{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inversion: 1D Magnetotelluric Problem\n",
    "\n",
    "In the previous notebooks, we explored how to discretize the [1D MT problem](./1_MT1D_NumericalSetup.ipynb), how to design an appropriate mesh, and explored the [an example of non-uniquness](./2_MT1D_ForwardModellingAndNonuniqueness.ipynb). In this notebook, we will put those concepts to use and set up a 1D inversion. \n",
    "\n",
    "The aim of this notebook is to highlight the elements we use to set up and solve the inverse problem, in the notebook that follows this, we will dive futher into the impact of various parameter choices (eg. the trade-off parameter $\\beta$, the stopping criteria, noise model and regulariztion parameters). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inversion as Optimization\n",
    "\n",
    "We will use deterministic approach and pose the inverse problem as an optimization problem of the form \n",
    "\n",
    "$$\n",
    "\\min_{\\mathbf{m}} \\phi(\\mathbf{m}) = \\phi_d(\\mathbf{m}) + \\beta\\phi_m(\\mathbf{m})\n",
    "$$\n",
    "\n",
    "where:\n",
    "- $\\mathbf{m}$ is our model - the vector of numbers that describes our earth model. It is what we are solving for in the inversion\n",
    "- $\\phi_d(\\mathbf{m})$ is the data misfit\n",
    "- $\\phi_m(\\mathbf{m})$ is the regularization\n",
    "- $\\beta$ is a trade-off parameter\n",
    "\n",
    "### Data Misfit\n",
    "\n",
    "The data misfit, $\\phi_d(\\mathbf{m})$, is often taken to be a weighted $\\ell_2$-norm, where the weights capture the noise model (eg. we want to assign higher weights and do a good job fitting data that we are confident are less noisy, and assign less weight / influence to data that are noisy). The $\\ell_2$ norm is the correct norm to choose when noise is Gaussian (or approximately Gaussian, or if you have no additional information and assume it is Gaussian). An $\\ell_2$ data misfit is captured mathematically by  \n",
    "\n",
    "$$\n",
    "\\phi_d(\\mathbf{m}) = \\frac{1}{2}\\|\\mathbf{W_d} (\\mathcal{F}(\\mathbf{m}) - \\mathbf{d}^{\\text{obs}})\\|^2\n",
    "$$\n",
    "\n",
    "where \n",
    "\n",
    "- $\\mathbf{W_d} = \\text{diag}(1/\\boldsymbol{\\epsilon})$ is a diagonal matrix with diagonal entries $1/\\epsilon_i$, where $\\epsilon_i$ is an estimated standard deviation of the $i$th datum.\n",
    "- $\\mathcal{F}$ is the forward modelling operator that simulates the 1D MT response given a model\n",
    "- $\\mathbf{m}$ is the model: the set of parameters which describe the physical properties of the layered earth\n",
    "- $\\mathbf{d}^{\\text{obs}}$ is the observed data\n",
    "\n",
    "(The factor of $1/2$ and the choice of using the squared-norm is a matter of convienence. We will be using gradient based optimzation methods, so it is easier to take derivatives of a norm squared than a norm.)\n",
    "\n",
    "### Regularization\n",
    "The inverse problem is an [ill posed problem](https://en.wikipedia.org/wiki/Well-posed_problem). There are multiple (actually infinitely many!) models that can fit the data.  There are a couple ways to observe this:\n",
    "\n",
    "- Mathematically: If we start by thinking about a linear problem $\\mathbf{G}\\mathbf{m} = \\mathbf{d}$, the matrix $\\mathbf{G}$ is wide, so it is not directly invertible (eg. see Matt Hall's [Linear Inversion Tutorial](http://library.seg.org/doi/full/10.1190/tle35121085.1)). Here, we are dealing with a non-linear system of equations, but the principle is the same. \n",
    "\n",
    "- An Example: In the [Forward Modelling and Nonuniqueness notebook](2_MT1D_ForwardModellingAndNonuniqueness.ipynb), we used forward modelling to demonstrate non-uniquness with the conductivity-thickness product of a single, conductive layer, and this is a very simple model compared to most geologic settings! \n",
    "\n",
    "Thus, to choose from the infinitely many solutions and arrive at a sensible one, we employ a regularization: $\\phi_m$. Tikhonov regularization, which again employs $\\ell_2$-norms, is a standard choice (It has a few nice features: it is convex and easy to differentiate). It takes the form: \n",
    "$$\n",
    "\\phi_m(\\mathbf{m}) = \\frac{1}{2}\\big(\\alpha_s\\|\\mathbf{W_s} (\\mathbf{m} - \\mathbf{m}_{\\text{ref}})\\|^2 + \\alpha_z\\|\\mathbf{W_z} (\\mathbf{m})\\|^2 \\big)\n",
    "$$\n",
    "\n",
    "The first term is often referred to as the \"smallness\" as it measures the \"size\" of the model (in the $\\ell_2$ sense). The matrix $\\mathbf{W_s}$ is generally taken to be a diagonal matrix that may contain information about the length scales of the model or be used to weight the relative importance of various parameters in the model. The scalar $\\alpha_s$ weights the relative importance of this term in the regularization. Notice that we include a reference model ($\\mathbf{m}_{\\text{ref}}$. Often this is defined as a constant value, but if more information is known about the background, that can be used to construct a reference model. Note that saying \"I am not going to use a reference model\" means that you are actually using $\\mathbf{m}_{\\text{ref}} = 0$, this is important to realize... in the inversion we demonstrate here, our `model` will be $\\mathbf{m} = \\text{log}(\\sigma)$. If we set $\\mathbf{m}_{\\text{ref}} = 0$, then we are favoring models close to 1 S/m - which is quite conductive! \n",
    "\n",
    "The second term is often referred to as the \"smoothness\". The matrix $\\mathbf{W_z}$ approximate the derivative of the model with respect to depth, and is hense a measure of how \"smooth\" the model is. The term $\\alpha_z$ weights its relative importance in the regularization. \n",
    "\n",
    "\n",
    "## In this notebook...\n",
    "\n",
    "Although we pose the inverse problem as an optimization problem, we aren't necessarily going to solve to a true minimum. There are always uncertainties with the data, so there is no point trying to drive $\\phi_d$ to its true minimium - we would end up introducing structures in the model to fit the data (we will explore this here). So another choice that has to be made when setting up an inversion is where to stop. \n",
    "\n",
    "In this notebook, we will walk through how to set up an inversion and discuss one of the knobs:\n",
    "- The $\\beta$ knob: How well should we fit the data verses the regularization? Which $\\beta$ value provides us the right balance? eg. When do we achieve the target misfit $\\phi_d^*$?\n",
    "- The $\\alpha$ knob: Tuning the **regularization** ($\\alpha_s$, $\\alpha_z$): how _smooth_ or _small_ (in the $\\ell_2$-sense) do we want our model to be?\n",
    "\n",
    "We will also point out other parameters you can explore the impact of, including, \n",
    "- starting model $\\mathbf{m}_0$\n",
    "- reference model $\\mathbf{m}_{\\text{ref}}$\n",
    "- designing a $\\beta$-cooling schedule\n",
    "\n",
    "In the [next notebook](./4_MT1D_5layer_inversion.ipynb) we will dive further into the $\\alpha$ knob. \n",
    "\n",
    "**A Note**\n",
    "\n",
    "We will employ second-order optimization methods, meaning we have to be able to both simulate data and compute derivatives. We will take those steps for granted in this notebook, but if you are curious to look under the hood and see how sensitivities are computed for this problem, have a look at the [Sensitivities Notebook](./Appendix_A_MT1D_Sensitivity.ipynb).  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.constants import mu_0\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from SimPEG import (\n",
    "    Mesh, Maps, SolverLU, DataMisfit, Regularization,\n",
    "    Optimization, InvProblem, Inversion, Directives, Utils\n",
    ")\n",
    "\n",
    "try:\n",
    "    from pymatsolver import PardisoSolver as Solver\n",
    "except importError:\n",
    "    from SimPEG import SolverLU as Solver\n",
    "    \n",
    "from MT1D import MT1DProblem, MT1DSurvey, MT1DSrc, ZxyRx, Survey, AppResPhaRx\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Forward Simulation\n",
    "\n",
    "### Parmeters\n",
    "Now, we define our model parameters and survey setup. This includes defining\n",
    "- location of receivers\n",
    "- frequencies we are sampling\n",
    "- type of dat we are measuring (impedance or apparent resistivity and phase)\n",
    "\n",
    "Similar to the model shown in [1_MT1D_NumericalSetup.ipynb](./1_MT1D_NumericalSetup.ipynb) and [2_MT1D_ForwardModellingAndNonuniqueness](./2_MT1D_ForwardModellingAndNonuniqueness.ipynb). We will consider a model which consists of 5 units: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "layer_tops = np.r_[0., -600., -1991., -5786., -9786.]  # in m\n",
    "rho_layers = np.r_[250., 25, 100., 10., 25.]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "rxloc = np.r_[0.]\n",
    "frequency = np.logspace(-3, 2, 25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Survey\n",
    "Next, we set up a `survey` object. Here we are following the SimPEG approach and define \n",
    "- a receiver object: given fields found from a simulation, it has the machinery to compute data. An impedance receiver `ZxyRx` calculates the ratio of $E_x$ and $H_y$ from calculated electric and magnetic fields (both real and imaginary components)\n",
    "\n",
    "$$\n",
    "Z_{xy} = - \\frac{E_x}{H_y}\n",
    "$$\n",
    "\n",
    "- a source object: this provides the right-hand-side for our MT problem. This is a plane wave source with at the specified frequency. \n",
    "\n",
    "These are combined in a `survey`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a receiver object \n",
    "rx = ZxyRx(\n",
    "    rxloc, # location of the receiver \n",
    "    component=\"both\", # measure both the real and imaginary components of the impedance (alternatively \"real\" / \"imag\")\n",
    "    frequency=frequency\n",
    ")\n",
    "# create a plane wave source\n",
    "src = MT1DSrc([rx])\n",
    "\n",
    "# define a survey\n",
    "survey = MT1DSurvey([src])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mesh\n",
    "\n",
    "In the [Forward Modelling and Nonuniqueness notebook](2_MT1D_ForwardModellingAndNonuniqueness.ipynb), we discussed how to design a mesh that extends sufficiently far and has fine enough cells near the surface to accurately simulate the MT response across the frequency range of interest. We have wrapped up that knowledge in the utility function `setMesh`. \n",
    "\n",
    "Since most of the geologic units we are considering are on the order of $100 \\Omega m$, we will use a conductivity value of $10^{-2}$ S/m for creating the mesh."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">> Smallest cell size = 50 m\n",
      ">> Padding distance = 316227 m\n",
      ">> # of padding cells 17\n",
      ">> # of core cells cells 47\n"
     ]
    }
   ],
   "source": [
    "max_depth_core = 15000.\n",
    "mesh = survey.setMesh(\n",
    "    sigma=0.01, # approximate conductivity of the background \n",
    "    max_depth_core=max_depth_core,  # extent of the core region of the mesh\n",
    "    ncell_per_skind=10,  # number of cells per the smallest skin depth \n",
    "    n_skind=2,  # number of skin depths that the mesh should extend to ensure the lowest-frequency fields have decayed\n",
    "    core_meshType = \"log\",   # cell spacings in the core region of the mesh (\"linear\" or \"log\")\n",
    "    max_hz_core=1000.  # If using a logarithmic core mesh, what is the maximum cell size?\n",
    " )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd1afcefd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the mesh\n",
    "fig, ax = plt.subplots(1,1, figsize=(8, 3))\n",
