m9eze7d+/G1taW++67j9atW9OiRQuci5ab6iffTY7MrzYxtwKnjtW7LHXhCYDtPW8PSSqYbyYmtzWXLzlw+cSvRGeFk5unQ61W07p1a3r37k379u1xcHCAG275qzxpLMHcFrSZYGYJvYMlMSOEEEKIGuPaK9PQJiWhTUlB3bBhsf1RXh1o8MRE0rZuK7ev9L17ybt+ncQffqDpp58U26/k5pJz6RLW7dtXSuxGCpIwlJGoUXRFklFlJXWArIgIoic+gcf77+E8fjzpe/bk96PRoLK0LO0o+f+UMqQq73p+8uH6jP9wfcZ/ULu5oYmLw7pjRxyHDikzHsiv6tGlpqJ2dS237Z3KOhVJxr69uLz4IrrsbHQZGagbNar045QnaVUwiUuWkLhkCe0O/425gwM3Zv+XtG3baLNnDxbubqU+V//BcGbYQa7/ZyZNP/+sQsdM3bYNCw8PbHzKTkaWJvbt/Eolx2HFX+fnREUBcGnsOLIjI/E6cZyE777LjzcvD5W6ctIVeXFx3HjtdWx8fGi1puYm5QqrV4mahQsX8umnnxITE0OnTp346quveOihh0wdlqhnGjVqZEjaZGRkcOHCBS5cuMA///zDyZMnAbCzs6NFixY0b96cJpZXcb/8DtaqDMhLzv8bp8mA+DC4OfzegjkArAMSABfgcaB34Qbm0OUdaNQ9P7liboli0ZC0lGRiQj4iJrsx1zMGciXdlVxd/ipXjaxS6dLoGu36/QdPT8/iq181GQbdvy1I+kTnTxZcnQknIYQQQog7UaTyWZedTfLatQAkr15j2J599hxW7doaf9imf25BskRlpiq0SyH+q69xfnw8CYuDSF63jja7d2Hh4XG7TV4eqNWoVCoURUETE4NFkyZlhpvzzz9oU9Ow7eZbcJyCRI0qP/mSeewY16e/SuvNv2Pu4FAQX5EkSjnT00RPfALIfxPuPH68IbFTXvWR0TGKKPpcTVxcwfaKVVZc/XcgmX//TYczURVqfyeix40DwOXFF7n89NNkHz9RJccpj5KXZ/hal5aGuYMD2VH5Q7h0meUMr9Mn7IDUP/6ocKLm+vRXAar0fLMjIwHIvXbt9v+ZShxxoOTmXzf971R5Mg79Tca+vbjNnFlpMdypepOoWbt2LdOmTWPhwoU8+OCDLFy4kGHDhnH69GlatGhh6vBEPWVnZ4e3tzfe3t6GuVyuXLnC1atXuXr1KlFR+hviEzSwSMHd6iZuVgk0VMfhbHELZ4skHMzTUanu4kZ2APgB0FeoJhR8D9AbdIoZaRp7Eg8tJ4EwEvN6kpjjTGymIxl51gCo0OFik04Xl+u0ckykpUMiDhbZkJsE7RaXfuwmwyQxI4QQQohaIffKFbLPnMG+d/6nWQnffkviDz8Wa3fp0UcNFSbF6RMhtytVcs6dJ3HxYjJCQ9FlZQLwT99+hjfEusxMznbzw+Xll3F9+SVSfv2VmLfepuXq4FJj1cTHc3Fk/upOHnPeJXHpUsxs7QoOnZ8gSViwAM3Nm2QdP4H9gwWf0CnGiZqMvfsqcGVuUxWc4b0MV1E0JSd5Kjqpcebff1f4WPrqnfLocnKgyDllHz9h+Dpl0yZuvP4GbXbtxKJx4wofXy/m7bdJ/mU97Y+EY2ZnV3ZjRUGlNjf6HkClz6qV93agIkm0SpZ+h0Po0OkM56UUSiyVJubtd1BZWeHx1n/L6Tf/3DXx8UR5daDVmtWGCqHsqChi/vsWLVf8zFk/fxr+61lu/fgTgCFRkx0VhcrKCqvWre/sfO5BvUnUfPHFF0yZMoV///vfACxYsIBt27axaNEi5s+fb+LohMj/I+Tm5oabmxv+/v4ApKWlEbthGLG5TYlLUYjNcedcehuUQtNLqVV5OKjTsDPPMDxszTOwNMvDQpWHhVkeFqpcVCoFRVGhkP/QnTInp5slOVZW+Q9razLs7EjDgbSLDmRo7YyOY2mmoZF1Om2c4mlsl0xj2xQ8NIewdGxaML9MAU2mLKkthBBCiForbfdu7B54wPD95ScCgNsVBZqkpFKfm3nwUImJGkVfsVJ4SJFye14YbZE+NYmJnO/9IABJK1fmJ2o2bAQg98KFUo+fun274evYOXMBsCoYTpVz/jzWHTtCwXASRXO7OsMw9KlIUkRRFNBoUBWtkC5KX1GTm1d2uxLk3bjBxUdH4z57don7r8/4D47Di1eRx773HknBq++o0kMTH8/5fv2x8vSsUPuLjzxC3uUrhu91mZlG+1M2bAAg5+JFQ6ImafVqNIm3yuw35u13yLsZa0iIXXtlGi1+/KHM56AoYG5u9C1Q6GdWdqamWMVSQgLZUVFok5JwGDwYM2trw76MsDDSdu4i78qVot3ckasF770LS9+7t4wgldtnUYHEUvIvvwDg8dZ/UTQaznTuguv06bi88LxxtwV96SuSklbfTtTEffoZ2adPk3ksAsCQpCns0mNjgKqtKiqqXiRqcnNzOXLkCDOLlC4NHjyY0NBQE0UlRPkcHBxwaGJJ26wT4HAddLlosSAl25Jbec4k5TmTlNeQdK096Rp7kvKcuZbdjEytrVGSpUSFVoi0yM3FKicHu4wMHFLS8GgTi4M6DUd1Ko0sEmlkmYi9c1NUFoUTMhlg5gl5BbPZ6+ebkSW1hRBCCFFLZZ08xbUXXkRlYYGZflhQUbrS3xCn/vEH7m/OQu3iUuQ5BUOfzIu/PiuapIH8pIrhqVlZAGSGhwMYLUKRdeIEqFTYdOlS0FnxKoScs2cBuPHGLCyaNkVlXvAWsPAb4VLOKSk4mJvvz6Ptvr1lz/2iT9RkZxE98QlcZ7yKXY8et+M8eYobb8wq8ampW7agS0szDCcriaIoRpU1mkITAOdcvIRVa89S2xaWERYGGo3R9S1L4SQNwIXhI4zjKrje+pW1cq9dJ3bue+X2q08w6Ol/toBhQuaic/3oMjPRJicbvr84ahSur7xyO1FTzlAhpcjvxuVJk8mNjgbA+cRJbHt0B8Bx8GCuPPNs6f3k5XG2ew883n2XBo+NLvOYRWmTk7kaaJxEyS74/YSChGY5FTXXXn0VTVw8rVatNI6r4LolfP89Li88jy4jA82tW1g2b16sKspoIRfD9Su/gqc61YtETUJCAlqtFnd3d6Pt7u7uhISEFGsfFBREUFAQAPHx8dUSoxCl6vBa/vwwFk6QE4e5kktDy3QaWpaeqVcU0Crm5CkW+Q+dJQpgqKdRKZjNUbCKzcEyJwezwjcrF6DohxZqu/xJjDUYJ2S6fZG/X+abEUIIIUQdoH8jrOTlFasu0SQlkfn3YcMwitJknThB3Kef0WLZMsO228NyVKT8vpkbr71Gw2eeqVBMSk4O2pSUQhtuv26LfnwCcPuT/vLmiMm9ctUwfEbRaEn9czvWHbyKDX3SS/lffsVIXmxsmYkafWIkdu5csiIi8oeSLF9GUnAwrjNmcG3qVDQF76uyjh1DWzC/CoBOv1JUoWqRopJWrMCma1dsunbNj6fQ0KWLw4cbVzpotaBWk332LJceHU2rX9dj2awZ5k5OZV6bouIXfFtsmyY21nhDQTIh9u13UDdyQe1ydxMMF/65nXuoD0peHl5HC1ZyKvjZRD/5JNr420ubK1lZxH38MZb33WcUiyYxETN7++LLxRf5vdUnaSB/7pbrr0wDIOvpp0uNM233bnKiolCys7n54Yd3nKjRlbAq2KVHC/dxO1GjTyQmLA5CycnBZeqLZIQdNEzefda/u1E/ScEFQwILnn/luX+TdewYXqcjybtZZG4aJT/xlRd783aVWwmJoTM+vrRceTshlHHwEJqbsTg9+mhFT/mu1YtEjV7RzGpp2dbAwEACAwMBDENQhDCZwpPvJueBLgfy4PbkMsWpVKBWaVGjxYbskhsNJ39OmsLJd0vyJxQuqsPr+RMKl5aQkcSMEEIIIeqE0qsSrv/fK2SGh2P7wP1l9hD32efkXrpEysaNxfblRkcbqiluLV1a4ahi3nr79jdlVPSUl0QCwFBRo+H6jP+gsrXFcVD+Ut+FJztO37v3dgKhnFWgDHPbhIYB+RMAX5/5GllHj5IUvLrYkKHEH3/Ebfr0/Lb6CpIyjnHzw/ypKiqSkFK0WlRqNam//w5A9Nj8iYC9TkcWqyopqw/96kNltitUhXHtXpa9LlTxoSuUlMu9etWQPCycpDFiKAhRSFqzhtg5c7Ht3p2WK34mdft2bLy9sfDwKDuJV+g98a3ly0ttdu2FFw1f6xOIuqwstLdu5Q+rK0NmeDgWzcuZG1anMyRM9D+r+C+/zA/R0pL4r7663TQ93fB19tlzxH32eUFgCukHDpB17BiQv5S9/mu9jNBQrk59icyDB7Hr81DB8YpfHyU7m1s/3R4KdWXKFIBqSdSU8z+ubnBxccHc3JzYIhnQuLi4YlU2QtRITYbBgJ0wNhbGJ0FADrR88t767A08R34FDQX/PkcJqz7NzV/5SR/Doxfz/5XkjKhiQUFB9OvXjwYNGqBSqYgu9MmPXlJSEpMnT8bJyQknJycmT55McqGyYCGEEOKOFKpWKfxGECCnYG6YzLCDZXaRe/FiQQfFkwKZhw/fVViapEKV1GUM0ahIIkJVULmiy8lPkCiZmbfn0CnkxhuzDAmEjP0HuPriVDQJxZMFWZGRxRM5Wh267PwhW0WTNACJ3y9GURRuzv+IxO/zF6CoyLWJ8upA2s6dZc9fotGQdeIESWuMh1L983BfYt58s9Sn6XJyAIiZM4dz3XuU2k4v5u13yAo/Um67e5G8bl25bfSFB0p2lmFeoszDh1F0Oq6/Mo3ogAByr1zh6vMvVGpsSm4u53rezz99+3FpzFjjfRoNiT8Yz7lzedLkMoe3QcFwJ/3QpxzjD5s1cTdLfV7MW28ZfZ+46HvD10WTNADaxEQyDxb8P9YvMpVX8kTY2VHVv7oX1JOKGktLS/z8/NixYwfjC03utWPHDsaOHVvGM4WowXqvzH/ciwCg/A8LhDCJzMxMBg8ezKOPPsqrr75aYpuAgACuXLnC1q1bUalUPPfcc0yePJnfCz5FE0IIIe5E4XkxlII37nq6It9XoLMSkxTlPk2jQZOYaLRNVWi97JKSMbrcXDIOHCD+iy/K7Dvus8+wfyi/gkCXllaog4IqhkIJG21SEubOzsDtqobzDz5Eu8PGqytFjx2HeSPjIT+KVlt25Q+ARlNm9UZpbrz2Os2KVLtEeXUwfH3Wr+QREZpyprQ429UH12mvkLym7GSCXtF5Zkpss24djd+bW6H+iro4ahQ55/8pt502LT+hWHjpbri9ApfmRgwx775L9okTxZ6rl/bnn3cVo9HxCo1WSftr5+0Kl0Iy/j5UdieFKouuPPdv2my/HVdebOmJmuyTJwsHguZW2ZM5GylI+pU2b1HupUvFtuXFxKB2dUWlrrp0Sr1I1ADMmDGDyZMn06NHD3r37s3333/PjRs3eOGFys0sCiGEqBzTC0qiwwtNsFdYVFQU27ZtY//+/fTq1QuAxYsX89BDD3H27FnaF6xyIYQQQlRYGROyKneYdMm9fp30XbvuOIQbb8wi9Y8/jI9dKIFUeCiGXuw77xpWICqL9tYtw+StuoxCFUP6Kp0ilSqKtniVQUlLW2uLJJZ0aWnklFB9U1hiCavrVIQuI6PEuCpD/NffVHqf+iRS27BQ1AWJr9IUnlS4IkkauD1vjrZIBRiFEjd5129UqK97EfP227i/8Qaa2Fi0SSUnSvKuXC2zj8LDj/KuXCGu0FCn9J07KxSHwu0JuCtCP7Qs4dvicxKV5p9+/Wn1yy/YdOlc4efcqXqTqJkwYQKJiYnMmzePmJgYOnfuzJYtW2jZsqWpQxNCCHEXwsLCsLe3NyRpAHr37o2dnR2hoaGSqBFCCFFhutzc/GqAcopA7kTOmbPlNypB0SQNQNbRo4av9SsMGe0/dbLYttLjOgPcrsSA25U0SpHVcdAUH2J0afRj5R6jaDVSSQrPN3LHKrB0c01z6+efSVz0Pc2+XVDifl12NpcnTb7r/gvPHwPGlUX3usx2RaSs/5WU9b+W2UYTF1fm/qLDj/TD4u6IoqCJialw8+zTp+/8GIC6YdlJt3tVL+ao0Zs6dSrR0dHk5ORw5MgR+vTpY+qQhBBC3KXY2FhcXV2NJoVXqVS4ubkVm5NMLygoCH9/f/z9/WVVPyGEqAUWLlyIp6cn1tbW+Pn5sW/fvio5zlnvrgVLL1depsZoaFFVK2V+jbIUrsxRsvPnAylaqVLeKlKmUnSJ59pAP29K3JclJ6jO+vhWZzg1UtF5ae5K0WRjFTFv2LBK+69XiRohhBCm9dZbb6FSqcp87N69u8L9lbRyX2kr+kH+qn7h4eGEh4fjWsYyo0IIIUxv7dq1TJs2jdmzZ3Ps2DF69erFsGHDuFJF1QF5V6+WOAHw3cq9fLnS+irPHc3JUYL0gr+9RSdKLrYctbhnuQWTUtc21197vcqPUZsScGY2NlXaf70Z+iSEEML0pk+fzqRJk8ps06JFOUs3FvDw8CAuLs4oMaMoCvHx8bKinxBC1AFffPEFU6ZM4d///jcACxYsYNu2bSxatIj58+dXyTGVMuaoqcmqtXpH1EupslBDtZJEjRBCiGrj4uKCi4tL+Q0r4IEHHiA9PZ2wsDDDPDVhYWFkZGQYzVsjhBCi9snNzeXIkSPMnDnTaPvgwYMJDQ2tugPX0KE+Qoj6RRI15YiOjsbfv/gSb/Hx8VI2X0CuxW1yLW6Ta3FbZV+L6OjoSuurJouNjSU2NpZz584BcPr0aZKTk2nRogUNGzakQ4cODB06lOeff54lS5agKArPP/88I0eOrNBEwqXd34UQwpTqyz2+PAkJCWi12mIVku7u7oSEhBRrHxQURFBQEABnzpy58/u7vV3+3+u33gJ7u7uOu6apq6/H6uJ51cVzgrp5XvHx8bjexWvIO7m/S6KmHAmlLCvn7+9f6pKx9Y1ci9vkWtwm1+I2uRZ35/vvv2fu3LmG70eMGAHA0qVLmTJlCgCrVq3ilVdeYfDgwQA88sgjfFvB5RVLu78LIYSoOYrOOVbaPGSBgYEEBgbe07Hq4t/runhOUDfPqy6eE9TN86qOc5JEjRBCiBppzpw5zJkzp8w2DRs2ZOXKldUTkBBCiGrj4uKCubl5sVX84uLiZB4yIUSdJ6s+CSGEEEIIIWoUS0tL/Pz82LFjh9H2HTt2yDxkQog6z3xOeR9XilL5+fmZOoQaQ67FbXItbpNrcZtcCyGEEOLOODo68u6779K4cWNsbGyYN28ee/fuZenSpTRo0KBKjlkX/17XxXOCunledfGcoG6eV1Wfk0qprWvQCSGEEKJOGTlyJH/88QeffvppsZVeaip9zJ999hn/+c9/THLs2nS9hLhTCxcu5JNPPiEmJobOnTvz5Zdf0qdPH1OHJYQQVUrmqBFCCCFEjXDixAkAvL29TRxJxUVERADQtWvXSu13/fr1nDp1in79+vHwww+X2KY2Xi8h7tTUqVOZOnWqqcMQQohqJYkaIYQQQphcRkYGdnZ2tG/fvtKTHlUlMTGR69evA+Dj41Opfb///vucOHECLy+vEvfXxuslhBBCiIqRoU9CCCGEEHchJCSEQYMG0bRpU65du1Zp/WZlZeHo6IhGo+H8+fO0adOm0voWQgghRM0nqz7doaCgIPr160eDBg1QqVRER0cXa5OUlMTkyZNxcnLCycmJyZMnk5ycXP3BVrO+ffuiUqmMHhMnTjR1WNVm4cKFeHp6Ym1tjZ+fH/v27TN1SNVuzpw5xX4HPDw8TB1Wtdi7dy+PPPIITZs2RaVSsWzZMqP9iqIwZ84cmjRpgo2NDX379iUyMtI0wQohKsXx48eByq+mOXbsGBqNBicnJ+67775K7VsIUVxteg03f/58unfvjqOjI66urowaNYpTp04ZtanIa46cnBz+7//+DxcXF+zs7HjkkUcqNeF8Lz788ENUKhUvv/yyYVttPaeYmBiefvppXF1dsba2pmPHjuzZs8ewvzael1ar5e233zb8n/H09OStt95Co9EY2tT086qM1+0Vif9e8gKSqLlDmZmZDB48mLIWywoICODo0aNs3bqVbdu2cfToUSZPnlx9QZrQM888Q0xMjOGxePFiU4dULdauXcu0adOYPXs2x44do1evXgwbNowrV66YOrRq1759e6PfgZMnT5o6pGqRnp5O586d+frrr7GxsSm2/5NPPuHzzz9nwYIFHD58GDc3NwYNGkRaWpoJohWieoSEhDBhwgRatGiBlZUVjo6OtG3blnHjxvHDDz8YtR09ejQqlYqPPvqoWD/6ffPnzycjI4P33nuPTp06YWtrS/PmzZkxYwYZGRmG9gcOHGDs2LE0btwYa2trevTowc6dO4v1qygKjo6OqFQqDh06VOI5XL16FZVKhZmZWbH/r2XNT5OVlcXGjRt58cUX8fPzw8PDA0tLS9zd3Rk9ejQHDhwo9pyDBw+iUqno3bs3ACkpKZiZmRklv5OSksq9Xno7duzg8ccfp1WrVlhZWeHu7s4TTzxRapJ45MiRqFQqPvvsM/Ly8liwYAE9e/bE0dERDw8PxowZw8WLF0s9nhC1UW17Dbd7926mTp1KaGgoO3fuRK1WM3DgQG7dumVoU5HXHNOnT+fXX39l9erV7Nu3j9TUVEaOHIlWqzXFaRkcPHiQJUuWFJt7qzaeU3JyMr1790ZRFP744w+ioqJYsGABbm5uhja18bw+/vhjvvvuO7755hvOnDnD119/zXfffcf8+fMNbWr6eVXG6/aKxH9PeQFF3JXDhw8rgHLp0iWj7adPn1YAZf/+/YZt+/btUwDlzJkz1Rxl9Xr44RW1cMkAABTiSURBVIeVl156ydRhmESPHj2U5557zmhbmzZtlFmzZpkoItN49913lU6dOpk6DJOzs7NTli5davhep9MpHh4eyrx58wzbMjMzFXt7e+X77783QYRCVC2dTqe8+OKLCmB4ODo6KhYWFobv27VrZ/QcT09PBVC2bNlSrD/9vq+//lq57777FEBxcHBQzM3NDf1NmDBBURRFeeeddxSVSqWo1WrFwcHBsN/a2lq5fPmyUb/nz59XAMXMzEzJyMgo8Vw2btyoAErr1q2L7evcubMCKOvWrSu276effjI6fwcHB8XKysrwvZmZmbJp0yaj56xatUpxd3dXrK2tFUCxs7NT3N3dDQ9vb+8KXa/MzExl8uTJRscqfC1sbGyUkJCQYs9r3ry5Aig//PCD0qVLFwVQbG1tFRsbG8NzmzVrpqSlpZV4rYSojWr7a7i0tDSj+0lFXnMkJycrFhYWysqVKw1trly5oqhUKmXbtm3VewKFJCcnK61bt1b++usvo/cVtfWc3nzzTaVXr16l7q+t5zVixAjlqaeeMtr21FNPKSNGjFAUpfad1928bq9I/PeaF5CKmkoWFhaGvb09vXr1Mmzr3bs3dnZ2hIaGmjCy6rFmzRpcXFzo1KkTM2fOrBfVArm5uRw5coTBgwcbbR88eHC9+JkXdfHiRZo2bYqnpycTJ06UT1+BS5cuERsba/Q7YmNjQ58+ferl74io+5YsWcKiRYto2LAhy5cvJy0tjZSUFLKzs7ly5QoLFizgiSeeMLRPTU01DCUuWp1SeN8777xDixYtiIiIIDU1ldTUVCZNmgTAL7/8whtvvMGnn37KggULSE5OJjU1lQMHDuDo6Eh2djaLFi0y6ls/dKldu3bY2tqWeC7Hjh0Diq+slJOTw5kzZ4CShz6lpKTwxhtvcPDgQVJSUkhNTSU7O5vjx4/Tv39/dDpdsSW1AwICiI2NpWfPngB8/vnnxMbGGh76eMu6XjqdjoCAAFasWIG7uzurV68mMzOT1NRULl68yIABA8jKyiIgIMCoCikpKYmrV68C8MYbb+Dg4EBoaCjp6elkZGSwfv161Go1165dY+3atSVeKyFqm7rwGi4tLQ2dToezszNQsdccR44cIS8vz6hN8+bN6dChg0nPOzAwkHHjxtG/f3+j7bX1nDZs2EDPnj2ZMGECbm5u+Pj48O2336IUTBFbW8/rwQcfZNeuXYa/gadPn2bnzp0MHz4cqL3npVdZ8d9rXkBWfapksbGxuLq6olKpDNtUKhVubm7ExsaaMLKqFxAQQMuWLWnSpAmRkZG8+eabHD9+nB07dpg6tCqVkJCAVqvF3d3daLu7uzshISEmiso0evbsybJly/Dy8iIuLo558+bRq1cvIiMjadSokanDMxn9//2Sfkf0K8YIUZf8+OOPQP68DxMmTDBsNzMzo3nz5kbzDkD+MtOKouDi4kKTJk1K3AfQpUsXtm/fjlqd//LF1taWb775hpUrV6LT6fj000/ZsmULQ4cONTy/V69ePPPMM3z99decO3fOqG/90KWy5pg5evQoUDwhcurUKTQaDfb29iVO9jt9+vQS+/P29mbdunW4urpy7tw5bt26RcOGDYudc0nHLLy/tOv1+eefs2HDBho1asTBgwdp1aqVYZ+npydr1qyhdevWxMXFsWnTJkPCTH9MgDZt2rBr1y4sLS0N28aOHcvIkSPZsGFDsesoRG1VF17DTZs2DR8fHx544AGgYq85YmNjMTc3x8XFpVgbU71fWbJkCf/88w8rVqwotq+2ntPFixdZuHAhr776KrNmzSIiIoL/+7//A+Dll1+utef1xhtvkJaWRseOHTE3N0ej0fDf//6XqVOnArX356VXWfHfa15AKmqAt956q9gEqEUfu3fvrnB/hX8YeoqilLi9pruTaxMYGMiQIUPo0qULEydOZO3atYSEhBhe5NZ1RX++tfVnfi+GDRvG448/jre3NwMHDmTz5s3odDqWL19u6tBqBPkdEfWFfm4HCwuLCrXXV4qUlJjQ77OwsGDlypWGJI2es7OzYXx5YGCgUZJGT5/MyMvLM9pekURNaRU1+ri8vb3v+P+xnZ0dZmb5L8Fyc3ON9l2+fJmkpCTMzMzo0qVLic8v7XplZGQwb948ID9hUzhJo+fi4kK3bt0A4+SMvk+1Wk1wcLBRkkZP/4m93LdEXVNb/z7PmDGD/fv38+uvv2Jubm60727OyVTnffbsWWbPns2qVatKvPfo1aZzgvwKx27dujF//nx8fX155plneOWVV/juu++M2tW281q7di0///wzwcHBHD16lJ9//pmFCxcaPqTRq23nVVRlxH8veQFJ1JD/qVdUVFSZjx49elSoLw8PD+Li4gyf/kH+DyM+Pr5YVq42uJdr4+/vj7m5OefPn6/mqKuXi4sL5ubmxTKjcXFxtfJnXpns7e3p1KlTnf8dKI9+5Sv5HRH1RefOnYH8CeY//vjjcivHKpKoGThwIC1btiy2PzExkaysLAD+9a9/ldj/5cuXAWjRokWJfZeWqElMTDQMByoaW1kTCQPEx8fz8ccf069fPzw8PLCysjJ8wGFjY4NWq8XCwqLYp3H6mNq0aYOdnV2JfZd2vdavX09qaiqurq5lrrqov+8UTlzpkzb9+vWjdevWJT5PP5S1pASQELVRbX4N9+qrr7J69Wp27txp9H+2Iq85PDw80Gq1JCQklNqmOoWFhZGQkEDnzp1Rq9Wo1Wr27NnDwoULUavVhqrs2nROAI0bN6Zjx45G2zp06GD4MKM2/qwAXnvtNWbOnMnEiRPp0qULkydPZsaMGYbJhGvreelVVvz3mheQRA35N2kvL68yH6WNXS/qgQceID09nbCwMMO2sLAwMjIyjMan1Rb3cm1OnjyJVqulcePG1Rx19bK0tMTPz6/YEK8dO3bUyp95ZcrOzubMmTN1/negPJ6ennh4eBj9jmRnZ7Nv3756/zsi6qZvv/2W9u3bk5qayqxZs2jWrBndunXjgw8+KLHctyKJmpEjR5Z4LH3CxM3Nje7du5fYRr/6nD6BBHDr1i1DEqa0RI2+ItTe3r5Y8qKsapzffvuNdu3aMWvWLHbv3s3NmzextrbG3d0dd3d3HBwcAGjbtm2xCqGyrkV5bf766y8Axo0bh5WVVanPT0lJATBKEun7HDVqVKnPK+k6ClGb1dbXcNOmTSM4OJidO3fy/+3dfUyV5R/H8c85gjx5OCg0EJuKj1SA0jM9mLW5aLLlXAvCNeYfTZZON9tqbW6I2vPacmW51fqjhhmG9gdsLe2BNZFy64BgZBoI5RxtRD5DIN/fH3TucYSD/H6BN/x4v7az6X1d93V/r5vt7OLLfV/f9PT0kLaRrDnuuOMORUZGhvT5/fff1dTU5Mq8V61apYaGBtXV1TmfO++8UwUFBaqrq9OiRYsm3Jyk/v1ITpw4EXLsl19+cf7oMBF/VlJ/FeRrn+CaMmWK+vr6JE3ceQWNVvz/Oi8w4u2QYWZmZ8+etUAgYGVlZSbJqqqqLBAIWEdHh9MnNzfXMjIy7MiRI1ZTU2MZGRmWl5fnYtRj79SpU1ZaWmpHjx61lpYWq6qqsvT0dMvOzrbe3l63wxtze/futcjISHv//fftp59+so0bN1pcXJydPn3a7dBuqOeee86+/fZba25uttraWlu5cqX5fL5JcR8uXLhggUDAAoGAxcTEWGlpqQUCAafKzKuvvmo+n88qKiqsoaHB8vPzbebMmXb+/HmXIwfGRldXl5WXl1t+fr4lJSU5VYNiY2NDKhVdvXrVYmNjTZIFAoGQMQa2HTlyZMjrvPnmmybJHn300bCx+P3+QWN8/fXXJslSUlLCnvfyyy+bJMvJyQk75vfffx9yvKamxqlGVVBQYNXV1YMqSq1fv94kWWFh4aBxV69ebZJCqk0MNNz9ys7ONkm2a9eusHMyM7v55pudNYyZWW9vr1PZ6fDhw0Oe09raapLM4/HwvYX/KxNtDffss8+az+ezr776ys6ePet8BlZjG8mao7i42FJTU+3gwYP2448/2vLly23JkiXjZt1+bTXZiTinH374wSIiImzHjh128uRJKy8vt/j4eHvnnXecPhNxXkVFRTZr1iyrrKy0lpYW279/vyUlJdnmzZudPuN9XqOxbh9J/P8mL0Ci5r9UUlISUm4z+BlY0qujo8PWrFljPp/PfD6frVmzxjo7O90L+gZoa2uzZcuW2YwZM2zq1Kk2f/5827hxY0gC6//drl27bM6cOTZ16lS7/fbbrbq62u2Qbrjgl1hkZKSlpqba6tWr7fjx426HdUN88803Q343FBUVmVl/qb+SkhJLSUmxqKgoW7ZsmTU0NLgbNHCD9Pb22ueff25z5swxSbZw4UKn7cSJEybJIiMjrbu7O+S8YNtw5bODZahfeOGFIdtbWlqcMS5evOgcf+utt0yS5ebmho373nvvNUlWXFwccvzXX381STZlyhS7fPlySFtubq5JGlTuN6ivr89SU1NNkr3++uuD2oPlxysrK4c8f7j7NXfuXJNkH330Udg51dfXmySbOnWqszZpampy7lG40tvDlSkHJrqJtIYbaq0hyUpKSpw+I1lzXLlyxTZs2GAzZsywmJgYy8vLs7a2ths8m/CuTdRM1DlVVlZaVlaWRUVF2cKFC23nzp3W19fntE/EeZ0/f942bdpks2fPtujoaEtLS7MXX3zRrly54vQZ7/MajXX7SOL/N3kBEjUAAOCGqKqqMkkWExPjHCsvLzdJlpmZOah/sG3x4sVhx8zMzDRJ9sknnwzZfuDAAZNkixYtCjkefKplw4YNQ55XX19vHo/HJNm7774b0rZ//36TZLfccsug83w+n0myQ4cODTnuvn37nAXhwYMHQ9ouXrzoXDPcYnW4+5WRkRE2ARRUWFhokuyJJ55wju3du3fIezTQtm3bTJKtXr06bB8AADA62KMGAACMiu7u7mHbGxsbJSlkc8WR7E8Tbg+Zv//+Wz///POwfcKNb/9s7vfHH38MOufSpUt66qmnnD7/zUbCwY2NOzo6BrW1tbVp3bp1zv+vjfnMmTPONa8tu329+Qwc78svvxzy3D179mjPnj2KiIhQaWmpczy4kfBw1a+ut3kyAAAYPSRqAADAqNi9e7dycnL0wQcfOBv1Sv0b977xxhvasmWLpP6SskH/JlFz/Phx9fT0KDY2VosWLRqyT7gxFi9eLEk6cOCA9u3bp56eHvX09OiLL75QTk6O/vzzT0n9pTWvLZM93EbCwXls3bpVTU1NkvoTWJ9++qlycnKcfrNmzRpU8WlgFYiKioph5zPU/Vq7dq0k6dChQ9q6dasuXLggqT8ZtWXLFhUVFUnq/zkNlSzLzs4e8prXmzMAABhdJGoAAMCoqK+vV21trZ555hnNnj1bcXFx8vv9SkxM1PPPP6+rV69q+/btKiwsDDlH+t8SNcHkQWZmprzeoZc04cZ/+umnddNNN6mnp0dPPvmkYmJiFB0drccee0zR0dHasWOHpP7qD8EqTdded6i4SktL5fF41NTUpFtvvVV+v18+n08FBQVaunSpiouLw57r9/u1YsUKSVJ+fr7i4+OVkpKitLQ0p5rGcPfrkUce0caNG504/H6/EhISlJycrJdeekkRERF67733BpUxv94TNRcuXFBLS0vY6wIAgNFFogYAAIyKzZs367XXXlNubq7mzZsnj8ej7u5uzZs3T2vXrtXRo0edp2okqbOz03nyJisrK2SsgW3Xe61pJAmGa/tMnz5d3333nfLy8pSUlKS4uDjddddd2rVrl2pqatTe3j5kXH/99Zfa2trCXnflypWqrKzU3XffraioKEVEROiBBx5QWVmZqqqq1NzcPGzMZWVlWr9+vdLS0tTd3a329nYlJibK6/UOe7+Cdu7cqY8//lj33XefYmNj1dvbq/T0dG3atEn19fVOoihopPfZzJSQkOCUlQUAAGPHY8GXoQEAAAAAAOAqnqgBAAAAAAAYJ0jUAAAAAAAAjBMRbgcAAAAAAMB48tlnn6mxsVEPP/ywHnroIbfDwSRDogYAAAAAgAG2b9+uY8eOKT093e1QMAmxmTAAAAAAAP+4cuWK4uPj1dvbq5MnT2rBggVuh4RJhj1qAAAAAAD4RyAQUG9vr/x+v+bPn+92OJiESNQAY2jVqlXyeDx65ZVXdPHiRW3btk233XabYmJiFBERoa6uLrdDBAAAACCptrZWHo9H999/vyTp3Llz8nq98ng8zqezs9PlKDEZsEcNMIaOHTsmSYqKilJmZqZOnz6tmJgYeb1eLVy4UNHR0S5HCAAAAECSmpublZycrHPnzqmrq0txcXGaNm2a056cnKzp06e7GCEmC/aoAcbI+fPnlZCQIDNTXFyc5s6dq7ffflvLly+Xx+NRa2ur5syZ43aYAAAAAAZYvny5qqurtXv3bq1bt87tcDAJ8UQNMEaOHTumYB505syZOnz4sPx+v9NOkgYAAAAYf4JPxS9ZssTlSDBZsUcNMEbq6+slSR6PRx9++GFIkgYAAADA+NPa2qrOzk55vV5lZma6HQ4mKRI1wBgJJmruuecePfjggy5HAwAAAOB6gmv4BQsWKC4uzuVoMFmRqAHGSPBL/vHHH3c5EgAAAAAjEVzD89oT3ESiBhgDfX19amxslCQtW7bM5WgAAAAAjERdXZ0kEjVwF4kaYAycOnVKly9fltfrVVZWltvhAAAAABiB4BM1S5cudTkSTGYkaoAxMPDd1mnTprkcDQAAAIDruXTpkpqbmyWJP7bCVSRqgDFAJh4AAACYWM6cOSMzkySlpqa6HA0mMxI1wBgIJmqys7NdjgQAAADASCQnJzv/rqiocDESTHYkaoAxwBM1AAAAwMTi9/u1YsUKSVJ+fr7i4+OVkpKitLQ09fX1uRwdJhMSNcAo6+zs1G+//SaJRA0AAAAwkZSVlWn9+vVKS0tTd3e32tvblZiYKK+XX51x43gs+BIeAAAAAAAAXEVaEAAAAAAAYJwgUQMAAAAAADBOkKgBAAAAAAAYJ0jUAAAAAAAAjBMkagAAAAAAAMYJEjUAAAAAAADjBIkaAAAAAACAcYJEDQAAAAAAwDhBogYAAAAAAGCcIFEDAAAAAAAwTvwHYdW4CHiS4PsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Simulate the two states:\n",
    "##Build Systems\n",
    "\n",
    "systemA = system(potential=V_A, sampler=sampler, temperature=temperature)\n",
    "systemB = system(potential=V_B, sampler=sampler, temperature=temperature)\n",
    "\n",
    "##Simulate:\n",
    "systemA.simulate(steps, withdraw_traj=True, init_system=True)\n",
    "stateA_traj = systemA.trajectory\n",
    "_ = oneD_simulation_analysis_plot(systemA, limits_coordinate_space=np.linspace(-10,10))\n",
    "\n",
    "systemB.simulate(steps, withdraw_traj=True, init_system=True)\n",
    "stateB_traj = systemB.trajectory\n",
    "\n",
    "#visualize\n",
    "_ = oneD_simulation_analysis_plot(systemB, limits_coordinate_space=np.linspace(-10,10))\n",
    "plt.ylim([0,10])\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'single state simulations')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from ensembler import visualisation\n",
    "\n",
    "positions = np.linspace(-10,10, 100)\n",
    "fig, ax = plt.subplots(ncols=1, figsize=visualisation.figsize_doubleColumn)\n",
    "ax = list([ax])\n",
    "traj_pos = list(systemA.trajectory.position)\n",
    "ax[0].plot(positions, systemA.potential.ene(positions), c=\"grey\", label=\"state A\", zorder=-10)\n",
    "ene = systemA.potential.ene(traj_pos)\n",
    "ax[0].scatter(traj_pos, ene, c=\"C0\",alpha=0.8, label=\"simulation state A\",s=8)\n",
    "ax[0].set_ylim([0,8])\n",
    "\n",
    "positions = np.linspace(-10,10, 100)\n",
    "traj_pos = list(systemB.trajectory.position)\n",
    "ax[0].plot(positions, systemB.potential.ene(positions), c=\"black\", label=\"state B\", zorder=-10)\n",
    "ene = systemB.potential.ene(traj_pos)\n",
    "ax[0].scatter(traj_pos, ene, c=\"C2\",alpha=0.8, label=\"simulation state B\",s=8)\n",
    "\n",
    "ax[0].set_ylim([-0.5,8])\n",
    "ax[0].set_xlim([-5,6])\n",
    "ax[0].set_xlabel(\"r\")\n",
    "ax[0].set_ylabel(\"$V/[kT]$\")\n",
    "ax[0].legend()\n",
    "ax[0].set_title(\"single state simulations\")\n",
    "#fig.savefig(\"freeEnergyPertubation.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iterate: \tconvergence raidus: 0.01\n",
      "Iteration: 0\tdF: 4.89514829177051 \tconvergence 4.89514829177051\n",
      "Iteration: 1\tdF: 1.3482323409585346 \tconvergence 3.546915950811975\n",
      "Iteration: 2\tdF: 3.759908094421086 \tconvergence 2.4116757534625513\n",
      "Iteration: 3\tdF: 1.9977739354704562 \tconvergence 1.7621341589506296\n",
      "Iteration: 4\tdF: 3.2321914606067796 \tconvergence 1.2344175251363234\n",
      "Iteration: 5\tdF: 2.3329398137103015 \tconvergence 0.8992516468964782\n",
      "Iteration: 6\tdF: 2.972574216508149 \tconvergence 0.6396344027978476\n",
      "Iteration: 7\tdF: 2.5085368986795284 \tconvergence 0.46403731782862057\n",
      "Iteration: 8\tdF: 2.840858382764675 \tconvergence 0.3323214840851465\n",
      "Iteration: 9\tdF: 2.6004706994560425 \tconvergence 0.24038768330863247\n",
      "Iteration: 10\tdF: 2.7731687664836535 \tconvergence 0.17269806702761104\n",
      "Iteration: 11\tdF: 2.648461778548513 \tconvergence 0.12470698793514057\n",
      "Iteration: 12\tdF: 2.738190318130793 \tconvergence 0.08972853958228022\n",
      "Iteration: 13\tdF: 2.673458300060104 \tconvergence 0.06473201807068918\n",
      "Iteration: 14\tdF: 2.7200696041722554 \tconvergence 0.04661130411215142\n",
      "Iteration: 15\tdF: 2.6864604442314923 \tconvergence 0.03360915994076308\n",
      "Iteration: 16\tdF: 2.7106706711548023 \tconvergence 0.024210226923309985\n",
      "Iteration: 17\tdF: 2.6932185555551067 \tconvergence 0.017452115599695617\n",
      "Iteration: 18\tdF: 2.7057926338457565 \tconvergence 0.012574078290649826\n",
      "Iteration: 19\tdF: 2.696729799639751 \tconvergence 0.009062834206005732\n",
      "\n",
      "Final Iterations:  19  Result:  2.696729799639751\n",
      "\n",
      "Expected Result:  1.2746530721670273\n",
      "BAR Result:  2.696729799639751\n",
      "\n",
      "Difference: 1.4220767274727235\n"
     ]
    }
   ],
   "source": [
    "#Sampling l1\n",
    "V11=V_A.ene(stateA_traj.position)\n",
    "V21=V_B.ene(stateA_traj.position)\n",
    "\n",
    "#Sampling l2\n",
    "V12=V_A.ene(stateB_traj.position)\n",
    "V22=V_B.ene(stateB_traj.position)\n",
    "\n",
    "bar = bennetAcceptanceRatio(kT=True, convergence_radius=0.01, max_iterations=1000)\n",
    "dF_AB_bar = bar.calculate(Vj_i=V21, Vi_i=V11, Vi_j=V12, Vj_j=V22, verbose=True)\n",
    "\n",
    "print()\n",
    "print(\"Expected Result: \", dF_AB_expected)\n",
    "print(\"BAR Result: \", dF_AB_bar)\n",
    "print()\n",
    "print(\"Difference:\", dF_AB_bar - dF_AB_expected)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Coupling Methods\n",
    "If the phase space overlap of the two state is low, the free energy estimate might deviate a lot from the real result.\n",
    "This issue can be solved by coupling the phase space of the two states in a simulation.\n",
    "Two ways of coupling will be discussed.\n",
    "The first one is $\\lambda$-coupling which forms a linear combination of the two states, this is used for EXP and TI.\n",
    "Second there is the exponential boltzmann coupling used in enveloping distribution sampling (EDS)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### $\\lambda$ - Coupling\n",
    "One way of coupling two states is to generate the linear combination of the hamiltonians and coupling them by a variable $\\lambda$. A $\\lambda=0$ corresponds here to state A and a $\\lambda=1$ corresponds to state B. The equal mixutre is gained with $\\lambda=0.5$. All other lambda values in between $[0,1]$ result in intermediate states, that can be used to bridge the two states phase space.\n",
    "In the following we are going to build 10 lambda windows linearly distributed from 0 to 1. These will be used for simulations, that are finally analyzed by Zwanzig (resulting in EXP/Free energy pertubation (FEP) method) or thermodynamic integration (TI).\n",
    "\n",
    "Functional:\n",
    "\n",
    "$H_{\\lambda} = (1-\\lambda) H_A + \\lambda H_B$\n",
    "\n",
    "### Build System"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Sampled Potentials')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Build Potential\n",
    "V_perturbed = pot.linearCoupledPotentials(Va=V_A, Vb=V_B)\n",
    "\n",
    "#Visualize\n",
    "lambda_points = 10\n",
    "positions = np.arange(-5,10, 0.2)\n",
    "lambda_windows=np.linspace(0,1, lambda_points)\n",
    "\n",
    "for lam in lambda_windows:\n",
    "    V_perturbed.set_lambda(lam)\n",
    "    ene =  V_perturbed.ene(positions)\n",
    "    plt.plot(positions,ene, label=\"lam_\"+str(round(lam, 2)))\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.ylim([0,10])\n",
    "plt.ylabel(\"V[kT]\")\n",
    "plt.xlabel(\"r\")\n",
    "plt.title(\"Sampled Potentials\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sampling\n",
    "let's run simulations for all generated intermediate states:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 7690.44it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 6942.23it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 7040.67it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 6709.36it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 7142.95it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 6367.75it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 6368.02it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 6248.03it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 5986.58it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 5680.06it/s]\n"
     ]
    }
   ],
   "source": [
    "perturbed_system = perturbedSystem(potential=V_perturbed, sampler=sampler, temperature=temperature)\n",
    "\n",
    "system_trajs = {}\n",
    "for lam in lambda_windows:\n",
    "    perturbed_system.lam =lam \n",
    "    perturbed_system.simulate(steps, withdraw_traj=True, init_system=True)\n",
    "    system_trajs.update({lam: perturbed_system.trajectory})\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysis\n",
    "\n",
    "Sampling first we check the sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-5, 6)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from ensembler import visualisation\n",
    "from matplotlib import cm\n",
    "#Visualize\n",
    "positions = np.linspace(-10, 10, 100)\n",
    "y_range = [-0.5, 8]\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(ncols=1, figsize=visualisation.figsize_doubleColumn)\n",
    "axes = list([axes])\n",
    "enes = []\n",
    "all_lams = sorted(list(system_trajs.keys()))\n",
    "\n",
    "for lamI in all_lams:\n",
    "    trajI = system_trajs[lamI]\n",
    "    V_perturbed.set_lambda(lamI)\n",
    "    ene =  V_perturbed.ene(positions)\n",
    "    enes.append(ene)\n",
    "    if(lamI==1):\n",
    "        c=\"black\"\n",
    "    else:\n",
    "        c = cm.get_cmap(\"binary\")(lamI+0.2)\n",
    "\n",
    "    axes[0].plot(positions,ene, c=c, zorder=-10,alpha=0.9)\n",
    "    axes[0].scatter(trajI.position, V_perturbed.ene(trajI.position),s=8,alpha=0.8, linewidths=0,\n",
    "                    label=\"$\\lambda=$\"+str(round(lamI, 2)),)#c=\"orange\")\n",
    "\n",
    "logExp=list(map(lambda x: np.log(np.exp(x)), enes))\n",
    "\n",
    "axes[0].legend()\n",
    "axes[0].set_ylim(y_range)\n",
    "\n",
    "axes[0].set_ylabel(\"V[kT]\")\n",
    "axes[0].set_xlabel(\"r\")\n",
    "axes[0].set_title(\"$\\lambda$-intermediate states\")\n",
    "\n",
    "axes[0].set_xlim([-5,6])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### EXP/FEP with multiple lambda windows:\n",
    "This method is calculating the energy difference between the different $\\lambda$-points using the Zwanzig equation leading to a path from state A to state B."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Expected Result:  1.2746530721670273\n",
      "Sum of intermediates Result:  0.9272665097892323\n",
      "\n",
      "Difference: -0.34738656237779497\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dA_i_fw = []\n",
    "zwanz = zwanzigEquation()\n",
    "all_lams = list(sorted(list(system_trajs.keys())))\n",
    "for lamI, lamJ in zip(all_lams, all_lams[1:]):\n",
    "    trajI = system_trajs[lamI]\n",
    "    trajJ = system_trajs[lamJ]\n",
    "\n",
    "    Vi_fw = trajI.total_potential_energy\n",
