{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " # Introduction to Chinook with Graphene"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following exercise, we'll get a feeling for building and characterizing tight-binding models in chinook, in addition to some calculation of the associated ARPES intensity. I'll use graphene for this exercise."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I'll start by importing the requisite python libraries -- including the necessary chinook files. Numpy is the standard python numerics package. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "import chinook.build_lib as build_lib\n",
    "import chinook.ARPES_lib as arpes_lib\n",
    "import chinook.operator_library as op_lib\n",
    "import chinook.orbital_plotting as oplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Personally, I like to keep my model setup and my calculation execution in separate .py scripts. For the sake of code readability this helps a lot. For this Jupyter notebook though, I'm going to do things sort of linearly. It gets a bit cluttered, but will help with the flow. Have a look at the .py files saved on the same page as this notebook for the same exercises written in native python scripts."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To define a tight-binding model, I'll need four things: a lattice, an orbital basis, a Hamiltonian, and a momentum path of interest. We start with the lattice."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "alatt = 2.46\n",
    "interlayer = 100.0\n",
    "    \n",
    "avec = np.array([[-alatt/2,alatt*np.sqrt(3/4.),0.0],\n",
    "                [alatt/2,alatt*np.sqrt(3/4.),0.0],\n",
    "                [0.0,0.0,interlayer]]) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Even though we are doing a 2D lattice, it's embedded in 3D space we live in. I've then defined an 'interlayer' distance, but this is fictitiously large so there will not be any 'interlayer' coupling. Next, we define our orbital basis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "spin_args = {'bool':False}\n",
    "    \n",
    "basis_positions = np.array([[0.0,0.0,0.0],\n",
    "                            [0.0,alatt/np.sqrt(3.0),0.0]])\n",
    "\n",
    "basis_args = {'atoms':[0,0],\n",
    "                  'Z':{0:6},\n",
    "                  'orbs':[[\"20\",\"21x\",\"21y\",\"21z\"],[\"20\",\"21x\",\"21y\",\"21z\"]],\n",
    "                  'pos':basis_positions,\n",
    "                  'spin':spin_args}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I'm going to ignore the spin-degree of freedom so I'm turning off the spin-switch. In other systems, these 'spin_args' allow for incorporation of spin-orbit coupling and magnetic ordering. The graphene lattice has two basis atoms per unit cell, and for now I'll include the full Carbon 2sp orbital space. This is a good point to clarify that most objects we define in chinook are generated using the 'dictionary' structure I've used here, where we use key-value pairs to define attributes in a user-readable fashion. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After the basis, I'll define my Hamiltonian. Following the introduction to Slater-Koster tight-binding, I define the relevant hoppings in the SK dictionary. The keys specify the atoms and orbitals associated with the hopping value. For example, '002211P' corresponds to the $V_{pp\\pi}$ hopping between the 0$^{th}$ and 0$^{th}$ atom in our basis, coupling specifically the 2p (n=2, l=1) states."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "SK = {\"020\":-8.81,\"021\":-0.44,       #onsite energies\n",
    "          \"002200S\":-5.279,               #nearest-neighbour Vssσ\n",
    "          \"002201S\":5.618,                #nearest-neighbour Vspσ\n",
    "          \"002211S\":6.05,\"002211P\":-3.07} #nearest-neighbour Vppσ,Vppπ\n",
    "    \n",
    "        \n",
    "hamiltonian_args = {'type':'SK',\n",
    "                    'V':SK,\n",
    "                    'avec':avec,\n",
    "                    'cutoff':alatt*0.7,\n",
    "                    'spin':spin_args}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before building our model, the last thing I'll do is specify a k-path along which I want to find the band-structure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "G = np.array([0,0,0])\n",
    "K = np.array([1./3,2./3,0])\n",
    "M = np.array([0,0.5,0.0])\n",
    "    \n",
    "momentum_args= {'type':'F',\n",
    "                'avec':avec,\n",
    "                'grain':200,\n",
    "                'pts':[G,K,M,G],\n",
    "                'labels':['$\\\\Gamma$','K','M','$\\\\Gamma$']}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally then, I'll use the chinook.build_library to actually construct a tight-binding model for our use here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "basis = build_lib.gen_basis(basis_args)\n",
    "kpath = build_lib.gen_K(momentum_args)\n",
    "TB = build_lib.gen_TB(basis,hamiltonian_args,kpath)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With this model so defined, I can now compute the eigenvalues along my k-path of interest:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c18041eb8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "TB.solve_H()\n",
    "TB.plotting()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see very nicely then the linear Dirac dispersion for which graphene is so famous, in addition the the sigma-bonding states at higher energies below $E_F$, composed of sp$_2$ hybrids, from which its mechanical strength is derived. Note also that I've chosen to n-dope my graphene, shifting the Dirac point below the chemical potential. Such a shift is routinely observed in graphene which is not free-standing, as typically used in ARPES experiments."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To understand the orbital composition more explicitly, I can compute the projection of the tight-binding eigenvectors onto the orbitals of my basis using the chinook.operator_library. Before doing so, I'll use a built-in method for the TB model object we've created to determine clearly, my orbital basis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Index | Atom | Label | Spin |     Position     \n",
      "================================================\n",
      "    0  |   0  |20     |   0.5| 0.000,0.000,0.000\n",
      "    1  |   0  |21x    |   0.5| 0.000,0.000,0.000\n",
      "    2  |   0  |21y    |   0.5| 0.000,0.000,0.000\n",
      "    3  |   0  |21z    |   0.5| 0.000,0.000,0.000\n",
      "    4  |   0  |20     |   0.5| 0.000,1.420,0.000\n",
      "    5  |   0  |21x    |   0.5| 0.000,1.420,0.000\n",
      "    6  |   0  |21y    |   0.5| 0.000,1.420,0.000\n",
      "    7  |   0  |21z    |   0.5| 0.000,1.420,0.000\n"
     ]
    }
   ],
   "source": [
    "TB.print_basis_summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clearly, orbitals [0,4] are 2s, [1,5] are 2p$_x$, [2,6] are 2p$_y$ and [3,7] are 2p$_z$. I'll use the op_lib.fatbs function to plot 'fat' bands for these basis combinations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "C2s = op_lib.fatbs([0,4],TB,Elims=(-30,15))\n",
    "C2x = op_lib.fatbs([1,5],TB,Elims=(-30,15))\n",
    "C2y = op_lib.fatbs([2,6],TB,Elims=(-30,15))\n",
    "C2z = op_lib.fatbs([3,7],TB,Elims=(-30,15))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From these results, it's immediatedly obvious that if I am only concerned with the low-energy physics near the chemical potential (within $\\pm$ 3 eV), then it is perfectly reasonable to adopt a model with only p$_z$ orbitals. I can actually redefine my model accordingly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c18dba898>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "basis_args = {'atoms':[0,0],\n",
    "              'Z':{0:6},\n",
    "              'orbs':[[\"21z\"],[\"21z\"]],\n",
    "              'pos':basis_positions,\n",
    "              'spin':spin_args}\n",
    "\n",
    "basis = build_lib.gen_basis(basis_args)\n",
    "TB_pz = build_lib.gen_TB(basis,hamiltonian_args,kpath)\n",
    "\n",
    "TB_pz.solve_H()\n",
    "TB_pz.plotting()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The only difference in the above was that I redined the \"orbs\" argument for the basis definition, cutting out the \"20\", \"21x\", \"21y\" states. There is some redundancy left in this model, specifically I have defined additional hopping elements and onsite energies (for the 2s) which will not be used. \n",
    "\n",
    "Let's shift our attention to ARPES. In ARPES experiments, one usually only sees one side of the Dirac cone. This is due to interference between the  the two sublattice sites. To understand this, we can plot directly the tight-binding eigenvectors near the K-point. Since we defined our k-path with 200 points between each high-symmetry point, I'll plot the eigenvectors at the 190$^{th}$ k-point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ryanday/anaconda3/lib/python3.7/site-packages/matplotlib/figure.py:2299: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  warnings.warn(\"This figure includes Axes that are not compatible \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "eigenvector1 = TB_pz.Evec[190,:,0]\n",
    "eigenvector2 = TB_pz.Evec[190,:,1]\n",
    "\n",
    "wfunction1 = oplot.wavefunction(basis=TB_pz.basis,vector=eigenvector1)\n",
    "wfunction2 = oplot.wavefunction(basis=TB_pz.basis,vector=eigenvector2)\n",
    "\n",
    "wplot1 = wfunction1.triangulate_wavefunction(20)\n",
    "wplot2 = wfunction2.triangulate_wavefunction(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " We see that the lower-energy state is the symmetric combination of sites $A$ and $B$, whereas the higher energy state is the antisymmetric combination. So we can anticipate that the symmetric state will produce constructive interference, whereas the antisymmetric will destructively interfere. Ok, let's continue with this model to calculate the ARPES spectra. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "Kpt = np.array([1.702,0.0,0.0])\n",
    "klimits = 0.1\n",
    "Elimits = [-1.25,0.25]\n",
    "Npoints = 100\n",
    "\n",
    "arpes_args={'cube':{'X':[Kpt[0]-klimits,Kpt[0]+klimits,Npoints],\n",
    "                    'Y':[Kpt[1]-klimits,Kpt[1]+klimits,Npoints],\n",
    "                    'kz':Kpt[2],\n",
    "                    'E':[Elimits[0],Elimits[1],1000]},\n",
    "            \n",
    "                'SE':['poly',0.01,0,0.1], #Self-energy arguments (lineshape)\n",
    "                'hv': 21.2,               # Photon energy (eV)\n",
    "                'pol':np.array([-1,0,1]), #light-polarization\n",
    "                'resolution':{'E':0.02,'k':0.005}, #energy, momentum resolution\n",
    "                'T':4.2}                  #Temperature (for Fermi distribution)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initiate diagonalization: \n",
      "Diagonalization Complete.\n",
      "Begin computing matrix elements: \n",
      "||||||||||||||||||||||||||||||100%\n",
      "Done matrix elements\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment = arpes_lib.experiment(TB_pz,arpes_args)\n",
    "experiment.datacube()\n",
    "Imap,Imap_resolution,axes = experiment.spectral(slice_select=('y',0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Imap,Imap_resolution,axes = experiment.spectral(slice_select=('E',0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Imap,Imap_resolution,axes = experiment.spectral(slice_select=('x',Kpt[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I can also compare the result against what I would have with my larger basis size. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initiate diagonalization: \n",
      "Large memory load: splitting diagonalization into 2 segments\n",
      "Diagonalization Complete.\n",
      "Begin computing matrix elements: \n",
      "||||||||||||||||||||||||||||||100%\n",
      "Done matrix elements\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment_fullbasis = arpes_lib.experiment(TB,arpes_args)\n",
    "experiment_fullbasis.datacube()\n",
    "Imap,Imap_resolution,axes = experiment_fullbasis.spectral(slice_select=('x',Kpt[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Perhaps unsurprisingly, the result is the same, as symmetries of the 2D lattice preclude hybridization of the Carbon 2p$_z$ orbitals with any of the other 2sp states."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Manipulating the Hamiltonian\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can go beyond here and now start playing with our Hamiltonian. One possibility is to consider the effect of breaking inversion symmetry by imposing an onsite energy difference between the two Carbon sites. This is the familiar Semenoff mass proposed by UBC's Gordon Semenoff, as it modifies the massless Dirac dispersion near the K-point to become massive. I will define a simple helper function for this task: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def semenoff_mass(TB,mass):\n",
    "    \n",
    "    Hnew = [[0,0,0,0,0,mass/2],\n",
    "            [1,1,0,0,0,-mass/2]]\n",
    "    \n",
    "    TB.append_H(Hnew)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I can then call this function, acting on the pz-only model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c1b0f15c0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "TB_semenoff = build_lib.gen_TB(basis,hamiltonian_args,kpath)\n",
    "semenoff_mass(TB_semenoff,0.5)\n",
    "\n",
    "TB_semenoff.Kobj = kpath\n",
    "TB_semenoff.solve_H()\n",