    "mesh.plotGrid(centers=True, faces=True, ax=ax)\n",
    "ax.legend([\"centers\", \"faces\"])\n",
    "ax.invert_xaxis()  # so that the surface is on our left hand side\n",
    "ax.set_xlabel('z (m)')\n",
    "ax.grid(which=\"both\", linewidth=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Problem\n",
    "\n",
    "In the [first notebook](./1_MT1D_NumericalSetup.ipynb), we set up the machinery to solve the 1D MT problem. Here, we will use that functionality. Please see [Sensitivities Notebook](./Appendix_A_MT1D_Sensitivity.ipynb) for further discussion on how `MT1DProblems` is set up. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "prob = MT1DProblem(\n",
    "    mesh,  # The mesh contains the geometry, grids, etc necessary for constructing the discrete PDE system\n",
    "    sigmaMap=Maps.ExpMap(mesh),  # in the inversion, we want to invert for log-conductivity (enforces postivity, electrical conductivity tends to vary logarithmically) \n",
    "    verbose=False,  # print information as we are setting up and solving \n",
    "    Solver=Solver  # solver to employ for solving Ax = b\n",
    ")\n",
    "\n",
    "# tell the problem and survey about each other so we can construct our matrix system \n",
    "# and right hand-side\n",
    "prob.pair(survey)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Put the model on the mesh\n",
    "\n",
    "Physical properties are defined at cell centers, so there should be a `sigma` value for every cell center. Above, we defined our model as resisvitities (in units of $\\Omega m$), but for the inversion, we want to work in conductivities (in units of S/m), so we take the reciprocal ($\\sigma = 1/\\rho$)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# start with nans so we can do a check to make sure all \n",
    "# layer conductivities have been properly assigned\n",
    "rho = np.ones(mesh.nC) * np.nan  \n",
    "\n",
    "# loop over each layer in the model and assign to mesh\n",
    "for layer_top, rho_layer in zip(layer_tops, rho_layers):\n",
    "    inds = mesh.vectorCCx < layer_top\n",
    "    rho[inds] = rho_layer\n",
    "\n",
    "sigma = 1./rho"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:2966: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n",
      "  'Attempted to set non-positive xlimits for log-scale axis; '\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(25.00000000023283, 30000.0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd1b32cdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the model\n",
    "fig, ax = plt.subplots(1, 1, figsize=(8, 3))\n",
    "\n",
    "# trickery to plot from node to node rather than at cell centers\n",
    "z = np.repeat(mesh.vectorCCx[1:], 2, axis=0)\n",
    "z = np.r_[mesh.vectorCCx[0], z, mesh.vectorCCx[-1]]\n",
    "sigma_plt = np.repeat(sigma, 2, axis=0)\n",
    "\n",
    "ax.loglog(-z, sigma_plt, lw=2)\n",
    "ax.set_ylabel(\"Conductivity (S/m)\", fontsize=13)\n",
    "ax.set_xlabel(\"Depth (m)\", fontsize=13)\n",
    "ax.grid(True, which='both', linewidth=0.4)\n",
    "ax.set_ylim(2e-3, 2e-1)\n",
    "ax.set_xlim(0, max_depth_core*2.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simulate 'Observed' Data\n",
    "\n",
    "Based on the conductivity structure plotted above, we will create synthetic data. These data will later be used in the inversion. \n",
    "\n",
    "In the inversion, the \"model\" that we will invert for is in $\\log(\\sigma)$. There are a couple of reasons for this: the electrical conductivity of earth materials can vary over several orders of magnitude, and electrical conductivity is always positive, so inverting for $\\log(\\sigma)$ enforces that. \n",
    "\n",
    "In SimPEG, the method `dpred` of the `survey` class solves the PDE and computes the data required by the receivers. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "mtrue = np.log(sigma)  # since our \"model\" is log conductivity, we take the log\n",
    "dtrue = survey.dpred(mtrue)  # these are clean data (no noise yet.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add noise to generate \"observed\" data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(1)  # set a seed to the results are reproducable\n",
    "std = 0.1  # standard deviation of the noise (10%)\n",
    "\n",
    "# add noise\n",
    "uncert = std * np.abs(dtrue)\n",
    "noise = uncert * np.random.randn(survey.nFreq*2)\n",
    "survey.dobs = dtrue + noise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Although we will work with real and impaginary impedance values as our data in the inversion, it is a bit more intuitive to plot the data in terms of apparent resistivity (which hase units of resistivity, $\\Omega m$) and phase\n",
    "\n",
    "$$\n",
    "\\rho_a = \\frac{1}{\\mu_0\\omega} \\big|Z_{xy}\\big|^2\n",
    "$$\n",
    "\n",
    "$$\n",
    "\\phi = \\tan^{-1}\\left(\\frac{\\text{Im}(Z_{xy})}{\\text{Re}(Z_{xy})}\\right)\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def omega(frequency):\n",
    "    \"\"\"\n",
    "    angular frequency\n",
    "    \"\"\"\n",
    "    return 2*np.pi*frequency\n",
    "\n",
    "def appres_phase_from_data(data, frequency):\n",
    "    \"\"\"\n",
    "    Compute apparent resistivity and phase given impedances (real and imaginary components)\n",
    "    and the frequency. \n",
    "    \"\"\"\n",
    "    \n",
    "    # data are arranged (Zxy_real, Zxy_imag) for each frequency\n",
    "    Zxy_real = data.reshape((survey.nFreq, 2))[:,0]\n",
    "    Zxy_imag = data.reshape((survey.nFreq, 2))[:,1]\n",
    "    Zxy = Zxy_real+1j*Zxy_imag\n",
    "    \n",
    "    # compute apparent resistivity and phase from complex impedance\n",
    "    app_res = abs(Zxy)**2 / (mu_0*omega(frequency))\n",
    "    phase = np.rad2deg(np.arctan(Zxy_imag / Zxy_real))\n",
    "    \n",
    "    return app_res, phase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fetch the apparent resistivity and phase for the clean (true) \n",
    "# and noisy (obs) data\n",
    "app_res_true, phase_true = appres_phase_from_data(dtrue, frequency)\n",
    "app_res_obs, phase_obs = appres_phase_from_data(survey.dobs, frequency)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAGoCAYAAABL+58oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzs3Xd4VMX6wPHvpPdGCyRAQgtJIBCqSIuodC5NRBEbzYKVcoVrR1EEFCz4s4tYrlgQQUCuiqIgSAudUEVIAIGEkLbp8/sjJCawIbvZ3WyyeT/Ps0+Sc+bMzJ4hm5c5U5TWGiGEEEIIR+Jk7woIIYQQQlibBDhCCCGEcDgS4AghhBDC4UiAI4QQQgiHIwGOEEIIIRyOBDhCCCGEcDgS4AghhBDC4UiAI4QQQgiHIwGOEEIIIRyOi70rYAtKqSHAEB8fn4ktWrQAoKCgAABnZ+eSdMaOXe14RedMOW9qGmtcY4s8rFFuVbSFqe/V3HtirXsobVFx3SoibWFeG5ly3tx0lU1v63wsLVPawn5tsWfPnvNa63rWyE858lYNsbGxOj4+HoDU1FQAAgICSs4bO3a14xWdM+W8qWmscY0t8rBGuVXRFqa+V3PvibXuobRFxXWriLSFeW1kynlz01U2va3zsbRMaQv7tUVgYOB2rXUna+Tn0I+o9p/JoPucdSyPT7Ion+XxSXSfs47wGasY8OY2Vu87a6UaCiGEEMIWHDrAAUhKNTBz2Z5KByXL45OYuWwPSakGNHA6LYdZa45aHDQJIYQQwnYccgzO5Qx5Bby87jgNfN1xO5dHbn4heQWFXEjLIDe/EBf3i+TmF5a80jOzyC3QKBdXlm49iSGvoEx+2fmFzFt7kGGxIXZ6R0IIIYS4mloR4AAkZ+bxxq8n8PJwxc3ZCVdnJ5QuwNVZ4euVg5uzE24uRcednBR+rs74+XiSlVtgNL9TqYYqfgdCCCEcTV5eHomJiWRnZxs9X1hYCMDp06dNys/c9LbOpzweHh6Ehobi6upqk/yhFgU4Df3c+XBsW7MHjX248ThJRoKZRgGeNqytEEKI2iAxMRFfX1/CwsJQSl1xPj8/HwAXF9P+XJub3tb5GKO1Jjk5mcTERMLDw62efzGHH4MD4OnqzIO9m1Tq2un9IvB0LTtNTimYdmMra1RNCCFELZadnU2dOnWMBjeOSilFnTp1yu21shaH78EJCfBker8I4sK9K3V98TibeWsPcirVQLCfO67OcDE7z5rVFEIIUUvVpuCmWFW8Z4cOcILdcvllak9cXV1LHjtVxrDYkJJAJzU1lePJWdz96V6uj2xA4yAva1VXCCGEEFbi0I+oUlJSaNWqFW+99ZZVu8LC6ngxqVdzZi7bgyMvlCiEEKJ2mjVrFq+88oq9q2ERhw5wWrRowWeffcZ3331Hhw4dWLRoEZmZmVbJe2LPcC4a8vhi20mr5CeEEEII63HoAAegW7dufPfdd3z++eds3bqV8PBwZs+ebdEjKwAXZyfmjYrhpe8PcuaibQdKCSGEELa0ZMkSYmJiaNeuHbfffnuZc0ePHqV///507NiRnj17kpCQAMDKlSvp2rUrsbGx3HDDDfz9998APPPMM4wbN464uDiaNWvGa6+9VuXvB2pBgFMsJiaGxYsXs379eg4dOkSLFi147rnnOH/+fKXzbB3sx+3XNOXxb+RRlRBCCMsppcq8XF1dcXV1veJ4eS9j6Suyb98+Zs+ezbp169i1axevvvpqmfOTJk3i9ddfZ/v27cyfP5/7778fgB49erB582bi4+O55ZZbmDt3bsk1CQkJrF27li1btvDss8+Sl1f1E3NqTYBTLDIyko8++ogtW7aQkpJC586dmTJlCqdOnapUfpOva0HiBQMrdlXueiGEEKKY1rrMKy8vj7y8vCuOl/cylr4i69at46abbqJu3boABAUFlZzLyMjg999/Z9SoUbRv35577rmnZPG/xMRE+vXrR9u2bZk3bx779u0ruW7QoEG4u7tTt25d6tevX9K7U5VqXYBTrFmzZixYsICNGzcC0KZNG+69917+/PNPs/Jxc3Fi7k0xPPfdfs5n5NiiqkIIIYTNaK3L7ekpLCwkICCAnTt3lrwOHDgAwIMPPsgDDzzAnj17ePvtt8tM5nF3dy/53tnZuWThwKpUawOcYo0aNeKVV17h4MGD1KlTh86dO3Pfffdx6NAhk/No1ziAkR1DeXrFvooTCyGEENXI9ddfzxdffEFycjJQNAO5mJ+fH+Hh4Xz55ZdAUTC0a9cuAC5evEhISNESKh999FEV17pitT7AKVavXj1mz57NkSNHaN68OYMGDeLmm29m586dJl3/6A2t2H8qjXUHk21cUyGEEMJ6oqOjefzxx+nduzft2rVjypQpZc5/+umnvP/++7Rr147o6Gi+/fZboGgw8ahRo+jZs2fJ463qxKEX+isoKCiZLZWenn7FeWPHAO655x7Gjh3L119/zcCBA2nbti1Tp06lS5cu5V4D8FS/ZkxffoCIoKvHjVfLw5rX2CIPa5RrTltcrc6VPVeZdJVNb+t8LC1X2sKx2qKi9yJtYVqZVdkWhYWFV318U7zppamPeMxNX+y2227jtttuM5pP48aN+e6778qkz8/PZ9CgQQwaNOiK40888USZOhR3FFxep8LCwjIzmq3d/g7Zg6OUGqKUeictLa3SeXh7ezN58mR27NhB3759mTBhAsOGDWPPnj3lXhPb2I/ezfx5faNtdl8VQgghhGkcsgdHa70SWBkbGzvx8p3CL/+5vGOlj0+dOpWHHnqIDz/8kHHjxtGnTx/mz59Po0aNrrhm6o0tuen9eOL/zuW6iPpXrWd55Vr7GlvkYY1yK9MW1jxXmXSVTW/rfCwtV9rCsdqiovcibWFamVXRFhkZGVfdsdsRdxMv5uTkZNO2dsgeHFtwdXVl0qRJbNmyhQYNGtC2bVtmzZpFVlZWmXRebs48NaAFT3yzl3TZkFMIIYSwCwlwzOTn58fTTz/N9u3b2b9/PxEREXz88cclzysBrgkLoEeLusxZk2DHmgohhBC1lwQ4lRQWFsbnn3/O0qVLeeONN+jatSsbNmwoOf+fQZH8dOAsm47KrCohhBCiqkmAY6Frr72WTZs28eijjzJmzBjuuusujh8/jr+nK7OHt2HGst1k5Vb9AkdCCCFEbSYBjhU4OTkxZswYEhISaNOmDX369OHf//43nRp50L5xAC//z/RFA4UQQojyLI9PovucdYTPWEX3OetYHp9U5XV46qmn+PHHH6u8XHNJgGNFXl5eTJs2jd9//53k5GQiIiJomryVFTuT2HHigr2rJ4QQogZbHp/EzGV7SEo1oIGkVAMzl+2p8iBn1qxZ3HDDDVVaZmVIgGMDwcHBvP/++6xZs4aVX/2XtPUfMnnx7+TkF9i7akIIIWqoeWsPYsgr+3fEkFfAvLUHLcr3+PHjREZGMnHiRKKjo+nbty8Gg4GdO3dyzTXXEBMTw/Dhw7lwoeg/6nfddRdfffUVADNmzCAqKoqYmBimTZtGeno64eHhJbuHp6WlERYWZpfdxB1yHZzqIjY2lnXr1vHttyt49OtddJ+4jSXTRxldP0cIIYQIm7HK7GuSUg1Xve74nEHlnit2+PBh/vvf//Luu+9y8803s2zZMubPn88bb7xB7969eeqpp3j22WdZuHBhyTUpKSl88803JCQkoJQiNTUVX19f4uLiWLVqFcOGDePzzz9n5MiRuLq6mv2+LCUBjo0ppRg2bCidevbhxpfXcd2IOxjSoz0zZ860+gJHy+OTmLf2IKdSDTQK8GR6vwiGxYZYtQwhhBC2c3kwUnrBve5z1pGUarjimpAATzbO6HNFenOEh4fTvn17ADp27MixY8e4ePEivXv3BuDOO+9k1KhRZa7x8/PDw8ODCRMmMGjQIAYPHgzAhAkTmDt3LsOGDePDDz/k3XffNasu1iKPqKpIaB1fnhvZkfaT5qGcXejatSvz588nJyfHKvlXl2ezQgghbGN6vwg8XZ3LHPN0dWZ6vwiL83Z3dy/53tnZucweUeVxcXFhy5YtjBw5kuXLl9O/f38AunfvzvHjx1m/fj0FBQW0adPG4vpVhgQ4VWhkhxCCA7xpNXQyq1evZv369URHR7NixQq01pXON6+gkNmrD9jk2awQQojqYVhsCC+OaEtIgCeKop6bF0e0tUlPvb+/PwEBAfz2228AfPzxxyW9OcUyMjK4ePEiAwcOZOHChSWbagLccccd3Hrrrdx9991Wr5up5BFVFVJK8cKItgx+9Vf63NaWlStX8r///Y9HHnmEN954gwULFhAdHX3VPLTWnLqYTfyJC+w8kcrOk6nsP51GVq7xAcynjHRnCiGEqJmGxYZU2dCDDz74gAceeICsrCyaNWvGhx9+WOZ8eno6Q4cOJTs7G601CxYsKDl322238cQTT3DrrbdWSV2NkQCnioUEeHJ/ryY8/NV+CjnA6dQ8Gt7+Os3VX8TFxXHrrbfyzDPPEBQUBEBGTj67E1PZfOgMu0+ls+9MJlpr2jcOILZJII/e2IqYUH/6L/zN6LPZRgGeVf0WhRBC1CBhYWHs3bu35Odp06aVjOXZvHnzFekXL15c8v2WLVuM5rlhwwZuuukmu21iCxLg2IWnqzNJF3Mofip16mI2F1wbMf+rX/nxyw9p869JdOp3Ezk+DTmRYiCyoS+R9T0ZEFWX54a3IzTQE6VUmTyn94tg5rI9ZR5Tebg4WeXZrBBCCGGqBx98kDVr1rB69Wq71kMCHDtY9OsJLh9yY8gr4Jk1xwgLG0jfNpo9v6zEkHiAV5+ZRt8bupcM+AoI8DKaZ3GXZfEsKh93FxoHeTK0vUxJF0IIUXVef/11e1cBkADHLs6klT9z6udpcQDoe+L45ptvuHfSRNq3b89TTz1FWFjYVfMt/Ww2N7+QYYs28tX2REZ1amytqgshhLAyrfUVvfKOzpKJNaaSWVR2EOznbvR46fEySilGjBjB/v376dy5M9dffz2zZs0iPT3dpDLcXJx4+eZ2zFmTIAONhRCimvLw8CA5OblK/uBXF1prkpOT8fDwsGk50oNjBw/2bsKsNUfJzi8sOVbeWgYeHh7MnDmToUOHMmvWLFq3bs2LL77I2LFjcXK6enwa2dCPu7uH8djXu1kyrovV34cQQgjLhIaGkpiYyLlz54yeLyws+jtR0ed9ZdPbOp/yeHh4EBoaapO8i0mAYwcDo+sDsOi3RJNXHW7UqBFvvfUWCQkJPPzwwyxatIjXXnuNrl27XrWse3s354f9f/PpHycY3Nrfqu9DCCGEZVxdXQkPDy/3/D/jL02bjWRuelvnY08S4NjJwOj6jOneyuzrrrnmGjZt2sQnn3zCiBEjuP7665kzZ065+1u5OBc9qrr57c20D25LaIBtuwSFEEKI6kDG4NRATk5O3HHHHSQkJBAaGkpMTAwvvPAC2dnZRtO3qO/Lfb2b8/SqwxTWoue8Qgghai8JcGowX19fXnjhBbZs2cL27duJiopi2bJlRgerjesRToHW/HfbaTvUVAghhKhaEuA4gGbNmvH111/z3nvv8cwzzxAXF8f27dvLpHF2Uswa1JJ3fz/J0XMZdqqpEEIIUTUkwHEgffr