    "    Vj_fw = trajJ.total_potential_energy\n",
    "\n",
    "\n",
    "    dF_zwanzig_fw = zwanz.calculate(Vi=Vi_fw, Vj=Vj_fw)\n",
    "\n",
    "    dA_i_fw.append(dF_zwanzig_fw)\n",
    "\n",
    "fig, axes = plt.subplots(ncols=1, figsize=visualisation.figsize_doubleColumn)\n",
    "axes.plot(dA_i_fw)\n",
    "axes.set_ylabel(\"$dFper lambda [kT]$\")\n",
    "axes.set_xlabel(\"$\\lambda$\")\n",
    "\n",
    "fig.suptitle(\"dF per lambda point\")\n",
    "\n",
    "dF_AB_FEP_10lambda = np.sum(dA_i_fw)\n",
    "\n",
    "print()\n",
    "print(\"Expected Result: \", dF_AB_expected)\n",
    "print(\"Sum of intermediates Result: \", dF_AB_FEP_10lambda)\n",
    "print()\n",
    "print(\"Difference:\", dF_AB_FEP_10lambda - dF_AB_expected)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Thermodynamic Integration (TI)\n",
    "TI calculates the partial derivative $\\langle \\frac{\\partial H}{\\partial \\lambda} \\rangle_\\lambda$ for each $\\lambda$-intermediate state and finally integrates over all intermediat states to retain the final free energy difference.\n",
    "\n",
    "$\\int_0^1\\langle \\frac{\\partial H}{\\partial \\lambda} \\rangle_{\\lambda} d\\lambda$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, '$dH/d\\\\lambda$ for each Lambda point')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=1, figsize=visualisation.figsize_doubleColumn)\n",
    "\n",
    "lam_stats = {}\n",
    "for lam in system_trajs:\n",
    "    lam_mean, lam_std = np.mean(system_trajs[lam].dhdlam[equilibration_steps:]), np.std(system_trajs[lam].dhdlam[equilibration_steps:])\n",
    "    lam_stats.update({lam:{\"mean\":lam_mean, \"std\": lam_std}})\n",
    "\n",
    "    axes.scatter(lam, lam_mean)\n",
    "    axes.errorbar(lam, lam_mean, lam_std)\n",
    "\n",
    "axes.plot(sorted(lam_stats), [lam_stats[x][\"mean\"] for x in sorted(lam_stats)], color=\"grey\", zorder=-1)\n",
    "axes.set_ylabel(\"$dH/d\\lambda$\")\n",
    "axes.set_xlabel(\"$\\lambda$\")\n",
    "\n",
    "fig.suptitle(\"$dH/d\\lambda$ for each Lambda point\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Expected Result:  1.2746530721670273\n",
      "trapez Rule Result:  1.2585164418681876 +- 1.921424060043597\n",
      "\n",
      "Difference: -0.016136630298839716\n"
     ]
    }
   ],
   "source": [
    "from scipy import integrate\n",
    "\n",
    "lam = list(sorted(lam_stats.keys()))\n",
    "means = [lam_stats[x]['mean'] for x in lam]\n",
    "stds = [lam_stats[x]['std'] for x in lam]\n",
    "\n",
    "dF_AB_TI_trapez = integrate.trapz(x=lam, y=means)\n",
    "dF_AB_TI_trapez_err = integrate.trapz(x=lam, y=stds)\n",
    "\n",
    "print()\n",
    "print(\"Expected Result: \", dF_AB_expected)\n",
    "print(\"trapez Rule Result: \", dF_AB_TI_trapez, \"+-\", dF_AB_TI_trapez_err)\n",
    "print()\n",
    "print(\"Difference:\", dF_AB_TI_trapez - dF_AB_expected)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## State Coupled - Enveloping Distribution Sampling (EDS)\n",
    "\n",
    "EDS is combining the two physical states into one artificial reference state.\n",
    "\n",
    "$V_R = -\\frac{1}{\\beta s} \\ln{(e^{-\\beta s (V_A-E_A^R)}+e^{-\\beta s (V_B-E_B^R)})}$,\n",
    "\n",
    "with $s$ as the smoothing parameter, $E_X^R$ as the energy offset vector, and $\\beta = \\frac{1}{k_B T}$ with $k_B$ as Boltzmann constant and $T$ as temperature.\n",
    "\n",
    "the $s$ parameter is used to smooth the barriers of reference state and the $E_X^R$ vector is used to align the two states in the reference state to each other. Both parameters are crucial for enabling the sampling of all states during a simulation over the reference state.\n",
    "\n",
    "For more info see the Example_EDS jupyter notebook.\n",
    "\n",
    "### Build System"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Sampled Potentials')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Build Potential\n",
    "s=1\n",
    "Eoff = [0, 0]\n",
    "V_eds = pot.envelopedPotential(V_is=[V_A,V_B] , s=s, eoff=Eoff)\n",
    "s_values = np.array([ 1,0.5, 0.4, 0.3, 0.2, 0.1])\n",
    "\n",
    "#Visualize\n",
    "positions = np.arange(-10,15, 0.2)\n",
    "fig = plt.figure(figsize=[16,9])\n",
    "\n",
    "for s in s_values:\n",
    "    V_eds.s=s\n",
    "    plt.plot(positions,V_eds.ene(positions), lw=3, label=\"$V_r=\"+str(round(s,3))+\"$\")\n",
    "\n",
    "plt.plot(positions,V_A.ene(positions), label=\"state A\", lw=1, color=\"grey\")\n",
    "plt.plot(positions,V_B.ene(positions), label=\"state B\", lw=1, color=\"black\")\n",
    "\n",
    "V_eds.s=0.3\n",
    "plt.legend()\n",
    "plt.ylim([-5,8])\n",
    "plt.xlim([-5,6])\n",
    "\n",
    "plt.ylabel(\"V[kT]\")\n",
    "plt.xlabel(\"r\")\n",
    "plt.title(\"Sampled Potentials\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sampling\n",
    "The reference state is sampled here with Metropolis-Monte-Carlo algorithm, and at an feasible s-value, which was found by try and error."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:00<00:00, 3418.02it/s]\n"
     ]
    }
   ],
   "source": [
    "good_s_value=0.3\n",
    "eds_system = edsSystem(potential=V_eds, sampler=sampler, eds_s=good_s_value, eds_Eoff=Eoff, temperature=temperature)\n",
    "\n",
    "eds_system.simulate(steps, withdraw_traj=True, init_system=True)\n",
    "eds_traj = eds_system.trajectory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'EDS')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "traj = eds_traj.iloc[equilibration_steps:]\n",
    "positions = np.linspace(-10,10, 100)\n",
    "V_A_ene = V_A.ene(positions)\n",
    "V_B_ene = V_B.ene(positions)\n",
    "V_eds.s = traj.s[equilibration_steps]\n",
    "eds_ene = V_eds.ene(positions)\n",
    "\n",
    "traj_pos = list(traj.position)\n",
    "traj_ene = list(traj.total_potential_energy)\n",
    "\n",
    "fig, ax = plt.subplots(ncols=1, figsize=visualisation.figsize_doubleColumn)\n",
    "ax = list([ax])\n",
    "ax[0].plot(positions, V_A_ene, c=\"grey\", label=\"state A\", zorder=-10,)\n",
    "ax[0].plot(positions, V_B_ene, c=\"black\", label=\"state B\", zorder=-10)\n",
    "ax[0].plot(positions, eds_ene, c=\"C0\", label=\"reference state\", zorder=-10,alpha=0.3)\n",
    "\n",
    "ax[0].scatter(traj_pos, traj_ene, c=\"C0\",alpha=0.8, label=\"simulation reference state\",s=8)\n",
    "\n",
    "ax[0].set_ylim([-0.5,8])\n",
    "ax[0].set_xlim([-5,6])\n",
    "ax[0].set_xlabel(\"r\")\n",
    "ax[0].set_ylabel(\"$V/[kT]$\")\n",
    "\n",
    "ax[0].legend()\n",
    "ax[0].set_title(\"EDS\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysis\n",
    "In the next step we are going to calculate the free energy from the EDS-simulation.\n",
    "\n",
    "#### Zwanzig-EDS_Evaluation\n",
    "In EDS the relative free energy can be calculated using the Zwanzig equation along the Path of state A-> state R -> state B.\n",
    "As result the free energy difference can be estimated from only one simulation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dF  1.3342146267729023\n",
      "deviation:  0.05956155460587498\n"
     ]
    }
   ],
   "source": [
    "rew_zwanz = threeStateZwanzig(kT=True)\n",
    "\n",
    "traj_positions = eds_traj.position[equilibration_steps:]\n",
    "Vrr = eds_traj.total_potential_energy[equilibration_steps:]\n",
    "VAr = V_A.ene(traj_positions)\n",
    "VBr = V_B.ene(traj_positions)\n",
    "\n",
    "dF_AB_EDS = rew_zwanz.calculate(Vi=VAr, Vj=VBr, Vr=Vrr)\n",
    "\n",
    "print(\"dF \", dF_AB_EDS)\n",
    "print(\"deviation: \", dF_AB_EDS-dF_AB_expected)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### BAR-EDS_Evaluation\n",
    "Alternativly also BAR can be applied to calculate the free energy difference. The only requirement is to have two additional simulations of the two pure physical state, like we used in our first approaches."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Final Iterations:  6  Result:  -0.7411502009636552\n",
      "\n",
      "Final Iterations:  7  Result:  1.9671002387367924\n",
      "1R -0.7411502009636552 2R 1.9671002387367924\n",
      "dF_BAR:   1.2259500377731372\n",
      "deviation:  -0.04870303439389012\n"
     ]
    }
   ],
   "source": [
    "\n",
    "traj_positions = eds_traj.position[equilibration_steps:]\n",
    "\n",
    "#Sampling l1\n",
    "V11=V_A.ene(stateA_traj.position)\n",
    "V21=V_B.ene(stateA_traj.position)\n",
    "Vr1 = V_eds.ene(list(stateA_traj.position))\n",
    "\n",
    "#Sampling l2\n",
    "V12=V_A.ene(stateB_traj.position)\n",
    "V22=V_B.ene(stateB_traj.position)\n",
    "Vr2 = V_eds.ene(list(stateB_traj.position))\n",
    "\n",
    "Vrr = eds_traj.total_potential_energy[equilibration_steps:]\n",
    "V1r = V_A.ene(traj_positions)\n",
    "V2r = V_B.ene(traj_positions)\n",
    "\n",
    "bar = bennetAcceptanceRatio(kT=True)\n",
    "setattr(bar, \"verbose\", False)\n",
    "#State 1 -> State R\n",
    "df_AB_BAR_1R = bar.calculate(Vj_i=Vr1, Vi_i=V11, Vi_j=V1r, Vj_j=Vrr, )\n",
    "#State R -> State 2\n",
    "df_AB_BAR_R2 = bar.calculate(Vj_i=V2r, Vi_i=Vrr, Vi_j=Vr2, Vj_j=V22)\n",
    "#State 1 -> State 2\n",
    "dF_AB_EDS_bar = df_AB_BAR_1R+df_AB_BAR_R2\n",
    "\n",
    "print(\"1R\", df_AB_BAR_1R, \"2R\", df_AB_BAR_R2 )\n",
    "print(\"dF_BAR:  \", dF_AB_EDS_bar)\n",
    "print(\"deviation: \", dF_AB_EDS_bar-dF_AB_expected)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hybrid Methods - $\\lambda$-EDS\n",
    "\n",
    "As generalization of EDS and the $\\lambda$-coupling $\\lambda$-EDS was defined. It combines both methods and behaves like EDS with $\\lambda=0.5$ and represents state A with $\\lambda = 0$ and state B with $\\lambda = 1$.\n",
    "Additionally the EDS parameters can be used for modifying the potentials.\n",
    "\n",
    "### Build System"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 \t 100.0\n",
      "1 \t 1.0\n",
      "2 \t 0.5\n",
      "3 \t 0.3\n",
      "4 \t 0.2\n",
      "5 \t 0.1\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Sampled Potentials')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Build Potential\n",
    "s=1\n",
    "Eoff = [0,0]\n",
    "V_hleds = pot.lambdaEDSPotential(V_is=[V_A,V_B] , s=s, lam=0.5)\n",
    "s_values = np.array([100, 1, 0.5, 0.3, 0.2, 0.1])\n",
    "\n",
    "#Visualize\n",
    "positions = np.linspace(-10,10, 1000)\n",
    "fig = plt.figure(figsize=[16,9])\n",
    "\n",
    "for ind,s in enumerate(s_values):\n",
    "    print(ind, \"\\t\", s)\n",
    "    V_hleds.s=s\n",
    "    plt.plot(positions,V_hleds.ene(positions), lw=3, label=\"$V_r=\"+str(round(s,3))+\"$\")\n",
    "\n",
    "plt.plot(positions,V_A.ene(positions), label=\"state A\", lw=1, color=\"grey\")\n",
    "plt.plot(positions,V_B.ene(positions), label=\"state B\", lw=1, color=\"black\")\n",
    "\n",
    "\n",
    "plt.legend()\n",
    "plt.ylim([-5,10])\n",
    "plt.xlim([-8,8])\n",
    "\n",
    "plt.ylabel(\"V[kT]\")\n",
    "plt.xlabel(\"r\")\n",
    "plt.title(\"Sampled Potentials\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=[14,14])\n",
    "axes = np.concatenate(axes)\n",
    "s_values = [1, 0.5,  0.3, 0.01]\n",
    "lams=list(sorted(list(np.linspace(start=0, stop=1, num=7))))\n",
    "\n",
    "\n",
    "for ax, s in zip(axes, s_values):\n",
    "    V_hleds.s= s\n",
    "    for ind,lam in enumerate(lams):\n",
    "        V_hleds.lam=lam\n",
    "        ax.plot(positions,V_hleds.ene(positions), lw=2, label=\"$\\lambda=\"+str(round(lam,2))+\"$\")\n",
    "\n",
    "    ax.legend()\n",
    "    ax.set_ylim([-1,5])\n",
    "    ax.set_xlim([-5,5])\n",
    "\n",
    "    ax.set_ylabel(\"V[kT]\")\n",
    "    ax.set_xlabel(\"r\")\n",
    "    ax.set_title(\"s = \"+str(s))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simulate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:02<00:00, 407.93it/s]\n"
     ]
    }
   ],
   "source": [
    "hleds_system = edsSystem(potential=V_hleds, sampler=sampler, eds_Eoff=Eoff, temperature=temperature)\n",
    "\n",
    "hleds_simulation_trajs = []\n",
    "good_s_value = 0.3\n",
    "hleds_system.set_s(good_s_value)\n",
    "hleds_system.potential.lam = 0.5\n",
    "hleds_system.simulate(steps, withdraw_traj=True, init_system=True)\n",
    "hleds_simulation_traj = hleds_system.trajectory\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:02<00:00, 491.07it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:01<00:00, 714.28it/s]\n"
     ]
    }
   ],
   "source": [
    "#Simulation at other lambdas\n",
    "\n",
    "hleds_system.potential.lam = 0.25\n",
    "hleds_system.simulate(steps, withdraw_traj=True, init_system=True)\n",
    "hleds_simulation_traj2 = hleds_system.trajectory\n",
    "\n",
    "\n",
    "hleds_system.potential.lam = 0.75\n",
    "hleds_system.simulate(steps, withdraw_traj=True, init_system=True)\n",
    "hleds_simulation_traj3 = hleds_system.trajectory"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysis\n",
    "checkout the sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '$\\\\lambda$-EDS')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "traj = hleds_simulation_traj.iloc[equilibration_steps:]\n",
    "traj2 = hleds_simulation_traj2.iloc[equilibration_steps:]\n",
    "traj3 = hleds_simulation_traj3.iloc[equilibration_steps:]\n",
    "\n",
    "positions = np.linspace(-10,10, 100)\n",
    "V_A_ene = V_A.ene(positions)\n",
    "V_B_ene = V_B.ene(positions)\n",
    "V_hleds.s = traj.s[equilibration_steps]\n",
    "\n",
    "V_hleds.lam = 0.5\n",
    "eds_ene = V_hleds.ene(positions)\n",
    "V_hleds.lam = 0.25\n",
    "eds_ene1 = V_hleds.ene(positions)\n",
    "V_hleds.lam = 0.75\n",
    "eds_ene2 = V_hleds.ene(positions)\n",
    "\n",
    "traj_pos = list(traj.position)\n",
    "traj_ene = list(traj.total_potential_energy)\n",
    "traj_pos2 = list(traj2.position)\n",
    "traj_ene2 = list(traj2.total_potential_energy)\n",
    "traj_pos3 = list(traj3.position)\n",
    "traj_ene3 = list(traj3.total_potential_energy)\n",
    "\n",
    "fig, ax = plt.subplots(ncols=1, figsize=visualisation.figsize_doubleColumn)\n",
    "ax = list([ax])\n",
    "ax[0].plot(positions, V_A_ene, c=\"grey\", label=\"state A\", zorder=-10,)\n",
    "ax[0].plot(positions, V_B_ene, c=\"black\", label=\"state B\", zorder=-10)\n",
    "ax[0].plot(positions, eds_ene, c=\"C1\", label=\"reference state, $\\lambda$=0.5\", zorder=-10,alpha=0.3)\n",
    "ax[0].plot(positions, eds_ene1, c=\"C0\", label=\"reference state, $\\lambda$=0.25\", zorder=-10,alpha=0.3)\n",
    "ax[0].plot(positions, eds_ene2, c=\"C2\", label=\"reference state, $\\lambda$=0.75\", zorder=-10,alpha=0.3)\n",
    "\n",
    "ax[0].scatter(traj_pos, traj_ene, c=\"C1\",alpha=0.8, label=\"simulation reference state\",s=8)\n",
    "ax[0].scatter(traj_pos2, traj_ene2, c=\"C0\",alpha=0.8, label=\"simulation reference state\",s=8)\n",
    "ax[0].scatter(traj_pos3, traj_ene3, c=\"C2\",alpha=0.8, label=\"simulation reference state\",s=8)\n",
    "\n",
    "ax[0].set_ylim([-0.5,8])\n",
    "ax[0].set_xlim([-5,6])\n",
    "ax[0].set_xlabel(\"r\")\n",
    "ax[0].set_ylabel(\"$V/[kT]$\")\n",
    "\n",
    "ax[0].legend()\n",
    "ax[0].set_title(\"$\\lambda$-EDS\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Zwanzig Equation\n",
    "many different free energy calculation methods can by used with $\\lambda$-EDS and a certain sampling strategy.\n",
    "Here we chose the same as for EDS, which should result in a similar free energy difference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dF  1.6217106324985453\n",
      "deviation:  0.347057560331518\n"
     ]
    }
   ],
   "source": [
    "rew_zwanz = threeStateZwanzig(kT=True)\n",
    "zwanz = zwanzigEquation(kT=True)\n",
    "\n",
    "traj_positions = hleds_simulation_traj.position[equilibration_steps:]\n",
    "Vr = hleds_simulation_traj.total_potential_energy[equilibration_steps:]\n",
    "V1 = V_A.ene(traj_positions)\n",
    "V2 = V_B.ene(traj_positions)\n",
    "\n",
    "dF_AB_leds = rew_zwanz.calculate(Vi=V1, Vj=V2, Vr=Vr)\n",
    "\n",
    "print(\"dF \", dF_AB_leds)\n",
    "print(\"deviation: \", dF_AB_leds-dF_AB_expected)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Enhanced Sampling with system Coupling\n",
    "Enhanced Sampling is a category for methods, that speed up the sampling of a phase space.\n",
    "These methods can be of course combined with free energy.\n",
    "\n",
    "Here we are going to show two methods, that are:\n",
    "* Conveyor Belt TI - a method using a variable $\\lambda$-coupling approach (~$\\lambda$-dynamics)\n",
    "* RE-EDS - a combination of hamiltonian replica exchange (HRE) and EDS\n",
    "\n",
    "Not covered:\n",
    "* $\\lambda$ - HRE-FEP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conveyor Belt TI\n",
    "The conveyor belt TI (CVB-TI) is using a similar building on $\\lambda$-dynamics, which allows to run simulations with a changable $\\lambda$-parameter.\n",
    "In CVB-TI multiple replicas are placed onto a conveyor belt, that is accelerated by the derivates of the hamiltonians of each replicas by the $\\lambda$-parameter.\n",
    "This allows for all replicas to sample areas of the $\\lambda$-space or even full rotations of the conveyor belt.\n",
    "\n",
    "#### Build System"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "num_replicas = 4\n",
    "trials = simulation_steps_total_per_approach\n",
    "\n",
    "V_perturbed = pot.linearCoupledPotentials(Va=V_A, Vb=V_B)\n",
    "lam_system = perturbedSystem(potential=V_perturbed , sampler=sampler, temperature=temperature)\n",
    "conveyorBelt=cvb.conveyorBelt(capital_lambda=0.0, n_replicas=num_replicas, system=lam_system, build=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Simulate\n",
    "here we simulate the conveyorbelt. Every replica does nsteps_between_trials, till the next conveyorbelt rotation update.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d3805d767262498080fc803cf13a3dee",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='Trials: ', max=1000.0, style=ProgressStyle(description_wi…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "conveyorBelt.simulate(trials)\n",
    "cvb_trajs = conveyorBelt.get_trajectories()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Analysis\n",
    "##### Visualize the sampling of $\\lambda$-space\n",
    "First all replica $\\lambda$-trajectories are shown."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=4,  sharex=True)\n",
    "keys=list(sorted(list(cvb_trajs.keys())))\n",
    "for key in keys:\n",
    "    axes[key].plot(cvb_trajs[key].lam)\n",
    "    axes[key].set_ylabel(\"$\\lambda_\"+str(key+1)+\"$\")\n",
    "    if(key == keys[-1]):    axes[key].set_xlabel(\"$time [steps]$\")\n",
    "    axes[key].set_ylim([0,1])\n",
    "fig.suptitle(\"Conveyor belt replica sampling\", y=1.05)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A histogram of the conveyor belt capital $\\lambda$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "nbins=50\n",
    "mega_traj = pd.concat(list(map(lambda x: x[equilibration_steps:], cvb_trajs.values())), ignore_index=True)\n",
    "\n",
    "plt.figure(figsize=[16,9])\n",
    "p, lam_bins, path = plt.hist(list(sorted(np.unique(mega_traj.lam))), bins=nbins, density=True, histtype=\"step\")\n",
    "plt.xlabel(\"$\\lambda$\")\n",
    "plt.ylabel(\"$p_{density}$\")\n",
    "plt.title(\"Capital $\\lambda$ histogramm\")\n",
    "pass\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Visualize the sampling on potential energy functions\n",
    "like before we can map the sampling, retained for the phase-space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Conveyor Belt Sampling')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "mega_traj = pd.concat(list(cvb_trajs.values()), ignore_index=True)\n",
    "\n",
    "def find_nearest_bin(array,value):\n",
    "    cbins =[]\n",
    "    for val in value:\n",
    "        idx = np.argmin(np.abs(array-val))\n",
    "        cbins.append(idx)\n",
    "    return cbins\n",
    "\n",
    "discrete_traj = np.array(find_nearest_bin(value=mega_traj.lam[equilibration_steps:], array=lam_bins))\n",
    "\n",
    "fig, axes = plt.subplots(ncols=1, figsize=[16,9])\n",
    "axes = [axes]\n",
    "axes[0].scatter(list(mega_traj.position[equilibration_steps:]), mega_traj.total_potential_energy[equilibration_steps:], c=discrete_traj, cmap=\"tab20\")\n",
    "\n",
    "#State Potentials\n",
    "V_A = pot.harmonicOscillatorPotential(k=k1, x_shift=xoff1, y_shift=yoff1)\n",
    "V_B = pot.harmonicOscillatorPotential(k=k2, x_shift=xoff2, y_shift=yoff2)\n",
    "positions = np.arange(-10,10, 0.2)\n",
    "axes[0].plot(positions, V_A.ene(positions), label=\"state1\", lw=1, color=\"grey\")\n",
    "axes[0].plot(positions, V_B.ene(positions), label=\"state2\", lw=1, color=\"black\")\n",
    "\n",
    "axes[0].legend()\n",
    "axes[0].set_ylim([0,10])\n",
    "axes[0].set_xlim([-8,8])\n",
    "\n",
    "axes[0].set_ylabel(\"V[kT]\")\n",
    "axes[0].set_xlabel(\"r\")\n",
    "axes[0].set_title(\"Conveyor Belt Sampling\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Calculate Free-Energy with TI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Expected Result:  1.2746530721670273\n",
      "trapez Rule Result:  1.252518064480879 +- -7.896120863351601\n",
      "\n",
      "Difference: -0.022135007686148178\n"
     ]
    },
    {
     "data": {
      "image/png": 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h2g0uPM25ZE0oFEkteGzsJHeXGUmda0uXsuGFh/eIiEgtLJLLIEJFfj4SaPalAFDmWof9c2UVyYCy5eLkeAiXZubqfGVUSqFIasFjN2M6EoMst94M+UQoCpNehw6rseLPXetqg9mg4+E9IiJSDYvkMly9XilGtTKXLBIAix3ay3XT9m4AwIGTHLlotkKR1ILXbkIiJSM433q7rX3BGLqcZkhS+Wl7gl4nYVOnnbuSiYhINSySy9DeZsSWLrtmNlwcHZmBQSdhx5r2sh6/sdOOjV4bnuZcclMVi6QWsoEiLbgr2VfFjuRcW7rtnEkmIiLVsEgu064+F46OzGriNvjR4Vls63UU3JCQz77tXTg0NI1wrPU6lFpRLJJaaOXUvYlgrKpDe8LmTjsuzcwzYZKIiFTBIrlMO/s6MDuXwPkmh4qk0jJevxTAzvXljVoI+7Z3I55K44Uzk3W6suX+4/VRfPWp0w17Pa0rtiNZWEjda73DexPBKLqqOLQniHjqIZ+2gn+IiGhlYpFcpl0blKL0tSavgjvrCyMcS5Z9aE8Y3OBCe5sRT73VuJGLHx4dxf86cAbTLbrSbKlikdRCtkhusT+zuXgSoWiypnGLzZkNF2cneXiPiIhqxyK5TJs77XCYDU2fS14IEamsk2zQ63DjZZ149pQPqQal783MxZGWwfVzGcUiqQW31QRJAiZbbA2cr4YdycIGjxUGncTkPSIiUgWL5DIpoSIdTQ8VOTo8iw6rEf0ea8Wfu297N/yROI6NNKbQ92dGBvYfH2/I62ldOeMWBr0OLqup5TrJtaTtCUa9DgNeGzdcEBGRKlgkV2BnnwunxoNVHX6biydxQYV55qMjM9i5vqOqNVnv3toJg05q2JYLfyQOSQJeODuFoIaCWJqlVCS10IqBIhOh2jvJgDKXzEARIiJSA4vkCuzq60BaBl4fqaybPBmK4cP3vYT3f+35mgI9gtEEzvjCFY9aCO1tRuzud+OZBow/JFJpBOYTeOeWTiRSMp7ljuaSkdRCK0ZT+zKd5K4aOsmAMhZ1YTqCWDKlxmUREVELY5FcAbFR4mgFRfJYYB633X8QF6aVLvJ9zw1V/fqvjwQgy6j40F6ufdu7cHoijBF/fdP3ZueUzvF7L+tEt9PMkQuUjqQWPHZTy223mAhG0WbUw2E21PQ8m7sdSMto+hYaIiJa+VgkV6DdasSmThteu1jeTO+Ifw4f/eZB+IIxfPu3r8Ntu9fju0dGqu4mHx2egSQtJABWQ6Tv1fswnZhH9jrMuPmKHjx3ahLz8dbu7pWKpBa8dnPL7UmeqCFtL9eWLmUNHENFiIioViySK1RuqMi5yTA++s2DCM4n8fDvXoc9A258+sZNkCBV3U0+OjKLTZ12OC3Gqj4fAPq9NmzqtOGZOs8liyLZbTXhlit6MJ9I4aenG7ejWYtKRVILXrsJoVgS0UTrvKmYCEbRXcOOZGHAa4NOAjdcEBFRzVgkV2hnnwv+SBwXpwt3g0+Nh/DRbx5CPJnGY3dej2synd81HW1Vd5NlWcaxkVnsrKGLLNx0eTdePj+NUB0P02WLZLsJewbccFmNePLN1h25KCeSWvBkHuNvoZELX0jpJNfKYtSjz21lJ5mIiGrGIrlCuzYoRWqhfclvXArgtvsPQq8D/vX392J7r3PR73/6xk0AKp9NHvbPwR+JV31oL9dN27uRSMl4/vRUzc9ViD+ijAu4rSYY9Dq87/JuPH1iAvFkum6vqWXlRFIL2WjqFjm8J8uy0kmu8dCesLnLwSKZiIhqxiK5Qlu6HLAXCBU5csGPj//TIdhMBjz++3uxOTMfmavabrLYz1zLoT1hV58LLquxrlsu/BGlS+2yKUXhLTt6EIom8dJQ/QpzLStnR7KwkLrXGp3kcCyJuXiq5vVvwuYuO85NhZFMteYbMiIiUgeL5ArpdRKuXt++LFTkpbNT+K3//xV4HWZ891N7scFjK/gcn7lxM4DKuslHh2dgNemxtdtR3YXn0OskvOeyLjx7yle3QsIficFhMcCoV77F3rHJC7vZ0NSRC1mW8cAL5zHThDGGciKpBa+ttTrJE9m0PXU6yRs7bUikZIzORlV5PiIiak0skquwq8+Fk+MhzMWVUJFnT/pwx4OH0ee24l9//3qs6Wgr+vnVdJOPjszi6nUd0OtqO/0v7NvejZm5BF6rU4Kgfy4Bj21htMBi1OM927rwkzcnGhaLvdTQZARf+I+38Mgrww1/7XIiqQUxkjHVIp3k7I5kFQ7uAQt/xtOR1niTQURE9cEiuQq7+lxIpWX8fCSAH78xhjsfOoKt3XY8duf1Zf9DX0k3OZpI4a3RoCqjFsK7tnqhk1C38Qd/JJYdtRA+sKMH05E4Dl/w1+U1SxkLzAMAXjnf+NevZNzCajKgzahvmWjqiZCIpFZn3EJ8383MtcabDCIiqg8WyVUQ2yr+9unT+INHj+KqdR145PeuX1YUFpPbTX57dr7oY4+/HUAyLatyaE9wWIxw20yYCNbnlrQ/sriTDCix2GaDrmnBImMB5b/11YszDe9mT4ZisJn0JSOpBa/D1HLjFrWm7Qluq/J9J+biiYiIqsEiuQoumwkbvTa8fN6P6wbc+PZv76lqd/GnRTf52bNFHyfmn69RYf1bLiX+uD7dNn8kBpd1cZFsMxvwrq2dePLNcaSbMHIxlplRDceSODEWbOhrT4XjZc0jCx6buWVS9yaCUdjNBthrTNsTXDbl72IzZs+JiGj1YJFcpdvf0Y+PDq7DA3fshq3Kf9zXdrTho4Pr8XiJbvLRkRmsc7VVVGSVw2OvT7dSlmXMRBJw25d31j+wowdjgShefzug+uuWMh6ch8mgfMs3euSi3EhqwWs3tdBMsjo7kgW72QCTXgc/xy2IiKgGLJKrdPs7+vHlX7saFmN5t88L+cx7SneTjw7PqjpqIXjt5rqsGQvHkoin0tnb3rn2beuGQSc1ZeRiLBDF1m471rvbGj4XXW4ktaB0+Vtl3EKdtD1BkiS4bEb4W+RNBhER1QeL5CYr1U0eD0QxFoiqkrS3lMdWn0JsJjML6s4zo91uNWLvJg/2Hx8rGe2ttrHZKHrb27C7341Xzvsb+vrlRlILHrsJ/ki8KWMpjTYRiqp2aE9wWU3sJBMRUU1YJGtAsW7ysREltETNzRaC12HCXDyVXWWnFrF6K1+RDAAf2NGLC9NzODURUvV1SxkLzKO33YI9/W5MR+I4NxVpyOtWEkkteGxmpNIyAvOr+/CZkrYXU21HsuC2mTiTTERENWGRrAHFuslHh2dh0utw+Rpngc+ungitUHvkQqzeKlQkv+/ybkgSGjpyEYklEYwm0dNuwe4BNwDgcIPmkiuJpBa8jtYIFAnMJxBPplXbbCG4bOwkExFRbVgka0ShbvLR4VlcsdYJs6G22ed8FkIr1C3ERFFYqEjudJixe4O7oUXyeGbVXW+7BRu9NnjtJrzSoLnkSnYkC15bawSKLKTtqXwolZ1kIiKqEYtkjVjb0YZfX9JNTqTSeP3tWexcr/6hPUC5pQ+oX4iV6iQDwC07enByPIQLDRp5EOvfetvbIElSdi65ESqJpBZapZMs9nSrPW7hspowO59oWrojERGtfCySNeQzN24CAHzjOaWbfGo8hGgiXZd5ZGChEFM72W06EodRLxXde3vzjh4AwP43G9NNFml7ve1KMba7341LM/PZj9dTJZHUgghiWe2pe9kiWcXtFoDyBk2WgVmOXBARUZVKFslf+tKXsHv3bjidTnR2duLWW2/F8ePHSz7xG2+8gXe/+91oa2vD2rVr8YUvfKHh2wxWmnUuK359cD3+9fAIRmfncXS4fof2gIVCTO1u5UwkDrfNBEmSCj5mbUcbrlrX3rCRi/HA4o7lnsxcciO6ydWMW3RYTdBJWPWBIr6QSNtTebsFo6mJiKhGJYvk5557Dp/5zGfw0ksv4cCBAzAYDLjpppvg9xcuLoLBIN73vvehu7sbhw8fxt///d/jK1/5Cr761a+qevGrkegm3/fcWRwdnoXXbsbajra6vJbFqIfDbFB93MIfiS9L28vnlh09ODYy25Bu7mggCo/NlN1rvb3XCbvZ0JB9yVOheEWR1ACg10lw12lFn5ZMBKNobzPWvG98KUZTExFRrUpGxT355JOLfv3QQw+hvb0dL774Im699da8n/Od73wHc3Nz+Na3voW2tjbs2LEDJ06cwFe/+lXcc889RTuMrS63m9zeZsLOvo66/nnVI3XPH4nDkydtb6lbrujBl/efwpPHx3HHDQOqXsNS44F59LQv3NLX6yRcu8HVkE5ypTuShVZI3ZsIqr8jGViYh/ev8k48ERHVT8UzyaFQCOl0Gi5X4cNkBw8exDvf+U60tS10QG+++WaMjo7iwoULVV1oKxHd5KlwrG6jFkI9UvfK7SRv7LRja7e9IXPJY4Fodh5Z2DPgxumJcN23IFQaSS147KYWmElWf0cywCKZiIhqV3GRfNddd+Gaa67B3r17Cz5mfHwc3d3diz4mfj0+vrwguv/++zE4OIjBwUFMTk5WekmrjugmA8A1dUjay1W3TnKRzRa5btnRi1fO++teDI4Ho4s6yYByeA8AjlycqetrVxpJLSjR1Ku7yPMFo+hS+dAeAHRYjQA4k0xERNWrqEi+55578MILL+D73/8+9PriM4RLRwTEob18owN33nknjhw5giNHjqCzs7OSS1q1/uv7L8N/v2Ub9mQKuXrx2s2qHg5LpNIIRpPZg1Ol3HJFD9Iy8NRbE6pdw1Lz8RRm5xLobV88233VunaY9Lq6zyVXO27hsZlXdSc5nZbhC8XqMm5hMephM+nZSSYioqqVXSTffffdePTRR3HgwAFs3Lix6GN7enqWdYx9Ph8ALOswU35umwmfvnETDPr6bunz2s2YmYsjmUqr