    "TB_semenoff.plotting()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By breaking inversion symmetry in the crystal, I have opened a gap at the K-point. The Dirac point need only be degenerate if both inversion and time reversal symmetries are preserved. Note that I have redefined my kpath to follow the same points as before, as the ARPES calculations impose the mesh of k-points used. Near the k-point, rather than have 'bonding' and 'anti-bonding' character, the Semenoff mass localizes the the wavefunction on one or the other sites. Printing the orbital wavefunction near K for the lower and upper states:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ryanday/anaconda3/lib/python3.7/site-packages/matplotlib/figure.py:2299: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  warnings.warn(\"This figure includes Axes that are not compatible \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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clOXGxkYKCwsZGhri9OnTk9J704tbLmpelqNLai6cG8OYzhJJF3WeKyLp13s6EfEEYxbHVF2SN5gnGHMknckxlzRZgM7OThzHoa6uLucBvJmaBCaTSZqamohEInOKk1xOgnEuIoLf76empoaamhrA/dtGo9HMnfGpU6dwHGfSzO+ioqI5B3hfDYIx0/kCgcB5Vl/adRgOh+nv78+ISLZg5+fnEw6HKSkpWeynsWQsUR3GouAJxhw4N04xm26yHR0dtLe3U1lZya5duxZl4ZhuTKuq0tXVxenTp+fVTuRidatdinNOdQ4RIRQKEQqFWLlyJeD+zcfGxhgdHaWnp4dIJIKqZtJ70zUiF1owl1owYOkC+jB/l9tUrsNsEeno6ODjH/84yWSSu+++m9e+9rUcPHiQDRs2THvMe+65hy996Uv09PRwxRVX8Hd/93e89rWvnXb7RCLBF77wBb7xjW/Q3d1NTU0Nn/3sZ/nDP/zDOT+f2bJYQe+lwBOMWTDXvk8AZ8+epaGhgRUrVrBp06ZFXTRE5DzBGBkZ4eTJk5SVlc27nchyjWHkEmNM5m43Tdq9mF7UxsbGJm13bnrvUge9lzPZIrJhwwZeeuklXv/613PLLbdw9OhRhoaG+MQnPjHlvt/5znf49Kc/zT333MMNN9zAPffcw6233sqJEyemzbJ6//vfT0dHB/feey9bt26lr6+P8fHxxXyKnoVxuTKXOEWa8fFxGhoasNZm2nn09PQs6psw28JIJBI0NjYyPj6+4Kl7UwnRub9frixEwC+U3pvdEDDto0/XKlwMS2MpWOznZK3lbW97G7fffvsFt7v77rv5yEc+wu/93u8B8Pd///f87Gc/4x//8R/5q7/6q/O2f+SRR3jsscdoaWnJ9D+7kPWSKzzBuAyZTzuP1tZWzpw5w7Zt2zJvQHAXmMXsj5QOqre3t9PR0cHmzZupqalZ8Af5co5h5Jrp5lukU3vD4TAvvPACgUBgUo3IfFvAv1qY7fsvkUjw4osv8tnPfnbS4zfffDNPP/30lPs8+OCD7N+/n7vvvpv77ruPgoICbr31Vr74xS8ueLzxhfAE4zLCWksqlcpUZs8mTpFu57FmzZop02SnizHkinQufHV1dU672S6HOoyFnGOxF+p0oNdxHEKhEBs2bCAej2dSTru7u4nH45NawBcXFy9plf9CuVTmrw8MDOA4TiaBIU1NTQ2PPfbYlPucOnWKJ598kmAwyP3338/w8DCf+tSn6O7u5vvf/37Orv1cFrPSe7HxBGOC+cQpZtvO40KV3gshHo/T0NBAOBymrq4uE6jNFdMJhuM4NDc3Mzg4mLlbztXUvcvxbjs7hhEMBgkGg5NawMdisUxb8nR6b0FBwaRCw6VqaT9XFjsja66CNFVrkQv1wBIRvvWtb2Xci//wD//AW97yFvr6+s4Tn1zhBb2XMfOJU8TjcZqamhgfH59VmupUld4LwVpLe3s7XV1dbN26Fb/fv6AJa9MxlWD09/fT1NTE6tWr2bNnTyb4e+rUKaLR6CSXS3rq3qXIUg9Qmm5RFREKCgooKCiY1AI+Go1mmgG2trZmrJTslNOp0nuX2iKcTUrtQojFYhQUFMy4XWVlJT6fj97e3kmP9/f3T7vwr1y5ktWrV0+KRe3YsQOA9vb2RRMMzyW1TLHWkkgkOHbsGLt27ZrxjW+t5fTp03R3d7Nlyxaqq6tntejk0sJID1Oqqqri4MGD+Hw+hoaGFsWCyU6rHR8f5+TJk/h8Pvbt20deXh6JRGLKthzZFdWJRCJzt5xe7C7Vu+XFYq7ilJ3em24Bb63N1Ij09fXR3Nw8Kb23uLg443df6qryxWw7Hw6HZxVPyMvLY+/evTz66KO85z3vyTz+6KOP8u53v3vKfa6//nq+973vEYlEMudobGwEyGlL/3PxBGOZkS68S8cpwuHwjB/o7FnW6YV6tuTCwojFYtTX16Oq5w1TWqwYSTpL6tSpU/T29lJXV5fJmZ/uTnaqqXvpgUnpYjhr7aRZF0VFRZMWuUvFL54rcmHNGGMyLeDTWGsz3Xs7OzsZGxsDXAu4u7s7UyOymM8zV51qp2MuVd6f+cxnuPPOO3nNa17D9ddfz1e/+lW6u7v5gz/4AwA+9KEPAXDfffcB8IEPfIDPf/7z3HXXXXzuc59jeHiYT3/609xxxx0Za28x8ARjmTCfOEUkEqGhoYFAIDDvdh4LsTCymxRu3bo109oim8USjLNnz2YK1ebb82qqgUnZxXDpWRfpOoZEIpGxbBZzoVvq9uaLcdef3QI+zfj4OMePHyeVSnH69OlMC/jseEguYk1pFlswwuHwrAXjd3/3dxkcHOQLX/gCPT097Nq1i4cffjhjLbS3t0/avqioiMcee4xPfepT7N+/n/Lyct7xjnfw13/91zl/Htl4gnGJM584RTKZpKWlheHhYerq6ia5XebKfC2MgYEBGhsbZ2xSmOuK7HQwPd1bafPmzTk7NkwuhkvPukjXMZw+fZr+/n56e3szHWbTX7nOHlpOFsZsERHy8vImFapN1QwwHWtKi8h803sXO4YxW5dUmk9+8pN88pOfnPJ3jz/++HmP1dXV8cgjj8z38uaFF/S+hJlrPYWq0tnZSXt7+4zdXGfLXOsw0rO8RWRWVs1MBXazRVVpb2+ns7OTrVu3Ul1dPW0Oe65J1zGMjo4SDAapra3NdJgdGRmhs7Mzp/GQy7W9+VRZS1M1A8yONfX09BCLxSal985WoBc7hnG5NR4Ez8K4JMmOU8CF3U/pBXd4eJiGhgYqKiouSj2D4zi0trbS398/KV4wE7lwSaVbieT6uc+V7L/RuR1mp4uHzKWv03TnWkyWsr35bNNcp4o1ZQt0R0cHyWSSgoKCSTUi53Y4vpRcUssFTzAuIeYTpwA4fPgwqsqVV15JKBTK6TXN5vz9/f00NzezatWqOccLFhJUTyaTNDY2Eo1GF9xKZLGZLh6SDvxm93WayWd/uY5onW9dhIiQn59Pfn7+pPTetEAPDg5OSu9Nv7bJZNITjDniCcYlwHziFOk7+rGxMdavX8+qVauW6Gp/y9jYGPX19QsKqhtjSCbnVjuaPUhp48aN7Ny5c1kWzU0V+M0e29rS0sL4+Ph58RC4PGMYuSykm0qgVZWxsTHC4TB9fX0MDg6iqpkW5FNlvS2ESCTCmjVrcnKsSwVPMC4y84lT9Pb2curUKVavXk1lZeWS99t3HIeWlhYGBwfZvn37goPqc7ljDofDnDx5kqKiolkNUlpqFnr3P1Vfp3PdLbFYDHDdXrkcljQVy1UwpkJEMum9K1eupL29nUAgQCgUIhwOZ7Le0tulLb25uAqzGRsbu6St3vlg8VqDXBTm434aHR2lvr6eUCiUaedx7NixRW0OmI2q0tfXR0tLC2vWrOHAgQML/oDPNoaRSqVoaWlhaGiIHTt2TDnH+2KzWAvrufGQs2fP0tvbSyAQ4MyZM7S0tMx5zsVsudhB78XEcZxJiQjprLd0C/jR0VHa29sz6b3Z8ZDsFvDTEYlELqvhSeBZGBeFVCqVccPMRijSbb+j0Sjbt2+f9CZc7G6yacLhMA0NDeTn51+w99RcmSlLSlUzMZK1a9eybdu2Zel+yjV5eXmsXLly0rCk6eIh6a/8/Pw5v3aXYtA7V0yXVnuhFvCjo6MMDAxkWsBnZ72d+/p6MYxLi2UrGNndZC9Edt+l6dp+L7ZgpFIpYrEYx48fZ/v27YsyonU6wYhGo5w8eZJAIMC+ffsu2d5OF5OAz4cxBjGGgoICVqxYMcl6Taef9vX1EYvFMm6s2aafXk4uqanON9ug91SuwvSEvXQb+PHxcYLBICUlJbzyyiueYFxiLFvBmM0in27nUV1dfcF2Hn6/P+PWyiXZrc/9fj979+5dlHjBVIJhraW1tZW+vj62b98+KQf/UmcxMpj81hJEIJmEkTCh8Bhrt2yF8TgkExBLwPg4bNkAquA4BB0LCYfSYAFsqgSfD6xCPEFSLfUd7Zn008LCwkl3ytnvtctZMBaaVjvVmNZ4PM7w8DBPPvkkL7/8Mu9973upq6vjXe96F3feeee0x5rreNY0Tz75JDfeeCPbt2/n2LFj834us8UTjEuMdOaR3+/n6quvnrHb5WJYGNmB5f3793PkyJFFm4lxbtA7XSG+cuXKebf0uFjkcmH1J5Puot/WCYUFrliEI4BAdBzy89zvE3FXMJJJqG+GdashFgdjwLHu4wX57veqYC0BI+xeswZ27YJEAhIJUn4/R06ezDQGTFshicTSLQ+XiktqIQSDQWpqarj77ru59dZb+fGPf8zQ0BAjIyPT7jOf8awAQ0NDfOhDH+KNb3wjXV1dOX0e0+FVel8iZAd159LOI5eCkUwmaW5uZnR0lB07dmRiJYvp9kpbGNkNCmcjlLNlOY4WDbV3uwv90AgkktDYApUVUByCwSEQH7S0geO4v19dCx1dUFoKvf2AuF+1lRDMg/omSKWgpNgVjpSFVBKu2e0e0yr+8BjXrFsPoUIQIZFM0trdTSQS4cSJE+e1fp9PPGQmrLVLWnS52JXe0WiU4uLiGT/Lcx3PmuZjH/sYH/7wh1HVRR2alI0FIktyptyzbAUj+4OmqnR1dXH69GnWr18/56Cu3+8nHo8v6Hqyr2HDhg1s37590jXMpxo7YZSIz+Bg8AEBwMFNyXMQHCAFOBXl5FeU04ZSvH8vpShhDGMo+RPb5gOKYhF8TKT2qUWtpdhaDHO7S1RVRkZGCIVCl1RabmA0Qt6ZQejshmQKysugtR1qqqCnH4aC7oI+NgbDw1BS4grL868gKyrQ9i5YVQ0pxxWWri7Iy4OAH8bG0eERBIOMRtBgwN1m/WoIBKCkCEIhQCAYIM9R6qqqqausIlWQTyTLX58dD8l2ZS00EWK5uaRmQlVnPP58xrOC68Lq7e3le9/7Hp///Odzcr2zwXNJXUSGhoZoaGigrKxs3jUFC737T0/eKykpmfYapjtHym9IiBABwgiCMgycRUl7dR0UBxCEAK7rKYniIKTQid8L5Vjq8GMQLKDIRL63JYrJiIwDGMAn4Pf5sD4/Fib209+azGopX73qPAsj3UYkGAwSi8VwHGdSOupCC7cWEsPI6+p1hUGA3jPI2WFsTSXmzCD09KJbNyEnmtDSYojHwYwhfj9atQK6e5FYHDq70ZpKCBVB0A/RGJJMwrEGJOBDq6rQFWXg80MigTaeQvLyYEUZBINQWOi6sIy4LqxgAL/4KCspoqyklPGKCvfvk9WOI3va3oXiITNxOQnGbN8H8xnPevToUf7iL/6CZ599dlEFbyo8wbgIpLOOUqkUu3fvXlA7j/kKRiKRoKmpibGxsRkn76UtjHEDPT4BDHGUFDBK+k1kSQCdKDGUaxDGJxZ/BzCiBBWsCGCxClEgghBGKUOpmRCX9D4ByFgPOvFYunAoLgYVCGqCtRrAh+LHFZMg7nnWbdlMGBhGMRPHkJIi6q66isKJLLXsduXpuQzpdNTS0tI5dUNdiIsmdGYIBgbBcZBEEnUc9OwYprPXtSiu3gU9ffDKMXjXW+F4A4zH0fZu5Lp90NOP3vAaON0BrR3gM8jQqGs9VFWgm9bD4FlXGDq6kYIC6OpBqipQvx/GorB6Yo7C4FmoXAGxGBQXuS+6ALEYBX4/+PxoQR4yRTuOqQYlZWdlXWjGxcXIklrsNvSzPf5sx7PG43He97738bd/+7ds3LgxJ9c5F7wYxkUglUqxatWqKedDzJW5Coaq0tHRQUdHB5s2bZqxrUbCQGDPLk4A4ygBFIsSgcxSPoJiEGJAQCCi8BKWjUYoUMGPkFAYAhy1GBXiAnlAPlAEnBUfP9MUVxiDUfCpuPaIKLj/Js4mCOBXSKkSFx9jRimwghXIU8EnSkDdYwtQnmWdRPLy6MnLI4zSZC0bRVhXVEhpWRmrJ17HZDJ5XjfUdIFXaWnp4lRWd3TCSBiGR93/VWHNSnQ0DPl5SHMb0nQKveM2eOU4WlGOefoF2LQefeYQkpeHPPAQetubkObT6NZNEMxDa2uQp19AIlE0z4/87FdQEERvfSPS3YuKoGtXIZEx5GgDJFPo2lXuNZSVuEHxwgLoG3dfTQME8pCCIKH8IFrGCK+2AAAgAElEQVS9gujEIp89bS9dH5JdBJeecTFd/cJS1nykWSzBmG1Afa7jWXt6ejhx4gR33XUXd911F+AKn6ri9/t5+OGHufnmm3PzJKZA8Sq9l5z0hyQX+Hy+WafVDg8PU19fT3l5+QW7usbEMuQPEAF6UXqBI1iuBUYQ/ECeKAkMnepQijCEko8QU2UQGBEhqCBqiSKMC2xUKMNd2DGCqJJU6DZubKJQfRxWZRxlrYEVVomKYNTdXxSMUULqCgMCCTUcUqUAhy1qyEPxIfgM+CyIUYx1FzqfhRDKNhGMwl5jiRMgCqTy8+hkwt1FAUUlRZTHKjGq53Waza6sTlshC276mHDQYB5SWAAnG6GmCnniafR110E87ro4VlYjD/8KDeUjR0+i+/cgXX3IjdfBkRNgy5Gf/gqtXAENTWh1FXLoMPq2NyMP/8INcq9e6bq7fv4r1wU1OIT4fEj/AHT3uVZKcREMnIWhYVdkVtVCPAFFIfD73RhJ3G1PIuMxQqECbHkp49O4M88tgssW5N7e3kw8JJFIkJ+ff8nFluZD9ujUCzHX8ayrV6/m6NGjkx675557ePTRR/nBD37Ahg0bFnztF8JzSS1z/H7/jBZGPB6nsbGReDx+wa6uZ0UZ8vsJY+jHMjxhNYxgSYrwHJYaFZ4Vy+sR/FjyRTgtSrm6YnIaqEKoAY6grDCGChwOWB99Ak2iDKoyqu4brw6h1Lr7DgGpCWugEyEhypBVNhkwKH4M/aq0KiTFslmFEEJKIIzhN6KEVVitDitVOIsQsm6MJGotARGMQMpaHDHcOBGQd80XSxVgEZIIY8ZwttAV9Qos/qJ8ys+ZU50OAqfvnK21BIPBTLPAuRUaWqStEykqhBUVrnUxMIT88kk3jfbA1WhpCbppPfJv30HvfA9S3+ze/X/1PvQtNyKDw+gbb4DxOPLMIfjhT+H6A8i/fgeqKpDeM9DVDds2w4Z10NyGXrMb89JRiI6jN16HPPprN8i+qhYiEVhZDdEYhMNuAF1x03srykEtDI1CZAwzOEyovIRERRnJGYLfgUBgUv1COh5y4sQJwuEwZ86cIZVKnTcKd6n99QthLsOT5jKeNRAIsGvXrkn7V1dXEwwGz3t8sbBzXXlzXyY2L5atYOTSDL6QS8paS0dHB52dnWzZsoXq6uppz30kIPShCEpKoAuIqkVFCKsiQD/CGbG8CcNpHLaKj2orFKkrGgalFhjFkicGtUqHQJsVHhbLaxBAuRrjZkuJMIoStkrCwEmxlAAhda2K5xWqgAdVWQ8UqLIJISXKGnBjKihBCz5Rui2EsAwaocW6AfVxEWrFwVphtaZoQoggOOrwhChX4LDRQKmFfOPDsQJiCakbCwFhBEMKKCsMYoAESkqVEmMm3Tm3t7cTjUYJh8N0dnbOWBQ3iZIQrFuFjkYQa6GzB8pK0Bv2I4/8GhpakMGzkEjBaw+6bqWzQ3DLTcivn3Hv+tUijzzh1mEUFcLeK12hGR+Hg3uRL3wZ/f0PIk+/CJvXu66u3zznZlEVhTAC9rp96IoKpL4JWbcGnBTS0AxdvbCyFipK0aJCGI+58ZFYDIqLXTEZGiFvcIjAhnVEQ7NPi063Jw8Gg6xfv55QKJTpLJu2QsLhMECm2eJSzPxeCHMZnjTX8awXE5XcC4aIvA74LLAXWAXcpar/Np/ru+B55piRsnRDBGZAVXNWEGWt5bnnnuPaa6+d9PjZs2dpaGigsrKSTZs2TbtQjWBpCAR4Cku1KE+g1ADb8dGNMo4FNQyI62raAqxSw2HjEEVYqUIvlk4AgXeoYVBcNY9baBPL1gkrIGjhn41lj8J+hDL18ZhYurB8EB9WoF+VBEoAQxHwoii7VTiNkjeRBVWNshEfQ1jy1ccTYtmPMCBKK3CLFawRXsay20Kfca2YQaPUqeFFcahGiCqsxRJVoRzDSoQQSp5AnhqsgKib3ovrAaNQhXJc0dCJDC8D+BMOQ6dPY63NtLTODgKnv0RkUhA43cSucDiCHDkOkTGkqxdtbkWsRXfvQJra0IIg7K6DV44jo2OoKOI4EEvCVTvRvgGIxZCRUTRUiFSUQ1uHGwsZG0MLQ4haZNd2bH0zvP0tyPd/gl5zJXLfd+HNN8LzLyF796B+H6RS6Po1yEtHIRZHb3kDJFNuHOX110IkigwOoqtrYTgM1VWuRVJZ4WZaVZQxVlvpurBmydGjR9myZcu0NTjZ8ZDR0dHz4iFzSVCw1vLSSy+xb9++WV/fXHjhhRf45je/yb/8y78syvHnQE4VVXz71BQemtM+NiIvquq0L7SIvBW4AXgJuA/45GIIxrK1MHLJuZXSsVgsM9N6z549FBYWTrtvh19oEz8viSWgwjEsN6jhN2JZgWWlGAatjyYslSL41HVTPW5SbFTDCZQUylXAbeojrMpxlC6UMty7kbO41kqPuplSH1RhFOGLYrlZHG7CUG59/ESUkCqrxdAOtKklBNymhmGUDSKcVqgFEgitAv+M8j4sG0RpBq62ym4M/1cse1SoUnhgQnB+JpbrgfvFUqmu+y0uUKt+YuKQwDKqhnGEMZQqUhSrKwZJfFgFUEYNnLVQIRaf/ramxOb5CGzdhCAkUg558cS0QeC0K+vUqVOT5l3sLiuB4RG3mG7zRrSsCHnyeVhVizz3MrqqFvEHsDWVSEsb1FbDUCfa1IYMj6Ab1yLf/AH6z38D9afQYB6EQkhpMVJZCc+8gB5vRIyBp56DsXHIC8DNN6G76pC+M9jSYiQadd1Q8Tjq88Huncgzh9DtW1zLoqkV8gJoeRnS0IJesQP6z0BNtZttlUhCIknReIzYqmpSoenfg9nMlCU1Uzykp6eHeDx+3rjWqeIhSzHP+3LrIwXAfCyMGVDVh4GHAUTk33J79N+ybAVjMcxoay2nT5+mp6cn436aDkWpD/jpQWkSpUDhl8ayRg1PieVdGH4lygOa4koxHBFltVXWi9AFlKihX5TbrVBo4DuqlIjDPgu1YnhWlAdR3q7CG8THISwJlFqFJpRyhHeroVqFPxWHt4hQMJH9dBzLTlXeqX4GRXlelAYs21QYBB4X5e3q44wqt+G6tPKAShV+IcqLOHwEQzdKrVFuw8f/xOFTarhfLQdRTiJcrUI5wis4DItQhXKFCnFjqbBCgzFstuA3BotlnXXrPNSCDyWq6toWAqiSRIgDFmXYbxB/AaVYViQsJmtAlM/no6ysbFITx3g8zsjICCNFpZQODqGBgJulFI2hV+50U1yLQ252VDCARMbcbKZgHrJuDbJ3N/z7/VBSjL7zFuSBn4Hf72Y+fetB9H/8J6SqErt2NRy4Gvnej9G8ABIOw0RcQ2LjaHkJ0tWL3P8wfO4zcPgE9ppdbobVVbtca6WkGAIBpPU0NOO2KOnogvCYe83xONRWgRh0dS3BWBTqtpCa5YztuS7iU8VDYrEY4XB4Un3IufEQb573PBHc9MZlyLIVDJj9rOzZkEqlePbZZ6mpqeHAgQMzfhAO+93ahCNiGQKMCOtVaMfSAjRgucMKrWL4hli+bP0kBJrV4hhllcKYCkdFaZtIX12twteNg0H5JIa7MPQAf06KkMKf4aNJlSaBZ7G8RgxNYnmHGl4SZRXKWuAa67q//kkcNiKsVqUGH/9bHEqA/4WPXoFBq5wUN6ZxWt06kFdEuVEND4vlCjVUW+H/NZbbVBgFrhDhBpSjqsSABpQx4GW1/Gf18UtxqEBYZZSAdeMyCWupFeE4lhIRChSsMeSpkKeQVAhgULfKA4OSQggA/RgG84SiPB+rABmLTekfCAaDvxV42Q7tXW5c4WQTVFXCU8/D9q3otXuRk43o/qswf/X/obVVMBpBTzQipzuRVAoNBNCtmzBPPY/e+kYoLYbv/AjdsQ3TdAodGHRTd+88CAUFsG0TNLeiN16L/PEX4DMfd+syHv4FbFiLHD6BjIzCjjpo60Cv3IkcPQ5r16IFQaQ4BEnHbYJYUeZmUw2OQKjAjcOsqiG/uZ3xbRtwZnBP5aIOQ0QoKCigoKAg85paazOuwZ6eHsLhcGbKZU9PzyTXYK64nC2MeQhGpYhk+7HuVdV7c3ZNs2RZC0YuGB8fp6GhgUQiwf79+2fVf6nDKJ0Cv5wIMBfhBrsN0CNws4WzIvxXY/kjhW9bH780lnuwXI9QjPAUlquAPJSdanjZKEMo14rhKgyq8BkcdovwaTVsx/AlcagXZTfwGesjLHACN/tpHa6F0IpiRPl3sbxOhS6Bf0VZj8OX1FAJHFP4hqQoFngDPv4diwpsQ3grQlxhSAQV4edYhlHKMfwfsXwAQ8r6SInDGoQjuOL3ZgPPi7JOhafU0ozwJoTf4DpWD+FQaAxlQLVCDIcqFdQIhdb9/EQESlWJIxSgJHCr0Z2JAsV+lJpQAUGgTB380aljWGNVFYTGom4n2s3rkcgYumcnNJ5Ctm4C40Oeewm96Xr0mt3w0C+gbwC96XqkvQsCAUxPH8TiCIqWlcIdb0Na27FvvQnKSpGf/coNlCdTyBPPoDVVyN/cA1dsQ2NxZE2tG/DbuRUeeRx97UHk69+FdasRvw/iKYhEEAFNuWIhxkBHJ1pW5j5x67gWSTSKRsbIxzK2c9sF35uLVbhnjMlM2kuPMh4eHub06dMkk0laW1vPm28xl3jIVHgWxiQGLhTDWCpetYKR3f5727ZtmT78s6HT5+MlLDuAo8CIWOrUx2EsOxSOC6RQ/kwNpWr4XUmxT+FvreFRAz/B8m6E16mhFzhpLNtwG5L5EB7CwUxEiPdb4VvGDWq/U4WPYtgihkfEch+WKPB2EXwWvmMs1yG8qMp7MbyIUqvKbSLsmnA31QNNYvmoGraq4YRYDiDcoUI98GOUFuP+/ts43CTCVQotWD6ohpexvGiUXcBpVX4iyvsRfNbPSZNiBz4qRbgBoVEs11rDS+K6wx7HYTNCmxhWqjIiEEMpFsjDUKbua+Bg3c+TQFDB536LD2EYZS2WARGKQ/kUohQlHALJyWkkYxvWECothsYWV8qTCWTbJhgJuxlKO7fCkROYIydR47rFtLAQ3bsH+fEj6Lo1SFEIjpxA4kkYHkW+9QP4gztd11JlBXbHNsxvnkNvvxnzR3+O/t4H3JqMR37ttgZZtxoZOAu9Z9yA+xuuQ9euRrp70G0bobwUOVIPt70J+T/fgJ116GsPID/8uVvrcc1utLsXBofdWMuZIQqHRomWX3gC3VJlPaUzs7K7wWbPt8iOh2Rnuc22PiQSiWTiVpcVBs8ldTGYr0sqPScju/33qVOnZhXEq/cLLSjNovgR9qglgY+vkmKPCLVqCGDpEXgQZReWPIGrEb5mLMMCn8VwvRq+Jg4/FqVK4Q4MD2M5jfJhNXSgvFsN/2Isr1fh9cBONTSL8t9I8QYRfl+FLerjq+Jw1ChFwLUIZQhPY9kl8BOUd2H4Npa9CE0ob1LhZaDZWJ5AuV6FX6EkBbYBH1LDoyhRgWKFA2o4PGG1fEiF+1A2IARxtz8qMIrDtWp4SBz6FUoFyqzwX43DvernPnH47+rnp8Zhu7q1HkmBGuumGUfUUm+g2grVwDBCUpV8lCIMUQP5qgRVGZxoqgjCEEJeXoDiPD8FaimNJjIuq7HyUgq3bsEU9aHdPehYFESQUAGcaET37ES7zyCqaHUlpvEU2tGNWEXrNqNGsOvXYJ55Ed55K1pShLnn625jw+ISpL4JAj7klaPo294INZXo5g3I04ewN16H+advQN1mdFUtnGp3e1K1trsWSEcP+H2o4yAP/wI9uBfp6Ea+8q+wdRNaVuyK1WgEggF0JAxVK5CePphBMJaKqfpInTvfIh0PGR0dZXBwkNbW1ln3HrusLYxlWlO5rAVjrkSjUerr6/H5fFxzzTWTKsXTtRgXuvtxsHSKjy6Bq9XwfbFcIYYUyqfx8RLKV8ThQyq8ospBcRfud6mhV5QjAjch/FSVu02KO1T4Y3Vbevwjbh3I+yc6P61HcFDepsJzolyL4fM4vH5iORSFEIb/ISk2Ax9yhJuNMIjhi6ToA0qBd2F4UB1iIuxRuAWhQ6AVN/NppYBf4Dso1yNsBJ7GdY99UIU3i3JUDH5VSoD+idW4UZX3qJCP4WtiqUP4Jg6/q4YhoMjCYVFWAz8Wy1p1s6uusj4eNQ7vVh+P4GAFtgrsx0evTRHAjZWMSYr16qdCoEkdCqxQZIQyFQIIEaMkLAhuB94Y4BMfg6ECilGKY0kKHIdoRQn5+Xn4DFCQ7/Z96u5Hd2xFWjsQVThaD5/4MBpPoLVVyIuH4eVjyHgUn2Ph0Cvo/qtgwxqc9/6O6+YaGISyMjjZ5KbVdnTD9x9yrZItGzAdnbCiFLZtdOMWV12BPPEs+rqDbk2G8UNvn5umEI8jJ5vRbZuQtauhswsZGkZjCbS4wE23rSh34ybDIxjHwV4CBXizaTyYHQ9Jt+nI7j3W1dVFJBI5L1W6oKDgspznDSxK0FtEinAz9sG1YdaJyFXAWVXNWRHK8pmsswAcx6GpqYnDhw+zYcMG9uzZc15bkdn0k3rZ72NYIIVlVGAP8N0Jd8v9OEQVPoqPB1B6BEoRrkX4uljOArdZ6FRoFuV2NawXw48RHsXhoyp8FngLBoPyfbHcJ8oQsAnhe1jeivCUKLfgZlp1YgkLvCJgfYb/KJY/kxRvQfhja/ic9fGsWmLitiLZjqFN4DjKVbjxjhsw9E1YIZ0T8YOfi2ttCMJPVXgRy/dF2YqwHuE2hBsRrhTDQ7gt2/3AuAjPAVerEBO3/uPaiTbrjcCQWL4rKdao8Lix1KmhHOhX4WfikIePZmPxGWEcH404dKmwSgzVGNqtZQihTwS1hoS49UxxIIZb13EW6Aba8v20hQqIBQLECvMZ27YJNm9CS8tcV1FBPmzfgpaXoh97H/LN+5HxGKazC1bWINs2QkEh9tq96Effjzz3EvLP38KEI5jhEeSFw9DZBevWoHVbsTvr0E3r0bveB796ClpOQ0U52j+IxhOYwyfh188gXX3o8Cg88Qxs3wq73ZiE3bsL2jqwWzehtbXg86Eb1rodcY3PLSQcjYDfTyBxaXQimm+nWmMMxcXFrF69mh07drB//36uvvpqampqMvGQm266iV/84hd8/etf54EHHphxuNE999zDxo0byc/PZ+/evfzmN7+ZdtsHHniAm2++maqqKoqLizlw4AA/+tGP5vw85k1aMObyNTP7gJcnvgqAv5j4/i9zeenLWjBm8tWqKn19fTz77LMEAgEOHDgw7ajS2YxpdcQwCPQijGAZQPiP1ke9KL8BtqsQwl30/1J9jKjyXVFuR1ihcEbgmonAcgTlR1jqRVmhQiFQio971WFQ3KK831N3gX9iol6yCLgV4YgqDeKKEsDH1XC/pkjiur7yVWgx8G1jCQncpcLnLYwBZyZceFsUPqZu3MCvwgNYanEtoztVyEd4TCzNKCvUXZgrgG+p5SGUFoFB4DoxvF2FWuB9GOoE+kUzpmujKhvUFY9CNYRE+A0Op1XpELci/gxQYZUXRRlS4SSWEpSkCF04tIhwQpTV+IgAg2o5I3BGoQ9hGMvQRAPHcZQRhG6EDizH8/y0hgpIBIOMraxEd9W5rTpqqyA/iNTWQEcPun41uns7WlmJIm6JajCAefQJt24C0E982HVVFRfB6w7A1k1QXor5yc8xZwaQ5192hzJVlKNbN2FLS7E33QCFhejqGvjgHXC8AfnOD9Hr9sPPf+m2BRkZxXT3QzyBeekIcugVNJ50GyMWFCBnBqCpBfL8kEpeMh/aXAbY06nS69atY9euXTz++ONs27aN6667jiNHjvC1r31t2n3T0/b+9E//lJdffpnrrruOW2+9ddrq7l//+tfcdNNNPPTQQ7z88su89a1v5Z3vfOcFRSanLIJgqOrjqipTfH0kl5d+2bqkxsbGMjMb9u3bN2NAe3YdaxVH4Ydi+X/Ux7goo+LGAT6O4QVR+nAXvlqEIgd2+ty78QEEo5ZvG8u+icrmfODdGJqwjGNoUMvT4i7ov4NQCuwGtqrQAdSp4W/EYXRCKKK4YvGgWG6zBgF+KMr2CQG4FuE40C3KtQgPi8NrcWMEt6rSLoZ/wuHsxPHeAJxF+PeJYPr7Vfi/Ey3V104U/IUFbmCingNLPu4263AD1K2ivBn4sPpJ4DAusAH4HRUeEssnreGvjfAWhedRShX2iOF+lPerK0KNKEO47rJxFQRLkcDzalmNkMBttVKFMiZCeKJQsFjBjxvLces5hDwcehGcoJ/CoI8qn4/A9i2EBoehsweNx6GybKKb7BnE+NzpewNn0T1XIIcOgwi6azvy3Etu1fXgEPgMvPttcHYYrVyBNDSj//O/IP/6bTdwPTQC1kEe/Kk76vWFw2io0E3BDfjhiq1oOAwbN7iZUvkFblV6IIDc8BokHEF/5xbkiWfg6t1QGAR/