0IT4+nrFjxzJkyBDuuOMOTp48WXK+SaAn9/ZowrQvd1FQKI+qhBBCOC4JcByMs7MzEydO5ODBgzRp0oT27dvz5JNPlqyfc3OHYDxcnHnn12N2rqkQQghhOxLgOChfX1+ef/55du7cyfHjx4mIiOCjjz5CFxYy96YY3v3tGAfPmLZooBBCCFHTSIDj4Bo3bszHH3/MihUrWLp0Kb169eLAtg38u18EU7/cSV5BYcWZCCGEEDWMBDi1RKdOnVi1ahUzZ85k8uTJfPTMvXjoPBb9fMTeVRNCCCGsrsYEOEqpYUqpd5VS3yql+tq7PjWRUorBgwezb98++vXty2+v3Mub/9vLr3v+tHfVhBBCCKuya4CjlPpAKXVWKbX3suP9lVIHlVJHlFIzALTWy7XWE4G7gNF2qK7DcHNz45FHHuHAjs20LTjMba+v5fkX5mAwyKacQgghHIO9t2pYDLwBLCk+oJRyBhYBNwKJwFal1Aqt9f5LSZ64dL5CBQUFJftpGNuFu7ydua+2Y3dFu3mbstu3qTuCW3pNRXk4OTnx3hOTmPTxdr7dtYm3W7XiqaeeYuTIkVbdYO3ycquiLUy9X+beV2u0gzXzsbRcaQvHagtrfD6Zk66y6W2dj6VlSltUn7awhF17cLTWvwIplx3uAhzRWh/TWucCnwNDVZGXgDVa6x3l5amUmqSU2qaU2paScnnW4nJKKeaMjKEwrCuPzX2LN998k759+7J582Z7V00IIYSoNHv34BgTApws9XMi0BV4ELgB8FdKtdBav2XsYq31O8A7ALGxsfrynVCN7Yxa3m6pV9tFtaIdVk3ZgbUyu7RaY2fXK+8JzBralpd/OMjGzVtY9uVSJk2aRJcuXXjppZdo3ry5xWUaL9f2bWHq/TL3vlprh1177dQrbWG7fCwt1xptYY3PJ3PSVTa9rfOxtExpi5q9m3h1HGSsjBzTWuvXtNYdtdb3lhfciMobFNOQqIZ+vPzDYcaOHUtCQgKxsbF06dKFqVOnIr1hQgghahKzAxyllLtSKlwpFaWUqmeDOiUCjUv9HAqcskE54jLPDW3Dyl2n2PJnCl5eXjz++OPs27ePjIwMWrduzYIFC8jJybGojOXxSQx4cxuxczbSfc46lscnWan2QgghxD9MekSllPIFxgK3UjRGxpWinhatlDoFfA+8o7XeaoU6bQVaKqXCgSTgFmBMZTKSQcbm5aGA//QNZ8rSeL4Y1x4vN2c8PDx46aWXuOuuu3jmmWd47bXXePrppxk6dChKGetsK7/c1fvOMmvNUbLzixYXTEo1MOPr3WRlZdKziafZdZaBrZaXK4OMHastZGCrdcqUtqg+bWGJCntwlFKPAseBccAPwFCgPdAK6AY8TVGg9INS6nulVEtTC1dK/RfYBEQopRKVUuO11vnAA8Ba4ADwhdZ6nzlvSik1RCn1TlpamjmXCSCuZR3ah/qy8JfjZY5HRkaydOlSFi5cyCuvvEK/fv34448/TM63UGte+fl4SXBTLDu/kNfXn7BG1YUQQogSpvTgXAv01lrvLef8FuADpdS9wHigN3DYlMK11reWc3w1sNqUPMq5fiWwMjY2dqIMMjY/j9kjYxmw8Ff2nsunR8u6Zc4NHTqUIUOG8MknnzBhwgS6du3KnDlzaNGiRZl0yRk57DyZys6TqWw5do59pzPIyCkwWt6ZtBx8fX2vWjcZ2GpdMsjYdvlYWq4MbJVBxpakq2x6W+djDxUGOFrrUaZkpLXOAd60uEbC7vw9XXlxZAwPfLYDTzdnzlzMplGAJ9P7RTAsNgQnJyfuuOMORo0axcKFC7nm2u4MHDOJLgNHczglj50nU0nJyKVd4wDaNw7gtk6NaNPIl9uX7CEp9crFBBsFGH88JYQQQlRWdZwmLqqBC5m5pOfkk2rIA4rGy8xctgetNZ3Cgog/mcrOE6nE+/ei7qT2xOek8tObi+nbMYJFdw4nKrQOTk5FY3SKx0FN7xfBzGV7MOSV7ckZ1Da4at+cEEIIh2dWgKOUCgWmAA2BP4F4IF5rLTs2Oph5aw9SUKjLHDPkFTD1y13U8XEntnEA7ZsE8O9+rYkJ9cfb3YWEhFhmzJjB4Pdn8+KLLzJ69OgyKyIPiw0B4KU1BziTlkOjAE9GdQrl401/EVXfnbiWdar0PQohhHBc5vbgfA3UBdZTNJtqIlBHKZUO7NJa97Jy/Swis6gqn8cpI4+SALSG/93fscwMqjxDBqkGCA4OZvHixWzcuJEnn3yS+fPnM2vWLGJiYkrSxoV70/H2CICScTedQzx54Iv9ZMYZGNTO9DrLzB3Ly5VZVI7VFjJzxzplSltUn7awhLnr4LQBhmmtx2mtb9Ba1wOaUDSFfK1Va2YBmUVluWA/93KPVzQ9vHv37vz444/cd9993HfffUyYMIGjR4+Wmz66oS/zh4Tz8i9J/C/hvEX1FkIIIcD8HpxtgE/pA1rrRIoW51tprUpZSmZRWZ7HYwMirxgv4+nqzGMDIk2uw4QJExg7dixz587lpptuYvTo0Tz99NNGZ0x1bAb/d4s3D3x1AHcPT4a2DzG5zjJzx/JyZRaVY7WFzNyxTpnSFjV7FpW5PThTgeeUUjX3HQuTDIsN4cURbQkJ8EQBIQGevDiibck4GlN5eHjw0EMP8ccff+Di4kJUVBSvvPIKBsOVj8AiGnjzyfiuzF51gG/iE630ToQQQtRG5vbgpAPewEGl1DKKFumLB/ZrrY0vciJqrGGxIWYHNOWpU6cOr776Kg888ADTpk2jU6dOPP/889xxxx04OzuXpIsI9uWziV257b0/yCvQ9G3ha5XyhRBC1C7m9uAsBQIufW0IPAfsAtKVUlusXDfhgFq2bMlHH33Ehx9+yAcffED79u1ZtWoVWv8zY6tFfV8+m3gNC344xNc7z9ixtkIIIWoqc3twWgJdSm+doJQKBDpQtH1DtSKzqKyfhzXKTU9PJzIykhUrVrBmzRqmTp1KYGAg//nPf+jZsycAdVzh7VuimPjpHjIN2dzRLazCfE09V5l0lU1v63wsLVdmUTlWW8jMHeuUKW1RfdrCEub24GwGgkof0Fpf0Fr/pLV+2XrVsozMoqoZlFIMHDiQDRs2MHz4cCZOnMi4ceM4duwYAE0CPXltWDM+23GW/26TDeWFEEKYztwenLeBZ5VSN2utq+18XplFZfs8rFFu6Z8nTZrEbbfdxuLFi+nbty+33norTz75JBGhdXn/Nh/u/WI/ru4eTOjZrMJ8TT1XmXSVTW/rfCwtV2ZROVZbyMwd65QpbVG7ZlF9DsQBh5RSS5RS9yuluimlvKxfNVHbeHt78/jjj3PgwAGcnJyIiopi3rx5BLgWsHRSNz7Z/BdvrS9/PR0hhBCimLkBTmNgCPAy4AE8DPwGXFRK7bdy3UQtVa9ePV599VX++OMPEhIS6NSpEyuXLuGT8Z1ZuvUkb6wzabN6IYQQtZhZj6i01klAErCq+Nil3ptYINq6VRO1XfPmzXn//feJj4/nueeeY+HChcx49kWWxEN+oeauTvXtXUUhhBDVlMkBjlLKHZgB3Ao0BdIo6r15HjgC/Aq8Y4M6ilouNjaWn376ie+//57HHnsMr6Bgvsp+lMwsA/f3bGLv6gkhhKiGTApwlFIewM9ABPARcIii2VRDgC3A47aqoCVkmrj187BGuZVti27duvHzzz+zdOlSXnj5UZYMnsmWQ6c4m+vKmbQcgv3cebB3EwZG15cpmCaWK9PEHastZGqydcqUtqg+bWEJU3twZgD1gAit9blSx2crpe4C3rJqrSyklBoCDGnatKm9qyKszNnZmTFjxjB8+HAefPULtp4LQqlCAE6n5TBrTdEg5J5NPO1ZTSGEEHZmaoBzKzDjsuAGAK314kuL/VWbdXBkmrjt87BGuZa0RUBAAEl+0ai0nDLHs/MLWfRbIgPv7XDV/Ewt11rpbZ2PpeXKNHHHaguZmmydMqUtasc08aYU7TlllNZ6gdba3BlZQljkzGXBTbGkC1ns3r27imsjhBCiOjE1KEmnaO8po5RS7ZVSH1inSkKYJtjP3ehxpWDMzAUMHzGCH3/8scw+V0JcbvW+swx4cxvhM1bRfc46lscn2btKQggrMDXA+RmYbOyEUiqYogUA77RWpYQwxYO9m+DhUvafsKerM/fFtaDdqIfJ6P4gk2f/Hx07dWLp0qXk5+fbqaaiuloen8SsNUc5nZaDBpJSDcxctkeCHCEcgKkBzixgiFLqE6VUW6WUh1KqkVLqHmArcMXYHCFsbWB0fZ4a0JyQAE8UEBLgyYsj2vLv/q355M52/GdIDE2HPIT/iGeZv+RbWrVqxaJFi8jKyrJ31UUlLY9PovucdYTPWMWAN7exet/ZSuelteal7xPIzi8sc9yQV8C8tQctraoQws5MGmSstd6rlOoPfADsLHUqH3gVeB34y/rVE+LqBkbXZ0z3VlccV0pxXas6/KtTM77dmcQCVy/a9LmTFb99yaxZs5g8eTKTJ0/G2dnZDrUWlbE8PomZy/ZgyCsA/pk15+zqQc9W9bhoyCM1K4+LhjzSDEVfjb1Kn8svNP748lSqoSrfmhDCBkxe6E9rvUEp1RroDIRTNC5nk9Y6RSnlDTxrozoKUWnOTooRHUIZHNOIz7ee4I3sW+gbN5aE+G9p2bIlo0aNYvLkyTV6poC1LI9PYt7ag5xKNRDs585jAyIZFhtiVh6FhYX8+eef7N69m927d7Nr1y4OHDhAfn4+Sim01hQWFqK1vuJVUFBQMl6q9PHi9F63LsTJO7BMedn5hTy2bA/Bfu74e7rh7+mKn6cr/qVezet54+9V9pi/pxt+ni70mb+eJCPBjLe7C2cuZhPs71H5GyqEsCtzt2ooBP649Cp9PJNqGODIQn/Wz8Ma5dprcbl/RQZwY/NYPtt+mk/+7s+oecPJ3bGc3r17c/311/Pwww/Ttm3bcvOsqExzVLe2WL3vLLPWHC15XHM6LYcZX+8mKyuTgdH1jV578eJF9u/fz969e9m5cycJCQkcOnSIgIAAoqOjiY6OZvDgwdxzzz24ubnh4+ODk5MTSimjr6ysLJRS+Pj4AHAmo4BdZ7LZddrAztNZpGYXGH9TWrN/zgg6depEeOfOdOnShU6dOuHv71/OXSiAAgOGDJjcM5Rn1xwhJ/+fnhx3F0Xbht70XbCeHs0Dub1zIyKDfcy91RWShf5sl4+lZUpbVJ+2sESFAY5SKlxr/acpmSmlFBCqtT5pcc0sIAv9ifJ4ujkzvlsoo2KDWfxHEl/V7cudC4fj9dcGbrnlFlq3bs1DDz1Er169KPrnXDu8vv7EFWNRsvMLeX39Cfq1rsPRo0fZtm0bCQkJHD58mH379pGSkkJkZCTR0dFERkYyfPhwOnfufEVgUfyh5evre9U6HD2dzI7ETHYfymTriVQKCqFrU3+ui2zAv/v7M/7TvZw2sjRAQ38Pftyxg61bt7LAQ4t/AAAgAElEQVR161YWLlzIzp07CQ0NpUuXLnTp0oXOnTvTsmXLK9p0YHR9DNnZvLPpDGcz8sqshp2Wnc+yXWd4dNkBQvw9uL1LI3q1CMKpFv27EKImUxVNoVVKnaFoc833tNabykkTCNwCPAQs0lq/Ye2KVkZsbKyOjy9avqe4J6f0owhjx652vKJzppw3NY01rrFFHtYotyrawtT3eiTxLO/+fpK1Ccnc1qUxvol/8PLSHyiIGkihpz/1vV2ZOSia4R1Czcq3ItWpLQq1psNLvxu/QGvyk0/gmp1KXfdCwup506V1GL06RNIpumXJGCZj76eiR17nM3LYfCyZ348ms+loMqmZOXRq6k/v1g25tnkdwut6lwlILh+DA+Dh4sSckTFXPErLz89n9+7d/P7772zatInff/+dtLQ0rrnmGrp168a1115Lly5d8PHxqbAt8goKWbP3DO/9dow0Qx7jeoRzU8dQvNzM6gC/gi1+L6zx+WROusqmt3U+lpYpbWG/tggMDNyute5kjfxM+Q1tTdFeU6uUUgXAduA0kA0EAlFAJEV7Uj2itV5rjYoJURXq+rgxs29zHrghkgU/HOKjk8HozrdReGnw6dnMfB75bAuLFi3ips5N6dChAy1btrRzra0jJSWFt1Zs4KuD2SjtgVZXDriu4+nM/z02nLMGzYHEZE6kZLM5PY//fnuSnK+O07SON+F1vQn2caZJoAfRTQoJq+vNb4fO8Z9v9pYZEDxj2W72JF2kUGs2HU0mKdVA1/AgujWvy+3XNKWBRwFOSpX7gVocxJQOmh7s3cToOCEXFxc6dOhAhw4deOCBBwA4c+ZMSbDz1FNPER8fT6tWrejQoQNdunRh9OjRRst2dXbiX+0aMSSmIdv+usD7v/3Jwh8PM7pzY+7sFibjdISopioMcLTWqcB0pdRTwCCgB0UrG3sC5ynafHOt1nqvLSsqhC01DvLildHt6TL7RzJyyj4GUS7unGvYjc2bl/HCCy+Qk5NDXFwcvXv3Ji4ujsjIyGr/OCs1NZUdO3awYcMGdu7cyc7TBnJa9cXTL4AYdYI+rSJZedqHnIJ/enQ9XZ15cmhburQsWuOzRxMv4J//0V005HH8fCbHkzM5kJjMH39dZNme8xw/n0maIY/L+4az8wr5ZPNfPHxDS+aMjKFNIz9cnP9ZqaL4f4xXMyw2pCSgMSV9acHBwQwfPpzhw4cDkJOTw86dO/npp59YsWIFjz32GEOHDmXixIl07979ijZVStE5LIjOYUH8lZzJhxuP02/hr1wXUY8JPZvRJqTo0VzpnqtGAZ5M7xdh9mBtIYTlzJlFZQC+uvQSwiGdSze+/UNavjOLFy8mNTWVEydOEB8fzy+//ML8+fPJzMykV69eJUFPVFQUTk7227kkLS2NHTt2sH37drZt28b27ds5ffo07dq1I7R9T5JjbqNBRx+m94+id7gPzk5FvSY9zJxF5e/pSrvGAbRrHEDvMG/gn+AnfMYqo9fk5hdyf1wL67/pSnB3d6dr165ERERw//33k5eXx5IlS5gwYQJOTk5MmDCBO+64g7p1615xbdM63jzzr2gevbEVn285wcQl22gS5EWbEH8+++MvDHlF45mKFw4EJMgRoopZ9hBZCAfTKMDT6LRhF2fFb4fP0aauC02aNCEmJoY77yxavPvEiROsX7+eX375hVdeeYW0tDR69+5d0sMTHR1ts4AnPT2d+Pj4kkBm27ZtJCUlERMTQ6dOnejfvz9PPPEEhX6NWPjTEfadSmVS98bc3qMVrs5OZXpBintHrPHsvbz72Cig+u7yXq9ePaZOncqUKVPYsGED7733Hi1atKBfv35MnDiRPn36XNGO/p6u3NO7OeN6hLN6z2mmfbmLvIKyfVfFCwdKgCNE1ZIAR4hSpveLuGIgq6erEzd3asxT3+6jnrcLD/ZuSs9Sf/ybNGnC7bffzu233w7AyZMnSwKe1157jQsXLtCrVy969OiBl5cXOTk5XLhwgdzcXKDoUUl2djY5OTllvjflK0C7du3o2LEjN954IzNmzCAyMhIXl6Jf7SNnM1jwwyG2HN/O/XHNeWFwc9xdnHB1tm0Pk/H76Mz0fhE2LdcalFL07NmTnj17kpqayqeffsq0adNIT09n/Pjx3H333TRsWHZrPldnJ4a2D+GRz3cazVMWDhSi6kmAI0Qplw9kLT2GIq+gkCW/HWLqNwl02H6Waf1a0aL+lVOfGzduzNixYxk7diwASUlJrF+/no0bN5KXl4eHhwdaazw8PPD39ycoKAh3d3c8PDzM/urh4WF0NeaTKVks/PEwvxw8y4SezZg3KgYvNxezx61UlrEBwZVZONDeAgICmDx5Mvfffz/btm3j3XffJSoqil69ejFx4kT69+9fEkxC+T1XPu4uXMjMJdDbrSqrL0StJgGOEJcpPZC1NFdnJ0a2D2ZQdD2+3Z/K6Lc306d1fR65sRUhV3n0EhISwpgxYxgzZkzJMVtNwfw7LZvX1x3mu92nuaNbGD9Pj8PPw9WqZZjKmo+87E0pRefOnencuTOvvPIKS5cu5fnnn+fee+9l3LhxjB8/nqZNmxrtuXJ3caJNiB/XvfwLozs1ZkLPZtTzdbfjuxGidnDoAEdWMrZ+HtYo114rGVuS7vL0o9vVYUCEP0u2JDFw4a8MaVuf8d1CCfQyLZiwtC1W7zvL6+tPcCYth2A/d+7uFsLJlGy+3XOWYTH1+WZCLIFerhRmZ5KaXX65jtAWlqpMPiNHjmTkyJHs27ePJUuW0KFDB2JjY7n99tuZeUNn/m/jqZK2KV448PTFHD76I4nrX/6FQdH1GNUmgHo+//x7kdVzq8/qudIW1actLGHRg/hLu4oPUUrdqJSqNn3Pl+r0Tlpamr2rIhyYn4cLD/RqytcTYskrKGT4uzt4e8MJMnPybVpu8bYKp9Ny0BStMfPC2mMcPpvBV+PbM6VPuMmBlrBMdHQ0L730Env37uXmm2/m3XffZdqoODqfWcFXo4JZc3+nkq0uGvq7M6NvM76eEIurs+LOzw8x/5dEkkpHoEIIq7G0B+cb4BgwGkhWStUF9mit4yytmCW01iuBlbGxsRMv7xY31k1eXtf51brUK+puN6U7vjJd9tbo5rfXowJ7tIWp79Xce1I6fUAAvHRzfe5PzmTBD4cY+u5OJl/XnDFdm+DucvXdys0p90JmLsfOZzD3x+NXbKsAcPJiHq0aNzC7/uXVoya2hSUsyScgIIBJkyYxadIkDh06xPvvv8+AAQPo2rUrU6ZMIS4urmRdnYAAmBVan7uuOcenW09x25Ld3BjZgLEd69M0yNMqbWGNzydz0lU2va3zsbRMaYua/WjZ0gCnkdZ6gFKqu9a6vVLqHsC0T1ghHEzTOt4svCWW/afSmP+/g7z3259MubEVw2JDWLnrVJmBy5N7hpb8z760vIJCTqRkcexcJkfPZXDsXEbJ9/kFmmb1fUg15BktX2bqVA+tWrXipZde4plnnuGTTz7h/vvvx8PDgylTpjB69Gjc3IoGGgd5ufJg76Y8dGMUi38/zl0f7+aa8AAe7RdFqwZX37dLCFExSwOc4k/UXKWUm9b6baXUL8AsC/MVosaKauTHB3d1ZsufKcz9PoF5axNIycwjt+Cfxd+eXXOU4ykGWgSnc/RcBkfPZXLsfAaJFww09PegWV1vmtXzoX3jQEZ0CKVZPW/q+bijlKL7nHU1bo2Z2sjT05OJEycyfvx41q5dy4IFC5gxYwaTJ0/mnnvuKZn95u/lysM3tGRk20C+2HGGMe9upnNYEJOva0Fo0fqJV6yOXF6ALIT4h6UBzqtKqSDgS+AtpdQmoInl1RKi5usSHsSX93aj0/M/lgQ3xXLyC/lwcxJD2mma1/Phpo4hNKvnQ9M6XhU+1qrJa8zURk5OTgwYMIABAwawZ88eFixYQIsWLRg+fDj33XcfnTt3Boqmko/rFsq917fmsz9OMP6jrUTU8yKqoQ8f/XGqpL2TUg3MWnMUgDHda+7jAyFszexBxkqp9kqpR5RS9wFHtdYpWut5wC9AS2ColesoRI2llCIlM9foufwCzSs3t2fydS3o36YhrRr4VhjcQNH06xdHtCUkwBMFhAR48uKItjVujZnaqG3btnzwwQccOHCAevXqMWjQIIYMGcLPP/+M1kUrIHu5uTChZzPWT7+O7s0DeWfjyTLBLEB2fiGvrz9hj7cgRI1hVg+OUuoJ4FngbyAPCFFKHQXu0lovsUH9hKjxylv8Ldiv8muhlLdWj6gZgoODmTlzJo888gjfffcdkydPxtnZmcmTJzNu3Djc3NzwcHVmdIeGzPnfMaN5nEkzvm+aEKKIuT04U4D/aK0baa2bAg2Bz4EflVLXW712QjiA6f0i8HQt2zPj4eLEg73laW5tVzxOZ+/evTz99NN88cUXhIWFMXv2bJKTk4HyA2FLAmQhagNzAxwP4OviH7TW57TWTwPPAHOtWC8hHIaxR0pPDWgug0RFCScnJ2644QaWLVvG2rVrOXbsGC1atGDKlCmMinC7IkBWwN3XNLJPZYWoIcwNcHYCPY0cXw5EWV4dIRzTsNgQNs7ow59zBrFxRh8JbkS52rZty/vvv09CQgL16tVjzn03UefY99TxUJcCZA/iWgby8ZbTHD+fae/qClFtmRvgPArMVUrdoZQq/V+KnkCC9aolhBC1W4MGDZg5cya7du3iruvakP3ldDxXTGek2y4e712fO7uGcPPbm9h1smo2UBWipjErwNFa/wHcStEjqbNKqZ8vTQ2fD8y0fvWEEKJ28/T0ZMKECezdu5d33nmH3bt307FjR757dQY3heVx94dbWJfwt72rKUS1Y/Y0ca31j0AEcAuwCUgFcoDVSqnkS0HPq9atphBC1G5KKXr06MHixYvZvXs3vXr14osFT5K8fDaTF2/ize932ruKQlQrlVroT2udB/xw6QWAUqoh0B6IvfSyO9lN3Pp5WKNc2cFa2sKSdJVNb+t8LC3XnLZwcnJi1KhRjBs3jj179vDWp8uYs+IC73y8lHt6NGXkyBElW0KYkl9l01U2va3zsbRM2U28+rSFJSzaTbw0rfVprfUarfULWutR1sq3MmQ3cSFEbdG2bVsWzXma1VOux61ZZ17ffJ42bWN48sknOXjwoL2rJ4TdWLpVQ7Uku4nbPg9rlCs7WEtbWJKusultnY+l5Va2LQICAvjmAS+mL29AYZceeJz8gWHDhtG8eXMmTJjAqFGj8PX1vWp+ppZrrfS2zsfSMmU38Zq9m7jVenCEEELYl7e7C6/eFElIvUAONx5I/IEjTJ8+na+//prQ0FAeeeQRduzYUbIthBCOTAIcIYRwIK7OTswfFUOPFnW59b2ttO9xAytXrmTv3r00btyY8ePH0759e15//XVSUlLsXV0hAFgen8SAN7fhFtyio7XylABHCCEcjFKKaf0iGN8jnFFvbWJ3YiohISFMnTqV7du3s2DBAjZt2kRYWBh9+vRh7ty57N69W3p2hF0sj09i5rI9nLby/moOOQZHCCEEjL2mKfV93bn7w628fHM72jdww8nJiT59+tCnTx8yMjL45Zdf+P777xk+fDgGg4F+/frRs2dPrrvuuho9/kLUHPPWHsSQV2D1fCXAEUIIB9Y3Opg6Pu7c8/F2HuzVmKExDUrO+fj4MHjwYAYPHgzAkSNH+P777/niiy945JFHiIqKon///vTv35/OnTvj7OxcXjHCSpbHJzFv7UFOpRpoFODJ5J6hDr+1y6lUg03ylUdUQgjh4Do2DWTpPdfw9saTvLvxZLmPolq0aMEDDzzA559/zuHDh5k9ezaZmZlMmjSJ+vXrM3r0aD788ENOnTpVxe+gdih+VJOUakADSakGZq05yup9Z+1dNZuq4+Nuk3wlwBFCiFqgeT0fltwew0+Hkhnz3maunfMT4TNW0X3OOpbHJ12R3t3dneuvv5558+axe/dudu3aRb9+/VizZg1t2rShXbt2PPbYY6xbt46cHOuOnaitjD2qyc4v5PX1J+xUI9vKzS9k3toEsvPycXNWVs9fAhwhhKgl6vq4MTo2mD+OpXAqNbukl2Dmsj1Gg5zSQkNDGTduHF988QVnz57lrbfewsPDg5kzZ9KyZUtuvfVW3nzzTfbs2SMBTyUYcgtIKudRzRkrD76tDg6eSWfYoo0knE5n3bQ45t7UjoZ+1u3JkTE4QghRi7zzeyKFlz2hMuQV8PSKvSgFQd5uuBbmEOjliqdPAe4uV467cXFxoVu3bnTr1o1nn32Wo0eP8vqKzbx6zJW5f/1Ffvo23A/+jxi/bKKiooiMjCQqKorWrVvj5eVVRe+0eiso1Ow/k8Hu+PNsOHye3YmpuDk7kVtQeEVadxcndiemEhNa8wd9FxRqPtjwJ/+3/iiP9Y/g5k6NUUoxLDaEuHBvAh8/st1aZUmAI4QQtUh5vQEXDfn8sP9vLmTlcu6igQuGPFIN+Xi4OBPo7UaQtxt1Ln0N8nEjyOvSMR83thzJZE1yIDkuRZGTi199XK65ndaNs3H7ew/fffcdc+fO5fDhwwQHBxMVFVUm8ImMjMTf378qb0OV01rz5/lMNh45z4Yj59l0NJn6vm70jmjApF7N6BIexA/7/2bmsj1lHlN5uDhxQ0QQ9368nfB63twf14Jrm9dBKes/0rGVgoICDAYDh0+l8PSaoxQUFPBsDx98Mo6yevUeMjMzycrK4vz581YtVwIcIYSoRYL93I2uNxIS4MkbYzoAlGxS7O/vT1p2Phcyc0nOzCUlM5eUzBySM3M5l57Dwb/TScnMZcPh8+Rf1i2UU6D54bwvv858HC+3oj81+fn5/Pnnn+zfv5/9+/fz888/8+abb3LgwAECAwNp2bIlERERxMbGlgQ/devWtfEdsczqfWd5ff0JzqTl0CjAk+n9IhgWGwJAcmYu648nsfHIeTYeSaagUNOjZV0GtGnI9OuaUNfHrcxU/OLrjM2i8vLx49udSTz17V58PFy5r3dz+kY1wMnJ8kBHa012djaZmZklrzNnzpCVlYVSiszMTDIyMsqcL35lZWVV+DUnJ4fAjgPxuXYs6uCPeJ3czHPeXnh5eeHt7V3y1dqz9CTAEUKIWuTB3k147vtjZXoJPF2dmd4v4oq0Sin8PV3x93QlrK53uXmGz1hl9Pj5jFw6Pvcjzep506FJIB2aBtChSSP+9a8WDB06tCRdYWEhJ06cYOvWrRw8eJAtW7bw0UcfsX//flxdXQkODiYwMJCgoCCCgoJKvi/vmL+/f5VMaV8en8SsNUfJzi96rJSUauDfX+1meXwipy5kcToth27N69KjZV3u6d2cZnW9S3peioPIyw2LDSkJdIrTaa0pyMuhT7gXneuF82PCOeat2sWs5YX0DYVoHwM52UUBRXJyMllZWRQWFl4RbFzt5eLigre3N97e3vj4+ODh4YGXlxf+/v4lx0u/QkJCSr6/PFAp/dWgXXl29SGSUrNZMLodrYNvKfd+pqam8sEHH1itfSTAEUKIWmRgdH28vLzL9BKU7nWojKv1Cq2b1pu9SWnEn7jAD/v/5qU1B8krKCS2JOAJJCbUn7CwMAICArjxxhtLejW+2ZHIS2v283d6Hm4eip4heTRzOs+FCxdISUkhMTGRlJQUUlJSSo6lpKSQkZGBn59fuYGQn58fTk5OODk5kZOTg5OTE15eXiXHsrOzUUrh4+NTcsxgMODk5FRyLLdQ8XKCD9n5Zefq5BYUsunw3/T3PEqXwgu4HHPiwIEcdubkkJubS05ODjk5OWRkZJCTk4PWuuRY8as4XXFwYjAYcHNzKxM4eHp54dIoii+a9iDfI5DQjKOE6zO4uyg8PT0JCgqifv36Za7x8vLCx8fHaMDi4lI2HCgOwCxZ7PH7vWd48tudjOoYypu3dcTNpWrnNUmAI4QQtczlvQSWerB3kzI9GfBPr5C7izMdmwbSsWlgyblTqQZ2nLjAjr9SmbMmgYNn0mle35voBl7EhPjSs7Ub2/9K4T/f7C3paUrO1iw74c6LI/ozvoK6FxQUkJqaWibouXDhAhtO5vDtBX8yUlzxIpuogqPUz0qksLAQV1dXCgsL0VpjMBjQWuPs4kK28iDDyZuL2gODix/Zbq4YXPzId3KjUCkw8oQop9CJ/L+PkOHqir+/P76+vtStWxd3d/eSV15eHu7u7gQFBZU57ubmVvK9t7c3ubm5eHp6UqdOnXLfb/yJC/zfL83ZcSKV0R0aMLpDQ5oE2+/RXlp2Hs+u2M+2v1J4a2wHOjYNsks9JMARQghhkeKVdhf9lmhSr1CjAE8aBXgyOKYRANl5Bew7dZGNCaf5+VAKr60/wbn0HKOzvWavOkB0Iz98PFzwdnfB280F58vGoTg7O1OnTp0yQcHy+CTW7d+DQReAgiw82efZjhHDh3NDRF1SC1w5ejaDo+cyOJB0gT+TDfyVYsDTzYXm9bxpFeBGWJAnbZrWo3k9bxr5e9Jz7s9Gp3aHBHoxe+ZsoPweEFN7SMp7lFVabJNA3rmjE4f/TufVHw4w5K3t3NK1CeN7hFPf1+OK1ZEt7bG7mt+Pnmf6l7uJi6jH6od64u1uvzBDAhwhhBAWGxhdnzHdW1XqWg9XZzo2DaK5f9EjDH9/f5rNXG007bmMHO79ZDuZOQVk5OSTlZuPu4szPh4u+Li74O3ujLebC77FAZB70fH/bjlxxSJ6hrwCnlx1mGdWHyE0yIvm9XxoXs+HLk39Gd2hIe3Cg/H3cgWMByTT+0Uw4+vdRnuu7KFlA1+eH9yKUxezWbrzPDe+8ivRjXzZ/lcqOaXGCc1ctgfAqkFOdl4Bc78/yOo9p3lxZFuui7D/9hIOHeAUd1MCpKenX3He2LGrHa/onCnnTU1jjWtskYc1yq2KtjD1vZp7T6x1D6UtKp+usultnY+l5VqjLazx+WROusqmNyWf8sb1NPRz5+vx7Ut+LtSa7LxCMnMLyMzJJzO3gKzcgks/X/qaW0B6dr7RMgsK4Yd7owkK+GeaenE9dG4mqblX1q1YXLg3068L4Z1NZzibkUewnzsP9m5CXLi3XdvC1wke7R3KnZ3qM+TtHSXBTTFDXgEvrt5PrzAvnMqZbl5RuaVnj9XxdkUBsY39+PzuGAI8XU3qeTK3THM5ZICjlBoCDGnatKm9qyKEEKISjI3r8XBx4sHeTcqkc1IKLzdnvNycqefjVm5+X+w4YzRgauDjiqtz5Qe/9m0VSN9Wgfj6+lY6D1sJ8nYjK9f4Lt1/p+fSee7v+Li74O9Z/HLF36Poew+nQvw9nGkQkI2fpwsBpc6tP5zCc9//0zbnM/NwdVbEtQwiwNO1Kt/iVTlkgKO1XgmsjI2NnXj5801jzzvLewZ6tWejFT03NWXkeWVGp1syot2aeVij3KpoC1Pfq7n3xFr3UNqi8ukqm97W+VharjXawhqfT+akq2z6q+UzpnuAVWd7PTYg8opF9DxdnXn4ujB8fX1Nvu81rS0aBXgaHycU4Mn66XFcNOSRasgjNSuX1Kw8LmQVfX/mQjqJ6fkcSk0vOZd66VymkaApr0Cz6LfESj+mtAWHDHCEEELUfNac7WVsEb3p/SKICy9/fR9HML1fhNHAbnq/CFycnajj4250N++rDYIOn7EKY/vRnypnLy17kQBHCCFErWAsYKrMWJGapLzAzpLAsbxeoUYBnpXO0xYkwBFCCCEcmLXXPbpar1B1IgGOEEIIIUxmi14hW5AARwghhBBmsXavkC1U7cYQQgghhBBVQAIcIYQQQjgcCXCEEEII4XAkwBFCCCGEw5EARwghhBAORwIcIYQQQjgcCXCEEEII4XAkwBFCCCGEw5EARwghhBAORwIcIYQQQjgcCXCEEEII4XAkwBFCCCGEw5EARwghhBAORwIcIYQQQjgcCXCEEEII4XAkwBFCCCGEw5EARwghhBAORwIcIYQQQjgcCXCEEEII4XAkwBFCCCGEw5EARwghhBAORwIcIYQQQjgcCXCEEEII4XBqTICjlGqmlHpfKfWVvesihBBCiOrNrgGOUuoDpdRZpdTey473V0odVEodUUrNANBaH9Naj7dPTYUQQghRk7jYufzFwBvAkuIDSilnYBFwI5AIbFVKrdBa7zc384KCAlJTUwFIT0+/4ryxY1c7XtE5U86bmsYa19giD2uUWxVtYep7NfeeWOseSltUPl1l09s6H0vLtUZbWOPzyZx0lU1v63wsLVPaovq0hSXsGuBorX9VSoVddrgLcERrfQxAKfU5MBQwKcBRSk0CJl36MScwMLB075A/cPGyS4wdu9rxis6Zct7UNNa4xhZ5VEZd4HwF9bB2W5j6Xs29J9a6h9IWlU9X2fS2zsdctmgLa3w+mZOusultnY85Lm+H8uohbWF7EVbLSWtt1xcQBuwt9fNNwHulfr6dol6eOsBbwFFgpol5b7vs53eMpLni2NWOV3TOlPOmprHGNbbIo5LlVnlbmPpezb0n1rqH0hbSFrZoC2t8PtW2tri8HaQtqldbVPZl70dUxigjx7TWOhm418K8V5p47GrHKzpnynlT01jjGlvkYQ1V0Ramvldz74m17qG0ReXTVTa9rfOxlDXawhqfT+akq2x6W+djKWmL6tMWlaIuRUz2q0DRI6rvtNZtLv3cDXhGa93v0s8zAbTWL1Yi721a607Wq62oLGmL6kPaovqQtqgepB2qD2u2RXWcJr4VaKmUCldKuQG3ACsqmdc71quWsJC0RfUhbVF9SFtUD9IO1YfV2sKuPThKqf8CcRQN8PobeFpr/b5SaiCwEHAGPtBaz7ZbJYUQQghR49j9EZUQQgghhLVVx0dUQgghhBAWkQBHCCGEEA5HAhwhhBBCOJxaFeAopYYppd5VSn2rlOpr7/rUVrJxavWhlPJWSn106ffiNnvXRxSR35HqQ/5uVB9KqUil1EuaSPAAACAASURBVFtKqa+UUvdVlL7GBzhmbti5XGs9EbgLGG2H6jos2Ti1+jCnLYARwFeXfi/+VeWVdUBm3n+j5HfEOqzUFvJ3wwqs1BYHtNb3AjcDFa6VU+MDHIo27Oxf+kCpDTsHAFHArUqpqFJJnrh0XljPYsxvB2EbizG9LUKBk5eSFVRhHR3ZYky8/0qptkqp7y571a/6KjusxVivLeTvhmUWY4W2UEr9C9gA/FRRgdVxqwazaDM27FRKHQDmAGu01juqtKIOzpx2wMSNU0XlmNkWiRQFOTtxjP/w2J059//SCu2Dq7aGtYc12kIppZC/Gxaz1u+F1noFsEIptQr47GplOuoHWgj//K8Uij7EQ4AHgRuAm5RSlu5rJSpmtB2UUnWUUm8BscVbcQibK+93YhkwUin1f9TwfWequfLuv1HyO2JTZrUF8nfDlsz9vYhTSr2mlHobWF1R5jW+B6cc5W3Y+RrwWlVXphaz5capwjzltUUmcHdVV6YWMnr/y0ssvyM2ZW5byN8N2zG3LX4BfjE1c0ftwUkEGpf6ORQ4Zae61GbSDtWHtIV9yf2vPqQtqg+btoWjBjjW3LBTVJ60Q/UhbWFfcv+rD2mL6sOmbVHjAxxVtGHnJiBCKZWolBqvtc4HHgDWAgeAL7TW++xZT0cn7VB9SFvYl9z/6kPaovqwR1vIZptCCCGEcDg1vgdHCCGEEOJyEuAIIYQQwuFIgCOEEEIIhyMBjhBCCCEcjgQ4QgghhHA4EuAIIYQQwuFIgCOEuCqlVIFSamepV5i962RNSqlYpdR7l76/Syn1xmXnf1FKdbrK9Z8rpVraup5CCPM46l5UQgjrMWit25d3UinlcmnBrprqP8DzFlz/f8C/gYnWqY4QwhqkB0cIYbZLPR1fKqVWAv+7dGy6UmqrUmq3UurZUmkfV0odVEr9qJT6r1Jq2qXjJT0jSqm6Sqnjl753VkrNK5XXPZeOx1265iulVIJS6lOllLp0rrNS6nel1C6l1BallK9S6jelVPtS9diolIq57H34AjFa610mvOd/lerFOqiU+vPSqd+AG5RS8h9GIaoR+YUUQlTEUym189L3f2qth1/6vhtFwUGKUqov0BLoQtEOwSuUUr2ATIr2l4ml6PNmB7C9gvLGAxf1/7N333FVV/8Dx1+HIVOGuMGB4kBwkFtwb3Pg3l9HVmraMCvLfpq2tCzNlprmyHLmSDO1Qs00NRNFTByYKYgLRUA2nN8fjERB1r2A+H4+HvfBvZ/P+Zxz7v0ovO+ZWjdVSlkAB5RSu9POeQEepG7IdwDwVkodAdYBg7XWfyql7IBYYCkwGnhRKVUbsNBaB9xXVhMg8L5jg5VSPve8dgPQWv9A2j45Sqn1wL604ylKqfNAw1y8NyFEIZEARwiRk+y6qH7WWt9Ke94l7eGf9tqW1ICnNLBZax0DoJTKzUZ6XYAGSqkBaa/t0/JKAI5orUPS8joOVAfuAGFa6z8BtNaRaec3AP+nlHoFGAusyKKsSsCN+46t01pPSn+hlNp770ml1Kukfiaf33P4OlAZCXCEKDYkwBFC5Nfde54r4H2t9eJ7EyilXgSy2/Auif+6yS3vy2uy1nrXfXm1A+LvOZRM6u8wlVUZWusYpdTPQB9gEKmtNfeLva/sh1JKdQQGAm3uO2WZlpcQopiQMThCCEPYBYxVStkCKKWclVLlgd+Avkopq7TxLr3uueYi0Djt+YD78pqglDJPy6u2UsrmIWUHAZWVUk3T0pe+ZzzMUmAh8Oc9rU33Ok1aF1ROlFLVgC+AQVrr+4OZ2oDsSC1EMSItOEKIAtNa71ZKuQN/pI37jQZGaK2PKaXWAceBf0kdkJtuHrBeKTUS8Lvn+FJSu56OpQ0ivgH4PqTsBKXUYOBTpZQVqS0pnYBorfVfSqlIYHk21wYppeyVUqW11lE5vM3RgBOwOe09XtFa91BKVSC1yyosh+uFEIVIaZ1d67EQQhiWUuotUgOPeYVUXmVgL1BXa52STZqXgCit9dJ8lvESEKm1XpbvigohDE66qIQQJZJS6n/AYWB6dsFNmi/JPLYnryKAlQW4XghhBNKCI4QQQogSR1pwhBBCCFHiSIAjhBBCiBJHAhwhhBBClDgS4AghhBCixJEARwghhBAljgQ4QgghhChxJMARQgghRIkjAY4QQgghShwJcIQQQghR4kiAI4QQQogSp1gGOEqpl5RSp5RSgUqpNUopS6WUq1LqsFLqnFJqnVKqVFHXUwghhBDFU7ELcJRSzsDzQBOttSdgCgwB5gLztda1gNvAU0VXSyGEEEIUZ8UuwEljBlgppcwAayAM6ABsTDu/EvAtoroJIYQQopgzK+oK3E9rHaqUmgdcAmKB3cBfQITWOiktWQjgnNX1SqlngGcArK2tG9euXRuA5ORkAExNTTPSZnXsYcdzOpeb87lNY4hrjJGHIcotjHuR2/ea18/EUJ+h3Iuc65YTuRd5u0e5OZ/XdPlNb+x8Clqm3IuiuxcnT568qbUuZ4j8il2Ao5RyBPoArkAEsAHonkVSndX1WuslwBIALy8v7e/vD0BERAQADg4OGWmzOvaw4zmdy8353KYxxDXGyMMQ5RbGvcjte83rZ2Koz1DuRc51y4nci7zdo9ycz2u6/KY3dj4FLVPuRdHdC0dHx38NlV9x7KLqBPyjtb6htU4ENgGtAIe0LisAF+BKUVVQCCGEEMVbcQxwLgEtlFLWSikFdAT+BvYAA9LSjAK2FlH9hBBCCFHMFbsAR2t9mNTBxMeAk6TWcQnwGjBFKXUecAKWFVklhRBCCFGsFbsxOABa65nAzPsOXwCaFUF1hBBCCKNITEwkJCSEuLi4LM+npKQAEBYWlqv88pre2Plkx9LSEhcXF8zNzY2SPxTTAEcIIYR4HISEhFC6dGmqV69O6qiMzJKSUicPm5nl7s91XtMbO5+saK0JDw8nJCQEV1dXg+efrth1UQkhhBCPi7i4OJycnLIMbkoqpRROTk7ZtloZigQ4QgghRBF6nIKbdIXxniXAEUIIIUSJIwGOEEIIITKZPXs2H3/8cVFXo0AkwBFCCCFEiSMBjhBCCPGYW7VqFQ0aNKBhw4aMHDky07ng4GC6detG48aNad26NUFBQQBs27aN5s2b4+XlRadOnbh27RoAb731FmPHjqVdu3bUqFGDhQsXFvr7AZkmLoQQQhQbxhh8q3WWWzdmOHXqFO+++y4HDhygbNmy3Lp1iwULFmScf+aZZ1i0aBG1atXi8OHDTJw4ET8/P3x8fDh06BBKKZYuXcoHH3zARx99BEBQUBB79uwhKiqKOnXqMGHCBKOueZMVCXCEEEKIYuL+YKQw1sHx8/NjwIABlC1bFoAyZcpknIuOjubgwYMMHDgw41h8fDyQuobP4MGDCQsLIyEhIdOaNk8++SQWFhZYWFhQvnx5rl27houLS67rZAgS4AghhBCPMa11ti1HKSkpODg4cPz48QfOTZ48mSlTptC7d2/27t3LW2+9lXHOwsIi47mpqWlG4FWYZAyOEEII8Rjr2LEj69evJzw8HIBbt25lnLOzs8PV1ZUNGzYAqcHQiRMnALhz5w7Ozs4ArFy5spBrnTMJcIQQQojHmIeHB9OnT6dt27Y0bNiQKVOmZDr/7bffsmzZMho2bIiHhwdbt24FUgcTDxw4kNatW2d0bxUn0kUlhBBCPOZGjRrFqFGjMl7f26Xk6urKzp07H7imT58+9OnT54Hj93ZVAQQGBhquonkgLThCCCGEKHEkwBFCCCFEiSMBjhBCCCFKHAlwhBBCCFHiSIAjhBBCiBJHAhwhhBBClDgS4AghhBCPiC3+oXjP8cN12o94z/Fji39ooddhxowZ/PLLL4Vebl7JOjhCCCHEI2CLfyivbzpJbGIyAKERsby+6SQAvl7OhVaP2bNnF1pZBSEtOEIIIcQj4MNdZzKCm3Sxicl8uOtMgfK9ePEi7u7uPP3003h4eNClSxdiY2M5fvw4LVq0oEGDBvTt25fbt28DMHr0aDZu3AjAtGnTqFevHg0aNGDq1KlERUXh6upKYmIiAJGRkVSvXj3jdWGSFhwhhBCimKg+7cc8XxMaEfvQ6y7OeTLHPM6dO8eaNWv46quvGDRoEJs2bWLevHl89tlntG3blhkzZjBr1iwWLFiQcc2tW7fYvHkzQUFBKKWIiIigdOnStGvXjh9//BFfX1/Wrl1L//79MTc3z/P7KqhiF+AopeoA6+45VAOYAaxKO14duAgM0lrfLuz6CSGEEMZyfzCSvmWCmZkZ3nP8CI2IfeAaZwcrDkzr8ED6vHB1daVRo0YANG7cmAsXLnDnzh3atm0LpG7lMHDgwEzX2NnZYWlpybhx43jyySfp2bMnAOPGjeODDz7A19eX5cuX89VXX+WpLoZS7LqotNZntNaNtNaNgMZADLAZmAb8qrWuBfya9loIIYR4LLzStQ5W5qaZjlmZm/JK1zoFztvCwiLjuampKRERETleY2ZmxpEjR+jfvz9btmyhW7duAHh7e3Px4kX27dtHcnIynp6eBa5ffhS7Fpz7dASCtdb/KqX6AO3Sjq8E9gKvPezi5OTkjJsUFRX1wPmsjj3seE7ncnM+t2nyc82OU9f5dN8lrkbGU9HOgsltq9LDo3yByjWE+8stjHuR2/ea18/EUJ+h3Iv8p8tvemPnU9ByDXEvDPH7KS/p8pve2PkUtMzCvBcpKSmZNra8X0pKCpDaMtOzfgVSkpOZ9/M5wu7EUcnekqmda9GzfoWMPO5Nn1vpae/Nw87ODgcHB/bu3YuPjw8rV66kdevWJCUlkZKSkvH3NSYmhi5dutCkSRPq1q2bkceIESMYOnQob7zxRrZ1SUlJyRRIGfr+F/cAZwiwJu15Ba11GIDWOkwpVT6rC5RSzwDPADg7F96o8qK249R1Zv8UTFxS6j/usMh4Zv8UDJApyBFCCPHo6t2oMr0bVS6UspYtW8akSZOIiYmhRo0aLF26NNP5qKgo+vXrR1xcHFpr5s2bl3Fu6NChzJgxgyFDhhRKXbNSbAMcpVQpoDfwel6u01ovAZYAeHl5aQcHh0zn73+d3bGHHc/pXG7O5zZNbq/5fP+xjOAmXVxSCp/vD2GYd+0Cl2sIRXEvcvte8/qZGOozlHuR/3T5TW/sfApariHuhSF+P+UlXX7TGzufgpZZGPciOjr6oeNl8jqmJj9jcNzc3AgMDMx4/eqrr2bkc/jw4QfSr1q1KuP5n3/+mWWehw4dYsCAAZQtWzbbck1MTIx6r4ttgAN0B45pra+lvb6mlKqU1npTCbhehHUrdq5kMfDsYceFEEIIY5g8eTI//fQTO3bsKNJ6FOcAZyj/dU8B/ACMAuak/dxaFJUqjuISkzE3NSEhOeWBc5UdrIqgRkIIIR5Xn376aVFXASiGs6gAlFLWQGdg0z2H5wCdlVLn0s7NKYq6FTdJySk8v8Yfz8p2WJk/eDtHtKhaBLUSQgiRW1rroq5CoSuM91wsAxytdYzW2klrfeeeY+Fa645a61ppP28VZR2LA601/7c1kJiEZNY+25L3+zXA2cEKReq6CCNbVmPFwYv8c/NuUVdVCCFEFiwtLQkPD3+sghytNeHh4VhaWhq1nOLcRSVyMP/nswSGRrLmmRaUMjPB18v5gf1IPCvbMWLpYdaPb4lNEdVTCCFE1lxcXAgJCeHGjRtZnk+f9m1ikrv2iLymN3Y+2bG0tMTFxcUoeaeTAOcRteqPi2wLCGPD+JbYWmR/Gwc3rcrd+GRGLD3MV0PqUda2VOFVUgghxEOZm5vj6uqa7fn0dWJyO9sor+mNnU9RKpZdVOLhfgwI44s9wawa24yythY5ph/r40o/L2cmrDvFndjC3/BMCCGEKGwS4DxiDp6/yYytgXw9uilVyljn+rpJHdxoVcORiev/JipOghwhhBAlmwQ4ubDFPxTvOX64TvuR7l8cZcepolmCJ+hqNJPX+PP58CeoV9kuT9cqpXixXTXqVbTlqZVHiU1INlIthRBCiKInAU4OtviH8vqmk4RGxKL5bwuELf6hhVqPy7djmbzxb97t60mLGk75ykMpxetdauDiYMX41X+RkPTgujlCCCFESWDUAEcp5aiU8lBK1VBKPZLB1Ie7zhCbmLm1Iy4phQ93nSm0OtyIimfiur95xrsK3TwrFSgvE6X4YEADrMxNeWGtP0lZLA4ohBBCPOoMHnQopeyVUm8opU4Ch4DFwHrgX6XUBqVUe0OXaUxFvQVCVFwio5cf4UnPcgz0Klhwk87M1IRPhjbibkIyr34fQErK47P+ghBCiMeDMVpVNgKXgdZa6zpaax+tdROtdRVSVx/uo5R6ygjlGkUlh6wXIjIzVfx50bhrDcYnJfPsN3/RqIoDz3pXMWjeFmamLB7RmJBbscz84dRjtciUEEKIks/gAY7WurPW+hutdUQW5/7SWr+otV5m6HKNITE5hXK2pTBRmY9bmpkwsLELL649zriVRzl3LcrgZSenaKasO4G9lTmz+3iilMr5ojyyKmXKstFNOBESwdydZx7JIGfHqesZA8C95/gV+tgoIYQQxZPRFvpTqX+RhwM1tNazlVJVgYpa6yPGKtOQEpNTmPydP062lnzQvzrzfznHlYhYKtpZMLltVYZ51yYuMZlVf1xk8JJDdKlXgRc71cYQC09rrZm17RThd+NZMaYZpvdHWGlSUlK4ceMGYWFhGY9r165hZmaGjY1Npoe1tTUpKSlYW1tTqVKljGO2lpasHNOMIUsOUdrSjOfauxngHRSOHaeuM/unYOLSBkuHRsTy+qaTALRzlXWbhRDicWbMlYy/AFKADsBsIAr4HmhqxDINIjE5hVe2nMHMzIwvRzyBhZkpA5qkdhGlr+4IYGluyjNtajK4SVW+2Heebp/8Rr+GFRjT3JmCrP346a9n+ePcdd70tuXnnTsICwvjn3/+ISwsjFu3bmUKZhwcHKhUqVLGo0KFCiQnJ3P37t1Mj5iYGCIjI4mJiSE2NjbjeFJSEtbW1tiUrcSZHq+z8ON5ON44nik4cnJyok6dOtStW5e6devi4uJilBalPH9O+y5lBDfpYhOT+XDXGdqNf6KIaiWEEKI4MGaA01xr/YRSyh9Aa