8nyic1duJ3l7rwN9bmtdRy6Wrn8TLEY9rlnfgZfrOJdcTSS14HWYEImnMB9P1eHKms8/F0cyLddl3AJQNlwwUISIiKpVVgV211134ZFHHsGBAwewbdu2ko/fu3cvfvaznyEajWY/9tRTT2HNmjXo7++v+mJJfV67sk9WrQhf0bkrt5MsSRI+sKMHL56dQmC+PpsIxPq3peMWALB7wIU33w5gLp6sy2tXE0kteG2rO1BkIUhE/U4yoLzRZDQ1ERFVq2SR/NnPfhb/8i//gkcffRQulwvj4+MYHx9HOBzOPubzn/889u3bl/31xz/+cVitVtxxxx04fvw4fvCDH+Cv//qvudlCg0SHcyqkbpFcLG1vqZt39CCRkvHsSZ8q17DUaKZIXtO+fJXe7n43kmkZR4dn6/La1exIFsSGkNW6K9kXFDuS69NJdttMHLeglnZpZg6Hzk03+zKIVqySRfJ9992HUCiEffv2obe3N/u/e++9N/uYsbExDA0NZX/d3t6Op556CqOjoxgcHMRnP/tZfO5zn8M999xTn/8KqponU7xNR9TpVlZTJF+zrgPdTnPdgkXGM+MW+TrJ125wQSfVL1SkmkhqYeENzGrvJNepSLaySKbW9s2fnsPvPHiYQV5EVSq5J7mcv1wPPvjgso9deeWVeP7556u6KGocr13d1L2ZKopknU7CLVf04F+PjGAunoTVVPLbsiJjgShc1vyBFQ6LEZevcdavSK4iklpY6CSv1iK5+j+bcnAmmVqdPxJHJJ7CRDCWt0lARMXV91QYaV62k6zSqjExGlDOnuRcN+/oQTSRxvOn1V8BOB6IoifPqIWwu9+NoyMziCfVObyYq5Zxi2wneZWugZsIKSmIJkN9fgy5bcrBx2hidR58JCpFnPM4PxVp8pUQrUwskluc02KASa/LdjxrNROJw2kxwFjhVo49/W64rMa6jFyMBqJYU6SLsqffjWgijeOjAdVfu5pIasFi1MNuNqzag3u+YLRu88jAwhu12TlGU1NrCkaV7/2L0yySiarBIrnFSZKUSXZTr5PsqaJratDr8P7Le/DMCZ9q6+iEpZHUSw1mdlEfrsPIRbU7kgU1vzZao6Tt1WfUAlgY+Vmt4ypEpWQ7ySySiarCIpkyyW4qdZLn4nBl0s4qdW2/C6FYEm/PzqtyLQAQTaQwM5dYtiM5V6fDjI2dto+dECIAACAASURBVLrMJVcbSS2o+bXRmolgFN11SNsTRJE8E2EnmVqTKJIvcNyCqCoskkndTnI4DretuqKw32MDAFyYnlPlWgDl0B6AZWl7S+3pd+PIxRmk0+qeAq82klrw2FZnJzmZSmMqXO9OsvJmjbuSqRXJsoxgtkhW72cqUSthkUyqd5JFcVKpfq8VgLpdj0Jpe0vt7ncjMJ/AaV9ItdcGlHGLaoJEBI/dvCrHBaYjcaTl+u1IBhZmkrnhglpROJZEWgaMegkXpiOqNwCIWgGLZMp2kmvdpSnLMvyR6jvJnXYzbCa9qiexi6Xt5dozoP5csoik7rRXXwh22pVdv6lV9g9cvXckA0CH1QRJAnclU0sSoxbbe52IJdMYD0ZLfAYRLcUimdBpNyOeSiMYrS2aORxLIpGSq+4kS5KEfq8NF1Q8ZFLuuMU6Vxt62y14WcUiuZZIasFjNyMtKx361UTsSK7nuIVeJ6GjzcgimVpScF75eX7VunYAUPXnKlGrYJFMC6EVNY5cLKTtVV/49Httqo9bdFiNJVewSZKE3f1uHL7gVy2dqpYdycLC12Z1FXqN6CQDSqAIZ5KpFYlO8tXrOgBwLpmoGiySSbXQioUiubpOMgAMeGwYmZlHQqU1cOOBKHrKLMR2D7gxEYxhxK/Odo1aIqmFha/N6ppL9gWj0EnKwcR6cluZuketSRTJ23qcMOl17CQTVYFFMsFjE6l72ugkp9IyLs2oU6iOBaIlD+0JezL7kl8+P63Ka9cSSS2oHRuuFRNBZeuHocLQmUq5bCaOW1BLEkEiHVYj+jxWpu4RVYFFMmVnZmstxLJFcoWR1Ln6PZkNFyp1PcYDUfR2FJ9HFrZ02dFhNeLwBXXmktUYt1it0dQToWjdRy2ATCeZ4xbUgsT6t3arEf0edcfYiFoFi2SCO7MFQLVxC3sNRbI3sytZhR/o0UQK05E4esssxnQ6CYMb3Dh8Yabm1wZqi6QWnBYjDDqp5i6/1tQ7bU9wZ7aDqDVnTrRSBOYT0EmA3WTAgNeKi/45roEjqhCLZIJBr4PLaqq9kzwXh0mvg62GotBjM8FhNqhSJIvDYaXWv+XaM+DC+akIfKHa1yXVGkkNKIW7exUGiviC0bruSBbcVhMSKRnhWG2bW4hWmuB8As42I3Q6ZWtQPJnGGNfAEVWERTIBUCfZzR+Ow20zQZKkqp9DrIE7r0LqXrnr33Lt7hf7kmvvJtcaSS2stmjqeDKN6Ui8rpHUgovR1NSiAvMJOC3KIepsmilHLogqwiKZAKhTiM3MxbNFSS3UWgOXTdvrKL8Y27G2HW1GvSpzybVGUgseuwlTq+jwmTjQ2JBxC0ZTU4sKzCfQ3pYpkjNjbDy8R1QZFskEIJO6V2MhNh2Jq7LSa8BjxaWZOcSTta2BE53kclfAAYBRr8OuDR14RYVQkVojqQWv3Yyp0OrpJDdqRzLAaGpqXcFoMlsk9zotMBt07CQTVYhFMgFQpxCbiajXSU7LwMhMbSMX44EonBYDbGZDRZ+3u9+NE+PB7AqlaqgRSS147SZMR2Kr5vCZL1MkdzWgk5xdb8gimVpMYD4BZ5vys0+nk7DBY+WuZKIKsUgmAEohFoolEU2kqn4OtTrJG1SanxsLRLGmzPVvufb0uyHLwKs1bLlQI5Ja8NjNiCbSmItX/7XRkoVI6kbMJCudNHaSqdXkjlsAylzyBRXOehC1EhbJBGBhH2+1HbdEKo1QNJm9vV2LAbEGrsYf6GOB+Yo2Wwg7+1ww6CS8UsNcsho7koXVlro3EYzCoJNq2qddLrvZAKNe4kwytZxAZruFMOC1YXh6DimugSMqG4tkAqB0KwFUPXIxo8KOZMFlNcJpqX0N3HgFaXu52kx6XLmuHYdrmEtWI5Ja8GRT91ZHoTcRjKHLYYZOV/0WlHJJkgQXo6mpxUQTKcST6ex2C0C5QxdPpTE6q06aKVErYJFMABbij6cj1RXJolOnRndQkiQMeG01zc/FkilMhePocVY+bgEoIxevXwpUPX6iRiS14FUpNlwrfKEoOhswaiG4GU1NLSabtpc7buFVN82UqBWwSCYAObf0Q9UVE/5Ml9OtwkwyoBzeq2Vd0URAKSgrWf+Wa3e/G/FUGsdGZqv6fFXHLRyrq5M8GVI6yY3isrJIptYSyFMkD6iYZkrUKlgkE4CcIrnWTrJaRbLHhtHZecSS1XVyszuSqxi3AJQiWZJQ9ciFGpHUgvgzXS2d5MlQ7UmElXDbTZxJppYiNvPkziR3OyywGHU4P8XDe0TlYpFMAJQ5XJtJX30nOaJukTwg1sD5q/uBPh4UaXvVFcntViMu63ZUfXhPjUhqwWzQw2ExrIqDe4mUkrbXyE6ymzPJ1GLydZJ1Ogn9HhsuctyCqGwskinLYzdXP5OcKUI6rMYSjyzPBo8yP1dt1yMbJFJBJPVSu/vdeO3iDJKpykNN1IqkFjrt5lWRuidW4zWyk+yymTA7n+CpfmoZ+YpkQLlDd55FMlHZWCRTltduqrpb6Y/E0d5mhFGvzreUmJ+rtusxNjsPh8UAe4VBIrl2D7gRiafw1liw4s9VK5Ja8NhNq2LcIrv1Q8U/m1LcViNkeaFwIFrtgvNJAIDTsvjn3wavFSP+uare+BO1IhbJlOWxm7Odvkr5I3HVRi0AoMNqQofVWPXhvbEq17/l2tPvBgAcOjdd8eeqFUkteO3mVXFwzxcSaXuN224hUiD9Vd4lIVppxBtC55JO8oDHhkRKxuhstBmXRbTisEimLKUQq76TrGaRDIiEqOqK5PFgtKZRCwDoabfg6vUd+OefnUeogohqNSOphVXXSW7guIWIpvZH2Emm1hCYT8Bm0i+7s9efuUPHkQui8rBIpiyvXVmVVc3spj8SVyVtL9eA14YLVc4kj85GsabGTjIAfOFDV2AyHMP//Mnpsj9HzUhqwWMzY2YuseJvk4oi2atC6Ey5RDQ118BRqwguSdsTuAaOqDIskinLazcjLQMzVazL8kfi8NShkzwamK840COeTGMqHKsqknqpq9d34BPXbcC3D17A8bcDZX2OmjuSBa9DdENXdqHnC8XQYTXCbKh9NV65xB2Oar6viVaiwHxi2aE9AOhymGE16RkoQlQmFsmUJeKPK51LlmUZM3Px7OynWvq9VsgyMFzhGriJGte/LfVfb74MbpsZ/8+/vVFWl32hW6pikWxbHYEik6FYQw/tAcje4VjpbzCIyhUo0EmWJAkbPDZ2konKxCKZsrKBIhXOvoZiSSRScl06yQAqPry3sCO5tplkob3NiD/7pe34+aUAHnlluOTjRSS1mruAPVV+bbRGzf3R5bIY9bCa9CySaxCOJfF73z5SUwomNU4wmoTTkn8dZ7/HigvTDBQhKgeLZMoSc6KVFmIiqEH9TnJ1a+BGZ2tL28vnQ1evwQ2bPfjy/pPZTnEhdRm3EF3+Fb6hwReKNjRIRHDbGChSixfOTOKptybwwtmpZl8KlSFYYNwCUH6ucg0cUXlYJFPWQie5smJiOlN8qN1Jbm8zwm0zVRwoMp4NElGvSJYkCV/45R2IJdL4/544UfSxakZSC6KTXO2KPi2QZbnhkdSC28Zo6locHFLWII5n4t5J2wrNJAPKGrhkWsalGX4tiUphkUxZTosRBp1U8aqxGZUjqXP1e6wVz8+NBaKwmw1wFLjdWK1NnXZ86t0b8W9H38ZLRTpq9RgpcFoMMOl12VGOlSgUSyKaSDelSHYxmromB8+JInnlfv+1imQqjXAsCWdb/iAlroEjKh+LZMrS6SR4qkjdm65nkeytfFfyWGBe1VGLXJ95z2b0ua340/99HLFk/q0bakdSA0onW9mVvHILPTGm0uVoXJCIwE5y9abCMZyeCANYOBRL2hWKKml7hcctrACAi5wvJyqJRTIt4rFVnrrnr2ORPOCxYSwQxXy8/DVw44GoqqMWuSxGPb7wy1fg3GQE//T8ubyPUTuSWljpgSLNCBIRXFYT/Cv4DUYzvXzODwBY027BGMctNE+k7RUqkjvtZthMeh7eIyoDi2RaxOuoPHVvJhKHyaCDVcUZXCF7eM9fftdDjUjqYm68rAu/eGUv/uHAWQzn+YdG7UhqYaVHU/uaWCR77CZE4qmKd24TcPDcFGwmPfZt78ZEcOW+SWsVwUw6aKHtFmINHDeVEJXGIpkW8dpMVR3c89hMkCRJ9esRa+DKnUtOpNKYDMdUW/9WyJ/90uUw6CT8+b8fhywv7E6uRyS1oHT5V26RsjBu0ZxOMgDMzjGaulIHh6axe8CNta42hGPJiiLaqfGynWRr4TMZA1WMsRG1IhbJtIjoJOcWfqXM1CGSWhDzc+VuuJgIRiHL6q5/y6en3YLPvf8yPHdqEvuPj2c/Xo9IasFrV97AVPK10ZLJUAwmva7gbeB6cjOauiq+YBRDkxHs3ejJ/p3iXLK2lRq3AJSfq5dm5pHgGjiiolgk0yIemwmxZBqRCmaApyPxbFqf2hwWI7x2U9m7kuux/q2QT+7dgMt7nfjLH72FcEw5LFOPHcmC125GPJVGKPNaK40vFEWnw1yXOw6liDdxjKauzKHzyjzy3k0edDuVv1PccKFtwfniB/cA5Q5dKi1jpMI0U6JWwyKZFsnuSi4RmJFrZq5+nWRA+YFe7vzcWEDdtL1iDHod/upXd2AiFMXXnjoNoD6R1EK1seFaMRmKwduEUQtg4VApO8mVOTg0DYfZgMt7negRRTI7yZomOsmFZpIBZdwCAC7y8B5RUSySaRFPFclu/nC8LpsthErWwIlOcm9HY9aM7exz4eN7+vDgSxfw5migLpHUQrWx4VoxGYqhsw5vHsrhYpFclUPnprFnwA2DXpe9O8NAEW0LzCdg0utgMRb+5z27K5mH94iKYpFMi4hCbDJUXjERTyq3/+tZJA94bZgIxjAXLz1mMBqYh82kh8Ocf5F+Pfy3m7fBZTXiT394vEGd5JVbJHc5m1Mkd7QZIUkskisxHoji/FQEezd5ACjrDzusRnaSNS4YTcDZZiw61uSxmeAwG3h4j6gEFsm0iCjuyu0kixnPunaSsxsuSt8aFDuSGzn32m414k8+uB1Hh2fx0MGLqkdSC9XGhmtBIpWGfy7etE6yIXNgkDPJ5TuUSdm7fqMn+7Eep4UzyQWk0jK+vP8kRmeb22kPzCcKpu0JkiRhg9fKTjJRCSySaRFR7E6V2UmuZ5CIsMGjbLgop+sxFohiTUf955GX+tWda3H9RjfGg9G67QHOfm1WYCfZH4lDlpuzI1lwW03sJFfg4NA0nBYDtvc6sx/rabdwu0UB56ciuO+5ITz55njpB9dRcD5R1gaZfg/XwBGVUlaR/Pzzz+NDH/oQ1q5dC0mS8OCDDxZ9/IULFyBJ0rL/7d+/X41rpjoyGZSOW7md5EYUyZXMz40F5rMHjBpJkiR88VeuhFEv1WXUAgCMeh06rMYVeXDPF2zejmTBZTOxk1yBg+emcd1GD/S6hbsyPU5L9nAsLSbOQ8w0eRd3oMwiecBrw9sz84gnuQaOqJCyBjfD4TB27NiBT37yk/jkJz9Z9pPv378fV199dfbXbre78iukhlP28WqnSLabDeh0mEuugUuk0vCFYnXfkVzI5i47vvrRa2Azqz9qIXhs5X9ttGQyrBQQzewku6wmXJrhaf5yvD07j2H/HO54R/+ij3c7LZiOxJBIpWHU80ZkLhHZPdPkuxXB+UR2RK2Yfo8NaRkYmZnDpk57A66MaOUpq0j+4Ac/iA9+8IMAgDvuuKPsJ/d4POjp6anqwqh5PBXEHzeiSAaAAY+t5EzyZCgGWQZ6GrD+rZBbr15T1+f32s0rspM82cRIasFjM+GNt2eb9voryaEhZR5ZHNoTetstkGUlYnxtE8aatGws20lu7t/PcjvJ4g7dhakIi2SiAuraCvjwhz+Mrq4u3HDDDfje975X8HH3338/BgcHMTg4iMnJyXpeEpWh026uuJPcUecUtX6vFedLdJLHGrz+rRm8djOmKljPpxVi3KKpnWSbCTORxIpNLGykg+em4bIacVm3Y9HHu7kGriDx86eZ0eeyLCMYTZY9bgFwDRxRMXUpku12O+699148/vjjeOKJJ7Bv3z7cdtttePjhh/M+/s4778SRI0dw5MgRdHZ21uOSqAIeu6nsbqU/EkeH1QhDnW+99nttmAzFssl2+Yjbnc0at2gEr91UUdCLVkyGY2hvM8JsqN8oSilumxHxVGVpkq3q4NA0rhvwQKdbvCWmh6l7BYk3Ds08HBqJp5BKyyW3WwCAy2qEw8I1cETF1GWZrNfrxec+97nsrwcHBzE1NYUvf/nL+MQnPlGPlyQVee1mBOYTiCfTMBmKF7/+uTjcdUzbExbWwEWwY2173sdkg0Scq/c2sMduRjCaLOtroyWToVhTu8hATjR1JA57A/dorzQj/jm8PTuPO9+1cdnvMXWvsIVOcvOKZJG2V04nWZIkDHhLj7ERtbKG/St73XXX4cyZM416OaqBCK0opyNS77Q9IVskF+l6jAWisJr0ZXVRViqRerbSDqD5QrGmbrYAFubmp7kGrqiD5/LPIwNAh9UIs0HHcYs8xjSw3SIwV36RDCg/VzluQVRYw4rkY8eOobe3t1EvRzWoJP54Zi6ejfytp35vZldykR/oY4H5hgeJNNr2HmVn7cnxUJOvpDJa6CSLIrnZ2we07tDQNDw2E7Z0LT/MJUkSetotGA9y3CLXXDyJwHwCDrMB84kUoonmjPQEo0qR7LSUWSR7bRgNzCOW5AgSUT5lFcnhcBjHjh3DsWPHkE6nMTw8jGPHjmF4eBgA8PnPfx779u3LPv5b3/oWHnnkEZw4cQKnTp3Cvffei69//ev4wz/8w/r8V5CqKimSpyNxeBpQJFtNBnQ7zbgwXbiDOhaIrup5ZADY0m2HXifhxFiw2ZdSNlmW4QtFm5a2J4gimYEihcmyjIPnpnH9Rk/BN5vdTgsmuCt5ETHqJYJXmrXhQoxbOMvsJA94rZBlZcSGiJYrq0g+cuQIdu7ciZ07d2J+fh5/8Rd/gZ07d+LP//zPAQBjY2MYGhpa9Dlf/OIXMTg4iN27d+Oxxx7DAw88gLvvvlv9/wJSndcukt2K/6CXZRkzkcZ0koFMQlSRTvJ4IIqeVTyPDAAWox4bvbYVVSSHY0lEE2l0OZs8kyw6yQwUKWjYP4exQBTX5xm1EHrbLRgLctwilyiSL1+TKZIjzRm5qGQmGVgYYzvPuWSivMoa3rzxxhuLrk1amsB3++234/bbb6/pwqh5RCd5ukQnORhNIpmWG9JJBpSVRU+fmMj7e8lMkMiaVbz+TdjW68RrF2eafRll08KOZABwmA0w6CR2kos4KPYjbywc/NTjtGAiGIMsy6t6tKkSo9lOsrIyr1mH94IVdpJzD0QT0XIr53g8NYzVpIfFqCs5biFmO10N2G4BKPNzU+E4QtHlXZrJcAyptJw92Laabe914O3Z+WzXSOt8oki2N/drI0kSXDYTi+QiDp6bRqfDXDRcottpQTyZbnr8spaIg4zbesS4RXP+bILzCUiS8oawHC6bCe1txpI76IlaFYtkWkaSJCW0osS4hdgS4LY3atxCHN5bfmswGyTSEkVy5vDeChm5EJ3kZo9bAErqHovk/GRZxsGh4vPIwMLfsXHOJWeNBaJw20zZPxt/E2eSnRbjsv3WxfR7i4+xEbUyFsmUl6eM1D3RSW7EnmRgIUY1X9cjuyO5iZHUjXJ5pkheKXPJ2XGLJh/cA5S7HpxJzu/8VAS+UAx7NxaeRwZyUvc4l5w1njk03JH5WTjbpDdiwWiy4hWYAx4rLhY5EE3UylgkU16ddlPJTrLoyDViTzIAbHAXnp8bnV39aXtCl8MMt82EE2MrYw2cLxSDUS+hw1rf6PJyuNlJLkjsR76+yDwywNS9fEYzRbLJoIPNpG/auEVgPlH2oT1BrIFr1to6Ii1jkUx5eWzmkgf3xC3FRhXJbSY9etsteYvk8UAUFqOu4n8gViJJkrC914ET4yunk9xpN2vikJfLZuQsbQEHh6bR7TRjIHPHppBOhxk6ial7ucYzO9oBoKOJdyuqKZIHvDbIsrLZhIgWY5FMeXkdJkxH4kinC2818UfiMBt0sJr0Dbuufo8tb+reWDCK3vY2TRRijbCtx4lT4yGkinx9tGIy3PwgEcGdKWBWwp9bI8myjEPn/NhbYh4ZAIx6Hbx2M1P3MqKJFGbmEtlRL7eteUVyMDOTXIkN2TVwnEsmWopFMuXlsZmRSstFNyj4I0okdSML036vLW+gyHgLBInk2t7rRCyZXhH/sPmCUe0UyTYTZBkrZjNIowxNhjEVjuWNos6HqXsLxHkIMYbSYW3e3YqqOslcA0dUEItkysvrKJ26J4rkRhrwWuGPxJcVOWOz8y2x/k0Q+1hXwuG9qXAMnQ5tfG1cTN3LS+xHvr7EoT2hh6l7WaOZjnpvZke7y2pq2p7kaorkdqsRLqsx7x06olbHIpny8tpKp+41o0jekKfrkUrLmAjFWqqTvLnLDsMKiKdOptKYjsQ11UkGmLq31MFz01jTbkGf21rW43vaLRjjuAWA5Zt1mnU4NJpIIZZMlx0kkktZA8eZZKKlWCRTXtrtJGeK5Jyux1QmSKQV1r8JZoMem7vsmi+SpyNxyHLz0/YEEXzDTvICMY98/abS88hCt9OCYDSJ+Tg3IozlGbcIRZNIptINvY5gtLK0vVwDBc56ELU6FsmUl4iaLrbhYiYSb1jantDntkKSFh8yaaX1b7m29Thwclzba+CyQSIaKZLdHLdY5vREGP5IvOR+5FzZNXDccIHxQBQdViPaMgeYxc/E2QbPvYtI6mo2/PR7bRgLRPmmh2gJFsmUl8tqgk4qPG4RS6YQiiWzxXSjWIx6rGlvWzRukT0402JF8vZeJ8YC0abNP5YjGyTCIlmzDg5NASh/HhlYeEPKkQvlzyD3LpbYBz7T4O+xwHwSQHVF8oZMmulFP7vJRLlYJFNeOp0Et82M6Uj+TvJs5vR2oyKpc/V7rYs2XIy1UNpeLhFP/ZaGRy58IeVro4W0PUB5k2U16RtewGjZwXPTWOdqw/oy55GBhdS9CXaSMbZks87C3HtzOslOS2WJe0DOGBs3XBAtwiKZCvLaTZgM5S8mpsONjaTOtXRX8ngwCrNBB5cGEt0aaXs2nlq7Ixda6yQDyl0Sv4a7742UTst4+by/olELoD6pe48fGcGP3xhT7fkaZTwQXXQXS4xbNPpwaKDGcQsAeddrErWyyt9yUsvw2gt3kmcanLaXa8Brw+xcArNzcXRYTRidnUdvu6VlgkSETocZXrtZ04f3JkMxOC0GWIyNC5wpxW0zsZOccXI8hNm5RNn7kQWb2QCHxaBqoMjXnjqNRErGTZd3w6hfGf2baCKF6Ugcvc6FIlmMWzR6DKqWItlpMcJjM7GTTLTEyvhJRE3htZsKbreYjjSvSF6aELW0k9NKtvc6cFLD8dS+UAxdTm19bVxNWtGlRQfPVbYfOVeP06Lawb1QNIGxQBRT4RieOTGhynM2ghg36e1YGPVamHtv0rhFFUUyoHSTV0I4EVEjsUimgjx2c3asYqmZJhbJA15ldlKMXIwFoljTYvPIwvZeJ05PhBu+bqpck6GYZuaRBbfVyHGLjIND09jgsWJNR+V/f9RM3RuaXCjOHnllRJXnbISF8xALbwTbjHqYDLqmdJKtJn3VXfilY2xExCKZivDazZiLpzAXTy77velIHJIEdDRhJnm92wqdBJyfmkM6LWMi2Nqd5HgyjXMa7QBNhmOamkcGALfNjJkGd/m0KJWW8cr56YrnkQU1U/fO+sIAgA9dvQY/OzOJEf/KmI3Nt1lHkiS4rMamzCRXM2oh9HusmAjG8v68J2pVLJKpII9d7Epe/sN+JhJHR5sRel3j54DNBj3WdChr4KbCMSTTcsvtSBYWDu9pb+RClmX4gjHN7EgW3DYjwrEkYsnW3gl7YiyIYDRZ8Tyy0NNugS8UVeUuxhlfCCa9Dn9882WQoBziWwnydZKBzOHQRo9bRBNwWmookrMbLlbGGxSiRmCRTAWJ2+STeeaS/ZE4XE0YtRAGvDZcnI4spF216LjFpk47jHpJk2vgIvEU5hMpzXWSxfftbINXdGnNwaHq55EBJXUvLRePri/X2YkwBrw2rHdb8e6tnXj8yIhmR4hyjQXm0d5mhNW0+Ay8y2pqyrhFLZ1ksQbuIkcuiLJYJFNBxTrJ/ki84UEiufo9yiETEWbQqp1ko16HzV0OTa6B82UONWmtSBZrCwvN27eKg+emsdFrQ3eVByvF3zk1Du+dnQxjc5cdAPAbe/owEYzh2VOTNT9vvS3dkSy4bM0Yt0hWfWgPWOgkn2eRTJTFIpkK8mY6yfk2XPibEEmdq99rQzCaxFuZ4rBVi2Qgs+FCg53khUhqbX1tXLbm7LHVkmQqjcPn/bi+ylELANniutY1cNFECsP+uWyR/N5tXehymPHYK8M1PW8jFNqs02E1NfxORXA+AWdb9Vtd7WYDvHYz18AR5WCRTAWJzRXT+YrkuXi209wM/ZkY1YNDUzAZdE3ZsqEVl/c64QvF8n6dmkmM6Witk+xhNDXeHA0iFEtWfWgPWDisNl7j4b1zkxHIMrJFskGvw0cH1+PZUz7Nx14X6iS7rSbMzMWRTssNu5ZgjeMWgLI5iDPJRAtYJFNBFqMeDoth2cyhLMuY0UAnGQCOjcy2ZJBILjWT92RZxr//fFSVsA1fUJtFcjM6yXPxJBIamrEV+5Gv2+iu+jncVhNMel3Na+DO+JTv2y3d9uzHbtu9HmkZePzwpZqeu55iyRSmwjH0OJefh+iwGpGWgVC0MZsiUmkZoViy5iJ5g8fGcQuiHCySqSiv3bxs3CIYTSKZlpvavV3vUtbAJVJyNiK3Vam54eLN0SD+y6NH8Z2XJz/NSwAAIABJREFUL9b8XJPhGIx6CR01/sOtNnE9jegkz8WT+IdnzmD3F5/Gb/7Ty5rZqHHo3DQ2d9lrGoXR6SR0Oc01j1sM+cLQSQsHxwBlzeM7t3jxr4eHkWpgN7YS4k1gb0eemeQGR1OHopkgkRq2WwDK12AyFNPkthyiZmCRTEXlS93zNzFIRDAZdFjnUkYuWnkeGVC+Dt1OdeKp9x8fB6BOV3oyFIPXboauCWsCizHodWhvM9a1SE6m0njk5WHc+JXn8D+fOo0r17XjlQt+fP4Hb0CWm1v0JTLzyLWMWghqpO6d8YWxwWOD2bA4uvw39vRhNBDF82e0eYCv0Po3QDm4B6BhoTW1RFLn+qWretHlMOMj33gp+7OAqJWxSKaivHlS97RQJAMLIxetuv4t17YeJ06M117Y/vj4GAB1utK+kPaCRAR3naKpZVnGT94cx81/+zz+5N/eQJ/biu9/ei8eu3Mv7nnfVvzgtbdx33NDqr9uJY6/HUAknqp69Vuu7nYLJmoet1jYbJHrpu3d8NpNePRlbR7gK7ZZR3SSG7UGTq0ieYPHhh/94S9ga7cDn3r4Vfzt06cbOldNpDUskqkoj0Y7yQAwkDm8tybP7c5Ws73XibO+EOLJ6udez0yEMDQZQW+7BeenI5iP1zYaMBnSXpCI4LaZVL8V/trwDD76zYO486FXIQP45m9di+9+ai+u3aDM/f7hezfjl69Zg688eQo/fmNM1deuhBrzyEKv04KxwHzV3fFEKo0LU5G8RbLJoMNHrl2HZ076susEtaTYjvbsuEWDAkWC88rscy0r4IRupwWP3Xk9PrJrHf726TP49HdeRTjGFD5qTSySqSiv3YyZucSixf4zGimSs53kFp9JBpQ1cImUjKHJcNXP8ePM7dVP37gJsgycnqitMz2p4U6ymolo5ybD+PTDr+LD972E81Nz+Ktf3YGf/NG7cPMVPYsOlEqShL/5yFXY1deBux8/hjcuBVR5/UodHJrG1m57dsVjLXraLYgm0tkirVIXpyNIpmVsyVMkA8DHdvchlZbx3Ve1d4BvPBCFw2KA3bx87VqjZ5LV6iQLFqMe9/76VfizX7ocT701gY/c9xKGp7n1gloPi2QqypP5hzT31vS0Rorkq9d3wKCTsLXb0dTr0ILLVTi898QbY7h2gwvv3tpZ83MlU2lMR2LZ1EatcduMNW/wmAzF8Gc/PI73fe15/PT0JO6+aSt++sc34jev2wCDPv+PVotRj2/+1iA8NjN+99uHa16fVqlEKo0jF2ZUmUcGcnYlV9npPetT3tTl6yQDykGyvRs9eOzwsOZu+48F5gueh3BYDNDrpBVbJAPKm7rf+YUBfPu3r8N4MIoPff0FvHh2SrXnJ1oJWCRTUZ2ZXci5a+Bm5uKwGHXLolgbbVefC2/8vzdnO8qtbMBrg8mgq7qwvTAVwcnxED6wowfrXVbYTHqcrGHG2R+JQ5aBTo12+V2ZmeRqxwT++WfncONXnsWjrwzj43v68NM/fg/uumkLbHm6ikt1Osx44I7diMRS+J1vHcZcvHG3sl+/NIv5hDrzyEDtqXtnJpQieVNn/iIZAH7juj6M+Ofx4pC2CjQlSCT/eQidTtnqMtOgQJGg2G5RQ5hIIb+wxYt//4Mb0OUw45MPvIJ/efF80w+f0mLRRIpfkzphkUxFefKk7k2H49lo32ZrM+lLP6gFGPQ6bO22V72VQoxa3LKjBzqdhMt6HDV1kn2ZtD3NdpKtJsRTaUSqmLsenp7DF//zBK7td+Mnd78L/+NXdlQ8VnJZjwP/8Bs7cWIsiD967FjDuqSHzvkBANep3Umucg3c2ckw1na0FX1zcfMV3XBZjXjslZGqXqNeRgNR9BZ5E9hhNTb04J5RL6HNWJ+fhxs8NvzgMzfgvdu68Jc/egv/7Xuva2adIQG33X8Iv/j3L2hydn+lY5FMRYm5xenIQpE8MxeHu4lpe5Tf9h4nTo5XV9juPz6Gq9a1Z9fqbet14sRYsOruhIik1upMshgVqmbk4sDJCQDAFz50BTYW6YCW8p5tXfjTX7wcP3lrAl/5yamqn6cSB4emsa3Hodqo1EKRXN2GizMT+Tdb5DIb9PjIrnX4yVvjyw4RN0s8mcZUOJZ3R7LgspoadnAvkEnbq2eokt1swDc/cS3+y74t+O6rl/Cx+w+xKNOAs74Qfj4yi7fGgvjIP77EWHGVsUimokT09FRo8UxyM9P2KL/tvU5MhePwhSr7h+vt2Xn8/FIAt+zoWXiuHgeC0WT2BH+lRJGs5e0WQHWBIgdOTWKj16bKmM//dUM/Pn5dH77x3BC+e6S+ndJYMoUjF/2qjVoAygYKr91U1bhFKq0cNC10aC/Xx/asRyIl4/saOcDnC0Uhy8V3tLvqsEGlkOB8ouYgkXLodBLued9WfOM3d+HUeAi3/q8XcGxktu6vS4U9+abypv0fP3EtwtEkPvKNl3D87eYcCl6NWCRTUQ6zASaDDlO5neRIHJ4mH9qj5aqNpxahAR/Y0bvsuartTE+Gtd1JFtHUlYY9RGJJHBqaxnu3dalyHZIk4S8/dAVu2OzBn/zbG3g5s56tHl6/FEA0kcbeTeoVyYDSTa5m3OLtmXnEkumSnWQA2NzlwJ5+Nx47PKKJ2cvxIuvfBJfV2NCDe2qsfyvXB67sxfc//Q4Y9Tp89JsHWZQ10f7j49jZ14FbdvTgu596ByxGPT52/yG8xEOWqmCRTEVJkgSvzbSok+yPxLNFBmnH9l5ly0els8T7j49hW49jUSzw1h7xXNXNOPuCynosS51mJGslZur94cqKmBfPTiGeSqtWJAOAUa/DfR+/FuvdVnzq4Vdxcbo+t0sPDk1DkoDrBmrfj5xLSd2rfAzijE/53trSXd7Iysf2rMf5qUh2rrqZRouk7Qkuqwkzc4mGFPXBzLhFI23vdeJ/f/YGWE16fPWp0w19bVJcmpnDG28HcPMVyl3AzV12fO/Te7Gmw4I7/uUwnmjiPvbVgkUyleR1mLMzybFkCuFYkp1kDeqwmtDbbqmoSPaFojhycWbRqAUAOC1GrHO1VX14bzKs3SARYKGTXGmn79lTPtjNBgz2q1totluNeOD23ZAB/PaDh7MrvdR06Nw0tvc40aHyqFRPuwUTVYxbZNe/dZa3wvGDV/bCaTHg0VeqS+CTZRnRhDqHzcaLpO0JLpsJ8WQaczWG8pQjGE02tJMseOxm/N47N+LASR/HLopI1elgrhi1EEUyAPS2t+Hx39+LK9e147OPvIaHDl2sy2u3ChbJVJLHtpC6Jw6isJOsTdt7nThZQff3yTcnIMuLRy0WPVeVa+C0HCQCAE6LAQadVNFMsizLePbkJN65xQuTQf0fnf1eG/7xE9di2D+HP3jkNSRS1acnLhVLpvDqxRnVRy0ApZPsj8QrLkDP+MLodJjRbi2vuLMY9fjwrnXYf3y84gOXr1+axYe/8RKu/9IziKiQHjcWiMJuNsBRZA7YlfnvasTIhXJwrzkrOW9/Rz9cViP+7ml2k/MZnZ3HFX+xvy47pp98c3zZXUBAaZg8/DvX4b2XdeHPfngcX3vqtCbGlFYiFslUktduxnTmtrQoKthJ1qbtvQ4MTYbLXs+0//gYNnpt2Jrnlvf2HgfOTYar6r75QjF0OrS5IxlQxogqPVj11lgQ48Eo3qPiqMVS12/04K9+5Ur87MwUvvTESdWe99jwLGLJtKqH9oTuTDfVV+HIxVlfGJsr3A7ysT3rEU+l8f3XyjvANxWO4b9/73X88tdfxFujQczOJfBWDasNBWVHcvHvb9Gxn63zrmRZlrPbLZrBbjbg9961Ec+emsTR4ZmmXIOWnZoIIZpI41svXVD1eSdDMRy+4F/URc7VZtLjm791LX7t2nX4u2fO4E9/eLxuHe3VjEUyleTJFMmyLGeLZG630KbtvU4k03I2pKGYmUgch875ccuOnryro7b1OpGWUdZzLTUZ0va4BaDMJVfSSX72pA8AcONlnfW6JADAR3evx22D6/HwoYs1pwIKB88p88h7VJ5HBqoLFJFlGWd94bLnkYVtPU7s7OsoeYAvkUrjgRfO4z33Pofvv3YJv/fOjfjxXe8EoBxgrNVoIFp01ALIWTNY507yXDyFVFpuyHaLQm7fm+kmP3OmadegVeKQ54GTPlVXGD59QrkLWKhIBpT9+V/5tavwqXdvwndeHsYfPvoa91tXiEUyleS1K8ELwflkdhuAh3uSNWl7BfHUT701gVRazjtqsei5KtxwEY4lMRdPaXrcAgBcNmNFRfKBkz5cta4dXQ3okH/yHRsQT6Xx7z8fVeX5Dg5N44o1zrp0G3syu5LHKthwMRGMIRxLlrXZYqnf2N2Hs74wjlzM37V88ewUfvHvf4Yv/MdbuGZ9B/b/0bvwJx/cjo2ddnQ7zapsYhgvEkktiHGLatYMVqIekdSVspkNuPNdm/DcqUm8xm7yImOzyt+LZFrGD4++rdrz7j8+jj63NXtguxBJkvB/f2Ab/vQXt+OJN8ZxxwOHEYo2Zn/3asAimUoSgSJTkRj8mXfC7CRrU7/HBotRV9ZWih8fH8M6Vxt2rHXm/f0+txVtRn1FM85ATpCIRtP2BLet/E6yPxLH0ZFZvOey+o1a5LpiTTsu73XieyrsBY4mUjg6Mou9dRi1ABbGLSo5vCc2W1RTJP/S1b2wm5cf4Bvxz+HTD7+K3/znlzGfSOH+37oW3/7tPYte48q1HXijxiI5kUrDF4oVXf8GNG7cQgtFMgB8cu8GuG0m/N3T7CbnGg1E0e0045r1HfjukUuqzAYHowm8NDRV8C5gPr/7zo342m1X4/AFPz52/6Hsz2kqjkUylZQtkkMx+CNxSBJUPyFP6tDrJFzW7Si53zgYTeCFs1O45YrCP2T1Oglbq4inzgaJOLVdJIsVXeX46WkfZBmqrn4r5deuXYc33g5UvataeG14BvGk+vuRBYfZAKtJX1Hqnhjh2dJV3maLXFaTAb98zRr85+tjCMwlEE2k8LdPn8ZNX/0pnj3lw+fetxVP3f1uvD/P9/aVa9sxNBmu6fDeZChWMkgEADraGnNwTytFstJN3oifnp7EqwW6/K1oPBBFb3sbfn1wHU5NhGp+kwYoo1+JlFx01CKfX925Dv98+yDOTUb+T3v3Ht1WfeaN/rt1l2zrYsuWHDn3kAuxKcEuEOcFUlJC6ZzpUC5DX4YemLWmDAPtm5kw67RwzplwOpxC25n09kIZ6JmG9Q69Mm2nM6W0aUNIIKHFKSlJIPeEXCz5ItuSJetmaZ8/pC3bsizrsnXZ8vezVv5Alp1Nduw8evT8ni8+9/0/lHwdCwGLZJqXNFrhDUYxMhGF1aiFWlW++FMqzbo8IqX3vJ/8IXtbV+4fsle2JwvuQrofUuJfrY9btDToMDYRzeswy57jQ7A36tHlslTgypJu3+CCVi3gx32ldZPfOjsClQDZ19ZJBEEoeA3c6aEALEYt7EWObf33a5cgMpnAjp8fxZZ/fh1f/80pfPRKB/Y8uhmf23LFnPu5uzrMEEXgWH/xLzyksZL5Du5p1CqYDRrZ5srn4k8VydVYAZcp3U3mbHJaf2o0508/tAh6jark72cgOWrR1qTHhsXWgj9385o23NntKnpz0ULDIpnmle4kB5Kd5GZutqhp69rNGJ2IYSDHtoFXjrjhMOuxYbEt59da60x+rcEC3ppTyriFrUGHhDhVZMxlMp7A6ycGsXlNK1QVfHHY3KDDlrUO/OydyyWtg3vrjBddLktZD3Y5zYaCZpJPDyTjqPN9qzhTp8uCLpcFPzvcjyaDBt//zPV45t5rsMiaewSiM/Uip5RunjuPIBFJcoPKwhi3AJJd/r++cQX2sZsMIHlAVeokmw1a3NbpxH8cvlzSvu5QNI69J4awdb2j6J9HTrMBY6l3YSg3Fsk0L5tJC0EAhgNRFskKMN/hvWBkEq+fHMKt653z/pBdm0reK2Rt1tB4BBqVUPNz69LfY+88nb4/XBiDPzxZ0VELyV3dHfAGo+nNGoUKReN45+JoWVa/Tec0G3K+KMt0eihQ1DzydF+56yrs/PMP4b8+99/yHiVpazLAaTaUdHjPky6ScxfkQHIsrVLjFrXQSQaAT29cipYGHb7Ovcnwh5KHmKUXVHf3LIY/PIlfvzdQ9Nfcd2oIoVgcH1uf/cB1Phzm4tY2LkR5Fcn79u3DJz7xCbhcLgiCgF27ds37OUeOHMFNN90Eo9EIl8uFL37xi1xmrVAatQrNJh07yQqxtj13Ybv3xBAik4k5t1rM/FrJgruQw3uD4xHYG/UV7boWQyri5ytifnt8ABqVgBuusFfisma4aU0r7I36og/w/eHCKGJxEdeXaR5ZIo1bJPIYXfGmfo6UWiSvazfjjms6oFEX1uvpdFnw7qXi0+HcvjBMOjXMhvnDO5pN2rIf3POHJyEIydnwWmDSafDXN63A/lPDOPRB9SPE53PwjBf/7y/eK8vXdvtTyYzWZFG6cUULXFYjftx3seiv+atjHliMWly3ovjxKalIHhgvPClzocnrp0sgEEBnZye+8Y1vwGic/9Wz3+/HLbfcAofDgbfffhvf/OY38dWvfhU7d+4s+YKpOloadal/3GIskmuc2aCFyzp3pPQvj7rR0qDLa2euxZj8WoUcHqv1tD2J9Pd4vg0Xrx0fxLXLm3Omq5WLVq3CJzcsKnrH6sEzXqhVAj5cpnlkidNiwGRCxHBw/mtMx1GXWCQXq8tlwdnhIAJFHt5z+0JwWgx5jYrYCtzFXQx/KIYmvaamXpTed/1S2Bt1+LoCNl28csSNF/afQ6gM8eHusZnvOqhUAu7s7sAbp4fRP5b/eJIkFk/gN+8NYMu6NmgLfHE4nTRPL70rQnPL60/54x//OL70pS/hrrvugko1/6e89NJLmJiYwIsvvojOzk7ceeed+PznP4+dO3eym6xQ9kY9hsYjGJ1gJ1kJ5oqUDsfieO34ILaud+R9+HJtgRsulBAkAkwLe8hRxFwancDJgUBVRi0kd/csLnrH6ltnk/PIjWXuMqY7U3lsuDiVKpKvcBS+2UIO0uG994o8vOfOI0hEYjUlD4eWky8Uyzvau1KSs8krsf/UMPrO13Y32Zt6YXe5iKJ1Ptnm1+/u7oAoAj/JMzVyurfOeuEPT+JjBW61yORoKnxt40JVlpnkgwcP4oYbbpjRdb711lvR39+P8+fPl+O3pDJradTj7HAQ8YSI5obaL4AWuivbs0dK7z81jGA0jo/lMWohWdvehDNDwbyTmgYV0kmWxi1GchQx0ixwOaOo57Pa0YQPdVjw8qHCdqxORCfxx0tjZVv9Nl0hqXunBwNo0KmxKM9CU26lHt6TDmLlw2bSIhiNlzXlzB+KVTVtby5SN/lrNT6bPBxIfv+Xp0gOQSVgRtNgcbMJG1e04McFfj8Dya0WRq0aN64uLfXTbNRAr1EVdCB7oSpLkezxeOBwOGY8Jv23x+OZ9fznn38ePT096OnpwdDQUDkuiUpkb9SlZ+uaG2rvBzLNtC4VKX1yYGY3+ZdH3TAbNAUFS6xrNyOeENNvk+cST4gYCSqjk2zUqWHUqjESmLtI3nN8EEtbTFhhb6jglc12V3cHjnvGC1pd1nc+NY9c5kN7wFTqniePDRenBwNYWcJmi1JJh/eOFDGXPJkKEsm3k2xrKH+giC8Uq4nNFpmMOjUeumkl3jztxe/P1W432ZsaY7o0OiH713b7wmhrMsyam7+7pwMfeCcK+nNJJET8+r0BfGRt65wrDvMlrW3kuMX8yrbdIvMHoPSKKdsPxgcffBB9fX3o6+tDa2tpr5CoPOzT1nmxk1z7sm24iE4m59k+eqUDOk3+3/prnfkf3vMGI0iItb8jWdLcoJuzkxyKxnHgjBcfWdNWtYJO8okPuaBTqwo6wPfWWS80KgE9S3Ov+ZNDS6MeapWQVyf51OB41eaRJZ0uS1Gd5OFAcq/2fDuSJfkeDi1FrRbJAPAX1y2FvVFf05supO02l0fL00mWDu1Nd1tnMjXyxwV8P79zcRRD45GCA0Tm4mgqbLf5QlWWItnpdM7qGA8OJt+2zOwwkzJMX/rfXOOrvSgZKW3SqWfEUx9MzbPls9ViumUtJug1qrzmkqWVQkopkm0N2jlnkg+eHUZkMlHVeWSJxaTFLesd+Nnhy3m/dX/wrBdXdVjQUIGtB2qVAEeTft7UPX84ub+72kVysYf3+lOd8rw7yalZ4dFg+TrJ/nBtjlsAUjd5BQ6c8eJ3Z73VvpxZYvFEustfrpnkbH9XjDo1/rer2vHKEXfe6Y+vHvVAqxZkG/1yFBgAtFCVpUjeuHEj9u/fj3B46gbs3r0bixYtwrJly8rxW1KZtUzrHjcXmZJFlaNSCViTceDu1aNuNOjUBa8y06hVWONsyiuhaSggFcnVmTctVHODHiNzvBW+5/ggTDp1SauW5HR3dwfGJmL47fvz70wORibx7iVfReaRJQ6LAR5/7kJDGtkpJo5aTld1WIo6vFfIjmRg+rhFmTvJNXZwb7qpbnLtbbqY/gJZ7k6yKIpwj809v353TwcmonH84og7r6/16jEPNq2yy/aCyNGkx4A/wmUK88h7Bdzhw4dx+PBhJBIJXLhwAYcPH8aFCxcAAI899hi2bNmSfv69994Lk8mEBx54AEePHsVPfvITPP3009i+fXvV37ak4tindQbZSVaG6fHU8YSIXx8bwEfWthU1z7bW2ZTXGjgpbU8JM8lAco9ttk6yKIp47fgQNq2yQ68pbf5PLjdc0QqHOb+dyW+fH0E8IWLjisrtdnaa559xrPb6N4l0eK/QfcmFpO0B+R0OLUVkMo5wLFGz4xZAsmv6N5tX4uBZL96qsW6yNGrRqNfI3kn2hWIIxeJz/l25ZokNK1ob8tqZ/L57HBdHQiVvtZjOYTYgFItjvMhViAtFXkVyX18fNmzYgA0bNiAUCmHHjh3YsGED/uEf/gEA4Ha7cebMmfTzLRYLdu/ejf7+fvT09OCRRx7Bo48+iu3bt5fn/4LKThq3MGrVMOpqo2ig3Na1m+EPT6LfF8bvz43AG4wWPGohWes0YzgQxeA8y+fTkdQKKZJtDdn32J4cCODyWKgmRi0kapWAO67pwN4Tgxic523St86OQKsW0F2BeWRJMlAk97jF6cEAdBoVFtvy68SWS2uTvqjkPY8vBINWlXdRak11eMt1cM8fShY4+QSbVNNfXLcErU21N5vsTR3a7XJZ4PGHEZ0sPv49k3uedx0EQcDd3Yvx9vlRnBsO5vxarx7zQCUAH71SvnFVh0Va28iRi1zyKpI3b94MURRn/ZKS93bt2jVrtVtXVxf27duHcDgMt9uNHTt2sIusYNLBPe5IVo4rU8l77/f78epRN/QaFTavKe5g7Lo8k/eGxiNoMmhKPn1dKc0mHQKRyVlzvnuk1W9raqdIBpJbLhIi8JN5diYfPOvF1YutFX1B6zQbEIhMYjw8d0F4amAcK+wNBafklUNXR+GH9/pT69/y/bfMoE1uUMm1i7sUtRZJPReDVo2/uWkl3jo7goNnaqebLO1IvmpxcvxGzm0P7tT8eq5Dnndc44JKAF4+lLub/KujHvQsa55xgL5UjlQjo5A4+YWo+j+pSBEMWjUa9RoWyQqyJrWV4j23H68e8+Cm1a1FH+Ja60wW3PONXCglbU8y14quPccHcGW7Oe8tBpWysrUR1yyx5tyZPB6O4ehlX0VWv00n/VnlOgx0eihQ9VELSTGH9zwFBIlImht0GC1TJ1kqkmt53EJy73VL0FZj3WRpR/KHOqwAgEtj8q2BkzrJi7Jst5A4zAbctLoV/37oMuJzRLqfHQrgxMC4rKMWwLTUPR7ey4lFMuWtpVGXLiqo9jXqNVjSbMKP+i5iwB/BbV3F/5C1NejgNBtmbMvIZnA8jFYZux3lli2aemwiikMfjGLLutrqIkvu7lmM04MBHL6YfZ627/xoah65skWyI70rOXtnKhSN49JoqOqH9iRdrmT38FgB3WSPL1zwCyerSVu2FXD+sDI6yUCqm7x5JX53bqRmZpO9gQg0KiH9Tpmch/fcY2GoBMz78/DunsXw+MN44/Rw1o//6tgAAODWTnmL5Dam7uWFRTLl7X/cfAX+ctOyal8GFWBdexMujYagVQu4eW1p82zr2uePpx4aj6DNXFvd11yyRVO/fnIICbG6KXu5/MlV7TBo596ZfPCsFzq1CtdUcB4ZmD9178xQAKJY/UN7kkKT9+IJEQP+wjvJNpOufEWygjrJAPCpDy8BgBoqkqNobtDBZTVCEORdA+f2heEwzw4SybRlXRusJi1+NMcBvl8d8+CqDgtcVnnn+I06NcwGzbznGxY6FsmUtzu7O2puRpNykzokm1bZS/6HdG27GWeGAjkPtwyOR5TZSZ5WxLx2fBDNDbr0W7C1xmzQ4mPrnfj5H/tnxY4DyQLk6iXWis+FO+ZJ3Uuvf3PURpHc2qRHuyX/w3vDgQgmEyKcea5/k9gadGU7uKekcQsgWZi1NOhqpnvpDUbQ0qiHTqNCW5Mel+TsJPtCeb2g0mvUuP1qF3YfG5i1KtDtC+HwxTHZAkQyOS0GjlvMg0UyUR2TiuSPF7nVYrq1zibE4iLODGWPpw5GJjERjStrJtk0c9winhDx+skhbF7dCrWqdg8a392zGOPhSfzq2MzQJn9qHrnSoxZA8u10q0k75z+6pwcDUKsELGupbsT3dJ0uC97Ns0hOz5gW3EnWZt2gIgepk1yrYSLZOPJYFVgp3mA0vbnJZTXKOm7h8c29IznT3T0diMYT+Pkf+2c8/mtp1KJMRbLDPP9GmoWORTJRHfvImjb8P59Yjz/bsKjkr3WltOFijsN7StuRDEyt6JKKmMMXRzE6EavZUQvJxhUtcFmNs0Yufn92BAkRFT+0J0nuSs7+j+6pwXEsbTEVFIlSaR+YAAAgAElEQVRebl0uC87leXjPk8e2gmysJh384dicB7NK4QvFYNSqa+rPdD7tFgM8NVKYeQNRtKTeTXLZTLKNW4iiiP48O8kAsH6RBVe2m/Hjvpnfz68e9WBVW2PZRpSSRXJtvGCpVcr5ziKiguk0Ktzfu0yWQIzl9gbo1Ko518ANKmxHMgBo1SqYDZr0TPKe44NQqwTcuLq4VXmVolIJuPMaF944PYz+af+wv3XWC51GhQ1LqjMq4syRund6MIBVrbUxaiEp5PDefHtv52IzaSGKU6MRcvKFYooZtZDUUhyyN5ActwCADpsRbl8ICRlezPhCMYRjiYJeUN3d04Ejl33pcx8jwSh+f35E9q0W0znMegyOR2T5f65XLJKJKC8atQpXOBrx3hyH95QWJCJpaZyKpt5zfAjdS22KKDzu7O6AKAI/nbYz+eBZL7qX2Kq2p3quTnJ0MoHz3omamUeWFHJ4z+0LQ6dRwVZgBHT6cGgZDu/5Q5MwG2s7SCST02zASDCadZ6+kkLROILRePr+uKxGxOJi+sV+KfrHpPVv+b+g+rOrXdCqhXQ3+TfvDyCeEPExmbdaTOcwGxBPiOnkQZqNRTIR5W1duxnHPdk7yUOpND4ljVsAyU7faDAKty+E993+mkrZy2VpSwOuXd6MH/ddhCiK8E3E8J7bX7VRCyDZSfYGI7MOd573BhFPiDWz2UIiHd7Lt0hutxgKDsWymmZvUJGLEjvJztQBz8Eqj1xIQSLpmeRUCuSl0dJ3JUvvphTSSW5u0OGWKx342eHLiE4m8KujHrisRqxfZC75euYiHbatlc5+LWKRTER5W+tswtB4BMOB2f/ADY5HoFYJ6cNwStHcoIM3GMVrx4cAQDFFMgDc3d2B894J9H0wit+d80IUgY0rq1gkmw0QRcyKL09vtqiRHcnTdbryS97zFDBjOp3UeS5HoIgSi2RHjYRYSJHULQ2pcYtU11eOueR0J7nA0Zy7uxdjJBjFf/6xH/tPDePW9c6yJhWzSJ4fi2QiyluueOqh8QjsjTqoangrRDY2kw6jwSj2HB+Ey2rEFTXW7czl413tMOnUeLnvEg6e9UKvUeFDiy1Vux7HHKl7pwYCEIRkYmCtkQ7v5YrTBqROcuG7aqUXjWUZtwjHFLXZApjqJFe9SE51kltmdZJLL5I9vjDUKqHg0bMbrrCjrUmPL/7Xe4jGE2UdtQBq517UMhbJRJS3XPHUQ4FIOsVJSZobdBgJRvHm6WHcvLatrJ0buTXoNfh4Vzv+691+vH5yCD3LbLIc0ixWOlAkYy759FAALqsRRl31rm0uXR2pw3v9cwflJFJBIsXElNuyBNbIxReKKSJtbzqpMBuo8ho4KZLanjq4Z9Jp0Nygk6eT7AvB0aQveI2kRq3CHdd0wBeKwd6oQ3eZA4HsjToIArgGLgcWyUSUt5ZGPdqa9FnjqQf9EcUd2gOSRXI0nkAoFlfUqIXk7u4OBKNxnB0KVmU/8nRSAeTOCBQ5NTBesx36rtThvVyhIsPBCGJxsahxiwadGlq1IPu4RTwhYjw8qbhxC7NRA4NWVfXupbT2UeokA/LtSnaPFfeCCkhuuQCAW650lH1Xu0atgr1Rz9S9HFgkE1FB1rab5+wkKyltTyJ1+gxaVVXneYt17fJmLGk2AajefmSJxaiFXqOaMW4RT4g4OxysuUN7Envj/If3PEWufwMAQRBgNelmpamVShoPUVqRLAhCcgtKtcctAhEYtWqYdFPbQVxWo0wH98JoLzJGemVrI/7l0934u4+uLvk68lEL96KWsUgmooKsa2/CqYEAYvGpDQbxhAhvIII2s/KK5ObUzOimlfaqrU4rhSAIeKB3GRxmPa6qcpS2IAizwiIujkwgOpmoyUN7kq55Du9N7UgurjvYbNLJPpPsDyUDUJQ2bgEktz5Ue9zCG4jO6CIDybnky2MhiGLxe4NFUUT/WKjgZMbpbl3vRJu5MqNrDrOe4xY5sEgmooKsc5oRjSdwbjiYfswbjCAhKm9HMjD1dmutp+zl8pebluGtx7bURPKawzyzADqV2myxskY7yUCySD47NPfhPfdYcWl7EqtJi9GgvOMWUjiJ0jrJQG10L4eDU2l7EpfViHAsUVKM+NhEDJHJBJxFvOtQDUzdy636P1GJSFHWtic7gu9PCxVJB4kocNziQx1WfOWuq3BXd0e1L6VogiDUzIFDp8UA97TUPWn9W62OWwBAZ0dyLnmuw3tufxg6tSr9rkOhbGXoJCu5SHZYDBj0VzfpbXranqTDVvoauP7UPH4pneRKcqTCXSKT1Q13qVUskomoICtbG6FVCzMO70lFshLHLVQqAX/es1iRoxa1yGk2YMAfSb9lfWpwHA6zvqaLufkO73l8yYNYxa43tDXoZD+45091vZWWuAck/45E4wmMlGEtXr68gSydZKlILuHwnjS/Xuy7DpXmSP3MHpIhabAesUgmooJo1SqsamuacXhvMN1JVsY/DFQ+TosB0clEuig8Mxio6S4ykDy8t8hiwLuXshfJbl/x2wqAZKDI2ES0pFnXTEruJKf381ZpLlkURXiDWTrJ1uQB2FJ2Jff7Co+kriYGiuTGIpmICrbO2TQjUCQ9bqHAmWSS1/Q1cKIo4vRgoKYP7Uk6XZY5O8nuItP2JDaTDpMJEeORyaK/RiYlF8lzhc5UynhkErG4mI6klpiNGjTqNSWNW3h8IWhUQnr/cq2bKpLZSc6GRTIRFWxduxkefzgdkDA0HkGTXlOTYRFUWdMLILcvjGA0XtOH9iRdLgvOZkneSyREDPgiJXWSralo6jEZD+/5QzFoVAKMChwTqnbSWzqSOqNIFgQhtQau+CLZPRaGw2wo+45juVS7q1/rWCQTUcHSh/dSIxdD48oMEiH5TU/dkzZb1GqQyHRzHd4bmYgiGk9gUQnbCpob5I+m9oVisBi1NXNgsxCtTfpk0luVCjNvIBVJ3TD7Z1ZHag1csUodzak0q0kLnVqFgXEWydmwSCaigq11mgEgPXIxNB6BnUUyIbnhRCUk33Y+NZD8+1HrM8nA1OG9IxlzyXIcxLKmtmLIeVBNKpKVSJtKeqtWJ3l4jk4ykNqVXEKgSKmjOZUmCALazHoMctwiKxbJRFSw1iY97I369Bq4wfEw2lgkE6aibj3+MM4MBWAzaWdtEahF0uG9zFCR/lRXsbSZ5NS4hYxFsj88iSaFFskAZoXOVJI3OHcn2WU1wh+eTG8PKYQoinD7wooqkoHU3mqOW2TFIpmIirKuvQnHPVOdZI5bkEQqgE4NJDdbKGUkINvhPanbWUonOT1uIeNMspI7ycDs0JlKkmaSm7O