AJIO48FLI2LqOM6iTveLxWLcfvvtmd5j0zHXaXtf/vKXJ/3853/+5zz00EM8+OCDs5oBvmCWcR3GpXKzkjNSqRQNDQ0cOXKEzZs3s3v37lllP81GMHzAGbH8KRAX+KZYKtUVhDDqFtcpfNgKX0H5V5/yDnV7LB3F8gOj7FN4kzVcrcKgKvdjuR4fXxObUe/XqNCmcBTlhyg/F+UdQKcob1VhF8JW4DYMDrAX4ftG+Z64rqX7jOsmKp3IB3gzhocnhKgUyFfhKSP8Aw5XIvwHFb4EJMXwc3GD3QDDE9fzlChvULca+yYVhnHdWhZ4BDczqx1Yj2uJrFTD941lBYaHUH4NvIyyVYUilN/H4BO4HcMNKD3q8HYMXzQOQZRqFQ6L5SRwwlhE4QWFTRh+ZdwW8Z2iHBLoRominEWJAqdRGsRODKRSeicyqw4D/cDR/AA9oSBtfqF/wyrYsNbtILtpHWxYi66qRo1BCwugMB+qKpGAH+ntd1Nzq1agd7wN8vKQpw+hwyMwNOR2nj07DG9+PYKgG9e6bqW6LW6h3jW7XUvBWlecnnzBrQQ/cgxt7YDmVjh0GGnvRB0H2rvd321ehyYSbtv0oWGo2+QK0BTkqiZptiz2tL1wODxjDCM9be/cduQzTdub6lyzHem8YNJZUrl1SS0Jy9rCOHdMa29vL6dOnWLt2rUcPHhwTumFsxEMC4gKw+J2if1f+HhKLA+K8k415IsSUeXsRMzgw2oYRblf3EX/P1jhTfj4J5Mi/VZ+P262lOLeEZdPpJk+j7JB3eu/SYXvAs3iCsE+hf+i0CVKJ8pTEy6r2xEeV0t84mmPievCehTLGye60v4ayy0i3IPyNoQfTQhJYGKRLkZ5rwpbRekXw7vU8jNRAoJbdyHKsYnzBXEtgmqFMnFF9CpVnhPLBoTvi+XjarhX3DTi+0XZjFu497AoD4vDv6mfJrH8Csuf4OMEltXAx6yPY6JsUB89Yrkew9eMW7vSIUInls0YWlD6cQP3cVFiFlYAp7AEBUIIpSrkkaJvordWF0LeqloqseRHE+RXVZDXfwb6hyAahYJCsL3IsQY4cA1097rFdKWl6MAwHDrsNiYM5iHFRdi9e5DHfu26rk42uRbGocNQXIR098Cjv4H9e9CbXgvrViE/70b3X4m8cgItKXH7RuUFsNftR3r73EFOrzsA/QNQW+MWFh68BqmqILJi+kXtYkzbW8zzJRKJGW/25jNt71y+8pWv0NnZyZ133jnva50Ty9jCWNaCkSYSiXDy5EkKCgrYv3//vOYiz2YmRhJXCMzE4rpOYQXCpy38o7FcqbAfw+Mov4MbEN6AsJqJKXcCH5UUaxTuEGG3dS2D9DTxOMr71cc98lvhKgJ8IjRjqVa4FUNYLH8vwuGJgPP/z957x9lVXuf+3+fdZ7pGM+q9ooJQsUACJMCI3psNFt1A3ImJiWP7xjc3zs0vuXF+tpM4wQGMwVQjqujNYBBNVCFAqEuog7o0TVP3u+4fa5/RSBZiRki0y/p85iPNzDl773Pm7He9az3reZ7TTBxsog54T7Au40wPMUgFRxKYRWS1XBRxaVYd5PduhyL+hDHBxP2CdzLcJVjkMRljca+NchN9zWgIYgnW2hq7X8bXLVCLMYyEGxVZgDEpSxoXpaJQgDyJzbaU8RZ4U8bdpPRGRIPrSBkaxJ1E/oaEZRi/V+ShWMCrShlixqAsSf8gJjwVUg6MzuFYY5FcEMOI9LDAOpwL098Cs0gZrECvTNSxsxklGGuAraVFdAV6qiehR3fKtjU4u7pTCTZ8CKzb4K2gfn3cLKl3d5fsWLkGxo5Eb88nPP08VlTkk1OdSp0z0aMbsVsXwpJlxH/6MXpvPdq8Be64D756GpqzEBvcH5Ysd6+MlWs8wby/wX8eUxjQF3IJlJag3j1ZXF5Mp4YGypJklwv1J+G2t6/l0tv7etrrtrdz3Hvvvfz4xz/mjjvuaFW23efxRcL4ZKK5uZmFCxdSVVXF/vvvv4OgWkejPZ4YBUQa5O5zpRgbDe4OkV9EMdUcQxhKYIFS7iLyTQLXK/K1rFLYijvWbcDlxyvkjOavm4+6TrTAz8L2awh42+ahjDS3EeNmRb4ZA9OzttMhJsokZmfaUz3MQe56xAkS08x4RLFVb/NU8zHYfCQ4NvGK4Evmbawq0apLXATMwhiI2BaMP2GtCW8gbqJUI1ipyPEErjU/dgr0MXhR8FIwjgAOy1wCF0tcEsWbytpIZmwAjlLIxn3hXUWqgMNN3KwWRltgPwIPhZShFviBUv4p5pijSB3G/pbwtLUwV+IQwfAYWIzjPSNNNEm8QcrBllADNPpAK/VAFbCprIhyg4EhwP77UdbY6N7g5eVut/r+OujTyyXQu3fxN2j5av++b0/o28cJgc++DG++gw3uj+obfeLqpVk+djtmf+zyyyAE1NzsfI8vH4o1N7v8SGERNnkibN7iIolVNdClEhvUj7VlJaRVVaxateoDLXA/bre9T4Ofd3GsgNIAACAASURBVEfd9trGvffey8UXX8wtt9zCGWecscfX2uH4ImF8MrFt2zY6derEyJEjPzK7NUmSD5VL726RA0h4QSllBtsMjjXxZoDbFfmN+eTOSkEpsCpbdUuAYxGvEhlvgaHyaaXfECkzcYuMUmCsjBMRtQbzMSZmLZcTTNyWLfInmXgwuPHRlyTmECnAqwbwSay1BmMxXjCXRj8bUWxQgvFum7fpQRnHmqgCEDwsb0fNNONdYK6Mkwk8RqQcuJ3IsTjLfAXGMcDTWUtrokF5NA5KxOHmEimDFKgkZam8OjkCscQMBI8ocox5xfZHGecRuJPI2QQ6m1ct48zFCOfKAKMMGGaBJhkHEbidlH6IXibmKOUYc9XghcBKpQwnsIGULgo0RmNA8NHhYqAZoxtOEEyAjRiVEjVlRQzBaCwrobxrJWlTM8VVNdCrB1Zb53arK9ZARQWYYfsNcQB8/Sa0eg02ZCCkqb+hhYXYfoOhoQH78iRYstxd+Pr0xPr3dgB9W6Z2O6CfixAaMGoYyuVg9P7Uda8EiXLYgcS2K4XZwsJCGhsb2bJly76xwN0p9jWGAR8+CdlRt7183HXXXVxyySXcfPPNnHPOOXvtetsVXzC9P5morKz86LaeWbQHwxjaIhYXGKUR1gZArr+0HKPYoJ6ElTKKMH4WE55RJOBrQClikhK2WmQ6cJrEEuBrBm8BpyJ+o+hNpmwUdqgZszIOA/gfq79BgQIbMKbjlcMB5vyM0SZGSzyGO+Mts0i9OXaAYKqJWjPOltgGJAZHKPBTtr/uLsApiOuyRFASjc5ySaMWeZunB14l5aMQ+BKBpxLjQay1mjkJGJuNDEdBPzN6yxfoZ2UMMLExS3SPWOQkxJ2KfAVxSRpYLuOeYByD6INxrYwLLTDP4KAMU9kkeEaRPiYWEemD2BiNXrga8FrEYKAYUW+OddTjVeJKPBEVYnRGbEWsNmMjYiQ+GmyFhWzu0ZXOPbpC2kKnqlon0r2/3j0zioocyK5s8tHZLVWoT29obsIKcm6a1NDkSrmD+qKyTpiAosLseZVgqZsnJQmUdyLtVknDhyzEu1KY3bx5M8uWLdvBArctGW5vmyXtyxZYPgG2Jzritgdwxx13cPHFF/OrX/2KI488srU6KSws/MCx+70aX1QYn/34MB5GY2MjCxcupMdB4zhQgd8S+bol/EwtHIKYSuBtIkXAQmCeIs9m3hWTgNTE3yilSQ4SbwQQdHWBVnLmi2ohcK45e/xFwUNyBdqzEV9GbJG4mZTm7L4/wcRCjEujeCMYd2H0BFYCbwvON3g3ew0bMzD9VT8lZxHojHEB7peRM1gO7GdyKjkwPRintKY9eBrjMgvcqEhJdu2XWsLvlPIVti9G5yD+xXwK64nsWH0J9EPMxTjAxFqMqZbQzVJqgxMLay3lvmAcbXC+JTxAC09j9CRwjMFNilwWA/eTcgwJw4AGxNtEGkKgziJHE3gqGPsbHGzwuCL95MZOvS2wOBj7GWzG2I/AuxhbBESjXEY9ImcR96droYmETkBtktDctTOxaznhgMF0ipHRm2vJNaeOOdTUQX2jmyeZ+fjsgH7Q3AzNLV5ZZAA3SeJvaWGOWFxE/UdcyCVRVFREaWkpI0Y4GbCtWdLy5cvZtm0bBQUFrQmkoqJij/C+fOzLCqMj9qwdddu79tpraWlp4corr+TKK69s/fmUKVOYMWPGLs8h6Sjgmd1cxgwzO7pdFyy+kAb5JOLjsGk1M1atWsWqVasYPnw4JTGyIMkxESg1o0Huqf0mRh/gFhknmqjB2ce3yRhGoMmcqV0FHID476zFVCcYnlUZwxBHGvxekbMQ04icEsWDwViGMcTgWVySI+CYyMmZ/8ZNYXvP92iJO7MFvlleAR9lPuEEXqUcS+ABRdZlWMpjWWXQDTjEvBppADYLKnHORz6eVWQcwoAfxMC12ZRXPoEcZmIhjm3kl6MxeLIajieDB4hsljjAUrYG8SARkfIrJfQzoxpjhlL+hyWsJCKMsywwXyk3hshfxIT7lPK6Bf7KYGUQTxO5xBL+Qy1cbAkLZcwBvirxIEZiUKtIYmK5jGguQx+BxDxp1ANDiMxRoKfBIHL0IvIOgSKgySLNCpRjrA8FbO3ehTJSChGd6UklgRwuIyOM5i21LFqwgHHjxn3ET+iHx84gdFuzpAEDBgA+eVRdXU1VVdWfWeBWVFR0yPd7XyeMjuhIXX755Vx++eW7/N3OSeCDksKHxExgV0qIZwDXAle3+0hfVBif/dhVwqiqqmL+/Pl07dqVQw891HvCEQYnsNTE5mB8k8AwE1eFyHkmmoDeKJtTgosssEDeN38YowU42sTFiCWCx2VcYQnzMJaZ8ftsUa9mO7ua7N+nBAOA27NjDwQK5NNTF0SxXvCSjMZs4QZ4HONgxBDE0xhHIxDcTOQsE4/JONGgC8YWiWbgccFr2p6AfoQoRdTjC2otDrZXSFxH2jrG+76gFzAE8YcsIXbLrmUYTjA8wMSdMk4n4TEij8qowDiHwD1E/kDKBAVeNVgs42wiD+OTZMuJnG8JrxFZK+NfLeFVeXvrdMSpuKruD5VjnkV6mjGWhH8i5WzEFuBRjLMRz1nkBAKbiBxEQh0pgxANMt63wBBgqyItBCJif4MXiJRngwrvtSYGo5qEQoytpLxPSjdyXjwQ6dylnFGTD/G207Z9K+kRY2xXz7979+50794d2G6BW1VV1epz0VbXqaKigpKSkl0ed1+2pGpra9tdYXwcYWZNwA7IuqRRwC+BfzGzu9t9sC8Sxmc/2k5JNTc3s3jxYurq6hgzZsyffXB7WWSMXGOpU6bkeomJIQQKSFmAazUdYfAakYkZsH1CFI8GY46cZFcEXGiBIYIXzBni4JNB84ggsVheERyZMarLEb0N1srHYe/OYwaCMjN+SY7nZHzNYJngTbz9UgB8P7qZU1V273cx5048KHfVe4TIFMQfs+soBL4ZA7coZQiBV7JEVQycrEBXjCmIJnNS3AoZ5xK4qs0UlgmOy/SoENwn40hzrOJ8Ag8SGYr7blxkgdsUGYonxmLEvRinZiPKG2XMJ7IMF0/sClRmXJIHMW6JCYuC8fek/KMCm80rl/9lCY/IGIBxgwr4nbUwicAKGRMtUIxxI2IscJAldMeYiXE4gQLc4bBOYgwBWQszlSCL9CLQaJE1CvQhpYaETgSaiZRiFJGjOnsfC5WjsEx0RuTqGtkXsScLeFsL3LzPRZqmrYD60qVLWy1w8xNZecvW9o6u7kl82s2TJFUC9wPPAn/fsSfzRcL4JGJvt6Sam5tZs2YNy5cvZ8iQIYwaNWqX59ivBd4sgNGWMJeUBtwXYxspf22BFXibai3GC/I+egtQFnyMNR8RKEK8gbES4ysmcgaDFVp3+HmxwRbzlvfzGKdIPJoxm/Mx1lxBdwaRuzKQuxMuMXKkoCGKOxSpbfNytrR5fr05VtIZTyIDgQkErg2Rg0ysYHvFcRaB/yblVMRyXCeqGFfiHYg4P4r3g8tzFCJ6AU9lryeyvWqaRuRKS3iPSCqYno0Mvyn3Pa8EJpuox+grb4u9gyfKVRi1wEwiJ2eV0p0hMtbE90n4N6V8m+C6Xkq50Jwf0pmUkyzhHqVgcI8iX7OEqQo8QwsrzeiBGA+8hTEEt75dS967I+FoYB5eOVZkrbk15BgMbMAoAboTqCWS4Ha+RUAZUEegrKyYMiJFdbufyuto7K0df5IkdOnSZQfmc16ivK1la0NDA6tXr96tRPmexqdZ2lxSAG7Hp8cvso5S7L+YkvrkYm/ZtNbX17f2dg855JAPNXn5ckvKvFyOl+W73PEYm3GvjHtlnGHQicCB1kpp4AFcYqMA32RcaAnXyCXLx8hbMgjOtcjZGU6xRtAXsb7Ngl1uvsuv8+4Sp2StlVuCca5tzwipuXXs62Y0yJgn40y8bdYM9JEoxJ3tnpaTDbdm11gI3JdVCsMQb2QL/kUk3E9KLbAAlwNZBmzG2z0VmRfIjOx6Cw3OIaEWwwy2CvZToISUeuDXIeV7lnCCOWP+thD5VgxsFvyByChBFxNHWeApRboCdxE5jcBMRXpnhMURJkoEv1bkHAtMwpPnoSScZYG5RM4j4SZSvipjHIEtuDbYDCIDERMyafb3gZyMSvM2VsTteJtwE6cqg0FyvattMoxIeeZV0tWc17ER6JIxy93D0TGhAowqoIRASVkh3Q0KP8A5sKOxL1tExcXFFBcX72DZ+sorryCpVaI8zw3JfxUXF+/xpq49siCfYPwLMBk4xMyqO/zsLyqMz260tLSwdOlStmzZQnFxMQcccEC7ntfTAtUGIyVmYUyyhBmK9MA9Gl7FFVxnYIwicJ7Bk0QGmmiSiwbemDG6yyPMltu3vigjBe5sgyEcT6AUONXgXfnv/tLEYhMXStxFpCm7L9dl/44wcThwI5GLTDwXIiNNTM+Oe7I5C/vM7HqKDDrLGEzgLmIrQA4+TlsAXGYJNyilGf/M5wymy6esphExYHOWzAZmY6szZPQgpY7tVcZqUi63wLvyEeX1ikwhsAZXx/1tiPyTBV43MV9GHcZXgYPMRQ+jYCWRSkQf4Ak5+XGWGf0lns8SQI3EWov0wCVacha5lIQ1RF4h5UAFKnAl4WZzvaleCjSYMchgq5yc2R3nfbxIZCOBERKLMCZb4B3EK3I5lnogRVQopZvlWCVjjIlqMzZnWE1lNsrbQKCGSIMSysqK6dbcQq5p90oDHxYfJ9M7hECSJPTr149+/foBfi/lW1lr1679M7e9zp07t5sb8mmtMCSdC/wIONXMFu/ZQfgiYXzWwsxYv349S5YsYcCAAYwYMYKXXnqpQ8cY1hJpKIAuCryplKMs4aehhWMzgb5iYJwC/5vIwYiDLVCEmKzA/7Bm8t5whfJEcAgiYNS02ZRdYoGnSHkXsULGAINLEVMM+iB+QdqaLHqZsV7ieALbMG7MFuhN8jHbQ+XTWE34NNQG4O7sMUGOp/QSHIhXNfU4NtE7hQtC4LfZNBT45z0/IjCdyFQL3CkfK35QxmUm7pYD5JuBLWaMl0+TvQu8LuNZDIJX6AdkbO+xiEEGr8i4AHgOT2jzzTjLcvwhS7JvAucCLRmofouM71jCYiJPC3oABQZ/wjhTnmymETlNRl9EXxM3E7nAAs9hnElgAMatRI7ENbeOtYQKjMcFm8w4yAJLs3ZZJ0QvRcYjNpvYQGQIolFGkyW8hAtTvkWkqyAh0AxsI9CSvf/NeEVTg1FTkKNrQY6udQ0d+gy2jY8zYewKv8jlcnTt2rWVy5B326uqqmLjxo0sW7aMGGOr215FRcUHckNqamo+VKX2447MkOj3wN+a2RN7fiC+SBifVOxJS2rbtm3Mnz+fgoKCdkmf7y5GNxu1BQlbMboRGZx5QxhQhbHejNGI/YEbZJQRmRDF+UqoNWMJvqAD3JsxqSszNvTF5mBvbzkzGWCVnCvxjCCacSRulZqaW6muMXFTSHfAKuqzf+/GuMACtyvukJS6GxyvwDRF3jcHZh/PdKp6GfRJHGc52US1YAlGPdtHbRuA+YocgMjvkW+U8b2YcG1I6WTwJ8FJBsMRi5W3WPU4B/FzRU408UiGv4zHcYAXiTQApYLRRL6phBJSOptXOEciCsyroPlKOdwSnlbK63j7bYvgZlLORXyVwB+ITEKcixhp4hZFvm6B/1TKeRb4vol/UOTLJh4i5QACF1rgKiLFMjYBh2AExMtExpJwtMRdJmbLpegbsscdbqLG4H2MChnKpGVagAYLNCCKyXAjXOKkpqyI3k0pRc0drzY+zoTRUbe9/OIfY6S2tpaqqipWrFhBXV0duVzuz2RO6urqPlUVhqTuOMg9A7hN0p9lMzNbu/PPdn0wvkgYn4WIMbJs2TLWrVvH/vvvv1dYnUKMa2lhWy7hQUV+YglVMp7He/JHmeiGf0aKgSmZtetQxHSMBPhlTOihyBqgIksMl1ngLkXq8Imh/NzRhRmw3VViIZHOiJeySanyLIlMwfv66wzel/fM87E+m5oq8YtnVDYdNI1IKc7t2EJkXMbbWCd4Eccn8qO6Ew1OJ6FOxlBzQuAijCm2I6h/Y0g5nZANmfoI8QUmqg3KsmONNJifLaJtlcAGErg+A7QfyTSn3sNYQ6Q3gTvk5MUWMyoJ3JCJMx5Jyq8sx9N40ryAkDHljd6Cn5mYK1gBfI/ALRaZrcjfWMIdSllv4v9Ywo2kfFmevNcBf4d4WK639TxwFsYKJSwyo8zEBQTuMGMpkQKDAwk8rUgnjG4EFsoYbIEiHBtZrsgoE51JqCaSImozufpthTn6FQQ6dxDbiDHuczmQtufak+TUFufIR54bkrds/dnPfkZVVRXr16+nT58+HHTQQZSWln7gMa+++mp++ctf8v777zN69Gh+/etf79bX4tlnn+WHP/whc+fOpW/fvvzkJz9pZYXvJk7FIbtBOMy1q2gfYPMZBr0/d34YHxSbNm3i5ZdfJoTApEmTPjBZ7AmAXmpiuEVOtMAmRTaZu+593wITMt5BYRTHZNXH4/KpqKm45etMGSV4v74QOMUCq9muYpuYC+V913wMdY28gpmb8TI6Z5dcC/xBxiMYMzC2EfmFBaaYON7EMMRTMk4isBU4gUB55goIsL/BGoxZgoOB0uy424dkPfoQeEQp64D5wIsYwzKgfILE2SammOidjQcP1/aP2e0yjlWgKMM6jiQwJ0sojfKEc6jBO+aKukl2Cxbi1dVMInMs8q2YUAzcKZ/GOo+E9YJ/FlRbpBRX4P03Io047vNvmWRKJxO/VuRHShmFeA+4g8jfkmOT4L+JnEjgZiKrEH8i8l8YpyCuJ9IT43VcDThBzFNkpYyzBYdDxsVxfKbEvL3X34xqXA7+RRkNiFWIBaRswdV1V2NswthIZKFgQ1nHVpVPW4XR3shzQ4YOHcr48eO57777GDlyJL169eL222/fgY29c3TUbW/ZsmWccsopHHbYYcyePZuf/vSnXHHFFdx77727vUYzu/kDHO1av9r9gvMVxmfQD+MznzA+bAqjoaGBt956i5UrV3LggQcyZMiQD7yp2ue6t+sY0AIDzOhrgW4S7wL9TbyqyP8XE2oDnGiBRdnlFgHTlHKGBRZhLMbHV2+X8ZAiz2e78YujmCz4piVc36aVVJQt5ndlwn0A5W0uPQecRMKTcgbzbIxoxjl4C++8mFBrkVfbvH2DJDZk39+QgdkAnVNrPeaFFpihyErgZYxDI5Sb8ZKM22W8gFFq4lm5hPhBJnoSuSCKKYhJJu4jUqrA9y3xybAsnsSYZOJLGSAOngw6A+eZeBljFe50f3VImUqgzGALxkOWcgEJJbiY4ZpMyNAAmdE3e79ewoUeL7eEeuAtGeUmlsmYQcpR2XPuJmtLKXKsElZhvGXGt0h4Fwfia/F7OcmSznLEfhLlgsfk4PwGwaNKeTOIEWaUmJgSRanBeiKNiCKLbACKcA/3VbjcyQoC75W1v136WU0YO0f+Ppw6dSpXX30111133Qc+tq3b3qhRo7jqqqvo06cP11xzzS4ff+2119K3b1+uuuoqRo0axbe+9S0uueQSfvWrX+2T17LLED5F0pGvT0l85hPGB0WMkeXLlzNr1iz69OnDgQceSElJyW6f0x5f793FmBZjf4yR5iVAC8bhJCyT8QiROqUcbYEjsopBODPZBP1wZdbxJuZh9MPJfrcGYz2ir+AiE8cg9s8E/fLxkCJHR6jO7t9uBhdY4HdyPaS7FDlBgWWCezCuDsZbiYvrfc3E6YjTTexH2OED8UcihyA2J6IzcIU5zlGT/T4xuDUxzm7TiGoBnlfK4Yj58oR2A8ZzGcj9toxjzMH9/mYcJNfIGpe9/mNsuwIuwBM40c/YDrJvlcuV3ELkNAVmyFV1byFlqgUWZJNpjxC5MEuaJ2evrJPBnUTWEDnXAgsxDsNVczcZLLDIeIleiI1yfGdulnxmyHiLyITsr1eDsViRjbjD3zZgCeLUaGzFSAW9DYaYKDTj7mBsUuStYNQBWxANGBtkNGKsRiSIckQtzvZfg7GqnZXG5yVhgE9J7Qu3vZdeeunPHn/iiSfy+uuv09y8b5n4rfFFhfHpiq1bt/LKK6/Q3NzMpEmTWmfHPyw+SoUBPlZoc+bTb1s9w7KFoFuGF1xIwv8RDMDojsuf/40lCNHFoEI+UjsS1286MFszJ5uYa5GZ5rvRpzFaMEYAf2HixGxsswuiuzlx7lQczI1sb6pOJ2Yigh6LLNIrIwA+hPFQtis/y7ylNNXEYImxJkYgjkf8R15NF//gtGQHv0uR86Ifu8JguRz8HpGdfSnQL3veNryFtRVjptxf43mMFRinmhgucRieyKYgJiPGSLzW5n1+CuPQrANwJ5ETUMashpsVOU5ioSIjTNxGyrcsYZYi403Uyd/fBHgUHyt+lsiFFqjFk1UBnuw7AYcSWA88jOtnleLV41rcz3woDnbPJrIpwyLWKyEBag3eDu5C2AlxiIki3H+8k2B/uRR+GQlvyyjDWIixCKMmSyZVODlyQ+mHrxofZ8LY1+dqz1jt7tz2dvbHyMfatWt3+fiWlhY2btz40S66vfFFwvjkom1LqqmpiXfeeYfFixczduxYhg8f3qFd0EdJGOvXr+eVV16hrKyMobkCjokuDFgrZw6XYhxnYjbGaJzYNZtIGe7LcHR0Tao7ZZxjgQRRYdBD8I6gJJvKOdZcg+r2bLF9UsaRBNIAR0bjDBO3tdmhF2TEwQZci2lstogX4FNTZ2r7+9OIVwT3ynGN5/Cd75FppAlxVgqTTOTrtPxZtgFzgo+Y1mV/jlcwDjTfYTfg8u7gyfMMAndj5NqAI1W4s+AzGA0Sf8QrklcwCoh8ncD5Jk5BHIeYiCfLESbuw9gqOCtLIvdgdMuSHMA1ShlJ4CjUWgtNl3GUArfIGC6RV/861cTdRIYSmIvRKGfQn5hhGQMQr2N0VWAaKcUmRpgz9h/AWEWkBPgenjA7IR4DgnninIUxwALPELkLr7bWKuV4S8gBgxR9eIGUJrKRZMRqiXW1tSxfvpwtW7bs8nP6eaowOjIl1VG3vV09flc/32fxhaf3Jxtmxpo1a1ixYgVDhw6ld+/ee/TH35OE0dDQwPz58wkh7DCi2yuFIksh8ZHbV+UJZDXGk0QG4Z4U4/DW0SxSLsJFDTdgnGIJFYLrsj19FcYaQU8zDjbxmlxIcAXGY/I22NzgZLyvIJIsUfRA5Jf2ucBXzbkV+T/8I5ZyZqZcW55xGvJxmol3ZFRLVEa4NfE++4km+iAKJUZa5H3gbRlTgK5tznenjPMJ3JtNYBUAl8WEqzNXweI25zoOMYPIGMSbRE6XEwibgP8CTlRknblaL8B7ROoJpDJORZSZq+QWmVgvo0rQRd6aewFjuiJTERMt8GDG5XiDyARz7awjEKcQmCuv4BYS6W9iuiI/we1db1LKg4p8zwL/QOQ7JPwDKX9Pws1K+bolRIwZihxLQj9FGs2xjHmCr5h4CVisSBliDOIJRboi1mHUCYotUC8feCgDynFNrW3Ahl5d6V5b2+p3AewgErivPbbbxr4+V5qmH6q2sCdue717997l43O5XKu3yD6PL8ZqP7moq6vjzTffpHPnztsVZfcwOoJhmBkrV65kzZo1jBgxolX9s21UxsD4mDKnIMc4izTjmk9PyUdtF2L0xj0taoE/4TvKuTJqaeEcC9QgFgMPyBPFizJOi65VlccxBhuMAn6ryDDbbpgUgF+Z8S8xx1MhpcBci+lYBd7LFt4qwQoiB9r23XcO+LoFHiZlPaJbgFfN2zcPyHhQRk+M0y2wAFgv46sZY3wUziLfIJiLMQ3nOazHOJftyQKcLAjOV1iLsUHwvIyDELcRuTwGrglu1boenz76kom3ZMyTOBJ4DliJMRDoJPfrWJ0dd5l5tdZJxsm4Pex+lvJXmYxHibnUfAVe+awichyBVTi3ZYIClRZ5HuMKBX6W8UlKEaeY2IxxJS478mPE35ByBOJsEhZhHIh4FeNRGYNxteHuuN/IWuBAjJmIMkRUJMEn2arNaJYozyaZNxPJEdlKYHTfvq2chjRNqampoaqqiqVLl7J582YaGxvp2rVrh5nVHY1Pgz3rnrjtTZ48mfvvv3+Hnz355JNMnDjxQxPUXosvEsYnF0mSMGrUqL2iO9PeCqO6upp58+a1yp7v7sYpJTCxuYVcYcL7BpsVuBxjKXAa8AgujPeKjHsU+bZ5KwR859vdAs8p5aIoupooDPBk8AW6B6J7xqC+P0sA/YDX8c/kNyzwt4qcQ4rMk85wc+D34GxBWg68KeMUQScTXfGx25sUiVm5UZHC2gQ2mnGguX94Ez55NQl4kO1SJjngMfkk0skmEBRjnK3AbUR6m7E2q/6qcB5IIk9k4KB59wgEuD5EvhED1wdnkM+QcVIUtXLNrrYjDIcqcA2RoxCrs/diMoEtMhYI5mEEoBuBboh5FlkueAxjLGoF2svNgfkawVxSJmfv7fO0cJUlLLCUHynlHyzhn5VykrlBVKUFpmAUIV4hMgIwEhJSTjbRl8AflHKUBZ6TUYzYgGNOmzFmAuMwtqqF2YivWOB1jCK5dtg2cgwENpQU0jNjgydJQmVlJZWVlQC8/fbbDBw4kMbGRjZu3Mi7777b6rqXJ8WVlpbuldbLzt4b+yLac50dddv77ne/y29+8xuuvPJKvvOd7/Diiy9y0003MW3atH33QnaOLxLGJxclJSV7bRf1YQmjpaWFJUuWUFVVxejRo9vdY00ITGgy3ioIJECNicGCmaRcSsKqTDH1HkWmKXJaxmmYJuOrGF+xwO+UcoIC8+Q4RQtwEIEy4OdtRlMbfY3mu5nuUxOOIaySTxs9J2Mxxnnmbn79Db5uTvSbAJRYwn8o3YF7UZd1Hl4UnG6w0ZydnsMNor5hnmBSMu6GVs6BmgAAIABJREFUHNeYLqMcuNgS7lLkWYyJuLd3SYSyIL5hLnXeGZ8KAmjJzteEK9jmHQgRPB5c1bcJ6B2BBA5CvGwpaHvVNcic1zBXxpdw7OhQxK2KnGtiEmIbxnpgP4NXsrVpA8bkrE01FFFpoKxaWy44J0/2I3K+Be5Q5ExcPXcogdkYI3EXv54YUyX+YMbQTHJkjMEWwREEHsVZ8D0RU+XaW1twp8HXlTKahEZSuhGoxNngtUQ+aITDzCgtLaWysrK1JZN33auqquLdd99l27ZtrfpO+SSyJ/dPe1pGexox7sz8+eDoqNvekCFDePTRR/nrv/5rrrnmGvr27ct//dd/7db/e6/HFwnjk4u9CVS19cTYOdavX8/ixYsZOHAgI0eO3KPzDttaQ9eiIhaUFLLZjEmIlTI2Ia5SC7fFHE8qpRfKNJKMWoz7ZfwlCb/DPSOuyVRkiyxynIkfEFiHscFgqMR3UWuyAN+1vw0cLh/bfVNGdXb5qwW3YBxhYhHQZC6f3tncEEm2fWEGTzLnEniU2NrCujGT17hJcYf7oC8wGTlnIqs2Xhe8jjFWYkQGTi/PEkk/g2jQPfiIbROwAuMVRb5tCffhiew+GRebaExEJcZw4I3s79Er9Wsdp8BDWdrLNwv3j/BSlozukAsWPooTBIuAXllimZBVVj0M7pExxcQcGTPN5U8uJeFGpZxrMNUCNUDEmIPRU1CbkQ6riWzBK6O1iErEn4JRiXiNlGJgP8Q9SjkFcbDBskwWfYLBaiL9gXJSqglUIkqzGa5dxa5whbaue/nIS5Vv2rRpB32n/OPaU4XsSwyjrq6uQ+ZJHXHbA7difeONN/b08j56fIaZ3p/5hLE3I0kSmpp2lGP4IFB7T4+//q23OHrCgSwqKGA+kX4mijIi28tKmZCBsheauDSKV+WM7H9X5PsWvF+fLeYBJ8zVIZ7F2BTgODMaLeHLch2j1+TjoeDjrGchtpnoAa0A9xlRLA3GHzOZjy9nGktkj/n3JPBDEwtkFBksk3GRJbyZLcgReEyRU2y7ltRYE8PB8RR2XOIONddQegBjhSJnZR7hLRk55bwIz2aWsxPwRbUoa9dtxTkMy3Ar2f9lCT9pg4v8KTGOJbDJtkuZ9EthSHDsA9z5cBzOc7nMAtOJHGXOxXhELjcyykSDnD3fH1iXkftKDF5S5AwCdThHYyCBiQR+rZRTcYHJPrglbS8LTMYYbmKTjKMs4Z6QcpIFrldKgyIHEjATc+R6Up2AesRGYJAF1iD64v4mud1gbO01NNqVVHlNTQ3V1dUsW7aMbdu2UVhYuEMVsnM1sS9bUh3x8/5MxhcVxucj2rak2gNqdzRCCK73Q+CA5pQuBWIJojOBelICgfmKHGMJ94TI6ZbQREo/4DvZtM/BwEkENptxm5x8d5K5edGLZvxU8LeZntEyXDV2P8QxuLbU/TLOQHTLyHMXxcCT8kmnEjlG8UQmjfFElhD+iFEueNmMzXJJj8FEviwxOEtedQYbMSZawnFEqqFVSh1oFUM8y7z1km8BBeAGRb5pgeuyJJVrg3nOEhSbW82uBea0wUqGIsYrcmnMPD6yBf5EBe4gpac50/qtxDiewHUZtrFBcBBedd2oyIUEGvBEAa5tda5tV8JdDozDfdI3ypPuk+ZkvqGIDTJyJo4yUYXxG0WutxwLMKpkdDLxRjA2Y8zJbGq34YMLk0zUyqXPo4kIjEesAcZiBIzORCoxupOje+MHk8s+ir7Tzt7fjY2NVFVVsWXLFpYvX/5nKrMtLS37LGF8WqXN91qITxV7uyPxmU8Ye9t1L29P2V5Qe0+On48+zUYlzSwsKKA0SwJjSPhHtTAF39GPRszDJbB7YAhxqInVeGsm7yF+nSJTo/M11uHJ4jDE72UUYxxmThj7C3NL1WES/zsm/HPY3rqqBxD+fIuchHhcRvcUbkvcv/w2c8XVu+SA98vZAt5ZPho7xiJbJVaYt5nm4sq2lQZny02P2iq3lWRjp/cSOcUCj+YrjSxOMvF+lmAObpNIRiEWY9QYFEjc1cYW9qDozoKDEUeZEwwHR+N0+aRUWYT9giBCVYDZFvkrS5gryI8EN2eJCuAFGf8/gTvxSikxsUXGMxb5AQl/RcpkvJX3sBn/0xLWE5lDZDIJh2G8aOJsc7a9CZ4i5VjL8YZSumSjwL1wafcFcoHCzuQn1wKVGMPqP1yMcG/dD0VFRfTs2XOHKqStyuymTZuora1tnciqqKjYa5jGp83Pe69HAPbRy5N0OfBjoA8+SX+lmT2/t47/mU8YezMksXHjxg6D2u2NfIXRNgpaIkXz32H42ANYIbFCkb+3HIuUMptIOS7L0Y1AI8YDRK4LKb+whMvMjYHqcJe8u4Jxqnm7pi9u7HSxuY93/2wS6PcYBYJuEUYCf9F6DNcw6gQgWCQoxTjcRJqtQdcr8uPo9qeRbEHNfleK8wUelVGF8RyRetQ6KXV8FPclMCyrbNZkz2vI/t0kWGGRKabWCuMsE/Nkmdrs9k3Z2AyMfl4uYf6iYiugD66c+yW8wnk1e04q8VD2+0rBoVE8kbW9essnxQ6LMFUiGKTylleC2CpIzLgElyjpLbiCwEZc4PFcc9C70LztNwRX1+2TH5lFdJbxiAzDLWuPs4ScUo60hGaldDFYjtEFqDARMwJgBUYvcgypa/xEWbY7q8y+88479O/fn+bmZrZu3crKlStpaWlpxUI6d+5MWVnZHlU8n3Y/748c+wjDyMyd/hO4HHgh+/cxSQeY2a7VGDsYn4uEsTdsWtevX8/ChQvJ5XIccsgh+4T1ufMxN2zYwKJFixg4cCD9myNdE1GeBJYD4y2hu1rYbIFxgqeJdAK+ScK/WcoiIiUErs921nfHhC+bsVTGfohyE8+ElIctcqkFquVKuC3AX8aEX4eUC0x0wts9mzOOwOUxoS8Otr8nN/rp1+at/Y+Q8m1LuDaTFwc40kQX4HZFLsOZ1xcq4S4i9+XbUgE6myeUccCx5l4VAwh0t8gGwaJsaqsv4lxzZvuKNu9XszxZdMKTBTg7fQ0wGG/xLMSoDj4ueyEJf8gUqLZk1yp8amuefGg4n/PWmPFEgKXmHuUA++PmVe/j01f50eHvZRjQVTKWZID40Sbm4CD/cozBqHWBL5TRz6ArCcMwFgMD8Mm0BMASb1EpggXKs4Hc7hjd0khZw56bKu2rSNOUkpISKisr6dGjB+BVSF1dHVVVVaxcuZK6ujoKCgp2wEIKCz98pfzcJwyAZM8liHYTPwRuMrPfZd9fIekkXHjgp3vjBJ+LhPFRoi2oPW7cOJYuXbrPJQKamppYsGABaZoyYcIEiovdTqgiwoQY6Z0T8yW6W4KA9wzGySi0hFoZ/2gJSxTdGChzuntckaHmu9lbFfkx8I8xYa4ib2BMieJowRgC/5mBxIXAddm00GPmxLlH5Nanz+ImQCcgBgIn40ZFiwR3k3K+Bd6XcWkMvBAiz2WvLb9I/iEj3l0dPKE1Ct60yEnmba63M67GGIu8mmExR5oTGidgNOATX/2BVQYrZRxmgTeIPNMGG8mPILwoV/fdqO3X8ABuinSHYuvPLrHAb0PKiRnw3gSclgk1HoEYBiw2Z7fPC864v4HYep6xJp4h5SjEURHeE/TCK6yQfTXiiXm/DBs5wBI6YTQDdYjRuKd61wxoLwAKES2W0AOjEij8CM57H0fsirgXQqC8vJzy8nL69+8PbPe6yCeRlpYWysrKWjGTXVUhn3sMgwjsHR/3fEgqxGdEdpbd/SNw2N46z/+zCSMPaq9evZoRI0bQo0cPmpqaPpL4YHvO2dzczGuvvcawYcM+UL6gX4vRD2NFQY55GFIKluMtpUy0wAY5M3urYANuMrQOeEopBxG42BL+lZS/xOhuIqfINsFUxBMYPTKg+pVseucWGd/KkkYX4PeKfNvEfWY8LqM4EU9hNMsboycjBgDHZ2ZQ29pce2Ob/98SIl+1wHRFukZYFrxayZszHWDO0gZfYJcJhkVxa2IMiIEZmSXsGPzaBymy0uD86BNMW4FubNeBuj2TIvFb0eXH5ygyyUR3YAru992Et8BKgTOzCS2AMvMq4tsx4bqsAnkQdwLMv66DEb+Xq+sOABbKGG9iC9DNjFJcNuVluZjgASR0JdIts2gtyCqkZqCEBFpaSHcDZH9ao71jtXmvi/zQSL4Kqa6uZtWqVdTW1u7guFdUVPT/QMIw9iBhdJf0epvvrzOztrrv3fGCdd1Oz1sHHNfhS/yA+FwkjI62pNqC2pMmTWrdKX1UefPdRX19PfPmzaOlpYXDDjusXQDhoOYWehNZUZBjEU72qsVlK96V72ATIkcj3gIW4LLpD5DyNROPKTKKwBEE7iQyM2MiD0OcZk6UG4K4wYzfybjIxBKM/UxcJ+MKE3eY8SaRIQQWyXgf/wS+J6MuGg2CnuaLcY1goImT8GmmNcAb2c49lxVtL8iNiLaYA9ezs2rhOESjwXUhciLixpBySiZR/o5c+bUFYzk+cQS+mx+Gy74L53A0yjiOQAuiGnfWGyAYZoHNRJZm11GFcYwF5hBbR37z3ugPZphIET5R1dlcDmSieWsQHL+5U06qHCbxz6T8nQXuVuQbFnhZkdNjQjeLbF2whD59+lDe5m/e1hP9sxp7OpGVr0L69XMN4+bmZqqqqqiuruanP/0pL7/8Mn379iXGyGGHHcaECRPaffzGxkZ+9KMfMW3aNOrr6zn22GO5+uqrWyueXcXPf/5zpk+fzsKFCykqKmLSpEn8/Oc/Z8yYMR1+fe2LPUoYG81sYjsP3ja0i5/tcXzm1Wo7Ei0tLSxYsID58+czevRoRowYsUNZvTewkJ3DzFi+fDmzZ89myJAhlJSUdGiapIjAiObIlNjCCIOhuNppC65/NJ7Ar4iMNPi+BfohvhUDS+XTU8MQ9xM5BpfWnoR4Xp4gtgJdMP6SwGXZonsSCYdkSPZVMs5G1OCSIyW4mN9CjKcxltt20ts0GQ9jLJBXJd0MLjEx0cQxUQzKpNJdVtz9KcoQlbiN6stYKy6BOTv9PYutMub9BNMF++GGSuCF/XKDW2XcIuPhjBQ3k8gDMp6REWSMtcCXLKWT4GwTZ5qYHF1ufBDiMMRkE/tFr0Q2y/02+mfnvlvGEMFxFljeplvprSdjQHTPi94S4xE5jH+NCeWKFFTXUVtby5w5c3j11VeZP38+7733HnV1dXv1s7a3P7cfZxQUFLQ67l1//fV87Wtf47zzzqO4uJiHH364Q8e68soruffee5k2bRrPP/881dXVnHbaabvtHMyYMYPLL7+cmTNn8vTTT5PL5TjuuOPYvHnzR31pHxD5hNGRrw+NjfgeZGev8Z78edWxx/G5qTA+LNrD1N7b2EVNTc0ux3PbS7BqG+VpYExqbMzBMgXOygT73lHkRyQsE8zB2y9PB+NwXPCvmciVFvhvGX2ABpy5vAFf8H6BcTjuO327Iikp/zMGLsXZ5uvkQHhVgAHGdkIfUJOIGbhs+1jzqqIsY4W/LXgb9zR/K/iiXYgx1UQDzoY+HlGmhNtJqd3Fa54t+IpBD9xnA/ni/U1zsP9wE7Mz149DzPGHm+Uy6/jDOdwCs0h5Wy7s+FqWlKYg1sncqxwokoPtw8xJchMIdCEyNcM6Kgw2K3IW4oAYkFIuNle/3aQUCdZFeFiR7koYYWKM5QiLl9B/wADKy8t3GE3NE+SKioo+skwHfLzS5vs6tm3bxpgxYzj22GM79LyqqipuuOEGbrzxRo4//ngAbr31VgYNGsRTTz3FiSeeuMvnPfHEEzt8f+utt1JRUcGLL77I6aefvmcvYrex9zEMM2uSNAs4Hri7za+OB3bvP9uB+FwkjN3F3mRqtzfSNG1VD915PDfPxdjThaF7C3Qn8l6BCIhSy9FMpALoa+Kx4BLhVRg9Tfy7IqcJvoG3m7oBX7bAOzL+I1v8+1ngt4pcEQM3K7JaTgqM+cmijMj2PGKqwboA75ofC8FT8sW/ycSWrGAbam5Je69SKg3m4KD19JBhHnJi3F1EJhocIQfVO5uPldYFWCEnGl4RAzVsZ25PJ/IVc5XZlyTOJLCSyO2CMzMxwO4G55kLF56GuBfHaWbJq6IyQZ0Z/YA1WeVxt1xR+EQTW4jMD+6NYbiq7wMYh5gYKeMXcsLkWozXEAMM3s2Y3sWIHhg90pS6NpuDtqOpeYJcQ0MDVVVVO4gF5hNIRUUFxcXF7dpcfJ4Sxp5iGLNmzaK5uXkHR70BAwYwatQoZs6c+YEJY+eoqakhxkiXLl06fA3tiz1qSbUn/h24VdKrwIvAd3GFnmv31gk+twljV6D2xxGbN29mwYIF9O3bl0MPPfTPbvZdcTH2JPo2G71jyrpcwopEVOOS2JdbwhqMJUAq458s4U0Z/0nkJAK/VORrRM61hFLESiI5jP1N/GeIXGJiNjAl4zVcaglPqoVOFggYs+RKu+OBA0xclCWQ1OAIXBrkfHNPj2uC7/6PM3GHjHcVuTwNXJ3kPT48XhesNeMQAv0VWS0HjYcbfB2xUcYIiZPM2181+Ae3L4FzMe4ltuIPJcCoTJbkN9mEVj1+i96kyJRsAqxXhBtDxlMhUi0H3s+xwKuZm94LFjkUsZDI+1k7rxCXTT8B0YjxVjaVNcygQeJQC1QIKoBBDc28E+NuF/y8TEdbscD8VNH69eupr6+ntLS0NYF06tRpl0TSjzNh7Ov2154mjLVr15IkyZ+pMuzOgW9X8YMf/IDx48czefLkDl9D+8LwsYe9fFSzOyV1A/4XPp/yDnCKma3Y/TPbH5+LhLHzDflBoHZ7Y09aRs3NzSxatIj6+nrGjx9PaWnpLh/3UW1g81FVVcW8efPo3bs3hwwaRG1hQheJrYj+uENeAUa1jDPNZb5nZ5aklYi/UwtnZODwfyvya0t4K/PsOIuAgNFmXK2UiI9//l7GhfZ/2Tvv+CjLrO9/r3smvRdCCCUhIIRAaKGLiiisCnZsYK+rq9ued59d3Ya6u77P7r4+a127q6goKmKvCCJIDzXUNEJII71nyn3eP87MEJCWUHRdzueTDyS5577vmcxc5zrnV45WAuuNMEiEuT4AGgM/E8MZXnjLoRbqU31GhwYC7rcvOmwuxOJrdM5FpOigpj2WVg6zbMNcS49519hsRbhQDP8rNvW+P0mUCHcZB0NtHao0E9V0NBg4yyeI+7gD9dYvtnChLK2pWLztSyZVqEbCwjDLaEUUBNSJMqkmCgzGYjNKQYkC3EYruD5YzDPa8ltkbO4RJ6t8VcZp7fssZjqzkDscDuLi4gK7WxGhtbWV+vp6ysrKaGxsDFQq/iQSEhLygxrP2tDQsN+4gt/97nf8+c9/PuxjFi1adMjfdebz/Mtf/pKlS5eydOnSE2jffsIqDETkSeDJE3JyfiAJwx9dtR/vGF1pGVVUVJCXl0ffvn3JzMw87JvTsqxjShherzfwHIcOHUpERAQA0R6B1asYN24U5ZaFwabOBzJ/bGyuFAsbQ4WxsTCswLANoQS4SyxexEs31NY7Vrw8J1CAg5m2odqoKWFfMbxqdAEPE4P/aaYLnCUWC4xNmaU+VS8bVY+PFUMfAzNtVYxXAg6Ee3GQg9DNqHMs6JuxHE0u5WIzDNhg1Luq3ujvp4uFE6FChHuNTZSx2OjDIc4Tw1+Mh2oDo8UwzIdJVKOzM5woFfcS26LRIRjRsam/wUEu8JSPt3SZGF7z3VN3IF0sthubpUbB7PeNakdOEwXgR4pFoRHisZkmDrLaPST62HZd2Xx0DGMM4eHhhIeH06NHD0Df5/X19dTX17Nnzx7cbjchISG4XC4aGxu7rLA+2jjR0/aampr2Sxg///nPufbaaw/7mD59+rBixQq8Xi9VVVX7dRQqKys588wzj3jdX/ziF7z++ussWrSI9PT0rj+BI8aJSxgnOn4wCcMPavfu3bvL9uOwz+L8aBKGHx9xOByMHj36qFSsDoejyy0pf7urV69eDBgw4KDtrqDmdk4LDaW3ZbPX4aDKZ6PhxbDZeOklDsqNl/8Wi10GJoqwzihInoJhvXi5VixmWDZ32jaxlsVbeOiO4cdY5Igu6FMwhAhcg6ES4UXfjn2wwDxjc4c4eMF4WWmEZDG866tEgoBZYpGGlyqxKAAu8zGx0o3hZd95Vhq41dZWWwHCWRj6e7VCAbhIDIXGcIdt2Og7dySG3UaIFEhD22JbjGpL3vIlgOli+L+WhyJUh3GHWESj3lMzReeV9xTDbT7AZCjQjE1v4Fe2JuLhGG6zHSwzSqV9y3g4QxxgLMY2txHeoWVzrAnjYOEfJ+ofKSoiVFZWsnv37oC2ISgoKACkH0+fJzjxw5Pa2tr2q9A76jgOF9nZ2QQFBfH5558zc+ZMAEpKSti6dSsTJhxeu/azn/2M119/ncWLF5ORkXFsT+CIcSphfKdRVVVFaWnpcQG1HQ4HHo/nsOcREUpKSiguLu40PtKVhOHxeNixYwctLS2HbXd1xEdCbYvettADm/ggB3sxxIkhH+gmFuUGegjkGkj19enjsfhf28F8y6aPz7TvOePlFq+Dzy2bHQhv+hbeqQI3+tTnrUa4Qgyl7HtDPW28/MR28ILlpQGdGnc+FuEIbxibfJRZtcBIQI/wc4GLMATZ4DRQZ+D3xkGJwBN4+cq3Rl2JYYHvPj42XsaKUnbfNDZXi0UrwkvG5k7bYq5lc6OPHpsuyjvcbeAS2xBtoMXAp6joLxS4SRw8YHk5VwxnikURwt8tBbubjbALw1lieNN46Yky1S4RJ30NjGhq/RZP3T4ChnE8whhDWFgYUVFRDBw4EFCFdX19PXV1dezatQuv1xuYvHe0My8OFSdyPKs/ulLBxMTEcMstt/CrX/2KpKQkEhIS+OUvf8nQoUM599x92rWMjAzuvvtu7r77bgB+8pOfMGfOHBYsWEBcXFwA74iMjDxBJojHnyV1suIHkTASExMDYyqPNY6EMTQ3N5Obm0tUVFSXZoh3tiVVVVXF9u3bSU1NZdCgQUdsdx2YjJxYpLqFVLw0OS0SDNRi0SZePBiGi6HEwBRx8oTxco4lxGNIRjUNf7RVlT0dS3UdYjNZDO8amy8w5BgvqRje9C24vxaLcFGL8mqEJ2wny4xNPAQcZW/ytayWW8KVYjHX2Fwmhpd9nlZpFozBMADIFZ0LPlgM5wCJPvsQY5Tya6GDh6KxuFBsXvFVKNN89whQjIoLz8Ui38eWes4SbrctnrVsrvEllFtsByuMzR2ixoJzjM14gfFiAlTdMNQltz8WA8QQh9BfbDKaD74AdBbD6Goc2CYKDg6mW7du+/k8daT0Njc3ExoaGkggUVFRR/1ePpEtqWMF1P/3f/8Xp9PJVVddFRDuvfzyy/sluO3bt1NVVRX4/sknteV/II33j3/8I7Nnzz6m+zl4nKowvtM4ERbnB4Zt2xQWFlJZWUlmZuZ+E8w6e/6jqTDcbjfbtm3D7Xbv5zd1uDiS8DDSYzMEsLGpCXKyG0MENg5fNfFHn2K8HqE/hiAMy41NHsIKhAewmO2zIM/C4ESTSYsIs3zA79sIm41wJob+IlTgpQ/KsLrONniBPlgMxGa7EXZiM1IMoRhOB7rZsMXo/PGLfMrpK2zDm5Z6T12I4VFfIhgjhgxgpDF8js7snmWrGDBODKEGWkQV3I+Kk3XYrLOEhSim8paPRmuA/ysOdvueewGqgtpphBk4yBJhnrGZJA4+Nl7+Gydl2PQEBntsuh/G2uNEtKQOFkcCog+k9IpIYObF3r17yc/PBwgcczhK78moMLr6moWGhvLYY4/x2GOPHfKYAz8jJ1/0eCphfKdxohOGn5GUlJTE2LFjj2l3dTQVhh+PSU9PJzk5+aif39FSdi0sEt02oU1NSHAwzRFhFIhNIxZDETKwsIxNvRhqjeFsLCqA3+HlcqNq8m+wOQ3hF2JRgw76mS0OliCcITAP4RtLd/pVeHFhWG2pkC8Rm3aEq8QQhJoONmFYamCd0Tnct3UwLoz1Ad63iYP30HGvMUAOgguLXxmbSFEr9AvRWSFfWTbDxTASBa3fwSbfqC/URDEUGWGaGKKA/iK4jSAGLvMZBZYBV4hFbyNsAq4RCwv4MxbhwAS3kNR+5A/9yUoYnb2OMeawlN6KiooAltCxCvG/x05UwnC73V3WKP37xKmE8YOJjn5SHo+HnTt30tjYuB8j6VjicIu6y+Vi69atiMghQXTL5cKybYzXC7YNItDcDF4vIxwOqKjQn/kXD5dr35fbDZGREBcHIsQFB4PXS3xNHb2B2rgo9hoH1QiVYmEj/Mjni5QlFi4MvYywDsOP0P5+OzogKQtVb59uLNbjZZoYBmD4GmEzMA1oEENf4FEj/FgsnjI2s8Rwv7EpNpAthtFi+LFYbPZN0jOAbQxzbAfbseljdHjTQIERqBMtwCRgnBjKUHfdWwWaEGow1BibhQg9McSI2pA/ZYQbxFAosNsYhojqKUqMalJGAp8YoU0MyUboIxaJGPq6PcS1H72T7PelwjiaOBKld8eOHUqsCArC4XDQ3t5+3IWwP/jxrMCphPEDCn+F0XFWRUZGxnH70B+sghERysvLKSgoCLjYOpqbsVwuqKqC1lZobITwcAgN1e/b2zUxeL3g8UBrK9KtGyYiAsrLNTn4f2dZ+n1jI2Rna/LwePRnLhe0tYHHQ1yJIW7QIBChIQj2GCeNaAXQAKRhUYswAQWPe2NIs2GVEXJ9Ara5eJiJg9csL/f4vJoMOpjpV2KxxAiXCrgQ7hN1lj0fbaUtwiYSJw8aLyMwJBjohaEJ4S3jZZnRyYF/tx00YbML4Vp07sR0cVCEUGVs5hnhFlHtxGYj3G1bzDA6p+Jzo+NnH7WdbMFmgBH6i4NibLpjCBGdfFeCzbViEQUkiEU3l5tod9eMKf9dEsaBcTBKr9vtpqioiKamJrZs2YL04/4QAAAgAElEQVTb7d7PrjwyMvKYnu9/xCyMU6D3dxvH8wPpV4iHhoYeNXbQmbAsaz9H3La2NrZt3crw+Hj6xMXpIp6XB01NusDX1+u/UVGaMJxOrR4sa1/SaGrClJbC7t2QlgZBQfp7jweCg6G9HdPQgDidsG0bxMfrOY3RL38PVwQqKyE0lGhjiPZVJe1RUZTHRlKIwRJDLUIRQjcsKoxgIwzH0M0It2ARLzZPiuoVWnwOuUno3I4kdBLdIDFE4mW5MdiidNu/EMR2hDNR2/S7xGI+2qK6UHQ0bZIYFhmbOCBZDN3F4Ea4xXgIA+7AkOGrjm4Ug1csYhC2C0zAcDMGJxYrsRmAkCoOVuElDoNthHGidulDMCR5hYpVq6lua6MtIoLY2NjADIeTkQQ6EydLuBcUFBRIIj179kREAmB6x6FJ/gQSHR3dKUrvD9/aHE5VGN+DOFanWRGhrKyMXbt2ER8fz9ChQ4/j3e0Lh8OBy+XCtLXhqKwkqqqK0XV1UFCgraKaGq0M2to0edTUaJURHo6xLKSgAEJCICoK4/UiXq9WF3Fx+rjyckxCgv7f6USamsDjUWmbywVFRbBhA6SnQ0ICNDRgmpqQiAhNLps2QVgY9OmjSQcI2bWL1G2tpIaHQ0QENT17khHqpAooA/rioE5sgrCINRBqDBuB3sBYcRCHTSlQawwGm9Ow+L3lZaatbKShWOwxwjt4SQYmieEcsVhnYBKGqWI4XSwqgUoj7MJLlFgsNkItNlfj4EFx4jawU7xkGkOEWJQgtCB4gAEYmgzUYYgQSMfQDYtQIBsH6UCCQEybG2eHCrD70KH7TZIrKioKmAZ2XBRPNAh8pDiZSm+v1xtolxpjDjo0qb6+ntraWoqKirBtOzC69UiU3h/8PG/gRFmDnIz4wSSMYwn/rIrQ0FAGDBhAc3PzCbmOVV9P77Y2jNsNGzdCaanu/vPyYPx4WLsWWlpg+HCorUUcDmhrwzidmC1bELcbxo7FVFTAli1QWwv9+ysuUV+vFUVlJURHQ2QkJj4eMQaio7FsG9vrxTQ3I8nJmPJyTEkJ2DZ2VhYUFGCqqpDTTtOWV0UFpqVFE1JamuIleXnQvTvxGzYQHxzMQGOgro7WQYOoGDaYSkcQtihgfKkPP6gEthplR/X1WY40AE+IAyc2kWKxC2hAGCUOlhmbAmOTgoOhYmg1Ws1sQghFiBTDacbQ31gME3DgIRF16o0Q4XKclPgsUfqIocJ4mShOmjC0+WZq9PJVPbFAqMcm6gjg9cEmyflNAzsyjPwLot+u42SGbdsnDSw+EkvqYJTexsZG6uvrKSgooKWlZT9Kb8eE+5/RkjpVYfxbhoiwa9cuSktLycjIID4+nurqahoaGo7rdayGBhz5+ZogwsJ0Ya+pgcZGzM6dEBuLlJRgTjtNq4CqKigpwTgcGNtGoqKQhgbE48HMnYvp2xd7wACM14tpbYWoKCQpCaqrMdHR4HIhbW1ISYkmjoYGpLQUk58Pw4crNlJRgW1ZmLg4rI8/1gpk4EBNIrW1mH79kJoaiIjQNpZvrrQpKYE+ffScmzdDt26EORyk5eeTlpKi1U9YGERE4EpJoTHYokEs2rFpwxCBUIeDWrzEoRhJN4RkcdAdQ7pYhPgYWjVAokAUFlXGwyAJosQIl2AhAjZCCEG0IEzEIgGhBRgshkgMrUCYBBEDhHm9mKaWQPttw4YN9B0+vMuL7IEMI4/HQ0NDA3V1dQG7jsjISFwuF01NTSe8jfV99pKyLCuQHEA/dwdLuBs2bCA/P5+goKAukQW6MjypY/zlL3/ht7/9LT/5yU94/PHHO3XtzsWphPGdR2dbUoeaVXG8zAF9FyGopATWrVPsweUCh0N36/X12koaPBizbh2muhp69FCWU1oa9O6tVUV8vALd9fVYwcFIfDzS3q7nGjxYz7NtG6a4GFNejj1gAFZUFHZ7O5YPKDfl5Ujv3nDWWbB3L1JbizQ3689HjIDu3TUh7NiBJCZi2tqwCwowxmCamzGlpUhCgp5j717YtQvb64XhwzH19ZqIUlNh+3YkOBgTGYlERxO8dy8JwcEk+HGS0NBAm4u4OLAsPBERuIIdWMYE5mE3i5NWBA8OYrERLDwSTAR6Hv9f2fj+5/QKQV7vESnFdlAQtm2za9cujDHYto3b7Q6I6/yLYFcWXqfTSXx8PPHx8XotXxvL35Y50W2sk92SOpZ79yvTw8LCSE7WeT8ej4fW1laWLVtGbm4uCxcuJCsrizlz5hx14vj5z3/Ou+++y9y5cwMq7+nTp7N27doj3u+KFSt49tlnT1grev84BXr/24TX66WgoICamhoyMzO/Vf76vaSOKVpaCCovhz17tPXU1AR9+2JcLvjqK6S4GJOZqbv/pUuRhARwuTBFRZr0iosxw4cjZ58NdXWQkwMDByJFRUhMDKa2FvPpp7qTb26GXr0wyclw9tmIy4W3uBiHywVhYUi3bkhZGeJyYa1fr9ceNAjp1QsmTMBatgypr9dWWEsLDB2qLa7CQqRvX0xxMfbYsZi9e7HKypSJtW4dBAVh1q5FsrKQ5maIi8Ns3w7TpiG7d2OcTq2akpN1WY+LU5De49EqpK0NoqNxNjToLt+ykKgo7KAgYoEonyagqq6Ouro62traiIyMJDY2ltjY2G+xcY7GbMXlcpGbm0tMTAyjRum0SxHBtm1EJPB39/9rWRbGmGMaRRocHBwY9dnW1kZdXR2VlZXk5eVhjDlubax/p4RxsHA6nZxxxhls3LiRqVOncsstt1BcXHzUyaKrw5P8j501axbPP/88DzzwwHF5PoePUxXGv0V0nFUxZsyYg74Z/V5SXQ3Hjh26s/e1dggOhqIiTGOjspMSEmDyZExBAbJpE9Kvn+7gW1qQ0FA47TQoK4M5c2DIEE02+fkwfz7cc4+eJzERU12NtLcjY8bo4vz668iuXZjhw2HoUGTDBsjNhZAQZPx4rNWrdcEePRqprsa88grEx2OPHKkYSWoqdno65qOPoK4Oa8oUJCdHk9H69bBkCfa112L+9CfkmmswHg8yejT07o319NNIaakmxXffRXr00MQQGYnU1mpbq6lJE5yf5WXbUF2tFYfv72Bqa5WVFh+PKzT0W5qAjjv2pqYmQkJCiIuLIzY29og79oqKCgoLCxk4cOC3BuN0fJxt23i93kAiAQLfOxyOLicQ0DZWcnLyfrvqg7Wx/AmkM22sk50wTtS1mpqaSEtLw7Is0tLSjvpxxzI86fbbb2fGjBlMnjz5VMI4QvxgEsbhPlhHO6sCjq0lFbRpE6a+HoqKkL17FTz2ejF9+8I330BiIpKejnnvPWToUBg4UKuHmBhdQD0ezIIFSHAwMmYMLFoESUkwZQrcfLO2njZvRlwu3aXX1GDl5Cg+kZ6OKSlBli+Hs8/GDBwIl1+OrFyJmTMH+9xzMXv2KENq8mQYPRoqK7HWr4eRI7FdLqyHH4Ybb8SOi8O89hqkp2PeeAM5/3xMRoZWFNOnQ0kJkpEBTz6JPPggnHGG4iYVFZjTT8dUVsLKlUoDjovD6t4dEUG6d9efhYQo9de2lfnlb1eBVlTV1QT36KHJJDKStpAQjDEBM7iO0+rq6uqoqKgIiMpiYmICVUhwcDAej4ft27fj9XoDbqaHi46tKWC/6sOfRPzvj47J43i2serq6igqKvqW39PhkuLJxjBOFCvsZA9PevbZZ8nLy2POnDmdvmbX41TC+N5GZ2ZVQNcTRtCOHbB0KdLaqmynKVMUkG5vV3psByGd1NZiNm7UBdHlQl5/HWbMUBrsgAG6O//yS8jIwFRVwQMPIFOnYgYPVuHd88/Dnj3IH/6g4PPAgZicHOwhQ7DGjEHWrkW++gozYAAyfTpWdDRmwwbFP376U8jNxWzbBvn5yPDh8MILmMxMZPx4KCrC+u//Rm68UdtdkyfDqFHIsmWYsDBtUz3xhNJ6J06EJUswu3cjPXsqy6qxEbNqleIdo0djKiqQxkZtZfk0HqasDKKjsRMTVRti25pAQH/vdGpSjImB+npCg4IgPJy2qCit2PAfuv+O3e12Bxxai4uLaW9vx+12k5SURL9+/boEcPsXYf8C6U8gB2tjGWMCX8fSxoqKivpWUqysrDwsG+vfvSXljwNnYZzI4Unbt2/nvvvu4+uvvz6q0QTHL04ljO9ddGVWBXRthGpQURGsXq0JoaICM2kSPP005vrrkehoxSlGjYJNm7A++gh7/HgkMxOzdKlSVx98UKuHF1+ESZM0aYSGQmUlEheH/PrXmJoa5OmnMSLIffdhZ2Rgbd8On36KtXIlcvvt0KsXLF2KSUpCMjORsjLM2rUwZw4yZQqMGIGZP1/bQ+npipX861/IDTeAw4GZOxcmT0Yuu0yxl7FjkbAwWL8eM3cu8vvfY7ZsUXxl/Hjkb39TOvDixZjZs5V1tXw50tiIZQzyxRfI0KEKnH/1Fdx2GyYnR1tv8fGYlBRk1y6IiMA4HFppBAXp74OC9iVbhwPq6rRdFR6Op1s3PAf5ewYFBZGYmEhCQgKFhYVUVVXRv39/Wltb2blzJ62trUT4BHh+HKSzi+zBEghw0DZWx+RyottYzc3NtLW1nRRR4YluSXWsME7k8KTly5dTVVUVwJhAn9uSJUt46qmnaG5uPkH06FOg93ce/g/Jscyq6Hieo42gTZugrAyprcUqKFC6bE0Ncu+9mA8/hJwc5JJLlFKbkICkpiqd9rHHVC+RnAyrVmH27kUefFBZSqtX66K+aRNmzBj4+ms11544ERk2TDGGm2+G5GRk2jTkF7/AfPMN1gMPKKvqvPPg448VO4iMRK6/Xhdsr1crl6