31bKVXs9wmIT0pm6uYgTJTii+GNKWWWcy+evbU5r3d3Z1TL6sz9MZDeS47xXHs3RrashoWZaZbX3L17Fz8/P/z9/TMClitXrnDd1g3l0Y3k3R/y0nfWGYGLo6Mj9evXp2bNmhnHKlasSKlSuf9Is1p6OykpiZiYGO7evcuFqxG8tL0SvWsNpqlTUkZgdOPGDU6fPs2mTZsICgoiOjo6U8BTt25d3N3dcXNzw8Ii55WVDeFGVDxhkfFZniusAeBCCCGKL2MGOIlKKVNAAyilypHaolNsxSUmM/HbY5iZmDCnT+1cBTf3quxgxawna3H+xl2+OHCFFQcvMrVLHXo3rIyJieL27dts376d9evXs2/fPpo3b463tzfNmzenUqVKXE5xZNmJaNY+3QK3RZnHYRtrXxAzMzPs7Oyws7OjUqVKrKtSlSFL/qBBPQ98G1TO8pqIiAjOnDlDUFAQp0+fZvXq1QQFBXHx4kWqVKmSKeipW7duRoBmCJdvxbD4t2B+OH4Fa3MTYhIf/CflYG1ukLKEEEI8uowZ4CwENgMVlFLvAgOAN41YXoHEJabOWLK1MOOtbjUxN83/+Gu3cjZ8Pbophy6EM3trAO9vPoL53zsI2L2ODh060KNHDxYuXJhpg7Uj/9xi5uq/WDGmBW4V7Q3xlvLFtawNK8c2Y8TSIxy/HMFPJ69yJSKWyg5WvNK1Dr5ezjg4ONC8eXOaN2+e6dqEhAQuXLiQEfjs27ePxYsXc/r0aSwsLDICnurVq9O6dWt8fHxy3dV1OiySRfuC2Xf2BsOaVeXXl9vxc8C/mcbgAFiYmaA1LD14madaGnenWiGEEMWX0QIcrfW3Sqm/gI6AAny11qeNVV5BxCUm8/SqozhYl2L+oIZER0UWKL9///2Xr7/+mk2bNhEYGEiz/s9yy6M3PTqP5s2enrjYaHacus6IdX5ciYilXGkLYhKS+HJEY+q7FF1wk65uRTtGtqzK/J/PZRy7dwCvr5dzlteVKlUqo/XG19c34/jt27e5du0aYWFhnD59Gn9/fxYtWoSNjQ1Dhw5l6NChlCtXLss8/S9HsuxQCGevxzDWx5W3fT2xs0xtoenhUR6Az/eHZArCWtZ0YtSyQ4TeieeDQU8UKFgVIq+2+Ify4a4zD3wxEEIULmO24ACUBWK01suVUuWUUq5a63+MXGaexCYm89zKPylra8FHAxtilo8/hlpr/v77bzZt2sSGDRsICwvD19eX6dOn06FDBywsLEhMTmHtkUuMWfEnlUqbc+b6XeKTUqdlX4+Kx9xUER6dYOi3l2/r/wx54Fj6AN68/rJWSlGxYkXq1q1L+/btiYiI4IMPPiAoKIg1a9bQunVrKlasSP/+/Rk9ejTOzi7sOXOdL/cGc+1OLKNaOLN0dHMszR8cz9TDozzDvGs/cPzr4fV5desZnlp5lM+HeVHaUrqthPGlb+2Svvp5br4YCCGMw2hfbZVSM4HXgNfTDpkDq41VXn7EJiTz/IbTVChtyceDGuUpuNFac+TIEaZNm0bdunXp3r074eHhvP/++wQFBfHVV1/RvXv3jEG35qYmjGxZnb1T23EhPDYjuEmXmKwLdfuHnGQ3UDc0Ipb1f17m1JU7BdrLSilFy5YtWbhwISEhIcyaNYsz587TZMBE6rywkte/O0hfzzJseeYJBjSqmGVw8zDWpUxZ0N8dF0crBi76g7A7MvBYGF9WW7ukfzEQQhQuY7bg9AW8gGMAWusrSqnSRiwvT+7GJzFpw984O1jy4cCG2a41c6+kpCT279/Ptm3b+Omnn7CxsaFfv358++23NG7cGKVUpmnkWbGxMONufNY7eRen2T+VHawIzaI+9lZm/HEhnK/2X+Dy7RhqlS+Np7Mdns72eFa2p07F0g8NRrb4hzL3p9NcjYzPaL7v6lGRMNvaXHAfSdtW1jS2usnxXWt5rtcOmjRpQv/+/Rk2bBj29nnrvjMzUbzr68ni3y7Q/4uDLBvdFPdKeduFXYi8KOqtXYQQ/zFmgJOgtdZKqfRZVMVm5bXo+CTGLv+TKo6WzOjulmNwk5iYyJdffsm7775LpUqV6NmzJ7t378bd3T1f5Ve0s8hyinNlB6t85WcMr3Stk6mpHcDK3JRZvT0zmtpjEpI4HRbFqSt3OHE5gm8PXeLCzWiqO9mkBTypgU9la411KdMsm++nbjjBm1tO0rSqPXN616GNR9qWFKN6c/fuXdauXcv333/PtGnT6NixI0OHDqVnz55YWeXus1JKMb5tTZwdrBix9DDzBzeiTe2sx/sIUVDZfTEoV7pwlk8QQvzHmAHOeqXUYsBBKfU0MBb4yojl5Urq5pV/UruCLa+0r4JJDrN4duzYwZQpU6hatSq//PILVaqk/gEuyHTtyW2rPjD7x8rclFe61sl3noaWHsQ8bLCkdSkzGldzpHG1/6aAxyclc/ZqNIFX7hAYeofNx69w5moklewsuBqZ8EDzfVKKxrqUGfP7Pxgs2tjY0L9/f/r374/Wms2bN7NkyRKeeeYZevbsSa9evWjfPnd7t/ZqWJmK9pZMWH2MV7vWYVBTw+7tJQTAlM61mLoxgHt3PTE3VUTHJfLJL+cY365GtmtjCSEMy5izqOYppToDkUAdYIbW+mdjlZcbUXFJPP/dEepVsuPtPp5ERt7JNm1QUBCzZs3iwoULfPTRRzz55JO56oLKjexm/xS3QYi+Xs55rpOFmSn1XewzzQa7EX6Li+GxDPz6eJbX3IjKesG+ezk6OjJ27FjGjh3L1atX2bhxIx999BETJ06kf//+jBw5Eh8fn4fm0bR6GdY924KxK/7k0q0YXu7y4OBkIQri3/AYalcoTXRcIlci4jL+bzd1LcNbP5yi+yf7ea9vfVrUcCrqqgpR4hklwElb4G+X1roTUKRBTbrIuCQmrjvFE9WdmNXbI9v1V8LDw3n99dfZtGkTb775JhMnTszTasG5ld3sn5LI3NSEWuVtcM6m+T6vXXMVK1Zk0qRJjBgxgkuXLrFz505GjRpF48aN+eSTT6hUqVK219YsZ8umCa0Yt+ooIetieKNTtTwv6ChEVo5evMV3Ry6z43kfyts9uCvdV/9rwq5TV5my7jit3MrynHdlHGVRSiGMxii/2bXWyUCMUipfi7oopRyUUhuVUkFKqdNKqZZKqTJKqZ+VUufSfuZ6adw7MYmMX3uK+pVLZxvcJCYmsnDhQtzd3UlJSeHw4cO8+OKLRgluHlevdK2D1X0DkAvaNVe1alVeffVVAgMDqVWrFg0aNGDRokWkpGQ/w8vJ1oI1T7cgLjGFCetOERmXlO/yhYDUru+X1h/nvb6eWQY36bp6VGT3lLbYWZozYJk/P5y8jtY62/RCiPwz5lfXOOCkUmqZUmph+iOX134C7NRa1wUaAqeBacCvWutawK9prx/q76vRtHz/V55c+BtPVLHj1U6uWQY3O3bsoH79+mzfvh0/Pz/mzZuHk5M0IRuar5cz7/erTyU7CxTg7GDF+/3qG6RrzsrKinfffZc9e/awatUqunfvzunT2a8raWluyufDn8C9oi2jvgng8q2YAtdBPL5m/nAKH7dydPGomGNaWwszZvSqx2cD67H2rysM/eoQ569HF0IthXi8GHOQ8Y9pjzxRStkBbYDRAFrrBCBBKdUHaJeWbCWwl9R1dh4q7E4cpiYKV3sToqOjMwU4f/31F++88w4hISG8/fbbdO3aFaUUUVFR2eb3sHO5OZ/bNIa4xhh5FLTcdq42NB6Z2mJTunTqqgERERHZ1i2v98LFxYXt27ezaNEievbsyZgxY5g6dSqWlll/lhQlvgAAIABJREFUq362WVmcLKHfF78zv787npUevpKBoT7D4nAvsquHoe5Fbs7lJ11+0xsrn12nb/LXxXDWjm6UpzF6LjaaL/rWYMe5aAZ8eQBfjzKMaFw+V3XLzz3Kzfm8pstvemPnU9AyDfH/Qu5F0ZdptBYcrfXKrB65uLQGcANYrpTyV0otTZtiXkFrHZaWdxhQPquLlVLPKKWOKqWOph9LTtEsOXQtI82tW7d47bXXGDRoEG3atOHAgQN069Yt1/siieLNxMSEkSNHsnPnTs6fP4+3tze//fZbtukHNCjLG11qMnn93+w9F16INRWPuquR8cz9+QLv9aqNVam8z44yNVEMa1KZdWMaceFWHKPXnuXIxYJPZBBCGLEFRyl1krSdxO9xBzgKvKO1zu4viRnwBDBZa31YKfUJueiOSqe1XgIsAbCoVCuj/OvRiVhaWrJq1SreeecdBg4cyJEjR3Bycsp2yvfDpoLnNE08N9PI8zPV3BC7iRt6R/L8lptVPQx5L0qXLs2WLVvYtm0bkyZNon379sybN4+yZcs+kLZvFQdqVHLi6VVH+e2fKA5fuPXQGW6G+gwfl3uR07n8pMtvekPlk5KimbD+ME+1roG3e/6XHXBwcMDBARYOsmDvuXBm7bxAc9cyTH/SnbRGzjzfC0P8fspLuvymN3Y+BS3TEP8v5F4UHWOOwfmJ1C6q4WmPbcB+4Cqw4iHXhQAhWuvDaa83khrwXFNKVQJI+3k9L5WxL5WCj49Pxjibzz//XMbZPCZ69erFqVOncHR0xNPTk1WrVmU5sLNhFQeebVuDzcdCCY2IRfPfXkJb/EMLv+KiWPtq/wWSUzTj29Y0WJ7tajmx+6U2lLEpRdcFv7H5xDVStGaLfyjec/xwnfYj3nP82HEqT7/+hHgsGTPA8dZav661Ppn2mA601VrPBapnd5HW+ipwWSmVPrWmI/A38AMwKu3YKGBrbiuiUhK5s381s2bNYteuXXh6eubn/YhHmK2tLfPnz2f79u0sWLCAzp07c/78+QfSff37xQeaHWUvIXG/wNA7LP7tAh8Pzt02L3lhY2HGmz3rsWJMMzYev0rfJcd47fuATEH37J+CJcgRIgfGDHBslVLN018opZoBtmkvc5qXOxn4VikVADQC3gPmAJ2VUueAzmmvH05DStRNujjc5PC6T2WcjaBJkyYcOXKE7t2706JFCz766CMSEv7bxV32EhI5iU1I5oW1/szoWQ8XR2ujlePpbM+qkQ24HZtE/H0b28YlpfDpvktGK1uIksCYs6jGAV8rpdKDmihgXNqA4fcfdqHW+jjQJItTHfNSgdJJtzk260nKli1rkBWIRclgZmbGyy+/TP/+/XnmmWf4/vvvWbp0Ka1atcp2L6HitE+YKFrv7TiNR2X7Qll53NREEZXNOk1Xs9jPTgjxH2POovpTa12f1BYYL611A631Ea31Xa31emOVe68qVapkOaBUCIDq1auzbt06XnnlFQYMGMDEiRN5rk2VBxYjBBjSTPauEuAXdA2/oOu87Vt43dwV7bLeqDO740KIVEYLcJRSFZRSy4C1WusIpVQ9pdRTxipPiPxQStG3b19OnTpFcnIyrwxsh69LLM4OlhmLEY5uVY01hy9xPTKuqKsritDN6HimfX+SjwY1xN6q8LZYmNy2apZBt1s5K5KSs1+xW4jHnTHH4KwAdgGV016fBV40YnlC5JujoyOLFy9m3bp1bP1kOmUOLGD/pIYcmNaBt3p7MrRZVZ5edZS4+3ZDF48HrTWvbgygf2OXQt8os4dHed7vVx9nB6uMoHt61xokp8Cwrw5L4C1ENow5Bqes1nq9Uup1AK11klJK/jqIYs3Hxwd/f3/mzJlDs2bN2LRpEy1atGBSBzeCb0Qz48dzzOmT/72zxKNp9eFL3IiKZ9GIxnm6Ljk5mZiYGO7evZvpERMTw7Vr14iJSd0i5O7du9y8eZPY2FiSk5Mz0kVERBATE0NCQgIxMTE0rFaN1q1bUyNF08u3PutO3qHXZ7+zYLAXLWvKshdC3MuYAc5dpZQTaYv9KaVakLrQnxDFmoWFBTNnzqRp06b07t2bBQsWMGzYMOb0b8CgRQdY9Ptl3uiV671exSPu/PVo5v98lg3jW+a483x8fDzbtm1jxYoV+Pn5ERcXh7W1NTY2NhmP9NelSpXC2toaR0dHrK2tMTU1xcbGBicnp4x0ANbW1lSoUAErKyvOnTvH/v37+frrr7l8+TLNmzenUasejF+VwFM+roxoUhETmSkqBGDcAGcKqWvX1FRKHQDKAQOMWJ4QBtWjRw9+/fVXevfuTVBQEG+99Rbz+9VlxMoAPKqE0qeR8WfRiKKVkJTCi+v8eblLbWqWs80yjdaaY8eOsWLFCtauXUv9+vUZPXo0q1evxt7ePtulKdJndqavFHv/66yONW7cmCFDhhAREcHt27cJDAxk//79lDr8E3MvduOzddDJ9gpPdm6Pt7f3I70KrRAFZbQAR2t9TCnVFqgDKOCM1jrRWOUJYQz169fn8OHD+Pr6cubMGRYsWMDCAe6MX/c3VcpY80RVackpyT7++SwV7awY1qzqA+euXbvGt99+y/Lly4mOjmb06NEcOXIEV1fXQqmbo6MjvXr1olevXgDcjozixeV72RdWjYBFqzkxZAg1a9akdevWGQ8rK1nuQDw+DD7IWCnVL/0B9CY1wKkN9Eo7JsQjpXz58vj5+WFmZkavXr0onRLFBwMaMP6bv7JcM0eUDH8Eh7PpWAhz+9fPaIVJSEhg8+bN9O7dmzp16hAQEMCnn35KcHAwM2fOLLTgJiuOdqX5ZFRrZvo2JKbZWD7fdYJFixZRtWpVVq9ejYeHB40bN2bSpEksX76c4ODgLLcsEaKkMMYsql5pj6eAZfy3F9VSYIQRyhPC6CwtLVm9ejXdunWjc+fOOMWH8UybGjy14k+i43NamFs8au7EJDJ1wwnmDmiAk60F/v7+vPDCCzg7O7NgwQL69evH5cuXWbFiBe3atcPExJgTUvOmS92ybBjfkm8Ph7D+X0uee+ElfvjhB27evMmqVato1KgRu3fvpk2bNlStWpU33niD4ODgoq62EAZn8P+VWusxWusxpA4urqe17q+17g94GLosIQqTUoqpU6cye/ZsOnfuTLlbgTSq4sCLa/1JTpFvwiWF1po3twbiXb00J376jkaNGuHr64u9vT2HDh1i3759jB49mtLpW30XQzXL2bL5uVYA9P38IME3ojExMcHDw4Nx48axZs0aQkJC2LlzJ3FxcbRo0YJOnTqxbt064uNlhWRRMhjza0d1rXXYPa+vkdpVJcQjrW/fvvz4449MnDgBh+BdRMcnMXdnUFFXSxhAYmIi/7dsGz8fOcWS53pw7NgxPv74Y/755x9mz55NzZqG2znc2KxLmfHRoIaMalWdgYv+YHvAlUznlVJ4eHjw8ccfExISwrhx41iyZAlVqlRh+vTpnDkjG8yKR5sxA5y9SqldSqnRSqlRwI/AHiOWJ0ShadasGYcOHWLdmu8odWQluwLDWPenbH74qDp9+jQvvfQSVeo24rvT8Yyslcylf4JZtWoVHTp0KFZdUHmhlGJY86qsHNOMuTuDmPvzBRKzWP3YwsKCIUOG8Ouvv3Lw4EFKlSpFnz598PHxYeXKlRnr9QjxKDHmXlSTgEVAQ1L3o1qitZ5srPKEKGxVqlRh//79RN68SpLfp8z9KYhDF8KLuloiD27fvs3LL7+Mr68vVtY2NJ60kGl9nmD6xFHY2dkVdfUMpr6LPdsntebKnTie+jaQ5Qf+wXuOH67TfsR7jh9b/EMz0rq5uTFz5kxOnjzJyy+/zPr166lSpQrPPfccx48fL8J3IUTeGGMWVcaiD1rrzVrrl9Iem7NKI8SjzNbWlk2bNuHTsDZ3dn3ChFV/cvHm3aKulsiB1pqVK1fi7u5OmIUL1Sd/w3fJLTkfnkA5m5K5iaW9tTnz+7tTyb4Us7b9TWhELBoIjYjl9U0nMwU5AObm5hndscePH6d8+fL07t2bpk2bsmTJEqKioormjQiRS8ZowdmjlJqslMq0cIRSqpRSqoNSaiUwygjlClEkTExMmDt3Lm+OG8A1v+UM+WIfd2Jlyafi6uTJk7Rp04bPPvuMVz9fz4UyLbgWnXq/4pNSeGNL4AN/7EsKE6UICI1+4HhsYjIf7sp+zE2VKlWYOXNmxliknTt3UrVqVcaNG8fhw4dlurkolowR4HQDkoE1SqkrSqm/lVL/AOeAocB8rfUKI5QrRJEaM2YMa96eSMjRn/Gdu1V2ei5moqKiePnll+nYsSPDhg3j0KFDfH8uibikzPcppz/2j7qrkVnPkrqSizWdTE1N6d69O5s2beL06dO4ubkxfPhwfHx8WLJkCbdv3zZ0dYXIN2NME4/TWn+htfYGqgEdAS+tdTWt9dNaa+nEFSVW27Zt+XXeRP799yKdX1tMUpKskVPUtNasX78ed3d3bt26RWBgIBMmTMDU1DTbP+q5+WP/qKpol3UXXGWHvK1yXLFiRaZNm8bZs2d5//33OXz4MK6urvzvf//jyJEjhqiqEAVi1KkBWutErXWY1jrCmOUIUZzUqV2Lve+PIjTRBp8xbxAZGVnUVXpsnT17lq5du/L222+zdu1ali9fTvny5QFISdFYmGf9KzCvf+wfJZPbVsXK3DTTMQW0csvfbuQmJia0adOGZcuWERwcTIMGDRg8eDDNmjVj1apVxMXFGaDWQuTdozn3UYhirmrFcuyc3ofblZrTrPco/vnnn6Ku0mMlJiaGN998k1atWtGtWzeOHTuGj49PpjTv7TiNs70VlvftEG5lbsorXesUZnULVQ+P8rzfrz7ODlYowNnBijd6uPPb2Rv8cOJKjtc/jJOTE1OnTuX8+fPMmDGD7777jmrVqvHGG29w6ZIsoyAKlzF3ExfisVajvD3fTGjHKDNzWo+bRcU2gwmPTaGygxXPtXahh0f5oq5iibRt2zaef/55mjdvzokTJ3B2fnDX95UHL7LnzHU2TfTmR/9/+HTfJa5GxlPZwYpXutbB16tk7xTv6+X8wHtsXbssI5YextbClCcqFmwmmampKT179qRnz56cPXuWL774Ai8vL9q2bcukSZNo3759trusC2EoRg1wlFLVgFpa61+UUlaAmdZa5haKx0YzVyf6NqnOdykDuRmbOpg1NCKW2T+l7v0zzNuhKKtXoly8eJHnn3+eM2fO8NVXX9GpU6cs0+0+dZXP95zn+wmtsLc2p4dHeXp4lMfB4fG+F3Ur2vHV/5rw1MqjzO1dm6bV7A2Sb+3atVmwYAHvvPMOq1ev5vnnnyclJYVJkyYxcuTIYr3lhXi0Ga2LSin1NLARWJx2yAXYYqzyhCiu9p29+cCxuKQUPt0nTfaGEB8fz7vvvkuTJk1o3rw5AQEB2QY3xy9H8Pqmkywd1YQqZawLuabFn1dVRz4b6sWrW88QGGbY76K2traMHz+ekydP8sUXX+Dn50e1atV4/vnnCQqSrU6E4RlzDM5zgDcQCaC1PgdIm7x47GQ3Iycsm+m6Ivf27t1LgwYNOHz4MH/++SfTp0/HwiLr7pXLt2J4ZtVR5vZvQAOXx7u15mFauZVlRreavLDxNGevGb7BXSlFu3bt2LhxIwEBAdjb29OuXTs6d+7Mjh07SE5ONniZ4vFkzAAnXmudkP5CKWVG6g7jOVJKXVRKnVRKHVdKHU07VkYp9bNS6lzaT0cj1VsIg8puRo6Ov8sbM2bJVPJ8CA0NZezYsbzwwgt8+OGH/PDDD7i6umabPiImgVHLjzCpgxud6lUoxJo+mtrXdmJK++r8b9kRLoUbbx8qFxcX3n77bf79919Gjx7NggUL8PLyYu7cudy8eZMt/qHZbikhRE6MGeDsU0q9AVgppToDG4Btebi+vda6kda6SdrracCvWutawK9pr4Uo9l7pWueBabkWpoo6lR1Zd9edJsOmcu7CxaKp3CMmPj6eefPm0bBhQ2rUqMEff/xB7969H35NUjLPfPMXHeuW538tqxdORUuAJz3L81z7moxYdphrkcad6m1hYcHw4cPZvXs3K1euJCgoiHrd/seUNUdz3FJCiOwYM8CZBtwATgLPAjuANwuQXx9gZdrzlYBvgWonRCHx9XJ+YFruzB5urH+6KVtf6oJ9neZ0nL+fqYu2kJAkqx9nRWvN1q1b8fT0ZN++fRw4cIA333wTa+uHj6NJSdFM3RBAWdtSvN7dvZBqW3KMbFmdwU2rMHLZYW7fTcj5AgPw8vJi+fLl1Oj3EikmmefBlPRVpoVhGW0WldY6BfgK+EopVQZw0bnfsEQDu5VSGlistV4CVNBah6XlHaaUynE8T3JyMhERqWsMZrUxXHabxT1sE7mcNpjLzQZ0+dmkzhAb2xXV5nj3l1sY9yK37zWvn0l+P8N2rja0G/9EpnyioqJwKV2arS93Z/2vR3jvhxNsD97I1G718PVyxszE8NNoH8V7ERgYyPTp07l+/Tpz586lQ4cOuc534d6LXLoZxeIhHkRG3ilQ/QzNGPfCEL+f7k83rJETNyKiGbH0D5YM8cDG4sE/G4b6DNPzSUxO4Wpk1gFV6O0YFi9eTM+ePbGxsTFYmfk5lp/juT2f13T5TW/sfIqyTGPOotqrlLJLC26OA8uVUh/n8nJvrfUTQHfgOaVUmzyU+4xS6qhS6uitW7fyUXMhCt+gjs3YN3sQVa/s5b01e+j1+SF2/n2DlMd4E8MbN27w4osv0rdvX3r27Mn+/fszgpvc2Hj8Kr+cCWdBf3cs7+siFLmnlOKFdtWoW8GGF74/TVyi8QYBa63Zcz6C/kv9KWWadYBvb57M999/j4eHBxMmTGDv3r0yMFlkyZjr4NhrrSOVUuOA5VrrmUqpgNxcqLW+kvbzulJqM9AMuKaUqpTWelMJuJ7NtUuAJQBeXl76/rUtslrrIrv1Lx62LkZOa2bkZk2N/Ky7YYi1OopqvY+iuBe5fa95/UwM9Rnem4+DgwO7Vn/O8uUreP2TuSxMep7lh52Y0qUOXepVMOjCaMX5XlhbW/Ppp58yZ84cRowYwdmzZ3F0zH5OQVb57jlzncUHQtjwbEuql83dt/yS9P/CEL+f7k/3waDGvLjuONN/vMCikY0xN33w+3FBPsODwTd5b/s/JKVo3u3XgPDoBF7fdJLYewIqK3NTZvVrhO87u7l27Rpr1qzh7bff5tq1awwfPpyRI0fi6emZr/Jz+7kXh3thjPTGzqcoGHMMjllaIDII2J7bi5RSNkqp0unPgS5AIPADMCot2Shgq2GrK0TRU0oxduwY9q1bxN2ts0n238zHu4Lo/dkB9py5Tu57eR89Wmt27NiBh4cHe/bsYf/+/cyfP/+hwU1WAkPvMHX9CRaNaJzr4EbkzNRE8fGghmjg5fUnSE4xzL/Fv69EMurrI0z7/iQjmlbmu9ENaV2r3ANj10wU/F9P94wVmCtUqMCLL77IX3/9xa5du1BK0b17d7y8vJg/fz5Xr141SP3Eo8uYAc5sYBdwXmv9p1KqBnAuF9dVAH5XSp0AjgA/aq13AnOAzkqpc0DntNdClEh169bl8KFDeJaBoE9G075iIu/9eJoBi/7gYHDJmz4bEBBA3759mT17Np999hnbt2+nbt26ec4nNCKWcSuP8o6vJ42ryUoShmZuasIXw5/gamQcM7YGFijgvnwrhhfX+jNq+RE61C3PL1Pa0q1eOUzuaan09XLmwLQO/DPnSQY3rUJoNmtKeXh4MGfOHC5evMhHH33EiRMncHd3p3v37qxZs4aYGONNdRfFl9ECHK31Bq11A631xLTXF7TW/XNx3QWtdcO0h4fW+t204+Fa645a61ppP2WAjSjRLC0tWbBgAZ9//hkfTB6KT/RvDG9Whee/O8aU9ccNPn02PWjymnOA7l8cLZSg6caNG4wfP55OnTrx