8eCtlDdxoKkikmPjyanKYDRy3mAOLZCIqylpnE04OjMMfjiEYjbNIpjSH2ZActxgMYJUCNltIsh3ec/vC0KoF2LN0HfNlNmihEuSdSfYrvEiuZuqeNxCB2aDJmlDpshZfJLt9pb/rUA3VfMFS61gkE1FR1rWbEZlM4O1zIwCAtiZl/cNA5eO0GHBuOAhfKKaIQ3uSrg4pVGTq8J7Hl9xWUGyQCJAMrLEYtbIXyWaD8oJEJE6LAb5QDKFo5ZPehoPROVe0ddiSu5KLObznHksWmu0K2ZEscZj1CEbjCMi4orBesEgmoqJIh/f2nRwCwB3JNMVpMSAWTwZnKOHQniRb8l7/mDwHsZLR1PKMW4iiWBfjFkB11sCNBKJZD+0BgL1RB71GhUtFHN5zKyySWsJAkbmxSCaioqxsa4BGJWD/qWEA4ME9SpN2rwLAFQ7lFMktWQ7vefxhOGWYMbU16GQ7uDcRjWMyISq6SK7mfl5vMJL10B4wtSu5qE6yLwyNSpiV5Ffr0kUyRy5mYZFMREXRa9RY1daIs8NBAOwk0xSpAGrUa2YUzErQ1WFJF8lybiuwmbQYkengnrR5wazkItmS/HlRje6lN0cnGZDWwBVXJCspSETiMKfuBQ/vzcIimYiKttaZPJSlVgloNtX+mi+qDGkTxEoFbbaQdLksODcchD8cw+hEDNHJhCxFstUkXydZyZHUkmqNW8QTIkYmojnXEhbfSVbWjmRJ+l74uCs5E4tkIira2vbkXLK9UVfSwSaqL1KRvKpVOaMWks7UXPKxy35ZdiRLmht0sh3c800ov0huMmjRoFNXfNxidCIKUUTOkYgOmxHDgSjCscIOFbp9YcUd2gOABr0GTXoNZ5KzYJFMREVblyqSOWpB05l0Gtx3/RJ8coOr2pdSsOmH96bS9kovfKwmLcKxhCzbHPzh5BYCs0G5RTIAOCyGihdm3hxpexJpV/KlAkYulBokImkz6zHIcYtZlLs/hoiqbl1q3KJVYQdVqPyevL2r2pdQlJZGPVxWI9697INBpwYgTyfZlhpHGp2Iwqgrreiuh3ELQAqdqXSRPHfansRlnVoDl+92lpFgVLbRnGpwWpi6lw07yURUtNYmPdotBixtaaj2pRDJptNlTnWSQ9CohDl36hZiepFcqnopkqsRYuENJv/87Xl0kgs5vOdO/X8otUh2NBkwUKWY8FrGTjIRFU0QBLz8N71oUnCoAVGmLpcFvzo2gJMDAdm2FdhMyYJ2TIZdyf5Ukdyo8O87p9mAwfEI4gmxYhsh0p3kHC98HE16aFQCLo/lvyt5qkhW3kwykBx9GRwPI5EQeb5kGnaSiagkLqtR8bORRNNJh/feODWcPoRYKltqm8JIUJ5OcpNBo7hVY5mcFgMmE2K6cK0EbzAKlQBYc3ThNWoVnBZDQZ1kj0IjqSWOJj1icVHWVMh6wCKZiIhoGunwXigWl61ItqY7yaUXIX6Fp+1JqrEGbjgQRXODft5uqctqLOjgXn8qSESO0ZxqmErd48jFdCySiYiIppEO7wHyRQxPzSTLMG4RjtXFuzfVSN3zBiI5dyRLXLbCdiV7UkEiSh1VcFgYTZ0Ni2QiIqIMna7kekM51r8BgFatQpNeI9vBvXroJDurUJh5g7nT9iQdViMG/GHE4om8vm7/WAiLrMoctQCmd5JZJE/HIpmIiCiDNHIh54yptUGLUZlmkuuhSLY36qFWCRUdt/AGIjkP7Uk6bCYkxPy73B5/WLGH9gCgLbXrvtIr+Wodi2QiIqIMG1e2QCUAqx3ypQY2m3SyjFvUS5GsVglobdRXNA7ZG8gdSS0pJFBE6UEiQPKdDnujjjPJGZS9P4aIiKgMupc2453/eyssJvmKUatJJ9PBvUmYjfXxz7ezgql7kck4xiOTOXckS6SZ9EujEwBacj7Xq/AgEUlbkwGD7CTPwE4yERFRFnIWyEByV/JIiUVydDKBUCxeF51kIHl4r1Jv8Uvr9/IZt2hPzRfnc3hPzvjyanJWIQGx1rFIJiIiqgCrSYexYGnjFvWStidxWiqXuucNpIrkPMYt9Bo12pr0ee1K7k8V0ko+uAcADrOe4xYZWCQTERFVQHODDuORybw3JmTjDyeLZHOdFMkOswHjkUkEIpNl/72G02l78xfJANCR5xo4qfsq107tanGYDfAGIyX9/aw3LJKJiIgqQI5oaqmTXC9FstOS2qpQgW7yVCc5v8APl82UV5HcPxaGVi3AnufXrVUOswGiCAyNs5ssybtIfvbZZ7F8+XIYDAZ0d3dj//79cz73/PnzEARh1q9XX31VlosmIiJSGms6UKT4ueR6G7eo5H5eb7CwTrLLakT/WAiJhJjzeR5fSNFBIhKHOVnkc1fylLyK5B/+8IfYtm0bHn/8cbzzzjvo7e3FbbfdhgsXLuT8vFdffRVutzv96+abb5bloomIiJSmOTULW8quZL/USa6DxD2gsql73kAUOo0Kjfr8NoO4bEbE4iIG5+ms9vvCWKTwQ3sAA0WyyatI3rlzJx544AF85jOfwbp16/Ctb30L7e3t+Pa3v53z81paWuB0OtO/dLr8Xr0RERHVG2tq3KKUXcn+OuskS3O8ldiq4A1GYW/QQRDy6/h2pNbAXR6byPk8jy+s+HlkYHqRzHELybxFcjQaxaFDh7B169YZj2/duhUHDhzI+bl33HEH2trasGnTJrz88stzPu/5559HT08Penp6MDQ0lOelExERKYdNxnGLetmTbNJp0GTQVGbcIs+0PUlHHoEiiYQIjy+cXhmnZM0mHbTqyiYg1rp5i+Th4WHE43E4HI4ZjzscDng8nqyf09jYiH/6p3/Cj370I7zyyivYsmUL7rnnHvzbv/1b1uc/+OCD6OvrQ19fH1pbW4v43yAiIqptchTJ/vAkDFoV9Bq1XJdVde0WQ2XGLYLRvOeRganUvVyH90YmoojGE3UxbqFSCWhrqly4ixLk/VI08+0JURTnfMvCbrfj0UcfTf93T08PhoeH8ZWvfAX33XdfkZdKRESkXEadGgatqrTtFhP1EUk9ncNcmcLMG4jiiramvJ9v0mlgM2lzdpLdY/Wx/k3SZtZjkOMWafN2ku12O9Rq9ayu8eDg4Kzuci7XXXcdTp06VfgVEhER1QmbSVfSwT1fqP6K5Eqk7omiiOFApKBOMpDsJucKFHH7UkEiddBJBiqbgKgE8xbJOp0O3d3d2L1794zHd+/ejd7e3rx/o8OHD6O9vb3wKyQiIqoTVpOuxHGLWN1stpA4LQYMjUcwWcYQi2A0jshkIq+0velc1tyBIm5ffXWSK9XVV4q8xi22b9+OT3/607j22muxadMmPPfcc+jv78dDDz0EAHjsscfw+9//Hr/97W8BAC+++CK0Wi02bNgAlUqF//zP/8QzzzyDL3/5y+X7PyEiIqpxzQ3akrZb+EKx9Nq0euEwG5AQgeFAtGzFpjedtldY4EeHzYR9J4fnHDF1+8LQqVUFF9+1ymE2YDw8iYnoJEy6+jgcWoq8/gTuueceeL1ePPnkk3C73ejs7MQrr7yCpUuXAgDcbjfOnDkz43OefPJJfPDBB1Cr1Vi9ejX+9V//lfPIRES0oFlNOrzv9hf9+b5QDGsc+c/VKoFU9Lt9ofIVyakRl4LHLaxGhGJxjE7E0nuup3P7QnBY9IoPEpFMBYpEsNzOIjnvP4GHH34YDz/8cNaP7dq1a8Z/33///bj//vtLujAiIqJ6YzNpSw4TqZdIaolUGJfzbX4pkrrQ6GhXeg3cRPYieSyM9jqZRwZmBoostzdU+WqqL+9YaiIiIiqNzaSDLxSbN+o4m0RCxHhksu6KZEcFUvemxi0K7yQDmPPwntsfQnudzCMDTN3LxCKZiIioQmwmHRJi8gBeocbDkxDF+knbk7Q0SCEW5Vs9Jo1bZOsG59KRY1dyOkikrjrJ0rgFi2SARTIREVHF2BqKj6aWCmuzob5mRSsRYjEciKBRr4FBW1gIi8WoRaNek3VXsjcYRSwu1lUnucmgRYNOXVI09aA/jMd+cgTByKSMV1YdLJKJiIgqxJpK3RspYi5ZiqSut04ykJxLLu+4RWFpexJBEOZcAyftSK6nIhlIjlyUsiv5x4cu4fu/v4C9J4ZkvKrqYJFMRERUIc2pInmsiF3JdV0kl3k/rzcYKXpNm8tmzNpJlnYk19O4BSCl7hV/L15PFcdvnhmW65KqhkUyERFRhdhSRXJR4xapIrneDu4BU91LUSz8QGM+kp3kwjZbSFxWIy6PTsx63J3qLrdb66uTXErqni8Uw6ELowCAA6dZJBMREVGerKmZZHaSZ3Ja9JiIxjFepjlWbzAKexHjFkCyk+wPT2I847Cl219fQSKSZOpepKgXLG+eHkY8IeJPutpx3juRM61QCVgkExERVUiTXgONSuBMcob06rEyzCUnEiJGglG0FLgjWTLXhgv3WBhOiyFrEp+SOcwGRCcT6b9vhdh7YhBmgwYPf2QlgGTRrGQskomIiCpEEARYTbqixi18oRjUKgEmXWEbGpRgKnVP/iLZF4ohnhCLOrgHzL0rObn+rb5GLYBpe6sLHLkQRRGvnxzCDatbcWW7GfZGneJHLlgkExERVZDNpC1q3MIfjsFi1NZd5xKYSt0rZavCXLxBKUikyJnkdOrezCK531dfQSKS6dHUhXjfPY4BfwSbV7dCEARsXGnHm2e8ZZszrwQWyURERBVkM+mKHLeYrMtRC6C84xbDqUjqYmeH7Q166DSqGeMWiYSIAX8Y7db62mwBFH8vXjsxCAC4aU0rAGDTyhYMjUdwejAg7wVWEItkIiKiCrI1aDFW5LhFvQWJSAxaNWwmbXk6yVKRXOS4hUqV2pU8rZM8HIzUXZCIpK3I1L3XTwxh/SIz2pqSfyabVtkBKHsumUUyERFRBdlMOowWOG4xOB7G2+dGsKqtqUxXVX2OMu1KTo9bFHlwD0ge3rs0rZPsqdMdyQCg16jR3KDDwHj+90Ja/bY51UUGgMXNJixuNuLAGW85LrMiWCQTERFVkNWkw9hErKBZzW/85hRi8QQ+d/OqMl5ZdTktpSW9zcUbiEIQkrPgxcrsJPePSUVy/XWSAaCtSQ+PL/+ZZGn12+Y1bTMe711hx1tnvYgnlDmXzCKZiIiogmwmLaLxBILReF7PPzsUwA/evoh7r1uCZfaGMl9d9TjNhoIKs3x5gxHYTDpo1MWXPC6rEcOBCMKx5D2r10hqicNswGABnWRp9duGxdYZj/euaoE/PImjl31yX2JFsEgmIiKqIFvqANlonof3/unXJ6DXqPC5m68o52VVncNsgDcYQSyekPXregPRkgM/XBm7kj2+MHQaFZrrLEhEknzBkl+RnF79dkXrrBcivStTc8kKjahmkUxERFRBUjR1Pof33rkwileOePCZG1agtan4mVolcFoMEEVgcFzebnIykrrEIjljV3J/akdyPa7jA5Jr4IYDEUzm8YJFWv1207R5ZElrkx5rHE04cFqZc8kskomIiCpImo0dmefwniiKePqXx2Fv1OEzN66oxKVVlRQo4vHJG2U8HIwUvSNZ0tFsAjC9k1yfO5IlDosBCTEZ5z2fvSeTq982r55dJAPJkYu3z4+kR1WUhEUyERFRBUnjFvMFiuw9MYTfnRvB/9hyBRr19bn6bbp00pvMc8lyjFs4mvRQq4SpTvJYuC43W0gcTdK9mH/kYu+JIVzZbkabOfuLhk0r7YhMJvCHC6OyXmMlsEgmIiKqIGncItdMcjwh4suvHsfSFhM+9eEllbq0qipH6l50MgFfKFbS+jcA0KhVcJoNuDQ6MRUkUs+dZClQZJ574Q/HcOiDmavfMl23ohlqlaDIkQsWyURERBWUjJYGRnPMJP/sncs47hnH329dA51mYfxTbTNpodOoZN2VLO2jLnUmGUge3rs8FkrO6ibqM0hE4rDkFyjy5qnsq9+mazJocVWHRZGH9xbGdx4REVGNUKsEmA3aOQNFwrE4du4+ias6LPiTrvYKX131CIJQ0FaFfEhpe3YZiuSO1K5kdx0HiUhaGpLjJQP+3KMve08MocmgwTVLrDmft2mlHe9e8mE8XHjSZDWxSCYiIqqw5gbdnJ3k/3XwA1weC+ELH1sLlao+tyfMxWmWN1AknbZX4sE9IJm65/GHcXF0AsDUeEg9UqsEtDXpc3aSp1a/2efdQd27qgXxhIjfnxuR+1LLikUyERFRhVlN2qwH93yhGP7na6dx4+pW9K6yV+HKqsthkTeaWuokl3pwD0iOWyRE4J0LYwCARdb67SQDQNs8L1iOe8bh8YexefXcoxaSa5bYoNeo8KbC5pJZJBMREVWYzaTDSJaDe8+9fgb+cAxf+NjaKlxV9TnNenh84YIiu3MZDsjXSXZZk2vg+s6PQK9RlRRzrQSOJj0Gc4xb7D0xBABZ9yNnMmjV+PCyZhxQ2Fwyi2QiIqIKs5l0s8JE3L4Q/vWNc7j9aheuXGSu0pVVl8NsQCS1kUIO3mAUWrUAs6H0FXpS6t7Rfn9dB4lInJbcneS9Jwaxrt2c3oQxn95VLTjuGU+/cFECFslEREQVZjPNPrj39d2nIIrA9ltWV+mqqk/uNXDeQATNDTpZClppm0U8Idb1PLLEYTbAF4plDQEZT61+u2mOAJFspIjqA2eUM3LBIpmIiKjCbA06TETj6QLk1MA4fnzoIu67fikWp9LdFiIpdc8t04aLZJCIPHHeBq0abalo8EV1vNlCInWIs41cvHl6GJMJMed+5ExdLguaDBocOK2ckQsWyURERBUmBYpIIxdf+dUJNOg0+OzNq6p5WVWXDrGQq0gORmXZkSyRRi4WRic5+YIgW1d/74khNOk16F5qy/vrqVUCrl/Roqh9ySySiYiIKkw69DU6EUXf+RHsfm8AD21eiWYZtjAoWTqaWq5xi2AEdhkO7UlcqY0W7XW+2QKYO3VPFEXsPTGETavs0M6z+i3TppUtuDgSwsWRCdmus5xYJBMREVWYVYqmnojiqV8eR1uTHn+5aVl1L6oG6DQq2Bt1sq2BS45byN9JXrQgOsnZi+QTA6nVbwWMWkg2pdYavqmQkQsWyURERBVma0h2kn/cdwmHPhjF3350NUy60jcw1AOHTKl7E9FJTETjsqx/k3TYkvPiC2HcwmzQwKCdHRNeyOq3TKvaGtHWpMebCjm8x+9IIiKiCmtOdZJ/+s5lrGhtwJ/3dFT5imqH02xAvwxFcjpIRMaZ5I93OjESiGKts/5X9Ekx4ZnR1HtPDGKts6moWG5BENC7sgVvnB6GKIo1v0aPnWQiIqIKk8YtAOD/uHXtvLG+C4lcqXveoHxpe5KWRj22ffQKqBdIXHhm6t54OIa+86NFdZElvavsGA5EcXIgIMcllhW/K4mIiCpMp1HBbNBgwxIrbl3vqPbl1BSn2YCRYBSRydn7eQvhlTFtb6FymA0YnFYkv3nam1z9lkcU9VyUNJfMIpmIiKgKnvt0N56595qaf8u50pw59vMWIj1uscA3hpTCadbD45+KCX/95CAa9Rr0LMt/9Vsml9WIZS0mRURUs0gmIiKqgt6VdixaAKvECuWQKXUvPW4h40zyQuMwGxCOJb4P988AAA6uSURBVOAPT05b/dZS8Oq3TL2r7Pjd2RFMxhMyXWl5sEgmIiKimiFX6p43EIFJp+bWkBJMpe6FcXIgALcvjM1rih+1kGxaacd4ZBLvXvaV/LXKiUUyERER1QxpvVqpqXtyp+0tRNPDXfaeGASAovYjZ7p+RTMA1HxENYtkIiIiqhlmgwZGrbrkcYvhQAQtDTy0VwopmnrAH8HeE0NY4yhu9VumlkY91rWb8ebp2t6XzCKZiIiIaoYgCHBaDKXPJMuctrcQSZ3kM0MB9H0wIksXWbJpZQsOXRhFOFbaFpNyYpFMRERENcVh1sswbhHhuEWJDFo1LEYt/uOdy4jFxZL2I2fatMqO6GQCfedHZfuacmORTERERDXFaS6tkyyKIkaCUe5IloGUgNigU6NnabNsX/fa5c3QqISaXgXHIpmIiIhqisNiwKA/kt7PWyh/eBKxuMhxCxm0peaSN62yQ6eRr2xs0Gtw9WIr3jxTu3PJLJKJiIiopjjNBkTjCYykdh0XSkrbs7OTXDJpLlmO1W+ZelfZceTSGHyhmOxfWw4skomIiKimOM2lBYowSEQ+iyxSkSzfPLJk08oWJETgd2drs5ucd5H87LPPYvny5TAYDOju7sb+/ftzPv/IkSO46aabYDQa4XK58MUvfrHot02IiIho4ZBS9waKLZJTnWSugCvdfdcvxXP3dZclHXLDEhuMWjUO1OjIRV5F8g9/+ENs27YNjz/+ON555x309vbitttuw4ULF7I+3+/345ZbboHD4cDbb7+Nb37zm/jqV7+KnTt3ynrxREREVH/aLaWl7g0Hkp1kOzvJJWszG/CxTmdZvrZOo8KHlzfjzRoNFcmrSN65cyceeOABfOYzn8G6devwrW99C+3t7fj2t7+d9fkvvfQSJiYm8OKLL6KzsxN33nknPv/5z2Pnzp3sJhMREVFOrY16qITiU/e8qSLZxoN7NW/TyhacGgxgsMS92OUwb5EcjUZx6NAhbN26dcbjW7duxYEDB7J+zsGDB3HDDTfAaJxqzd96663o7+/H+fPnS7tiIiIiqmsatQr2Rn0JM8kRWIxaaNU8elXrNq2yA0BNjlzM+7dneHgY8XgcDodjxuMOhwMejyfr53g8nqzPlz6W6fnnn0dPTw96enowNDSU98UTERFRfUqm7kWK+lxvIMpDewqxrt2ML/7Zenx4uXw7mOWS90ssQRBm/LcoirMem+/52R4HgAcffBB9fX3o6+tDa6v8pyeJiIhIWRxmQ/HjFsEI7Dy0pwhqlYD/feMyuMpwMLBU8xbJdrsdarV6Vgd4cHBwVrdY4nQ6sz4fwJyfQ0RERCQpJXWPnWSSw7xFsk6nQ3d3N3bv3j3j8d27d6O3tzfr52zcuBH79+9HOBye8fxFixZh2bJlpV0xERER1T2nxQBfKIZwLF7w53qDLJKpdHmNW2zfvh27du3Cd77zHbz//vvYtm0b+vv78dBDDwEAHnvsMWzZsiX9/HvvvRcmkwkPPPAAjh49ip/85Cd4+umnsX379pwjGkRERETAVNKbp8CRi8l4AqMTUe5IppJp8nnSPffcA6/XiyeffBJutxudnZ145ZVXsHTpUgCA2+3GmTNn0s+3WCzYvXs3HnnkEfT09MBms+HRRx/F9u3by/N/QURERHVleureMntD3p83OhGDKDJtj0qXV5EMAA8//DAefvjhrB/btWvXrMe6urqwb9++oi+MiIiIFi5nkal73iDT9kgeXCBIRERENcdZZOqeFCTCTjKVikUyERER1ZxGvQaNeg0ujkwU9HneICOpSR4skomIiKgm3bjajh/1XcShD0bz/hxvgOMWJA8WyURERFSTnvrkVWi3GPHwS4cwNJ5f+p43EIVaJcBi1Jb56qjesUgmIiKimmQxafHcfd3whWL47Pf+gFg8Me/neIMRNDfooFJx5SyVhkUyERER1awrF5nx1B1d+N25ETz9y+PzPn84EEVLA+eRqXR5r4AjIiIiqoZPbujAHy/68P+9cQ4fWmzFJz60aM7negMRbrYgWbCTTERERDXv8Y+vQ89SGz7/8rs47vHP+TxvkGl7JA8WyURERFTzdBoVnv2La9Bo0OCh/3UIvlAs6/NGAlF2kkkWLJKJiIhIEdrMBnz7L67BpdEQHv3RYSQS4oyPh2NxjEcmYW9kJ5lKxyKZiIiIFKNnWTP+rz9Zh9+8P4j/+drpGR8bSQWJ8OAeyYFFMhERESnK/b3L8MkNLnztNyfx2onB9ONTkdTsJFPpWCQTERGRogiCgC99sgtrnWb87Q8O44I3GV09HEyl7XEmmWTAIpmIiIgUx6hT47n7roEoivjrfzuEUDSe7iTbud2CZMAimYiIiBRpaUsDvvHfN+C4x4//86dHMBxIdpKb2UkmGTBMhIiIiBTrI2va8LdbVuNrvzmJDpsReo0KDTp1tS+L6gA7yURERKRon7t5FbasbcOl0RDsjXoIglDtS6I6wCKZiIiIFE2lErDznquxrMUEl81Y7cuhOsFxCyIiIlI8i1GL/3jkvyGWSFT7UqhOsEgmIiKiumAxaat9CVRHOG5BRERERJSBRTIRERERUQYWyUREREREGVgkExERERFlYJFMRERERJSBRTIRERERUQYWyUREREREGVgkExERERFlYJFMRERERJSBRTIRERERUQYWyUREREREGVgkExERERFlYJFMRERERJSBRTIRERERUQYWyUREREREGQRRFMVqX8R0drsdy5Ytq8rvPTQ0hNbW1qr83lQ5vM/1j/d4YeB9Xhh4nxeGat3n8+fPY3h4OOvHaq5Irqaenh709fVV+zKozHif6x/v8cLA+7ww8D4vDLV4nzluQURERESUgUUyEREREVEG9RNPPPFEtS+ilnR3d1f7EqgCeJ/rH+/xwsD7vDDwPi8MtXafOZNMRERERJSB4xZERERERBlYJBMRERERZWCRTERERESUgUUygGeffRbLly+HwWBAd3c39u/fX+1LohLs27cPn/jEJ+ByuSAIAnbt2jXj46Io4oknnsCiRYtgNBqxefNmHDt2rDoXS0V76qmn8OEPfxhmsxmtra340z/9Uxw9enTGc3ivle2ZZ57BVVddBbPZDLPZjI0bN+IXv/hF+uO8v/XpS1/6EgRBwGc/+9n0Y7zXyvfEE09AEIQZv5xOZ/rjtXiPF3yR/MMf/hDbtm3D448/jnfeeQe9vb247bbbcOHChWpfGhUpEAigs7MT3/jGN2A0Gmd9/Ctf+Qr++Z//Gd/61rfw9ttvo62tDbfccgvGx8ercLVUrL179+Lhhx/GgQMHsGfPHmg0Gnz0ox/FyMhI+jm818rW0dGBL3/5y/jDH/6Avr4+3Hzzzbj99tvx7rvvAuD9rUdvvfUWXnjhBVx11VUzHue9rg9r1qyB2+1O/zpy5Ej6YzV5j8UF7tprrxX/6q/+asZjq1atEr/whS9U6YpITg0NDeJ3v/vd9H8nEgnR6XSKTz75ZPqxiYkJsbGxUXzuueeqcIUkl/HxcVGlUok///nPRVHkva5XNptNfO6553h/69DY2Ji4YsUK8be//a140003iY888ogoivxerhc7duwQ169fn/VjtXqPF3QnORqN4tChQ9i6deuMx7du3YoDBw5U6aqonM6dOwePxzPjnhuNRtx444285wo3Pj6ORCIBm80GgPe63sTjcfzgBz9AIBBAb28v728devDBB3HXXXfh5ptvnvE473X9OHv2LFwuF5YvX45PfepTOHv2LIDavccLukgeHh5GPB6Hw+GY8bjD4YDH46nSVVE5SfeV97z+bNu2DVdffTU2btwIgPe6Xhw5cgSNjY3Q6/V46KGH8NOf/hRdXV28v3XmhRdewOnTp/GP//iPsz7Ge10frrvuOuzatQu//OUv8cILL8Dj8aC3txder7dm77Gmar9zDREEYcZ/i6I46zGqL7zn9WX79u1444038MYbb0CtVs/4GO+1sq1ZswaHDx/G2NgY/v3f/x33338/9u7dm/4476/ynThxAo8//jj2798PnU435/N4r5Xttttum/Hf119/PVasWIEXX3wR119/PYDau8cLupNst9uhVqtnvUoZHByc9WqG6oN0kpb3vH783d/9Hb7//e9jz549WLFiRfpx3uv6oNPpsGrVKvT09OCpp57C1Vdfja997Wu8v3Xk4MGDGB4eRmdnJzQaDTQaDV5//XU8++yz0Gg0aGlpAcB7XW8aGxuxfv16nDp1qma/nxd0kazT6dDd3Y3du3fPeHz37t3o7e2t0lVROS1fvhxOp3PGPQ+Hw9i/fz/vuQJt27YN3/ve97Bnzx6sXbt2xsd4r+tTIpFAJBLh/a0jt99+O44cOYLDhw+nf/X09OBTn/oUDh8+jNWrV/Ne16FwOIzjx4+jvb29Zr+f1U888cQTVfvda4DZbMaOHTvQ3t4Oo9GIJ598Evv27cN3v/tdWK3Wal8eFSEQCOC9996Dx+PBd77zHXR1dcFisSAajcJqtSIej+Opp57CmjVrEI/HsX37drjdbjz//PPQ6/XVvnzK0yOPPIIXX3wRL7/8MpYsWYJAIIBAIAAg+QJYEATea4X7whe+AL1eD1EUcfHiRXz961/HSy+9hKeffhpXXHEF72+dMBgMaGtrm/Hre9/7HpYuXYoHHniA38t14u///u/T388nT57EZz/7WZw+fRr/8i//Urv/Nldtr0YNeeaZZ8SlS5eKOp1OvOaaa8TXX3+92pdEJXjttddEALN+3X///aIoJlfN7NixQ3Q6naJerxdvvPFG8ciRI9W9aCpYtnsMQNyxY0f6ObzXynb//feLS5YsEXU6ndja2ipu2bJFfPXVV9Mf5/2tX9NXwIki73U9uOeee8T29nZRq9WKixYtEu+44w7x2LFj6Y/X4j0WRFEUq1OeExERERHVpgU9k0xERERElA2LZCIiIiKiDCySiYiIiIgysEgmIiIiIsrAIpmIiIiIKAOLZCIiIiKiDCySiYiIiIgysEgmIiIiIsrw/wNXt7+GYvoJWQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import integrate\n",
    "\n",
    "lambda_stat = mega_traj[[\"lam\",\"dhdlam\"]]\n",
    "\n",
    "means_cvb = np.nan_to_num([np.mean(lambda_stat.loc[np.where(discrete_traj==x+1)].dhdlam) for x in range(nbins+1)])\n",
    "std_cvb = np.nan_to_num([np.std(lambda_stat.loc[np.where(discrete_traj==x+1)].dhdlam) for x in range(nbins+1)] )\n",
    "\n",
    "plt.plot(means_cvb)\n",
    "\n",
    "dF_AB_cvb_trapez = integrate.trapz(x=lam_bins, y=means_cvb)\n",
    "dF_AB_err = integrate.trapz(x=means_cvb, y=std_cvb)\n",
    "\n",
    "print()\n",
    "print(\"Expected Result: \", dF_AB_expected)\n",
    "print(\"trapez Rule Result: \", dF_AB_cvb_trapez, \"+-\", dF_AB_err)\n",
    "print()\n",
    "print(\"Difference:\", dF_AB_cvb_trapez - dF_AB_expected)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### RE-EDS\n",
    "Replica EDS is a combination of HRE and EDS.\n",
    "In the HRE the s-parameter is exchanged and therefore different levels of smoothing are sampled in one simulation approach.\n",
    "This helps with the s-parameter choice, as now a full distribution can be chosen.\n",
    "\n",
    "#### Build System"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DO trials:  50 steps:  20\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Sampled Potentials')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#potential\n",
    "V_eds = pot.envelopedPotential(V_is=[V_A,V_B])\n",
    "\n",
    "##System\n",
    "eds_system = edsSystem(sampler=sampler, potential=V_eds, start_position=4, temperature=temperature)\n",
    "\n",
    "##Ensemble\n",
    "##Ensemble Settings:\n",
    "number_of_replica = 10\n",
    "s_values = np.logspace(start=0, stop=-1, num=number_of_replica)\n",
    "steps_between_trials= 20\n",
    "trials=simulation_steps_total_per_approach//steps_between_trials\n",
    "\n",
    "\n",
    "print(\"DO trials: \", trials, \"steps: \", steps_between_trials)\n",
    "ensemble = replica_exchange.replicaExchangeEnvelopingDistributionSampling(system=eds_system, exchange_criterium=None,\n",
    "                                                                          s_range=s_values, steps_between_trials=steps_between_trials)\n",
    "\n",
    "\n",
    "#Visualize\n",
    "positions = np.arange(-10,10, 0.2)\n",
    "fig = plt.figure(figsize=[16,9])\n",
    "\n",
    "for ind,replica in ensemble.replicas.items():\n",
    "    plt.plot(positions,replica.potential.ene(positions), lw=3, label=\"$replica \"+str(ind+1)+\"$\")\n",
    "\n",
    "V_eds.i\n",
    "plt.plot(positions,V_eds.V_is[0].ene(positions), label=\"state1\", lw=1, color=\"grey\")\n",
    "plt.plot(positions,V_eds.V_is[1].ene(positions), label=\"state2\", lw=1, color=\"black\")\n",
    "\n",
    "\n",
    "plt.legend()\n",
    "plt.ylim([-5,10])\n",
    "plt.xlim([-8,8])\n",
    "\n",
    "plt.ylabel(\"V[kT]\")\n",
    "plt.xlabel(\"r\")\n",
    "plt.title(\"Sampled Potentials\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Simulate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Running trials: 100%|██████████| 50/50 [00:07<00:00,  6.75it/s]\n"
     ]
    }
   ],
   "source": [
    "ensemble.simulate(trials, reset_ensemble=True)\n",
    "reeds_trajs = ensemble.replica_trajectories\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'RE-EDS')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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G0dHRSElJ4e7fM8XOW9tLZ2cnjEbjoKvpLS0tsFgsHlNkBmMwGMAwzBU7l4YKdQKGYXDjjTcC6H6rqbm5medEhJDh7s4770RLSws+++wzvqMQclm53W7s3bsXEokE1157Ld9xAtLp06dRWVmJkpIS7mAjt9uN7OxsdHV1oa6uzmPEIsuyUKvVSEpKQmxsbJ/H62l7GazvXK/Xg2EYv1bHa2pqIJVKr9ghbVSoEwDdw/d7djevW7eO5zSEkOFu5syZSExMpOkvJOR8//33aGhowMyZMyESifiOE5BWr14NhmEwadIkJCcnw2g0IjY2FomJidDpdGBZ1mPl3GQyoa2tzWMCTG9arRaJiYlei/gePW0vqampPn9f2tvbYTabr1jbC0CFOunlwQcfBND9l3Xfvn08pyGEDGcikQi33XYbduzYgY6ODr7jEHJZtLe344svvkB+fj4KCwv5jhOQXC4Xdu/ejfz8fMhkMmRkZKCpqYnrPddoNJBIJB4jFnsOPvK2Yt7e3o7W1tZBV9NNJhM6Ojr8anupqakBACrUydCIj4/n/oJ+9913PKchhAx3v/3tb2GxWLBt2za+oxByWXz22WdwuVy44YYbaANpPz744AO0trZi/PjxiImJgdPpBNDde97e3o7m5maPlXO32+314KMeWq0WgG/TXgD/im6DwQCJRAKxWOzzNf6iQp14WLRoEXd79erVPCYhhAx3ZWVlKCwsxJtvvsl3FEIumVqtxpkzZ1BeXo7ExES+4wSs119/HZGRkSgtLUVWVhb0ej1SUlIgFou5DaO9i+76+vo+Bx/1ptPpIJVKER0dPeDz9jyPr5MCbTYbmpqaruhqOkCFOvkVhmFw8803A+h+u4hOLCWE8IVhGCxZsgTffvstzp07x3ccQi6ay+XC3r17ER8fj8mTJ/MdJ2AZjUZ88803KC4uRnx8POLj49HZ2Ym8vDywLAuNRoOUlBSPoluj0UAkEnmdumIymWA2mwddTTebzWhrawu4theACnXixVVXXcVtLF2/fj3PaQghw9k999wDoVCITZs28R2FkIt27NgxGI1G3HDDDT7P5x6O1q5dC6fTibKyMkgkEpjNZoSHhyMrKwstLS3o6OjwWDl3OBwwGAx9Dj7q0TPtZbAC/GLbXqKjo5GQkODzNReDCnXi1WOPPcbd3rNnD49JCCHDWUpKCubNm4ctW7bQTHUSlMxmMw4fPoyRI0dixIgRfMcJaO+++y6Sk5MxcuRIyOVyGAwGZGdnQyAQQKPRICwszKOYNhgMcLlcXtteWJaFVqtFamoqoqKiBnxerVbrU3tMD6fTifr6emRkZFzxvQZUqBOvIiIiuNFHJ0+e5DcMIWRYW7x4MYxGI3bt2sV3FEL8duDAAbAsi1mzZvEdJaCdOHECKpUKpaWlEIvFEAqFcLvdyMvL4zaMZmRkeIxOVKvViImJ8XpoVGtrKzo6Onya9tLW1jZoe0xv9fX1cLlcV7ztBaBCnQzgt7/9LXf7xRdf5DEJIWQ4mzFjBjIzM6n9hQQdlUqFc+fOoaKiwmOcIOlr9erVCAsLw6RJkyCTyVBbW4v4+HgkJCSgvr4eNpvNY3a6xWJBQ0MDN7bx17RaLRiGGbTtped+gxX0ven1eohEIo+TUa8UKtRJvxiGwa233gqg+/jdnh4uQggZSgKBAIsWLcL+/fu5nlNCAp3T6cTevXuRmJiISZMm8R0noPX8WRUUFCAtLQ3JyclobW1Fbm4uNzv91xtGe8Yu9tf2otPpkJaWNuCJob3bY3yd9uJyuVBTU4PMzEyEhV35MpoKdTKg0aNHc28zvfXWWzynIYQMV//1X/8FAHj77bf5DUKIj7755hu0tLRg9uzZ3IAG4t27774Ls9mM8ePHIzY2Fl1dXQgLC4NCoeA2jMrlco/CWK1WIykpyetpo83NzbBYLIO2szQ3N6Ozs9PvtheHw+HXhJhLQYU6GdSf//xn7vbHH3/MYxJCyHClUCgwbdo0vPXWW3C73XzHIWRAJpMJX3/9NYqKipCXl8d3nIC3YcMGREdHo6SkBHK5HHq9HpmZmYiIiIBOp+uzYbS1tRVms7nf2elarRZhYWHIyMgY8Hl1Ol2fDaqD0ev1CA8PR1pams/XXAoq1MmgIiIikJ+fDwA4c+YMz2kIIcPV4sWLodVqcfDgQb6jEDKgffv2gWEYzJgxg+8oAa+xsRHfffcdiouLIZFIEB0dDbvdzr3AUalUiIuLQ1JSEndNzwQYb33lbrcbOp0OMpnMY+Ppr/W0xwx2v18/tsFgQEZGxpC0vQBUqBMf3XnnndztVatW8ZiEEDJczZ8/H4mJibSplAQ0pVKJyspKTJkyBRKJhO84Ae/ll1+Gy+XCpEmTIJVKYTQaER0djdTUVJjNZjQ3NyMvL4/bMNrTVy6Tybz2nw92UmmPxsZGWK1Wjw2qg2loaIDD4fBr4+mlokKd+IRhGNx1110AAKvVShu6CCFDLjIyEnfffTe2b9+O5uZmvuMQ0ofD4cCnn34KqVSKiRMn8h0nKGzduhWpqakoKChAeno6GhoauE2kKpWK61XvUV9fD6vV2m8hrlar+z2ptDetVguhUDjo/XrT6XQQCoVD1vYCUKFO/JCfn8+9ev2///s/ntMQQoajxYsXw26345133uE7CiF9HDlyBCaTCbNnz/Z6Uibx9O2330Kj0XCz01mWBQDk5ubC5XJBrVYjIyPDYyKLRqNBeHi41wLb4XCgpqYGcrl8wD9/t9sNvV6PjIwMnzf69m57GcrvLRXqxC+9N5Zu3bqVxySEkOFo7NixKC0txZtvvsn9p05IIGhpacHRo0cxZsyYQdsuSLeXX34ZYWFhKCsrQ2ZmJvR6PVJTUxETE4OamhqPXnWge4yjXq/vtxD3tvHUm7q6Otjtdr+mvTQ2NsJutw/ZtJceVKgTv4hEIhQWFgIAKisrYbFYeE5ECBlulixZgp9//hnHjx/nOwohALr7pnfv3g2hUEgbSH1kt9uxb98+jBw5EmlpaZBIJLBYLB6bSKOjoz3aTPR6/YCFuFqtRmxsrMfGU290Oh1EIhFkMpnPeXvaXvxplbkcqFAnfrv99tu526tXr+YxCSFkOFq4cCGio6Px5ptv8h2FEADAqVOnoNFo8Jvf/MbrXG/S15YtW9De3o7x48dDIpGgo6MDIpEImZmZ6OzsRH19Pder3kOtViMmJgZSqbTP43V2dqKpqQk5OTleTyrt4XQ6YTAY/DqwiGVZGAwGyGSyIW9pokKd+I1hGPzhD38A0H1C1xdffMFzIkLIcBIXF4fbb78d77//Pjo6OviOQ4a5jo4OHDhwAHK5HNdccw3fcYLGxo0bERMTg//4j/+AXC5HTU0NFAoFBAIBVCoVgO5e9R5WqxUNDQ1QKBReC3G1Wg0Ag05xqa2thdPp9GvaS2NjI2w225BOe+lBhTq5KKmpqUhJSQEAfPXVVzynIYQMN4sXL0ZHRwc++OADvqOQYW7fvn1wOByYM2fOgCu55N9qa2tx8uRJjBs3DhKJBEKhEG63G7m5uWBZFmq1GjKZDDExMdw1Go0GALy2vfRck5KS4nGNN1qtFpGRkVwN4wu9Xg+BQDDkbS8AFerkEtx///3cbZqtTggZSuXl5Rg5ciTNVCe8UiqVOHv2LCoqKry2YxDvVq9eDZfLhbKyMqSmpqKurg4JCQlISEhAXV0dLBaLx2o60L1inpSU5LW1qLm5GR0dHYNuIrXb7aitrYVcLvf5RRXLstDr9ZDJZD5PiLmcqFAnFy0sLIzrV7darTh79izPiQghwwXDMFi8eDGOHj2K8+fP8x2HDEM2mw2ffPIJkpOTMXnyZL7jBJVt27YhPT0dI0aMQEpKCsxms8cm0oiICGRmZnL3N5lMMJvN/barqNVqCASCQSeyGAwGuN1uv6a9GI1GdHV18dL2AlChTi7RqFGjEB0dDQD48MMPeU5DCBlOfvvb30IoFOKtt97iOwoZhg4dOoS2tjbMnTuXZqb74csvv4Rer0dJSQliY2Nhs9kgEAiQnZ2Nrq4u1NTUICcnx2Ojp1qtBsMwXgtsl8sFrVaLzMxMhIeHD/jcOp0O0dHRg06F+fU1YWFhvLS9AFSok8vgkUce4W6vW7eOxySEkOEkNTUVc+bMwebNm2G32/mOQ4YRg8GA77//HqWlpR4rv2Rwq1evhkAgQFlZGbKysrgJLCKRCGq1GizLerS9sCwLrVYLmUzGHbrYW21tLRwOx6BtL11dXaivr0d2drZfbS89014GexFwpVChTi6ZSCTClClTAHS/RWQ0GnlORAgZLpYsWYKmpibs2bOH7yhkmHC5XNi1axfi4uIwbdo0vuMEldbWVhw4cABXXXUVUlNTERUVBYfDgby8PLAsC5VKBalUColEwl1TV1cHq9U64Oz0qKgoj3nr3uj1erAs69e0l+bmZlgsliE/5Kg3KtTJZTFlyhRukwWtqhNChsrMmTORkZFBM9XJkDl69Ciamppw4403el3hJf1btWoVbDYbrr32WiQlJaG1tRUxMTFISUmB0WhEe3u7x0mkwL971jMyMvo8XldXF2pra31aJddqtYiLi/N4ETAYvV6PsLAwr889VKhQJ5cFwzD44x//yH383nvv8ZiGEDJcCAQCLFq0CPv374der+c7DglxRqMRX331FUaPHo0RI0bwHSeosCyLzZs3Iz09HUVFRZDJZGhsbOQONVKpVBAKhR6bNnv3rHvbB6DVasGy7KBtLxaLBU1NTX63veh0OqSlpUEkEvn3xV5GVKiTyyYmJob7h+vChQuwWCw8JyKEDAeLFi2C2+3G22+/zXcUEsJYlsXu3bsRHh6OWbNm8R0n6Hz00Ueoq6tDeXk5xGIxWJYF0H2okcPhgE6nQ3Z2tscIxOrqarAs22eVvYdGo0F8fDzi4+MHfG6tVgsAfk17aWlp4b3tBaBCnVxmCxcu5F6tvvTSSzynIYQMB7m5uZg2bRreeustuN1uvuOQEPXDDz9Ap9NhxowZEIvFfMcJOi+99BKioqJQXl6OzMxM1NbWQiaTITo6GlqtFi6Xy6Mg7+lZT05ORlxcXJ/HM5vNaGlpGXQ1Heie3JKQkOB1Bnt/9Ho9GIbhte0FoEKdXGYMw2DJkiUAALfbjf379/OciBAyHCxevBgajQaHDh3iOwoJQe3t7fjss8+gUCgwbtw4vuMEnQsXLuD7779HSUkJ4uPjkZiYCKvVyk13UalUkEgkSExM5K5pbGxER0dHv6vpPSMbB9sc2t7ejpaWFr9W03sOOUpNTeV9HwIV6uSyS09P547mPXbsGM9pCCHDwYIFC5CQkEAnlZIr4tNPP4XT6cRNN93kc48z+bdnn30WLMviuuuuQ1JSEkwmE3eokclkQktLC/Ly8jz+bFUqFcLDw722nrAsC41GA5lMhsjIyAGf+2LaXkwmEzo6Ong75Kg3KtTJFXHfffdxt//5z3/ymIQQMhxERkbi7rvvxscff4zm5ma+45AQ8ssvv+D8+fOYMmWKXwflkG42mw3bt29HQUEB5HI5srOzUVtbC4VCgbCwMKhUKoSFhXmsjNtsNuj1eigUCo+e9R4NDQ0Djmzs0TODPTk5mTuc0Rc6nQ4MwwTEjHwq1MkVIRQKceuttwLo3rX9448/8pyIEBLqlixZArvdjs2bN/MdhYSIrq4u7N27F6mpqZg0aRLfcYLSunXr0N7ejoqKCsTGxoJhGLjdbuTm5sLlckGj0SAzM9OjxUSj0cDtdg/Y9hIeHj5o/7jZbEZbW9tFtb2kpKTw3vYCUKFOrqDRo0cjJiYGALBr1y6e0xBCQt3YsWMxefJkvPbaa3C5XHzHISHg4MGD6OjowJw5c7yOBySDe+ONN5CQkIBrrrkGCoUC1dXVkEqliI+Ph8FggN1u97qJNDExEQkJCX0ez+l0Qq/XQy6XD/o90Wg0YBjGr8ktZrMZ7e3tvE976UGFOrmiHnroIe72mjVreExCCBkOHnnkEajVanzyySd8RyFBTqfT4cSJExg/fjzvkz+C1ddffw2lUolJkyZxhw11dnZyo5yrqqoQExOD1NRU7prm5maYzeZ+V9P1ej1cLpfPbS9paWmD9rH3ptPpAIAKdTI8REZGoqKiAuC8MDcAACAASURBVED30cEqlYrnRISQUDZ//nxkZWXh1Vdf5TsKCWIOhwM7d+6ERCLB9ddfz3ecoLVixQoIhUJUVFRAJpOhtrYWUVFRyMrKQkdHBxobG71uIhUKhf22q6jVasTExEAqlQ743M3NzbBYLH5vCNXr9UhOTvaruL+SqFAnV9x1112H8PBwAMA777zDcxpCSCgTCoV48MEHcejQIZw5c4bvOCRIHTx4EC0tLZg3bx6vp1IGs6amJhw8eBDFxcVITU1FRkYG6uvrkZ+fz20iBeCxMu5wOKDVaiGXy7m6oTeLxYKGhgbk5OQMOn1Hq9UiLCzM77aXtra2gJj20oMKdXLFMQyDpUuXch+/8sorPKYhhIS6++67D1FRUdRuRy6KRqPBd999h9LSUp8O0yHePf/883A4HJgyZQri4+PR0dGBsLAw5OXlwe12Q61WIz093WMai7eDj3rTaDQA4FPbi06nQ3p6uteCvz96vR5A4LS9ACFYqNfV1eF3v/sd97ZFUVERDh8+zHesYU8sFmPy5MkAul+xVlZW8pyIEBKqEhMTcffdd+Odd96hUY3EL3a7HTt37kRiYiKmT5/Od5yg5XK58O677yIrKwuFhYXIzc2FWq1GVlYWoqKiUFdXB6vV2qcg7zn4yNsYTJZluY2og50M29jYiK6uLr+mvQDd/elSqRRRUVF+XXclhVShbjKZUF5eDpZl8cknn+D8+fNYu3Ytd/gO4df111/PjTraunUrz2kIIaFs6dKl6OrqwsaNG/mOQoLIgQMHYDKZqOXlEm3duhWNjY0oLy+HWCyGQCCA0+nkNpGqVCpERkYiPT2du6a1tdXrwUc9Wlpa0N7e7tO7HBqNBkKh0K9NwG1tbTCbzQG1mg6EWKG+atUqyGQybNmyBePHj0dOTg6mTZuGUaNG8R2NoLsFpvcUmJdeeonHNISQUDZmzBhMmzYN69atg8Ph4DsOCQIqlQonT57ExIkTA6pHORi98soriImJQVlZGbKzs6FWq5GYmAipVAqr1Yra2lrk5OQgLOzfZWhVVVWfg496U6vVCAsLG/R743K5oNfrkZmZ6ddIzZ62l0D73odUob5jxw5MmDABd9xxB1JSUjBu3Di89tprYFmW72jk/xOLxdwO+o6ODpw6dYrnRISQULV06VIYDAbs2LGD7ygkwHV1dWHXrl2QSqU05eUS/fLLLzh58iRKS0uRkJCAxMREtLe3c6vp1dXVYFkWubm53DVOpxNarRZZWVleDxlyu93QarXIyMgY9J2OmpoaOBwOv/cX6PV6JCUl+XWC6VAIqUK9uroa69evR25uLvbv349HHnkEf/3rX7Fu3Tqv99+wYQNKSkpQUlKCpqamIU47fE2ePJkbe7Rz506e0xBCQtWNN96I3NxcGtVIBrV//360t7dj3rx5fm0+JH39/e9/BwBMmTIFKSkpaGxsREREBORyOdxuN6qqqpCamoq4uDjuGr1eD4fDgfz8fK+PWVtbC7vd7lPxrVarERUV5TGbfTAdHR1obW0NuLYXIMQKdbfbjWuuuQbPP/88rr76aixatAhLly7tt1D//e9/jxMnTuDEiRNITk4e4rTDF8MwePDBB7mPV61axWMaQkioEggEePjhh3H06FGcPHmS7zgkQCmVSpw6dQrl5eXIzMzkO05Qs1gs2LVrFwoLCyGXy5GVlYWamhrk5eVBIBCgpqYGFouFW13vUVVVhdjY2H5rMbVajYiICMhksgGfv6urC3V1dVAoFIOOb+yt55CjQGt7AUKsUJfJZCgqKvL4vVGjRnHfABI4erfAWK1WfP/99zwnIoSEokWLFkEsFtOqOvHKarVi9+7dSElJwZQpU/iOE/TWrFmDzs5OVFRUID4+HlarFQzDoKCgAABQWVmJ6Ohoj02eZrMZRqOx302kNpsNtbW1UCgUHj3t3mg0mj5tNb7QarVITExETEyMX9cNhZAq1MvLy/uM/VMqlX6P5yFDY/LkydwPxaeffspzGkJIKJJIJLj33nuxdetW1NfX8x2HBJhPP/0UFosF8+fPh1Ao5DtO0Nu4cSOkUinGjRsHhUIBjUaDzMxMREdHo7W1FU1NTRgxYkSfk0gZhum3rUWtVsPtdvvU9lJdXY3ExESPtprBtLW1wWQyBWytGFKF+p/+9CccO3YMzz33HKqqqvDBBx9gzZo1Hm0WJHAwDIP777+f+3jlypU8piGEhKqHH34YDocDb7zxBt9RSAA5f/48zpw5wx1vTy7N559/jurqakyaNAlxcXGIiIiA3W7n2lyUSiUEAoHH7HSXywW1Wo2MjAxu71pvLMtCpVIhMTERCQkJAz5/a2srzGaz36vpPYcoUaE+BEpLS7Fjxw5s27YNY8aMwZNPPol//OMfeOCBB/iORvoRGxuLWbNmAeh+e+vrr7/mOREhJNSMGDECs2fPxuuvvw6bzcZ3HBIAOjs7sWfPHshkMlRUVPAdJySsXLkSIpEIkydPRlZWFnQ6HSQSCZKTk2Gz2aDVaqFQKDymttTU1MBut/e7idRoNKKtra3fz/fm6/jG3liWhVarRUpKSkAdctRbSBXqQPcu/9OnT6OrqwtKpRJLly71a0MBGXrjx49HbGwsAODQoUPo6uriOREhJNQsXboUDQ0N+OCDD/iOQnjWcyhiV1cX5s+f79esbeJdXV0dDh8+jHHjxiElJQXJyckwmUxcm4tKpYLL5fK6iTQ6OhppaWleH7eqqgpCoXDQ1W632w2NRoP09HSv4x3709LSgo6Ojn5ntweCkCvUSfBhGAb33Xcf9/Hq1at5TEMICUUzZsxAYWEhXn31VTpbY5j7+eefcf78eUydOpVOLr9MVqxYAafTiSlTpkAqlaK5uRkikQgKhQJutxsXLlxASkoK4uPjuWs6OjrQ0NDQ7yZSu90OvV6P7OzsQfcP1NXVwWazXdQm0rCwsIAcy9iDCnUSEHq3wDgcDhw6dIjnRISQUMIwDJYuXYoTJ07g22+/5TsO4Ul7ezv27t2LjIwMlJeX8x0nJLhcLmzduhXZ2dkYMWIEsrOzYTAYkJubC6FQyI1kHDlypMd1KpUKAPotrjUaDVwul09tL9XV1T6Nb+yNZVnodDrIZLJBD1HiExXqJGCMHz8eEokEAPD111/DarXynIgQEkruueceSCQSGtU4TLEsiz179sDpdGL+/PmDjvojvtm8eTOMRiMmT54MiUQCh8MBlmW5kYxKpbLPSEa32w21Wo309HSvJ4GyLIuqqiruZNOB+DO+sbfGxkZYrdaA3UTag/6WkoDBMAwWL17MfUwtMISQy0ksFmPJkiX46KOPYDAY+I5Dhtjp06ehVCpx/fXXQyqV8h0nZLz66qsQi8WYMGECFAoFV4CLxWKYTCY0Njb2GclYW1sLq9XqMQGmt+bmZpjNZp9W07Varc/jG399nVAo9HgBEYioUCcBJTY2FvPmzQMAOJ1O7Nixg+dEhJBQ8tBDD4FlWaxfv57vKGQItba2Yt++fZDL5ZgwYQLfcULG4cOH8dNPP6GsrAwJCQmIjo6GzWbj2lx6RjL+ur1FpVIhKioK6enpXh/X102kQPe0F4lEMuj4xt7cbjf0ej0yMjICfn4+Feok4BQXFyMpKQlA9wpIS0sLz4kIIaFCoVBg7ty52LBhA7XXDRNutxsff/wxAFDLy2W2fPlyiEQiTJ8+HRkZGTAYDIiNjUVqaipsNhs0Gg0UCoXHJBaLxYLa2lrk5OR4/V7Y7XbodDrI5XKEh4cP+PxmsxktLS1+byKtq6uD3W4P+LYXgAp1EoAYhsG9997LvU22du1anhMRQkLJI488gubmZrz33nt8RyFD4PDhwzAYDLjxxhv9WnUlA/vpp59w5MgRTJw4EampqUhNTUVLSwvX5lJdXe11JONgm0i1Wq3Pm0jVajUYhvF7vKJGo4FIJAqKg66oUCcBSSwW46677uI+fu2113hMQwgJJVOmTMHYsWNpVOMwoNVq8fXXX6O4uBhXXXUV33FCyrJlyxAWFoYZM2YgPj4eJpMJQqEQOTk5YFkWSqWyz0hGt9uNqqoqyGQy7vyU3no2kcbHxw+6iZRlWWg0GshkMq+nmvbH6XSipqYGWVlZQfHuSuAnJMNWbm4uCgsLAXRvLPnxxx95TkQICQUMw+CRRx7BmTNn8OWXX/Idh1whXV1d2L59O+Lj43HDDTfwHSekaDQa7N+/H9dccw3S09ORm5sLvV6PnJwchIeHcyMZf72artPp0NXV1WdUY4+WlhaYTCbk5+cPelhlfX09rFar35tIa2pq4HK5AvqQo96oUCcBi2EYzJ8/n5tvumvXLjq1lBByWfznf/4nkpKSaFRjiOoZxdjW1oabb77Zr9MqyeCWLVsGl8uFmTNnIi4uDizLwu12c4V5ZWVln5GMPb8fGxvb70mkKpUKAoHA502k4eHhfk9t0Wg0iI6ORnJysl/X8YUKdRLQIiIicO+993If08hGQsjlEBUVhfvvvx+7du2CWq3mOw65zE6fPo2zZ8/iuuuuQ2ZmJt9xQorRaMT27dsxevRoKBQKFBQUoLq6GmlpaYiLi+NGMhYUFHi0lhiNRo8e9l9zOBzQarWQy+WDHkDkcDhgMBiQnZ0NgUDgc3abzYa6ujrI5fJBV+wDBRXqJODJZDJMnz4dQPcP5wcffMBzIkJIKHjggQcQFhZGG9ZDTEtLC/bu3Yvs7Gw6ffQK+J//+R90dXVh5syZiI2NRXR0NKxWK7ea3jOS8dcz0isrKxEeHj7gJlKn0+nTJlKdTgeXy+V324terwfLskEx7aUHFeokKEycOJHbWHLu3DkYjUaeExFCgl1GRgYWLlyIDRs20L8pIcLlcuGjjz6CQCDAggULgmKzYDDp7OzEO++8g/z8fBQWFqKgoABqtRoxMTFIT0+H3W6HRqNBdna2R7uR1WqFXq9Hbm5uv3PLq6qqIJFIuPHMA1Gr1YiNjfXpvr1ptVrExsYG1fQf+htMgoJAIMDdd9/NvVW1bt06nhMRQkLBsmXLYLFY8Morr/AdhVwGX3zxBWprazFnzhxIJBK+44ScFStWoL29Hb/5zW8gFoshlUphNBoxcuRIMAwDlUrldSTjhQsXwLIsCgoKvD5uS0sLWltbkZeXN2hLSkdHB5qampCTk+NX+4rFYkFjYyOys7ODpu0FoEKdBJGEhATceuut3Mf0Hysh5FIVFRXhlltuwdq1a2EymfiOQy6BWq3G0aNHcfXVV6OoqIjvOCHH4XBgw4YNyMzMxLhx45CbmwuVSoWIiAjk5eVxIxmTk5M9VqxdLheqqqqQnp7udSQj8O9NpL60svTsKfG37UWn0wFAULW9AFSokyAzatQobqyT2WzG999/z3MiQkiwe+qpp9DW1oY1a9bwHYVcJIvFgu3btyMpKQmzZs3iO05IWrNmDYxGI6ZPnw6xWAyZTIa6ujqMHDkSQqGQG8n469GLWq0WNput35GMTqcTGo0GWVlZg24iZVkWarUaqampiI6O9iu/RqNBQkIC4uLi/LqOb1Sok6DCMAzmzJnD9b59+umndAw4IeSSFBcXY+7cuXjllVfQ1tbGdxziJ5ZlsXv3bnR2duKWW24ZtNgj/nO73Xj11VchlUoxYcIEyOVy6HQ6CIVCrp1FqVT2GcnIsiwqKysRFxeH1NRUr4/tzybSpqYmdHZ2+r2a3tbWhtbW1qCZnd4bFeok6MTExGDhwoXcxy+99BKPaQghoeCpp55Ca2sr1q9fz3cU4qcffvgBv/zyC6ZNmxYUR8IHoy1btkCv1+P666+HWCyGQqGATqdDQUEBRCIRzGYzGhoavI5kNJlMXA+7N1VVVYiLi4NUKh00h1qthlAoRFZWll/5tVotAEAul/t1XSCgQp0EJYVCgYqKCgDd/W/vv/8+z4kIIcGstLQUM2fOxEsvvYTOzk6+4xAfGY1G7Nu3D7m5uSgrK+M7TshauXIl4uLicO211yIjIwO1tbUICwvj2lmUSiXCwsK8jmQUiUT9rmS3traipaXFp02kTqcTOp0OWVlZ/U6O8YZlWWi1WqSkpPjdLhMIqFAnQWvy5MncyEalUomamhqeExFCgtny5cthNBqxYcMGvqMQHzidTnz00UcQiUSYP39+UE3yCCa7d+9GZWUlrr32WsTFxSEvLw9qtRq5ubmIioqC3W6HWq3uM5LRYrHAYDAMOJJRpVIhLCzMp1YWvV4Pp9Ppd9tLa2sr2tvbg24TaQ8q1EnQEolEuP3227m32d58802eExFCgll5eTmuu+46vPDCC+jq6uI7DhnEoUOHUF9fj7lz5/Y7TYRcur/97W+IiorC9OnTkZqaCqPRCLfbjVGjRgEAqqur4XK5+mwW7RnJ+OtRjT16byLtXeD3R61WIzo6GikpKX7l12q1CAsL87tdJlBQoU6CWmpqKm688Ubu4xdffJHHNISQYLd8+XLU1dVh06ZNfEchA1Aqlfj2229RUlLS7zQRcumOHj2KkydPory8HAkJCcjPz4dKpUJ2djbEYjHcbjcqKyshlUq9jmTMzMxETEyM18fW6XRwOBw+bSK1WCxoaGjwe3Y6y7LQ6XRIS0vz6cVAIKJCnQS94uJi7hV7Z2cndu3axXMiQkiwmjp1KiZNmoR//vOfsNvtfMchXphMJmzfvh1paWmYMWMG33FC2lNPPYXw8HD85je/QVJSEjo7O+F0Ork59VqtFhaLpc/ceo1GA7vdPuCLKJVKhdjYWCQnJw+a42Jnpzc1NcFisQTltJceVKiToCcQCDB79mzuVfuPP/5I/eqEkIvCMAyWL18OvV6PzZs38x2H/IrT6cQHH3wAlmVx2223ITw8nO9IIevcuXP46quvMH78eKSmpmLkyJFQKpVIT09HfHw8WJbFuXPnIJFIkJ6ezl3XM5JRIpH0W4SbTCYYjUafNpH2zE6XSqV+tzhpNBoIBAKPkZHBhgp1EhIkEgkWLFjA/cBTvzoh5GLNnDkTJSUleP755+F0OvmOQ3o5cOAAamtrMX/+fG6YALkynnjiCTAMg5kzZyI+Ph4OhwN2u51bPTcYDGhra8Po0aM9iu3GxkaYzeYBRzL2bCLNzc0dNEdzczPa29v9Xk13u93Q6/XIyMjwa0pMoKFCnYSM3NxcTJs2jfv4+eef5zENISRY9ayqq9VqvPfee3zHIf/fmTNncPz4cZSVlaGwsJDvOCHNYDDg008/xbhx45CZmcmtpicnJyM5OZlbTReLxX02aSqVygFHMrpcLqjVamRmZvrUN15VVQWhUOj31Ja6ujrY7fagbnsBqFAnIYRhGIwfP577B9xut9N/soSQizJnzhwUFxfjueeeg8vl4jvOsNfU1ITdu3dDLpd7LMiQK2PZsmVwOp2YMWMGJBIJBAKBRy96Q0MDWlpaMGrUKI8Djjo7O2EwGJCfnw+BQOD1sf3ZRGq326HT6ZCdne13m5NWq4VIJAr6Q7CoUCchJTw8nPuHBegeD3XhwgWeUxFCgg3DMHjyySehVCrxwQcf8B1nWLPb7di2bRtEIhFuvfXWfgtAcnm0trbiww8/xKhRo5CXl4cRI0agsrIS8fHxXNF79uxZREVF9WlHUSqVYBgGBQUFXh+bZVkolUrExsb6NGZRo9HA5XL5VNT35nQ6UVNTg6ysLI8XEsEouNMT4kVCQgJmz57N/XC+9957NBOZEOK3W265BaNGjcKzzz4Lt9vNd5xhiWVZ7NmzB83Nzbj55ptpXvoQePrpp2G1WjFz5kzExcUhOjoa7e3tXC+60WhEY2MjRo4c6fGiyel0QqVSITMzs98TQI1GI1paWgbsX+/BsiyqqqqQkJDg936EmpoaOJ3OoD3kqDcq1ElIKigowNSpU7mPX3jhBf7CEEKCUlhYGJ588kmcPXsWO3fu5DvOsHTy5EmcOXMGU6dO9WnjIbk0FosFW7ZsQW5uLoqKipCfnw+lUunRi37u3DmIRKI+q9wajQYOh2PAkYyVlZUIDw/3aWOo0WiE2Wz2ezUd6G57iYqK8vtwpEBEhToJSQzDYMKECVw/ndvtpmPBCSF+u+OOO5Cfn49//OMfYFmW7zjDSm1tLfbt24f8/HxUVFTwHWdYWLZsGcxmM2bMmAGxWIyEhAS0traiqKgIDMPAZDKhpqYGI0aM8OgZ7xnJmJCQAKlU6vWxLRYLDAYD8vLyfJrColKpLmoTaVdXF2pra5Gdne3X4UiBigp1ErJEIhGuv/56JCUlAejeAX78+HGeUxFCgolQKMQTTzyBH3/8EXv37uU7zrBhtVqxbds2iMVij9G75MoxGo3YuHEj8vPzcc011yAvLw8qlQpRUVHc5JTz589DKBRyhwz2aGhoQFtbG0aMGNHv90qpVIJl2T7XenOpm0hZlvV7nGOgokKdhLSkpCRMnz6de/W+d+9eWK1WnlMRQoLJPffcg+zsbFpVHyIsy2LHjh1ob2/Hbbfd1m+/M7m8/vSnP8FisWDBggWIiYlBSkoKGhsbUVhYCIFAgI6ODmi1WuTl5fUZq1hZWYmIiIh+V79796/3HE44ELVaDZfL1e+m1IFUV1cjISEB8fHxfl8biKhQJyFv5MiRKC8v5z6mfnVCiD/Cw8Px17/+Fd999x0+//xzvuOEvKNHj0KpVGLmzJlBfaJkMFGr1fjXv/6FsWPHorCwEAqFAhqNxqMX/fz582AYps8M+/b2dtTW1g44klGj0cButw/Yv96jZxNpYmIiEhIS/Po6TCYTTCZTyKymA1Sok2GAYRiUlZVx/eosy2LNmjU8pyKEBJNFixYhIyMDzz77LN9RQppGo8GhQ4cwZswYlJaW8h1n2Hj44YfhcrmwYMECREZGIisrC7W1tRgxYgSEQiGsViuqq6uhUCj6vMNx4cKFQUcy9ox3TE5OHjSL0WhEW1vbRW0ira6uRlhYWNAfctQbFepkWIiIiMDUqVO5HeCtra04ePAgz6kIIcEiIiICjz/+OL766it89dVXfMcJSe3t7fjwww+RmJiIm266ifrSh8iPP/6ITz/9FOPHj0d2djby8vKg1+s9etErKyvhdru5Ba8eNpsNKpUKcrkcUVFRXh+/p3/dl5GMwMWfROp2u6HRaJCenu7TiafBggp1MmwkJyfj2muv5X6Ajxw5gtbWVp5TEUKCxZIlS5CSkoJ//OMffEcJOW63Gx999BHsdjtuv/32kCq0At3DDz8MgUCA+fPnIzo6Grm5udDpdFwvut1ux4ULFyCXy/vMsb9w4QKcTmefAr63wfrXe7Pb7dDr9VAoFD5Nhumtrq4ONpst5MZ4UqFOhpWioiKMHz+e+5haYAghvoqOjsbjjz+Ozz//nHrVL7PPPvsMWq0WN954Y0jMvg4WBw8exNGjR1FRUYHU1FSMGDECGo3GoxddqVR6LcadTicqKyuRkZHR78ZNX/rXe+vZRHqxbS8RERHc6amhggp1MqwwDINJkyZhzJgx3O+tWLGCx0SEkGDy4IMPIjs7G48++ihcLhffcULCqVOncOzYMZSWlqK4uJjvOMPKH//4R0RHR2PevHkQi8XIycnx6EV3Op1QKpWQyWR9NnZWVVXBbrcPuJquVCoH7F/v7VI2kdpsNtTW1kKhUHCnkoeK0PpqCPFBZGQkJk+ezJ2y5nA48L//+788pyKEBIPIyEisXLkSP/30EzZv3sx3nKCn1+uxZ88e5OTkYNasWXzHGVbef/99/Pzzz7j++ushkUgwatQoKJVKAMDo0aMBdB86ZLPZuI97uFwu/PLLL0hJSen3gCOHw4Hq6uoB+9d7u5RNpBqNBm63O+TaXgAq1MkwlZqaigkTJnCv2hsaGrB//36eUxFCgsEdd9yBiRMn4qmnnkJHRwffcYJWW1sb/vWvfyEuLg633npryK2EBjKXy4Vly5ZBIpFg9uzZiIuLg0wmQ3V1NfLz8yEWi+F2u/HLL78gOTm5z7QWtVoNq9Xap4Dvrbq6Gk6n06eRjMDFbyLtyRMfHx8ys9N7o58KMmwVFRVh3Lhx3KalY8eOwWAw8JyKEBLoGIbBSy+9hLq6Orz44ot8xwlKDocDW7duhcPhwMKFC+lQoyH22muvQaPR4IYbboBYLMaYMWNw7tw5CAQCrvhWq9WwWCx9WlvcbjfOnTuHxMREpKamen18lmWhVCqRlJTEnQ4+EJvNBp1Od1GbSE0mE1pbW0NyNR0I4UJ9xYoVYBgGDz30EN9RSIBiGAYTJ07EmDFjuJWcTZs20cmlhJBBTZo0CbfddhteeOEF1NbW8h0nqLAsi127dqGurg4333wzbR4dYna7HStWrEBKSgqmTZvGrUTr9XqMHDkSkZGRYFkW58+fR3x8fJ/NmXq9Hp2dnRg9enS/4xZra2vR0dHh82q6Wq2G2+2+qLYXtVodcrPTewvJQv3YsWPYuHEjxo4dy3cUEuBEIhEqKio8/jGhk0sJIb5YuXIlnE4nnnrqKb6jBJUjR47g559/xrRp03wu5Mjl8/e//x2NjY2YM2cOIiMjUVxcjDNnziAiIgKjRo0C0F2Mt7e39ynGWZbF2bNnERcXN+CpsZWVlYiKiuL2gg2EZVmoVCokJSX5vYk0VGen9xZyhbrZbMZdd92FTZs2+f0NJ8OTRCLBxIkTub44lmXp7WxCyKByc3Px8MMP4+2338apU6f4jhMUKisruZNHy8vL+Y4z7LS1tWHt2rXIzs5GWVkZpFIpwsPD0dDQgKKiIoSHh3PFuFgs7lNo19bWwmw2o6ioqN/VdLPZjIaGBhQUFPi076CpqQltbW3Iy8vz++upq6tDV1cXcnJy/L42WIRcof773/8et956K66//vpB77thwwaUlJSgpKQETU1NQ5COBCq5XI7i4mKu366zsxPvv/8+z6kIIYHuySefREJCAh577DGwLMt3nIDW2NiIjz/+GDKZDHPnzqWTR3nw+OOPo62tDfPnz+dW00+fPo3o6GhuhGJ9fT1MqtoSkwAAIABJREFUJlOfYryngI+Ojh5ww2dlZSUEAoHPbSwqlQrh4eEXtYm0Z3Z6enq639cGi5Aq1Ddu3IiqqiqfT437/e9/jxMnTuDEiRN9djST4ae4uBgFBQUQi8UAuue/njhxgudUhJBAlpCQgKeffhoHDx7E3r17+Y4TsCwWC7Zu3QqRSISFCxciPDyc70jDTl1dHTZv3ozCwkIUFxdDJpPB4XCgtbUVV111FXcg0dmzZxEVFdVnlbqxsRHNzc0oKirqd6XcZrNBo9EgOzvbp1aUS9lEGsqz03sLma+ssrISy5Ytw7vvvguRSMR3HBKEwsLCUF5ejvz8fO4/kU8++QStra08JyOEBLI//OEPKCgowF/+8hc4nU6+4wQcl8uFDz/8EG1tbbjjjjsQFxfHd6Rh6ZFHHoHNZsPNN9+MiIgIXHXVVTh9+jQkEglXlNfX16OpqQmFhYV9it+zZ88iMjJywOkqKpUKLpdrSDaRarVauN3ukG57AUKoUP/2229hNBoxZswYCIVCCIVCHD58GOvXr4dQKITNZuM7IgkCkZGRKC8v9/iHaM2aNTwmIoQEOpFIhFWrVuH8+fPYuHEj33ECzoEDB6BWq3HTTTchMzOT7zjDUmVlJbZv345rrrkG+fn5kMvlMJlM6OjoQHFxMRiGAcuyfdpgejQ3N6OhoQGFhYXcyvuvud1uXLhwASkpKT7NM+85iTQpKemi5p/3zE4P9f2IIVOoz58/H2fOnMGpU6e4XyUlJVi4cCFOnTpFq+zEZ1KpFCUlJR4bW5577jkeExFCAt28efNw7bXX4umnn0ZbWxvfcQLGyZMn8f3336OsrAzjxo3jO86w9fDDDwMAFixYgMjISBQVFeHnn3+GVCrl+rsNBgNaWlowZsyYPsX4uXPnEB4ePuDKt8FggMVi8Xk1vampCe3t7Re1mm4ymdDS0hKys9N7C5lCPT4+HmPGjPH4FRMTg8TERIwZM4Y2rRC/5OXloaCggFv9cTqdWL9+Pc+pCCGBqucQpKamJjz//PN8xwkIWq0We/fuRX5+PqZPn853nGHr2LFj+PzzzzFx4kRkZGQgLy+Pm5Yybtw4MAwDt9uN06dPIy4urk8ridlshsFgwIgRIwbcW1BZWYmYmJgBxzb2VlVVhfDwcMjlcr+/JrVaDYZhLmoDarAJmUKdkMuJYRiUlJQgMzMTUqkUQPerf9osRgjpT0lJCe6++268/PLL0Gq1fMfhlclkwrZt25CQkIBbbrklpDf7BbqlS5dCJBJhwYIFiIqKwogRI3D+/Hmkp6dzgzTUajXa29sxduzYPt+rnhNLB1opb2lpgdFoxIgRI3xaGLXZbNDr9Re1ibT37PTIyEi/rg1GIf2T8+WXX+K1117jOwYJUgKBAJMnT0ZaWhp3vPXx48dx5swZnpMRQgJVz6nYy5Yt4zsKb7q6uvD+++/D5XJh4cKFw6KYClS7du3C8ePHMXXqVCQlJWHkyJFQq9VwOBwoLi4G0L3Z98yZM0hKSuqzh6CjowNarRb5+fkDTnGprKyEUCj0uRXlUjaR1tfXo6ura1i0vQAhXqgTcqliYmJQXl6OzMxMrmfv448/RktLC8/JCCGBKCsrC3/+85/x3nvv4fvvv+c7zpBzuVzYtm0bjEYjbr/9du4dSTL07HY7HnjgAUgkEtx0000Qi8VQKBS4cOECFAoFt4FTqVTCarVym0p7O3/+PBiGQWFhYb/PY7VaodPpkJOT49N+wEvdRDocZqf39v/Yu/O4qM6z8f+fYRn2fRNQBEQUlEUFwSUCblGzmERjTESjMYlJTWNs8jzatE200W98kjRNmj7Z0yYuaVKt0dbGn0mroihGREQBGRg22UH2gYHZzu8PO+cB2QZcQDnv14tXwnCWe0Y4c819ruu6pUBdIunDiBEjiIiIICAgQLyIffDBB6jV6kEemUQiGYo2b96Mp6cnL7/88rBaBEkQBA4ePEhhYSEPPvjgsJnxHKpeeeUVysrKWLJkCY6OjoSGhqJQKBAEgfDwcOBaMJ+dnY23t7e44J+RWq2moKCAgIAA8a5yd/Ly8jAYDAQHB5s0rhspIm1vb6esrIzRo0cPm3Sq4fEsJZIbFBISgp+fX6dOMG+99dYgjkgikQxVDg4O/Pa3vyU5OZnvvvtusIdz2xw9epRLly4xe/ZsMa1CMjiys7P5+OOPCQkJIS4uDkdHR0aMGEFBQQFBQUHY2dkB12bMNRpNt/9eOTk5GAwGQkJCejyPTqdDqVTi4+Njcn/83Nxc5HL5gIpIr1y5gsFgGFYfAqVAXSIxgUwmY9q0abi6una6QGzbtm0QRyWRSIaqtWvXEhoayqZNm9BoNIM9nFsuNTWV5ORkpkyZwsyZMwd7OMOaIAisXLkSmUzGqlWrMDc3JywsjMzMTCwsLJgwYQJwbcZcoVDg5+fXpRe5RqNBqVTi5+eHg4NDj+dSKpW0t7cTGhpq0thaWlooKSlhzJgx/S4ihWtpL8Ohd3pHUqAukZjIwsKCuLg47O3txWBdr9fzzjvvDPLIJBLJUGNhYcE777yDUqm861u75uTkcPjwYYKDg1m0aJHUDnmQffjhh5w/f54FCxbg5+eHq6srjo6OlJaWMn78eLG4NzMzE4PBIKbBdJSbm4tOpxOD+u7o9XpycnLw8PAQu8f0JTc3F5lMZnKaTEeNjY3U1dXd9SuRXk8K1CWSfrC1teWee+5BLpeL/VtbWlr49NNPB3lkEolkqFmwYAHz5s3jt7/97V1bgF5aWsrf/vY3vL29pTaMQ0BtbS2/+tWv8Pb25pFHHhFbDV+8eBErKyuxKLS5uZn8/HzGjBnTZcZcp9OhUCjw8fHptdizqKgItVrdazB//XHz8/MZOXJkrznvPTH2Tvf39+/3vncy6S9KIuknd3d3YmJisLKyYsSIEQBUVFSwf//+QR6ZRCIZSoyLIDU1NfHyyy8P9nBuutraWv7yl7/g4ODAE088Ia0APgSsXbuWpqYmVqxYgbm5OUFBQeh0Oqqrq5kwYYK4YNHFixcxMzNj4sSJXY6hVCrRaDS9BuAGg4Hs7GxcXFzE98G+GNtCmrpy6fXnG0690zuSAnWJZAD8/f0JDQ3FwcFBnHG4dOkSKSkpgzwyiUQylISFhbFp0ya+/PJLjhw5MtjDuWlaWlrYs2cPACtWrBCLEyWD58cff+Tvf/87sbGxTJ48GVtbW8LDw7lw4QK2trZil5W6ujquXLnCuHHjsLGx6XQMYzqLp6dnr601S0pKUKlUTJgwwaRUJ0EQUCgUuLq6DqhlZ2VlJWq1etilvYAUqEskAxYeHs6oUaPw8PAQP+H/8MMPFBYWDvLIJBLJUPKb3/yG8ePH8+yzz9Lc3DzYw7lhGo2Gr7/+mubmZh5//HHc3NwGe0jDnlar5ZlnnsHe3p4VK1YgCAKTJ0+mvLychoYGwsPDxbVAMjIykMvl3XZzycvLQ61WdzvTbiQIAllZWTg6OnZZIKknFRUVNDc3M27cuAHVMBQUFCCXy/H19e33vnc6KVCXSAbI2AnGxcWFgIAA8SK4c+dOGhoaBnl0EolkqLC2tuZPf/oTJSUlbN68ebCHc0MMBgN/+9vfqKioYOnSpSYHapJb65e//CXFxcU88sgjODs74+Xlhbe3N+np6bi6uop53VVVVVRWVhIaGtolVUmj0ZCVlYWXl1eXnuodlZeX09jYSGhoqMlBt0KhwMbGZkAtGTUaDWVlZfj7+w/LGojh94wlkpvI2AnG0tKyUz7f+++/T1tb2yCOTCKRDCXTpk1jw4YNfPjhhyQlJQ32cAZEEAS+//57cnNzWbhw4YByjSU3X15eHh988AHjxo1j3rx5WFhYEB0dzcWLF2lvbyc6OhqZTIYgCGIaTHddV3JycnrsqW5knE23tbUVGyr0pbGxkcrKSsaOHTugQLuwsHDY9U7vSArUJZIbZOwEo9FomDJlivi4tCCSRCLpaNu2bQQGBvL000/T2to62MPpt+TkZNLS0pgxYwbR0dGDPRzJf6xcuVLsnQ7XFujTarUolUqCg4NxdXUFrnXoqaurY+LEieIdYKO2tjYUCgWjRo3qNZWpurqa2tpaQkNDTQ66FQoF5ubmnRYMNJUgCCiVStzc3IZV7/SOpEBdIrkJjJ1gmpubiYqKAq5dYN58881BHplEIhkq7Ozs+Pzzz1Eqlbz22muDPZx+ycjI4OjRo4SFhTFnzpzBHo7kPz777DN++ukn5s2bR2BgII6OjoSGhpKamoq1tTVhYWHAtZSljIwMHBwcui3IzMrKQq/Xd9tT/frtrK2tTZ7dbm9vp6ioiNGjRw+oW0tNTQ1NTU1iIexwJAXqEslN4u/vz4QJE2hqahJn1jUajbQgkkQiESUkJLBu3Tp+//vf89NPPw32cEyiUCj4+9//TkBAAIsXL5YWNBoiGhsb2bRpE15eXixduhRBEIiKiqKgoID6+nomT54s5qEXFhbS3NxMREREl5lwlUqFUqkUA/2e1NbWUlVVxfjx47vMyPckPz8fvV4/4DQppVKJpaXlgHLb7xZSoC6R3ERhYWGMHDlSrG6Ha23M3n///UEemUQiGSreeustfHx8eOqpp2hvbx/s4fSqoKCAvXv3MmLECJYtW2ZygCa59Z599lnq6+t5/PHHxUX4nJ2duXjxIl5eXmJwq9fryczMxNXVtdvi30uXLiGTyXrt9ALXZtPlcrnJs9sGg4G8vDw8PT17XTipJ+3t7ZSUlBAQEICFhUW/979bSIG6RHITGTvBODs7d8rJa2ho4KOPPhrk0UkkkqHA0dGRTz75hOzsbLZv3z7Yw+nRlStX+Oabb3BzcyMxMXHYLTQzlB0/fpy9e/cydepUYmJikMvlTJ48mfT0dPR6PVFRUeKdj9zcXFpbW4mMjOxyN6ShoYGioiKCg4N7XS20oaGBsrIygoODxUWT+lJaWkpra6u4Gmp/FRQUYDAYhnXaC0iBukRy0xk7wVhYWODo6CjOalRXV/PFF18M8ugkEslQsGjRIlauXMmbb75JRkbGYA+ni7KyMvbs2YOjoyMrV67ssjCOZPDodDrWrl2Lra0tK1aswGAwEB4eTlNTE8XFxYSEhIgpLBqNhuzsbEaMGNFty8WMjAwsLS0JDQ3t9ZzZ2dlYWFh02y2mJzk5Odjb2+Pj49O/J8j/FZG6u7vj5OTU7/3vJlKgLpHcAra2tsyaNYu2tja8vb3FJZZLS0vF1fwkEsnw9t577+Hm5saaNWvQarWDPRxRVVUVu3fvxtbWllWrVmFvbz/YQ5J08Prrr1NQUMBDDz2Eh4cHrq6ujBkzhtTUVOzs7Dq1Cs7MzOyx5WJNTQ3l5eXd9lTvSKVSUVxcTFBQEFZWViaNsba2ltraWoKDgwdU01BdXY1KpRr2s+kgBeoSyS3j5ubGjBkzqK+vJzg4WFw2WalU8re//W2QRyeRSAabq6sr//u//0t6evqQKTq/evUqu3btwtLSklWrVvVaXCi5/QoKCvjd735HUFAQ9913HwDR0dEoFAqx65ixjqChoYHc3FzGjBkjtmg0MvZUt7Gx6XOWPDs7GzMzs36lsCgUCiwtLQfc+zwvLw+5XD6si0iNpEBdIrmFfH19iY6OprKykkmTJom38DIzMzl06NAgj04ikQy2JUuWsHTpUrZu3crly5cHdSz19fXs3LkTgFWrVg3bvtVDlSAILF++HL1ez8qVKzEYDIwdOxYrKyuysrIYOXKkmGYiCAKpqanI5fJuZ9PLy8u5evUqEyZM6LVQs7W1lcLCQgIDA01Of2ptbeXKlSsEBgaanM/eUVtbG6WlpZ1W/B7OpEBdIrnFgoKCCA0Npbi4mLi4OPE2clpaGj/++OMgj04ikQy2P/7xj9jZ2bF27Vr0ev2gjKGpqYmdO3ei1WpZuXKleAdQMnT88pe/JDU1lYULF4rFn2FhYZw7dw6ZTNZpwb3CwkKuXr1KREREl3QVQRDIyMjA3t6+z0WIcnJyEASBkJAQk8eZl5eHIAj9ymfvqKCgAEEQpLSX/5ACdYnkNggPD8ff35+cnBwWLlwodk84ffo0p0+fHuTRSSSSweTl5cX7779PSkoKf/zjH2/7+VUqFTt37qS1tZXExMRuiw4lg+vo0aO88847hISE8Nhjj2EwGJg8eTLV1dVUVFQQFhYmdm1pb2/nwoULuLu7d5t6UlRURGNjI+Hh4b2uLtre3o5SqWT06NEm1yno9XqUSiW+vr4Dqm0wFpF6enpKaVf/IQXqEsltIJPJiImJwcvLi4sXL7JkyRKxeOfHH38kPT19kEcokUgG04oVK1i0aBGvvvoqBQUFt+28arWaXbt20dTUxIoVK/D19b1t55aYpq6ujuXLl2Nvb8+6deswNzdnxIgR+Pj4cP78eZycnDrNXl+8eJH29vZOLRqN9Ho9Fy9exNnZuc/8b4VCgV6v77MjTEdFRUVoNJoBL3BUWVlJS0uLNJvegRSoSyS3iZmZGTNnzsTR0ZH09HQef/xxMTfw73//+6Dnp0okksEjk8n45JNPsLCw4Omnn0YQhFt+zvb2dnbv3k1tbS3Lly+XCveGIEEQWLx4MbW1taxZs4YxY8Ygk8mIjo4mMzOT1tZWoqOjxZnx2tpalEol48aN67bGQKlU9thTvSOtVktubi4jR440uT2iIAgoFAqcnZ3x9PQc0PNVKpVYWVkxatSoAe1/N5ICdYnkNpLL5cTHxyOXy7lw4QKJiYniBfavf/0rhYWFgzxCiUQyWEaOHMnbb7/NsWPHbvkCaRqNhq+//prKykqWLVs24O4ckltr69atJCcnc++99zJ37lyam5sJDw9Hr9ejUCgIDAzEw8MD+L8CUhsbG8LCwrocS6vVkpWVhaenp9gyuCd5eXlotdp+zaZXVVXR2NjIuHHjBtSSUa1WU1ZWRmBgYK8pOcPN8F2TdQCampqorq4eUv1uJXemoKAg2traqK2t5aGHHkKlUgH/d9vvRivdLS0tpRw/ieQO9Mwzz7B//342btxIVFQUU6dOvenn0Ol0fPvtt5SUlLBkyZIBF/1Jbq2TJ0+yfft2goODefLJJ1GpVIwYMYJx48bx73//G0tLSyIjI8XtlUol9fX1TJ8+vdtuKwqFgvb2diIiInoNpI0fAkaMGIGbm5vJ41UoFFhZWTF69Oj+PdH/yM/PRxCEPgtchxspUDdRU1MTVVVV+Pr6YmNjM6BPixJJR1qtlubmZiwsLJDL5dTV1Yk/c3NzM3lhiesJgiDOTABSsC6R3EFkMhl79uxhypQpLFmyhLS0tAGnEXRHo9Hw7bffUlBQwOLFizstjiMZOhoaGli2bBk2NjY8//zzWFlZYTAYmDZtGkVFRVy9epWpU6eK7xNtbW1kZGTg5eXVbQpTW1sbly9fZuTIkX129CkoKKCtra1fvxvNzc2Ul5czYcKEAU00CYJAfn4+Xl5eODg49Hv/u5l0b8FE1dXV+Pr6YmtrKwXpkpvC0tISOzs7tFotWq2204IUtbW1qNXqAR1XJpNha2uLr68v1dXVN2u4EonkNnFzc2P//v1cvXqVxx57DJ1Od1OO297ezp49eygsLGTx4sWdZmMlQ4cgCCxdupSqqipWr17NuHHjUKvVTJs2DZlMRnp6epeOLunp6ej1+m4LSOHaokU6nY7w8PBez20wGMjOzsbd3V1MqTFFbm4uZmZmjB071vQn2kF5eTmtra0D3v9uJgXqJtJqtSY3+5dITGVlZYWtrS0ajQaDwdCp+Ke+vp7W1tYBH9vGxkZK05JI7lCTJ0/m448/5vjx42zevPmGj6dWq9m5cyelpaUsWbJECtKHsB07dvDvf/+buXPncu+991JfX8/48ePx9vYmPT0drVZLdHS0GJBXV1dTVFTE+PHju72D2tLSQl5eHoGBgX0Whubn59Pa2sqECRNMnpTUaDQUFBTg5+c34DhJqVRibW0tdR3qhhSo94M0ky65FaytrbG2tkatViOTyTrNrDc0NIj56/0l/b5KJHe2J598kvXr1/O73/2Ob7/9dsDHaWlp4auvvqKqqoply5ZJ6S5D2NmzZ3n99dcJDAxk9erVtLS04ObmRkREBFeuXKGwsJDQ0FCcnZ2BazPgqamp2Nra9vjveunSJQAmTpzY67l1Oh2ZmZl4eHjg7e1t8pgLCgrQ6XQDbsnY0tJCeXm5VETaA+kVkUgGmTFVRS6X09LS0iVYb2pqoqmpaRBHKJFIBsu7777LjBkzeOqpp8jMzOz3/k1NTfz5z3+mtraWxx9/fMDBlOTWU6lUPPLII8jlcp577jkcHByQyWRMnz4dtVrN2bNncXNz6xRwKxQKmpqaiIqKEtv9dtTY2EhhYSFjx47Fzs6u1/MrFAra2tr6bN3YkcFgQKFQ4OHh0el9qz/y8/MBpN7pPZACdYlkCJDJZNjb22NpaUlLSwtmZma4urqKF0uVSkVjY+Mgj1IikdxucrmcvXv34ujoyMMPP0xDQ4PJ+zY0NPDll1/S3NxMYmKi1E1jiHvssccoLy9n1apVhIeHo1KpiI6Oxt7enpSUFARBYPr06eKsc2trK5mZmfj4+HSbMiIIAufOncPS0rLPuyjt7e1cvnwZX1/fPotNOyoqKqK1tbVfbRw7MhgMFBQU4O3t3ecHieFKCtQlt9zq1avx9/cXvy8qKkImk/Hll18O2phulnfffZcHHngAb29vZDIZW7Zs6df+Bw4cYNKkSVhbW+Pv78/7778PXAvMzc3NcXFxEYP1lpYW6uvrb/ZTkEgkQ5y3tzf79u2jqKiIlStXYjAY+tyntraWP//5z6jValatWjXglnmS2+P3v/8933//PQkJCSxatIi6ujr8/f3x9/cnKyuLmpoaoqKisLe3F/dJS0tDEASmTJnS7TGvXLlCdXU1ERERfXYRy87ORqvVEhERYfKYBUEgOzsbZ2fnfqXKdFRWVoZarZZm03shBeqS287b25uUlBTuu+++wR7KDfvss8+orq7moYce6ve+R44cYcmSJURHR3P48GE2bNjA9u3b2bFjB2ZmZmLrxo7Bulqtpra29mY/DYlEMsTNmDGD9957j0OHDrFt27Zet62urubPf/4zOp2OJ598UirQG+IyMjLYvHkzo0ePZvXq1Wg0Guzt7YmKiuLq1atkZmYyevRoAgICxH3Ky8spLS1lwoQJnYJ3I61WS3p6Oi4uLn0Gwa2treTl5REQEGDyKqQAJSUlNDc396vw9HpKpRIbGxt8fHwGtP9wIPVRl4ja29sH3Lu7P6ysrIiNjb3l57kdsrKyMDMzQ6fT8fHHH/dr382bNzNz5kw+/fRTABISElCpVGzbto0NGzZgZ2dHc3Mzjo6OuLi40NDQgMFgoL29natXr/br9qREIrnz/exnP+Ps2bNs2bKFKVOmdDvZUV5ezu7du7GwsGDVqlXSdWKIU6vVLF68GAsLC9atW4e7uztNTU3Ex8cjCAKnTp3C1taWqKgocR+9Xk9aWhoODg6MHz++2+NeunQJtVrNPffc02cQnZmZiSAI3a5m2hNBEMjKysLBwYFRo0aZvF9HKpWKyspKJk6cKBWR9kJ6ZYapLVu2IJPJyMzM5N5778Xe3p5ly5aJP9+/fz+xsbHY2tri7OzMo48+ypUrVzodw9/fn8TERD777DOCgoKwtrZm8uTJHDt2rNdz95T6kpSUxLx583BycsLOzo6IiAi++OIL8efffPMNs2fPxsPDA3t7eyZNmsRXX31l0vP9+uuvmTRpEvb29jg5OREWFsYnn3xi0r69GejFpaSkhAsXLpCYmNjp8ZUrV6LVavnhhx/ERR+am5uxtLTE2dlZPJ9Go6GmpubGBi+RSO4oMpmMjz/+mIiICBITE1EqlZ1+XlJSws6dO5HL5axevVoK0u8ATzzxBMXFxTzxxBNERUXR0NBAREQErq6unDt3DrVazfTp05HL5eI+2dnZqFQqoqKiul1cqKGhgdzcXMaMGdPnyqJNTU0UFBQQFBTUrxzxiooKGhoaCA0NvaHZdECqneiDFKgPc4sXLyYuLo6///3vbNy4EYCPP/6YJUuWEBoayr59+/jkk0/IzMwkLi6O5ubmTvsnJSXx7rvvsn37dr755husrKxYuHAhCoWiX+M4ePAgc+bMQaPR8Mknn3Dw4EGeeuopiouLxW0KCgpYunQpe/bs4cCBAzzwwAM8/fTTfc5kJycnk5iYSFxcHAcOHGDv3r0888wznYqyBEFAp9P1+WVKbqgpsrKygK7tsgICArC1tSU7Oxtzc3McHBwwGAw0Nzcjl8txcXERL8xarVZa0EgiGWZsbGzYv38/ZmZmPPLII7S0tABQWFjIrl27sLOzY82aNQPuwCG5fV555RUOHDjArFmzePDBB6mrq8Pb25tx48ZRWFhIcXExEydO7PSBq7m5mezsbPz8/BgxYkSXY3YsIDUl3/zixYuYm5v3q2WncTbd1ta2U/1ZfxiLSI0LSUp6JqW+DKKCGhWpRXVE+7sS6NE1x+x2ePHFF9mwYYP4vUqlYtOmTaxZs4Y//elP4uMxMTEEBwfzxRdf8NJLL4mPV1VVcerUKXHJ4jlz5jB69Gi2bdvGrl27TBqDIAhs2LCByMhIjh07Js4az507t9N2r776qvj/BoOB+Ph4Kioq+Oijj3juued6PP6ZM2dwdnbmvffeEx+bP39+p22++uor1qxZ0+dYn3zyyZtSBFtXVwfQaYEjIxcXF/HnFhYWODg40NzcTHNzMw4ODjg7O9PQ0IBer0en01FVVYWXl9cNj0kikdwZAgIC+Mtf/sKCBQt45plneP3119m3bx8uLi6sWrWq25xlydCyY8cOfve73xEREcHatWsxGAzI5XJiY2NpaWnh3LlzeHh4dAqgBUHg7NmzmJmZMXny5G6PW1RURE1NDdHR0X2mstbW1lJSUsLEiROxtrY2eew1NTVcvXqVKVOmDPiucmlnye4rAAAgAElEQVRpKe3t7VIRqQmkQH2QFNSouP+DZAQBZDI49POZgxKsP/zww52+T0lJoampiRUrVnRatnrkyJGMHz+eEydOdArUY2NjxSAdwMHBgfvuu4+UlBSTx6BQKCguLmbz5s29/tHn5eXx2muvceLECSorK8XZ7b4uRtHR0dTX15OYmMjy5cuZOXOmuFiE0QMPPEBqamqfY71Zt5IFQQC6X5TI+DMjS0vLTsG6o6Njp2Bdr9dTUVEx4Kp7iURy55k/fz7bt2/n1Vdfpb6+nocffpjExERpdvIO8MUXX/Dqq68SHBzMCy+8gI+PDzU1NSQkJCCXyzlx4gQymYxp06Z1eo9QKBRUV1cTHR3d7QqgGo2GCxcu4OrqalI6SUZGBlZWVj3mufckMzMTa2vrG0pZycvLw9bWVnrfMoEUqA+S1KI6BAHUWj02luakFtUNSqB+/R+JMZXi+tlso+tngLubyfXy8qKsrMzkMRi7mIwcObLHbVQqFfPmzcPW1pYdO3YwZswY5HI5H330UaeZ/+7ExcWxd+9ePvjgA/GDSVxcHO+++y7h4eEAuLq6mlTtfrMKXoy3pY0z5x01NDR0uW1taWmJvb19l5n1xsZGdDodgiBQXl7OiBEjpKIciWQYEASBqKgoxo8fzw8//MDLL78sBel3gAMHDvDcc88xatQoXnzxRcLCwigoKCAkJIQRI0Zw8eJFamtrmTFjRqec8fr6ejIyMvD19e0xQL506RJtbW3ExcX1mTdeWVlJVVUVkyZNwtLS0uTx19bWUlVVRWRkZLf58aZobm6murqa8PBwaQVtE0jv6IMk2t8VmQxsLM2Rya59Pxiu/yMxFp58+eWXpKamdvkydigxqqqq6nLMqqqqfrUDM85S9xbcp6SkUFxczKeffsrKlSuZPn06UVFRnWb9e7N06VKSkpKor6/nu+++o6KiggULFoiz8l999RWWlpZ9fj311FMmP6/eGG9nGnPVjXpbPEIul2Nvb49Wq0WlUiGXy3FycupUZFRZWYlWq70pY5RIJEOTTqdj//79nD59mq1btzJ27Fgee+wxMjIyBntokl4kJSWxfPly3NzceOmll4iJiaGkpARXV1fCw8Oprq4mKyuLwMDATneq9Xo9p0+fRi6XExMT021wW19fT25uLkFBQX3WJwiCQEZGBra2towdO7ZfzyErKwu5XH5DKSt5eXnIZDICAwMHfIzh5K6aUX/zzTfZv38/CoVCbAH45ptvdinYGwoCPew59POZg56jfr3p06fj4OCAUqnkySef7HP7M2fOUFJSIrZnam5u5p///Ge/eqQHBwfj7+/P559/zrPPPtvtRai1tRWg0yf/+vp6Dh48aPJ5AOzt7bn//vspKChgw4YN1NbW4uHhcdtTX/z8/IiIiGDPnj08/fTT4uO7d+/G0tKShQsXdruflZUVgiDQ0tJCS0sLdnZ2ODo60tzcTHt7O3Atf9DZ2VmaXZNI7kKtra18++23XLlyhblz54qTFnFxccyZM4ejR4+KdwolQ0d6ejr3338/tra2bNiwgdjYWEpLS7GwsGDmzJnodDpSUlKwt7fvsoDRhQsXxJaN3aV6GgtIraysTCogLS0tpa6ujpiYmH7Nijc0NFBWVsbEiRP7NQvfkVarJT8/Hz8/v27TdyRd3VWB+vHjx/nZz35GdHQ0giDw2muvMXfuXLKzs4dkBXygh/2QCdCNHB0defvtt1m/fj01NTUsXLgQJycnysrKSEpKIj4+nieeeELc3svLi/nz57NlyxasrKz4n//5H1paWvjNb35j8jllMhnvvfcejzzyCLNnz+a5557Dw8ODy5cvU11dzdatW5k+fTqOjo6sX7+erVu30tLSwrZt23B3d6exsbHX47/22mtUVVWRkJCAj48PpaWl/OEPfyAyMhIPDw/g2p2EvtpYdefcuXMUFRWJM/PZ2dns27cPgEWLFonB8pw5cyguLu7UTu3//b//x/3338+6det4/PHHSU9PF3uod1fNb2RtbY3BYECtViOTybC1tRWD9ba2NuDaBVWaWZdI7i719fXs2bOHhoYGli5dKt6ZCwwM5NixY8THx4vBen96Ykturfz8fObNmwfACy+8wIwZM6ivr0er1TJ37lxsbW05deoUarWaefPmYWHxf6FZRUUFubm5BAcH95jPXVhYyNWrV4mJiel0h7U7BoOBjIwMHB0dOy2gZIrs7GwsLCwIDg7u134dFRQUoNPpGDdu3ICPMdzcVYH6kSNHOn2/a9cunJycOHXqFA888MAgjerOs27dOkaNGsXbb7/N119/jVarxdfXl1mzZhEZGdlp27i4OOLj43n11VcpLS0lNDSUw4cP9/sPefHixfz444+88cYbrF27FrjWW9VYuOrh4cF3333Hyy+/zNKlS/Hx8WHDhg3U1dWxdevWXo8dExPDH/7wBzZu3EhdXR2enp7Mnz+fN954o19j7M4f//jHTr3c9+7dy969e4FrF09j6ypjh5aOFi1axL59+9i6dStffvklXl5evPrqq/zqV7/q87w2NjYIgkBbW1unYF0mk9HW1ibOuqtUqht+jhKJZPCVlpbyl7/8BUEQWLVqVafUCICgoCCOHz9OXFwcs2fP5tixY0PybvJwU1VVRVxcHCqVihdffJFZs2ah0Whobm4mLi4OFxcXCgoKKCkpISIiotOEUVtbG2fOnMHR0bHLe6+RsYDU3d3dpMC7sLCQ5uZmkxZC6qi5uZni4mLGjx8/4IURBUFAoVDg7u4+oImx4UomXN9i4jonTpy4JSc2tiG6lSoqKvDx8eHkyZPMnDmz122joqI4d+5cjz+/fPkyISEhN3uIdzR/f39mzpzJ7t27B3sow5IxGG9vb8fW1hYbGxv0er04s24wGCguLub06dO8/PLLgz1ciUQyQJcvX2b//v04ODiwYsWKXoOcvLw84uPj0Wq1HDt2rF/9sSU3V2NjI9HR0RQWFvLcc8+xaNEi7O3tKS0tZdq0afj7+9PU1MSRI0dwdXVl9uzZYvAsCAInT56koqKC+fPnd9vKFyA1NRWlUsmCBQt63MZIr9dz6NAhbGxsmDdvXr8C9bNnz1JYWMiDDz444JSV0tJSTp48yYwZM7p80Bxu+oo5O+pzRj0+Pv6WVOWOGDGiX51BBsLYm3vatGnd/vzTTz8ViyOlVR4ldxqZTCZ2BTDm8NvY2HSaWYdrHXO2b99u0ky9RCIZWs6cOcORI0cYOXIky5cv73P1yLFjx4ppMMaZ9e6K0yW3VltbGwkJCeTn57NmzRrmzp2Lm5sb+fn5RERE4O/vj06n4/Tp05iZmXVpxVhQUEBZWRmRkZE9BuB1dXUolUqCg4P7DNIBcnNzaW1t7XKuvrS2tlJYWEhgYOAN5ZUrFApsbW177fAm6cqk1BczM7Ob+sIWFxd36RV9s/3iF78gOTmZ5OTkHoslnn32WZ599lng2qcbieRO01Ow7uDggEwmE3/3dTodW7du5b//+7+lAh6J5A5gMBg4cuQIZ8+eJSQkhIcfftjkAr7g4OAuwbp0R/j20el0LFiwgPT0dJYvX86CBQvw9/cnOzuboKAgQkJCEASBlJQU6uvrmTVrVqfi/+bmZtLS0vDy8uqxx7kgCKSmpmJtbW1SPYJGoyE7Oxtvb288PT379XxycnIQBOGGPvDV19dTXV1NZGSk1EK4n0wK1D08PCgsLLxpJ73V/0gbN27km2++4dixY1L7n1uoqKhosIcgofdg3dLSEj8/P65cuQLAW2+9xVNPPSV26ZFIJEOPVqtl//795OTkEBsby7x58/r9vjlu3DiOHTtGQkICCQkJHD9+vN8L20j6TxAEli1bRlJSEg8++CAPPvggoaGhYg/0qKgoZDIZ58+fp7S0lMmTJ3dqZ2wwGDh9+jTm5ubExsb2OPOdn59PXV0dsbGxfRaQwrVgW6PRmNQVpqP29naUSiWjR4/u825ObxQKBRYWFje0SNJwddd9rNmwYQNff/01R48elS5KkmHDGKxbWVnR2toqdoSxtrYmNDS008XxT3/6E8eOHRvE0Uokkp40NTXx5ZdfkpOTw4IFC7j33nsHPLk1fvx4jh49CkBCQgI5OTk3c6iSbjz77LN89913zJkzh0cffZRJkyaRmZmJm5sb06dPRyaTkZeXh0KhIDg4uEv3k8zMTOrq6oiOju6xxW57ezsZGRl4eHiIDQt609bWRk5ODn5+fialyHSUk5ODXq+/oVqHtrY2iouLCQgIMOlDhaSzPmfUH3zwwZve2vBWHBNg/fr17Nq1iwMHDuDi4kJlZSVwrXe2vf3QaoMokdxsxmBdEARxZh1g6tSpWFtbI5PJKCwsRK/Xc+LECXJycnj++ecHccQSiaSjwsJC9u3bh06nY/ny5TelhV1ISAhHjx7tNLMutca7+bRaLatXr+brr78mJiaGxMREJk+eTFZWFjY2NsTFxWFhYUFZWRnnzp3Dx8eHyZMndzpGTU0NWVlZBAQE9FpsmZGRgVarFWfn+5KZmYnBYOh3f32NRkNeXh6jRo3C0dGxX/t2lJeXh8FguKG2jsNZn4H6gQMHKC0tvaknPXDgwE09ntGHH34IXOtZ3dHrr7/Oli1bbsk5JZKhRCaTYW9vj0qlorW1Fa1Wi0wmIyIiAisrK2QyGRUVFahUKqqrq9m2bRv/9V//NeB2WxKJ5MYJgsDp06f597//jZubG4899thNW1wNIDQ0VMxZNwbrUtB081y9epUFCxaQlpbGrFmzWLlyJVOmTBFX4ExISMDKyor6+npOnz6Ni4sLM2bM6BRkazQaTp8+jZ2dXZcFj64/V35+PuPGjcPZ2bnPsalUKvLz8xkzZgwODg79el55eXlotdobmk3X6/Xk5eXh4+NzQ8H+cGbS/TQ/P787osWTIAjdfklBumQ4MQbrcrkcjUaDQqEArt0GnzZtGiNHjsTHxwe4dhHdsWMHBQUFgzlkiWTYam9vZ9++ffzrX/8iJCSEZ5555qYG6UbGYF2n05GQkEBeXt5NP8dwlJGRQXh4OBcuXODxxx/nqaeeYvLkyZSWlqLRaIiLi8Pe3p7W1laSkpKQy+Xi7HpHaWlpYkeWnoqG9Xo9Z8+excbGxuQFrc6fP4+ZmVm/e+rrdDoUCgXe3t79TpfpqLi4mPb2dukuzg0wOfGtvr7+Vo5DIpHcRMZg3dzcnPPnz5ObmwtAQEAA8fHxuLq6EhQUJG6/a9cuDh48OFjDlUiGpatXr/L5559z+fJl5s2bx9KlS29pDu+ECRM4evQoGo2G+Ph4UlNTb9m5hoO//vWvxMbG0tzczIsvvsiiRYuIjIyksbGRxsZGZsyYgZubG1qtluPHj6PVaomLi+vSeevKlSsUFRUxYcIEcbXs7ly8eJHGxkamTp1qUgeg8vJyysrKmDBhQr+7feXn59Pe3n5Dk7TGBY6cnJzw8vIa8HGGu7uumFQikVwjk8mwsrLC19eXtLQ0cQbNy8uLefPm4ejoSHBwsBgYXLhwgXfffXcwhyyRDBvZ2dl89tlntLa2smrVKrHQ8FabOHEiR48exdLSkhkzZvDee+/d8nbJdxtBEPj1r3/N8uXLcXNzY/PmzURHRzN9+nTUajWVlZVER0fj4+ODwWDg1KlTNDU1MXPmzC7pKq2trZw9exY3N7deZ72rqqrIyckhKChIvCPaG71eT1paGg4ODv1urGEwGMjJycHDw6PXDw59qa6upqGhgXHjxt2W3+27lRSoSyR3MZlMxsyZM/Hx8eHcuXMolUoAHB0dmT9/Ph4eHowePVqc7Whubua3v/0tTU1NgzlsieSuZTAY+PHHH9m7dy+enp6sW7fOpM4dN1NYWBjp6encd999bNy4kYceeoi6urrbOoY7lVqt5sEHH2T79u2Eh4ezefNmxo0bR0JCAtXV1RQWFjJx4kTGjBmDIAicO3eOiooKoqOj8fb27nQsg8FASkoKgiAwbdq0Hrv7aDQazpw5g729PZMmTTJpnJcvX0alUhEVFdXvrkGFhYW0trbecMqzQqHAysrqtv9+322kQF1yy61evbrTH2pRUREymYwvv/xy0MZ0sxgMBt588038/f2xtrYmIiKCv/3tb33uZ3wNevr65ptvxG17227Hjh19nsvMzIyZM2fi7e1Namoq+fn5AFhZWTF79mwCAwNxcnISZ10EQeD3v/89aWlpA3xVJBJJd1paWti9ezenT58mKiqKJ598ctAK7FxcXNi/fz/vv/8+hw8fZtKkSaSkpAzKWO4Uxr7nhw4dYuHChfz85z9n9OjRzJ49m5ycHDFIN86MX758mfz8fEJCQrrtH56WlkZ1dTVRUVG9FnqmpaWhVquZNm1al9z27rS0tJCdnc2oUaMYMWJEv56jwWAgOzsbFxeXfu/bUXNzM2VlZQQFBfW46KTENFKgLrntvL29SUlJ4b777hvsodyw3/zmN2zZsoUXXniBw4cPExsby6OPPsr333/f637G1+D6rzlz5mBlZcX8+fPFbbvbLjExEYAHHnjApHGam5tzzz334O3tzdmzZ8WcdTMzM2JiYggPD8dgMDBp0iTxFuWhQ4fYuXPnQF4WiURynbKyMj799FNKSkpYvHgx9913X69Bl7EZgsFgQKfTodVq0Wg0tLe3o1araW1tpaWlBZVKRVNTE+3t7f0ek0wm48UXX+T06dNYWFhwzz338NZbb2EwGG7kqd6VTp06RUREBPn5+axdu5Zly5bh5+fHrFmzOHv2LJWVlUydOpWwsDBkMhlXrlwhIyMDPz+/bhcZys3NRalUMn78eAICAno8b8f8dVOLjI2TLNe3fzRFYWEhKpWKiRMn3lC6Sm5uLmZmZowdO3bAx5BcY9LKpHBtEYYdO3YQERFBRESESTlSkjtLe3v7bWnTZ2VlRWxs7C0/z61WXV3NO++8w+bNm3nllVeAa4uKKJVKNm/ezKJFi3rct7vXwJir+MADD3RaZ6C71yoxMZGoqKh+3Zo0BuunTp0iLS0NvV5PSEgIMpmMCRMm4ODgwJkzZwgLC6OgoACVSkVhYSFvvvkmv/jFL6QWjhLJAAiCwPnz5zl8+DAODg489dRTXVIgjNtVV1dz5coVSktLaWtr6/e5XF1d8fb2xtvbGzc3N5NTHqKiojh//jxPP/00mzZt4vjx4+zcufOWdJ+5E33++ef87Gc/w97env/6r/9i/PjxBAYGEhoaSlJSEm1tbdxzzz3iCqNXr14lJSUFd3f3blcXraioIC0tDV9fXyIjI3s8r1qtJjU1FVdXV5Ov9cYC0oiIiB4XTOqJXq8XF2fquFpqf2k0GgoKCvDz8+t3EaukK5Nn1NVqNb/61a+4//77GTVqFJ6ensyfP5///u//Zs+ePWRlZUmfwu8gW7ZsQSaTkZmZyb333ou9vT3Lli0Tf75//35iY2OxtbXF2dmZRx99VFyG3sjf35/ExEQ+++wzgoKCsLa2ZvLkyX2uetlT6ktSUhLz5s3DyckJOzs7IiIi+OKLL8Sff/PNN8yePRsPDw8xV++rr74y6fl+/fXXTJo0CXt7e5ycnAgLC+OTTz4xad+eHDlyBI1GI85uGyUmJnLp0iUKCwv7dbz9+/fT3NzMk08+2et2ycnJ5Ofn97ldd8zNzZk5cyZ+fn5cuHCBS5cuiYVkfn5+4hoEfn5+YlcYjUbDjh07yMjI6Pf5JJLhrLW1lX379nHo0CECAgJ49tlnOwXpxuA8NTWVAwcOcPToUQoLC/Hw8GDChAmEhYURHh5OREQEkZGRTJo0icmTJxMVFUV0dDRTp04lJiaG2NhYwsLCMDMzIysri3/961989913JCcnU1BQgFqt7nOsTk5O/PWvf+XDDz/k6NGjREZGcvLkyVv58gx5BoOBF154gWeeeYZRo0bxq1/9itDQUCIiIggODhbbXc6ZM0cMbJubmzlx4gS2trbMmjWrS9pHY2Mjp06dwsnJqdcCYkEQOHPmDHq9vtf89Y5upIAUrvVNb21tJSIi4oZm0wsKCtDpdFJLxpvE5Bl1S0tL3N3dKS8vB659YvzXv/7Fv//9b3EbKysrQkNDiYyMFL/Cw8OlJvdD2OLFi1m7di2bNm0SLwQff/wxzz//PGvWrOG1116jubmZLVu2EBcXx8WLFzvl0iUlJZGWlsb27duxsrLif/7nf1i4cCEZGRn9+iM9ePAgS5YsYcaMGXzyySe4u7uTlZVFcXGxuE1BQQFLly5l8+bNmJmZceLECZ5++mnUajXPPfdcj8dOTk4mMTGRF198kbffflusaG9oaBC3EQQBvV7f5zjNzMzE1ykrKwsrK6tObQ4BceYjOzu711ua1/vqq6/w9PRkwYIFfW4nl8t5/PHHTT52R2ZmZkyfPh1zc3MyMzPR6XRERkYik8lwc3Nj/vz5JCUlodfrueeee8Q36wMHDpCcnMz69esHdF6JZDhRKpUcPHiQ1tZW5syZw/Tp0zEzM0MQBGpqarhy5QolJSW0tbVhbm6Oj48Pfn5++Pj4mJSH3J2JEyei0WiorKykvLyciooKSkpKAHB2dsbHxwdvb2/c3d27DfxkMhnPP/8806ZNY9myZcTHx/Pb3/6WX/7yl/0uSLzTGa91Fy9eJDY2ljVr1uDo6MjUqVOxsrLi2LFjWFtbk5CQIL4ntrW1kZSUhCAIxMXFdbkL2d7eTlJSEubm5t32Uu9IqVRSWVlJVFSUyTFUTk4OKpWKhISEfv97aTQasrKyGDFixA21UjS2ZPTw8LglK9