uvhldeQc48E+65B3vIEBwPPwwtLcioUYjLpeynV15BTj8dExmpj926FbZsQc46Cx57DCIikGnTlLkkgjVgADzyCIwcqTqRM87A/OtfyuY680zFQXr21Nbbnj2Ql4c1YAB2Q4PiGzEx2maLjsZuaVHw3e3eV1W4XFBXh7O2FmfPntjh4bgO+EC3traSm5tLXFwco0aN2m9hExFaWlqora2luLg4MGgoNjaWuLg4YmJiOr1zPlhLyrZtXC4XeXl5xMTE4PV68Xg8+1UfXV1wD9XG2rJlC3v27KGgoOCEiwpPZDVzYIVxIocnXXLJJQHygz9uuukmTjvtNO67774TWHWcqjC+F3Gssyo6G6a0FBoakJwcNQNsagKHA5kwAfOHPyA33wwZGfDqq7oY9ugB77+vPf+sLKWhrlihVcU55yim8OWXSGEh5uqrsbOzMStX6qJZX4+dlIR5+GHM9OmY2lrk8ssxr76K+etfkSuugNmzFRR/9lmoqsKePRuzezdmzhxkwgSlzf70p/qYyZO1urEsHHfcgQwZgjzxBJbTiXn9dWTrVrjgAsUwzjwTc+210NqKcTjUqyo/H5k1C778EnE4sGbPxn70UayUFGTsWE0sPXtiZWVBSgry1FPIr36Fef55zLBhStPt3h3WrNHXJipKn1NICHZTE8TEKBkgLm4fs8rhUIC8uRn27sVKSCA0KgpJTqY9LCyg1M/IyDjofBRjDBEREURERAS4+e3t7dTV1bF3717y8vIA9sNBurLD9L8P+/TpQ48ePRS/8VUafgzEX5H4mVjH2sYKCQlh0KBBBAcHH5aN5cd2jjVOVBXTVQyjK8OT/H/jjhEREUF8fPx+Vcfxj1NK7+88qqqq2Lp16zHNquhMVFdXk7RjB6xYgeXXTkREKMj9+eeY6Ghk0yZwuzFTpiALF2KWLYM778Q2BquoCNLTVQcRHAxbtmhLqkcPuO8+bQPt3g1LliAzZ8KaNVjz5sFllyF5eXDRRfD228jo0ZjRo2HAAFViv/ACMnkyZtQovZ9Fi5Sy27s3jB+PVFdrsnr7bew778S8+iryk58odvH551ohLVkCd96pC/N55ynTatw4+H//DwoLoW9f5LrrMM8+i33VVVi7diH9+mG9/76ytkpLMW+/rYLEPXswS5YgTz+N9dJL2NdeCxs3It27Y9rbweHA2rgRCQmBpCRMXBwSFISpqcGIQHm5Jg2HY1+1YVnasgsKguZmjA8cTk1IoNuoUZ3aKISEhNC9e/f9BHh+HKSkpAS3201UVFRgcTmcrYWIsHv3bsrLy8nKygq4G/uPPxgO4v+CY6Pzdtz1H6yNdeAM8K6ysTo+nxMRB1YYnYmuDE/6buJUhfGdh1+Ad7xK5UOBZX7Wjae9nR6lpQpUT5qEefhh1TC43VBdrQDyq6/CuHHInj1wxhnYt90GloVZsQI++wyZPFnbM0uXItnZinOkpmrb6J13IDER72OPYZYv14uHhMCwYUq3Xb8eM3KkHnvllfDII8i552IA4/GA14t1770waBDeO+7AcfrpsGAB1jvvqIjupz/F2rtXsYwnnoBrroF587RqAcUPXn4ZGTYMM3UqUlkJmZnI0KHYF16I47XXwBiMbStuccstipl88IE+r6FDMYWFqvfIzdWf9+mDefddCAnBhIdrEmhqwr71VmWOjR6NlZMDGRmIbSMtLcqq8lcWYWEQG6uJzBilH3frpv9vaMBqaiIyIgKJj6fdN++6s3HgvGy/rUVdXR15eXm0tLQQHh4eSCD+GRFut5vc3NyAaeXh2kAH4iD+6xxLAjlcm+hgz6mrbKwTHR6Pp8sVUFeGJx0Yixcv7tK1OxenEsZ3Hl2ZlX24c3m93m/tVP2W52lpaaQ2NCDl5ZiUFMyyZbrYPfEE8utfqwFgQYGyl3r0QObNg8xMzObNmKQk7dlfcoliFbt2Ibfdpn5Sbjeydi0mOBh69sSMGYP5+musl19GevXCfuwxrWD+8Q9tZ/Xured59VUFw5ualNW0Zw+yd68mju3bsUaMQF59VdtbM2bA8OHYbjfW3Lmq/D7vPMzixYpTgFJnP/gArroKNm3SZOHxYD7/XKmww4YpHXjsWGTSJN3lt7djZ2aqjqOkBMaN0+qmuBi56CKtOCZNUlA7MxM+/1wB8/p6rI8/xh40CLN+vWo4qqrU+yolBauwEHJzNdmWlcH69TB+PKa+HomMVLGhy6WJpbVVq6naWkKrq7F79MB1jL5EHW0tUlNTAziIvwJpbGwElGTRu3dvUlNTu7TYHorO2zGJHI7O2xkrjQPZWB2tOvxtLP+EvuPZxjpSnPzJd99VnAK9f1BxYMJwuVxs27YNr9fLqFGjCAkJwRQW6gJfW4upqMCEhyN/+hNs3IhZvFjbSG1t6gsVGQndumHee0936bffrhjA6NGq2+jdW2mwO3bAjTfC0qUwaBC88w7GLzg6+2ys//ovaGzUNta992ol8MorCjpPmKDnWb1aFdenn66Pu/JKxTAuvFA1DmVl2kbbvVtB7zvv1EW3vl6FhsZg+vdHoqLgrbcwbjfSuzfm88+xL7gAI4L12GPIWWdhFizAGjVKqbQffoh1113Ieefp8z3rLDVLXLMGM2gQvPwyLF+uNiQrViBXXonZuVOrkEGDMO+8A1lZSEsLVm0tOJ2aBENCkDFjsBYtwk5Px0pOhpUrsfv31/sNC9Mk0dKCREdr0jAGWlux9uwhtH9/3ElJeI8T26UjDpKSkrIfG6u5uZmcnBxEZD8cpCsW+Z2h8wIBnKQr7aJDWXUcrI0VHR0duIcT1Zr6vlnHH/84VWF853GixrSWl5eTn59Pv379Ah8mbBtTW6u99O3bdXf74Ydw//26eP+f/wP5+ZjPP9eFccIEZP16xR8iIjBbtsBrr2GamuD3v1cQ2beDk4QETEoKfPEFkp2N2bhRk89HHyGAmTpVHWo3boQPP0Sys5UKO3485r33MJs36z22tyN33gkvvqhYgGUpgyomRrGRyZNVdV5fj3nkEVVgX3wxZvp03cUXF4MxyoJauhRsW7UUzc1qTgi6WO/ejYmJQWJidC7HJ58gsbF67x6PqrkLC+GKKzSBjBgBO3diLV+Ofd55mDfewMTFKZtrwwZNvEOG6OM8HiQoSO+tvR2Tn48dH49paMDs2KHaj127ICYGiY3V64SF6d/Dl3TweAiqqCAoOZm2lJR9XlbHGG1tbeTm5hIbG/stNpbX6w3gIKWlpbS3t++Hg3SF+nqoNpbH46G0tDTwnj1eqvSDtbGampqoqanB5XKxatWq497G+s+pME4ljB9UOBwOWltb2b59+yF1HNLaqrvj0FBtJ918M2zejJk3D/uvf9WWSXKyMoy+/FIX59WrdbHv00cZVSNHwrx5WhGkpmL/4Q+YkBBdOAGTlqaYRlERZtw4JDgY3n0X+vbVBBUSoj38uDiswkIkPx+56iplG40Zg/nznzF+l9mGBmTGDAXGL7pI2VlJSTofA5CLLlK672uvqaX62rXIpZdi+vTRlk9jI9batZgRI/QFWLAAzj9fRXfvv4+57LKAo61ceSXWb3+rdOKJEzFPPYVceCHm/fdVl7JnDxQXY3m9yDPPYN55B+855+BYswZJS4Ovv1aco7VVK6KJE5G8PNWu5OQgkyZhLV6sivOePTGVlZjcXH0+PmquuN06dMonjsTtJrSmBlJSaDsKmubhws+oGjhwYIDeeuD750Dqa1NTE3V1dRQUFAQwg462Jl1Z2G3bDrxHs7OzAwacJ0KV7m9RhYSEUF9fz9ChQ497G6ulpYWwsLBO39u/X5xKGD+YEBHa29vJzc0lIyODpKSkbx9kWQrEVlervsAYnUPhciGpqWpBvmkT9ptvqqL6vfd02NENN6hQ7vbbIThYfaTefBMZORIGDcLKy4PXXtPFG2D6dFWN5+fDN9/ofOu77sK8/bYuxsHB2soJC0MsS11jt29XvGT+fMwZZ6iSuroac9FFWjls2walpft0HcXFWlksXIhkZCDl5ciUKViLFiml9rzzFLtwOuG//kuf649+hC2ihoc1NXqvOTlK7T3nHKzPPguot83atYo5dNBSSGoqZtEiVaQPGADp6Th+8xs47zzMP/6BPPKIVmoffoi58UbsNWuQCRNwFBWpEWJ1Nfa0aZicHIxl6eyQkSN1TkhUlBIPUlL03iIjFSQvLdWE0tam+Eb37rgOQr09XNi2zc6dO2lpaSE7O7tTYtDo6Giio6Pp06dPADOora2ltLSUbdu24XQ6AxVITEzMES1Mmpqa2Lx5M3369CElJWW/3x2KjXU8VOl+lXdn2lj+BHI4hhn8p8zzhlMJ43sQx6Ml5W8zuFwuBgwYcPBk4Q+3G0aNgu7dMb/6FXLpperIetZZmJdfhunTMTk5ypS6+GI1+fvrXwGQpibsO+7A+ugjuOwyNQkUQRYs0IW8vBw56ywkL08xjmHDdCLe2Wdjamp0AV6wQO/Dx24iNRV691aX2fHjMc8/r69Lt27IJZcgRUXa1snMVGC5Vy9MYqImkHff1WN79FAPqJUrkf79MTExmA0b9J5nzdIWWEoK5rPPsAD7pz+F1FQEEKcTR3S00nsXLtTztbZqRRMbq3hPRoZO+Js/X7UoloX1yCPIeecht94Kq1dj0tPho49UBd6vH/L3v8NPf4rjpZewR43Cuv9+5KGHMM88AzfcoImstFQT5403anvPsrCKirBTUhToHzFCabttbVrZtbVhNTcTGh1NW1qanuMI0dLSwubNm+nevTsDBgw4pvdbx8XWv9h3nFJXWFiIbdtER0cHRIUdcZDS0lJ2797NkCFDDrvAHk6V3lU21uFsQQ7Vxqqvr6ewsPCIbKz/jPGscAr0/p5EV8e0dlSHZ2RkUFtbe+QFwS/CS0xE7r5bF+3Jk3VhvPpqWLFCAe9+/eDtt1Vz8KMf6Szts85CCgoUr5g/X48pLtZzDhumNNT8fL2Ht9/W651+urZb1q5VvypjtBJZulQHKRUUKGPJ1+aSuDj1empowDQ0qJjP/zpdcAH2FVdoWyk9XRfSmhqkpkZbYZs2IZdfrlVCbq76Si1YgAkN3cekuv56XaSHDlVFOyh2MGYMnHUWdmIiVv/+EB6uPlQxMXDNNZhnn9XrJSdrQmlq0n/feAOZPh0JD4f58zW5pKWpn9bixciIEVhVVdg334z1yCPYl16K9cYbSlfOytLXat485Ec/UtpwUBBWZSX2kCFa/Tkc6lEVHb3P26u8nNDWViQtjfbDLFR+QWBmZmaXNQJHigOn1Hl99u51dXVs3bo1YPvR1tZGUFAQ2dnZnRamHkqV3hk6b2dU3h0rqyOxsdrb2ykrK/sPSRjfbYVhjLkduAYYAcQAfUWk6Ggee3Lcyr7H0dLSwpo1a2hqamLs2LEkJCQc3UwM24YBAzAtLYpPXH01DBmCjBihu/+zz9bdbXCwLmJLl2LmzVMX25AQrOLiwEAhM22a2ponJKiNeWoq8s032mrxLVCSlARffQWffKJGgrffruyilJTADtlER2tymDJFv95/H9m6FSkr03MMH66ajcZGrH/+U4H5Dz4ApxP73nu1Epg0ST2pQkM1GV54IeallzB1dcqqysvThf+DDxQ8b2/Xc8+ciXzwAeKb72G9/TY8/rgeHxaG7XRiDxwIF1ygLrqtrXodUDxm0iTMnDmqYZk1S1Xtb7yh91RQoDYqu3djlZcrTtPQAHV1SFkZ1pIlOo8jJgZr1SqlKre0YLe0qHmjLymJZWF27VLzw7IyTd5bt2KWLSO0sDAwjc8fXq+X3NxcqqqqGDVq1AlLFgcLh8NBXFwcffv2ZcSIEWRlZdHU1ERYWBhOp5PVq1ezbt06CgsLqa2t7bLDsmVZOJ1OgoODCQ0NJTg4mKCgIBw+by+v14vb7cblcuHxeHC73V0G0v2VVXJyMgMHDmT06NEMGzaM+Ph4cnJyuP/++/n444+56aabeO6553C5jn5RbW9v55577iExMZGIiAguuugiSkpKjvi4srIybrjhBrp160ZoaCiZmZl89dVXXXp+Rx/+hNGZr+Ma4cBnwOzOPvAHVWF0JjqOZx00aNB+MxKOaiZGXBwycKAC3aDDknDXH54AACAASURBVAYPVk1GcLBSVUVUJd2tG1ZdnS6WTU2YlSsVF2hqgr/8RY9/8kkFzy1LAd/ycsVIxo3T3fC6dbp7B6XHejxY//M/CnxfdBF2ZCTWj34EH36owLU/zj9fk8LFF+vCO28e9k03Yb34IsyapefdsQNr0SL45BN9TFYWZGRgJyZq8uvbVx8bHg7XXIPMn68ML1DbjmnTFNivrUWqqpT6O3YsZuVKpFcvPUdZmbbAkpIU6LdtvL/6FWb6dCyXSxPiQw+pGr60FKtfP6XLLlyoCfSFF1SZ/sEHWrlNmaLzxhcuhMsuw7zzjlJ98/O1Ktm1ax+G0bevtq08Hv27hIRoqy0lBQkPx7S3IyKENjTgTUvDHRNDY2PjfvYe3yXV01/hZGVl7bcDb21tpa6ujvLy8oC9e0ccpCvaicPReb1eL5WVlYSHh+N2uwPHHw821vXXX09CQgLr1q3jyiuvZPny5Z2qoLoyba+uro7TTz+diRMn8uGHH9KtWzcKCgoO34o+LvHdWoOIyD8AjDGjjnTsgfGDShhH25JqamoKUCI7jmf1h8PhoN23cz5UuPv1I6iiQum10dHKfvr6a9UBnHeeLnKRkToitaEB++67sf71L5gxQ3f3kybB4sWwbBmmuVnndt9wAyYtTZXXoLYiTifExmJWrNDRrEOGKJC+d68mpLY2nXA3dqyyq6qqsG+8UXUWQUFq4zF6NObddzWxhYeryy3oEKboaAyolgJUfzF+vFYfO3eqaWGvXloVjBqlgrshQ9QDyuNRHOfttxU7AKXtLlyIzJihA518r6M5/3x49VWlCF95Jcydi/X00wpOr1qlQH16uj4vX5uI++/XhBwVBWPH6n1fdpkq0H0iSbNqlYoSb7oJ8/e/IzfdhPXss3DeeTrJcOVKrUbi4nTkbWystt9iYjBbt2L69lVKcGkpuFw4mptx9OrFqgPsPb6L8Hq97NixA7fbzaiDWJ74cZAePXoA+9u779q1C4/H8y0cpKt0Xo/Hw+bNm0lMTAy0lw5sYx0rnbepqYmYmBiys7PJzs4+6sd1ddreX//6V3r06MHLL78c+Fnfvn07fd+dj39f0Ps/qiVl2zYFBQVs2rSJjIwMBg4ceNDdx1G1pKKidLfcs6dWCv4deLdumDffVDbRtGnIpEnI4MFYjz+ux/nKbLtnTwAkKEipoevWYV56SRf5M8/EvukmVVyPG6eCN8CUlWG6dVNW00cfqdL78st1DnhtrS6k1dWamBYu1LZYdbXqFM4+W91lr7xS8RXQ9tbYscjFF6v9yMSJqi5/5hnVmrz8soL5eXmKw6xapYlnyxa48EK46y4kORl69lQLEAhUHuattzCTJyMpKYqTbN2q1wwKwjzzDObii6GqSjUXoC65TzyhU/vCwzE+ajINDTqvY88e5P334dFHkZ/9TJ1wv/wSue8+zDXXIOXl2H/5i+pFLr9cWWwpKZqcEhNhwAB9nTMz9Z779tWqxrI08QUH6/WamyE/nzPDw4k+SfMlDhYtLS2sXbuWyMhIsrKyjmq37bd379+/P6NGjWLMmDGkpKTgcrnYvn07K1asYOPGjRQXF9PQ0HDUeF9dXR05OTmkp6eTlpaGw+E4aBvL6XTu18Zyu914PJ79EsvhorGxsUsYxpGm7R0qFixYwNixY7nqqqtISkpi+PDhPP744ydBDyJYeDr19X2JH1SFcbjwtxgSExOP6Dl1tEOU3EOGEFRVpe2lqipNBrt2Ieeei7S0YLZvV4zDGOTii6GwEFNcDKC7/UGDYPNmTT69eik4++mnmIgIBcMtC3vcOKWb7t2LWbwYu2dPdYy94gptg739tlYGbW2Y8nLsqVOVygqaGES0JWRZyPnnY6el4Zg8GamrUxZXXJzO3J41C5Yv17YYqMU5qGYiOVkrCH9PuaEBMUZV7TExSG6uAtTjxmkC9e02zWefwW9+o9iBD3Q3a9cqnfiVVzDXX4/ZuxdiY7GqqqC4GHvKFHXcvfRSBdr798eeORNr7lzk2mtVtb5qFZbTCe++ixHBnjYN6733MA8/rHbszz+P/cgjOt8jIUETyoMPqivwiy/CM89gPv5YR8yuWqUq9xEjkLY2rTR8ExCDGhtx9ulDuy+5n6zwj5M9VpC9Y4sK9o259Q+YampqIjg4eL82VscNlN9MsaKighEjRhxSsd5ZVfqh2ljNzc2BwVGdia5O2ysoKODJJ5/kF7/4Bb/5zW9Yv34999xzDwB33313p+/j6EM6nQRsSDTGrOnwo2dE5Bn/N8aYPwG/PcJpzhaRxZ268AHxg0oYByu3bdsmPz+f6upqBg8efFQ7mKOe6x0UpLvr7Gxl/RQWgteL3a+fCunGjcP6+GMkLAyzbRty993KAnI6Me+/j/3f/431u98BKnYzbW2YTz9FLrlEE4ptY1avVsM+p1ONASdP1kX8oYe0Hw/IBReobxOoYDA6Wvv269YphtCjh2IIS5di1dRoYoiN1UU5KQmyszF/+5tWEv7X0ndulizRhfqVVxQk9t/r0qWahKqr4YortCpZtw6ZOROzcKHe/5lnKticnKzVktuN2bhRJwfm56tdyK23agvMdz3z2WeadHJy1F03KkqTxT33YL7+Wl/T5mb49FOYNg0++girtRU7MxMrJgY2bYIJE7CeeUaTQF6ezk6//XZNpFOmYB59FDNxIlJRofRitxvZuBErIQE7OFiBfJ/xoWlrI7SpibaBA4/8fjjG8Os8Wltbj2qcbGej45hbv737gawl2DfRr7y8nJCQELKzszvVYurMkKmObaympqb9aMInctqe/75GjRrFQw89BMCIESPYuXMnTzzxxAlNGKYLCQOoEpHDYQ7/AF45wjmKO3vRA+MHlTAOjPr6erZs2UJycjJjxow56jd9Z8a0ujMzCWpo0AFIxsC4cWrzPWkS5osv1Jo7NlYX1rIyNSZcuRJ7xgwkLAwZMEBtLvx4R3s7fPEFjByJNDaqTgKQkBCM14u9Zg2moEB3y/Hx2kKJi1N9BmhyOecc3SXPn6/zxWfNwrz6KvaFF2L5AfG6Ov1KTMT8+tcKns+YgXRo0QRizRodgtTSAjNn6mJdXa2ai7Y2ZTOdcw4sXKgUWV9IQ4MC6WFhmC++0B+OGQPnnKNJzRgFo6+8Ev75T73/3bv1mBUrkPp6xT5OPx3z6KPY99yjAshvvlEr9OJiZaU5HJqA+/WDrCy1L2ltxQ4O1gXDnyB799ZqJywMKSrCNDUh/fppO8rp1AoDoKVF/55paZjycqS9nVCPh7bBg4/qPdGVaG1tZfPmzSQlJR2zzqMzERoaSmho6H727hUVFWzfvp2goKDA5MqjsXc/VByJzuuvQpYsWcKAAQMCx5zIaXsAPXr0IDMzc7+fDRo0iEceeaRTz68rcbzbTCJSBZxw3/YfZMLwer3k5eUFLAw6C1x2JmGICJ6UFJzJyZiSEqWjTpwI6emaCG6+Wd1bp0/HvPgiMnWqOr/W1sKGDRAain3jjdq2sm1tA1VX63EhIaoMHz5c21dz52L8flQffRRYnOWpp7SFVF6uLrXx8Ypp+CLQ9qmv1x5/WprutF97TY0FKyv1wN27MYMHq0ivuVkBaq9Xf3/uuQqM/+MfAbsRwsK0fVRfr8kkPR2JjNQWWWKi4hHvvKMkAP/fZtgwrI0btU3m72v364d9003airMsdbT9xS8wJSXIli2Yq66CtWuxHntMq6KRI3UmyJIlytqKi8N88om2zvbuRSwLe+pUHDt3QkUFdt++0K8f5rXXsM4+W5lcI0Zg9+qlqvSMDJ102NSk42K7d9fXoqZGB2CtXAkihLW30zpihCa64xh+q5FBgwYddPDTyYyamhp2797NyJEjiYqKOmp7985GR3fepqYm7rzzTk477TQuvvjiwDEnctoewOmnn852HwHEHzt27CA1NbXTz6czYYDO8tfajuf1jUkGkgF/ds40xsQCxSJSc7jHOmbPnt2Za3Xq4JMdIkJVVRUbNmwgPj6ezMzMLlELRYSysjJ6HqF33dbWxqZNm6j2eOgRFoYJCtIe+N69ijNceKEK+YYNw8ybp6Dqaacp0Bobq9YMixdj1q+HyEjM+PGKZ/TsCe3t2ElJWN276473s8/0oqmp6sl04YXKlkpKUnyhrk4typ1OOOccTGio0mLLy7VKmTRJGVWDB2tV8cYb2iLq2RN27tT20sUX73N7XbRIJ+x98on6TaWkaDXRo4fu1FNSdC53SYkmi5ISZMYMnTy4aRNcffU+eu/AgbBzJ/Z55+FYtkzZSkOG6ES9rCzYswerulpHwX7wgeI6/frpPYaGqrXJrFm6qLe2amUzYIDiM19+qZ5WhYWYTZvUqiUvTwH6yZNViT9/PsaysM88E2vuXOxzz8V6/XWsgQORwYMVoO/XTz27+vTBfPYZcv75em7bhuHDVRgJBLlceLp1Oy4mhrZtk5eXR1VVFcOGDftOGVkiQn5+PlVVVQwfPjzg6WSMITQ0lNjYWJKTk+nVqxdRUVG4XC4qKyspLCykoqKC1tZWRITg4OBOJZDCwkKuuOIKrrnmGh544AHCw8M7fe+hoaGUlpby+OOPM2zYMOrr6/nxj39MTEwM//M//xO4n4yMDADG+Ojpffr04f7778fhcJCSksLChQv57W9/y7333hs4xhf3d/qmDhN/fub+2XG3a9I42q/G+ymbPXv2M4c4Zafi/vvv/z/AXOBy349mAT8Gts2ePXv94R77g6ow/Hz14cOHd+mN548jVRj+hFJYWBiYG+72eAiuqFBLjbAwVWRPnarT9+66C7KztS0VEwNjxui87Jtv1vONGKGsntWrdecdHIxcc40qxx95BLNunV44PV0Xd9DEEB2t7Zr339edd1CQsokKC+GNN7BEYOpU7O7dsQYNwg4PV8ykoWHfk/GpruXii3Xin8uluEduLnLLLarTaGvTVs4LLwQeZoKClNqalhag1Jrly+Haa+GGGzAvvbTvGiEh2jZzOhWoB00OAOPGYZ59VhPHW2/BTTfpfZSXa0IqKlLK8aZNSlsuK1Pn3meewYqKUpbV11/DH/4Ab76Jqa/H/vGPdYGvqIBzz1UsaMMGHF4v0q8fjqef1tbak08qk+3yy7FeeAFmzUJWrMC+7jp1Cb7qKkxuLmbNGgXqd+5EQkIIBVyDBmEfg2V6W1sbmzdvJiEhgeHDh3+nOg+Xy8XmzZuJiYk54r10tHf3b6ja29upr6+nqqqK/Px8AKKjowPmiocac/vll19y77338swzzzB+/Phjeg5dmbY3evRoFixYwH333ceDDz5Inz59ePDBB7nrrruO6V6OFF2pMI5niMhsurj5N52kkH2v/YfdbnfAWO1YQkRYvnz5QctZvzFhcHAwAwcO3B+Y9HgIXrFCWxh79+piHBcHy5apiCwzE3vKFKy//U3bVTfcAF98gcnOhvfeUzB53jxtydxwA8THq/lgjx4q3hs2DPP73wfsOexZs9Q3ac6cgCkgn3yC9+abcXRY3GXiRMUYGhuVpdXaqu2vTZuwb70V6+uvA/5P/vNar76qj/Uv/pddppgIQFQUcu21uqv/5pt9CSgpCf70JygrQzZu1FZYaanqQIyBDoJC+7rrMEVFuqvfvVsNCUNClCI8ZQq89ZZWLG+9pQv3G28gV1+Nef11TZQDBqjHVn29HjNlCmbgQAXSGxp0hOycOXqthx/WiYhRUfDHP2ora9Mm5JJLsObP1yrjrLOQhx/Wyu2dd7QqWroU+eMfMUuWQHQ0kpWlAHlSEqZHD9wZGXi6QAOtrq5mx44dh3S7PZnhx/n69++/X///WKKjvXtdXd1+9u5ut5vevXvzxBNP8MknnzB37txvmSd+D+O4ZvPQUUb6rDnycR1jp2HtEUDvkxI/qArjeE3dO1jCOVhV8a1wOmkfM4aQkBDEB05LdTWMHIlpbMQ8/zwmLU1bOpMnq2FgZOQ+oV5YmLaGZs3CPPccTJ2K9O2r2EVzM9K9O/K732FWr1YabXu77t71BrGdTkz37hgf/VXCwmDGDMxXXyG7d8M33yiza9Mm/QRcfjlWRATSvTtccAFmzRqorNSF3h9r1iiw7PeQ6t1btRr//KdannSoxGTqVHjkEaXX7tihranUVIiPx+7dG+N2a+KsrsZqb9cFfPdufc137YKpU2HHDmThQrj0UsUzIMCgwuVSwd2ZZ8Jnn2mbLDcXLr8cM3++VkZTpiBr1ihja+hQZWUtX64zzhcsQD79VBNESQnWH/6gWpVnnkHi45GrrlKfqttuU8xk3DjkpZfUFr6sTAdcpaSoot22CWppwR48GPso7dL9bZ+GhgZGjhx5yJ33yYqSkhJKS0sZNmzYMVXkB8bh7N0feughFi9ejNPp5I477qCsrOzfIWEc1/iuK4xjif8o4V5Xo729nfXr11NdXc2YMWMOuRMTEbyWRcuQIZgRI3QmhW0rBbVPH53nUFen4r6nnoL165Hhw5Hrr0eGDNGpaXfcoRRWUAziuefUpwqU1ZSTg+TkKF5hWcjgwdjTpkFiItYHH2DGj8eqrESGDcOeOVN32cXFiMOh1N7sbE0kgNg2vPcerFihQsDTTlMKbf/+cMYZ6kybm6uT8CIiIDMThg/fZ4gYHKw9fmOQW2/FvP++tnA2b9bdf7dusGsX5okn1L+puFgpt6WlWj2NH489cyacfTZMmKBW54CprdXXzIfHUFGhP58/X4+LiVHq63vvwdix6kU1cyZ8+SVSUqKVmMejyvSQEBVDbtumRolbtmjF1Ls3cvXVagJ5+ukKcn/yiWpeli/HpKcjsbGYrCys5csxNTVIRIRuSHbtgt27kbo6gteuVVbZUbyHcnJyMMYwYsSI7zRZ+D2y6urqyM7OPq7J4mDhNxgEBZXvu+8+vvzyS3r16sXKlStP6LW/j+FPGJ35+r7EqYRxmPBXFWvWrKFXr15kZWUdlBvvpwX6tRsmOJjWoUNVozF5suIRubmqmvZ4FAj3s2G2b9fWldcLEyZAfb1aWsA+2+3Fi3VRa23FfPwxXHSRAr7z5sHq1VgffogMHoxcfrnSRKdOhchIHD6LcwDLZ8Rm/vUvjJ+1FBen/f+zz1b8Y9kyTVYbN+rP+/TR3fvevSpGzMxUvMQXgUl+N9+sj6uv118EBen3l166zxgxJ0exkv79VaD41FNIYaEmj0WLtPppakLuugv7+uuVCSWCfdttqjvxR1ycMrP80dioCeTVV/V5Z2dr9REdjbVlC/YVVyh2sm2b2rXk5yuLbP16WLdO55MnJMCWLdpqKyxUgWJdnQLbra1IaqpqZ+rqsDZvVs+wdeuUblxfT+jmzQGtz8Gwr5qaGnJyckhLS6Nfv37fKV7R2trK2rVriYmJYfDgwcc8Je9oY8mSJVxxxRX8/e9/56677iI9PZ3rrrvuhOMF38ewOJUwvhdxPD+Itm2zfv169u7de+SqwjdfwD+QBoCQENqHD9cZ1snJyIQJOr0uJQXz9tsKtoaHq5mexwOpqVi/+Y2CuoMHY996q/ocRUaqoV737rqgxsVhXn4Z+5pr9Dn7TODMV1/pzHC/CjsrCy64QGdNxMRoNeG/5x07YMgQbH+Ce/55ZRr5f+9rBZkVKxRb6d5dK42QEOSmm7Cvu06TzODBcNVVClK37SP+iY+ZZp57Tts5oBTcd9/FZGWpAy2ohsSyVPiIJjMKC7FeflkV72++qa6+M2Yg11+vidLtVoD8rP/f3pXHRVXu7+cdhmEHWWUTAWVHBUQQF3CpyDXLUn9dRdJyv5ZWWl3LFsvses2bC1bm0qZUmqZpXQX3DUFRNllUVGSRfR+GmXl/f3yZERRZdNj0PJ/PfIqZM+e8Z5w53/NdnucJITfDmBiwwEB6/7ffkq/I1KnE4C4oIJMnW1sq3e3bB/b007SWU6dILuSvv6g899RTQI8eNBnl4EC9pboRXyQlkclVfDxgbAy2fj342LFg8fHk9peeDo/aWhQUFCAuLg4xMTFIS0tTk+GuXbsGX19ftU9ER6GgoADx8fFwc3ODvb19uwQupVKJiIgIfPLJJzh48GCTvIgnBUKG8ZghJycH1dXVsLGxQd++fVuUVajkDhpso6ODGj8/slG1tCQ+hocH+KpVNGorFtNobJ23Nnd3pzHQ6GiINm8mm9HPPrvLh3B1Ja6BVEpNc39/EgsEiMQ3aRJdNOu0p3DgAJVZBgyA8tlnwceMIemMK1fAfXyoj6BCWhpNaxka0vgvqF/Bw8LoQp6RQUzvo0epyX7kCPjt24CzM5STJ1PDPTiYMgiVhIRSSdnDsGGUBQDA77+Tk6C2Nk0vRUdTecrRkV5XbQdQxvDRR9TnKCsj58Jff6XjHjtGZSt7e9r/smVQhoWBl5RA5OVFwbJHD+D8eXISVBG09u0DBgwAALCdOyn7278fOHOGSmL+/lSyGj+ePETkcpKx//JLkjLZvJk0tw4dApswAbyyEsjIgOjKFXiZmCAgIAB+fn4wNjZGWloasrOzIZfLcf36deTm5kIq1eREfcvAOce1a9dw48YN9O/fHyb1P+M2RHV1NebOnYvLly8jKipKzS5/0tGVA8ZjxcNgjD20LwBA44WXL19GdXU1xGIxnJycGk3Z6/smN8gqGoOWFhH7KiuprJGZCW5tTdLfTz8NGBgQ9yElhcZm9fTob3Nz4lBIJBQgfvsN3NMTSn9/KqlcuECudSYmNJH1zDPqqSC4uNxlfGdkgF27BpG+PnlvnDtHMh1KJdX4s7OpyV1QABYQQFnPnTt0gXVwICFFgPgJBw+SF8alS2o/EJw+DaaSIb9xA7C0JBkOzskB0NycTJScnChjAajkNWUKoKsLdukSMdeHDiWyobMz9UAcHIigmJ5Oo7NJSWDe3nQMfX0iP5aX00SWnR04AFFCAq3x77/pMzh0iFjflZXg8+fTdJWLC63Rx4dMnRQKyq7qtLj46NHE9VAqwV54ASwxkbJDS0vg2jWSKDl2jKTtv/4aTF+f1HtFIohqaiC3s0NZRQXS09Ph6uoKT09P2NjYQFtbG+Xl5bh16xYyMzNRVlaG2tpaiMViiMXiNrvbr62tRUJCAsRiMTw9PVttuvSwuH37Nl566SWEhobis88+07jMSTtDozyMz7/56EOnWYAWWv7I0CAP41EgZBh1yM3Nxfnz52FnZ6fOKu7Vk2pJVtEoxGJIBwwAHziQZNA5pwvauXPggYF08Z43j54Xi4GQEDIUOneOxmljY6EcNw5s61awggIKBsHB4Hp6EPn5EWu7Pu9BLKbyVX4+HRMA19Wl5reLCxHVfvmFLuAqRveYMeCMkbtecDCN4Kr8MQDwusDJIiLIWwOgrOfyZQpyKrXa1FRSkTU3p7LO0aM0GdWjB5TTpoGPGUPugfHxJI2uuoDt20fkQgMDKh8FBZG0OkB9i9RU8IIC8hg/fZr6PQBJsPz2G0S3b1M57qmn6HkdHZJbKSgAioupIa9QgP3+O9jy5cQjqa6mgHjkCJUKd+4EW7sWKC2lBvulS+D5+RAtXEjTWVu3Uimrb1+wn34inkpBAZCaSn7imZnQTUlBeno6fHx81GVMlRmSs7Mz/Pz8EBgYCHt7e8jlcqSlpTVQkS0vL9eYWmp5eTni4uJgY2MDFxeXh/asaC1OnTqFiRMn4rPPPsPChQvb7bhdBV05w3isxmqB1tu0ymQyJCcnQyQSYcCAAWpm+L3kvVZlFQ9AjZ0dRObm0ElLA/Ly6G6+oIB4ClFRdNFVKsFHjlTfjbPt20nB9eZN8KeeAsvLAzcyouazmRm4szPg4gL+yivEMi8oIN0pgAhnkyYB16+Tn/eFC+DjxoHfuUPcB319iOq4EADAunUDf/55KH196c7c0hI8JwcsNZXuzlU4dYoyAi0tgDEKLC+9BBw4QH2J6mo6nzrPD3b2LGk8qTIggCautLWBGTNI70oiAcvIoHN84427o8YAjc6q+iggXgm3sgIDoOzRA1pHj1JJycqKeB+jRxOX4qmnKGhJJMTPGDkSGD8e/OBBsJ9+oj7IM88Qs7t/f8qeIiPJiCkhgUqCPj6U3aSmAqGhYPHx1EMZNw4sMRGsVy+abistpcwnPR1D+vZFTd0kWmMQiURqgb+ePXuqVWSLi4uRmZmJiooK6OrqqolvxsbGrb7o5uTk4ObNm+3q6cE5x3fffYcdO3Zg3759bS6x0VWhanp3RTx2AaM1yM3NxdWrV9G7d2+1+JoKKk+M+kYxj+IspoJSVxfVfftC18KC2OA3bxJvwtubyjxXrkAUFgZlZCTV/a9epbvfP/8EHzSIJniGD6dm9OTJEC1dCj5tGnlW//03cSpeeoka37dvAwcPUsO4zqaV7dsHTJkCvncvyZfUgffpQ+ZMW7ZQGayykkT7HB2Jkd6zJx23uJhIbx4eVKZR4ddfoZg7F1oREVAC0MrJAbp3p9JPfHwDvgYAKumsXQtuZgZ2+jQ1ng0NwQYPhjIgAGzcOJrOkstp+srbm8Zrk5LUmQkfPBhaly/TDm/fBg8NJcZ2bS1laSoXxboRVm5tTcS/sDBg7146x1u3qDG/bx9pds2eTb4ikyZRoEhIAH/+eZIxAShbqtMC45aWUDJG++/WjUp1pqbEL+ndu8XfifoqsvW9r4uLi5GdnY0rV65AW1tbbYR0rwx5g++XUom0tDTIZLKH8v1+WNTU1ODNN9+ETCZDVFRUm4/qdmV0ZR7GExkwVFkFY6xBVlEfKonzR80qHgSprS3ERkYQJySAFxVRzXzXLlJyLSgAP3wYrFcvMkAqL4dy+XJqkItE4A4ONOnzYz014wMHwP/v/8gDIiaG7vqrqsDHjaPR06Ag4No1unjv3AnMmXN3smn4cLJD3bED6NuXBPz8/Yl9nZkJtmULFK+8ApGFBdjFiyROWF5OF/GgIPCEBLDiYmht304ii6qLWXw89UsKCxtMUSE0FIiPB7t+HXzkSPXTjVAukQAAIABJREFU3NkZuHGDsh4dHcoOAKBbNyhfeAHMxoa8xfX1IVIooJw5E+zDD2n8VakkZz0dHSA9nS7utrZktFR38WK//goeGkoikJMnE0fEwgI8JgbMx4f2s3EjlIsWUf+ozicDdZNoSEsjfbDcXPD4eMDDg/Sobt6kBrurK7hMBqSlQeLlBdlDEtJU3td6enpqUltNTQ1KSkpw584dpKengzGmDiDdunVTK8smJCTAysoKbm5u7Ta+q/LFfv7557Fo0SKhBNUMunLAeOz+ZZv7keTl5eH8+fOwsbFBv379Gg0WKo3+27dvo6ioqFld/YeF3MgI0qAgkqEwMAB/6SViEc+dC2ZmBrZxIzXCzcyoHHPqFF3kXFzoYq0a0ywtpUb5yZMkbbFnD3jd+CLbt4/EELOzqUH8yitQTp1KU0ceHuCvvgqemEi1+bp9cUNDel9IiHpqSVRRQeJ+rq5g339PHtp//QWcPw/4+9PaQ0LI3c7ZWd2bEO3fT2UmqZRKNmPHkvHS9eu0vrp+EHd1BdzcSKbc2Bj8xAnw8eNpTSUlEMXEUIDcvx+iX36hSbBz52gia8IEmuZiDJg1i0pPdbLl/JVXwFXNdpnsbq8lMhLM0pLIlTdv0jSVoyNlbV9+SQF50CBwc3MSe1QFnx9+ABswAOzGDeoLbdkCXscWh40NWGkpmFwOUZ2mkqago6OD7t27w93dHYGBgfD19YWZmRlKSkoQHx+PU6dO4ezZszAzM4O1tXW7BYtz585hwoQJ+OCDD/Dmm28KwaIFYAC0W/noLHhiMgyZTIaUlBRwzh+YVQB3exX29vYoLCxEfn4+0tPTIRaLYWpqCjMzM5iYmGjuh8EYpC4uEBsbQ3z7NrhCQdNUvr5EJrt+nTIEX1+wiROJA6CvT3fpkyeDFxfT3fuECeRGp6tLqrN1PQf+1FOUWWRlgevqUuMWIBb2M89QoAkKotLPmTM0UltXe2bffw/lnDnkkQ0Q+W3wYJLWSEoikyUtLXIcrDsXPmkSsawnTCCOiFRK8ujDhhEfJTKSsqY6KM3NwZycqJFcN5ElKi8H7twBv3qVmtx//QWlicnduxs7OwqiJSV015+WRuc0eTJNfakMnEQisAEDgNmzwS9dolKRjg74vHnUkygrI1Le7NnAlStg589DOX8+2OHDpLQ7Zw4FQICC8cKFYH/+Scq7//oXWEwMlO++S/4nM2cCv/5KTPTSUuDmTRrJbaOSkMqO1dzcHDdu3EB+fj569eqFqqoqJCYmora2FkZGRuoMRE9PT6NBhHOO77//Htu2bcPevXvh7OyssX0/7ujKGcYTETDy8vKQkZGBXr16wdrautFt7jW119bWhrW1tXp7mUyG4uJi5Obmqs1lVAHkYZqS9Y+bnZ2NW7duwd3NDdaGhsD165TVjBhBU0za2tSkHToUfO5c4PZtsHffBV+0CABI+XbdOig9PGhqSVsb8PamiaTMTLo4AnR3f+MGKcyOHEkcB19fmog6cgT8mWdoRLVbNzAjI/DERIi++YaEEFV6TqdO0UhsXh7Jc9RdELm5OVhoKGk6jR8P9ttvd0/S2JiO4+VFa5LJqExVWAiRpSURAOtvr2KHJyVRH8fbm7w8JBKS+QgNBduyBWziRHU5ij/7LHEz/Ovps/XpA75pE5WbbtwAi4mhtY4ZoxZbZJWVgKMjTWSZmdFk2pQp4FlZpPw7ZAhYeDgFR6USfMIEmvCSSChQenjQsEFkJFhqKpRjx9KYsLMzdNLSUHOPQY8mIZfLkZycDIlEcp8rnsrHori4GGlpaaiuroaBgYE6gBgaGj50AJHJZFiyZAlKS0sRHR3dobLsXRFC07sTof6PQCaT4cqVK1AqlS3KKprqVUgkEnTv3l3dHK+pqbmvKWlmZgZTU9MWBxBVL0UikcDf3x9isRhSU1MwJyfopKTQaKyBATVTp0whlrOdHXEVfv8dOHYMEIup5v7ee2Cvv07chl9+AXd2pmkfALyggMY+razID8PTk9jdAHjfvkBNDY2nqjw3xo8HTp4k1VhDQ2JP+/mBHTlC4oQ7d1IfIzubnOr8/KisplKjVdX8ATpeQADwww/UEzEzIwl3gAh7U6dCKZFANHo0yXCIRGCmpjSBpVDQCO2IEdQ3cHencduvv6Z9nz9PBkdSKZW8cnPvkgYlEsDdnTw1unencV13d8qS6ivMurredRcsKqJ9lJWRW6KlJZiLC7hYTAHw8mXSmkpKoiwHoDLfc88B69cTF+bmTRrBraykDKiNUFlZicTERDg4OMDGxua+1+tPYgFochLL1NS0xUZIeXl5CA8Px6hRo7BkyZJHzrSPHz+O1atXIy4uDtnZ2di6dSvCw8MfuH1mZiacnJzue/7gwYN4tp5RV2eGkGF0Qqiag63JKlrT2NbR0WmQgdw71SKRSNQZSGM/xjt37qgntO6VHeHa2pD27QstDw9oX7xItfLiYtKPOnQIcHODcv168p+wswPbsAEID6eJqqtXwV97Deyzz0gQ8M8/Sc9qwgQyLTIzI6lvFYyMwPbuBR88GDwoiPapkvY4dIj+f9o0ynp69wYLCYFSV5cazGPHkoxGcjI1zOvA6hjkfMwYoLKSpEOcnKgsVllJwefCBaCoCPzsWSIiqgybAPAFC4B//AOsuBhKPT2I8vOhHDuWyIcf3eVQsZs3yc/czAyoGwDgaWlg9vY0DhsZCQBQ2tlB9P33tB65nEp4Ojo0qpuaCt6tG2l7icU0KGBqSiWtoCCwNWuIy/LCCxQ0+vYlrsru3Wq1Xp6VBfbcc+AlJUBWFpipKfFW6rISTZgt1UdeXh6uX7/eYo96oOlJrKysLJSXlzc7iRUXF4f58+fj888/x+jRozVyLhUVFfD29kZYWBjCwsJa/L6//voL/fr1U//d0TLxrYEQMDoRamtrkZiYqJGsojXQ1dWFjY2N+m5PKpWiqKgIWVlZKCsrU9/NGRsbIzs7GwqFAv3792/SEVChrQ1FQADEUinEV68ChYXEsUhJAVMqSeYjMRFYtYqE8AwNwceOhej998n/+u+/yTnu4EHw+HhyBHRyogtyZSVQUgJubEycjVOnwENDiY+g4rHY25Ox0oYNYOPHk0AgKKXmtrbkszFoEH2GxsbEf4mNpRLUzJmkk1WnNKsCi4uj5njPnsTa1tEB27SJ+goREXTszEySDKmqor4FYxRUQkOpR1JQAIWhIUS5uVCOHQutzZspg6isJOOj+fNpCkt1TBXp8M8/iYdx+TJd+B0dwX79lYJUaCg1uvfsAQ8MpPOztASTSsF0dalxHhpKviN//knyIipb18xMYuqriHw5OWDm5jTKrMFgoXLoq6qqUtuSPixaMoklEolQXl6O/Px8lJWV4YcffsBvv/3WwHf7UTF69Gh18Gkqs7gX5ubmD7wR7OwQAkYngsoIvrE0HXi0rKI10NXVha2trfrHWF1djaysLFy6dAlisRiGhobIyclRlwOaWoNcVxdyLy+Iq6shdnICr6kB09KiMpOLC5VZBg4E8vLAdHTAlyyhi2NQELidHWUK//gH2Lp1UM6eTZIacXF0d71wIV1g68Z34e0NmJqSbIlIRNkL0LB5GxhIYon//jeVouztgagoMJGIxA5HjoRo/37A05PKUPHk+shFIrqIHztG7PK6oAUAbMsWKKdPh2jbNurB1JW1uIEBCRz+/DMFHw8P4I8/oLr3FenoABkZ4MOHA/r6YCIRmKMjlNnZZPpUUUGTX716kYjjH38AM2bQ4EBy8t1z0te/m1mdO0cufCpNLVtbsL/+IhFGCwtwFQ/Dy4tk4/fvp0mts2fJy+Trrykw14kqagIymQwJCQkwMzNDv3792uQ7q5rEUpVda2trERsbix9//BFJSUmws7PDunXrsHTp0g7XhXrhhRcglUrh4uKCRYsW4UWVyGUXgBAwOhFsbW3vk/RQQdNZRUuhUChw69YtlJeXIygoCDo6OqiurkZxcbFaDkJPT0/dA3lQQ1Kupwd5jx7QnjQJWrdvA0VFJMPRvTtdDG1sqA5/6RKxnKurybzoq6/APvkEAMAOH6bJH1dXcEtLiL76iiaa6voKfOhQ8EWLyP0uOZn2XcdKh4EB8I9/AH/9Rc1hFcEvJoaY3ydOgB04QM3pOrIh09WlUlCvXsScvn6dyja7dlEzXSWJLpVSj2TIEJIjl8tpgmnYMLU1LJdIgF9/VU9OAXXlr7IysP37wW1s6FinTkGk6pMAwKuvQrlkCa1TJKI+zMCB4NevUwZVUgI+fDhEJ0+SvlZ+PmVvH39M7z9+nIiKcXE0XjttGrBuHfVWBgwAz8oCd3cHy8igvkVgIH32GhIaLCkpQUpKClxdXdtV8bakpASffvophg0bhkOHDkEqlSImJgaGKnvdDoChoSFWr16NwYMHQywW448//sDkyZOxfft2TJ06tcPW1RoITe9OhAe55bVHVtEYysvLkZycrNbzUR1XX18f+vr6sLOzA+cc1dXVKCoqUjck9fX11T0QAwODBuutNTBArasrtKuqoGViQs3i3FzKGBwdwVSlq7IyiN58E8pVq8BXr6Z+QW4uuIMDRP/5D5VeJk6kpjBIb4r370/aSRMnkqihuzv4sGF0wfTyAiIiiLcAkAOekRH1I/T0qMl+7Bg13r/+msygIiKIszFhAkT/+x/V9Q0NadpIV5f2m59PRLuLF0mG3cMD8PMDrK3v08hiJSXgubngAweCnT0LbmFBJaXevcE8PYHNmyloqPDCC+BHj9LEU1UVRHX6VAojI2j9+SdtY2YGPPsseFUVkSPt7elzGjGCMg8bGzBbW/CYGOp92NpSo7uwkDKm6GjSBvvtNyi1tMjT3dj4kctRnHNkZWUhJycHPj4+0GtCbkTTuHTpEubMmYOPP/4Y48ePB2MM+vr6GDZsWLutoTFYWFjgzTffVP/t7++PgoICfPHFF10mYAgZRidGfb+KFosFaui4mZmZyM/Ph5eXV5N3Zaofo76+Puzt7cE5R1VVFYqKinDt2jVUVlaqRyJNTU3VAaRWXx+1Hh4QV1RAbGwMbmpKTVgrK+DwYcDHB3z+fLBbt+gueeBA4NIlMM7BV64E0tOpKWtnR/pM/v4QrV1LiyospEklpZJIbnv2gH/4IdX+Q0PpggoQsU8kAhIT6a7d15dKT0olSWzU+XKjW7e7o7mVlbTOa9doDdHRVM4aMgTM2hpKb28i9F26BB4YSKPC1dXUaAdIz2n8eDKLkkrJitXamspNAJXcGAMmTwb27wfr2RM8IQEiNzeSh8/NpfWBSl7KF18ES0+n5+rc+ZT+/uT3bWgIFhpK/Znjx8nM6bnnSJplxgyaiBKJqFk+eDAFEE9PKu810Z9qDgqFAikpKRCJROjfv3+7GR1xzvHLL79g3bp12LlzJzw8PNrluI+CwMBAbN26taOX0WIIAaMT4t6soj2DRVVVFZKSkmBmZgZ/f/9Wjx4yxmBgYAADAwP1RItqJPLq1auoqqqCgYGBuoSlb2AAee/eQK9e0M3IoDLPiBHgOjokMV5QAHbuHI2DWlnRSOiFC3SRv3aNLnzz5lFzPDCQ+ArGxtQI9/UFHzOGeiKpqVSWOnasAVmOT5tGzerCQsDD426TubISPCaG5EnqGum8Tx8i6e3aBSaVknQIQIGrspJEBQ8evCtqqKtL5ENLS+pDODlRwKmoAAsJIQHGigpy2bv7AVKg3LyZAkr37mBZWUBUFE2QffcdRAUFFBDDwkj/6uWXgQMHoJw2DaIffgArKqJ9vfgisHs3aUMNGQLUaXyxkBDKLK5eBQ8KIq6MoyP5ety+Tb2d4uKH/v4kJibC1ta2XXsFcrkcy5cvR0ZGBqKjo9FNZXTVyREfH//AnmVnhBAwOhFUarX1BQPbM6u4ffs2srKy4OHhoTGjmsZGIisrK1FUVKSemjE0NKQSlp0d9Hr3hnZxMcR1kt+QSomlnJtLbO///Y+kM3x8wL/4go6xahVxLq5fB3/tNeI8hIcTSe3KFQoKEgnYtm00oqulBZaSQqS/uvFVbm0NWFhQA3rpUpoc0tICjI1J+mP6dApSP/1EJ2ZmRuZIZmZkX3v6NDHZVaqxs2aBbdpE0hxDh1KTPz6e7vJFIioZ9e5Ngn9jxhCpTySinszKlXe9tq2tqfkNUv/l48bR87NmqTkdIlXz/fRpssMFoJwwgXoyTk7EzzA0pL6KRAJuY0PnfuEClBMnUt+lqoomq/T1gZoa1KiCYSuQn5+Pq1evavT70xIUFhZixowZGDhwIPbs2dNuGU1FRQUyMjIA0BTYzZs3ER8fDzMzMzg4OODdd99FTEwMouqIltu3b4e2tjZ8fX0hEomwb98+bNiwAatWrWqX9WoCKmmQrojHLmAcPXoUKSkpCAkJQc+ePdstWNTU1CA5ORl6enoYMGBAm/7g6gcQBwcHcM5RUVFxH6u3uroauoaGCHBxIQ6EoSFNBgUHU429pAT83/8GO3oU7NIlGreNi6OyVV4e+VYYGBCj28QEShcXiPr3B/vjD3Lv09Gh3oWuLvl3l5VRz6G6msZ+z54lWRBtbfA1a6DknDgSPXvSxJOTEzW3HR3VRMK6D5MyjsOHwUeMoBFbS0tikc+eDXzzDb1uYwO2bBn9P0Ds9aFDqVdSW0v6VgYGFFRqa0kYUEuLrFi9vMC3b6egVVREpScA7OpV8KFDyTzqzBkykxoyhHob2dlQvvoq4OMD0YIF4CEhdM537pBoo1hME2bm5lC4ut71bW8BVK54paWl8PPza3LcWtNITEzErFmz8P777+OFF15oV8/x2NhYDB8+XP338uXLsXz5ckyfPh3btm1DTk4Ort6jy7VixQrcuHEDWlpacHV1xZYtW7pM/wLo2k1v1kqzFs04u7QhMjIysGvXLhw5cgTZ2dnw8/NDcHAwhg0bhu7du7fJjyEvLw/Xrl1r9ymWB6GwsBApKSno1q0bamtrIZVKYWRkBFtra9jW1BBDOyuLMoDTp4HFi0lmPTGRmsdxcWA//0zaTImJRND76ivyvDh6lCawRCKgZ0/y9EhPB9u0SX18VQmLz58PbN8OVlFBHhUHDtAGYjH4Cy9QVpGRQZmKSsa8pIQmpi5don2FhtIa6uRAIJFAOXEiRDt2ECfjl1/orv+pp4gfMXIkcPYsyXycP0/7mD4dAO420O3soJg8GVrbtoF7eNB5uLlRM1+pJJkTZ2ewP/+E0twc8PUlIyi5nCRIKitpgmzAAOD8eTBHR/IX6dmTejXe3iQq2UKouENGRkbo1atXu2bEe/bswerVq/H999+jT58+7XLcLgiN/oO4+DP+ZWzr3jOOIY5z7t/8lm2Lxy5g1IdMJsO5c+cQHR2NI0eOoLS0FAEBAQgODkZwcDDMzMwe6cdZW1uL1NRUcM7h7u7e4TaUSqUSV69eRVlZGby8vKBbJ5PBOUdZWRmKi4tRXFwMqVSKfu7uMJNKiR1+65baFhWpqWTglJ5OHuTm5mBffAG+cCFw6BDpLu3dS30Fd3dwBweS5VCJ7RUUACYm6rKTcuFCiDZtojLVqVOUiYjFJJQ4aRLxLU6dIjVdAPy994jwplSCA2DV1WQwlZJCjHHOiTBYVUVTVCIR8VIOHaJ+x+DBYFFR1MPYuJE8xvX06NxOnAArLYXytddoDDklBSwnh5RuIyPvZiWOjmCrV1NG9txzNL584AD5gsjl5A746qvgtbUUhCZOJMl5iQQYOhRn5HIYGRurdZuayjbLysqQnJwMZ2dnWFlZtfl3RAWFQoGPP/4YiYmJ+Omnn7oUU7oDoNGA4erP+PpWBoxQIWC0P6qrq3H69GlERUXh2LFjkMlkCAoKQkhICAYPHtwsga4+CgsLkZaWBicnp07BOK2srERSUhKsrKyaLcWphOmKiopQXFwMd2trmMnlJNB35QqVkCwswGJjSVjPx4c0kxwdAQAsJwf44QewrCwo58whRz03N7roWllRD8DcnOQxysvJQjYlhQJTnYQId3EhlndiIl3cIyLo+QkTyB4VIOJbv35EPvz1V9Kk4pz6FM8+S0TFPXuoL1JQAB4eTq5+CgX1G+rk1lWZhXLKFHIC9PYmscX/+z/a77Bh4DdukPve/v3UuK6qomknExNg506wZ54hIcRTp0h/ytqaFHXt7SloubmBGRlBNngwqvX11cG5tLQUIpGogXeFytRIJTrp7e3drgJ+JSUlmDlzJvr164cVK1a0m8lSF4ZGA4abP+NftzJgDBcCRsejrKwMJ06cQFRUFE6ePAktLS0MGTIEw4YNQ2BgYKOuYQqFAhkZGaisrISnp6f6Lr6jUL/R7unpCeP6VqothFKpVGcgJkolbEQiGk1VKbbq6VE5yM+PAoKLC01c1cmDsy++IL7CmDHkn717N7hYTI1oKyvqB2hpUf9ELKYehbs78N13YBkZVKKaPp0u9CprVRsbKjE5OlKgycigRry/P/mAXL9OUiDHjpEvep8+4DY2FJg4J9JcQAAFrO3bwfLyoJw0CUxPjzIVgDIGbW3aNjsb7NAh6pFUVlIZTFubgoZUSmsfPhxISQG3sYHo55/B//tfysiCg4GCAshHjIBcJUpYD7W1tQ0CCEDfI7FYjL59+0KnzhGwPZCSkoJXX30VS5cuxeTJk9u1X9GFodEPyd2f8S2tDBiDhYDRucA5R1FREY4ePYqoqCicPXsWRkZGCAkJQXBwMPz9/RETE4Oqqip4eHjA3t6+w39sKo8PiUQCV1dXjTXalUolSktLUV5UhB6VldAtLCTm9/nzamIbMjPpwqqnR14XN24AALinJ5CaCnbzJtj331M28NJL1CsZNIimn6ytaWLq5k1SjhWJyFrW3h4sLw/s3/9WM8D5rFk0rmtpCZw9SxyMuXPBIiKgnDGDLFklEvCZMylL0dYmmXYvL7DiYpqK6tOHiHl2dlQyy8ykMpqNDbi/P9jevZRR2NhQQNq1iybLZs+mjCQtjSa26vSteO/e1JcZOZJKZ05OqOnVq0WfrVQqxeXLl2FoaAixWIySuuksExMTNc+mLUqbnHPs378fK1euxLZt2+Dj46PxYzzG0OgP3dOf8e9bGTAGCAGjc4NzjpycHERHRyMqKgp//fUX9PT0MHnyZIwePRr9+vXr0FReVRLr1atXm9e+FQoF3Rnn5sI8OxsShQJMIgEyMqhfERlJPYL4eGDgQPLnePllIgTq6YFdvEhyJcbGdPc/YACpwL7+OrkKamvTBXntWrr4T5tG3hndutHE1YkTJHly+TLw4os0CltbS32UlBQi6B09SjpYnJMLYN++NGUVHExCgObm5Lkhl5OMiacnyXesWwdWWgo+ahS4uztEX35JBMfevYmrMnw4TVplZpJUu1xO5yqRUHPbzY1Igq34N/Pw8GjAcZDL5SgtLVVnIUqlskEAedSJKYVCgc8//xwxMTHYsWMHLFSmUAJaCo0GDC9/xne0MmD001DAYIyZAfgIwNMAegIoALAfwDLOeWFT7wWEgNEsOOcYO3YsgoKCMGnSJBw/fhxHjhzBpUuX4OTkpJ7A8vDwaBd7SpViaUVFBby8vNq1nKGCKoDwrCwY37oFveJiaBkaEuO5uprKWamp1P9QKqkE5eIC3q8fOfQlJ1NDPScH6N+fyIUxMdQvYIyet7cnyXO5nCRPLCyAJUsoIFy7Rv+trYXymWfAcnLA/v6bdLXc3SngJCeD3blDooHvvENr0dOjUpOPD5W7Rowgl7ypU4GEBMpqBg2iAFYnYoj8fJICUd0cuLsDBgaQOTtD2cLPXsX6Lyoqgre3d7P/ZqrPVxVA5HJ5gwDSmn/zsrIyzJo1C71798aqVas0kr201sMCABISErBgwQLExMTAzMwMs2fPxvvvv9/hWXoLodFFevsz/lsrA4aH5gKGN4CPAWwDkAzADsBGALc55880+34hYDSP0tLS+0hUSqUSaWlpiIqKwpEjR5CSkgIPDw+EhIQgJCQEzs7OGg8gFRUVSE5ORvfu3eHg4NDhPzZV8CovL4e9vT1kZWXolp6ObjU1EIvFYObmxFG4fJma0D16kN+GtjZgZEQM7B496CKen0+BRV+fVGfXrCFjp5deooNJJGA//UQquufOATNmkKxIfDyVkby9KQOoqKDjVVSAGRiQmGBxMQkbKpXkL75+PVhuLpTvvw+Wlga2ZQv4f/5DpLszZ2itXl5g16+D9+lDDXUjI8DODrW9e0Nhatriz0gulyMpKQm6urpwcXF5qO+EQqFoMOVWW1sL47opLFNT0wf20dLS0jBjxgwsWrQIU6dO1dj35cCBAzh58iT8/PwQFhaGjRs3NhkwysrK4OrqiuDgYHzwwQdITU1FeHg4Pvzwwwa6UJ0YGv2h9fFnfG8rA0avNixJMcZGg7KMbpzzsia3FQKGZqBQKJCQkKAOIDdu3EC/fv0wdOhQDB8+HHZ2dg/9g1WJ0GVnZ8PT07PFpjltCZX8iaWl5X1TWaoSS1FRERQVFehZWwsTbW2IpFLqWWRnU8P61CmyZ1UoqHRVWkolJicncHt7UpU1NKTSV1ERNbBffBG8tBQsIYGyDGNjev7cORI/PHyYrGxNTUlDSyymnolK5t3QkKaczMwAAwNih9+5A2ZnRxIjZmbEpdDRoVKUiQmk5uYtLjvVR0VFBRITE+Ho6KjRSbr6QwrFxcWQyWRq/26JRAILCwscPHgQH330EbZu3Yr+GpRZvxeGhoZYv359kwEjIiICS5cuRV5enlpAccWKFYiIiEBWVlaH3/i0ABpdYF9/xv9sZcBwaNuAMQXAVgBGnPPGpb5V2woBo21QW1uLuLg4dQC5c+cOBgwYoG6iW1patuiHIpPJkJSUBD09Pbi4uLSbZENTyM3NRWZmZovlK+RyOUpKSlBUVKRu8vbu2ROW2tokkVBTQw30wkIKKPn55Dehp0cZCkB3/0VFxNuwsACvrqZyV0UFSZ4YGJDKbUWLC1WKAAAZb0lEQVQFWEEBHfjWLfIKee010qkC7hIDPTzAGSO9J5WFa/fugLExpLq6DxUgGvuMvL2921wOvL5/96pVq3Ds2DHU1NRg6dKlGDduHJydndvsotySgBEWFobCwkL8qVIHBnD+/HkEBATg2rVrjVqudjJo9MPr58/4/1oZMKzbKGAwxroBOA/gIOd8YXPbCwPYbQRtbW0MHDgQAwcOxL/+9S/U1NTgzJkziIqKwubNm1FRUYGBAwciJCQEQ4YMQbdu3e77URcUFCA9Pb1RG9eOgEKhQGpqKuRyeasc38RiMSwsLNTN1traWvJ4KChASUkJGGNUXundm4hunp4AAC3GIJbLqSdSVgZeXExBorqaLu51nxd3caEpKjMzYmPX1FC/ghZNAUkup6yBc0BXFwptbSj19SHXsGS4UqlEeno6pFKp2qe9raHy71Y55I0ZMwbTp0/HyZMnsWLFCmyp8xPpKOTm5t4noqgyacrNze0KAUOjeEhpEAvGWP0w8w3n/BvVH4yxFQD+1cw+hnPOj9Z7jwGAfQBuA1jSkkUIAaOdoKOjg2HDhqn9BCoqKnDq1ClERUVh7dq1UCgUGDJkCEJCQtCvXz98++23GDVqVLM2ru0Fla+Hvb09bG1tH+mOVVtbG5aWluogqOIpFBQUICMjAyKRSO0FYmJiAq1u3ahM5OCg3gfnHDdu3EB+fj68/f3b1SviQaipqUFCQgIsLCzg6urarqWWa9euITw8HPPmzcMrr7wCxhgCAgLa7fjN4d7PQlXZ6ALlKI3jIdVqC5rJMNYC+LGZfdxUr4ExQwB1Wj0YyzlvkduXEDA6CIaGhggNDUVonddCSUkJjh8/jsjISISHh6Nv375QKBSoqKhAQEBAhxEE6/dPmvP1eFhoa2vDyspKPR4sk8kaeEtraWmpG7wmJiZQKpXqMl3//v3bZTqtOahc8dzc3NpdZuPw4cNYtmwZvv32WwQGBrbrsVsCa2tr5ObmNnjuTl2pUZVpPElgAMRKze6Tc14AGpFt/viMGQE4WLeUZznnFS09jhAwOgFUJZl+/fph5cqVOHHiBKysrBAdHY3ff/8d77zzDszMzBAcHIyQkBD4+fm1i25VbW0tkpOTIZFI4O/v3279E4lEcl8AKS4uxp07d5CSkoKamhpYWlq2q/bSg8A5x61bt5CXlwdfX992DexKpRL//e9/8b///Q9///13p/WECAoKwtKlSyGVStWfz6FDh2BrawvHOrmZJwocEDXZWm471AWL/wEwBjABgEFdaQoAijjnsibfLzS9Oxfkcvl9dW/VXX5UVBSio6Nx4cIF9OjRQ80B8fb21vjFvKSkBFeuXIGTk1OnuAusb1fq6uoKqVSqltrQ1tZWl7CMjY3bLeNQKBRITk6GWCyGm5tbu2Y6lZWVmD9/PszMzPDf//63Xfk49T0sBg0ahHfeeQfjx49/oIdFaWkp3NzcMGzYMCxbtgxpaWkIDw/H8uXLn8ixWn8/xs+dbN17xAYa42EMA3DkAS836HE0+n4hYHQ9qFRpo6OjER0djcTERPWce0hICFxdXR/64qUimRUUFMDb27tT9AbkcjmSk5Ohra3dqARKTU2NWkixrKwMEolEXcJqqwBSWVmJxMRE9OjRA7a2thrff1O4ceMGpk+fjhkzZmD27Nnt3gc4evRoAw8LFVQeFuHh4Th69CgyMzPVryUkJGD+/PmIiYmBqakp5syZgw8++KCr9DA0GzB8GT9/rHXvEZkI0iACNASlUonk5GT1CG9GRga8vb3VJMKWGknV1NQgKSkJxsbGbUI8fBiUl5cjKSmpVVwGVfZRVFSE8vJySCQStZ2tkZHRI5/XnTt3cO3aNXh5ebU7J+bo0aNYunQpIiIiMGTIkHY99hMMzQYMH8Zjo1q5AAshYAhoIygUCly8eFEdQG7fvt3ASMra2vqBI7ydxQRKpcJ7+/btR5b/rq6uVpPcysrKoKurqy5htUbSnnOOq1evory8HN7e3u3qf6JUKhEREYG9e/ciMjISdo2o4gpoM2g2YPRjPPavVi7AVggYAtoJ9xpJlZSUIDAwEMHBwQgICFCP8Pr6+naKEV65XI4rV66AMQZ3d3eN92eqq6vVJazy8nLo6empA4ihoWGjAUQmkyExMREmJiZtSoR70HoXLlwIiUSCiIiIDpfUfwKh2YDRl/HYfa1cgKMQMAR0EFRGUr/99hsiIyPh4eEBPz8/DBs2rNVGUppGRUUFkpKS2q03wDlXZyBFRUWoqKiAvr6+ugdiaGiodsXrCAJlVlYWwsLCMHXqVMybN69TlAmfQGg2YPRhPPb3Vi7ARQgYAjoQpaWlePrpp7F+/Xq4u7u32kiqLaByoGsrvkdLwDlHVVWVuoRVXFwMhUIBBwcHdO/eHQYGBu0WTE+ePIk333wT69atUxM+BXQINBswvBmP/aWVC/ASAkaHo6amBm+99RZ27NiB6upqjBw5Ehs3brxPxqA+Vq5cid27dyM1NRU6OjoYOHAgVq5cCW9v73ZcuWbwoBHe5oykNF22UigUuHLlCpRKJTw8PDqFZWj9NfXs2VMtN15ZWQkDAwN1CUtfX1/jAUSpVOK7777Dzp07ERkZCYd6DHcBHQLNBgxPxmN/buUCfIWA0eGYO3cu9u7di+3bt8Pc3ByLFy9GSUkJ4uLiHlg3Dw0NxZQpUzBgwABwzvHBBx/gzJkzSE5ObneGb3uAc47c3Fx1Az02Nhbdu3dXj/A+qpGUyovc1tb2kRR9NYnq6mokJCQ0uibOOSorK9UlrKqqKhgaGqpLWI8aQKRSKRYvXgyFQoFvvvmmU4w1C9BwwHBnPHZzKxcwVAgYHYrS0lJYWlpi69at+Mc//gEAuHXrFnr27ImDBw8iNDS0RfupqKiAiYkJ9uzZg3HjxrXlkjsFVDwNVQM9Pj7+oY2kVIquHTGe+iCopsU8PT1bpMTLOUdFRYW6fKUKIKoxXj09vRYHkOzsbEyfPh0vvvgiXn/9dY32KzZu3Ih///vfyMnJgZeXF9auXYuhQ4c2uu2DeBYpKSlwd3fX2Jq6EDQbMNwYj41o5QJGdo6A0fG5fwchLi4OtbW1eOaZuyZTPXr0gIeHB06fPt3igFFeXg6lUgnTVpjqdGUwxuDk5ISZM2di5syZDYykVq1a1SIjKaVSidTUVNTW1rabomtz4Jzj+vXrKC4ubpXgI2MMRkZGMDIygoODgzqAFBUVIS0tDdXV1TAyMmoQQBrD2bNn8frrr+PLL7/EU089pclTQ2RkJF5//XVs3LgRQ4YMwcaNGzFq1CgkJyc3We5KSkpqkDV3BsXkxwIcQJMCHJ0XT2yG8fPPPyMsLAy1tbUN7gBHjBgBFxcXfP311y3az6RJk5Ceno7Y2NhO4VXR0WjOSKq0tBRnz57F008/jR49enSKElRtbS0SExNhaGiIXr16afTOnnOO8vJy9RivVCpVu+VpaWnBysoKW7duxQ8//ICdO3e2idR3YGAg+vbti2+//Vb9nIuLC1588UWsXLnyvu1VGUZ+fr7g/03QbIbRm/HYNa1cwHOdI8N47Gb0li1bBsZYk4+jR48+8P2c8xZfxBYvXoyTJ09i165dQrCog5aWFnx8fPDmm29i//79uHDhAhYsWICCggK89NJLGD16NM6ePYuYmBjcuXMHrbxh0TjKy8sRFxcHW1vbh7ZQbQqMMRgbG8PR0RG+vr4IDAwkO1uZDAsWLIC7uzvWrFmDWbNmtQkHRiaTIS4urkEmDQDPPPMMTp8+3eR7/f39YWNjg5EjR+LIkQfJDwFTp06Fj48PZLKGt81RUVHQ1tZu9jhPHFQZRmsenQSPXcB44403kJKS0uQjICAA1tbWUCgUKChoqAh8586dFontLVq0CDt27EB0dDScnZ3b6nS6PFRGUt27d4ejoyMSEhLw2muvIT09HdOnT8fQoUPx1ltvYd++fSguLm7XAJKTk4Pk5GT06dOn3QQWVWZHurq6KC8vx9y5c/Hjjz8iPz8fn332mcaPV1BQAIVCcd/5de/e/T7JcRVsbGwQERGBXbt2Yffu3XBzc8PIkSNx/PjxRrdfv349CgsL8dFHH6mfKysrw4wZM/D2229j0KBBmjuhxwFdOGA8sSUpVdN727ZtePnllwEQScrBwaHZpvfrr7+OnTt34ujRo/Dw8GjR8R5mhPf48eNYvXo14uLikJ2dja1btzZphdmZUV5e3iiLur6R1IkTJxoYSQUFBbUJH0PVd5HJZPD09Gz3Hsr58+fxz3/+E6tWrcKoUaPa9FjZ2dmws7PD8ePHGzS5P/roI+zYsQNXrlxp0X5Gjx4NsViMP/74o9HXDx8+jFGjRuHUqVMICAjAzJkzERcXh5iYmE6hHvCI0GxJyonx2OWtXMArnaMk1fHdxg6CiYkJZs6cibfffhtWVlbqsdq+ffs2aDq6u7tjwYIFWLBgAQBg/vz5+OGHH7Bnzx6Ympqq79IMDQ2bvLi98cYb2Lt3L3bs2KE+1tixY5sc4a2oqIC3tzfCwsIQFhamwbNvfzxoCupBRlJRUVH45JNPoKuri6FDhyIkJEQjRlJSqRQJCQmwsrKCm5tbu/ZQOOf48ccfsXnzZuzatQsuLi5tfkwLCwtoaWk1amDUmqwqMDAQO3fufODrTz31FObOnYuwsDCsWLECP/30E86fP/84BAvNgwOo7ehFPBye2AwDoIvH22+/jZ9//rnBXX+PHj3U2zDGsHz5cnz44YfqvxtD/W3uhSZGeA0NDbF+/foum2E8DDjnyM/PV4/wnjt37pGMpIqKipCamgp3d/d2n2qTyWR47733kJeXh+3bt7crkz0wMBD9+vXDN9+oLaDh6uqKiRMnNtr0bgzPP/88SktLER0d/cBtqqur4evri/T0dHz++ed4++23H3ntnQSazTAcGI9d2soFLBAyjA6Hrq4u1q1bh3Xr1j1wm3sD6sPU2DU1wvukgTEGKysrTJkyBVOmTFEr2EZFRWHbtm1YuHAh7O3tmzWSUvl/FxQUtLsrHkB38zNmzMCIESOwfv36dteDWrx4MaZNm4aAgAAMHjwYmzZtQnZ2NubMmQMA6uz1+++/BwCsXbsWjo6O8PLygkwmw48//og9e/Zg165dTR5HT08Pb731FhYuXNhVjJE6Bl14rPaJDhjthdzcXGhpad03othU41HA/WCMwd7eHtOnT8f06dPVcuNRUVFYu3Zto0ZSpaWliI2NRY8ePeDn59fuF+uLFy9i7ty5+PTTTzuM2Dl58mQUFhZixYoVyMnJgbe3Nw4cOICePXsCAG7evNlge5lMhrfeegu3b9+Gnp4evLy88Oeff2L06NHNHkssFkMkEgkiiU1BCBhPJpYtW4ZPP/20yW2aGkdszQivgPvBGEPv3r3Ru3dvzJ49u4GR1Mcff4ykpCRIpVJMnDgRs2bNavd+RWRkJDZs2IBffvmlwxnS8+bNw7x58xp97d4x8yVLlmDJkiXtsKonFELAeDLxxhtvYOrUqU1u4+DggLNnz6pHeOuzZe/cuYPg4OC2XuYTA5FIBG9vb3h7e8PFxQXLli3DRx99hFu3bmHx4sUtMpLSBGpra/HBBx+oJVRaIjEi4AmCEDCeTFhYWLSICdu/f39oa2vj0KFDDUZ4U1JSNDaj3hqtIAA4duwYFi9erBb+W7Jkibqm/Tigd+/eiI6ORrdu3QAAS5cubWAkNXPmzAZGUsHBwTAzM3vkAFJYWIhXXnkFgwcPxu7duwVCp4D7oUSXDRhP9JRUe2Lu3Ln4448/GijjFhcXNxirvXeEt6KiAhkZGQCAQYMG4Z133sH48eNhZmbWQAMoMjISU6dObaAVtHXr1gdqBV2/fh3e3t6YMWMG5s2bh5MnT2LevHnYuXMnJk6c2A6fRueAykgqKioKx44dg0wmQ1BQEEJCQh7KSCohIQGzZs3C8uXL8fzzzwvlxscHmp2S6s547MutXMDazjElJQSMdsLDjPA+SDV0+vTp2LZtm/rv1moFLV26FLt370Z6err6uVdffRVJSUk4c+aMBs62a6KsrOyhjKQ459i9ezfWrFmDH3/8EV5eXu28cgFtDM0GDCvGY19q5QI2CgFDgAYgk8mgr6+PHTt24KWX7n4L58+fj8TERBw7duy+9wQHB6NPnz7YsGGD+rlff/0VL7/8MqqqqlrFbXhc0ZiRlKGhodpIasCAAZBIJJDL5fjkk0+QlJSEn3766YlRLX7CoNmAYcl47IRWLmBz5wgYwuxbF8fDaAXl5uY2ur1cLr9PW+tJBWMM5ubmmDhxIjZu3Ii4uDhERkbCzc0NO3fuREhICMaNG4fBgwdDLBZj3759QrAQ0DKomN6teXQSCAHjMcG99fLmRnYb276x5wUQGGOwsbHB1KlT8d133yE+Ph7ffPMNZs2ahc8++0yjze2NGzfCyckJurq66N+/P06cONHk9seOHUP//v2hq6sLZ2dnbNq0SWNrEdAG6MLig0LA6OJ4GK0ga2vrRrcXi8UwNzdvs7U+TmCMoVevXvjnP/+p0SCrMjt67733cPHiRQwaNAijRo26j1ynwvXr1zF69GgMGjQIFy9exLvvvot//vOfzbKyBXQgVFNSQsAQ0N6QSCTo378/Dh061OD5Q4cOPXBkNygoCIcPH75ve39//xb1L1pzB5yTk4OXX34Z7u7u0NLSeqK0sB4Ga9asQXh4OF577TV4eHhg3bp1arnxxrBp0ybY2tpi3bp18PDwwGuvvYbp06dj9erV7bxyAS2GkGEI6EgsXrwY27Ztw+bNm5GSkoLXX3/9Pq2g+mq3c+bMQVZWlto7ZPPmzdi2bRveeuutZo/V2jvgmpoaWFhY4J133kFgYKBmTvgxxcOYHZ05c+a+7UNDQxEbG4va2k5U/BZwF0LAENCRmDx5MtauXYsVK1bAx8cHJ0+evE8rqP4F3cnJCQcOHMDx48fh4+ODTz/9FF999VWLOBitvQN2dHTEV199hfDw8Ab+0ALuhzDA8ISgCwcMgendBaFUKjFs2DB069ZNbWgzb948hIeHw9fXFwEBAQ0kRxqzpA0JCcGFCxdadVzVHfC9mUhL7D4FtBzCAMNjjg5mejPGvgUwAoAtgAoApwG8wzlPae69QobRBSESibBt2zZER0djy5Yt6ueXLl0KuVzeZvXrh7kDFtByCAMMTwg6PsOIBRAOwANAKIhncpgx1mwDUwgYXRTOzs5YvXo13njjDdy4cQNRUVGIiIjA9u3bYWBg0KbHbu0dsICWoSMGGAR0ADo4YHDOv+acn+CcZ3LOLwBYBso2nJt7r1CS6sKYM2cOfv/9d0ybNg2ZmZlYvHgxhgwZ0mbH05Tdp4AHo7VmR3PmzMH69evxxhtvYPbs2Th16hS2bduGHTt2dNg5CGgGnUitljFmAOAVADcBZDa3vRAwujg2bdqEXr16oVevXvjkk0/a9Fj174Dry5AcOnToiRItbEu01uxINcCwaNEiREREwNbWtsUDDAI6CJ0gYDDG5gH4AoABgFQAIznnNc2+kXPemoeAToZly5ZxfX19rqury5OTk9v8eDt37uTa2tr822+/5cnJyXzhwoXcwMCAZ2Zmcs45nzZtGp82bVqD91y8eJFfvHiRDx06lI8bN45fvHiRJyUltfiYGzZs4I6OjlxHR4f7+fnx48ePP3DbXbt28aeffppbWFhwQ0NDHhAQwPfu3ftwJytAAKG118kmH/0l4NyhdQ/Q3X9svces+vsEsAIUipp6DKu3vQkAFwDBAP4AcBGAfnNrFwJGF0ZMTAwXi8X8wIEDfNy4cTwgIIDL5fI2P+6GDRt4z549uUQi4X5+fvzYsWPq10JCQnhISEiD7Rv78vbs2bNFx9q5cycXi8X8m2++4cnJyXzBggXcwMCA37hxo9HtFy5cyFeuXMnPnTvH09PT+YcffshFIlGTQUaAgGag2YAhBufWrXsAiG1qnwAsALg382g0IACQAKgEMK25tQtqtV0UUqkUvr6+GDJkCL799lvk5ubCy8sLb731Ft59992OXp7G0Frp9sYQEBCAoUOH4j//+U9bLVPA4w3NqtWKGY9tpQkjK2o7tVrGmA6AYgALOeebm9pWmJLqonj33XchlUqxZs0aADReuWHDBnz44YdITEzs4NVpBg/DfG4M5eXlgpKsgM6DDpySYoz1ZowtZYz1Z4w5MMYGAfgVQA2A/c29XwgYXRDHjx/HunXrsHXrVhgZGamfnzJlCp577jmEh4dDLpd34Ao1A03wPjZs2ICsrCxMmzatLZYoQEDr0bFjtTUAhgE4CCADQCSAcgBBnPNmf1StLUkJENBuYIzZArgNIJhzfqLe88sB/B/n3L2Z908E8AOAKZzzP9p0sQIEtBCMsb9APYfWoIBz/mxbrKc1EMZqBXRmFABQALC+53krAHlNvbFesAgTgoWAzoTOcOF/WAglKQGdFpxzGYA4AE/f89LTIP2bRsEYmwTgRwDhnPPf2m6FAgQ8WRAyDAGdHWsA/MAYiwFwCsAckIzBJgBgjH0PAJzzsLq/p4Ayi7cAHGeMqbITGee8qJ3XLkDAYwWhhyGg06OOlboEgA2ARACLOOfH6147CgCc82H1/g5pZDfHVNsIECDg4SAEDAECBAgQ0CIIPQwBAgQIENAiCAFDgAABAgS0CELAECBAgAABLYIQMAQIECBAQIsgBAwBAgQIENAi/D9Otmdlx24qKwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "eigenvector1 = TB_semenoff.Evec[190,:,0]\n",
    "eigenvector2 = TB_semenoff.Evec[190,:,1]\n",
    "\n",
    "wfunction1 = oplot.wavefunction(basis=TB_semenoff.basis,vector=eigenvector1)\n",
    "wfunction2 = oplot.wavefunction(basis=TB_semenoff.basis,vector=eigenvector2)\n",
    "\n",
    "wplot1 = wfunction1.triangulate_wavefunction(20)\n",
    "wplot2 = wfunction2.triangulate_wavefunction(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see nicely that the eigenvector has been changed from before--while still resembling the symmetric and antisymmetric combinations we had above, now the charge distribution lies predominantly on one or the other site. Try changing the momentum point where you evaluate this, or increasing/decreasing the size of the mass term to observe its effect. I can compute the photoemission again, resulting in a gapped spectrum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initiate diagonalization: \n",
      "Diagonalization Complete.\n",
      "Begin computing matrix elements: \n",
      "||||||||||||||||||||||||||||||100%\n",
      "Done matrix elements\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment_semenoff = arpes_lib.experiment(TB_semenoff,arpes_args)\n",
    "experiment_semenoff.datacube()\n",
    "_ = experiment_semenoff.spectral(slice_select=('x',Kpt[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = experiment_semenoff.spectral(slice_select=('w',-0.0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In addition to the gap, we also see the modification of the eigenstate manifest in the redistribution of spectral weight on the Fermi surface, which no longer features the complete extinction of intensity on the inside the cone."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While the Semenoff mass does not break time-reversal symmetry, Duncan Haldane proposed a different form of perturbation which would have this effect. The Haldane model introduces a complex second-nearest neighbour hopping which has opposite sign on the two sublattice sites. I'll define again a function to introduce this perturbation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def haldane_mass(TB,mass):\n",
    "\n",
    "    Hnew = []\n",
    "    vectors = [TB.avec[0],TB.avec[1],TB.avec[1]-TB.avec[0]]\n",
    "    for ii in range(2):\n",
    "        for jj in range(3):\n",
    "            Hnew.append([ii,ii,*vectors[jj],-(2*ii-1)*0.5j*mass])\n",
    "            Hnew.append([ii,ii,*(-vectors[jj]),(2*ii-1)*0.5j*mass])\n",
    "\n",
    "    TB.append_H(Hnew)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This function generates the simplest form of Haldane mass, with fixed phase. You can try modifying the above function to allow for arbitrary phase. \n",
    "\n",
    "I'm going to define a separate tight-binding model for this perturbation, identical to the unperturbed p$_z$-only basis I used above. I'll then add a Haldane mass term which will result in roughly the same energy splitting as for the Semenoff mass."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c2008a160>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "TB_haldane = build_lib.gen_TB(basis,hamiltonian_args,kpath)\n",
    "haldane_mass(TB_haldane,0.3)\n",
    "TB_haldane.solve_H()\n",
    "TB_haldane.plotting()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Evidently, we have effectively the same dispersion as before--breaking time-reversal symmetry now has the effect of gapping out the Dirac cone just as inversion symmetry breaking did."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, I can of course also choose to add both a Haldane and a Semenoff mass. For a critically large Haldane mass, I enter a topologically non-trivial phase. In this case, it is useful to consider both inequivalent Dirac points in the unit cell. So I use a modified k-path here:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c200aed30>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dwoS51TiSJ3KsWbOGNWtGKnYNDg4Ri9kkjjBIbjsTTO4QYvJMxHTt51ThCP/nz8tz0xJYHtrb2/0OYcLS1UPctGkTmzZtGn586FAvqjYDKgyS284EU7oeWLr2i8o1aC/PTUtgRSZTPcREdgHZmMLKd0mVqPTAvGQJrMhkqoeYyKbwGlNYmVZlTiUqPTAvWQIrQg0N1Rw4kLkah9VBNKawamrKKSsryelm5v7+QQ4d6g19GSmvWQIrQk45KRtCNOZoEpG0BX2T2RfI3Nh9YHlYsGCB3yEURENDDe+80zFq244dO0Y9tiHE8EhuOxNcTjmp0Tcyp2q/KH3+duzYgYh4cmzrgRWhxsbqrJM42tu7ERkZtzfGTFxdXVVOPTCrg5gbS2B52L9/v98hFERDgzOEmFgP8Z577uGee+4ZftzW1kVdXRUlJd58czKFk9x2JrhSrcqcqv2i1APz8ty0BJaHgwcP+h1CQaSqh/joo4/y6KOPDj+OwlLmxSK57UxwpVqVOVX7RakH5uW5aQmsCKUrJ5XIllIxpvBS9cBScXtgNgsxM0tgRShdNY5EtpSKMYXn9MC6sy5n1NraxaRJpVRXlx+lyMLJElgRSlcPMZHdRGlM4dXWVtLfP0R390DG/ZzPX7Vns/eiwqbR5yEK1egh9RBiVdXoZNXS0jWc6EywJbedCa7EclJu7ypV+0XpGrSX56clsDxEYT0wSD2E+Nhjjw3/u6urn66u/uH9TLAltp0JtsRyUrNnTwVSt1+U6iA+9thjdh+YKZzKyrKM9RDd7dYDM6aw3CVVsk3ksCH83AQ+gYnIjSLypoj0iMiLInJBlv0/HN+vR0TeEJHrJ3pM1759+8b7NgKnsbFmVD3Eu+++m7vvvhsY6ZlZDywcEtvOBNtID2zkZuZU7dfW1h2ZGYhenps5JTAROUFEPi0iXxWRr4vIX4nIhSLiaZkGEVkK3A+sBhYBO4HHROS4NPvPB7bF91sEfA34BxG5crzHTNTR0ZFtl9BoaKge1QN78sknefLJJwHrgYVNYtuZYBu5BjbSA0tuP1WNVA/My3MzYwITkb8QkReA3+P8wb8MOA/4NE6i2C8ia0TkeI/i+0tgvao+pKq/U9WbgX3ADWn2vx54T1Vvju//EPDPwG0TOGYkOQV9U0+jtx6YMd4YWZU5fTmpQ4d6GRzUyFwD81LaSRwi8hIwAKwHrlTV5qTnJwGLgauBXSJyo6r+sFCBiUgFcDaQXIfkcZwkmsri+POJfgp8SkTKARnHMYd1d3ezZMmSUduuuuoqbrzxRrq6urj00kvHvGbZsmUsW7aM1tZWPv7xj495/oYbbmDp0qU0Nzdz7bXXjnn+1ltv5fLLL2fPnj18/vOfH/P8ypUrueiii9i9ezcrVqwY8/zq1as577zz2LlzJ3fcccfw9j17FtDePp3du3ezcOFCYrEYe/fuZcmSJTQ3zwVOYtmyP+M731nDggUL2Lp1K/fee++Y42/YsIG5c+eyceNGHnjggTHPb968mRkzZrB+/XrWr18/5vlt27ZRXV3NmjVrUq7c6hY6veeee8bc0V9VVTV8Afzuu+8e801v+vTpbNmyBYDbb7+dZ599dtTzc+bM4ZFHHgFgxYoV7N69e9Tzp5xyCuvWrQNg+fLlvPrqq6OeX7hwIU1NTQBcc801vPPOO6OeX7x4MV/72tcAuPLKK2lraxv1/IUXXsiXv/xlAC655BK6u0f/Ubvsssu47Tbnu1fyeQcj597Q0BAvv/zymH2Ceu65mpqaWLhwIdu3b2fVqlVjnl+7dm3kzj3n9q+P8J3vfJ8vfvFcAH7/+9/T2dk53H7d3ZXA4uEeWJDPvVz+7iV/rgopUw9spap+UFX/MTl5Aahqr6ruUNXrgdOAtwoc2wygFEguQLgfmJnmNTPT7F8WP17exxSR5SKyS0R2DQ0N5R59wJWX99PfX57yhsr+/nJEhigtHfQhMmOiSwRKS/vp60v/p7e/35lebz2wHKhq2h9gSqbnvfwBjgUUuCBp+1eAV9K85lXgy0nbPhw/zszxHDPxp7a2VqPi3nt3KtylsVi3qqpeccUVesUVV6iq6mc+86967LH3+hmeyUNi25ngmzevSa+99kfDj5Pb77HHXlO4S3fufNuP8AruiiuuUGCXepAnst0H9r6IbAK+rao/L2jmzK4VGGRsz6iRsT0o1/tp9h8A2nCGEPM95rATTzwx2y6hkViNo7a2cni4w9lmNzGHSWLbmeCrq6scXrASxraf+1xUSrlt2bLFt/vA/go4E/h/IvKKiNwmIo2eRJJEVfuAF4GLk566GGfmYCrPAhel2H+XqvaP85iRlKkeopPAbAKHMV6or68aU5E+UdQSmJcyJjBVXaOqH8SZbv448NdAs4j8SEQuEe8Ldd0HLBORz4rIaSJyP84w4IMAIvKwiDycsP+DwBwRaYrv/1lgGaMnbWQ8ZibvvvtuYd5VACSXk7r99tu5/fbbAadXZj2w8EhsOxN8yYtaJrefm8DcKfdh5+W5mVMpKVX9JfAFEbkN+BhwHbAV2Cci/6Sq/8uL4FR1o4hMB1YCs4BfA5eq6t74Lscl7f+miFwKfBNnWvx7wBdUdUsex0yrs7OzAO8qGJIL+ibO0LMhxHBJnl1pgi15CDG5/drbu5k6dRJlZYGvM5ETL8/PvGohxofgNgIbReSjwMPAnYAnCSz+O9cAa9I8tyTFtqeBPxjvMYtFuiHE3t4BOjp6bQjRGI+4i1qqasprQ7aUUe7ySvEiMiU+rfw54Cc4NwDfluVlJoAqK8uYMqVizKKWra3uTczWAzPGC/X1VfT1DaZdUsVZTNYSWC5y6oGJyIeBzwBXAkPAJmCFqj7nYWzGYw0NY6txWBUOY7yVakmVRO3t1gPLVcYEJiJ34JSNOhF4Hvgi8ANVTb8SYoRVVFT4HUJBJdZDnDNnDgD79h0GYObMyb7FZfLjtp0JB7ecVHt7N7NnTx3Tfu3t3Rx//DQ/QvOEl+dnth7YCuARnPvAfutZFCExf/58v0MoqMbGGt5++xDAcEml7373JQBmzbIEFhZu25lwcHtX7lT65PaLWg/skUce4Xvf+54nx86WwGarar8nv9n4rqGhmhdfHL1EjNsDmzVrih8hGRN5iUOIyYaGNHIJzEsZE1hi8hKRG4GbgPnAmar6hoj8NfCGqo6thBlBzc1jSkKGmlOR/giqyi233ALAwMB/pba2kspKW6w7LNxCum5xVxNsIxXpnR5YYvsdPtzL0JBGKoGlKvRcKLlO4lgBfAn438DfJTz1LvA/cCZ1RF5XV+rlR8KqsbGG/v4hYrGe4YrR06efZ8OHIeNltW9TeG4PzL0XLLH9oliFw69q9ImuBz6nqvfj1BV0/QdwRsGjMkfFnDlTAXjnnZGFOvftO2zDh8Z4aOrUSZSUSMohxLa26CUwL+WawI7HqViRrB+w/9MhNXeuM9OpufnQ8LZ9+zqtB2aMh0pKhNraypT1EN0emN0HlptcE9gbpK5ucSlQ9LMTw+q445wE5s5EVHV7YJbAjPFScjkpVxSHEL2U65X6e4BviUg1zpIki0XkWpzrYp/xKrigqays9DuEgjrmmBrKykpobu7glFNOobdXeOaZQRtCDJlTTjnF7xBMnpyCvk4PLLH9opjATjnlFJ5++mlPjp1rMd9/EpEyYDVQDWzAmcDxBVXd6ElkAXT88cf7HUJBlZaWMGfOVN5++xCPPLKO3bvf5+GH1w73zEw4rFu3zu8QTJ6cJVWcZJXYflGrRA/O+3vooYc8OXbOc6VV9SHgIRGZAZSo6gFPIjJH1dy5U4eHEN966yAA8+bV+hmSMZFXV1c5/HlL1N7ezeTJFVRUlPoQVfjkfbOPqrZ6EUgY7N2bdcWV0Jk7dxo7dzazfPlyfvWrGqDWEljILF++HLCeWJgkXgNLbL8o3sTsvj8vpJ3EISLbReRD2Q4gIrUicqeI3FzY0IKnpyf9KqphNX9+Lc3Nh3jllddobj7M5MkVNgMqZF599VVeffVVv8MweXCHEFV1VPtFMYF5eW5m6oE9AvyLiHTjLJ2yC2f5lB6gDjgd+BDwx8C/4kzoMCFz2mkzGBxUurur6OmpZN682pRrFBljCqeurorBQaWzs2/U9igmMC+lTWCqul5Evgf8GfAJnFWY3av7ijN9/qfAIlXd43Wgxhunn94AQFdXDV1d1Zx0Ur3PERkTfYkV6RO1tXVz5pmNfoQUSrnUQvx+/AcRmYZz43KbFfmNhgULZiAChw9Pobu7mg984Bi/QzIm8kYK+o6+LGGLWeYnr0kcqnoIOJR1x4iqro7eKsXV1eWcdFI9zc1DgHDWWZbAwmbhwoV+h2DyNLKkSvdw+6lGsxL9woUL/b0PzDjmzp3rdwieuOiiE3jggXYAliyZ528wJm9WhT58EivSu+13+HAvAwNDkUtgTU1N3H///Z4cO9dSUibCrrtuEWVlJVx11RmR+/AYE0TJFekT/22fwdxZAsvDm2++6XcInjj77GP5kz/5PaWl/+p3KGYcrrnmGq655hq/wzB5GOmBdQ+3X1QTmJfnpg0h5qGvry/7TiHV1ha9m7SLxTvvvON3CCZPkydXUFZWQizWM9x+UU1gXp6fOfXARKRJRM70LApjjCkiIkJdXeWoNcGimsC8lOsQ4geBX4rICyKyXESmehmUMcZEXV1dFe3tI9PobTHL/OWUwFT1fJzKG08BXwHeE5GHReTDXgUmIpNE5B9EpFVEjojIT0RkTpbX3C4ivxCRDhFpEZGtyT1HEVkvIpr085xX78MYY1JJrEgP1gMbj5wncajqHlX9n8Bc4GpgMvC4iLwmIn8tIoUu4dAEXIlTBeQCYCrwqIhkKtO8BFgDnAf8F2AA2J4itu3ArISfS3MJaPLk6C70uHjxYhYvXux3GGYcrO3CyRlC7Bluv/b2bqqry6msjNbUBC/PTVHV/F4gMgknsVwHfBh4GpgJHA8sV9XvTzgop+JHC/BpVf1efNtcYC9wiar+NMfjTMa58fpPVXVrfNt6YIaqXpZvXOecc47u2rUr35cZY8wYf/EXP+K5597h9de/AMBnPvN/eOKJN2huvsXnyApPRF5U1XMKfdyce2Aico6IrMEp6Pt14DngZFW9UFXPAO4EvlmguM4GyoHH3Q2q2gz8Dqd3laspOO8xlrT9QyJyQEReFZGHRMSKjxljjqpUkzhs+DA/OfVVReRXwAKc4r3LgH9T1cGk3b5P4RLYTGAQSF57bH/8uVzdD+wGnk3Y9n+BHwFvAvOAVcC/i8jZqtqbfAARWQ4sB6iqiu7JdeWVVwKwZcsWnyMx+bK2C6f6+ioOHuzhiiuuRATa2y+LZAJzz08v5DrYugn4rqq+m24HVW0hS49ORFbh9NQy+UimQ+BUws9KRO7DWe7lQ4nJVlV/kLDbr0TkRZyhyY/iJLZRVHUdsA5gypQp+Y23hkhbW5vfIZhxsrYLp7q6SlThwIFDlJUN0N7ezYIFM/wOq+C8PD9zSmCqeneBfl8TzjpjmbwNnAuUAjNwroW5GoFnsv0SEfkmzkSTj6jqG5n2VdX3ROQd4ORsxzXGmEJxy0n195cNJ7D6+kqfowqXXIcQv5vmKcVZ4PL3wEZVfS/TcVS1lbHDgql+34tAP3AxI0u5zAFOA3Zmee39OMlriaq+ksPvmgHMxrm2Z4wxR4U7XDgwUIaqXQMbj1yHEBtwprIPAb+ObzsTZ0jvReAK4G9E5AJV3T3RoFT1kIh8B/iGiBwA2oD7gJdxpsADICKvAN9S1W/FH/8jcC3wp0BMRNzrZZ2q2hmflXgXsAUnYc0DvgYcAH480biNMSZXbj3EgYFyhoZK6O0dZPr06C3Z5KVcE9jPgU7gOlXtAhCRauAh4Jc491E9DNwLXFig2G7BuY9rI84imk8Cn0yaPLIAZ5jRdWP8v08mHeurOIlrEPhPwCeBWpwk9hRwlaoezhbQ1KnRLUBy4YWFajZztFnbhZM7hHjqqYuYOxd+9jONZA/swgsv9Gw9sJzuAxORfcB/UdXfJW0/HXhSVWeJyCJgu6pO9yTSALD7wIwxhfLuux3MmfNNHnzwo5x77hwWLlzLli1XccUVp/kdWsH5fR/YZJyKFclLxdIkAAAZE0lEQVRmxp8D6MCq2xtjTE5GVmXusTJS45Rrwvkx8B0R+RLwC5zJG3+Ic0OzO/X8D4FXCx5hgLz22mt+h+CZSy65BIDHHnvM50hMvqztwqmqqpxJk0pZt24DGzd2AqdEMoG556cXck1g1+NMongk4TUDwHeB2+KPfwd8rqDRBczQ0JDfIXimu7s7+04mkKztwquurorubigvd/62RDGBeXl+5jPkdxNwK3AizuzD36vqEffJQsw+NMaYYlJXV0lLSxn9/eVANBOYl7JeA4tXfz8ELFDVI6r6sqr+MjF5GWOMyV99fRUDA+UMDJQxaVIpVVU2jSAfWRNYfNr6XqDC+3CMMaZ41NVVMTDg9MDq66sQEb9DCpVc0/3dwN+JyDXxahpFqba21u8QPHPZZXmvLmMCwtouvOrqKikvn8qMGbVANG9ivuyyy3y/D+xXwHycJU7eAUYNH6rqWZ5EFzB2H5gxppBWrPi//NM/7WbRopmowtNPL/M7JE94dR9Yrj2wzYX+xcYYU+zq6irp6OjlwIEjkaxE77Vcq9F/1etAwmDPnj1+h+CZJUuWALBjxw5f4zD5s7YLL7ec1J49+1m8eI7P0XjDPT+9kM+KzJUi8nER+Z8iUhvfdqKI1HsWnTHGRJhb0HdoqNSm0I9DrsupnIRTBX4yThHcHwIHgRvijz/rVYDGGBNViUnLElj+cu2BNQGPA8cAibdV/4TMKygbY4xJwx1CBEtg45HrJI7zgHNVdTDpPoW3gWMLHpUxxhQBdwgRLIGNRz63fZen2HYcTpWOolBfH93LfVdddZXfIZhxsrYLr8SkFdXFLK+66irf7wP7AXBEVa8TkcPAWTirJP8f4A1Vvc6T6ALG7gMzxhRSX98gkyatAuCllz7PwoUzs7winPy+D+wvgadEZA9QibNK8knAfqBovv5FuRp9V1cXANXV0fwWGGXWduFVUVFKdXU5XV39kR1CdM9PL+R6H9h7IrIQ+ATwBziTP9YB31PVolnLIcrrgV166aWA3UsURtZ24TYwcBiojGwCc89PL+R8DSyeqL4b/zHGGFMA5eUD9PcPUVOTapqBySTnBCYic4ELgEaSpt+r6n0FjssYY4pCWdkAZWUDVol+HHK9kfkvcHpeA0ALkDjzQ3FWazbGGJOn3t4KhoZyLopkEuTaA/sb4F7gy/H1wYwxxhRARUUfg4OlfocRSrkmsGOAbxd78poxI7rVopctW+Z3CGacrO3Crba2kZ6efr/D8MyyZct8vw9sE/BjVf0XT6IICbsPzBhTaPPmNbF37yG6uu6gqiqaEzn8vg/sCeB/i8gZwK+AUV8XVPVHhQ4siAYGBvwOwTOtrc5C21HuZUaVtV24tbc7dyLFYj2RTGDu+emFXBPY2vh/70jxnAIFH8AVkUnAPTj3nlUBTwI3quo7GV5zF/CVpM37VXVmwj4S32c5UAc8D9ykqr/JFtPrr7+e57sIj49//OOA3UsURtZ24TUwMMThw32Ak8iOPXaKzxEVnnt+eiGnqS+qWpLhx6urj03AlTgJ7AJgKvCoiGT7fXuAWQk//ynp+S8BtwI3Ax8EDgBPiEj0zhxjTKAdPNgz/G+3J2Zyl08x36NGRKYB1wGfVtUn4tuuBfYCFwE/zfDyAVV9P81xBVgB/J2qbolv+xROEvtzRnqaxhjjucSkZQksfxl7YCKy0119Of74a4krMIvIDBF524O4zsapfv+4u0FVm4Hf4SztkskJIvKuiLwpIj8QkRMSnpsPzEw6bjfwTA7HNcaYgorFLIFNRLYhxHOBioTHN+GswOwqBWYXOiicJDMIJF/92x9/Lp3ngWXAJcDn4vvuFJHpCcd1j5PTcUVkuYjsEpFd/f3RnepqjDn6rAc2MfkOIU6o1omIrALuzLJbphWehdFVQEZR1ceSft9zwBvApxhdLST5GGmPq6rrcAoXc+KJJ2a/5yCkbrjhBr9DMONkbRdesVj0r4HdcMMNnt0HdrSvgTUBj2TZ522cnl8pMAOndJWrEWe4Lyeq2ikivwFOjm9yr43NBJqTjpvcKxujrq4u118dOkuXLvU7BDNO1nbh5SatsrIS2tq8W3bET0uXLuXqq6/25NjZEpgytmcy7l6IqrYydlhwDBF5Eedes4uB78e3zQFOA3bm+vtEpBI4FXgqvulNnCR2MfCLhH0uAP4q2/H6+vpy/dWh09zs5PO5c+f6HInJl7VdeLnXwObMmUx7e0+WvcPJPT+9kC2BCfCIiPTGH1cCD4mI+1VhkhdBqeohEfkO8A0ROYCz+vN9wMvA9uHgRF4BvqWq34o/vgfYitOLawS+DNQA/xw/ropIE3Bn/LWvAiuBTuKJMpM333yzYO8xaK699lrA7iUKI2u78Gpv76a0dID29rdpb5+e/QUh5J6fXsiWwP456XGq4b+HCxRLsltwqt9vZORG5k8m1WNcgDPM6JoD/AsjQ4/PAeeq6t6Efb4eP94/MnIj839V1cMevQ9jjEkpFuuhrGyA8vKByF4D81LGBKaqnz5agaT43T04NxvfnGEfSXqcdaBVneKPd8V/jDHGN+3t3ZSV9VNW1m8JbBxsERpjjPFJLNZDebmzoKUlsPxZAjPGGJ+4PbDy8n46O/vo6yvqFavyFshSUkE1c2ame6jD7dZbb/U7BDNO1nbhFYt18wd/cBonnFDNgw82E4t1c8wxk/0Oq6BuvfXWyNwHFmrTpk3zOwTPXH755X6HYMbJ2i682tu7+cAHzuLss2fx4IPNtLVFL4F5eX7aEGIeenqieZ8GwJ49e9izZ4/fYZhxsLYLp+7ufnp7Bxkc7OTIkTYgmtU4vDw3rQeWh71792bfKaQ+//nPA3YvURhZ24WTm6y2bv0hO3Z0AB+MZAJzz08vWA/MGGN84NZBLC/vp6zMWe09ignMS5bAjDHGByN1EAcoL+8ftc3kxhKYMcb4wK2DWFbWT2npIKWlYgksT5bAjDHGB4k9MBGoq6uyBJYnm8SRh1mzZvkdgmdWrlzpdwhmnKztwsm9BnbHHSuoqSnjppteiWQCW7lypd0HFgRTp071OwTPXHTRRX6HYMbJ2i6c2tu7KSkRLr/8v1FSItTX76WtLXoJzMvz0xJYHrq6orngHMDu3bsBWLhwoc+RmHxZ24VTLNZNXV0lL7/8SwCmT69i375On6MqPPf89IIlsDx4uTCb31asWAHYvURhZG0XTu3tPdTVVQ2333HHfZHf/KYly6vCx31/XrBJHMYY44NYrJv6+qrhx/X1NokjX5bAjDHGB7FYD3V1lcOP6+ur6Ojopb/fKtLnyhKYMcb4oL19bA8M4ODB6NZcLTRLYMYY4wN3EofLTWA2jJg7m8SRh9mzZ/sdgmdWr17tdwhmnKztwkdVOXjQmcThtl9HRzQT2OrVqzn//PM9ObYlsDxMnhytdXoSnXfeeX6HYMbJ2i58Dh/uY3BQqaurHG6/F154F4heAvPy/LQhxDx0dkbvHg2A5uZDnHrqfdx00/f9DsWMw86dO9m5c6ffYZg8uHUQ6+qqhttv+nSnBxa1m5m9PDetB5aHd9991+8QPPHtb/8He/Yc5tVXD3HvvQNUVtppESZ33HEHYPeBhYlbRqq2tpI77rgFgB//+DEgej0w9/z0gvXADNu2/R4A1RJ+9rO3fY7GmOgb6YGNTOKYNq0SkeglMC9ZAityAwND/OpX+5k58z0AXnppn88RGRN9bg+srm5kGn1JiVhF+jxZAitye/a00ts7SG3tQSZN6uHllw/4HZIxkZeqBwZWjSNfgU1gIjJJRP5BRFpF5IiI/ERE5mR5zVsioil+/i1hn7tSPP++9+8omNzaazU1nVRXd/HKK60+R2RM9Lk3Kyf2wMASWL6CfLW+CfjvwCeANuA+4FEROVtV09Va+SBQmvB4FvAisClpvz3AkoTHOdVumTt3bi67hcobb8QA+Pu//yr33fcbnn7aemBh09TU5HcIJk+xWA+lpcKUKRWj2q++voq2tmitetHU1MSiRYs8OXYgE5iITAOuAz6tqk/Et10L7AUuAn6a6nWqOqqUs4hcB3QAP0zadUBV8+51VVdX5/uSwHvrrYPMmFHNeeedwzPP9LBly1t0dvYxeXKF36GZHNkyKuETi3VTW1uJiIxqv/r6Kl57rc3HyArPy/MzqEOIZwPlwOPuBlVtBn4H5HRXnIgIThJ8RFWTv9KcICLvisibIvIDETkhl2N2dHTkFHyYvPXWQebPr2X79u0cPtw8vM2Ex/bt29m+fbvfYZg8xGI91NY6178S26++vjJy94F5eW4GsgcGzMQZ1ku+ILM//lwuLgbmA99O2v48sAx4BWgEVgI7ReQMVc341WffvujN0HvzzYN84APHsGrVKjo6pgJn89ZbBznzzEa/QzM5WrVqFWArM4eJU4neuf6V2H7Tp1dz8GAPg4NDlJYGtX+RH/f9eeGo/h8SkVVpJlkk/izJdAhAc/x1nwN+oaqjlgNV1cdUdZOqvqyq24HLcP4/fCpNzMtFZJeI7Orv78/xV4fD0JCyd+9B5s2rBaCy0rmwbD0wY7yVXMjXZRXp83O0U3wTcFqWnxeA93EmY8xIen0jTi8sIxFpxJkA8lC2fVW1E/gNcHKa59ep6jmqek55eXm2w4XK/v2d9PYODiew8vI+SkuFffsO+xyZMdGW2ANLZBXp83NUhxBVtZWxw4JjiMiLQD/OMOD349vm4CS4XAprLQN6gR/k8LsqgVOBp3I4bqS8956TqGbPngKACBxzzGT27YtmzUdjgiJbD8wSWG4COciqqoeA7wDfEJGLRGQRsAF4GRi+Iigir4jI/0h8bXzyxmeBH6jqmK6EiNwjIh8Wkfki8kfAZqAG+Gfv3lEwuYlq1qwpw9tmzbIEZoyXRpZSsQQ2UUGdxAFwCzAAbASqgCeBTybdA7aAscOMS3CGA69Jc9w5wL/EX9cCPAecq6p7swV0/PHH5xF+8LlDhbNmTWbt2rUA3Hbbf9DcfMjPsEye3LYz4dDV1U9//9DwEGJi+0Uxga1du5ZTTz3Vk2MHNoGpag9wc/wn3T6SYttTOJM90r3m6vHGVFk59htTmLk9rWOOmUxFxQIAZs16dXhdIhMOCxYs8DsEk4eROojO35PE9otiAvPy/AxsAguiQ4ei1TPZt+8wM2ZUU1FRytatWwGnN9bScoSBgSHKygI5wmySuG13+eWX+xyJyYVbB9G9Dyyx/dxtUUpg7vvzgiWwPLz/frRKJu7b18msWc4q0/feey8AV199D6rODMXZs6f6GZ7Jkdt2lsDCIbkSfWL7lZWVUFsbrZuZ3ffnBfuKXcScBDZl1DY3odlEDmO8ka4SvcsK+ubOElgR27fv8HDCcrkJze4FM8YbqdYCS2QJLHeWwIqUqvL++51jElhDg1OwuKUlWhWxjQkK64EVjiWwItXW1k1//9CYIcSGhhoAWlqO+BGWMZF38GAPIjBtmiWwibJJHHmYP3++3yEUTOI9YAAbNmwAoKamnMrKMuuBhYjbdiYcYrEepk2rpKTEudsnuf3q6ysjlcA2bNjAcccd58mxLYHloaIiOmtkuZM0Zs50EljiYp0NDdWWwEIkigutRplTB3Gk95XcfvX1VcRiPQwN6XCSCzMvz08bQsxDLBbzO4SCGemBOUOIGzduZOPGjYAzjGhDiOGR2HYm+NzFLF3J7VdfX8XQkNLR0etHeAXn5blpPbA8HDhwwO8QCub990f3wB544AEAli5daj2wkElsOxN8yZXok9vPrcbR1tY1KtGFlfv+vGA9sCLV0tJFVVUZkyePHRZtbLQemDFeSVeJ3jV9ujMTOErXwbxiCaxItbR0Dc84TGY9MGO8k3wNLNlID8wSWDaWwIpUS8sRGhvTJbAaurr66eqK1grUxgSB0wNLfRMzRLOgr1csgRUppwdWnfK5kZuZbRjRmELq6Rmgt3cwyxDiyDUwk5lN4sjDiSee6HcIBXPgwBFOP71h+PHmzZuH/z1yM3MXxx9fe9RjM/lJbDsTbCNVOEZ6YMntV1dXhUh0hhA3b95MQ0ND9h3HwRJYHsrKovO/q6XlyKge2IwZI+uCWg8sXBLbzgSbWwcxcXZhcvu5FelbW6PRA/Py/LQhxDy0tbX5HUJBHDnSR3f3wKgEtn79etavXw+M7oGZ4EtsOxNsqeogpmq/6dOrI9MD8/LctASWh9bWVr9DKAg3MSXOQhydwKwHFiaWwMIjVSX61AmsKjLXwCyBmYJyE1O6WYhTp06ivLzEemDGFFi2SvSuKPXAvGQJrAgdOOAksHSzEEXEykkZ44Fsa4G5otQD85IlsCKUaggxmfMBsm+AxhSS2wPLViLKPn+5sQRWhNyeVboeGNgQhjFeOHiwhylTKigry/ynd/r0ajo7++jrGzxKkYVTdOaFHwUnn3yy3yEUREtLF5MmlY6qg7ht27ZR+0yfXsVvf9tytEMz45Dcdia4kgv5Qur2mzHD+XLZ1tY1ZtHZsNm2bRs1NelHeybCElgeSkqi0WF16yCKjKw1VF09ujc2fbqtChsWyW1ngisW6xkzfJiq/dxqHK2t4U9gXp6f0fiLfJS0tESjR5KqDuKaNWtYs2bN8OP6emcMXlWPdngmT8ltZ4IrVSX6VO3nVqSPwjC+l+emJbA8tLe3+x1CQRw4cGTM9a9NmzaxadOm4cfTp1czMDDE4cN9Rzs8k6fktjPBlWoIMVX7RakeopfnZmATmIgsF5GnROSgiKiIzMvxdVeKyG9FpDf+348lPS8icpeIvCci3SKyQ0TO8OI9BFWmpVRc7gfIhhGNKZxsa4G5otQD81JgExhQDTwO3JXrC0RkMbAR+B6wMP7fH4rIHyXs9iXgVuBm4IPAAeAJEQn3QHMekusgppK4KqwxpjCyrQXmilIPzEuBncShqk0AInJOHi9bATylqn8bf/y3IvKR+PZPiDNrYQXwd6q6JX78T+EksT8H1hYq/qDq7u7nyJH+rAnMvgEaU1h9fYN0dfVnvYkZoKqqnKqqMvv8ZRHkHth4LMbptSX6KXBe/N/zgZmJ+6hqN/BMwj6RlstNzGDfAI0ptIMH3Soc2Xtg4EyltwSWmQR9llm8B/YLYL6qvpVl3z7gs6r6cMK2TwIPqeokETkP+DlwvKq+nbDPd4HZqvrfUhxzObA8/vBM4NcTfEtBNgOIRsXi4mNtF25Rb78FqlrwyzRHdQhRRFYBd2bZ7SOqumMCvyY5I0uKbbns4+youg5YByAiu1Q1nyHNUIn6+4sya7twi3r7icguL457tK+BNQGPZNnn7SzPZ/I+zhBhokZgf8LzxPdpTrOPMcaYEDiqCUxVW/G2m/wscDHwjYRtFwM74/9+EyeJXYwzLImIVAIXAH/lYVzGGGMKLLCzEEVkJk5P6ZT4ptNFpBZ4W1Xb4/s8CbygqrfH97kfeEZEbgd+DHwM+AjwIQBVVRFpAu4UkVeAV4GVQCfw/RzCWleQNxdcUX9/UWZtF25Rbz9P3l9gJ3GIyF3AV1I89WlVXR/f5y1gh6ouS3jdx4FVwAnA68CdqvqjhOclftzPA3XA88BNqhrlyRnGGBM5gU1gxhhjTCZRuw/MGGNMkSiqBCYi/1lEfiIi78brKy7Lsv+8+H7JP3+csM8yEelMet1JIvKGiPxURGpEZEl8uDMwRGS9iDyatO0yEekSkb+N14tc71N4Jkfxdkx1jm72OzaTWbbPoF9xZeLX39B0xy+qBAZMxrkR+YtAPre4/zEwK+Hn39PtKCILgZ8BLwCXq+qRcUd7FInItcAW4HZVzXavngmW7Yw+P2cBn/U1IpO3kHwGA/U3NLCzEL2gqtuAbeB8+8njpW2q+n62nUTkAmArThHhm1V1aDxxHm0i8kXg6zhVTDb4HY/JW28u56cJrrB8BoP2N7TYemDj9SMROSAiP4/PchxDRC7Hqbv496p6U4iS193A14ArgvzBMSaqiuQz6Mnf0KLqgY1DJ3AbTv3EAeBPgI0i8ilVTawoUgX8CGhS1f+VfJB4aax5nkebv4uBjwKXqeq/JT6hqnf5EpExxSXtZzAiCvI3NB1LYBnEK4fcm7Bpl4jMwFlTLPF/fi/wJLBMRB5R1V8exTAn4tfANOArIvJzVT3od0DGFJlIfwa9/htqQ4j5ex44OWnbEHAlzoXHfxeRRUc9qvHZB3wY5wO0XUTqfI7HmGJTjJ/Bgv0NtQSWv4U4J90oqtoH/BnO7JonReTsox3YeKjqu8ASoAYn7un+RmRMcSnCz2DB/oYWVQITkckisjA+TbMEOC7++Lj481+L11d09/+UiPy5iJwmIgtE5DbgJuAfUh1fVQeAT+BciNwuIn/o+ZsqAFXdh/MBqsD59jPD34iMKS5h+QwG7W9oUSUw4BzgpfhPFfDV+L//Jv78LODEpNesBHbhVK+/GviMqn4z3S+IN8A1wKPAEyJybiHfgFdUdT9O4WOAp0Sk0c94jCk2IfkMBupvqNVCNMYYE0rF1gMzxhgTEZbAjDHGhJIlMGOMMaFkCcwYY0woWQIzxhgTSpbAjDHGhJIlMGOMMaFkCcwYY0woWQIzxhgTSv8f515Sxkq06hsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "momentum_args= {'type':'F',\n",
    "                'avec':avec,\n",
    "                'grain':500,\n",
    "                'pts':[-1.5*K,-K,G,K,1.5*K],\n",
    "                'labels':[\"1.5K'\",\"K'\",'$\\\\Gamma$','K','1.5K']}\n",
    "\n",
    "kpath_halsem = build_lib.gen_K(momentum_args)\n",
    "TB_halsem = build_lib.gen_TB(basis,hamiltonian_args,kpath_halsem)\n",
    "haldane_mass(TB_halsem,0.25/np.sqrt(3))\n",
    "semenoff_mass(TB_halsem,0.25)\n",
    "TB_halsem.solve_H()\n",
    "TB_halsem.plotting(-1,0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There we go, I've now broken both time-reversal and inversion symmetry, modifying the dispersion in a non-trivial way. While the $K$ and $K'$ points will be energetically inequivalent for arbitrary choices of $m_S$ and $m_H$, at $m_H$=$m_S/\\sqrt{3}$ (as written in our formalism), the gap at $K$ closes. This can be contrast with the choice of Semenoff, and Haldane only, along this same path through both inequivalent k-points of the Brillouin zone."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c1a24e978>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "TB_semenoff.Kobj = kpath_halsem\n",
    "TB_haldane.Kobj = kpath_halsem\n",
    "\n",
    "TB_semenoff.solve_H()\n",
    "TB_haldane.solve_H()\n",
    "\n",
    "TB_semenoff.plotting(-1,0.5)\n",
    "TB_haldane.plotting(-1,0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is clear from this that the presence of either time-reversal or inversion symmetry preserve the energy-equivalence of the dispersion at $K$ and $K'$, and only by breaking both symmetries can we change this. Finally, we can compute the ARPES intensity for the system with critical Haldane and Semenoff masses at the $K$ and $K'$ points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initiate diagonalization: \n",
      "Diagonalization Complete.\n",
      "Begin computing matrix elements: \n",
      "||||||||||||||||||||||||||||||100%\n",
      "Done matrix elements\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "arpes_args['cube']['X'] =[-Kpt[0]-klimits,-Kpt[0]+klimits,500]\n",
    "arpes_args['cube']['Y'] =[0,0,1]\n",
    "arpes_args['cube']['E'] = [-1.5,0.25,1000]\n",
    "\n",
    "experiment_halsem = arpes_lib.experiment(TB_halsem,arpes_args)\n",
    "experiment_halsem.datacube()\n",
    "_ = experiment_halsem.spectral(slice_select=('y',0),plot_bands=True)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initiate diagonalization: \n",
      "Diagonalization Complete.\n",
      "Begin computing matrix elements: \n",
      "||||||||||||||||||||||||||||||100%\n",
      "Done matrix elements\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "arpes_args['cube']['X'] =[Kpt[0]-klimits,Kpt[0]+klimits,500]\n",
    "experiment_halsem = arpes_lib.experiment(TB_halsem,arpes_args)\n",
    "experiment_halsem.datacube()\n",
    "_ = experiment_halsem.spectral(slice_select=('y',0),plot_bands=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