5JNP8vvvv9O1a9d85XUnNpExy48wrrUr3etXMnBNRTpLc1OWjWpCQMgdPsjHjKbw6HhmbTtF789+p3pZG/ZMbceoVtUpZfbwP0fPtXfj28OXuPWQ2VympqZ06NCBFStWEBISwsiRI1m5ciXOzs6MGTMGPz8/UlJkpuLjwmhjcJRSlsBTgAdgmX5caz3WWGUKURL17NmTv/76i5EjR7LH71dMO73B/b0DsYnJTN9ykku3YnCwNsfeKvXhYF0q9aeVOXZW5tmWscU/NNN4h7DIeF7fdBLAKBtPJiQkZIyzGT58OEFBQZiY5P/7VkJSChNW/0WrmmV5yif7Bf+EYZS2NGfl2GYMXvwHpS3NGNaobI7X3I1PYtnv/7D8wD/0aeTMz1PaUtY295t6ujha07NBJRb/FpyrKf82NjYMGzaMYcOGERYWxpo1a3j55Ze5efMmQ4YMoVu3bnh7e+e6fPHoMeYg42+AIKArqd1Vw4HTRixPiBLL2dmZn3/+mblz57L4TkKWA47vxieTkJTC2WtRRMQkcic29ZH+PDo+CStzE+wtzShja4m9lTnWZhp7K3N++vtmpsGc8N+aI4YMcLTWbNu2jZdffpnatWuzf//+jK6o9CUd8pPntE0B2FiY8X8968ku1YWkjE0pvnmqOQMXH8RcJzLQK+tWs8TkFNYeucSnfudpWdOJrc/5UNUpf/uAPdfeje6f7GecTw3Klc59cFSpUiWmTJnClClTOHnyJBs3buTNN9/k1KlTNGvWjPbt29OnTx88PDzk308JYswAx01rPVAp1UdrvVIp9R2pY3KEEPlgamrKG2+8waZZP2XsTH4vZwcrpnatk+31ySmakGs3iYxLIsXMiojYRMJuRnAnLono+Ky3i8huH638OHnyJC+99BJXrlzh008/pVu3bgbJd/4v5wi+Hs3aZ1piaoS1g0T2Ktpb8u1TLRiw6ABnr8dw8J87XImIpbKDFVM718bMzISPdp+hShlrvh7dFE/ngu1QXsneCt9GzizeF8ybPevlK4/69etTv359Zs2axe3bt9m+fTt+fn707t2buLg4OnfujLe3N+3atXukZxAJ4wY4iWk/I5RSnsBVoLoRyxPisfBm7wZM+z6AuHtWPTY3gefbVX/odaYm6r+uq7Rf3BHlU7utVh0Jy3IAp3UpU8LuxFLJPuv9tHLj5s2bvPfee2zfvp0ZM2bw7LPPYm6efXdZXmwJuMZm/1A2TfDGqpSsdVMUqjpZM+SJiizcdynjWGhELFM2nsDZ3oq5Axrg7ZZzF1ZuTWxXky4LfuPpNjWoYGeZ8wUP4ejoSK9evejVqxcODg4EBweze/dutm3bxquvvkr16tXp0qULXbp0wdPTE0vLgpUnCpcxA5wlaRti/h+pU7xtgRlGLE+Ix0J6l9GHu4K4EhGHjUkClmd3M67zEJa1bEm3bt3o1q0b7u7uuW5uf6VrnQfWHLE0N6GZaxm6LdhPn0aVGf5EOSrkolsgLi6Oo0eP8vvvv/P7779z4MABBg8eTFBQEGXKlMnfm06zxT+UD3ed4UpELI7W5sQnJrN1cus8dVcIw9vgf+2BY1pDCtqgwQ1AeTtLBjzhwpd7g3mrt4dB865ZsyYTJkxg6NChJCUlcfbsWXbv3s3MmTMJCAigWbNm9OjRg86dO1O/fn3pzirmjLlVw9K0p/uAGsYqR4jHka+X831jY/oSGTkXPz8/du7cySeffAKQEex07NgROzu7h+YHZAQPFe0seK176pojN6LiWbwvmIHLjvOkRzle7Fov0zfnW7dusXv3bg4dOsTRo0fx9/enXr16+Pj4MGbMGD7++GPKly9f4Ob++wdC34pJpJSpIjD0Dm7lbQuUtyiYq5HxWR4PizDOJp3Ptq1J5/n7eLZtjQK1Lj6MmZkZrVq1olWrVrz11lv8+++/7N+/nwMHDvDll19y9+5d6c4q5ow5i8oC6E9qt1RGOVrr2cYqU4jHmZ2dHb6+vvj6+qK1JigoiJ07d/Lll1/yv//9j8aNG9O2bVs6deqEj4/PA98+04Om9MG+6b+wy5W24M2e9RjSqCzLD4XQ6aM9eNrEYHFhH0d/9+PSpUs0btyYFi1aMGvWLJo3b46t7X8BR34HD9/vw11nHhgInZCsDT4QWuRdRTsLwrIIcio7GCf4KFfagsFNq/D5nvO841vfKGXcz97enp49ezJixAgAgoOD+fnnn/nxxx957bXXcHJyokGDBjRo0ICGDRtSvXp1qlevXih1E1kzZhfVVuAO8BeQdXgvhDAKpRTu7u64u7vz0ksvcffuXfbt28eWLVsYPXo0sbGxdO3alTZt2jz022dycjIBAQH8/vvv7Nmzh0OHDqEt7bjQ5SkiHDvR+aW+vNm/GZZpQ+4M/S1Wa82lWzEcDA7PdpE3Qw6EFvkzuW1VZv8UnGlcmJW5Ka88ZNB7QT3bpiYdPtrL+LY1cXHM36ysgqhZsyY1a9ZkyJAhJCcnc/PmTU6cOEFAQAArVqzA39+fiIgIPD09MwU+9evXx96+YIOtRe4YM8Bx0VobZpqEEKJAbGxs6NGjB61atQJSB/7u2rWLtWvX8sILL+Dp6Un37t3p2rUr169f548//uDo0aMcOnSIypUr4+PjQ+fOnfm///s/GjVqhFKKa5FxfLk3mK6fHKBP/XKMbu6MIeKbq3fiOBh8k4PB4fwRHE5icgrebmVxsDYnIibxgfTGaiUQudfDozwAn+8PyZhF9UrXOkZtWStjU4rhzavy+Z7zvN+vgdHKyQ1TU1Pq1KlDnTp1GDRoEJDacnnnzh0uXbpEQEAAJ06c4JtvviEwMJCyZctSr149PDw8aNasGQ0aNMDNzQ1TUxkob0jGDHAOKqXqa61PGrEMIUQ+uLm54ebmxvDhw4mLiyMwMJCffvqJp556CisrK5o3b87EiRNZvXo15cqVA/7rakrv2qpgZ8lbvT0Y37Ym83edwvcrf4Y2q8ozbWrglIeSn2ytAAAXk0lEQVQF3MKj4zl04RZ7T1/hyL8R3IlLpmUNJ1rVdGJ825rULGeDUuqBMTgAlmYmRm0lELnXw6M8w7xrF2qZT7euQft5e5nQ1i3fa+sU1I5T1/l03yWuRsY/ENjZ29vTunVrWrdunZE+JSWFCxcucPDgQU6dOsV3333HtGnTuHr1Kh4eHhktPZ6enlStWhUbGxuZvZVPBg9wlFInAZ2W9xil1AVSu6gUoLXWRRtqCyEysbS0pFOnTnTq1AnggTE4Oalob8nrXWoytoULq4/doOPH+xjStCoujlZ8uTf4gUHLkXGJHLlwi4PB4RwMvkno7ViaupbBq7I1/RvVoVktZ0yyWM8mq4HQk9tWlfE3jzEH61KMbFmdT/3O8eHAhoVe/hb/0Exdc+nbpgC0c816o1cTExPc3NwoW7YsvXv3zvh/FhkZSWBgIAEBAQQEBLBhwwYuX77MlStXsLW1xcXFBWdn54yf9z93dHSUWV33MUYLTk8j5CmEKOYq2Fnwtq8nE9rVZOqG4yzaF5xxLiwynqkbTvDRz2e4FZ1Ao6oOtKpZlvf61ae+sz3mpiYZgVVWwU26e2ePGWrwsni0PeXjSrsP9/DPzbu4FvLu8R/uOpNp3BH8twJ4u/FP5CkvOzu7jFlb97p9+zbh4eFERUURGhpKaGgoISEhHDx4MON5aGgoCQkJODs7U6FCBSpXroyrq+sDgVD58uUpVapUgd/3o8IYAc41YDzgBpwElmmts14mVQhR4lR2sOLf8AcH/ialaGITkvnr/zpjaS5jDYRh2FuZM8bblU9/PcfHgxsVatnZDXA35MB3pRRly5bFzc0NLy+vbNNFR0cTGhrKmTNnuHLlCrdv3+bs2bPs2bMnIwi6ceMGpqam2NnZZTxKly6d5Wtzc3NKly5NhQoVsjxva2tboP3jCoMxApyVpK5ivB/oDtQDXjBCOUKIYiq7X/Dh0QkS3AiDG+NdnXYf7uX89ehCXRPJwdqc28Vk4LutrS116tShQoUKQNZdzFpr4uLiiIqKIjIyMtPj/mOXL18mKiqKuLi4LM/HxMRgbW2NhYUF5ubmmJubY2ZmlvH83kdujxt6p3djBDj1tNb1AZRSy4AjRihDCFGMVXawynJat8x4EsZQ2tKcsT6uLPz1HAuHZt/KYUh7gq6TmJyChakiPllnOte+brlCqUNeKaWwsrLCysqK8uXLPzRtTmPxUlJSiI6OJj4+nsTERBITE0lKSsp4/rBj2R2PjIw06Ps1RoCTEc5qrZNk0JMQj5+stn4w9roo4vE2qlV12n24h7PXoqhdobRRy/K/dJuXN5xg1VPNCbp8I9MsqhEtqrL8wEXcy1rwpOfDg4hHmYmJyUNXR8+PiIgIpk+fbrD8jBHgNFRKpYdhCrBKe50+i8qwn4gQoth52NYPQhiDrYUZT7euwSe/nOPz4Xkb4JsX569H8/Sqv5g3sAFPVHWkhp2ih0fmrUg6uVdg2Fd/kKJhZOuSuYXDvfvCFca6R/lh8ABHay0d7EKIbLd+EMJYRrasRtsP93I6LBL3Sob/Ln0tKp6x3x7jtW516FC3QrbpalUozeIhnjy79hRW1tYMaOxi8LoUpfvXpLp3enxxCnKK9xBoIYQQIpesS5nxbJsaLPjlrMHzjoxL4rn1fzOiRTUGNqmSY/oaZa1ZMtSDebvOsP7o5f9v787DpCruNY5/X4ZVdlGCMAooi+KCBCWoUQkqYkxwCaJiTDRGg0byaCImZtXc5Bp3rxsGlwsmKgiJSHJVNCLGuMCAoIKsGpRFBcVhX4ah7h/TkGGYpbvndPeZnvfzPPM83XXq1Kk+v6e7f1PndFXk/cmlytaF2/Xz+DhxgmNmZnnj2/07M3d5MfNWrousza0lpVwzaQH9OrdmxMkHJ71f13b78PjlX+HOFxbzVFH+JDnZ+Hl8FJzgmJlZ3mjaqIArTz4kslGc0p2BHz05h/atGnPdKV1Tni34kP1b8MTlX+Gufyxm/MyPIulTrrVrUflkgR1ax2tJCSc4ZmaWVy7odxDzV61n7vLazXYdQuCXk+exeXsp/3Vmdxqk+avgg/dvwROX9+d/XlrCEzPqdpKzfO1mtpWU0rhgz/ShoIHYtqOUWcvW5qhne3OCY2ZmeaVpowKu+lo37nqxdqM4d/9jCe+uLObBi/vSqKB2X5dd92vOk5f3575pS3h8xoe1aitXNmwt4bJxRfxkUE9uHXoUndo0Q0CnNs2447ze3HzuUYz481vcPnURJaXRTtqXjkyuJm5mZpYTw44p5MHp7zP7w7X07bxvyvtPnPMxk+d+wqQRx9OiSUOiuL2ky37NefKK/gx/aAabNx/AeX0OqH2jWbKjdCcjn5xDv6778t3juyCp0l9M9TmoDT+d9A7nPvA6d51/dFZnlq4otiM4kgokzZH098TzrpJmSFoiaYKk+rNimJmZpaRJwwKuHtiNu15ckvK+Ly36nDGvLeex7/Vj/5ZNIu1X53ZlIzmPvrGSCW99HGnbmfT7ZxewozTwm28eXu19SO1bNuXRS45l2LEHct6Dr/OnN5YRQqiyfibFNsGhbP2qBeWe3wLcFULoDnwBXJaTXpmZWZ0wtG8hH67dxIwPPk96nzc/+JzfTX2fe4f2onO7zKxOflC7fXho+BGMfXMl415flpFjROnxGR/yyuI13D/8y0ldqpPExf07M+nK45k4ewWXji1i9YatWejpnmJ5iUpSIXAm8HvgxypLFwcCwxNVxgE3AqOra6e0tHT3JGMbNmzYa3tlZdWV17Qtme3J1olin0y0EcVxsxGLZF9rquckqnPoWKRfL936mW6ntseNIhZRfD6lUi/d+plup7zv9+/Ebc+/x8PDj6zxmItXb+LK8fP5zWkH0ql52P39UV3f0o1F64IS7j6rK9dOWcrmzZu58JiOabVT2/o1tTNzWTF3vrCYRy86krB9E8Xbk2+jXSN45MJejHltOWfc/U9+cfohDOzRrsZjRiWuIzh3A9cDu+5SagcUhxB2JJ6vACqdLlHSFZJmSZq1dm187uY2M7PsO/OI9ny6YTtFH1b/i6qVxVu5euJ7/Oy0g+lbmJ37Rjq2asxDFx7Bn4tW8XjRqqwcMxUfFW/jZ1MW84chPem8b3oL5TYqaMAPT+rMHeccyp3TlnHTs0vYtG1HzTtGIHYjOJK+AawOIcyWNGBXcSVVK72oF0IYA4wB6NOnT6g4PXxl08VXNYV8dVPL1zTtfDLT0qczdX0U093nasr8XMQi2dea6jmJ6hw6FunXS7d+ptup7XGjiEUUn0+p1Eu3fqbb2eXHg3oy5o2POPWozpXeP7J2cwkjJ8znqgHdOP+4rtUuLxJ1LA5s04YJI1px4UNv0qRpU75/YuUTCWY7Fuu2lHDDs4u5fvChnNb7oFq1BTCgTRue796R3/5tPsMfe5c7hx1N385ta91udWKX4AAnAEMkfR1oCrSibESnjaSGiVGcQiB+6a6ZmcXOkN6duHfaUv619DNO7L7/Hts2by/lRxPf44wjO3DJCV1z0r/Ctvsw/orjuHDMm8xbuY6iZV/sXsTyhycW8vXDs7sqeUnpTkZNXsTJ3fblgn61T252adGkIbcO7c3z8z7hB3+azfB+BzLylO61/gl+VWJ3iSqEcEMIoTCE0AW4AJgWQrgIeBkYmqj2XeCZHHXRzMzqkIIG4ppTe3Dni4v3+EVPSelOrnt6Id3234frBvXMYQ/L5pK59IQuPDN3FSuLtxAoW8Tyt8+9z7PzV2etHyEEfv3MfJo2bMA1X+uSkWMMPqIDz/7oq7y9Yh1DR7/O+2s2MnnOSs54YBaNO3TrG9VxYpfgVOOnlN1wvJSye3IeyXF/zMysjjjzyAPYtG0H0xevAWDnzsD1k96hYQPxy8HdUl6CIRMefvXfe917sXXHTu59JXuzHz/62jLmfPQFNw/pQUGDzJ2T9q2aMvbSYxnat5Bv3vMqoya9zcfrt0V6jDheotothDAdmJ54/AHQL5f9MTOzuqmggTj+kHZc8dgsdpQGmjdpSLvmjRh/aW8aZvCLPBVVLVb5ScRf/FV5eeFq/vjK+/z1quNprhR+LpUmSVx8XBfunbaU1Ruif411aQTHzMwsLZPnrGRC0XJKSgMB2LhtB59u2MbLi5OfIyfTOrap/JdKjRs24IM1GzN67EWfbOC6iW8z+tt9KWy7T0aPVdGaDCQ34ATHzMzqgdumLmJLyZ7rI20tye7ln5qMOr0nzRoV7FHWtGEDBnRvy7dGv86vJs/js43RJwOfbdzGZeOK+NU3emX8l02VqSqxqy0nOGZmlvdyffknGWf36cTN5x65xyKWvz7jEG4561Be+skAChqI0+58hfumLWHL9tJIjrltRykj/jSbs4/uVOnaUtlQWWIXhVjfg2NmZhaFjm2asbKSJKdDq2jXmqqts/vsmWjsmpNn3+aNuXHI4VxyfBdunbqQgXdM59rTevCtLxemfTNwCIEb/vIu7Vs14cen9Yik/+nY9XpveW4BUa7O5REcMzPLe5WNEjRrVMDIk6Ob5yUbuuzXnAcu6st9w7/MhKLlnHnPq7yS+GVYqh6Y/j5LVm/kjvOOpkGOb7Q+u08nnrvqGLZ/snR2VG16BMfMzPLerlGC26Yu2j2J3qjTezKga2YW1My0vp3bMmnEcUyd/yk3TplPYdtm3HDGYXRM8v7g5+d9zJ/f/JCnrzqBZo2jvzwUB05wzMysXqh4+QfYY0HNukYSg4/owCmHtefJmR/xnUdnclyX1lx90kFUt1LDvJXr+PnT8xh3aT86tG6avQ5nmS9RmZmZ1WGNChrwneO68PJ1J9O+ZWOGPTqXW59fyPqtJXvV/XT9Vq54bBb/fc4RHFnYOge9zR6P4JiZmeWBlk0bMfLkzgzr04GHZnzCwNtfYeTAbrRoUsCdLy5hVfEWGhaIQb2+xOAjDsh1dzPOCY6ZmVke+VKrJtx+Xm/eW7WeayfMYfGnG3cvAVFSGpi2cDWT56zM2c/Cs8WXqMzMzPJQr46t2LitdK/1rbaU7OS2qYty0qdscoJjZmaWp6qa4LCq8nziBMfMzCxPVbUMQqaWR4gTJzhmZmZ5qqoJDked3jNHPcoe32RsZmaWp6qa4DDfbzAGJzhmZmZ5rbIJDusDX6IyMzOzvOMEx8zMzPKOExwzMzPLO05wzMzMLO84wTEzM7O84wTHzMzM8o4THDMzM8s7sUtwJDWVNFPS25LmS7opUd5V0gxJSyRNkNQ41301MzOzeIpdggNsAwaGEHoDRwODJfUHbgHuCiF0B74ALsthH83MzCzGYjeTcQghABsTTxsl/gIwEBieKB8H3AiMrq6t0tJSiouLAdiwYcNe2ysrq668pm3JbE+2ThT7ZKKNKI6bjVgk+1pTPSdRnUPHIv166dbPdDu1PW4UsYji8ymVeunWz3Q7tT2mYxGfWNRG7BIcAEkFwGygG3A/8D5QHELYkaiyAqh03mlJVwBXJJ5ua9u27bxym1sD6yrsUllZdeU1bUtme7J1otgnE22kYz/gsxr6EXUskn2tqZ6TqM6hY5F+vXTrZ7qdVGUiFlF8PqVSL936mW4nFRXjUFU/HIvMi24V0BBCbP+ANsDLwInA0nLlBwLvJrH/rArPx1RSZ6+y6spr2pbM9mTrRLFPJtpI87hZj0WyrzXVcxLVOXQsHItMxCKKz6f6FouKcXAs4hWLdP/ieA/ObiGEYmA60B9oI2nXiFMhsCqNJv+WZFl15TVtS2Z7snWi2CcTbUQhG7FI9rWmek6iOoeORfr10q2f6XZqK4pYRPH5lEq9dOtnup3aciziE4u0KJExxYak/YGSEEKxpGbAC5TdYPxd4C8hhPGSHgTeCSE8UENbs0IIx2S+11YTxyI+HIv4cCziwXGIjyhjEcd7cA4AxiXuw2kAPBVC+Luk94Dxkn4HzAEeSaKtMRnsp6XGsYgPxyI+HIt4cBziI7JYxG4Ex8zMzKy2Yn0PjpmZmVk6nOCYmZlZ3nGCY2ZmZnnHCY6ZmZnlnXqV4Eg6W9JDkp6RNCjX/amvJB0s6RFJk3Ldl/pOUnNJ4xLvi4ty3R8r4/dIfPh7Iz4kHSbpQUmTJF1ZU/06n+BIelTSaknzKpQPlrRI0lJJPwMIIUwOIVwOXAKcn4Pu5q0U4/BBCMGLpWZIKrEAzgUmJd4XQ7Le2TyU4vmvlN8j0YgoFv7eiEBEsVgQQhgBDANqnCunzic4wFhgcPmCxBw69wNnAL2ACyX1Klfll4ntFp2xpB4Hy4yxJB+LQmB5olppFvuYz8aS5PmXdKSkv1f4a5/9LuetsUQXC39v1M5YIoiFpCHAv4CXajpgHCf6S0kI4Z+SulQo7kfZ2lUfAEgaD5wlaQHwB+C5EMJbWe1onkslDsB72e1d/ZJiLFZQluTMJT/+4cm5VM5/COFm4BvZ7WH9EUUsJAl/b9RaVO+LEMIUYIqk/wOeqO6Y+fqB1on//FcK/1l9fCRwKjBU0ohcdKyeqTQOktolltvoI+mG3HSt3qnqPfFX4FuSRlPH152JuarOf6X8HsmolGKBvzcyKdX3xQBJ90j6I/BsTY3X+RGcKqiSshBCuAe4J9udqceqisPngD8osquqWGwCLs12Z+qhSs9/VZX9HsmoVGPh743MSTUW0ylbgDsp+TqCswI4sNzzdFcft9pxHOLDscgtn//4cCziI6OxyNcEpwjoLqmrpMbABcCUHPepPnIc4sOxyC2f//hwLOIjo7Go8wmOpCeBN4CeklZIuiyEsAO4GpgKLKBsRfL5uexnvnMc4sOxyC2f//hwLOIjF7HwauJmZmaWd+r8CI6ZmZlZRU5wzMzMLO84wTEzM7O84wTHzMzM8o4THDMzM8s7TnDMzMws7zjBMbNqSSqVNLfcX5dc9ylKkvpIejjx+BJJ91XYPl3SMdXsP15S90z308xSk69rUZlZdLaEEI6uaqOkhokJu+qqnwO/q8X+o4Hrgcuj6Y6ZRcEjOGaWssRIx0RJfwNeSJSNklQk6R1JN5Wr+wtJiyT9Q9KTkq5LlO8eGZG0n6RliccFkm4r19YPEuUDEvtMkrRQ0uOSlNh2rKTXJb0taaaklpJelXR0uX68JumoCq+jJXBUCOHtJF7zkHKjWIsk/Tux6VXgVEn+h9EsRvyGNLOaNJM0N/H43yGEcxKPj6MsOVgraRDQHehH2QrBUySdBGyibH2ZPpR93rwFzK7heJcB60IIx0pqArwm6YXEtj7A4ZQtyPcacIKkmcAE4PwQQpGkVsAW4GHgEuAaST2AJiGEdyoc6xhgXoWy8yV9tdzzbgAhhCkk1smR9BTwSqJ8p6SlQO8kXpuZZYkTHDOrSVWXqF4MIaxNPB6U+JuTeN6CsoSnJfB0CGEzgKRkFtIbBBwlaWjieetEW9uBmSGEFYm25gJdgHXAxyGEIoAQwvrE9onArySNAr4HjK3kWAcAayqUTQghXL3riaTp5TdKup6yc3J/ueLVQEec4JjFhhMcM0vXpnKPBdwcQvhj+QqSrgGqWvBuB/+5TN60QlsjQwhTK7Q1ANhWrqiUss8wVXaMEMJmSS8CZwHDKButqWhLhWNXS9IpwHnASRU2NU20ZWYx4XtwzCwKU4HvSWoBIKmTpPbAP4FzJDVL3O/yzXL7LAP6Jh4PrdDWlZIaJdrqIal5NcdeCHSUdGyifsty98M8DNwDFJUbbSpvAYlLUDWR1Bl4ABgWQqiYzPQAvCK1WYx4BMfMai2E8IKkw4A3Evf9bgS+HUJ4S9IEYC7wIWU35O5yO/CUpIuBaeXKH6bs0tNbiZuI1wBnV3Ps7ZLOB+6V1IyykZRTgY0hhNmS1gP/W8W+CyW1ltQyhLChhpd5CdAOeDrxGleFEL4u6UuUXbL6uIb9zSyLFEJVo8dmZtGSdCNlicftWTpeR2A6cGgIYWcVda4FNoQQHk7zGNcC60MIj6TdUTOLnC9RmVlekvQdYAbwi6qSm4TR7HlvT6qKgXG12N/MMsAjOGZmZpZ3PIJjZmZmeccJjpmZmeUdJzhmZmaWd5zgmJmZWd5xgmNmZmZ55/8Bb7FqYzl2esYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd1b3aeeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 1, figsize=(8,6))\n",
    "\n",
    "# apparent resistivity\n",
    "ax[0].loglog(frequency, app_res_true, '-k', lw=1, label=\"clean\")\n",
    "ax[0].loglog(frequency, app_res_obs, '-o', lw=1, label=\"noisy\")\n",
    "ax[0].set_ylabel(\"$\\\\rho_a \\ (\\Omega m)$\", fontsize = 14)\n",
    "ax[0].set_ylim([10, 3e2])\n",
    "\n",
    "# phase\n",
    "ax[1].semilogx(frequency, phase_true, '-k', lw=1, label=\"clean\")\n",
    "ax[1].semilogx(frequency, phase_obs, '-o', lw=1, label=\"noisy\")\n",
    "ax[1].set_ylabel(\"Phase (degree)\")\n",
    "ax[1].set_ylim([30, 80])\n",
    "\n",