APRyZfDVxdXSktLaW2tpYLFy6IXxkZGeTk5KDT6Whra+P8+fOkp6d32tff359Jkyaxb9++m/4E7mhXlXDlNPhNB/egvre/BV588UU2bNggfq9Sqdi0aRNr1qzhT3/6k/h4TEwMwcHBfPHFF7z00kvi41VVVZw6dUpc7njOnDmMHj2abdu2sWvXLpPGIAgCGzZsIDIykmPHjokXmLlz53ba7tVXXxX/32AwEB8fT0VFBR999FGvgfqZM2dwdnbmvffeEx/rmAMO14LfNWvW9DnWJ598UrwTUFdXh7Ozc5eZB+PFqT9dFMrKyjh69CgbNmzo9eLd1tbG3r17ue+++3BzczP5+NeTyWTExMRgYWEh/v0al6O2s7Nj3rx5nDp1ioqKCubOncuZM2dQqVRcvXqVD7a8xIqZ/rhG3j9ov7cSyVCl1Wr58ccfSU1NxcPDgxUrVuDl5dVtcO7t7c3o0aNvKDi/nlwux8/PDz8/PwRBoKGhQQzaL1++THZ2NpaWlowYMYKAgAC8vb27BHWRkZGkpaXx3HPP8etf/5qkpCR27do1LHphFxYW8uKLL3Lo0CEcHBxYsWIFc+bMwcHBgXvuuUecMXd1dSUuLg5ra2vgWgHnsWPHaG1tJT4+vktwrdfrOXnyJGq1mjlz5mBnZ9fjGJqamkhPT2fEiBFdJoJ60tLSQlZW1oAKSOFakK/RaLrNp++P0tJSWltbB5QfL+lev68Mbm5uzJkzR7xFDtc+iWVmZpKRkSEG8MbG/HDtF7+oqOimDfqucFUJn8wCBEAG604MStDz8MMPd/o+JSWFpqYmVqxYgU6nEx8fOXIk48eP58SJE50C9djYWDFIB3BwcOC+++7rV/cAhUJBcXGxOFPek7y8PF577TVOnDhBZWWlmGrVV+50dHQ09fX1JCYmsnz58m572T7wwAMmLf7RMWdTEIRubw8OpCfxrl27MBgMfaazHDhwgMbGRlavXt3vc1xPJpMxZcoULCwsuHz5Mnq9npiYGGQyGZaWlsyaNYv09HRyc3OJjIxEq9WSd+b/Yx27IVlAe2o7lutTpGBdIvmP8vJy9u/fT21tLbGxscTHx1NYWMiZM2dQq9VicO7n54evr2+3wbnBYKCxsRGdToe5uTnm5uaYmZlhYWGBmZmZ+JgpqQkymQwXFxdcXFyYMGECGo2GqqoqMY+5pKQEGxsbAgMDGTNmTKfg0cHBgd27dzN79mxeeOEFIiMj+d3vfsdjjz12V3bxaGpq4te//jUff/wxAPPmzePRRx/F2toaJycn4uLiKC4uJisrC29vb2bOnCn++zU1NXHs2DG0Wi0JCQldeo8LgkBqaio1NTVMnz6919x/Y8tGc3PzbvPbe3L+/HlgYAWkbW1tKBQK/Pz8bngWXKFQYGtry8iRI2/oOJL/c1M+wsvlciZPntzlF6SoqKjTzLukgyunAQG0rWBpe+37QQh4ri9qqq6uBrrOZhtdv5RwdzMsXl5elJWVmTyG2tpagF7/sFUqFfPmzcPW1pYdO3YwZswY5HI5H330UaeZ/+7ExcWxd+9ePvjgA/GDSVxcHO+++y7h4eHAtVlwJyenPsfa8YOEq6sr9fX1XQJ24yq+/bng7dy5k8jIyD5nM3bu3ImHhwcLFy40+di9kclkREREYGFhwaVLl9DpdOItejMzM6ZMmYKzszPnzp3D2tqaR6Z4QRrI0aERLDj04avEbfyi19ZiEsndzmAwkJycTFJSEvb29iQmJmIwGDh8+DBqtRpPT08mTZqEj49PpxUlBUGgubmZ2tpa6urqqK2tpb6+3qR6L2PQbvyvtbU17u7ueHh44O7u3m0hoVwuZ9SoUYwaNQqDwUBZWRn5+flkZWWJaQ9BQUH4+vpiZmaGTCZj7dq1xMTEkJiYyIoVK9iyZQubN28mMTHxlq6iervodDr+93//ly1bttDQ0MCUKVN4/PHHGT16NBqNBk9PT6ZPn86lS5coKCggMDCQ6Oho8b2grq6O48ePA9fuKF//HgnX2jQaWzeOHj261/FkZWVRV1fHjBkzTC7ELC8vp7S0dEAFpMZz6vV68f1woOrq6qipqenUPUxy427OvbYe+Pv74+/vz0MPPXQrT3Nn8psOyK4F6cj+8/3td/0fkzGd4ssvv+y2yvz6gKyqqqrLNlVVVf2qGDfOLvQW3KekpFBcXMzJkyeZOUIKrvoAACAASURBVHOm+HjHWf/eLF26lKVLl6JSqTh+/DibNm1iwYIFlJaWYmZmNqDUlwkTJtDe3k5+fn6n25PZ2dkAhIaGmjS21NRULl++zO9///tet6usrOSHH37ghRdeMGn5aFPJZDImTpyIubk5Fy5cEF9j46zZmDFjcHZ2Jjk5mQv1diw0t0BnkIEgUGjwIe3dd5k6depN+/AgkdxJ6urq+O677ygtLWXixImEhoaSmZlJa2sr7u7uTJs2TZzQUKvVVFVVUVtbKwbnWq0WuFbo7erqSnBwMK6ursjlcvR6PQaDAb1e3+uXwWBApVKRn58vtl61tbUVA3cPDw+cnJw6TTSYmZmJQXtLSwv5+fkUFhaSnJyMlZWVOMvu4ODAxIkTOX/+PAcPHmT79u2sXbuWrVu3smnTJp566ikx/eNOc+jQITZs2CAG4M8//zxTp05FrVaL6YF+fn5iGqCxwNf4vlldXU1SUhJyuZzZs2d3O2FRWloqtmnsbeVRuFb7l5WVhb+/f6c71b250QJSlUqFUqkkMDDwhidcFAoFFhYWBAYG3tBxJJ3d0kBd0gv3oGvpLoOco3696dOn4+DggFKpNKmryJkzZygpKWHUqFHAtYr3f/7zn/3qkR4cHIy/vz+ff/45zz77bLefxFtbWwE6Baj19fUcPHjQ5PMA2Nvbc//991NQUMCGDRuora3Fw8NjQKkvCxYsQC6Xs2fPHl5//XXx8d27dzNx4kSTC0m/+uorLCwseOKJJ3rdbvfu3ej1+gF1ezFFSEgIFhYWnDt3jqSkJGbNmiXe2nVzc2PBggWcOnWK74XNhNo10D4iioZj6WAwcPbsWTIyMti4caPUxlEyLBjbLh45ckRsfdrS0sKFCxdwdXVl6tSpeHp6UlFRQXJyMrW1teJ1TCaT4eTkhJ+fH25ubri5ueHo6HjDBZsGg4H6+npqamq4evWqmBcPYGFhgZubmxi8u7m5iTPidnZ2hIeHExYWRnl5Ofn5+eTk5HD58mU8PDwICgpi1KhRPPzwwzz00EMcOXKEN954g/Xr1/PGG2/wyiuvsG7dOuzt7W/sRb1NLl26xPr16zl58iRubm4888wz3HvvvQiCgFqtJiAggEmTJiEIAkePHqWuro7o6OhOEzJlZWWcOnUKOzs7EhISup3Jrq+v5/Tp07i6uvaZxqLT6UhJScHGxoYpU6aY/FyMBaTx8fED+v25dOmSOFlzI9RqNVeuXCEoKOiuuNMylJgUqC9evLhfqQwSE7kHDZkA3cjR0ZG3336b9evXU1NTw8KFC3FycqKsrIykpCTi4+M7BZReXl7Mnz+fLVu2iF1fWlpa+M1vfmPyOWUyGe+99x6PPPIIs2fP5rnnnsPDw4PLly9TXV3N1q1bmT59Oo6Ojqxfv56tW7fS0tLCtm3bcHd3F2shevLaa69RVVVFQkICPj4+lJaW8oc//IHIyEgxl9D4Ztkfnp6ebNy4kTfffBMHBwcmT57Mt99+y9GjR7t8gJgzZw7FxcUolcpOj2u1Wr755hsWLlyIp6dnr+fbuXMnYWFhJi8hPRBjx47F3Nycn376iWPHjhEfHy9+OLKysiIhIYGLF934KTsb1xZLVq9ezT/+8Q9qampob29nx44dLFq0iOjo6Fs2RolksKlUKv7xj3+Qm5uLj48P7u7uVFVV4ezszKxZs3BwcKCgoIAzZ87Q1taGtbU1np6e4nXGxcXlphWPdmRmZtbpWiYIAq2trWLQXlNTQ1ZWlri9h4cHPj4++Pr64ujoiEwmw9fXF19fX9RqNQUFBeTn55OSkkJaWpo4Az9//nzuvfdekpKS2LZtG6+88gpvvvkmGzduZP369V1qgIaKyspKNm3axO7du7GysuKhhx7ikUcewcXFhaamJpycnJg1axYeHh5cuXKFtLQ0dDods2bN6nSXuLCwkJ9++gkXFxfi4+O7nZxQq9WcOHECKyurbts0Xi89PR2VSsXs2bNNDnSNBaQjR47stjd/XxoaGigqKiIkJGRAKTMd5eXlYTAYCA4OvqHjSLoy6Urx3Xffdfo+IyPjhiuDJUPXunXrGDVqFG+//TZff/01Wq0WX19fZs2a1WVxhri4OOLj43n11VcpLS0lNDSUw4cP9/uPdfHixfz444+88cYbrF27FriWcmEsXPXw8OC7777j5ZdfZunSpfj4+LBhwwbq6urYunVrr8eOiYnhD3/4Axs3bqSurk5cA+CNN97o1xi7s337duzt7Xn//feprKxk3Lhx/PWvf+2yYqher+82TefQoUPU1tb2OUuenp7OpUuXeOedd254zH0JDAzEwsKC06dPc/To0U5vRMacdjc3N1JSUkhNTeXBBx8kLy+PkydPIggC33//PWn/+AdLQkJxjI3Bqh8tKiWSoUwQBLKzs/n+++9pb2/Hz88PKysr5HK5eG3MycmhuroamUyGj48PY8aM6bazyu1g7OJkZ2cn5kZrtVpqa2uprq6mrKyMjIwMMjIysLOzw9fXFx8fHzw9PbGxsWHChAmEhoZSVVVFfn4+xcXF5OfnY2lpia+vL0FBQRw5coTU1FS2b9/Or3/9a9566y1+/vOf89JLLw36gkmCIJCTk8P+/fs5cOCAWHA5Y8YMHn30UYKDg2lsbKS1tZXIyEjGjx9Pe3s7J0+epKysTJwJ71i/pFAoOH/+PJ6ensyaNavbNES9Xs+JEyfQaDTMnTu3z1zz8vJycZXS/nTWuZECUrgWy1laWhISEjKg/Y30ej1KpRJfX1+pXukWkAkDaFEREBBAWlraXdUjMyoqinPnzvX488uXL9/wL/Pdxt/fn5kzZ7J79+7BHoqkBzfye1tWVkZycjIODg4kJCR0ebNpamri5MmTNDU1ER4ejo2NDfv370dWUcG8Iz8gMxgwk8nw+/gjHO6552Y8HYlk0NTW1nL48GHy8/Oxs7PD3d0dNzc3AgICaGtr+//ZO+/wKM6rb9+zRb33ChISiCIESAgQAiQ6SNg4xiVxyOsap9hxeZ33c0mCTWzHcVxix3GvsQ0xJMaFXgwINRCoC1BDBRXUhbRaaft8fyxaJFRXEtV7X5cu0OzMM8/MjnZ/c+ac36GyshKNRoO9vT0hISFMmDBhUIFW0VZBVkMW3nbe1HfWE+kVSZBzUK/Xei67XHR2dppcYOrr69Hr9chkMnx8fEzCvTsHXa/XU1dXR1VVFdXV1Wi1WmQymcnJpr6+nr/97W98/fXX2NracscddxAbG0tMTAxTpky5IjcrWq2W5ORkvv76a7Zv327ykQ8ICGDatGnExsYSHR2NRqNBqVTi5+fH7NmzsbOzo6KigqysLPR6PdOnTycsLMw0Z1EUOXnyJPn5+fj7+xMbG9tvlFwURdLS0jh79iwLFy4c0v1ErVaza9curK2tWbly5bAddc6dO8fhw4eJiIgwq0N1N42NjRw4cGDE2/fkzJkzZGRksGTJkh+FhedYMJTm7MmIhLpEIiE+Pp79+/cP+6Lqmcd8LWIR6uZjEerXPqO9buvq6jhy5Eifxh7d6HQ6U51C9xdh3uuv477tG2QGAyJgkEhw/+JzfM3Iu7Rg4VpBq9WSkpJCSkqKqSmYt7c3Xl5eKJVKWlpakEgkBAQEEBISgre394C5yKk1qewq38VMj5m8cuIV9KIejUGDXJAjEST8cdwfUalUvFL3CiJGN6mn/Z8m0CEQKysrU/S+54+1tTW1XbXkteQR5R01KmGv0+lM9o21tbWmnHo3Nzf8/f3x9vbGzc0NqVSKwWCgvr7eJNrVajUSiQRfX1/UajWff/45u3btMvWTcHZ2NnVRjYmJYe7cuf06pIyElpYWdu3axbZt2zhw4AAKhQKZTMakSZMIDw9n1qxZBAYGEhAQgE6no6GhATs7OyIjIwkICKCrq4uMjAzOnTuHh4cHc+fO7eWD3l2PUFxcTHBwMHPmzBnwpiM/P5+CggJmzJgxpKGAKIqkpKRQW1vLihUrhn0+9Ho9u3btAiAhIcFsu0xRFDlw4AAdHR3cdNNNo0rD6n6KKggCq1evtri9DBNzhPqI3p21a9fy/fff88gjj/D2228PuX5qairr1q2jrq5uJLuzYMHCVcLHx4clS5aQlJTEgQMHiI+P7/VlIpPJiI2NpaioiJycHNra2ph7++00ffsdosGAAIgC7H/zTRRz51q6mlq4rigpKWHnzp20tbURaKdhqn0rKi8fGnQ6qqqqcHJyYtasWQQHB/fJUxZFkfb2dhoaGmhsbCSzOZMPWj4A4Psz3yNFih5jN2StqEUuysmszzTmJwvGZVZYUXC+AJlChlqt7te2sVls5hOt0aJWEASem/Ack70n0yHvoFRVSrSvsV5kOBF6mUxmylHv2SyppqaG/Px88vPzTe40np6eJtvJ6OhoGhsbqaqqoqqqiq6uLhITE1m/fj3nz5/nzJkznDp1ipycHF544QXTcUyZMsUk3GNiYpg6dSp6vZ7Ozs5h/TQ1NbF7924yMjLQ6/U4OTkxffp0wsPDCQ8Px93dnYCAAFxcXOjo6KCmpga9Xk9YWBjTp09HJpNRVlZGdnY2BoOByMhIJk2a1EtsGgwGjh07RkVFBWFhYYNaD5aUlFBQUEBwcPCwAiSnT5+murqamTNnmnXT0rOAdCSe9ufOnaOpqYnZs2ePulaiurqa9vZ25s+fbxHpl4kRRdQ7OjqIjo6muLiY999/nwceeGDAdT/99FN++9vfotFohtWi/WphiahbuBEZq+u2u6GHRqNh0aJF/T7ebGhoICUlBb1eT6REgua5jRgAgyiyb+UKOi5EqMIipFhpMhkf/lOipt056rlZsDDWtLW1sXv3boqKirCysiLEWeTWxjcAEREoiH2HwJmLcXd3N4kTURTp6Oigvr6e+vp6GhoaUKlUANja2vKd5jtOdF38jpEgQSaRoTFosJJYIZVI2bpmKwB37LjD1Atv65qtJnGt1+tRq9VoNBrTz86zO/nwzIeoDWqsBCtWylfiJ/qZxDsYx5EIRl/0z5d9jo2tDdkN2Wal1qhUKlNBamNjo6mHBICLiwteXl4mD/fOzk6qqqpoaWlBoVDQ1dVlGqerq4vq6moqKiooKSkhPz/fZAggCILZDeMCAwMJDw9nxowZBAcH4+DggJ+fHz4+Pmg0Gs6ePWuKsI8bN46wsDBcXFw4f+oUp7/exjlXF5ynTGHOnDl9nhjq9XpSU1OpqakhIiKCqVOnDihGCwsLyc7Oxs/Pr5e97UDU1NRw5MgRxo0bZ5bIVSqV7Ny5E19fXxaOIKVQFEX27NmDTqcjMTFxVOlIoiiyd+9etFrtqMf6sXHZI+oODg58++23zJkzh4cffphp06YRExPTax1RFHniiSd48803TS3iLViwcH3i5OTE8uXLOXToEIcPH2b+/Pl9Utm8vLxMFo4ZTU2EPP9nQtRqWnx88KyspKO8HINVMTfn7aTC4ENmwWZqEwRuirnjKh2VBQu90ev1pKenk5SUhF6vx8XFBXd3dwLbUgERmahBlNsyy60LPDxQKpW9hHl3qki3y4u3tzfe3t44ODjgWevJiQMXv5ifjXkWBPrNUd+6Zmu/EXCpVIqdnV0vh46Vjiv5uPxjbAVbEOCXCb/kaNVRJNkS1AY1UqTG3nqiFjly3j7wNmn6NARBQBAE3op+i4jACBp0DWQ3ZPc7n+5j6nZ9AWOaTFNTk+mJQU8PdwcHBzw9PfH398fW1hapVIpOp0Or1aJSqZg8eTIKhQKFQoFGo6Guro6SkhLOnTvXK6Wn+/9yuRy5XI6NjY3pNZlMhkwmw9raGltbW7y9vQkMDKRB20BKRQqOWY64CW54eHgwdepUxo0bh0wmQxRFig8fRvO7R3AEXKRSJmzbhvUlIr29vZ20tDRaW1uZPXs2EydOHPC6OXXqFLm5uQQEBBAbGzukYG1rayMtLQ1XV1dTN+jhIIqiSdyNtID07NmznD9/3tTYbjTU1dXR2to6aCqQhdEz4mceYWFhfP7559x6662sW7eOEydO4OfnBxgv8DvuuIP9+/cjl8t59913h9VMxoIFC9cudnZ2LFu2jKSkJFJSUvr4Cnevs3TpUgoKCjh58iT1Dg7ETp/ObdHRHD9+nPysXVSofLhN/SIioPtOoKb4bqJnJ1ii6xauKhUVFWT/51WClZlMtIrgvE+USQS6TViD9NC3GEQJeoOepMZOOr//HqVSCRitS728vJg6dSre3t44Ojr2EV+x/rG8t+w9dpXvIiE4gVj/2AHnEuQcNOxId5BzUB9hLyAgyZVgK9hiwICAgByjO4m/nz9CtYBG1CAX5Xx74lsyszJNEXgtWuSCHAR4a8lbA86zu+DUx8cHMKaIdHembGxspKamhvLy8n63tba2xsbGxmRT6efnx8yZM00NnLpFvVarRaPRmG4qus+pXC7H1tYWe3t7fH196bDqILksmcycTL7q+gow1tJ9tuQzwv2N/uDq8nKaUlMpFCSoc3IIEAQkGg2CTEZXVibWE4zuVKIoUlpaSnZ2NjKZrI81Y09aaqrJOLifRpWGkGnTmTdv3pCCVa1Wc+TIEaRSaa9eFcOhvLyc2tpaZs2ahb29/bC368ZgMJCbm4uLi8uwGyoNxsmTJ7Gzsxt2zxALI2NUyUlr167lj3/8I88//zy33HILycnJVFZWsnbtWoqKivD29mbbtm19ou0WLFi4PrG2tmbJkiWkpKRw/PhxVCoV06ZN6yVKJBIJERER+Pj4kJ6ezv79+4mIiGDhwoVoJPeSuW83ItCFDbaosC89z5SKX/Fa0W7WLX3usrtcWLDQE6VSyffff4+uaB/r2QbADM0p9lg7URYcROy0WJz0ThxUPEdKyStk29hwtu4Dng54msiwSLy9vXF2dh5WVDTWP3ZQgT5SLhX2l4p3oNf/vzn3DbaiMQL/swU/I70qHaHMKN7BGH1HhIcOPMSGcRuY6jsVd3d3nJ2dsbKy6teVRiKR4OHhgYeHB1OmTEEURTQaDWq1GpVK1e+PWq2mvb0dlUplsq+VSCTY2dnh5OSEnZ0d9vb2pqcITYYmChWFRPpE4oorzc3NHCs5xmsNrwGYCnC1ohZbwZbizmKmidOoz8qm5b77MBgMeAhg/ac/oT9wAC648theKHRXqVQcO3aM2tpafHx8mDdv3oDOPS011Xz+5CMYDHoEiYTEhKFTPwwGA6mpqXR2drJkyRKzvMuVSiWZmZl4enoSFhY27O16cubMGZRKJXFxcaPOJ+9+khIZGWmJpl9mhhTqf//735k5c+aAxQ4bN24kMzOT3bt3s2bNGjIzMzl//jxRUVF8++23ZrWSt2DBwrVPd5Tp2LFj5Ofno1KpiIqK6vPB350Kk5GRQU5ODnV1dSyYdzd7RGd0uyXIRTUAsUIhAG01h7nlm5u5w/8m7przS4tgt3DZKGvsIK2kAW3taWoKs9Hr9dwqLQE9xgJoQNu4mY8Fbz4p/4R75fdSQw37nJzRiBpspTKk46SETRyZYLoS9Cfeu7k0Au/i4sKnlZ9ibbBGbVCb1pMIErIbs1HXXVymkCt4v/N9AFPqjL29PUXKIqQSKZkNmSQEJ+Dv4H9xH14X9z0Q3ZH0WlUt2Q3ZhHiFICKSVpmGfYc9eWV5fFv3rfHNAe6T34e74E6xvBiJxJjmYy21xiAasJXYgkGP2/s7SQo4i7qmFn+DAalWi2Bjg6cgYLvta7oyM7GNisI6OJja2lqOHTuGRqPpt6i0J6IokrZvNwaDHlGvRyqTUVN0Cjf/wa0Yc3JyqK+vZ86cOaZme8NBFEWOHj0KQExMzIhEtk6no6CgAE9PzxE1R7qUkydPYm1tTUhIyKjHsjA4Qwr1J554wnRRBAYGMmvWLGbOnGn6d9y4cWzevJno6GgOHjyIKIr87Gc/4+OPPzZ5r1qwYOHGQiKRMG/ePGxsbCgsLESlUhETE9OngMra2poFCxZw5swZsrKy2L17N/PmxbH3f534/MA33FH4Ij6SegCybG3QY+DkqYN8cKyUW+JuYc7Cn12Nw7NwA3Pw1Dke/CILUTQgIHKrvQ1BnnbUOS8kvCS/Wweyw97WmNctyJEHyXlg8gP8sPsHUyS6Ozo9HNTl5XRlZiL19kaZkoK2pgbraeHoKitxTEzAKiAAxd69iIDU3QNVZiY2UVEYmpsQAaeVK8e0cdhgEXhEeOHYC0gECRJBwv0r78fbypuWlhba29vZVbULOjGlzmw6sYk0fRoGDCYXm+/PfG+ynBQQeHP2m/jb+SMIAjVdNaQ2pAIwyXkSJYoSBATifOPQ6XQ8dOwhRFE0/lx4N3TokCDBgNEtxkqwwnqCNQlTEpjHPHbv2G3K0X9twWvkJ+9i8nvf49WSBqQhPPwwgkwGF9JMusW5dXAwer2ezMxMiouLcXZ2ZvHixYN2VhVFkczMTFp1BgSJBKlMhoCA/+TBvcjLysooKipi0qRJZovb4uJiGhoamDNnzohSXsDYqEmlUrFgwYJRR9NbWlqoq6tjxowZl6XDroXeDOn6smbNGnJzc6mpqbm4UY832cXFhZkzZ2JlZcXevXtZv349n3zyyXX35llcXyzciFyJ6/b06dPk5OTg7e3NwoUL++3UB8YCqtTUVNra2ggLC2PGjBnsPvAix4s+JdPWikq5nIh2R7Jrf99teMEbbq/jt+hOwuc9clmPwcKNTVljB8fyTmM4c4gNZZPRIwEEpBi4K0zGnIk6nit7jrnKDlYqO9hjb0+KndFuUS6Rs+3mbQQ5B/VK+fBtEVHs3YuupRWZmyuOl4hpg8FAV1cXisIiWu+/HwwG0Gj6n6BMBv10Lu75uuvP78L1pz8FoPWrr1AcPIS+pQXndevwfebpsTpVwOANlyraKnq50vw89Od8UfxFr0g8gICAiIgcOculy5kpnUmz2MzH2o/R0fdYZciIlcaSpk9Di9ZYBCuAXuztFieXyJFJZL3ccIpPppC0+yPGFSnRBc3EOS8ft9xcupWK8y234P6rB3tF0AFaW1tJS0ujvb3d9Jk0mFtLS001ybt30C4KhM+ew3gvT2qKTuE/eRpufgNnDzQ2NnLw4EE8PT2Jj483K1Wkra2NvXv34u3tzaJFi0YkstVqNdu3b8fT05O4uDizt7+U5ORk6uvrWbt27YCf9xYGZ0xdX3bs2AEY76Cys7PJzc0lJyeHnJwcCgsLaW1t5dChQ6aLZ9OmTWzdupXJkyczY8YM009ERIRZj3osWLBwfTBlyhRsbGw4duwYP/zwA/Hx8f0+TXN2dmblypVkZ2dTVFREfX09i2IfY1LAEgxH/km15CSBbYFkcTF/vaXdg+V7/sRjeQew8ruPX89dxgRPhyt/kBauWw4X1fPAZ8eRihpEJiFBjx6jGBMECT7SDlIqTiCKIsl2VmQ4+GLAgPWFCO5bS94yCUKnfSeYuXkzEv9DlB0+3EtcN7z9Dm3PPUuHk5PJ5xvALSsbf70eqVZrugEFk85FBESdDkk/y03r6nS0/OtzmjdtRhBFuGB1LADnP/+cjvJy5FIJchdX9B0daMvLkAdPQOrggKFDgcudd5rVHXiwYtb+8t83lW5CjhytQWtaTyaRIRWkCAj8YvEvCHQIZHvFdsjFlL7SCwFCQkLIKMtAJspMRbAyZKj1aqwl1iDAg9MfJF42FYd/76GmopLOqip0OTnEdts/Jxfg8OCDKHNzTUM7JiaYIuhgjIoXFRWRm5uLtbU18fHxQ6aDtNRU868nf4doMCCRSBmfkIibf8CQ6S6dnZ2kpKRgZ2c3LEeYnhgMBo4ePYpUKmXOnDkjjoSfPn0arVbLjBkzRrR9T9ra2qiurmbatGkWkX6FGJGPejcajYaCgoJe4j0vL8/kiQoXo++CIJiKRa5FLBH1y8c999zD4cOHqaioAIzuCsHBwXz66afcc889V3Vuo8VgMPDyyy/z/vvvU1dXR1hYGBs2bGDdunXD2r6rq4uXX36ZTZs2cfbsWVxcXIiOjmbbtm3Gxiej5EpetzU1NaSmpmJra8vixYtxcBhYUFdXV3Ps2DH0ej2zZ88mODiYkpOp7N33Hu82/MQkUnZYPYMIrNb8BQ0SBGQsHWfH75bMYMZkjytyXBauP8oaO8gob0FVmckLmVJ0FyLocjQYrywBgyDlvlANKyICkXvJeTDlQZM6/nv83yk7spPx35zAt0VElMsRQ0KMBYg96CmbDFIpjbf+BH18fK8iSOvmZpS//g2iwQDq3lFnE0NF1Lv3IQjG2ff42h7sC7zn/GxjYpDa2+Ny5x1mifbh0B2BR6T/HPULor+irYLbtt+GWt/3PFhLrfnvTf8F6FME623nTXVlAVOqwUfvTPMLLyBe0pel57E633ILjokJKHbuwjExwXS8Z082c/poDSrbJjqFevz9/Zk7d26fZlWXYjAY+O6j9yg/vBdRr0dmbc2Se37F9CUrBt1Op9OZOqWuWLECZ2fnQde/lIKCAvLz84mNjR2xS0tnZyc7duwgMDBwTIw90tPTqaqqYu3atUOeNwsDc9l91LuxsrIiMjKyj59neXl5L/GenZ1NVVXVaHZl4QbC19eX9PT0G6II5U9/+hOvvvoqL774IlFRUXz11Vfcfvvt7Nixg4SEhEG31Wq1rF69mvLycp5++mmmTp1KY2Mj+/fvv6abgw2Ev78/ixcv5siRI+zbt4+4uDjc3d37XTcgIAA3NzfS09NNLgvR0dH8LnwBc45s5odD27hTn0+wpI4tuni0SAArREQOnO3ih89S+bnLZm6KWcTcOEu3UwsXOdOgIPHNJAx6HSICEvSAlG4V/rb8VQ4H3MuqObHMnx5qStPc6mKMEoeWa7H53eu4njoFgClGfMFqcKCYpkQmI+a++/rmkoeGor5QuGhujrqmtITWTZtNIl7SnVKqvRi5Hk6MVQQ609MBUBw4gOGPf8DW1hZx7z6sXZyRXzCK0Le1o6moQGJni9u99w5bDH9nQwAAIABJREFU0PeMwN866dZeyy9d7783/Zd9lftAhGke0zjZdBIEWDF+hWl93xYRxb/3oK6oJLKtDe34cbh+uQkRaLpwLgY77m5x3nP+lQVN7PhnHt23NlHrwpm7MHzIKHW3U0uHIEUikSIMMyddFEWOHTtGa2srixYtMlukt7S0UFBQwPjx40dlpZiTk4MoikyfPn3EY3TT0dFBZWUlkyZNsoj0K8ioIurm0NbWZvaFeiWxRNSNeWyX44/v0oj6jUJDQwOBgYE89dRTbNy40bR86dKlNDY2kpeXN+j2f/3rX/nLX/7CyZMn+zQPGiuuxnXb3cVUrVYzf/58AgIGfjQsiiKnTp2ioKAAuVzOnDlzCAgIoKKtgrSkF/AoPcy/ZJ6k1j6JMa5wMXFAio4lQjYx3l3cGjCnV+6phR8XSUUNfJl8CpfWk8gUNXyriaILG6xRIyJBwICIhHud/slxr3rWNEZw+4Jf47BgAfV79tC6fQcdM2fSrmjH98OPTOMOKYKlUhAEU/745bj+1OXltO/diwA4rlwJ9M5Rt4uJQXlJpH8wREARHIzjAB7ncPG45RHTsfIy3lxgMIBcjvXEiUjtbBHs7BFgxBF6dXk5rV99hbq4BJm3N9ZB45G4e9D6n61o8vIHyo7plRLUE/ulSxEEoc98RFGkMLeM1C1lqFslpq3D5vmw7J6pg85Rr9eTkpJCbW0tkZGReDo6UFN4csicdLjYBCkiIoJp0wYX9f3td8+ePWi1WhISEkb8dLWhoYEffviBadOmERERMaIxepKRkUF5eTk333zzgLaVFobHFYuom8O1LNJ/jDz33HNs3LiR/Px8nnjiCVJTU1m6dCnfffcdANu2beNvf/sbeXl5WFlZsXz5cl577bVed/ZBQUEsWLCAuLg4Xn75Zaqrq5k6dSqvvfYaixcvHnDfA6W+JCUl8cILL5CRkYFOpyM0NJRHHnmE+++/H4CvvvqKDz74gPz8fLq6upg4cSKPPfYYd99995DHu3nzZl555RVKSkqQSqWMGzeOhx9+mF/96lcjPIOwd+9eNBoN69ev77V8/fr13HfffZSXlw/aCOKdd97h9ttvv2wi/Wrh5OTEypUrSUpKIjk5mcjIyAF9fwVBYNq0afj7+5Oenk5ycjLjx48nKiqKu242CqZzWf+i8tgOqitvAroLvQT0yNgvRrO/DpIbDuCV9xr/EzqVaQlPg0dov/uzcGOxJeMs7x/Ip6y9W9aNR44fUkRsUSEA78hfpU50J0JaxNMeAjWilPHbs6j614M0LF+G136jyLU/eBD5hZvagQS64y23oCkqwjosDKfEBPT19Zf9BtE6OBjPX/+61zKfp5/G5+mLBaSK5GTOb9mKxMGhV446gPLgQaPIvoAAeHt70zWIUAejINbk5aMh/+JCjQZVTo5pHICOAwew/f3vkcqkcP48mvSj2EZMR1R04JSQgPW8uShLSlDs3Yder0On16Pbsxexrm7Q/Q/0HgiAYGWFKBqwXxTXrzg/X99JTUkrUkc1RcXFVB+SAZJeo06K9h50/9255c3Nzb2auw0l0MGYBpibm8u4ceOYOnXwm4H+yM3Npb29nfj4+BGLdIPBwIkTJ7CzsxvRHC6ls7OT8vJyJkyYYBHpV5jry5rFwpizdu1a7r//fp588klTkct7773Hb37zG+699142bNiAQqHgueeeIy4ujry8PBx7tFpOSkoiMzOTF198EWtra15++WVWr15Nbm6uWU0ZvvvuO9atW0dsbCzvv/8+Hh4enDx5ksrKStM6ZWVl3HbbbTz11FNIJBKOHDnCAw88QFdXF7++5IusJykpKaxfv55HHnmEV155BYPBQGFhIefPnzetI4risNJNJBKJ6Tx1+8he2p2zO3py6tSpAYX62bNnqaqqYsKECfzyl79ky5YtaDQaYmNjee2115g5c+aQc7mWsbGxYenSpaSlpZGVlYVSqWTWrFkDPmZ2cXFh5cqVnDx50tjR9ILXsL+/P3dH3s3/zPoftm7fxucH0jlpN+9CjFRKd4ztiGExMk0czadzWFz8v+y09+LmmAR+Gn9rv/uzcP1S1tjBl4fzSMkvpljTs07BeG0ZkPCI9Gs8hDaihSKOOXdwXqjkGVs7otMl/K5Ij1+LUYi6n8jsJQhdXVzo7PG71McHQSZDYm2F6z334nb7bVfgCM3n0jSPnqjLy1Hs3Yu6ohJDRwcud94BQPUFX+6BuLTodSBEQPnaa4iCgOTCDYH6QiFn27ffUnXTTQTs3o3QTw7+peMOui+ZDAQB7w0bkAj0e4N09mQzBUdqqChoAowWj86hIhKpFINWRCoT8BjnyJzEYMZN6z8tD6AwJ5uj+/dg5e7JgmUrzEo9aWtrIy0tDVdXV+bOnWt2AWhDQwNFRUWEhoaOyu+8pKSEtrY2FixYMCYufIWFhYiieMNnFlyLDPnuSSQSfH19e9kzjpbLMeb1yGAWWFeKRx55hEcffdT0e0dHB08++ST33nsvn3zyiWn53LlzmTRpEh9//DGPPfaYaXl9fT2pqammD7KlS5cyfvx4XnjhBb744othzUEURR599FFmzpzJoUOHTEJ42bJlvdZ75plnTP83GAzEx8dz7tw53n333UGF+tGjR3FxceGNN94wLVuxoncR0L/+9S/uvffeIed6991389lnnwHGHEIXF5c+H8Rubm6m1weitrYWgJdffpno6Gi++uor1Go1zz77LPHx8eTl5Y1Ji+eriUwmY+HChWRlZVFUVIRSqSQmJmbALw2JRML06dMJCAggPT2dI0eOEBQURFRUFFZWVtx58zrWTIngo63vstsAhcoldOeb6pGhR+SAGM0BXTTyNi3H98BHu97jp0GuPPDbO6/gkVu4HCTt/DdvHm0jS+uPUc51i3STdwoAUgwskx7jfKMSTtjiLXekNUDgd9Uifi0XEyoEwDkyEuUPP5iWud13L2733dunCPF6xjo4GOt+Ph8DPvzAFIWXOjsBxhx1VWEhmqIiuJAVO5TMFLhgGtEjat/TuWZccfGw59pnX4KA3bx5OCYkDCjOu7k0Bx0EJHIJYWEhZFWcRWJlnNWyu6fi4t1/R1BRFDl6+BDpH/4DAKlMisOq1cOev1qt5siRI6amcOYKZK1WS3p6Og4ODsyaNcusbXuiUqnIz8/H29t70NTD4aJWqyktLWX8+PGDmgRYuDwM6yq6HGnsVyg1/prlUi/anp6wV5Kf/OQnvX5PT0+nvb2dn//8571cegICApg8eTJHjhzpJdTnzZvXS1A6OjqSmJhI+oXCpeFQVFREZWWlKVI+ECUlJWzYsIEjR45QV1eH4cIXw1B59dHR0bS2trJ+/Xp++tOfsmDBgj4NLW666SaOHz8+5Fw9PC5G8ERR7DdaMpxru3vudnZ2bN++3dRKevbs2YSGhvL222/z8ssvDznOtY4gCERFReHg4EBWVhYHDx5k0aJFgzZDc3V1ZdWqVRQUFHDq1ClTdN3Pzw/7iRN59A+vs7K+kC3/3cSpWkey9RPRIzV5Y4OIFitApFQSwAtnIfPp/2OSvIzQCZO56Z4Xr9ThWxgDthw8wes/FFOvdwK6n+b1jPca/96mUsZcSSE+Tqk85QKPHHBEqwA/wL+ln79JuRzv3z+B5qd39hHmN4JAH4qhovCtX32FtqYGEaFPjroAqLprcKRSkEiMlpGXFHoKgPf69TS8+CLiAK42VpMnYzN5silHXbFrF4auLmxnRAyZ93++vpOSzHoU7QoqC+vpmd4iCMbOqhNnezNxtje1pefxC3UZUKSrVCpSU1Mpz0hDEAQMOi3IpNQUnhxWuotarebgwYN0dXWxePFi02e6OWRlZdHZ2cmyZctGFQXPyckxOWqNtrkRGKPper3e7Fx7C2PDsK4EvV5PVVXVj15cjyXdVlZd+i5spbZkNWRdFaF+6aO1hoYGoG80uxvXC+4A3Xh7983z8/b2NutpSXNzM8Cgd/4dHR0sX74cOzs7/vrXvxISEoKVlRXvvvtur8h/f8TFxfGf//yHt956y3RjEhcXx+uvv24qsHFzcxtWHUXPGwk3NzdaW1v7CPbW1lbT6wPR7YYSGxvb6wM9MDCQyZMnk52dPeRcrifCwsKws7MjPT2dffv2ER8fj5OT04DrSyQSIiIi8Pf35+jRoyQlJREcHExkZCRWVlZM9p7Msw89j1Kp5F873+PA6WayuuZzMZpmoNuGD0R2i3Ec0MQiFgp88IdXuWflTNYt6v8at3D12bJjL5uPncFNV88hMRrovlZ6ig7jex1KNTfLdxNll8Z3Ukfy62145HsJfi19t7CNicFm0kSkrq6mbp/WwcFmCfNTKbXkH67GI8CeidE+nD3ZTF1FOwB2jlZ0KoxNjeRWElQdOqbHBzB1gd/ITsRVwjo4uFcOfH90d1u1jYoCoCszE01jE51JSVhHRCC2t5tufuxnR5kKYg0iKLZvR+LkhMdDv+1z7odKLzpf30lpVgOdCjX5h2uMAwIIvXPQpy8JYPqiAJMwH0igg/F7Ly0tDY1GQ/SS5SSdzkUilQzL3QUuivT29nYWLVo0op4xNTU1lJWVMWXKlFH1nGlqaqK8vJwpU6YM+hk7XDQaDSUlJQQGBo7JeBbMZ1hCvampiaCgoDHb6Vjc4V3vRHpFggC2UvPbUY8ll74X3QLys88+6/fuuWd+OhhTXy6lvt7oTztcuqPUg4n79PR0KisrSU5OZsGCBablw/Xmv+2227jtttvo6Ojg8OHDPPnkk6xatYrq6mokEsmIUl+mTZuGWq3mzJkzvfLUT12wdRusgKe7IGegiLw5TTGuFwIDA7G1teXIkSPs37+fhQsX4uXlNeg27u7u/UbXu28w7e3t+e0dT/ALhYIPth5nf9lx7hZSOW4IY5shjp4P4bXIAZF8/WSe2KXiiV3fAXqi7ar5zwZL59OrzZb/bOGDHCUtemtacQbGXfiB/gQ6GHjU+hNkQhbZakc8j3hwb3mP1wUBeXAwNhER6CoqcFq3rpcIPJVSS/6mDJzcrfEc74zXeEdKjtdRW9qGrZMV3kFO1JacRxRFOlrVWNtLESTQVmf0AG+q7qDwaN/Pv0s59GUhJVm1OHnYIpXKECQCaqWWhgoFyjY1NnbG3OvOdg2iKCKVSbCxlxO1KuiaFvg9Gwh1/w7Ab/qm2VxaEOvVzzqDcb6+k9rS8zRWtVNwuPbC0ospLgASicD0OH9UnTomRXsPmoPeTUtNNccPHaChS4Orrx/x8fG4uLgQGPjmsN1dNBoNhw4dor29nYULF44or1ytVpORkYGzs/OobBRFUeTEiRPY2tqOWfS7pKQErVZriaZfRa5a6suPnUu7u12tHPVLmT9/Po6OjpSWlg7LTeXo0aNUVVWZnEsUCgU7d+4kMTFx2PucNGkSQUFBfPTRRzz44IP9itfuLn89O6G1traaXGqGi4ODA2vWrKGsrIxHH32U5uZmPD09R5T6smrVKqysrNi0aRPPPvusafmXX35JeHj4oI4vcrmcxMREjhw5glKpxN7eHjAWmRYVFbF27Vqzjut6wcPDgxUrVnD48GEOHTrEvHnzGD9+/KDbSKVSZsyYYcpdP3z4MBMmTGDWrFkmRwRHR0eeuH8JD7RFkbzXnp8VfoJtp4pNrOTiF/qlfSGlgJTjnROY8NQ3LJEfZPqEUh69d/flOXgLfUj677t8mddGntaLetELsO/xak8zvp655SKutsexdUhCfqyBpXn2LMOYSiYLCMCgVGIbFUVH/HpyyqQEhXvQFaWhpUZJ1wvHaG9SYWUnQdli9CJvqu6gLLe5x35F2pu6qC9roydqpbbHb8MttTSuU32qDWjr5zUBTVfvIna9Vo+mS8+hLwspPn4OndZ47N3Rer1Gj05rQBAEZi4bd02L+dFy9mQzx7afoaGi48KSnuK873kPjwsYNHLek+Ljx9jx+l8QMT7BW/nS300pkW5+/sNKd+msbSN/73HUkg4WLFuAn5/574Uoihw/fhyNRkN8fDxSqXTojQbgzJkztLa2Mn/+/DHpGqrT6SgqKsLX17fP03QLV44hhbqhR4GIhbFlsDbNVwsnJydeeeUVHnroIRobG1m9ejXOzs7U1NSQlJREfHw8d911l2l9b29vVqxYwXPPPWdyfVEqlfzpT38a9j4FQeCNN97g1ltvZcmSJfz617/G09OT06dP09DQwMaNG5k/fz5OTk489NBDbNy4EaVSyQsvvICHh0evTrj9sWHDBurr61m8eDF+fn5UV1fzj3/8g5kzZ5oeMbq7uw/YnGcgvLy8ePzxx3nppZdwdHQkMjKSLVu2cPDgwT43EEuXLqWyspLS0lLTso0bNzJnzhwSExN54oknUKlUbNy4ERcXFx5++GGz5nI94eDgwPLly0lOTiYtLQ2lUsmUKVOGfNLm7u7O6tWrycvLo7Cw0ORtPG7cONO2zs7OrLnjYVpbf87K/HxkeccprWslXKzkI/1tptbxl0ZoDcg5oF2JUOTKqqfeogkXbravYIMZ17GF4fHnL3az6aQSNTIg8MJPN30j5xJ0iEhwE2qxlZdyR+5Rlhc1ASANnUTbBCfUnToaguOotw9Dbi1BrzOgO6AEoL6svc+YWtVA++tfAA7McNYd6RNkkZqi8z1+7zvOoS8LSd5ahLX9BVEmiqi79IgGEVdve2J+EjKsyPK1wIldFeQePIsgEfCd5IyVi5bCA5cefz/nUjBG0xN/GzEskV6ek8WJXd9yNjfr4hAyKfWlxXiNCxr2fLvOtdP0di4+Bjn+Uh+8EkYmZCsrK6mqqiIiImJUYlitVpObm4unp+eYGRGUlpaiVqst0fSrzLAj6pZ0lR8Pv/rVrwgMDOSVV15h8+bNaLVa/P39WbRoUR/bwLi4OOLj43nmmWdMPuq7d+9m0qRJZu1z7dq17N+/n+eff97kmx4SEmIqXPX09OSbb77hiSee4LbbbsPPz49HH32UlpaWXs2G+mPu3Ln84x//4PHHH6elpQUvLy9WrFjB888/b9Yc++PFF1/EwcGBN998k7q6OsLCwti6dSs33XRTr/X0en2fNJ2pU6dy8OBBnnzySe68807kcjmLFy/m22+/7Tf3/0bC2tqaxYsXc/ToUXJzc+no6GD27NlDpvxIpVJmzZrF+PHjycjIIC0tjfLycmbPnt3LjcDV1ZVFixYxbdo08vPzKagt4H+qP2NXSwL1+NK78frF6Oh+5piWfqJ05ZOnvkMAFpDJYzM7iPrp62N2Dn4slBWf4lefJXHG4AcYMCAHehYT92fSZ2Q5GQTZFJBjW8+izBaW5oFGZkeXvSf1U9ZQ5jC796Y6A2pdz+DSpS1yBvseM+87LmCyK7OWjxs0R13ZqqGtqQuDfiRPpYfXc1SnEdFp1H3Wb6ruYPtbucisBHQaEQSwspGiURkj+PbOckIivZluRhR6LDhf30nSvws5V9oGAji62aDV6lG2aEzHVHaisccW/Z+H4BkehC/yp+O8etAi0Z6UZ2ey7a/P9n3BYBhWLno3XefaObM1E0e9BCkSBEFAU9GO3NO886hQKDhx4gTu7u6jtj3Mzc1Fq9WOWQGpXq+nsLAQT0/PUeXMWxg9w+pM6unpyerVq0lMTGTVqlU3ZPMiS2dS8+luePTll19e7alYGIBr/boVRZG8vDxOnTqFl5cXCxYsGHZ3XIPBQElJCXl5eYiiSHh4OJMnT+5X7Dc1NXH69Gmqq6t5/1Q1FdruG8n+HjP3TGvotUcEDNihJkG2l1deGLyI+cfMn15+iS2tYeiQYECg73keWJyDSAD1LJfuxq49j1mZMvxaQCOzpypgCWeDVtH/jdbICJjsiv8k10Fz1JWtGmwdZbh62yEKAuEL/YcdqT5f30lpZgNdHRrTdIfKUZfbSFGe1/S9BM3m0gEGOFcCuHjZ4uBqQ0ttB25+9nR1aGmpVRpf87RDFEXaGrsQRWME29pehrWtjHHT3FE0q9Cq9bTWK9F06tDrDUilEgSpcX92jlZ0tKjQ60R6K45hzq8Hrt52zFxufsqPUqnkPy8/T3NRQY/dCUilUtb+3waCZw6vTkxVp6DhrWxEg4hElCDIBASJgNfvZpkl1LVaLfv27UOlUrFy5cpR2R62tLSwd+9ewsLCiIwcm3q30tJSjh8/zuLFi/Hx8RmTMS1cxJzOpMMS6jKZDIPBmBMnk8mIjY0lMTGRNWvWmNXU5lrGItTNxyLUr32ul+u2vLycjIwM7OzsiIuLM8tdoLOzkxMnTlBTU4OzszNz5szpVUvQE4VCQVFREWVlZej1elpzU9jMdM7jSgwne0TUBxOS3WixQkSGDi+hmY33rCMubPDi2BuRpKIGfv3pIbroKVIuPX9Dn09rlIyXFrG6Zg9LMjoRDHoQoM05hJJJd9BlNzKxEDzDHUcPW2OOeocGRbMKV187gqZ7EhrpdUWjyeZwvr6T/CPV1Jf3jtZrOnW01nUOsbU5DCQBxuopen/jDz22RCYQ99MwSk7Uo1JqsLG3YtbycWal8rTU1pC9dwfVZ0oRPf0QBIGm1AOm1yMT1jJjecKw8tHBmLOdvekIXoVSpKIEZBLsIjxwXBxolkgXRZGUlBSqq6tHLYRFUWT//v0olUoSExNH3Mm0JwaDgR07dmBtbc2KFSssGRWXgTEX6q2trezevZvt27ezb98+WltbTW/chAkTuOmmm0hMTCQuLm5MOmBdDSxC3XwsQv3a53q6bhsbG0lOTsZgMLBgwQKzv7yqq6vJzMyks7OT0NBQZsyYMeCXllqtpqSkhOLiYtRqNRrJKcaf+ZKizum8pHsAox9zT4Yj3OGiLST4SKo5+pffmHUM1wP3/vVDDp33QgAc6aCdgZ6wDnXOdAhIsENJlPR7luYUElFlRbXfIs4GDb/JTDfW9lK0agNyawlSqQSZlfSad04ZKd1R+priFpqqlUjlF851jxx1Gwc5ylbN4AONCcMpqB0+MmsJIbO8mL06aFQ3Uc01VXz2fw8b/d0vkPi/z2BtbUNhWhKT58cNO4oORpGelJSEoqqFqFJfJIIAAmZH0sHY1TovL4+ZM2eO+vO5rKyMY8eOMW/evEENDMyhoqKC9PR0Fi5cOCYNkyz0ZcyFek/0ej2pqals376dnTt3UlhYaBxIEHB0dGTlypUkJiaSkJAwYFTrWsQi1C3ciFxv161SqSQpKYn29naioqKYOHGiWdtrtVry8vIoLi7GxsaGqKgoAgMDB4wI6fV6ysvLKSwsRKFQYGdnh9bgx1vJRzlrFYCIlL6iHfoXJv19lPZO6bBDxXrZcZ554RWzjutqcNcr/yStOZChb1oGWnbp+RCRo8KXNtbId9DUXMTtqe4Y5LZU+8VR5zd/WPOSW0uwdbRCbmNMp7F1MD/S+mPhVEotqV+XGJ1leuaoXyNGboIUXDxssXe1oatDQ0R84KhvrFpqa0j75j+U5WSibW/t9drUuKWs/u3jZo+p1+tJSkqivr6emJgY/O290FS0YxXkZLZIr62tJSkpiXHjxjF//vxRRas1Gg07duzA0dGRZcuWjUnkWxRFdu3ahSAIrF692hJNv0xcVqF+KeXl5Wzfvp3t27eTnJyMRqNBEAQkEgnR0dGsWbOGNWvWmBrLXAneeecdXnnlFc6dO8e0adN44403WDhEQwuLULdwI3I9XrdarZa0tDRqa2uZNGkSs2bNMttXvrm5mePHj9Pa2oqvry/R0dEmC8z+EEWRmpoaTp8+TVNTE3K5nJCQEEJDQ7n3b38hTxuF5kK308Hz2nuNOsgMe75moFsMy9Dw+OpgHoq7/H0V/vzRf/isVIZhQE8Bcwsv+ztePZOpZLpVFrrOUu7b0YpBIkdp70dFUAKt7gP3GpDbSkEEmZUEdz975DYys3LDLQzOiV0V5B2uQqvWo9cYcL7cOeqtKvR6EZmVFHdfe6ITg8f8vTz873+R+e1/Bnz91qf/bFYUHXqL9NFGrRUKBXv37sXe3p7ly5ePOgMhMzOT4uJiVq1aNWb2id3R9Pnz5w9pnWth5FxRod6Tjo4O9u7dy/bt29mzZw8NDQ2mu7GAgADWrFlDYmIiS5cuHXbBmLls2bKF9evX884777BgwQLeeecdPv30U06dOjWoZZFFqFu4Ebler1tRFMnJyaGwsBAfHx9iY2PNzr00GAwUFxeTn5+PKIpMmzaNyZMnD+lT3NTURGFhIdXV1YiiiLe3NxMnTsTf35/2RhWP//1ZMpiNCisMSC5E3S9lMJE7nI9ccz6WLwp98xitteDATxCk6FgkPUhkyQEW5wk0uU3nZMSvBt+TxNj23dnDjgV3TLQIcgvDojwni/0f/hNFcyMMIGcEQcKyXz5MxNIVwx5X29iJMq+RivJyKmSNRCyKYsKECSOep06nY+/evWNSPArGlOQ9e/YQGhpKdHT0qMbqpjs3XS6Xs2rVKks0/TIy5kL9D3/4A08//bRZF5YoimRkZLB9+3Z27NhBXl6ecYeCwLPPPsuGDRuGPZY5zJ07l4iICD788EPTsokTJ3Lbbbfx0ksvDbidRahbuBG53q/bM2fOcPz4cRwcHIiLi+vTGXc4dHZ2kpmZSXV1NQ4ODkRGRg6rc25XVxdnzpzhzJkzdHZ2Ymtry4QJEwgJCbnYoOpkMw9/8TZ59LQtHUw0D89y78oxuvlY04krSjqwI55kbjqShJ0hhJJJd9Jl19tiVCoX0OtFMICto4xJ0T7DalBTnpNF+tebaa6pQq/RYu/qSsDkcFx9/ehsb6c4/QhSK2vsnV3xnTgJUYSTh/ej02pwdPMgZPZcswoGLVz7tNTWUHw0hXNniik7cWzQdc0tGAWjSK9/Mwux2+pTKuDzWJTZaS7diKJIamoqVVVVY+KiIooiBw4cQKFQkJiYOGaBz5KSEk6cOEFcXNyImjdZGD5jLtQlEgk+Pj5s3LiRBx54YER3WTU1Naa89ri4OH7H++y/AAAgAElEQVT/+9+bPcZQaDQa7Ozs+Pe//83tt99uWv7QQw9RUFBAUlJSr/U/+OADPvjgA8BYyFZZWTng2Ne74LHw4+RGuG4bGhpITk4GYOHChXh5jcxZpa6ujhMnTqBQKPD19SUqKmpYwt9gMHDu3DlKSko4d+4cAH5+foSGhuLn59fn8/Cfz/+OL5SR1ONObyF8OZvjjAbzI/xS9CxoTub/knfT5BZ+IVougGDAxl5E1aHDmCKkB1GHIClCdT4Z/6nTmXPTreQe2I21rS0ioGhpwsHFFbmtPSBiEEUUjY00V59FKpPRXn9uTI7S0dMLg06PplOJrbMzKoUCnVYDgoAgCMitrLF1ckFmJUen0aBVq9Dr9KgU7YiI+IRMYvVvH7cI/qtIS20NBz5+l6qCnCHX9Rw/gYV33WN2qgtA3c4itMn1CN1/jxIB15+EYh89MoF96tQpcnNzx6R4FC6mp8yZM4eQkJBRjwfGiP/27dtxdHRk6dKllmj6ZWbMhbqjoyNKpRJBEAgPD+fVV19l+fLlo57oWFNbW4u/vz9JSUksWrTItPzPf/4zmzZtoqioaMBtLRF1CzciN8p1q1AoSEpKoqOjg+jo6BF/OfVMhzEYDISFhREeHj7sXFGlUklpaSllZWWoVCrs7OwICQkhJCQEW1vbPuuLoohSqaS+vp7//fwNitUL6cKa3lH37tSVq/nFOEDKADrWigd44LtDnPOKpnDyzzHOVUQ06BEk3edNh67rKAZtFog3djdrGwdHHNw9aa2tRn9B6MusrMFgQGIlZ3bircSsu/NqT/OGojwni9z9OzkzRPQcwMbRiYU/u8esNJeeVFZWUv1tAePOOfYQ6uD9+Mgi6mNZPArGGp4dO3ZgZ2c3ptaJ3U40y5YtszQ4ugKYI9SH9e105swZnn32WT7++GPy8/NZtWoVK1eu5LXXXrsmRcClF66ls6oFC9c3jo6OrFixgtTUVDIyMmhra2PWrFlm/11LJBImT57M+PHjyc3N5fTp01RUVDBz5kzGjx8/5Hj29vbMmDGD6dOnU11dTWlpqbHzaUEB/v7+BAcH4+fnZyp+FQQBBwcHHBwc+G7jW4iiiEKh4MzJfIqPpdLV2YVGOxltvSuu7i/yuvZ+mjC3KGykOerGbdfJtrHqYAYyplMQ/mDvl0U1ev0cDsYuQK/OxtD2jxHu58ZB1aFA1aG4uEAU0alVxv9rNaRt/YK0rV8AIEgkWNs5IAjgFzaNRT+/xxKRHyblOVkc37GNxspyVO1tQ64vlcmYND+OhIfMd3WB3nUxfkFeCI0SMBhvYN3vnjYika5QKEhLS8PZ2Zm5c+eOiQ7Jz89HpVKxaNGiMdM1arWa06dP4+fnZxHp1yBmFZMWFxfz//7f/+P7779HuNDR64EHHmDjxo3XxJtrbupLTywRdQs3IjfadWswGMjOzqa4uHjERaY9aWpqIjMzk5aWFjw8PJg9e7bZ7gkKhYLS0lLKy8tRq9VYWVkxfvx4goODcXNzG/LLVK1W09raSktLC9WlJdTkZ6HV6pC7uKHv6sRtfDAuLi50VldiY2PD+Tp/zpUK9B+Fv/hxLpFIMRj6RrdFUY2+cycG3VmzjnM4CFIpYg/f6rHC1S8AZVur2TnqVjZ2qDrax3w+Y0a3m5HBgI2DEwm/+/2IUjVuFNK/3kLmzm9QKzuGvU3I7JhR3QBpGzvpLG2hoKWUs+3nCA0NJSoqCn2zasQWjGBMJdm3bx9dXV1jUjwKxjTAH374YUwLSAFycnI4ffo0q1evxsXFZczGtTAwl931JSUlhd///vdkZGSY/NOfeeYZHnvssTHpijUa5s6dy4wZM0y55wCTJk1i3bp1lmLSq8Q999zD4cOHqaioAIz5dcHBwXz66afcc889V3Vuo8VgMPDyyy/z/vvvU1dXR1hYGBs2bGDdunVmjVNWVkZ4eDhdXV2UlJQQGhra63W9Xs9bb73FRx99RGlpKfb29syaNYsvvvgCX1/fAce9Ua/bM2fOcOLECezs7Fi0aBHOzgM13RkaURQpKysjNzcXtVpNaGgoERERZhdodeeyl5eXU1NTg8FgwNHRkeDgYIKCgga1h7wUlUpFS0tLr5+uri7T67qWBrTnqnEPCkVq0NFRXUtXSzOT5sbi5O+Nt9cE7LscUNp2UFacCcCkeQtoa6jnxI5tKFqa0HapkdvYYONgj29oGEEzoqgvKwHAe8JEKnIzaayqxNHVHRsHB1QdHTRWltOpaMPJ3Yvwxctprq6kqaoCj8AggmZE0dHShChCUfoRuhTtqDuV6DUaJFZWdDQ1XZKjbhQ/Ha3NOFzYRzdtDfU0nq3A3sWFmHV3jUq85v2wj8yd2xBF0Ki60Cg7sXV2GnaOelf7+QHdRC4L3Td2PfYpkcmYsTyRJff88srN4wqQ98M+Urd8QWfbecwtoh5tigtcLBo16A2IiOhu8yYkavKIx+tmrItHwSj8d+3aBUBCQsKYNZfs7Oxkx44dBAYGEhMTMyZjWhiaK2bPuHXrVp555hnKysoQBIHx48fz0ksvceedVy8/b8uWLfziF7/gnXfeITY2lvfee4+PP/6YkydPDuoJahHql49LhbparSY7O5uQkJBr4knMaPjDH/7Aq6++yosvvkhUVBRfffUVH374ITt27CAhIWHY46xatYrc3Fzq6ur6Fep33XUXe/fu5ZlnnmH27Nm0tbWRlJTEww8/PKiv74183TY2NpKSkoJOpyMmJmbUHfQ0Gg35+fmUlJQgl8uZPn06oaGhZnu4d49VVVVFeXk5jY2NAHh5eREUFMS4ceOQy+Vmj9nV1UVbW1uvn/b2dqQKA7OKvUwNIqunawkssEbAmHpjf38YTuPcTLaU2sbOUUUKf4zk/bCP9P9uRq3sQG5ji52La68cdalMhl6rvWrzm7Jo6YhTPq4kBz/7kOw934/4xicgfCZO7u5mdxUdiOpvCxCPtphy0Z1WjMdpycA2zsNlrItHAY4fP05paSlLly4dcUF9f2RkZFBeXk5iYuKYRP0tDI8r6qOu0+l4++23efHFF2lqakIQBObOncvrr7/OvHnzRjP0iHnnnXf429/+xrlz5wgPD+fvf/97r+LS/rAIdaOAvhz+9pcK9RuFhoYGAgMDeeqpp9i4caNp+dKlS2lsbDRZkg7F5s2befzxx3n66ad5/PHH+wj1r776ivXr13Ps2DGioqLMmuONft12dnaSnJxMS0sL4eHhhIeHjzpv8/z582RmZtLQ0ICjoyOzZs3q191luPx/9t47vqoq3f9/73PSew/pnYQ0QqgJgVBDEcar4r1zR2Yw6ogzzID+mDtwnSvCV7jqRB0s3+uoo8KIjOWnM8xVitSEhISEUNJDQnrvPaScs79/hGw5JKRAOvvNK5qz9jp7r5Ozzz6f/azPep6WlhYKCgrIz8+npaUFpVIp+dmnTZt2TzcCvYiiSGN8CS1HC6FbRK2EZhsVRpUCSrUClaDmhkMDlZZtGBgYYC4Y4XpRp0eWCAIGkZ6Yulj1ic7JYn745F+9zNmDH9JUVYFKpQZRLXnUuzpu9oj6cST0X38+Jotc68pKOfSH/4+uttYR26eesQnBax4ekfF3VbfRkd9IUXcVdYnFuFSYjKhQLy8v59y5cyO2eBR6MladPXsWb29vgoNHzhrV3NzM999/j6enJ3PmzBmx/coMzrgUPGpqauK///u/eeedd7h58yaCIPD444/z2muv4erqOhKHGFUeNKG+e/du9uzZQ2pqKtu3bycuLo7ly5dz5MgRAL799lv++Mc/kpKSgo6ODitXruTNN9/UKBrl6upKWFgY4eHhvP7665SUlODr68ubb77J0qVLpX5Dtb5ER0ezd+9eEhMT6e7uxtPTk61bt/L0008DPYL1ww8/JDU1lfb2dry8vHj++efZtGnToK/38OHDREVFkZOTg1KpxNnZmd/85jds3jxwEZaB+Oyzz/jFL37B9evXNUrdf/rppzz11FPk5eUNWsWuvr6eGTNmEBUVhUqlIjIyso9QX7x4Mdra2pw+fXrYY5xq521/qFQqkpKSyM/Px8HBgZCQkHuKWN9Ob6XSq1ev0tzcjI2NDcHBwfdV/U8URWpra8nPz6eoqIjOzk50dHRwdHTExcUFGxubexLtXdVtVL17RYqoWzwxg7rPM28FLUW6HrWhWXmTlpYWtK63Y3tdq4+I19PTkxa9Gqv0MD3eKol5m98GoWMzdNuOTP+cOfAR105+j7q7+8dGhQL6WUcgAwgCVs5urH9+x4gtwO2xuiSj7gYRNbUhWthcomfRqELAduus+7oxbWpq4uTJk+jr6xMRETEi9pTOzk6OHTuGUqlkzZo1gxZsGw5xcXGUlZWxfv169PT0Rmy/MoMz4llfhoKJiQmvvfYav/nNb/jDH/7A559/zldffcWRI0fYtm0bf/jDH+6pWInM6PLwww/z9NNPs2PHDkkk/PnPf+ZXv/oVkZGR7Nq1i+bmZnbv3k14eDgpKSka72N0dDTJycns27cPXV1dXn/9ddasWcO1a9fw9vYe8jiOHDnCY489xsKFC/nggw+wsrIiPT1dI7d9Xl4eGzZsYOfOnSgUCmJiYnjmmWdob2/nueeeu+u+Y2Nj2bhxI1u3biUqKgq1Wk1WVhYNDQ1SH1EUUQ1hEZxCoZD+Tunp6ejq6vaxqfj5+QE905+DCfXf//73+Pj48POf/5wDBw702d7V1cXFixfZvHkzv//97/nkk09obGwkODiYV199lWXLlg065qmOUqlk/vz5mJubc+XKFX744QcWL158X9cbQRBwdHTE3t5eyuxy/Phx3NzcCAwMxMBg+F/mgiBgZWWFlZUVs2fPpqysjKKiIoqKisjLy0NXVxdHR0ecnZ2HJdq1rQ2w+e0sjQj4nY976fJqoyrvCqIISgQ8F/szTauD5uZmWlpaqKqqor0YjFVmKEUFKkFF3NenaXbqyXhjaGiIkZGRxv/19fURBIGu6jbaU2sA0A+wkiPxd7DsyV/e1WOef/Uy5w8foK68pMcvrVaNrS9+AmFiY8tj//l/RiU7Tl1MEWK3iAIBEQVugi1GW+1HZPaopaWFM2fOoFAoWLx48Yh5yC9fvkxbWxsREREjKtLr6+spKirCz89PFukTnBET6r04Ojpy8OBBtm/fzn/8x39w8uRJoqKiOHDgABUVFSN9uElNR34+7cnJ6M+eje4ggm602Lp1K9u2bZMet7S0sGPHDiIjI/nkk0+k9vnz5zN9+nQ+/vhjnn/+eam9srKSuLg4KdK+fPlyXFxc2Lt3L5999tmQxiCKItu2bSMoKIizZ89KAmXFihUa/V588UXpd7VazZIlSygvL+f9998fUKgnJCRgZmbG/v37pbaICM0FSAcPHiQyMnLQsW7atEkS1HV1dZiZmfWZ2rSwsJC2D0RsbCx//etfuXLlyl371NbW0tnZyYEDB3B3d+ejjz5CV1eXqKgoVq9ezYULF+QpS3pEsLe3N6ampsTFxXHixAkWLlw44ELboaBQKJg+fTqurq6kp6dz/fp1ioqK8PHxwdfX956/jBUKBY6Ojjg6OqJSqSgvL6ewsJDCwkJu3LiBrq4uTk5OkmgfbPpc29pAQ2Tc+fj29ruJ+F46q1qpevcqiCIKlFgFOqKrvElraysVFRUai1p7X4u5YITPVWMEdc84G08XovekBwYGBoil7ei6mcrCfQDcgoLv6rk++n//ROb5M1NWuOubmvHT3a+PatrKzqo2ii9epz2rGlN67J0CoGrouOtnZTi0tbVx5swZVCoVy5cvHzGvd2lpKfn5+fj6+mJpaTki++zl2rVr6Ojo4ONz/4tnZUaXERfqtbW1ZGRkkJmZiY+PD1evXqW6ulpaUCXTQ0d+PvmP/pgZxO3bb8ZFrD/yyCMaj+Pj42lqauKJJ56g+7YpWkdHR3x8fIiJidEQ6gsWLNCwwxgbG/PQQw8RHx8/5DFkZ2dTWFgoRcrvRk5ODrt27SImJoaKigop9dxgvvq5c+dSX1/Pxo0b+elPf0pYWFifFFTr168nKSlp0LFaWVlJv98tP/9Q3GSdnZ1s3ryZF154AV9f37v2632NXV1dHD16VCrrvHjxYtzd3YmKiuLLL78c9HgPCtOmTWPVqlXExMRw7tw5goKC8PHxuW+fqI6ODrNmzcLLy4urV6+Snp5OXl4eAQEBuLu739f+lUqlhmjvjbTn5+eTm5uLnp6eZI+xtra+79cymDDRsTHEduuPYt7pjr4qlYrW1lZaW1tpaWmhtbUVMppBFKVkkWqVmqzvknGuNrnVIlAWBrrTeuw1Rt266NaCsbc1goAUidd2MELd1Cl7429j7ZYX7rpQtK6slMMv/QcdEzkF5W2Y2zuydNOzY5aCsj27jvrzhXTlNqMliJig+2MRI8Bw/v3dyENPhqYzZ87Q0dHBsmXLRiy9YUdHB4mJiZiamuLv7z8i++ylsrKS8vJygoKCxj1Tn8zg3LNQr6ioIDMzk4yMDI2fmpoajX4jZIGfcrQn96RME9vbEfT1aU9OHhehfmfEsaqqCugbze7lTo+ura1tnz62traUlpYOeQy1tbUAA2btaGlpYeXKlRgYGPDaa6/h4eGBjo4O77//vkbkvz/Cw8P5+uuveffdd6Ubk/DwcN566y0CAwOBnij4UFL83X4jYWFhQX19fR/BXl9fL22/G/v376euro6tW7dKFpy2tjagZ4FPc3MzxsbGmJubIwgCvr6+kkgHMDIyIiQkZMBo/IOKkZERERERJCQkcPXqVRoaGpg3b96ITBsbGRkRFhZGTU0Nly9fJjExkezsbIKDg0ckBZtSqcTJyQknJye6u7v7iPZee4yjo+N9L0QdiIHEvFKpxMTEBBMTE6mty6GNyswr0NVzY6nQUuDm6oZYU4+gArVChPKb5LZUoNMmMOu6DV0itBwtAFG4Va6p5zMkKAUQwXCBHUYhPdenms8zUVW0gZ4Ss7VuGM27f4E1FbCwd+A3Hx8esM+Xr/wXJWlXx2hEPSiUSmZGrBvXdJLN6VU0fJYNiD0VB0QFgrYCg3nTENu70Z9pjb733a/RQ6Gjo4MzZ87Q1tbG0qVLRzTqfenSJTo6OliyZMmIWl5EUeTatWvo6+szffr0EduvzOgxJKH+ww8/aIjxzMxMDX8vaApyXV1dvL298fPzkzIxjPQd4WRH/1b2DuFW2XH9YWbzGCnujM71XmgOHDggea1v507fb2VlZZ8+lZWVODgMfRqzN0o9kLiPj4+nsLCQ8+fPExYWJrXfHvUfiA0bNrBhwwZaWlo4d+4cO3bsYPXq1ZSUlKBQKO7J+uLn50dHRwc3btzQ8KlnZGQADBgpz8jIoKKiot+/U3BwMDNnzuTq1avo6+vfNWIriuKoCbXJjpaWFgsXLiQjI4OUlBQaGxtZvHjxPXnL+8PKyoqVK1dSXFzM1atXOXv2LHZ2dgQFBY1YRE1LSwtnZ2ecnZ0l0V5cXCzZY7S1tbGzs8PJyQl7e/sR88TeC9rWBthunaXhUQeounIFFKAUYM5PwlhgpU/DhWJac4ugW0RU9Dg6es9uERFUPf9vuVBKc3wpiD/GQIWbKhq+zaX1UgV63hZ0lbagNNfDaIGdHIG/C//20t7xHsKYIooiRSk3aPvfIozQ+jGCLvT8jNS50tXVxblz52hubiY8PHxEUw33rl0JCAi4rwXs/VFaWkptbe2IBS9kRp8hXdlXr14tCYXbBblSqcTT0xN/f38NUe7l5SWfAIOg6+aG27ffjLtH/U5CQ0MxNjYmNzd3SNlUEhISKC4uxsnJCfgx3dNDDz005GP2eoD/8pe/8Oyzz/YrSnujzbdn86ivr5ey1AwVIyMj1q1bR15eHtu2baO2thZra+t7sr6sXr0aHR0dPv/8c15++WWp/dChQ/j7+w+4kHTnzp19ij0dP36c119/nUOHDmksxH3kkUd49913KSkpkWYdmpubiY+PZ/Xq1UN96Q8cgiDg5+eHmZkZFy5c4Pjx4yxcuLDfWaB73b+zszMODg5cv36d9PR0jh07hqurK4GBgcMqcDQYt4t2lUpFRUUFJSUllJaWUlRUhFKpZNq0aTg6OuLg4DAqaVYHQ9vaAO07Utv154c3mm5F24li0L4VQVeo4db9dq+oEjSku6hhVxAR6SxqprOomV6J35pQhvXWWagbOmm/Vo2OqwldlW2o6m9iON/uviOnMhOfruo2Gi6VUp5fimmxgOHtIh0wDLUfMZHe3d1NdHQ09fX1hIWFjchsWi83b97k0qVLWFhYDBjsuRd6o+m9hdhkJgdDDsG4uLhoRMf9/PyYMWOG7G+6D3Td3CaMQO/FxMSEqKgotmzZQnV1NWvWrMHU1JTS0lKio6NZsmQJP/vZz6T+tra2REREsHv3binrS2trKy+99NKQjykIAvv37+fRRx9l2bJlPPfcc1hbW5OZmUlVVRV79uwhNDQUExMTtmzZwp49e2htbWXv3r1YWVnR2Ng44P537dpFZWUlS5cuxd7enpKSEt555x2CgoKkKIilpeWwpy1tbGx44YUXePXVVzE2NiY4OJgvv/ySM2fO9LmBWL58OYWFheTm5gLg4+PTZxFPb/rK+fPna0Tof/e73/HZZ5+xdu1adu3ahY6ODm+88QZtbW3s3LlzWGN+EHFwcGDVqlWcP3+eM2fOjJhvvRelUsmMGTPw8PAgIyOD7OxsioqK8PLyws/Pb8RFc28edgcHB9RqNTU1NRQXF0vCXRAErK2tcXJywtHRccRmEe6F/iw0dy5ohR896gojbRqO5MKtBEyCUoHQ/WNwqOe3HvnVI+B7UKvUXP5rNI61xoBA6+UqadvNjDq03U3QNtNDaamHqvbmiNgeZCYOrVk11B3MBFHEvMfo0vP+KwV0HIwwXu48Yu+3SqUiNjaW6upqQkND77vQ2u2IokhiYiJdXV0sWLBgxGdMCwoKaGpqYuHChfJs7CRiSEK9ubl5RKNDMhObzZs34+TkRFRUFIcPH6arqwsHBwcWL15MUFCQRt/w8HCWLFnCiy++KOVRP3bs2LC9bw8//DAnT57klVdekfKme3h4SAtXra2t+fvf/8727dvZsGED9vb2bNu2jbq6Oo1iQ/0xf/583nnnHV544QXq6uqwsbEhIiKCV155ZVhj7I99+/ZhZGTE22+/TUVFBd7e3nz11VesX79eo59KpRqyTedObG1tiYmJYfv27URGRqJWqwkJCSE6Orpfe5JMX0xMTIiIiODixYtcvXqV2tpa5s+ff9/51m9HR0eHoKAgpk+fTmpqKtnZ2eTl5TFjxgy8vb1HxZqiUCiwsbGR8rzX19dLoj05OZnk5GTMzc0lX7upqemI3aDcD32y1NwWidd1M+1joen1qAvaAnTdLtd7EBQKbPQtgG5JxPdG20VEOvMa6aTp1vOg7XIV6Guh1Fei42qKyVIn2TozCemqbqM6voDu+BoEUfOcQCkgKAXMH58+Yu+tWq3mwoULlJeXM2/evAGrnd8LBQUFlJaWEhQUNKQ1U8NBpVKRkpKCubm5NAMuMzkYsYJHk50HreDRSNBb8OjQoUPjPRSZuyCft5qIokhWVhZXr17FxMSERYsWaSyKHEkaGxu5du0apaWl6Ovr4+/vj7u7+5hFspqamigpKaGkpERasG1oaCiJdisrq0kZVWvPrqP9WjVKSz0Nj3p33U1qP03X6Nsr13vtM7f/v4dbVhsBDELsEG+q6MhvRN3aibaTCRb/4ikL+AlGV3UbDcfy6bjRgLpDDagRbv2T0AKTZS4jms9fFEVprVRwcPCw6oQMhba2No4ePYqpqSkrVqwY8Rvq7OxsLl++zNKlS0fUqiNzb4xLwSMZGRmZiY4gCMyYMQMLCwsp33pISMiITl/3YmpqyuLFi6murubq1askJSWRlZXFzJkzcXR0HPXItomJCb6+vvj6+tLe3k5paSklJSXk5OSQnZ2Njo4O9vb2ODo6YmdnN66LUYeDvrdFvzYGbWsDLCP9JI96S1IF3cUtgKb3XeSOyCs9Iqz1QtmtRz3bum40UvlmMkpbfVRNnWhb66PvYykXcxpH2rLrqPs0XbrR6lkfeutmUyGAcCtb0AgvLhZFkaSkJAoLCwkMDBxxkd5reVGr1SxYsGDErw1dXV2kp6djY2MzYmt0ZMaOyXFllpGRkRlBbG1tWbVqFbGxsZw/fx5fX18CAwNHRTxbW1uzYsUKSktLuXbtGrGxsVhYWBAUFDRmX5r6+vp4enri6elJd3c35eXllJSUUFZWRkFBAUqlEltbW2kx6mStVHi7iDeaZ0fj6ULakivRcTHpqZ7acJOuvP5yjt8p3XsQEemubAMEOota6CpqoemHQrQcDXvaBQHjcEdMl4+sBULmR7qq22iOL6OpoAZlWSfQz7slgMkK51G5iRJFkStXrnDjxg18fX1HxW5448YNysvLmT179qhUcM/Ozqajo4OZM2dOCOubzPCQhbrMPdO7+FFGZjJiaGjIihUruHTpEhkZGdTV1REaGjoqGVMEQZBEcH5+PqmpqZw5c4Zp06Yxc+bMAXPujzRaWlpSrna1Wk11dbVkkSkr64kqW1lZ4eDggKOj46hZg8YC0+UufUR04+lCWuLLQdGT711rmiEd1+uhu68L9Ee7zI+IiHSVtEhbm08W0XymCC0bA8RuEbG9G8MQO1m83yeNpwtpPl+KeFMFiPTmkevvlsrsEc9Ry63fu95k+vTpUt2NkaS1tZUrV65gY2ODl5fXiO+/o6ODzMxMye4mM/mQPeq3kD3qMlMR+bwdGrm5uSQnJ6Ovr8+iRYtGPHfxnahUKq5fv05GRgadnZ04OTkREBAw4gvIhoMoijQ0NEgWmd7CXcbGxpKv3dLSckpG5Lqq22hPraGrpp2b1+sRW7oG7H97ysg+fvfbO2oLoBJRmOpi/i+ecqaZQaj/Zy6tSRWgEp1l8VkAACAASURBVBHVoJnnpy9Ka33M1rmPyt+1pqaGCxcuUF9fj4+PD/PmzRvxc18URc6cOUNdXR1r164dlaQdSUlJ3LhxQ8rgJjMxkD3qMjIyMsPA09MTc3NzYmNjOXnyJHPnzh3VPMO9KR09PT3JysoiKyuL4uJi3NzcCAgIGJcsW4IgYG5ujrm5Of7+/rS2tkqiPSsri8zMTPT09KRIu62t7ZSpl3FnDvj27Doaj+Wjau1CaarTY3Pp+jGmpSkc+8pISbzf0vvq+o4+C121nIyw/FfvB97vLi0OzagDbr/x6V+g6wfboG2lP6prBaqqqvjggw9Qq9UoFAoeeuihUblBTUlJoaqqivnz54/KZ76+vp7c3FymT58ui/RJjCzUZWRkZOjJpb9q1Sri4uJISEigtraWWbNmjaoY1dbWJiAgAC8vLzIyMsjJyaGwsBBPT0/8/PzG1StuaGjI9OnTmT59Op2dnZSVlVFSUiJVRtXS0sLOzg5HR0fs7e2nVE2N/hastmfX0XSqEHWHCoWRNl3FzdAtIvQzJ92fwLwz8t5d3ELlm8m9aWl60BIwXuo0pW0zLYnlNB4vQGzrSVfbf5b8/jFe6Tzqf5ubN2/yww8/oFarperPRUVFI24bKSkpISMjAw8PD9zd3Ud039ATrb906RK6uroEBASM+P5lxg5ZqMvIyMjcQk9Pj6VLl3Lt2jWysrKora0lLCxs1CPcenp6BAcH4+PjQ1paGjk5Ody4cQNvb+8JUVhOR0cHV1dXXF1dUalUVFZWSgWWiouLpXzuTk5OODg4oK+vP67jHQ3ulm2m/p+5tF6pQstMl+7qNqnK6p3cVbyLPVsBhO5bnveTRRr9lNMMsHpixqSMvrdn11H/jxzU9Z1Sm3jbf6H3b3MXga4toD3NEJMVLqNuHWpqauLcuXOo1WqUSqUURXd2dh7kmcM/Tnx8PBYWFsyePXtE991LQUEBNTU1zJs3b9yvHzL3h+xRv4XsUZeZisjn7b1TXFxMQkICCoWC0NBQ7OxGZ7FafzQ3N5OSkkJRURHa2tqjWjTpfhBFkZqaGmkxaktLTzpEKysrydc+GlksJjKVH177MbOMEqnK6lC53frRr+/9TrQFLDf6Tgj/e1d1G5XvXYEOtUZ7/8J8YBQm2piscBm1RaJ3UllZyfnz51EoFCxevBiAoqIinJ2dRzSa3t3dzYkTJ+jo6GDVqlWjEgTo6uriu+++w8DAgIiIiCm5rmSyMxyPuizUbyELdZmpiHze3h9NTU3ExsbS2NhIQEAAfn5+Y/qlV19fT0pKCmVlZejp6eHr64unp+eE9IaLokhjYyMlJSUUFxfT0NAA9OSTd3R0xMnJCTMzM2pra0dFAE1U2rPraD5fQmdpC7QPU7XfRn8CXvO3gTEMtcP8J573fPxear/Mov1K9V23i/08Goow70VrmgGWYzh7UFNTQ3JyMpWVlVhaWrJkyZJRm0ETRZG4uDiKi4tHtfDQlStXyMrKIiIiAktLy1E5hsz9IS8mlZGRkRkBTExMiIiIICkpidTUVGpqaggJCRmVFI79YW5uTnh4ODU1NVy7do3Lly+TlZWFv78/bm5uE6qyqCAImJmZYWZmhr+/Py0tLVKkPT09nfT0dJRKJdnZ2QiCgCAIbN68ecqL9f4sM42nC2mOLoFOtaZHfQAGErtinx307dt6oZzWC+VDGPHA9CfENY+sudB2KCjMdbB+KmDMrT01NTW8//77qNVqBEFg5cqVo2pzy87Opri4mJkzZ46aSG9sbCQ7Oxt3d3dZpE8RJs5VXmbK8uSTT+Lq6io9LigoQBAEDhw4MG5jGinUajWvvvoqrq6u6OnpMXPmTL755pshPXfnzp0EBgZiZmaGgYEBPj4+vPLKK7S1tfXpq1Kp2L9/P/7+/ujp6WFpacmKFSsoL7//L16ZgdHS0mLBggXMnTuXyspKjh8/Tm1t7ZiOwcrKimXLlrF06VL09fVJTEzk+++/p6CggIk6KWpkZISPjw8rVqzgkUceYe7cuahUKtRqNd3d3XR3dxMTE0NVVdWEfQ2jhelyFxz/z0IcX1uE46uLcHxtEcYrneEeJ0qEPv/o8yOO0D9u5ZUX+j3uECPnWgLGK517Xv9ri7DfMX/MRXplZSXffPONtGhUqVSO6vW0qqqKq1ev4ujoOGqznKIokpycjJaWFjNnzhyVY8iMPXJEXWbMsbOzIz4+Hg8Pj/Eeyn3z0ksv8cYbb7Bv3z5mz57NF198weOPP853333H2rVrB3xuU1MTkZGReHt7o6ury4ULF9i3bx+XLl3iyJEjGn1//vOfc+LECV588UXmzJlDY2Mj0dHR3Lx5czRfnswtBEHQSOF46tQpgoOD8fT0HDMrjCAITJs2DVtbW8rKykhJSSE+Pp709HQCAwNxdHScsF5UPT09PD09MTMzIy8vD7W6x8Pc2trK6dOn0dXVxdHREWdnZ2xsbCbUTMFY0V9xJujJktLwvzc00kPeC8Oxn4wG2u4m2D47McRjaWkpH3/8sXQe9q79GOlFo720tbURGxuLkZERCxYsGLXPaUlJCZWVlcyePXvSVheW6YvsUb+F7FHvqWA2GlP6Tz75JOfOnZtylUyrqqpwcnJi586d7NmzR2pfvnw51dXVpKSkDHuf//mf/8lrr71GdXW1ZAn44osv2LhxIxcvXhx2hoAH4bwdazo6OoiPj6e8vBxXV1fmzp07Los8RVGkuLiYlJQUmpubMTc3JzAwEDs7uwkr2KHHbtDrUTczM6OsrIyioiLKy8vp7u5GR0cHBwcHjI2NaW9vx9XVdcrbY+6V6oNpdGTWj/cw+jCRRPmdNDQ08O2331JcXIwoimhpaeHn58eiRYtG5TxTq9WcOnWKxsZGIiIiRi2feXd3N99//z3a2tqsXr36gbzZnUzIHnWZQdm9ezd79uwhNTWV7du3ExcXx/Lly6VI7rfffssf//hHUlJS0NHRYeXKlbz55psaEQdXV1fCwsIIDw/n9ddfp6SkBF9fX958802WLl1612MXFBTg5ubGp59+ypNPPim1R0dHs3fvXhITE+nu7sbT05OtW7fy9NNPAz2C9cMPPyQ1NZX29na8vLx4/vnn2bRp06Cv9/Dhw0RFRZGTk4NSqcTZ2Znf/OY3bN68+R7/gnDixAk6OzvZuHGjRvvGjRt56qmnyM/PH3bRnF5Poba2ttT2P//zP4SHh49aGi+Z4aGrq0t4eDjp6emkpqZSX19PWFgYJiYmYzoOQRBwdnbGycmJgoICUlNTiY6OxsrKisDAQGxtbcd0PEPFyspKQxA5Ozvj7OyMSqWivLyc4uJibty4QW5uLgAKhYKVK1dy8+ZNFAoFvr6+snC/hfUm/0H71P8zd0S86XcyUotTx4qamhppYbaBgYFG+sXREukAycnJ1NbWsnDhwlEtOpSRkUFbWxvLly+XRfoUQxbqDzgPP/wwTz/9NDt27JA+3H/+85/51a9+RWRkJLt27aK5uZndu3cTHh5OSkqKRrq16OhokpOT2bdvH7q6urz++uusWbOGa9eu4e3tPeRxHDlyhMcee4yFCxfywQcfYGVlRXp6OoWFhVKfvLw8NmzYwM6dO1EoFMTExPDMM8/Q3t7Oc889d9d9x8bGsnHjRrZu3UpUVBRqtZqsrCwpKwX0RCdVqsEzMigUCunvlJ6ejq6uLp6eml9Wfn5+QM+FcyhCvbu7m5s3b5KQkMBbb73FU089JV3Qu7q6uHjxIps3b+b3v/89n3zyCY2NjQQHB/Pqq6+ybNmyQfcvM/IIgoC/vz+WlpZcuHCBEydOMH/+/FGbOh9sLG5ubri4uJCXl0daWhpnzpzBxsaGmTNnThpRq1QqpZSOOjo65Ofn093djUql4vjx41K/6OhoNm/ejI2NzTiOdvJg/hPPSSWoR4PExESOHTsmFTB66qmnWLFixahnH8rPzyc3NxcfH59RvTY0NzeTmZmJi4uL/LmYgshCfRxpqGyjLLcBe08zzGzHp5DF1q1b2bZtm/S4paWFHTt2EBkZySeffCK1z58/n+nTp/Pxxx/z/PPPS+2VlZXExcVJF6Hly5fj4uLC3r17+eyzz4Y0BlEU2bZtG0FBQZw9e1YSwitWrNDo9+KLL0q/q9VqlixZQnl5Oe+///6AQj0hIQEzMzP2798vtUVERGj0OXjwIJGRkYOOddOmTdIi2Lq6OszMzPrYDCwsLKTtg5GWlqZRNe4Xv/gFH374ofS4traWzs5ODhw4gLu7Ox999BG6urpERUWxevVqLly4wJw5cwY9jszoYGdnx+rVq4mLiyMuLo7q6mpmzZo1LhEthUKBp6cnbm5u5Obmkp6ezsmTJ7GzsyMwMFA6LycDLi4uCIKAtra2tNiv10+sUqn4xz/+gZ+fH6amprS3t2NmZkZzc/MDk/JRZugkJiZy9OhR6bEgCFRVVREcHDyq50p9fT1JSUnSDfNocvnyZRQKBbNmzRrV48iMD7JQHycaKtv4cl8SPemtBP7tD3PHRaw/8sgjGo/j4+NpamriiSeeoLv7xxJ7jo6O+Pj4EBMToyHUFyxYoBEpMDY25qGHHiI+Pn7IY8jOzqawsFCKlN+NnJwcdu3aRUxMDBUVFdIX92C++rlz51JfX8/GjRv56U9/SlhYGGZmZhp91q9fT1JS0qBjvf3CLopiv17g4Sz78PT0JCkpidbWVi5cuMCrr75Kd3c3n3/+OYD0Gru6ujh69Cj29vYALF68GHd3d6Kiovjyyy+HfDyZkcfQ0JAVK1Zw5coVrl+/Lk1zj3Y107uhVCrx9vbGw8OD69evk5mZyYkTJ3B0dCQgIKDPuT8RsbKyYvPmzRQVFWFsbMyXX34pfRaUSiWenp4UFRVx/fp16fOmVCpRKBQPRMpHmYGpqakhNTWVsrIyysrKNLap1epRn/nq6Ojg/Pnz6OjosHDhwlG9cS8tLaWsrIygoKApWRFYRhbq40ZZbgMg0t2pRktHQVluw7gI9TurLVZVVQF9o9m9mJubazzuzwdra2tLaWnpkMfQm+rO0dHxrn1aWlpYuXIlBgYGvPbaa3h4eKCjo8P777+vEfnvj/DwcL7++mveffdd6cYkPDyct956i8DAQKAnCj4U/+DtF1wLCwvq6+v7CPb6+npp+2Do6elJEfHw8HDs7OyIjIzkt7/9LQsWLMDc3BxBEPD19ZVEOvSkvgsJCeHKlSuDHkNm9FEoFMyePRtra2suXrzI8ePHWbBgAQ4ODuM2Ji0tLXx9ffHy8iI7O5usrCxKSkpwdnYmICBgzD31w+V2L/tzzz1HRkYGgORRT05O5saNG1JAoTf14+nTpwkJCcHe3h4tLS2NxauygJ/6REdHc/bsWenxncGUdevWjep5IIoi8fHxtLe3s3z58lHNvqJSqbh8+TLGxsbDsprKTC5koT5O2HuaAQJaOgpAuPV47LnzIta7mPHAgQOS1/p27iwHXllZ2adPZWXlsARK70VzIHEfHx9PYWEh58+fJywsTGq/Peo/EBs2bGDDhg20tLRw7tw5duzYwerVqykpKUGhUNyT9cXPz4+Ojg5u3Lih4VO/XVAMl17Rnpuby4IFC9DX18fd3f2ukXt50dDEwtnZWUrhGBMTw4wZMwgMDBzX90lbWxt/f3+8vLzIysri+vXrFBUV4erqSkBAAEZGRuM2tqFiZWUllXXvpdceo6WlRXd3t1Sttbf6o1KpxNTUlMTERKDnWrd48WJ5MeoUpaamhh9++IHr169rtCsUCubOnUt7e7v0ORhN0tLSKC8vZ86cOaN+nmVlZdHS0sKSJUvk74IpjCzUxwkzWwP+7Q9zx92jfiehoaEYGxuTm5s7pGwqCQkJFBcX4+TkBPQsavn+++956KGHhnzM6dOn4+rqyl/+8heeffbZfkVpbxGg27Oh1NfX98k3PhhGRkasW7eOvLw8tm3bRm1tLdbW1vdkfVm9ejU6Ojp8/vnnvPzyy1L7oUOHpMqRwyU6OhpAI8f8I488wrvvvktJSYk069Dc3Ex8fDyrV68e9jFkRhdjY2MiIiJITk4mMzOTmpoaFi5cOO7T0rq6usycORNvb28yMzPJycmhsLAQd3d3/Pz8xs2qc6/caY/p9ahbWlpSXV1NUVERly5d0lgkfvbsWaKjo3FxccHY2BhLS0tZuE8Bampq+POf/9xv4EYQhDERzQBFRUWkpaXh5ubWJ8nASNPW1kZ6ejqOjo59ZsZlphayUB9HzGwNJoxA78XExISoqCi2bNlCdXU1a9aswdTUlNLSUqKjo1myZAk/+9nPpP62trZERESwe/duKetLa2srL7300pCPKQgC+/fv59FHH2XZsmU899xzWFtbk5mZSVVVFXv27CE0NBQTExO2bNnCnj17aG1tZe/evVhZWdHY2Djg/nft2kVlZSVLly7F3t6ekpIS3nnnHYKCgrC2tgZ6ZhKGW27ZxsaGF154gVdffRVjY2OCg4P58ssvOXPmTJ8biOXLl1NYWCilnEtJSeF3v/sdjz/+OO7u7nR0dBATE8Pbb7/NmjVrCAkJkZ77u9/9js8++4y1a9eya9cudHR0eOONN2hra2Pnzp3DGrPM2KBUKpk3bx7W1tYkJSVx7NgxQkNDR61s+HDQ09Nj1qxZ+Pj4kJ6ezo0bN8jPz8fDwwM/P79xv6EYDnemeuzFxsYGGxsbWltbqaiokNp7szvl5eVJbWfPnmXp0qWyYJ+E9HrRMzMz+xXp3t7erFy5ckze1/LycuLj47GysmLu3LmjXsvg8uXLAAQHB4/qcWTGH1moy/Rh8+bNODk5ERUVxeHDh+nq6sLBwYHFixcTFBSk0Tc8PJwlS5bw4osvSnnUjx07xvTp04d1zIcffpiTJ0/yyiuvSHnTPTw8pIWr1tbW/P3vf2f79u1s2LABe3t7tm3bRl1dnUaxof6YP38+77zzDi+88AJ1dXXY2NgQERHBK6+8Mqwx9se+ffswMjLi7bffpqKiAm9vb7766ivWr1+v0U+lUml8kdja2mJlZcV///d/U1FRgYGBAe7u7rzxxhs888wzGs+1tbUlJiaG7du3ExkZiVqtJiQkhOjo6H7tSTITBzc3NywsLIiNjeXs2bMEBATg5+c3IQoS6evrM2fOHGbMmEF6ejq5ubnk5eXh6emJr6/vlKhs6Ofnx/nz51Gr1ajVagRB6LPYWxRFzp49y7lz5/D398fKykoW7ROcmpoaMjIyOHPmzF37LF26lPDw8DEbz/nz5zExMSE8PFyyYY0WlZWVFBcXExAQMOlmwmSGj1yZ9BZyZdLh01vw6NChQ+M9FJm7IJ+3E4Pu7m4SExMpLCxk2rRphISETDgh3NzcTFpaGgUFBWhpaeHl5cWMGTNGpVrxWNK7mLTX0nfx4sVBn6OlpcW//du/ySkfJxg1NTVcunSJxMREKQvQ7fj4+GBvbz+mN1oNDQ2cPn1aKgw42p9rtVrNsWPHUKlUPPTQQ6N+UyAzOsiVSWVkZGQmEFpaWoSEhGBjY0NycjLHjx9n4cKFkvVqImBsbExISAh+fn6SnSAnJwdvb298fHzQ0dEZ7yHeE7fbY7y8vPD09CQ6OpqSkpK7Pqe7u5vDhw8jCAJqtVrK566trU1ISMiYRWplekhOTubUqVO0t7fftY8gCKxYsWJMb6p6kxMolUqWLVs2Jjff169fp6mpiUWLFski/QFBFuoyMjIyY4AgCHh6emJpaUlsbCynT58mMDCQGTNmTAgrTC8mJiYsXLhQEuzp6elcv34dHx8fvL29NRZ0T0a8vLzw8vIiJyeHtLQ0LCwsiI6O1ojQ9lpkeiecu7q6gB4L29mzZ0lISCAwMJC5c+fK0fZRJCcnh3/+8580NzcP2ne00y7eSXt7O2fOnEGlUrFixYoxsaA0NzeTkpKCnZ3duKZ+lRlbZOvLLWTri8xURD5vJyadnZ0kJiZSXFyMnZ0dISEhE9ZiUl9fT0pKCmVlZejo6DBjxgymT5+OltbUifP0ep5bW1sxNDTEzs6OL774QiNjzN3Q1dWls7MTPT09VqxYwezZs8dgxFOboUTQoeeGytvbm9mzZ4962sXb6ezs5NSpU7S2trJ06dIxuUEQRZFTp07R2NjI2rVrMTCYWIkoZIbHcKwvslC/hSzUZaYi8nk7cRFFkdzcXC5fvoyuru6Es8LcSW1tLampqZSXl6OrqysVU5qq0+85OTkcPnx4WJWGAQwMDHB2dh5zr/RUoNcW1juDMRALFiwYs7SLt9Pd3c3Zs2epq6sjPDx8zDI5ZWVlceXKFebPn4+7u/uYHFNm9JCF+j0gC3WZqYh83k586urqiIuLo7W1dUJaYe6kurqalJQUqqqq0NfXx9fXFw8Pjykp2Gtqajh16hR5eXl0dnbe8356i+6sWbNmBEc3NUhOTiY2NpaGhoYh3RSZmZmxcePGcbkBUqvVxMTEUF5eTlhYmFQ/ZLRpamri+PHj2Nrasnjx4gl9fZAZGrJQvwdkoS4zFZHP28lBV1cXFy9elKwwCxYsmHBZYe6ksrKS1NRUqqurMTAwkAT7VK6QGB0dLVU6bW1tHfbze6uompiYsH79+jG1a0wkvv32W1JSUob1HKVSyeLFi8dtIa8oily4cIGioiLmzZunUZRutI976tQpmpqaWLt27aSqcyBzd2Shfg/IQl1mKiKft5OHO60woaGh2NjYjPewBkQURSorK0lJSaG2thYDAwP8/Pxwd3ef0oIdeiLB8fHxNDc309HRcd/7c3NzG1I16MnKsWPHSEpK6jet4kBoaWmxaNGicc20I4oily5dIjc3l5kzZ+Lr6ztmx87MzOTq1auEhITg6uo6ZseVGV1koX4PyEJdZioin7eTj/r6emJjY2ltbSUgIABfX98JP9UtiiIVFRWkpKRQV1eHoaEhfn5+uLm5TXnBDj0WmaSkJAoKCmhvb6epqeme96VQKFCr1VPCLnPs2DEuXbo0pEW5d2JoaMiyZcvGfXFuW1s+qanfUliow/Tpi/oU/RtNmpqaOHbsGHZ2dixatGjCXwdkho6cR11GRkZmkmJubs7q1atJTEyUvOATsUDS7QiCgJ2dHdOmTaO8vJyUlBQSExPJyMjA398fFxeXKS3YraysNAR1TU0NR48eJS8vb9j76o04q9VqLl682KdA03h6tAfib3/7G9nZ2fe9H29vb/793/99BEZ0/7S15ZNwcR0qlQpLKwVeXg+N2bFFUSQhIQEtLS3mzp0ri/QHmCkh1Ovq6nj55Zc5efIkhYWFWFlZsW7dOvbu3YulpeV4D09GRkZmWGhraxMaGoqtra2UCWMyWGEEQcDe3h47OzvKyspISUkhISGBtLQ0AgICcHFxeSAEh5WVFb/4xS+AnuwxycnJABQWFg6acnAwGhoaeO+99+66ff78+aMahd+/fz8NDQ0juk8dHR1mzZo14WYPsq9/j0qlQqHoQqHQp7HxEoaGY5NxJTMzk9raWkJDQ2Vf+gPOlBDqZWVllJaW8sc//hFfX19KS0v59a9/zb//+7/zww8/jPfwHniefPJJzp07R0FBAQAFBQW4ubnx6aef8uSTT47r2O4XtVrN66+/zgcffEBFRQXe3t7s2rWLxx57bMDnNTU1sX//fo4fP052djYqlQpfX19+//vf8y//8i99+h88eJB33nmHnJwcdHV1CQoKYteuXSxatGi0XprMOHN7gaS4uDhOnz5NQEAAfn5+E17sCoKAg4MD9vb2lJaWkpKSQnx8vCTYnZ2dJ/xrGCl6Cyz1UlNTw9/+9jdqa2tH5Xj9ReEnKhMpen47oiiSmppKznURSysFCoU+giBgZjZ3TI7f2NhIamoqjo6OODs7j8kxZSYuU9ajfvToUdatW0dDQwMmJiaD9pc96qPHnUK9o6ODK1eu4OHhMaHzRg+FP/zhD7zxxhvs27eP2bNn88UXX/DRRx/x3XffsXbt2rs+Ly0tjRUrVhAZGcnixYtRKBT87W9/4+DBg7z33nts2bJF6vvhhx+yefNmnnvuOR599FHa2tp46623uHjxIvHx8cyaNeuux5HP26lBV1cXSUlJFBYWYmNjM+mibKIoUlxcTGpqKk1NTRgbG0uWmAdFsA/ESNlGJjp6enqEhISM68LQwVCr1SQlJZGXl4ebmxv+/tY0NSVjZjYXAwO3MTn+yZMnaW1tZe3atRPa8iZz78iLSYEvvviCyMhImpubh1RBTxbqPQJ6NKoj3inUpwpVVVU4OTmxc+dO9uzZI7UvX75cyjV9N1pbWxEEoU91ueXLl5OTk0NRUZHUFhoaCsCFCxektubmZiwtLdm+fTuvvvrqXY/zIJy3DwqiKJKXl0dycjJaWlosWLAAe3v78R7WsOgV7GlpaTQ2NmJsbIyfn9+U97APl+joaM6dOzfsYksTEUtLS37729+O9zCGRHd3N7GxsZSXl+Pn50dAQMCY30imp6eTkpLCwoUL5Wj6FGY4Qn1KXhkbGhp46aWX+OUvfzmgSP/www+ZM2cOc+bMobq6egxHOP7s3r0bQRBIS0tj1apVGBkZ8a//+q/S9m+//ZYFCxZgYGCAmZkZjz/+uIZ4BHB1dWXjxo189NFHeHp6oqenR3BwMGfPnh3w2AUFBQiCwIEDBzTao6OjWblyJaamphgaGjJz5kw+/vhjafsXX3zBsmXLsLa2xsjIiFmzZnHw4MEhvd7Dhw8za9YsjIyMMDU1JSAggA8++GBIz70bJ06coLOzk40bN2q0b9y4kdTUVPLz8+/6XENDw35LQM+ZM4eysjKNts7Ozj6zQgYGBmhraw871ZnM5EUQBDw8PFi1ahV6enpER0dz9erVSXUOCIKAs7Mza9asISwsDIVCQUJCAt9//z35+fmT6rWMJuHh4bz88svs3r1b42eir7lSKBSsX79eY8yTRaTfvHmTU6dOUV5ezty5cwkMDBxzkd7Q0EBaWhpOTk6yvfw+JwAAIABJREFUSJeRmNAe9f/6r/9i3759A/Y5e/YsS5YskR63trayfv16HBwc+OMf/zjgc5999lmeffZZoEcgPYg8/PDDPP300+zYsUOKaP35z3/mV7/6FZGRkezatYvm5mZ2795NeHg4KSkpGBsbS8+Pjo4mOTmZffv2oaury+uvv86aNWu4du0a3t7eQx7HkSNHeOyxx1i4cCEffPABVlZWpKenU1hYKPXJy8tjw4YN7Ny5E4VCQUxMDM888wzt7e0899xzd913bGwsGzduZOvWrURFRaFWq8nKytJYECWK4pBSiCkUCunvlJ6ejq6uLp6enhp9/Pz8AMjIyMDNbXhTpTExMfj4+Gi0/frXv+bZZ5/l448/5rHHHqO1tZW9e/eira3N008/Paz9y0x+TE1NWbVqFcnJyWRmZlJVVUVoaChGRkbjPbQhIwgCTk5OODo6UlJSQlpamrTo1M/PD1dXVznC3g8Did6DBw8OGBwYSaZawabm5mbOnj3LzZs3Wbx4MQ4ODmM+BrVaTUJCAtra2sydOzZeeJlJgjiBqa6uFjMzMwf8aW1tlfo3NzeLixYtEsPCwsTm5uZhHWv27NkDbs/IyLin1zAQtaUlYsrpE2JtacmI73swXn75ZREQ9+/fr9He3NwsmpiYiJGRkRrt+fn5ora2tvinP/1JanNxcRG1tbXFwsJCqa2pqUk0NzcXN27cKLVt2rRJdHFx0dgXIH766aeiKIqiWq0WXVxcxNmzZ4sqlWpI41epVGJXV5f4zDPPiIGBgQP2jYqKEs3NzQfs8+mnn4rAoD+bNm2SnvPLX/5StLW17bOvnJwcERD/+te/Dum19PLBBx+IgHjo0KE+2z7++GNRV1dXGse0adPExMTEQfc5GuetzMShsLBQ/Prrr8Wvv/5a43M42VCr1WJxcbF49OhR8fDhw+KRI0fE3NzcIV8PZGTulerqavGbb74Rv/nmG7G6unrcxpGamioePnxYLCoqGrcxyIwdg2nO25nQEXUrK6sh54ptbm5mzZo1iKLI8ePHJ3x0qa6slEM7tyEiIiCw8bW3sbAf+7v4Rx55RONxfHw8TU1NPPHEE3R3d0vtjo6O+Pj4EBMTw/PPPy+1L1iwQGOKztjYmIceeoj4+PghjyE7O5vCwkIpUn43cnJy2LVrFzExMVRUVEjT5IP56ufOnUt9fT0bN27kpz/9KWFhYZiZmWn0Wb9+PUlJSYOO9fbzURTFfqdGxXvwlZ47d46tW7fy85//nCeeeEJj25EjR9iyZQubN2/mJz/5Ce3t7bz99tusXbuWs2fP4u/vP+zjyUwNnJ2dsbCwIC4ujri4OCorKwkODkapVI730IaFIAg4Ojri4OBAWVkZqampJCYmkp6e/kAVTpIZW0pLS4mLi0NPT4+lS5dqzBaPJfX19aSlpeHi4oKTk9O4jEFm4jKhhfpQaW5uJiIigqamJv7xj3/Q2tpKa2srABYWFujo6IzzCPtSmpWOiEh3RwdaurqUZqWPi1C3s7PTeFxVVQXAihUr+u1vbm6u8djW1rZPH1tbW0pLS4c8ht40ZY6Ojnft09LSwsqVKzEwMOC1117Dw8MDHR0d3n//fT755JMB9x8eHs7XX3/Nu+++K92YhIeH89ZbbxEYGAj0nCempqaDjvV2sWBhYUF9fX0fwV5fXy9tHwpJSUn85Cc/YdmyZRqefOgR/c8++ywbNmzg7bffltojIiLw8fHhpZde4u9///uQjiMzNTEyMmLlypVcu3aNrKwsqqurWbhw4ZDO54nG7Wkdy8rKSEtLIzExkbS0NHx8fPDw8BhScgAZmcHIzc0lKSkJCwsLwsPDxy27Sq/lRVdXd9yrsMpMTKbEFS85OZmEhAQApk+frrHtTg/7RMHBxw8BAS1dXQQEHHz8xmUcd0aEexcrHThwQPJa386dEYfKyso+fSorK4fl8euNUg8k7uPj4yksLOT8+fOEhYVJ7bdH/Qdiw4YNbNiwgZaWFs6dO8eOHTtYvXo1JSUlKBQKDh48SGRk5KD72bRpk7QI1s/Pj46ODm7cuKHhU8/IyADA19d30P2lpqayatUqgoKC+Oabb9DW1tbYXllZSVVVVR/Poo6ODjNnziQzM3PQY8hMfRQKBbNmzcLW1paEhAROnDjBnDlzcHNzm5TpD28X7BUVFaSnp3P58mXS09Px9vbGy8trQgZgZCY+4q0c6enp6djZ2REWFjauN3/p6ek0NDSwaNGiUcm6JjP5mRJCfcmSJZMujZWFvQMbX3ub0qx0HHz8xiWa3h+hoaEYGxuTm5vLpk2bBu2fkJBAcXGxNF3X3NzM999/z0MPDb3U8vTp03F1deUvf/kLzz77bL/Coq2tDUBDyNbX13PkyJEhHwd6oo/r1q0jLy+Pbdu2UVtbi7W19T1ZX1avXo2Ojg6ff/45L7/8stR+6NAh/P39B11ImpOTw8qVK3F3d+e7777rNy+2ubk5urq6JCYmarR3dnZy9epV3N3HpkqezOTA3t6eNWvWcOHCBS5evEhFRQVz587tcwM4WRAEATs7O+zs7KiurpZS12VmZuLl5YW3t7ecZ1pmyKjVahITE8nPz8fd3Z25c+eOq6WqqqqK9PR0XF1dB5xRlnmwmRJCfbJiYe8wYQR6LyYmJkRFRbFlyxaqq6tZs2YNpqamlJaWEh0dzZIlS/jZz34m9be1tSUiIoLdu3dLWV9aW1t56aWXhnxMQRDYv38/jz76KMuWLeO5557D2tpaymixZ88eQkNDMTExYcuWLezZs0fKfGJlZUVjY+OA+9+1axeVlZUsXboUe3t7SkpKeOeddwgKCpIKLllaWg479ZmNjQ0vvPACr776KsbGxgQHB/Pll19y5syZPjcQy5cvp7CwkNzcXKDnAr1y5Uo6OzvZs2ePFIXvZdasWejq6qKrq8svf/lL3nvvPSwsLFi3bh3t7e289957FBQUsH///mGNWWbqo6+vz7Jly0hPTyc1NZWamhpCQ0OHvN5nomJtbc2SJUuor68nPT2djIwMsrOz8fDwYMaMGf2mO5WR6aW9vZ34+HgqKyvHLUf6neOJi4vDyMjogc06JzM0ZKEu04fNmzfj5OREVFQUhw8fpqurCwcHBxYvXkxQUJBG3/DwcJYsWcKLL75ISUkJvr6+HDt2rI8FaTAefvhhTp48ySuvvCKlHPTw8JAWrlpbW/P3v/+d7du3s2HDBuzt7dm2bRt1dXUaxYb6Y/78+bzzzju88MIL1NXVYWNjQ0REBK+88sqwxtgf+/btw8jIiLfffpuKigq8vb356quvWL9+vUY/lUqlYdPJyMiQUk+uW7euz37z8/NxdXUF4E9/+hPe3t785S9/4dNPP0VPTw8/Pz9OnDhBRETEfb8GmamHIAj4+/tja2vLhQsXOHXqFIGBgcyYMWNSWmFux9zcnLCwMJqamsjIyCAnJ4fc3FxcXV3x9fUdtwWBMhOTtrZ88vJOkJMDXV0WzJs3Dw8Pj3Edk1qtJi4ujq6uLpYtWzZpZ7xkxoYpW5l0uMiVSYePq6srYWFhHDp0aLyHInMX5PNWprOzk8TERIqLi7G1tSUkJKRfm9VkpbW1lczMTPLy8lCpVDg7OzNjxgz09BppaEgas9LvMhOPpqYcki49jFqtRhAEAgO+wsYmYLyHxZUrV8jKyiIkJEQKyMg8WAynMqkcUZeRkZGZwujo6LBw4ULy8vJITk7m6NGjLFiwYFyKuowGhoaGzJkzB39/f7KyssjJyaG09DKWlu8jKAQUgoJ58/4pi/UHiLa2fIpLzpJ34wpa2moUii4UCn26uzOB8RXqxcXFZGVl4eXlJYt0mSEhC3UZGRmZKY4gCHh4eGBtbU1cXBwxMTFMnz6doKCgSZdz/W7o6ekRFBSEr68vKanv09AggthBt1qHjIzPMDc3R6FUYGuzVhbtU5jq6mhSUp9FrQZtHQGFQoEg6CMIAmZm41vxs6mpiYSEBCwsLJg1a9a4jkVm8iALdZl7pqCgYLyHICMjMwxMTEyIiIjg2rVrZGdnU1lZOWlzrt8NHR0dfGf8hIuJHyGKuoiimobGz2lo7EYQID///zIz8AM6OsplW8wUo7jkBNnZvwHUKBQgCLq4uW1BV8d63N/r7u5uYmNjUSgUhIWFTZkbZJnRRxbqMjIyMg8QSqWS4OBgpk2bJuVcDw4OxsPDY9IvNO3FwMCN+fP+l4aGJDo6qskveJfe1VgqVRdXrz2DQtHz9efq+ms5yj7JEUWR7OwYSkp/C6j58TQWJ8R7K4oiSUlJNDY2smTJEgwNDcd1PDKTC7kms4yMjMwDSG/OdSsrK5KSkoiNjaWjo2O8hzViGBi4YW//r9jarkUQfoxeKhQCajWo1TdRq2+Sl7ef+IRVpKX/B21t+eM4Ypnh0taWT2HRYc6f///JzPwnAgpJpAuCkpmBH467SAe4ceMGBQUFBAQE9KkGLiMzGHJEXUZGRuYBRV9fn6VLl5KVlUVKSgrHjx8nJCQEGxub8R7aiNETXf+OyqpjgIiJcSApqb9CrQZR7EYQ1IgiVFZ+S2XlEabZPoyBoeuEiMTK3J3Ssq/JynoRUVQAClxd/4vGxh9QiwpAZGbgh1haLhrvYVJbW0tycjJ2dnb9VvuWkRkMWajLyMjIPMAIgsCMGTOwsbHhwoULnD59mhkzZhAYGDiuVRtHEgMDN9xcfy09nj/vf6msOkZe3n5AJUVhRVFFReW3AOTlvf3/2rvzqCjOtG3gVzWy2LK0QNORRVtRVBQFBUFEQVGUqOObBLIoGWXMqIkZ0Zg58jlRIcqYDCajZiZqjIkmxtdoFs2i8XVGhGjALSrK4gKCggjKomwC0vX9QajQ7CrYDVy/c8yxq5+quqGJXP30XU/B3v6PcLCfxcCuR/Lzf0ZKSiQqKq9BFAFB0AAwhEpliIEDv9OrJTkrKipw7NgxmJiYYPTo0Z2mtYyeLAZ1IiKClZUVAgMD8euvvyIlJQU5OTnw9vbuVBea1qoN7kZGSqSmhkvb6+YoUaxGVtanyMr6FDKZHN26WaBfvzDY2QbroGLKvrkXV6+uw4MHd6TrDX5/vTRSONeHgA7U9KXHx8fj/v37mDhxIoyNjXVdEnVQnWO6hIiIHlu3bt0watQojB07FuXl5Th06BAuX76MznpfPDvbYLgO346ePceg/q/D32fZAY2mDJWVOUhNDceRmMH49ewf2c/+hGTf3IvYOE+kpoajqurOb7Po2m+qBg2K0puAXispKQk5OTkYMWIErKysdF0OdWCcUSciIi329vawsrLCiRMncObMGdy8eRNeXl4wMTHRdWltzspqLKysxqKs7Bpy8w6grDQDuXnfQRQfAKg/yw4AlSgsPI74hIno2dMbfXrP04te6M6mrOwazie+jrKy1EZm0H9nbx+qd59y5OTk4MKFC1Cr1ejfv7+uy6EOjjPq1O7mzJmjdQe2jIwMCIKA7du366ymtqLRaLB27Vqo1WqYmJhg+PDh+Prrr1vc7969e3j77bfh7e0NKysrKBQKeHt7Y9++fVrjqqursW7dOkyYMAEqlQpmZmYYMWIEtm3bBo1G015fFhG6d+8OX19fjBw5Enl5eThw4ACys7N1XVa7qWmHWYghQ6Lh5fkTnlI922BM/aBYWPgLzp2fg6OxI7hqTBupmUF3R3zCRJSWpjY6gw4AhoZKDBr0DgY6vaWbQptQWlqKX375BRYWFvDw8GBfOj02BnV64nr16oX4+HhMnTpV16U8thUrViAiIgKvv/46Dh48CC8vLwQHB+PAgQPN7nf9+nV8+OGH8PX1xc6dO/Hll1/CyckJzzzzDP79739L48rLy7FmzRoMHToUH330Efbt24fx48fjz3/+M5YtW9beXx51cYIgwMnJCZMnT0b37t0RFxeHkydP4sGDB7ourV3J5X0xZEg0XIdvR48ezpDJ5E2OFUWguvoucnO/QXzCRByJcUHMURdcurzmCVbc8V3L+BAxMS6/tbgUthjQx41N0LuZ9Orqahw/fhwajQY+Pj7o1o1NC/T4BLGzNh8+JHd3d5w+fbrJ51NSUjB48OAnWNGTV1FR0S4XvMyZMwdHjx7tdHcyzcvLg4ODA8LDwxEZGSlt9/f3x+3bt5GYmNjkvqWlpRAEAXK5dgDw9/fHlStXcP36dQA1//DfvXsXlpaWWuP+9Kc/YdeuXSgsLET37t2bPE9X+LmlJ6O6uhqJiYlITU2FmZkZRo8e3aV6b8vKruHc+fkoL09rckxtuKzL2NgBgwetZntMI8rKruFi0l9RXHwWAJptcTE0VGGI87t6+30URRHHjx/HjRs34OPjAwcHB12XRHqspcxZF2fUu6iIiAgIgoCLFy9i8uTJMDU1xfPPPy89/80338DLywtyuRwKhQLBwcFSeKylVqsREhKCrVu3on///jAxMcGIESMQExPT7Lmban2JjY3FpEmTYGFhgR49emD48OHYtm2b9Pzu3bsxYcIEKJVKmJqaws3NDTt27GjV17tr1y64ubnB1NQUFhYWcHFxwZYtW1q1b1MOHTqEyspKhISEaG0PCQnBhQsXcO1a0x+D9+jRo0FIB2r+571586b02MDAoEFIBwAPDw9UVFTgzp07j/EVELWegYEB3NzcMGHCBFRXV+Pw4cNISkrqtBea1ieX94X36P/DoEHvwNTUGcbG9g3GNOxnByoqbuDc+Tn47xFH/PeIEy4m/fUJVay/Lib9Ff89MhDxCRNRXHwWoogmZ9CBmj70cWN/0euQ/uuvv+LGjRtwdXVlSKc2xc9lurgZM2Zg7ty5WLZsmbRm8ubNm/Hqq68iNDQUK1euRHFxMSIiIuDr64vExESYmZlJ+8fGxuLMmTOIioqCsbEx3n33XQQGBuL8+fMYOHBgq+vYv38/nnvuOYwZMwZbtmyBtbU1kpKSkJmZKY1JT09HUFAQwsPDIZPJEBcXh1deeQXl5eVYsGBBk8c+duwYQkJCsGjRIkRHR0Oj0SA1NRVFRUXSGFEUUV1d3WKdMplM+j4lJSXB2Ni4wcVCtTe1SE5ORt++D7cSQVxcHAYNGtTiuNjYWCgUCt7ljp44lUqFwMBAnDp1ComJidKFpnX/XejM7GyDpZaLaxkf4vr1TyCKVaiuLtEaVz+01zyu/u3GSt/8NsYEdnYv6V2fdVu7lvEhMjO3QhQfQKOpAlClNXveVBu3mZkbhg6J1rsVXepLTk7G5cuXMXDgQH6CSW2OQV2Hqm6XoTLjHozU5jBUNt0D2Z4WLVqEsLAw6XFJSQmWLVuG0NBQfPLJJ9J2T09PODk5Ydu2bVi8eLG0PTc3F8ePH0fv3r0B1LRu9OnTB2vWrMHnn3/eqhpEUURYWBhcXV0RExMjBeGJEydqjVu+fLn0d41GAz8/P+Tk5GDTpk3NBvWEhAQoFAqsX79e2hYQEKA1ZseOHQgNDW2x1tmzZ0ufBBQUFEChUDS4WKh2BrygoKDF49X10UcfISEhATt37mx23KFDh7Bnzx6sXr2aPZCkE0ZGRvD29oadnR1Onz6NgwcPwtXVFQMGDOhSF8/1Vb8m3Ugp++ZepKW9h6qq2w3GNTbTLgiAKN6X1mqvZW8f2imCe8265+/iwYNCaVvdD1+a+jERhO6wsQlEv76v6X1AB4C0tDQkJiaiT58+cHNz03U51Anxt7yOVN0uQ94HZwERgADY/MVNJ2H9mWee0XocHx+Pe/fuYdasWVoXjNnb22PQoEGIi4vTCupeXl5SSAcAMzMzTJ06FfHx8a2u4dKlS8jMzJRmypty5coVrFy5EnFxcbh165a06klLffUeHh4oLCxESEgIXnzxRfj4+EChUGiNmT59Ok6dOtVirdbW1tLfRVFsNJQ8SivA0aNHsWjRIrz88suYNWtWk+OSk5Px0ksvwc/PjxeTkk4JggC1Wg0bGxucPHkSZ86cQVZWFjw9PdGjRw9dl/fE1c605+f/jKTk/4eqqpxGx9X/J6N+X7Z2cBdgZTURrsM3t0/RbeyX+EkoL0/X2taamfOa543Rt+/rWneQ1XdZWVk4efIknnrqKXh5eXWpN6n05DCo60hlxj1ABMQqDQRDGSoz7ukkqNdvncjLywPQcDa7Vs+ePbUeq1SqBmNUKtVDLeOWn58PoObNQFNKSkowadIkyOVyvPPOO3B0dISRkRE2bdqkNfPfGF9fX+zduxcffPCB9MbE19cX77//PoYNGwagZha8NXdgrPtGwtLSEoWFhQ0Ce2FhofR8a5w6dQp/+MMfMGHCBK2e/PrS09MxadIk9O3bF/v27eNsOukFuVwOX19fpKWl4ezZszh48CBGjBiBvn37dsngYmU1FuPGHpMenzu/APn5/0HNrExDjQX337eJyM8/jP8ecay3Vzf06xem01CbcGIaSktTGn2uteEcMIS5+VD06xumt/3nTbl9+zZ++eUXWFpaYuzYsc1OMhE9Dv6m1xEjtTkgAIKhDBB+e6wD9X+R1q7isH37dqnXuq76fai5ubkNxuTm5sLOzq7VNdTOUjcX7uPj45GZmYmff/4ZPj4+0vbWLhMXFBSEoKAglJSU4OjRo1i2bBmmTJmCrKwsyGSyR2p9GTJkCCoqKpCWlqbVp56cnAwAcHZ2bvF4Fy5cwOTJk+Hq6oqvv/4ahoaGjY7LysqCv78/zM3N8dNPP8HcXDc/L0SNEQQB/fv3x1NPPYWEhAScOHECN27cwKhRo5pdlagrqDsbnn1zLy5dioQoljc5vqkZd+3nHiA9/T2kp7/X1FFgbz/nsVpo8vN/xsWkpXjwIL/ZcfU/QGxNODcy6gl7+5c71Ox5XXfv3kVsbKz0JpWTJtSe+NOlI4ZKOWz+4qbzHvX6vL29YWZmhqtXr2L27Nktjk9ISMCNGzekq9yLi4vx448/PtQa6U5OTlCr1fj4448xb968RmfhysrKAEAryBYWFmL//v2tPg8AmJqaYtq0aUhPT0dYWBjy8/OhVCofqfVlypQpMDIywhdffIFVq1ZJ23fu3ImhQ4e2eCHplStXMGnSJPTr1w8//PBDk4Hm9u3b0icchw8fhlKpbM2XSvTEmZqawt/fH5cuXUJiYiIOHDgADw8Prfa4rqzuhagAcOnyGq3+9MY0FXqb7/cWG/S+t4WHD+V1GUClmoGhQ6LbtKYnrbS0FDExMejWrRvGjx/fKe/WS/qFQV2HDJVyvQnotczNzREdHY2FCxfi9u3bCAwMhIWFBbKzsxEbGws/Pz/MnDlTGq9SqRAQEICIiAhp1ZfS0lKsWLGi1ecUBAHr16/Hs88+iwkTJmDBggVQKpVISUlBXl4eIiMj4e3tDXNzcyxcuBCRkZEoLS3FmjVrYG1tjbt37zZ7/JUrVyI3Nxfjx4+Hra0tsrKysHHjRri6ukqh18rK6qHXhLaxscGSJUuwdu1a6Y6hX375JY4cOdLgDYS/vz8yMzNx9epVADUtRpMmTUJlZSUiIyOlWfhabm5uMDY2Rnl5OSZPnoyMjAx88sknyMrKQlZWljTO2dmZs+ukVwRBwKBBg2Bra4v4+HhpbWl3d/d2uU9DRzbQ6S1p1vtaxodIT38fTbXI1NdSQG6LVTPrn+PhO5kMMWjQar27MdGjSim6hx0JZ+CgETBrgm+XvBaDnjwGdWpg/vz5cHBwQHR0NHbt2oWqqirY2dlh3LhxcHV11Rrr6+sLPz8/LF++HFlZWXB2dsbBgwfh5OT0UOecMWMGDh8+jNWrV2Pu3LkAAEdHR+nCVaVSiW+//RZLly5FUFAQbG1tERYWhoKCAq2bDTXG09MTGzduxJIlS1BQUAAbGxsEBARg9erVD1VjY6KiomBqaooNGzbg1q1bGDhwIPbs2YPp06drjauurtZq00lOTpaWnpw2bVqD4167dg1qtRq5ubk4e7bmZiCNXWQaExMDPz+/x/46iNqaubk5Jk2ahJSUFFy8eBF5eXkYNWrUQ7XFdSV1V5CpdebXl1FU9MsjHU9XlwcYGqowbuyj1azP/ptXiNkXr0EwtEA3S0tMMTKBouXdiB4b70z6G96Z9OGp1Wr4+Pi0uJwg6Q5/bkkfFBYWIj4+Hnfv3kXfvn0xYsQIGBkZ6bqsDin75l6kpq4EUKnrUiCTmcNz1DcdYhnFx3GlpBzjT6XigQhAEGAsAGudHDDTtuvcmZfa1sPcmZQz6kRE1K569uyJyZMn4+LFi0hJSUFOTg7c3d15B8dHUL/Pvb6Tp4JQXHy2zc7XrZsVfMedbLPjdTSiKGL3uYsQNAbAbyu7iBDgqWDbCz0ZDOpERNTuDAwMMHz4cPTu3RsJCQk4duwY7O3t4e7u3uVXhmlLozy+0nUJncr58+dhfvM6DJSOMJAJ0IjADpe+cJTzIlJ6MhjU6ZFlZGTougQi6mBqZ9dTU1Nx4cIF/Pjjj3Bzc0O/fv265LrrpJ9EUURycjJSUlLg3b8/pjoPwsm7pfBU9GBIpyeKQZ2IiJ4omUwGZ2dn2Nvb4+TJkzh58iQyMzMxatQomJqa6ro86uJEUcS5c+eQmpqKPn36wN3dveZeAT0Y0OnJ4620iIhIJ8zNzeHv7w93d3fk5+fjwIEDSE1NBdc4IF3RaDQ4ceIEUlNTMWDAAIwePZqf9JBOcUadiIh0RhAEDBgwAHZ2djh16hTOnj2LzMxMeHp6QqHgAnj05FRXV+PYsWO4efMmXFxcMGTIEIZ00jnOqBMRkc7J5XKMGzcO3t7eKC0txU8//YTExERUV1frujTqAiorK3HkyBHcvHkT7u7uGDp0KEM66QXOqBMRkV4QBAF9+vTBU089hV9//RVJSUnSXU1VKpWuy6NOqry8HDExMSguLsaYMWPQu3dvXZdEJGFQJyIivWJsbIzRo0ejT58+OHXqFI4cOQJDBzVKHNQYq+zJVTeozRQXFyMmJgYVFRXw9fXFU089peuSiLQwqBMRkV6ytbXFtGnTcCjxIhYUVAMMYcSYAAAgAElEQVRXcyC7lottQ/sit/IBl8qjx/JrTh52/Xoe/aqBFyZMgJUV7zRK+oc96tTu5syZA7VaLT3OyMiAIAjYvn27zmpqKxqNBmvXroVarYaJiQmGDx+Or7/+ulX7fv/995g5cyacnJwgk8ng5+fX6DhBEJr8884777ThV0OkfwwMDFCksodBNwNUymSortZgdmI6/nY5C5NOXUZa2X1dl0gd0MkbN/E/KVnY090K0ZZ9UNSddxol/cQZdXrievXqhfj4eDg6Ouq6lMe2YsUKrFu3DlFRURg5ciR2796N4OBg/PDDD3j66aeb3Xffvn04d+4cvLy8cP9+02EjPj6+wbZ///vf2LlzJ6ZPn/7YXwORvvNU9IAAAd1lwAPIIIgalIsijEQN3k+7iTccbTmzTq2WlZWFXb9eBMxsUCnI0B3AiaJS/gyRXmJQJ0lFRQWMjY3b/TzGxsbw8vJq9/O0t7y8PKxbtw7h4eF48803AQDjx4/H1atXER4e3mJQ37p1K2Symg+1fHx8mhzX2PcqJCQE7u7uGDJkyGN8BUQdg6PcBIc9nHCiqBS9jA0x9+I1CBoRlSLwXV4Rvr9zD0vUKvxBxf51al56ejpOnDgBN0slvjMwgAEAAQI8FZxRJ/3E1pcuKiIiAoIg4OLFi5g8eTJMTU3x/PPPS89/88038PLyglwuh0KhQHBwMK5fv651DLVajZCQEGzduhX9+/eHiYkJRowYgZiYmGbP3VTrS2xsLCZNmgQLCwv06NEDw4cPx7Zt26Tnd+/ejQkTJkCpVMLU1BRubm7YsWNHq77eXbt2wc3NDaamprCwsICLiwu2bNnSqn2bcujQIVRWViIkJERre0hICC5cuIBr1641u39tSH9Yx44dQ1paGmbPnv1I+xN1RI5yE8y0tcJ4K3Mc9hiI/1H1hLFMQJVMhkpRxLprOfA/mYr1GbfYDkMNiKKIpKQknDhxAk899RRm+fvhsMdARA2wx2EPJ77BI73FGfUubsaMGZg7dy6WLVsmBcfNmzfj1VdfRWhoKFauXIni4mJERETA19cXiYmJMDMzk/aPjY3FmTNnEBUVBWNjY7z77rsIDAzE+fPnMXDgwFbXsX//fjz33HMYM2YMtmzZAmtrayQlJSEzM1Mak56ejqCgIISHh0MmkyEuLg6vvPIKysvLsWDBgiaPfezYMYSEhGDRokWIjo6GRqNBamoqioqKpDGiKLZqvWaZTCZ9n5KSkmBsbIz+/ftrjamd5U5OTkbfvn1b/T1orR07dsDIyAgvvfRSmx+bqCNwlJsgTK3CD7fvwhAaVEFANQRUa2oC+8bMXBz2GMjwRQCA5MJ72H3uIqxu58C9d2+MHj0aMpkMjt268WeE9B6Dug7duXMH169fR+/evWFtba2TGhYtWoSwsDDpcUlJCZYtW4bQ0FB88skn0nZPT084OTlh27ZtWLx4sbQ9NzcXx48fl9ad9ff3R58+fbBmzRp8/vnnrapBFEWEhYXB1dUVMTExUhCeOHGi1rjly5dLf9doNPDz80NOTg42bdrUbFBPSEiAQqHA+vXrpW0BAQFaY3bs2IHQ0NAWa509e7b0SUBBQQEUCkWDm2JYWlpKz7e1+/fvY+/evZg6dSpXKKAurbYd5vu8IqzPzEW1CFQBeABA9qAaey+k4g03ZxgZGem6VNKRtLL7+N/0LGzJuwdBNIHMxhH/cR30yJ9mEulCpwvqoigiMDAQhw4dwt69exEUFKTrkhp1584drdaL+fPn6ySsP/PMM1qP4+Pjce/ePcyaNQsPHjyQttvb22PQoEGIi4vTCupeXl5aN4cwMzPD1KlTG70AsimXLl1CZmamNFPelCtXrmDlypWIi4vDrVu3oNFoAKDFvnoPDw8UFhYiJCQEL774Inx8fBrcmnz69Ok4depUi7XWfY1EUWz0znWiKLZ4nEe1b98+3L17F3PmzGm3cxB1FI5yEyxWP4XpNoqawJ6RC0EANBDQPTMN32elwXzgYOQqlBhtacbZ0y7kSkk5Jp66hCpRhAYCIBPQXRBw8m4p+vfgzwF1HJ0uqL/33nswMDDQdRktqu33rqqqgqGhIa5fv66ToN6rVy+tx3l5eQAazmbX6tmzp9bjxu4WqFKpkJ2d3eoa8vPzAdS8GWhKSUkJJk2aBLlcjnfeeQeOjo4wMjLCpk2btGb+G+Pr64u9e/figw8+kN6Y+Pr64v3338ewYcMA1MyCW1hYtFhr3TcSlpaWKCwsbBDYCwsLpefb2meffQalUonAwMA2PzZRR1U3sJ8oKoWnogd63u+Dg+cSsST3PsS8G4Agww6Xfphgba7rcqmdXcwvQvi5VFQIxsBv/zZ3Ay8apY6pUwX106dPY8OGDThz5oze3266dhba0NBQ6/GTVn9GuLadYvv27Y2uKFK3Px2oaX2pLzc3F3Z2dq2uofYNSnPhPj4+HpmZmfj555+1VkipO+vfnKCgIAQFBaGkpARHjx7FsmXLMGXKFGRlZUEmkz1S68uQIUNQUVGBtLQ0rT715ORkAICzs3OramutW7du4f/+7//w+uuvSz83RPQ7R7nJ77PmchMIg1wgXL6BShGAKOKPiVex0cEK93uY8mZJnVBa2X18cfU6tt4pgUYwkkI6AEyyMsdb/bmMJ3U8nSaoFxcX46WXXsKWLVtgY2PTqn0++ugjfPTRRwCA27dvt2d5DVhbW2P+/Pk671Gvz9vbG2ZmZrh69WqrVhVJSEjAjRs34ODgAKDmdfjxxx8xderUVp/TyckJarUaH3/8MebNm9doO0lZWRkAaAXUwsJC7N+/v9XnAQBTU1NMmzYN6enpCAsLQ35+PpRK5SO1vkyZMgVGRkb44osvsGrVKmn7zp07MXTo0Da/kHTnzp2orq7mai9EreSp6AERAgCxJrSJIv5yIx/dhHzIZAb4ZGhf5FRUMbR3cGll97H+Wg6+zisCNCI0giCFdAMAhoLAkE4dVqcJ6gsWLMCUKVNaXLu6rnnz5mHevHkAAHd39/YqrUnW1tZ6E9BrmZubIzo6GgsXLsTt27cRGBgICwsLZGdnIzY2Fn5+fpg5c6Y0XqVSISAgABEREdKqL6WlpVixYkWrzykIAtavX49nn30WEyZMwIIFC6BUKpGSkoK8vDxERkbC29sb5ubmWLhwISIjI1FaWoo1a9bA2toad+/ebfb4K1euRG5uLsaPHw9bW1tkZWVh48aNcHV1hVKpBFDzScLDXpxpY2ODJUuWYO3atTAzM8OIESPw5Zdf4siRIw3eQPj7+yMzMxNXr16VtmVmZkpvDvLz8yGTyfDVV18BqOmr79Onj9YxPvvsM7i4uMDNze2h6iTqqhzlJtjh0hezL1yDABGiYACIIioAGD6oxsuJab8FeSB6oD1m2urXv8fUspj8e5iVmA5N7bVBv7UnGgkCZAKwuI8K020UDOnUYel1UH/rrbcQFRXV7JiYmBjcuHED58+fx+nTp59QZZ3b/Pnz4eDggOjoaOzatQtVVVWws7PDuHHj4OrqqjXW19cXfn5+WL58ObKysuDs7IyDBw/Cycnpoc45Y8YMHD58GKtXr8bcuXMBAI6OjtKFq0qlEt9++y2WLl2KoKAg2NraIiwsDAUFBYiMjGz22J6enti4cSOWLFmCgoIC2NjYICAgAKtXr36oGhsTFRUFU1NTbNiwAbdu3cLAgQOxZ8+eBncMra6ubtCmExMT06DdJjg4GADw6aefal0wevbsWVy4cAHr1q177JqJupLxVuaIGTWwzs2SMmAAEVWQ4YEooiani3jjUhbyKquQXlaJZ1Q9Md6Kvez6Tiuk1/kkVgbgDTUDOnUOgtieS1Q8pjt37uDOnTvNjunduzdee+01fPbZZ1oX+lVXV0Mmk2H06NE4duxYi+dyd3dvNuinpKRg8ODBrS++C1Cr1fDx8cHOnTt1XQo1gT+3RNrSyu7jRFEpUkvL8VFWnd8vUmivCXz/O6wfw7qeWp+Rg4+u30ZBdTUgQiukA8D7/HSE9FxLmbMuvZ5Rb21rSFRUlHQL91ouLi5Yt24dZsyY0V7lERFRB1N7wWla2X18mnUHVbVP/NbKXjvD/vbl6/jMVA4HEyPMtrPmzKweiMm/h5VXsnClvLLmjRXQYCZ9HUM6dTJ6HdRby87OrtFVRhwcHNCvXz8dVERERPrMUW6Co56DsCP7Dm7cr8SN8kpcLL1f86QIpJRXIaX8LiAI+DjrDgOgjn2RfQdLL2c1GtAFAH+2t+YbKuqUOkVQJ93IyMjQdQlERI/MUW6CtwfU3L8hJv8eXkpMr3miXiuFRqzpYV+TlgMzAxnC1CqG9idkfUYONmXm4W51zQ3u6r82APAe30RRJ9Zpg7oet94TEZGeGW9ljv8d1g/f5hain9wI71yrc4+I35Z2LKh6gIIHAt64lIUNGbkwMhDwqoMNQ2I7iMm/h7cuXUdaRVVNSxLQaEhnPzp1dp02qBMRET2M8Vbm0gWkw8164L2MWzh9r+YeDlohURSRWVHT3f7GpSwsu5SFUHsrvD3A4UmX3OnUrom+N+9uo20uABBoZY7h5nKu6kJdAoM6ERFRPbWhfdfNO1h6KQtan9HWzY2iiCpBwEdZ+fg4Kx9BKgU2OqufbLGdwK6bd7Au/RZuVj1oMqADQHhfFRarez3h6oh0h0GdiIioCTNtreGpMMWGjFwcKyzGA42IvAfVvw+oDZOiCI0A7Mktwp7cc+guE/CyrSVn2Vvw/NkriCsqrXnQTEC36WaAcMdebHOhLodBnYiIqBmOchNsdP79TsG7bt7BG5eytAfVCewAUK4BPsrKx0dZ+RggN8Lb/e25Lvtvdt28gzVpOSh4UA1AbLIHXQYgSNUTYWoVW1yoy2JQJyIiegi1s+z/7/INxBWWaj9Zr5cdAnClrPL3FWUAjFP0wB63AU+oWv2QVnYfa9Ju4j937tWsXV93wYdGZtADrczxVn9bBnTq8hjUiYiIHpKj3AR7XAcgrew+NmTk4rvcQtyvP6iR0A4IiCsqxVMx536bMe7cPe2LkjPwVW4RahZXbHr2vFYPGbB6AFdyIaol03UB1PnNmTMHarVaepyRkQFBELB9+3ad1dRWNBoN1q5dC7VaDRMTEwwfPhxff/11q/b9/vvvMXPmTDg5OUEmk8HPz6/Rcf/85z/h4eEBKysrmJiYoH///li6dCny8/Pb8CshokdR2xaTMd4V7w+0h42hQeMDBQHSVaiiWNPTjpqe9qdizkl/nj975UmV3i7Syu7D85ck6evZk1sEzW9fLyDUfB+aCOnPqxRI83VlSCeqgzPq9MT16tUL8fHxcHR01HUpj23FihVYt24doqKiMHLkSOzevRvBwcH44Ycf8PTTTze77759+3Du3Dl4eXnh/v0Gc3GSgoICPPvssxg6dCjMzMxw9uxZvP3224iJicHp06chk/H9NpE+mGlrjZm21kgru4+w5Ez8Wlz+20xyPfVn2oEGs+21BnQ3xM9eQ9qx6sfnHHceBdX1713S8uw5AAztYYwtQ/uyxYWoCQzqJKmoqICxsXG7n8fY2BheXl7tfp72lpeXh3Xr1iE8PBxvvvkmAGD8+PG4evUqwsPDWwzqW7dulUK2j49Pk+NWr16t9djPzw9yuRwLFizA2bNnMXLkyMf8SoioLTnKTfCD+0AANTfuCUvO1F4ppq76IbbeyidXyqu0gjsAGAJ4V0c3+vH85SIyKx40fKJBz7mgvYxlPeN69sBaJwcGdKIWcCqui4qIiIAgCLh48SImT54MU1NTPP/889Lz33zzDby8vCCXy6FQKBAcHIzr169rHUOtViMkJARbt25F//79YWJighEjRiAmJqbZczfV+hIbG4tJkybBwsICPXr0wPDhw7Ft2zbp+d27d2PChAlQKpUwNTWFm5sbduzY0aqvd9euXXBzc4OpqSksLCzg4uKCLVu2tGrfphw6dAiVlZUICQnR2h4SEoILFy7g2rVrze7/ODPhVlZWAABDQ8NHPgYRtb/xVuZIHOuCW+NdcdxzEGybao2pVb81pLZtRBRRO0VdhZobLdVtman7Z+LJlMeqeeLJlCaPXRPSRe26RPH3upuZPRcABFqZ4dZ4V+xxHcCQTtQKnFHv4mbMmIG5c+di2bJlUnDcvHkzXn31VYSGhmLlypUoLi5GREQEfH19kZiYCDMzM2n/2NhYnDlzBlFRUTA2Nsa7776LwMBAnD9/HgMHDmx1Hfv378dzzz2HMWPGYMuWLbC2tkZSUhIyMzOlMenp6QgKCkJ4eDhkMhni4uLwyiuvoLy8HAsWLGjy2MeOHUNISAgWLVqE6OhoaDQapKamoqioSBojiiKqq5uY8apDJpNJ36ekpCQYGxujf//+WmOGDKn5mDo5ORl9+/Zt9fegJQ8ePEBlZSUSExOxatUq+Pv7Y9iwYW12fCJqX45yE/zq4yI9Dk1Mw0/5xajfNKKlqeCrNYMt/QcAcLG0osEs/MMTG/2rVFMzs+X1De1hjP+MGvyY9RB1TQzqOlRWdg1FRaegUHhALm+7QPcwFi1ahLCwMOlxSUkJli1bhtDQUHzyySfSdk9PTzg5OWHbtm1YvHixtD03NxfHjx9H7969AQD+/v7o06cP1qxZg88//7xVNYiiiLCwMLi6uiImJkYKwhMnTtQat3z5cunvGo0Gfn5+yMnJwaZNm5oN6gkJCVAoFFi/fr20LSAgQGvMjh07EBoa2mKts2fPlj4JKCgogEKhgFDvF6mlpaX0fFspKSnReoM0efJk7N27t82OT0RP3qfDtK/TabKtpDHNzFxrhfhHVff4DxHKaz3fyVezIXpSGNR1pKzsGk6e+gNEUYQgCBjl8Z1Owvozzzyj9Tg+Ph737t3DrFmz8ODB778w7O3tMWjQIMTFxWkFdS8vLymkA4CZmRmmTp2K+Pj4Vtdw6dIlZGZmSjPlTbly5QpWrlyJuLg43Lp1CxpNzWVaLfXVe3h4oLCwECEhIXjxxRfh4+MDhUKhNWb69Ok4depUi7VaW//eE1r72tUntsUvyXrkcjlOnTqF+/fv4+zZs4iKisL06dPxn//8B9268X9jos7ghPdQrccTT6bgYmnFwx+ouRDfTtzNukt9+UTUdvgbXkeKik5BFEVoNOWQybqjqOiUToJ6r169tB7n5eUBaDibXatnz55aj1UqVYMxKpUK2dnZra6hdplBe3v7JseUlJRg0qRJkMvleOedd+Do6AgjIyNs2rRJa+a/Mb6+vti7dy8++OAD6Y2Jr68v3n//fal1xNLSEhYWFi3WWveNhKWlJQoLCxsE9sLCQun5tiKTyeDu7g6g5sJTFxcXjB8/Hl999RVefPHFNjsPEemPxtpFHmrWvZ3IAHwxrB/vtEr0BDCo64hC4QFBECCTdYcgCFAoPHRSR/0Z4dqLFLdv3y71WtdVt/0CqGl9qS83Nxd2dnatrqF2lrq5cB8fH4/MzEz8/PPPWiuk1J31b05QUBCCgoJQUlKCo0ePYtmyZZgyZQqysrIgk8keqfVlyJAhqKioQFpamlafenJyMgDA2dm5VbU9itrQfvXq1XY7BxHpn/qz7nWFJqbhYH5xm5zHEMBnDONEOsegriNyeV+M8vhO5z3q9Xl7e8PMzAxXr17F7NmzWxyfkJCAGzduwMHBAQBQXFyMH3/8EVOnTm31OZ2cnKBWq/Hxxx9j3rx5jbaTlJWVAdBe5aSwsBD79+9v9XkAwNTUFNOmTUN6ejrCwsKQn58PpVL5SK0vU6ZMgZGREb744gusWrVK2r5z504MHTq0TS8krS82NhYAOsVa9ETUNur3vBNRx8egrkNyeV+9Cei1zM3NER0djYULF+L27dsIDAyEhYUFsrOzERsbCz8/P8ycOVMar1KpEBAQgIiICGnVl9LSUqxYsaLV5xQEAevXr8ezzz6LCRMmYMGCBVAqlUhJSUFeXh4iIyPh7e0Nc3NzLFy4EJGRkSgtLcWaNWtgbW2Nu3fvNnv8lStXIjc3F+PHj4etrS2ysrKwceNGuLq6QqlUAqj5JKH204TWsrGxwZIlS7B27VqYmZlhxIgR+PLLL3HkyJEGbyD8/f2RmZmpNQOemZkpvTnIz8+HTCbDV199BaCmr75Pnz64e/cupkyZglmzZmHAgAEQBAEnT57E+++/j+HDh+PZZ599qJqJiIio42BQpwbmz58PBwcHREdHY9euXaiqqoKdnR3GjRsHV1dXrbG+vr7w8/PD8uXLkZWVBWdnZxw8eBBOTk4Pdc4ZM2bg8OHDWL16NebOnQugZra49sJVpVKJb7/9FkuXLkVQUBBsbW0RFhaGgoICREZGNntsT09PbNy4EUuWLEFBQQFsbGwQEBDQ4EZCjyIqKgqmpqbYsGEDbt26hYEDB2LPnj2YPn261rjq6uoGbToxMTEN2m2Cg4MBAJ9++inmzJkDExMTDB48GBs3bkR2dja6desGtVqNpUuXYtGiRU/kBlVERESkG4LYHktUdEDu7u44ffp0k8+npKRg8GCuA1uXWq2Gj48Pdu7cqetSqAn8uSUiItIvLWXOunhnUiIiIiIiPcSgTkRERESkh9ijTo8sIyND1yUQERERdVqcUSciIiIi0kMM6kREREREeohBnYiIiIhIDzGoExERERHpIQZ1IiIiIiI9xKBORERERKSHGNSJiIiIiPQQgzq1uzlz5kCtVkuPMzIyIAgCtm/frrOa2opGo8HatWuhVqthYmKC4cOH4+uvv27Vvt9//z1mzpwJJycnyGQy+Pn5tW+xRERE1KEwqNMT16tXL8THx2Pq1Km6LuWxrVixAhEREXj99ddx8OBBeHl5ITg4GAcOHGhx33379uHcuXPw8vKCvb39E6iWiIiIOhLemZQkFRUVMDY2bvfzGBsbw8vLq93P097y8vKwbt06hIeH48033wQAjB8/HlevXkV4eDiefvrpZvffunUrZLKa98o+Pj7tXi8RERF1LJxR76IiIiIgCAIuXryIyZMnw9TUFM8//7z0/DfffAMvLy/I5XIoFAoEBwfj+vXrWsdQq9UICQnB1q1b0b9/f5iYmGDEiBGIiYlp9txNtb7ExsZi0qRJsLCwQI8ePTB8+HBs27ZNen737t2YMGEClEolTE1N4ebmhh07drTq6921axfc3NxgamoKCwsLuLi4YMuWLa3atymHDh1CZWUlQkJCtLaHhITgwoULuHbtWrP714Z0IiIiosZwRr2LmzFjBubOnYtly5ZJwXHz5s149dVXERoaipUrV6K4uBgRERHw9fVFYmIizMzMpP1jY2Nx5swZREVFwdjYGO+++y4CAwNx/vx5DBw4sNV17N+/H8899xzGjBmDLVu2wNraGklJScjMzJTGpKenIygoCOHh4ZDJZIiLi8Mrr7yC8vJyLFiwoMljHzt2DCEhIVi0aBGio6Oh0WiQmpqKoqIiaYwoiqiurm6xTplMJn2fkpKSYGxsjP79+2uNGTJkCAAgOTkZffv2bfX3gIiIiKguBnUdSiu7jxNFpfBU9ICj3EQnNSxatAhhYWHS45KSEixbtgyhoaH45JNPpO2enp5wcnLCtm3bsHjxYml7bm4ujh8/jt69ewMA/P390adPH6xZswaff/55q2oQRRFhYWFwdXVFTEyMFIQnTpyoNW758uXS3zUaDfz8/JCTk4NNmzY1G9QTEhKgUCiwfv16aVtAQIDWmB07diA0NLTFWmfPni19ElBQUACFQgFBELTGWFpaSs8TERERPSoGdR1JK7uPSacuQ4QIAQIOezjpJKw/88wzWo/j4+Nx7949zJo1Cw8ePJC229vbY9CgQYiLi9MK6l5eXlJIBwAzMzNMnToV8fHxra7h0qVLyMzMlGbKm3LlyhWsXLkScXFxuHXrFjQaDQC02Ffv4eGBwsJChISE4MUXX4SPjw8UCoXWmOnTp+PUqVMt1mptbS39XRTFBiG9djsRERHR42JQ15ETRaUQIaJcI6K7rOaxLoJ6r169tB7n5eUBaDibXatnz55aj1UqVYMxKpUK2dnZra4hPz8fAJpd+aSkpASTJk2CXC7HO++8A0dHRxgZGWHTpk1aM/+N8fX1xd69e/HBBx9Ib0x8fX3x/vvvY9iwYQBqZsEtLCxarLXuGwlLS0sUFhY2COyFhYXS80RERESPikFdRzwVPSBAQHcZIECAp6KHTuqoPyNsZWUFANi+fbvUa11X3f50oKb1pb7c3FzY2dm1uobaWermwn18fDwyMzPx888/a62QUnfWvzlBQUEICgpCSUkJjh49imXLlmHKlCnIysqCTCZ7pNaXIUOGoKKiAmlpaVp96snJyQAAZ2fnVtVGRERE1BgGdR1xlJvgsIeTznvU6/P29oaZmRmuXr2K2bNntzg+ISEBN27cgIODAwCguLgYP/7440Otke7k5AS1Wo2PP/4Y8+bNa7SdpKysDABgaGgobSssLMT+/ftbfR4AMDU1xbRp05Ceno6wsDDk5+dDqVQ+UuvLlClTYGRkhC+++AKrVq2Stu/cuRNDhw7lhaRERET0WBjUdchRbqI3Ab2Wubk5oqOjsXDhQty+fRuBgYGwsLBAdnY2YmNj4efnh5kzZ0rjVSoVAgICEBERIa36UlpaihUrVrT6nIIgYP369Xj22WcxYcIELFiwAEqlEikpKcjLy0NkZCS8vb1hbm6OhQsXIjIyEqWlpVizZg2sra1x9+7dZo+/cuVK5ObmYvz48bC1tUVWVhY2btwIV1dXKJVKADWfJNR+mtBaNjY2WLJkCdauXQszMzOMGDECX375JY4cOdLgDYS/vz8yMzNx9epVaVtmZqb05iA/Px8ymQxfffUVgJq++j59+jxUPURERNS5MKhTA/Pnz4eDgwOio6Oxa9cuVFVVwc7ODuPGjYOrq6vWWF9fX/j5+WH58uXIysqCs7MzDh48CCcnp4c654wZM3D48GGsXr0ac+fOBQA4OlibBFcAAAqxSURBVDpKF64qlUp8++23WLp0KYKCgmBra4uwsDAUFBQgMjKy2WN7enpi48aNWLJkCQoKCmBjY4OAgACsXr36oWpsTFRUFExNTbFhwwbcunULAwcOxJ49ezB9+nStcdXV1Q3adGJiYhq02wQHBwMAPv30U8yZM+ex6yMiIqKOSxA70RIVJ0+exN/+9jfEx8dDEAS4uLjgu+++02pXaIq7uztOnz7d5PMpKSkYPHhwW5bb4anVavj4+GDnzp26LoWawJ9bIiIi/dJS5qyr08yonzhxApMnT8Zf//pX/POf/4SRkREuXryo1dNMRERERNRRdJqgvmTJEixcuBB/+9vfpG0P235BRERERKQvmr67TAeSl5eH+Ph49OrVCz4+PlCpVBg7diz++9//6rq0Ti0jI4NtL0RERETtpFME9fT0dADAqlWr8Kc//Qk//fQTxo4di8mTJ+P8+fNN7vfRRx/B3d0d7u7uuH379pMql4iIiIioRXod1N966y0IgtDsn6NHj0q3kp8/fz7+9Kc/wc3NDX//+98xatQobN68ucnjz5s3D6dPn8bp06elZfqIiIiIiPSBXveoL168GCEhIc2O6d27t3R3zPp3ghw8eDCuX7/eZvXUv1U8kT7rRAs6ERERdUl6HdStra1btbSiWq2Gra0tLl26pLX98uXLcHFxaZNaDA0NUV5eDrlc3ibHI2pv5eXlXPWIiIioA9ProN5agiDgr3/9K1atWoVhw4bBzc0Ne/bsQUJCAv71r3+1yTlsbGyQnZ0NOzs7dO/enTPrpLdEUUR5eTmys7OhUql0XQ4RERE9ok4R1IGaNpnKykosXboU+fn5GDJkCA4ePIjhw4e3yfHNzc0BADdv3kRVVVWbHJOovRgaGkKlUkk/t0RERNTxdKo7kz6Oh7lLFBERERHRo3iYzKnXq74QEREREXVVDOpERERERHqIQZ2IiIiISA8xqBMRERER6SEGdSIiIiIiPcSgTkRERESkh7g842+sra2hVqt1XcYTdfv2bSiVSl2XQe2Ir3HXwNe5a+Dr3PnxNe4aUlNTUVJS0qqxneaGR4/rzp07ui7hiePa8Z0fX+Ouga9z18DXufPja9w1uLu7t3osW1+IiIiIiPQQgzoRERERkR4yiIiIiNB1EaQ7I0eO1HUJ1M74GncNfJ27Br7OnR9f466hta8zLyYlIiIiItJDbH0hIiIiItJDDOpERERERHqIQZ2IiIiISA8xqJNEFEVMmTIFgiDgq6++0nU51EYKCgrwl7/8BYMGDUL37t3h4OCAV199Ffn5+boujR7Thx9+iL59+8LExAQjR47Ezz//rOuSqA2tXbsWHh4eMDc3h1KpxPTp03Hx4kVdl0Xt7O9//zsEQcDrr7+u61KojeXk5GD27NlQKpUwMTGBs7MzYmNjm92HQZ0k7733HgwMDHRdBrWxmzdvIjs7G//4xz9w4cIF7Ny5E3FxcXjppZd0XRo9hi+//BJhYWFYvnw5zp49C29vbwQGBuL69eu6Lo3ayNGjR/Haa6/hl19+wZEjR9CtWzdMnDgRBQUFui6N2klCQgK2bt2KYcOG6boUamNFRUUYM2YMRFHEjz/+iJSUFHzwwQewsbFpdj+u+kIAgNOnT+OZZ57BmTNnoFKpsHfvXgQFBem6LGonBw4cwLRp01BUVARzc3Ndl0OPwNPTE8OGDcPWrVulbQMGDEBQUBDWrl2rw8qovZSUlMDCwgL79u3D9OnTdV0OtbG7d+9ixIgR2Lp1K95++20MHToU//rXv3RdFrWR5cuXIzY2FsePH3+o/TijTiguLsZLL72ELVu2tPjOjjqHe/fuwdjYGHK5XNel0COorKzEmTNnEBAQoLU9ICAAv/zyi46qovZWXFwMjUaDnj176roUagfz5s1DUFAQJkyYoOtSqB3s27cPnp6eeOGFF2BjYwNXV1f861//Qkvz5QzqhAULFmDKlCl4+umndV0KPQFFRUVYsWIF/vznP6Nbt266LocewZ07d1BdXQ2VSqW1XaVS4datWzqqitpbWFgYXF1dMXr0aF2XQm1s69atuHr1KlavXq3rUqidpKen48MPP0S/fv1w6NAhhIWFITw8HP/+97+b3Y9BvZN66623IAhCs3+OHj2Kzz//HOfPn0d0dLSuS6aH1NrXuK7S0lJMnz4ddnZ2+Mc//qGbwqnNCIKg9VgUxQbbqHN44403cOzYMXz99de8lqiTuXTpEpYvX44vvvgCRkZGui6H2olGo8GIESOwdu1auLm5ITQ0FIsWLWoxqHM6rZNavHgxQkJCmh3Tu3dvbN++HcnJyTA1NdV67oUXXsDo0aNx7Nix9iyTHkNrX+NaJSUl0qcmP/zwA0xMTNq1Pmo/1tbWMDAwaDB7npeX12CWnTq+JUuWYPfu3YiJiUG/fv10XQ61sfj4eNy5cwdDhw6VtlVXVyMuLg6bN29GaWkpjI2NdVghtYVevXrB2dlZa9vgwYOxYcOGZvdjUO+krK2tYW1t3eK4qKgovPnmm1rbXFxcsG7dOsyYMaO9yqM20NrXGKjpbQ0MDIQoivjpp58avDGjjsXIyAgjR47E4cOHERwcLG0/fPgwnnvuOR1WRm0tLCwMu3fvxtGjRzFo0CBdl0Pt4H/+53/g7u6utS00NBQDBgzA8uXLOcveSYwZMwaXLl3S2nb58mX06dOn2f0Y1Ls4Ozs72NnZNdju4ODAmZtOori4GAEBAbh37x727duH0tJSlJaWAgAsLS35S6CDeuONN/Dyyy9j1KhRGDNmDDZv3oybN29iwYIFui6N2sjChQvx+eefY9++fejZs6f0CYqpqSnfbHciCoUCCoVCa1uPHj1gaWmpNctOHduSJUvg7e2NqKgovPDCCzh79iw2btyIv//9783ux6BO1MmdOXMGCQkJAAAnJyet52JiYuDn56eDquhxvfDCC8jPz8eaNWuQk5ODoUOH4sCBAy3OzlDH8eGHHwIA/P39tbavWrUKEREROqiIiB6Vh4cH9u3bh+XLl2P16tXo3bs3Vq9ejddee63Z/biOOhERERGRHuKqL0REREREeohBnYiIiIhIDzGoExERERHpIQZ1IiIiIiI9xKBORERERKSHGNSJiIiIiPQQgzoRERERkR5iUCciIiIi0kMM6kREREREeohBnYiIiIhIDzGoExERERHpIQZ1IiJ6KGq1GoIg4OjRo8jOzsZrr72Gfv36wdjYGK6urrouj4io0+im6wKIiKhjunz5MoKDg3Hnzh3I5XIYGhrquiQiok6FM+pERPRIli5dil69euH48eMoLS1FSUkJvvrqK12XRUTUaXBGnYiIHkm3bt1w+PBhqFQqaVv//v11WBERUefCGXUiInokf/zjH7VCOhERtS0GdSIieiSjR4/WdQlERJ0agzoRET0SpVKp6xKIiDo1BnUiInokBgYGui6BiKhTY1AnIiIiItJDDOpERERERHqIQZ2IiIiISA8xqBMRERER6SEGdSIiIiIiPcSgTkRERESkhwRRFEVdF0FERERERNo4o05EREREpIcY1ImIiIiI9BCDOhERERGRHmJQJyIiIiLSQwzqRERERER6iEGdiIiIiEgPMagTEREREekhBnUiIiIiIj3EoE5EREREpIcY1ImIiIiI9ND/B9fXPCi4uXhJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "positions = np.linspace(-10,10)\n",
    "fig, ax = plt.subplots(ncols=1)\n",
    "keys = sorted(list(reeds_trajs.keys()), reverse=False)\n",
    "\n",
    "positions = np.linspace(-10,10, 100)\n",
    "V_A_ene = V_A.ene(positions)\n",
    "V_B_ene = V_B.ene(positions)\n",
    "\n",
    "ax.plot(positions, V_A_ene, c=\"grey\", zorder=-10,)\n",
    "ax.plot(positions, V_B_ene, c=\"black\", zorder=-10)\n",
    "\n",
    "for traj in keys:\n",
    "    s =  round(ensemble.replicas[traj].s,2)\n",
    "    ax.plot(positions, ensemble.replicas[traj].potential.ene(positions), c=\"grey\", alpha=0.7, zorder=-60)\n",
    "    min_e = np.min(positions)\n",
    "    ax.scatter(reeds_trajs[traj].position[equilibration_steps:], reeds_trajs[traj].total_potential_energy[equilibration_steps:], zorder=-traj, c=\"C\"+str(traj),s=8, label=\"replica s=\"+str(s))\n",
    "\n",
    "ax.set_ylim([-6.5,8])\n",
    "ax.set_xlim([-5,6])\n",
    "ax.set_xlabel(\"r\")\n",
    "ax.set_ylabel(\"$V/[kT]$\")\n",
    "ax.legend()\n",
    "ax.set_title(\"RE-EDS\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trajs = ensemble.get_trajectories()\n",
    "\n",
    "positions = np.linspace(-10,10)\n",
    "nrows = 2\n",
    "ncols=len(trajs)//nrows\n",
    "\n",
    "fig, axes = plt.subplots(ncols=ncols, nrows=nrows,  sharex=True, sharey=True)\n",
    "axes=np.concatenate(axes)\n",
    "\n",
    "for ind, (traj, ax) in enumerate(zip(reeds_trajs, axes)):\n",
    "    ax.hist(reeds_trajs[traj].position[equilibration_steps:], bins=50, density=True)\n",
    "    ax.set_xlim([-4,8])\n",
    "    ax.set_title(\"replica\"+str(traj))\n",
    "    if(ind%ncols == 0): ax.set_ylabel(\"$p_{density}$\")\n",
    "    if(ind>=(nrows-1)*ncols): ax.set_xlabel(\"$r$\")\n",
    "\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualization of Replica Exchanges\n",
    "here the Exchanges of the different replicas are shown.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "stats= ensemble.exchange_information\n",
    "replicas = np.unique(ensemble.exchange_information.replicaID)\n",
    "trials = np.unique(ensemble.exchange_information.nExchange)\n",
    "\n",
    "import itertools as it\n",
    "\n",
    "fig, ax = plt.subplots(ncols=1, figsize=[16,9])\n",
    "\n",
    "replica_positions = {}\n",
    "for replica in replicas:\n",
    "    replica_positions.update({replica: stats.loc[stats.replicaID==replica].replicaPositionI})\n",
    "\n",
    "    x = trials\n",
    "    y = replica_positions[replica]\n",
    "    ax.plot(x,y , label=\"replica_\"+str(replica))\n",
    "\n",
    "#plt.yticks(replicas+1, reversed(replicas+1))\n",
    "ax.set_yticks(ticks=replicas)\n",
    "ax.set_yticklabels(labels=replicas)\n",
    "\n",
    "ax.set_ylabel(\"replica Positions\")\n",
    "ax.set_xlabel(\"trials\")\n",
    "ax.set_title(\"Replica exchange transitions\")\n",
    "if(len(replicas)<10): plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\tExpected Result:  1.2746530721670273\n",
      "s\t\tdF\t\tdiff\n",
      "1.0\t\t4.43087\t\t3.15622\n",
      "0.77426\t\t4.57542\t\t3.30077\n",
      "0.59948\t\t4.1126\t\t2.83795\n",
      "0.46416\t\t2.72726\t\t1.45261\n",
      "0.35938\t\t2.30432\t\t1.02966\n",
      "0.27826\t\t0.43009\t\t-0.84457\n",
      "0.21544\t\t-0.01605\t\t-1.2907\n",
      "0.16681\t\t-0.57568\t\t-1.85033\n",
      "0.12915\t\t-0.43843\t\t-1.71309\n",
      "0.1\t\t-0.51003\t\t-1.78468\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "\n",
    "rew_zwanz = threeStateZwanzig(kT=True)\n",
    "zwanz = zwanzigEquation(kT=True)\n",
    "equilibration_steps=10\n",
    "#State Potentials\n",
    "V_A = pot.harmonicOscillatorPotential(k=k1, x_shift=xoff1, y_shift=yoff1) \n",
    "V_B = pot.harmonicOscillatorPotential(k=k2, x_shift=xoff2, y_shift=yoff2)\n",
    "\n",
    "#optimal sampling distribution\n",
    "opt_samp_fraction = [0.5, 0.5]\n",
    "\n",
    "min_mae = 100\n",
    "min_mae_replica = -1\n",
    "\n",
    "dF_AB_RE_EDS_results = []\n",
    "s_vals = []\n",
    "for ind,key in enumerate(reeds_trajs):\n",
    "    s_vals.append(reeds_trajs[key].s[1])\n",
    "    traj_positions = reeds_trajs[key].position[equilibration_steps:]\n",
    "    Vr = reeds_trajs[key].total_potential_energy[equilibration_steps:]\n",
    "    V1 = V_A.ene(traj_positions)\n",
    "    V2 = V_B.ene(traj_positions)\n",
    "    \n",
    "    #dominant state sampling: \n",
    "    min_enes = np.argmin(np.array([V1, V2]).T, axis=1)\n",
    "    unique, counts = np.unique(min_enes, return_counts=True)\n",
    "    norm_counts = counts/len(min_enes)\n",
    "    \n",
    "    MAE_optimal_sampling = np.mean(np.abs(norm_counts-opt_samp_fraction))\n",
    "    if(MAE_optimal_sampling<min_mae):\n",
    "        min_mae = MAE_optimal_sampling\n",
    "        min_mae_replica = key\n",
    "        \n",
    "    dF_AB_RE_EDS_zwanz = rew_zwanz.calculate(Vi=V1, Vj=V2, Vr=Vr)\n",
    "    dF_AB_RE_EDS_results.append(dF_AB_RE_EDS_zwanz)\n",
    "\n",
    "print()\n",
    "print(\"\\tExpected Result: \", dF_AB_expected)\n",
    "print(\"s\\t\\tdF\\t\\tdiff\")\n",
    "print(\"\\n\".join(map(str, [\"\\t\\t\".join(map(str, np.round(x,5))) for x in  zip(s_vals, dF_AB_RE_EDS_results, dF_AB_RE_EDS_results - dF_AB_expected)])))\n",
    "print(\"\\n\\n\\n\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Final Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "| method | dF  | deviation |\n",
       "|---|---|---|\n",
       "| analytical   | 1.27  |   | \n",
       "| Zwanzig   | 9.46  | 8.18 | \n",
       "| BAR   | 2.7  | 1.42 | \n",
       "| FEP 10-$\\lambda$ Points   | 0.93  | -0.35 | \n",
       "| TI 10-$\\lambda$ Points  | 1.26  | -0.02 | \n",
       "| EDS   | 1.33  | 0.06 | \n",
       "| EDS-BAR   | 1.23  | -0.05 | \n",
       "| $\\lambda$ EDS   | 1.62  | 0.35 | \n",
       "| conveyor belt TI   | 1.25  | -0.02 | \n",
       "| RE-DS   | 0.43  | -0.84 | \n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "md_str = \"| method | dF  | deviation |\\n\"\n",
    "md_str += \"|---|---|---|\\n\"\n",
    "md_str += \"| analytical   | \"+str(np.round(dF_AB_expected,2))+\"  |   | \\n\"\n",
    "md_str += \"| Zwanzig   | \"+str(np.round(dF_AB_zwanzig,2))+\"  | \"+str(np.round(dF_AB_zwanzig-dF_AB_expected,2))+\" | \\n\"\n",
    "md_str += \"| BAR   | \"+str(np.round(dF_AB_bar,2))+\"  | \"+str(np.round(dF_AB_bar-dF_AB_expected,2))+\" | \\n\"\n",
    "\n",
    "md_str += \"| FEP 10-$\\lambda$ Points   | \"+str(np.round(dF_AB_FEP_10lambda,2))+\"  | \"+str(np.round(dF_AB_FEP_10lambda-dF_AB_expected,2))+\" | \\n\"\n",
    "md_str += \"| TI 10-$\\lambda$ Points  | \"+str(np.round(dF_AB_TI_trapez,2))+\"  | \"+str(np.round(dF_AB_TI_trapez-dF_AB_expected,2))+\" | \\n\"\n",
    "\n",
    "md_str += \"| EDS   | \"+str(np.round(dF_AB_EDS,2))+\"  | \"+str(np.round(dF_AB_EDS-dF_AB_expected,2))+\" | \\n\"\n",
    "md_str += \"| EDS-BAR   | \"+str(np.round(dF_AB_EDS_bar,2))+\"  | \"+str(np.round(dF_AB_EDS_bar-dF_AB_expected,2))+\" | \\n\"\n",
    "md_str += \"| $\\lambda$ EDS   | \"+str(np.round(dF_AB_leds,2))+\"  | \"+str(np.round(dF_AB_leds-dF_AB_expected,2))+\" | \\n\"\n",
    "\n",
    "md_str += \"| conveyor belt TI   | \"+str(np.round(dF_AB_cvb_trapez,2))+\"  | \"+str(np.round(dF_AB_cvb_trapez-dF_AB_expected,2))+\" | \\n\"\n",
    "md_str += \"| RE-DS   | \"+str(np.round(dF_AB_RE_EDS_results[min_mae_replica],2))+\"  | \"+str(np.round(dF_AB_RE_EDS_results[min_mae_replica]-dF_AB_expected,2))+\" | \\n\"\n",
    "\n",
    "\n",
    "from IPython.display import display, Markdown, Latex\n",
    "display(Markdown(md_str))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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