    "for a in ax:\n",
    "    a.grid(True, which='both', linewidth=0.4)\n",
    "    a.legend()\n",
    "    a.set_xlim(frequency.max(), frequency.min())\n",
    "    a.set_xlabel(\"Frequency (Hz)\")\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inverse Problem: Machinery\n",
    "\n",
    "Our setup of the inversion follows the [SimPEG framework](http://simpeg.xyz).  \n",
    "\n",
    "<img href=\"http://simpeg.xyz\" src=\"http://www.simpeg.xyz/img/simpeg/workflow.png\" width=400px>\n",
    "\n",
    "The \"inversion implementation\" consists of 8 modules, 3 of which we have already been working with. This is a very brief overview. For more details, see the [SimPEG docs](http://docs.simpeg.xyz)\n",
    "\n",
    "- `Mesh`: mesh geometry and differential operators\n",
    "- `Problem`: physics engine. contains the machinery to construct and solve the PDE\n",
    "- `Survey`: sources and receivers\n",
    "- `Data Misfit`: measure of how \"far\" the predicted data are from the observed data\n",
    "- `Regularization`: Regularization on the model. Here we use Tikhonov regularization\n",
    "- `InvProb`: statement of the inverse problem, brings together the data misfit and regularization to define an objective function that we minimize in the inversion\n",
    "- `Optimization`: algorithm we will use to perform the optimization in the inversion, here, we choose a gradient based approach\n",
    "- `Inversion`: Bring everything together to run the inversion. This includes `directives` which are instructions on updates that should be made during the course of the inversion (eg. cooling beta) and stopping criteria (eg. target misfit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_MT1Dinv(\n",
    "    prob,  # 1D MT problem\n",
    "    survey,  # 1D MT survey with sources and receivers\n",
    "    m0,  # starting model\n",
    "    mref=None,  # reference model\n",
    "    alpha_s=1.,  # smallness weight\n",
    "    alpha_z=1.,  # smoothness weight\n",
    "    beta0=1e1,  # trade off parameter\n",
    "    use_betaest=False,  # estimate an initial beta based on the the data misfit and regularization terms\n",
    "    beta0_ratio=None , # if we are estimating beta, how much should we favor the regularization?\n",
    "    coolingFactor=1.5,  # cooling factor \n",
    "    coolingRate=1,  # cool beta after this many iterations \n",
    "    use_target=True,  # stop the inversion at the target misfit?\n",
    "\n",
    "):\n",
    "    # if the starting model is not defined, use the reference model\n",
    "    if mref is None:\n",
    "        mref = m0\n",
    "    \n",
    "    # Data misfit\n",
    "    dmisfit = DataMisfit.l2_DataMisfit(survey)\n",
    "    dmisfit.W = 1./uncert\n",
    "    \n",
    "    # Regularization\n",
    "    reg = Regularization.Simple(\n",
    "        prob.mesh, alpha_s=alpha_s, alpha_x=alpha_z, mref=mref\n",
    "    ) # since we are in 1D, we work with the first dimension\n",
    "    \n",
    "    # Optimization\n",
    "    opt = Optimization.InexactGaussNewton(maxIter=35, LSshorten=0.05)\n",
    "    \n",
    "    # Statement of the inverse problem \n",
    "    invProb = InvProblem.BaseInvProblem(dmisfit, reg, opt)\n",
    "    \n",
    "    # Inversion Directives\n",
    "    beta = Directives.BetaSchedule(\n",
    "        coolingFactor=coolingFactor, coolingRate=coolingRate\n",
    "    )\n",
    "    invProb.beta = beta0\n",
    "    invProgress = Directives.SaveOutputEveryIteration(save_txt=False)\n",
    "    target = Directives.TargetMisfit()\n",
    "    directives = [beta, invProgress]\n",
    "\n",
    "    if use_target:\n",
    "        directives.append(target)\n",
    "    if use_betaest:\n",
    "        if beta0_ratio is None:\n",
    "            beta0_ratio = 1.\n",
    "        betaest = Directives.BetaEstimate_ByEig(beta0_ratio=beta0_ratio)\n",
    "        directives.append(betaest)      \n",
    "        \n",
    "    # assemble in an inversion\n",
    "    inv = Inversion.BaseInversion(invProb, directiveList=directives)\n",
    "    prob.counter = opt.counter = Utils.Counter()\n",
    "    opt.remember('xc')\n",
    "    \n",
    "    # run the inversion\n",
    "    mopt = inv.run(m0)\n",
    "    xc = opt.recall(\"xc\")\n",
    "    return xc, invProgress, reg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inverse Problem: Choices\n",
    "\n",
    "### Target Misfit and the ideal $\\beta$\n",
    "\n",
    "If the noise is Gaussian, then the sum of squares (our data misfit) is a Chi-squared distribution, which has an expected value of $N_\\text{data}$ (in our case, we divide this by two to match our definition of $\\phi_d$). Thus, the ideal choice of $\\beta$ is one that gives us \n",
    "$$\\phi_d^* \\approx \\frac{1}{2} N_\\text{data}$$\n",
    "\n",
    "You can choose to stop the inversion once it achieves the target misfit (`use_target=True`). For this example, we want to also demonstrate what happens when you over-fit the data, so we will not stop it at the target misfit, but run the inversion until it hits the maximum number of iterations. \n",
    "\n",
    "#### A (longish) note: $\\beta$ cooling\n",
    "In this example, we will run an inversion where we cool (reduce the value of) `beta` every iteration. In practice, `beta` cooling strategy is often applied in non-linear inversions. The data misfit contribution objective function is non-convex, meaning that it has more than one local minimum. The Tikhonov regularization is convex. Having a large `beta` ensures that at least locally, the function is convex, so we can make progress using a gradient-based optimization step. However, keeping `beta` very high means that we do a good job fitting the regularization, and not necessarily fitting the data. Adopting a cooling schedule is one strategy for trying to address these competing challenges: by starting with a large beta and gradually reducing it, we make progress on a locally convex problem and then gradually allow more structure to the model by gradually reducing the value of `beta`. Typically multiple model updates are made for each beta-value (eg. you can increase the `coolingRate` to 3 to have 3 model update steps taken for each value of beta). The `coolingFactor` is the factor by which we reduce beta at the next beta-iteration (eg. `beta[i+1] = beta[i]/coolingFactor`).\n",
    "\n",
    "The `use_betaest` selects if we estimate a first beta or prescribe it. The directive which estimates the first `beta` value approximates the relative magnitudes of both $\\phi_d$ and $\\phi_m$ (eg. if $\\phi_d \\sim 10$ and $\\phi_m \\sim 1$, then to balance their influence in the objective function, we would choose $\\beta = 10$). The `beta_factor` is a scaling factor so that we can specify if we would like the influence of $\\phi_m$ to be `beta_factor` times larger than $\\phi_d$ (eg. if $\\phi_d \\sim 10$ and $\\phi_m \\sim 1$ and we use `beta_factor = 2`, then the initial beta would be 20). \n",
    "\n",
    "For the following example, we will gradually reduce $\\beta$ at every iteration - this allows us to plot out a \"typical\" Tikhonov or trade-off curve of $\\phi_d$ vs. $\\phi_m$. We encourage you to explore different beta-cooling strategies. \n",
    "\n",
    "\n",
    "## Regularization and tuning smallness vs. smoothness\n",
    "\n",
    "Here, we perform a \"smooth\" inversion, that is, we define $\\alpha_s \\ll \\alpha_z$, and penalize large gradients in the model. What happens if you reverse the values of `alpha_s` and `alpha_z` and instead perform a \"small\" inversion?\n",
    "\n",
    "\n",
    "## Starting and Reference Models\n",
    "\n",
    "For both a starting and reference model, we use the background conductivity of $10^{-2}$ S/m. Since in the inversion,the model is $\\log(\\sigma)$, we take the logarithm. What happens when you change these?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SimPEG.DataMisfit.l2_DataMisfit assigning default eps of 1e-5 * ||dobs||\n",
      "\n",
      "    SimPEG.InvProblem is setting bfgsH0 to the inverse of the eval2Deriv.\n",
      "    ***Done using same Solver and solverOpts as the problem***\n",
      "model has any nan: 0\n",
      "============================ Inexact Gauss Newton ============================\n",
      "  #     beta     phi_d     phi_m       f      |proj(x-g)-x|  LS    Comment   \n",
      "-----------------------------------------------------------------------------\n",
      "x0 has any nan: 0\n",
      "   0  6.59e+02  1.72e+03  0.00e+00  1.72e+03    4.89e+02      0              \n",
      "   1  4.39e+02  2.58e+02  2.33e-01  3.60e+02    6.43e+01      0              \n",
      "   2  2.93e+02  1.27e+02  4.00e-01  2.44e+02    1.92e+01      0   Skip BFGS  \n",
      "   3  1.95e+02  9.40e+01  4.86e-01  1.89e+02    1.49e+01      0   Skip BFGS  \n",
      "   4  1.30e+02  7.01e+01  5.84e-01  1.46e+02    1.16e+01      0   Skip BFGS  \n",
      "   5  8.68e+01  5.29e+01  6.89e-01  1.13e+02    9.05e+00      0   Skip BFGS  \n",
      "   6  5.79e+01  4.09e+01  7.99e-01  8.71e+01    6.96e+00      0   Skip BFGS  \n",
      "   7  3.86e+01  3.27e+01  9.11e-01  6.79e+01    5.22e+00      0   Skip BFGS  \n",
      "   8  2.57e+01  2.74e+01  1.02e+00  5.37e+01    3.87e+00      0   Skip BFGS  \n",
      "   9  1.71e+01  2.40e+01  1.13e+00  4.33e+01    2.83e+00      0   Skip BFGS  \n",
      "  10  1.14e+01  2.17e+01  1.23e+00  3.58e+01    2.04e+00      0   Skip BFGS  \n",
      "  11  7.62e+00  2.01e+01  1.34e+00  3.04e+01    1.46e+00      0   Skip BFGS  \n",
      "  12  5.08e+00  1.90e+01  1.46e+00  2.64e+01    1.07e+00      0   Skip BFGS  \n",
      "  13  3.39e+00  1.82e+01  1.59e+00  2.36e+01    7.86e-01      0   Skip BFGS  \n",
      "  14  2.26e+00  1.76e+01  1.74e+00  2.15e+01    6.54e-01      0   Skip BFGS  \n",
      "  15  1.51e+00  1.72e+01  1.87e+00  2.00e+01    7.57e-01      0   Skip BFGS  \n",
      "  16  1.00e+00  1.69e+01  1.98e+00  1.89e+01    1.09e+00      0              \n",
      "  17  6.69e-01  1.64e+01  2.39e+00  1.80e+01    1.19e+00      0              \n",
      "  18  4.46e-01  1.61e+01  2.67e+00  1.73e+01    7.40e-01      0   Skip BFGS  \n",
      "  19  2.97e-01  1.59e+01  3.01e+00  1.68e+01    7.01e-01      0   Skip BFGS  \n",
      "  20  1.98e-01  1.58e+01  3.36e+00  1.65e+01    5.13e-01      0   Skip BFGS  \n",
      "  21  1.32e-01  1.58e+01  3.29e+00  1.62e+01    4.70e-01      0              \n",
      "  22  8.81e-02  1.57e+01  3.72e+00  1.60e+01    4.53e-01      0              \n",
      "  23  5.87e-02  1.56e+01  4.05e+00  1.59e+01    5.76e-01      0              \n",
      "  24  3.92e-02  1.55e+01  4.54e+00  1.57e+01    3.94e-01      0   Skip BFGS  \n",
      "  25  2.61e-02  1.55e+01  4.74e+00  1.56e+01    2.74e-01      0              \n",
      "  26  1.74e-02  1.55e+01  4.67e+00  1.56e+01    3.64e-01      0              \n",
      "  27  1.16e-02  1.55e+01  5.08e+00  1.55e+01    4.25e-01      0              \n",
      "  28  7.73e-03  1.55e+01  5.65e+00  1.55e+01    7.79e-01      0              \n",
      "  29  5.16e-03  1.54e+01  5.74e+00  1.55e+01    4.69e-01      0              \n",
      "  30  3.44e-03  1.54e+01  6.75e+00  1.54e+01    3.90e-01      0   Skip BFGS  \n",
      "  31  2.29e-03  1.54e+01  6.75e+00  1.54e+01    3.47e-01      0              \n",
      "  32  1.53e-03  1.54e+01  6.58e+00  1.54e+01    3.08e-01      0              \n",
      "  33  1.02e-03  1.54e+01  6.57e+00  1.54e+01    3.80e-01      0   Skip BFGS  \n",
      "  34  6.79e-04  1.54e+01  6.54e+00  1.54e+01    2.81e-01      0              \n",
      "  35  4.53e-04  1.54e+01  8.74e+00  1.54e+01    1.60e+00      0   Skip BFGS  \n",
      "------------------------- STOP! -------------------------\n",
      "1 : |fc-fOld| = 2.6545e-02 <= tolF*(1+|f0|) = 1.7197e+02\n",
      "1 : |xc-x_last| = 1.9300e+00 <= tolX*(1+|x0|) = 3.7841e+00\n",
      "0 : |proj(x-g)-x|    = 1.6027e+00 <= tolG          = 1.0000e-01\n",
      "0 : |proj(x-g)-x|    = 1.6027e+00 <= 1e3*eps       = 1.0000e-02\n",
      "1 : maxIter   =      35    <= iter          =     35\n",
      "------------------------- DONE! -------------------------\n"
     ]
    }
   ],
   "source": [
    "sigma_ref = 1e-2  # reference conductivity\n",
    "sigma_0 = 1e-2  # starting conductivity \n",
    "\n",
    "# translate the starting and reference model to log-conductivity\n",
    "mref = np.log(sigma_ref)*np.ones(mesh.nC)\n",
    "m0 = np.log(sigma_0)*np.ones(mesh.nC)\n",
    "\n",
    "xc, invProgress, reg = run_MT1Dinv(\n",
    "    prob, \n",
    "    survey, \n",
    "    m0=m0,  # starting model\n",
    "    mref=mref,  # reference model\n",
    "    alpha_s=1e-2,  # smallness contribution\n",
    "    alpha_z=1.,  # smoothness contribution to the regularization\n",
    "    use_betaest=True,  # estimate the initial beta\n",
    "    beta0_ratio=10.,   # starting contribution of regularization 10x larger than the data misfit  \n",
    "    coolingFactor=1.5,  # how much should we reduce beta at every beta-iteration\n",
    "    coolingRate=1,   # reduce beta after each `coolingRate` iterations  \n",
    "    use_target=False  # stop the inversion at the target misfit?\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('mt_inv.txt', np.vstack([mesh.vectorCCx, xc[12]]).T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inversion Progress: What does the $\\beta$-knob do?\n",
    "In the following plots, we show\n",
    "- $\\phi_d$ vs. $\\beta$\n",
    "- $\\phi_m$ vs. $\\beta$\n",
    "- $\\phi_d$ vs. $\\phi_m$\n",
    "\n",
    "Notice that as $\\beta$ decreases, $\\phi_d$ decreases and $\\phi_m$ increases (as we decrease the importance of the model regularization, we introduce more structure in the model and do a better job fitting the data) \n",
    "\n",
    "In all plots, the star indicates the iteration where we achieved target misfit. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd1c5a7c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "invProgress.plot_tikhonov_curves()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b9fe898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "invProgress.plot_misfit_curves()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The results! \n",
    "\n",
    "In what follows, we will generate an interactive plots that show \n",
    "\n",
    "- (a) the true and recovered model\n",
    "\n",
    "- (b) the Tikhonov curve with the target misfit plotted as a star, and the current iteration as a dot\n",
    "\n",
    "- (c) predicted and observed apparent resistivity curve\n",
    "\n",
    "- (d) predicted and observed phase curve\n",
    "\n",
    "What does our data fit look like at each iteration? When have we underfit the data? overfit the data? Let's scroll through the inversion results and see. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The inversion reached target misfit after 8 iterations\n"
     ]
    }
   ],
   "source": [
    "# grab beta, phi_d, phi_m from the inversion. They are lists, so we convert them to arrays\n",
    "beta = np.array(invProgress.beta)\n",
    "phi_d = np.array(invProgress.phi_d)\n",
    "phi_m = np.array(invProgress.phi_m)\n",
    "\n",
    "# find the iteration where we achieved target misfit\n",
    "i_target = invProgress.i_target  \n",
    "\n",
    "print(\"The inversion reached target misfit after {} iterations\".format(i_target))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ipywidgets import interact, IntSlider, ToggleButtons, fixed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def view_1Dinversion_results(iteration, scale=\"linear\", color=\"C0\", alpha=1, ax=None, plotTrue=True):\n",
    "    if ax is None: \n",
    "        fig, ax = plt.subplots(2, 2, figsize=(12, 6))\n",
    "        ax = ax.flatten()\n",
    "    \n",
    "    # get the apparent resistivity and phase data for this iteration\n",
    "    dpred = survey.dpred(xc[iteration])\n",
    "    app_res_pred, phase_pred = appres_phase_from_data(\n",
    "        dpred, frequency\n",
    "    )\n",
    "    \n",
    "    # plot the true and recovered models\n",
    "    m_iter = xc[iteration]\n",
    "    sigtrue = np.repeat(sigma, 2, axis=0)\n",
    "    z = np.repeat(mesh.vectorCCx[1:], 2, axis=0)\n",
    "    z = np.r_[mesh.vectorCCx[0], z, mesh.vectorCCx[-1]]\n",
    "\n",
    "    if plotTrue is True: \n",
    "        ax[0].loglog(-z, sigtrue, 'k', lw=1, label='true')\n",
    "        ax[2].loglog(phi_m, phi_d, 'k-', lw=2)\n",
    "        ax[2].loglog(phi_m[i_target], phi_d[i_target], 'C3*', ms=16, label=\"target\")\n",
    "        ax[1].loglog(frequency, app_res_obs, '.k-', linewidth=1, label='obs')\n",
    "        ax[3].semilogx(frequency, phase_obs, '.k-', linewidth=1, label=\"obs\")\n",
    "        \n",
    "    ax[0].loglog(-mesh.vectorCCx, np.exp(m_iter), color=color, alpha=alpha, lw=2, label='rec it {}'.format(iteration))\n",
    "    ax[0].set_ylabel(\"Conductivity (S/m)\", fontsize = 14)\n",
    "    ax[0].set_xlabel(\"Depth (m)\", fontsize = 14)\n",
    "    ax[0].set_ylim(2e-3, 2e-1)\n",
    "    ax[0].set_xlim((-z).min(), (-z).max())\n",
    "    ax[0].legend(loc=2)\n",
    "    \n",
    "    # plot the Tikhonov curve\n",
    "    ax[2].loglog(phi_m[iteration], phi_d[iteration], color+'o', ms=8, label=\"it {}\".format(iteration))\n",
    "    ax[2].set_xlim(phi_m.min(), phi_m.max())\n",
    "    ax[2].set_xlabel(\"$\\phi_m$\", fontsize = 14)\n",
    "    ax[2].set_ylabel(\"$\\phi_d$\", fontsize = 14)\n",
    "    ax[2].set_xscale(scale)\n",
    "    ax[2].legend()\n",
    "    \n",
    "    # add iteration and beta values\n",
    "    ax[2].text(\n",
    "        phi_m[iteration], phi_d[iteration]*1.25,\n",
    "        \"$\\\\beta$ = {:1.1e}\".format(\n",
    "            beta[iteration]\n",
    "        ), fontsize=11,  #, xy=(0, 0), xytext=(0, 0)\n",
    "    )\n",
    "\n",
    "    # plot the apparend resistivity data\n",
    "    ax[1].loglog(frequency, app_res_pred, color, alpha=alpha, label='pred, it {}'.format(iteration))\n",
    "    ax[1].set_xlim(frequency.max(), frequency.min())\n",
    "    ax[1].set_ylim(10, 3e2)\n",
    "    ax[1].set_xlabel(\"Frequency (Hz)\", fontsize = 14)\n",
    "    ax[1].set_ylabel(\"$\\\\rho_a \\ (\\Omega m)$\", fontsize = 14)\n",
    "    ax[1].legend(loc=1)\n",
    "\n",
    "    # plot the phase\n",
    "    ax[3].semilogx(frequency, phase_pred, color, alpha=alpha, label=\"pred, it {}\".format(iteration))\n",
    "    ax[3].set_xlim(frequency.max(), frequency.min())\n",
    "    ax[3].set_xlabel(\"Frequency (Hz)\", fontsize = 14)\n",
    "    ax[3].set_ylabel(\"Phase (degree)\", fontsize = 14)\n",
    "    ax[3].legend(loc=1)\n",
    "\n",
    "    for a, title in zip(ax, ['(a)', '(c)', '(b)', '(d)']):\n",
    "        a.set_title(title, fontsize=14)\n",
    "        if title != \"c\":\n",
    "            a.grid(True, which='both', linewidth=0.4)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1cb428936dbe4439b0d75bdda14c6d4d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>interactive</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "interactive(children=(IntSlider(value=0, description='iteration', max=34), ToggleButtons(description='scale', index=1, options=('linear', 'log'), value='log'), Output()), _dom_classes=('widget-interact',))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.interact_view_inversion>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for ipywidets, all kwarg inputs must be specified, and plt.show() needs to be used \n",
    "def interact_view_inversion(iteration, scale):\n",
    "    view_1Dinversion_results(iteration, scale)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "interact(\n",
    "    interact_view_inversion,\n",
    "    iteration=IntSlider(min=0, max=beta.shape[0]-1, step=1, value=0),\n",
    "    scale=ToggleButtons(options=[\"linear\", \"log\"], value=\"log\"), \n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is the figure from the article. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd2c6d38d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 2, figsize=(12, 6), dpi=400)\n",
    "ax = ax.flatten()\n",
    "\n",
    "for it, col, alpha, plotTrue in zip(\n",
    "    [5, 9, 21], [ \"C1\", \"C0\", \"C2\"], [0.5, 1., 0.5], [True, False, False]\n",
    "):\n",
    "    view_1Dinversion_results(\n",
    "        iteration=it, scale=\"log\", color=col, alpha=alpha, ax=ax, plotTrue=plotTrue\n",
    "    )\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The $\\alpha$ knob\n",
    "\n",
    "In the example above, we prescribed the values the $\\alpha_s$, $\\alpha_z$. What impact do they have on the character of the model we recover?\n",
    "\n",
    "We will run two inversions with different regularization parameters: \n",
    "1. a _smooth_ inversion, with $\\alpha_s = 10^{-5}$ and $\\alpha_z = 1$, and \n",
    "2. a _small_ inversion, with $\\alpha_s = 1$ and $\\alpha_z = 10^{-5}$. \n",
    "\n",
    "We will stop these inversion when each reaches target misfit"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Smooth Inversion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SimPEG.DataMisfit.l2_DataMisfit assigning default eps of 1e-5 * ||dobs||\n",
      "\n",
      "    SimPEG.InvProblem is setting bfgsH0 to the inverse of the eval2Deriv.\n",
      "    ***Done using same Solver and solverOpts as the problem***\n",
      "model has any nan: 0\n",
      "============================ Inexact Gauss Newton ============================\n",
      "  #     beta     phi_d     phi_m       f      |proj(x-g)-x|  LS    Comment   \n",
      "-----------------------------------------------------------------------------\n",
      "x0 has any nan: 0\n",
      "   0  6.69e+02  1.72e+03  0.00e+00  1.72e+03    4.89e+02      0              \n",
      "   1  4.46e+02  2.05e+02  2.08e-02  2.14e+02    6.88e+01      0              \n",
      "   2  2.97e+02  9.36e+01  8.23e-02  1.18e+02    1.41e+01      0   Skip BFGS  \n",
      "   3  1.98e+02  7.50e+01  1.28e-01  1.00e+02    1.07e+01      0   Skip BFGS  \n",
      "   4  1.32e+02  6.00e+01  1.87e-01  8.48e+01    8.74e+00      0   Skip BFGS  \n",
      "   5  8.81e+01  4.76e+01  2.63e-01  7.07e+01    7.08e+00      0   Skip BFGS  \n",
      "   6  5.88e+01  3.81e+01  3.48e-01  5.86e+01    5.59e+00      0   Skip BFGS  \n",
      "   7  3.92e+01  3.15e+01  4.40e-01  4.87e+01    4.34e+00      0   Skip BFGS  \n",
      "   8  2.61e+01  2.69e+01  5.33e-01  4.09e+01    3.32e+00      0   Skip BFGS  \n",
      "------------------------- STOP! -------------------------\n",
      "1 : |fc-fOld| = 0.0000e+00 <= tolF*(1+|f0|) = 1.7197e+02\n",
      "1 : |xc-x_last| = 4.9451e-01 <= tolX*(1+|x0|) = 3.7841e+00\n",
      "0 : |proj(x-g)-x|    = 3.3179e+00 <= tolG          = 1.0000e-01\n",
      "0 : |proj(x-g)-x|    = 3.3179e+00 <= 1e3*eps       = 1.0000e-02\n",
      "0 : maxIter   =      35    <= iter          =      9\n",
      "------------------------- DONE! -------------------------\n"
     ]
    }
   ],
   "source": [
    "sigma_ref = 1e-2  # reference conductivity\n",
    "sigma_0 = 1e-2  # starting conductivity \n",
    "\n",
    "# translate the starting and reference model to log-conductivity\n",
    "mref = np.log(sigma_ref)*np.ones(mesh.nC)\n",
    "m0 = np.log(sigma_0)*np.ones(mesh.nC)\n",
    "\n",
    "xc_smooth, invProgress_smooth, reg_smooth = run_MT1Dinv(\n",
    "    prob, \n",
    "    survey, \n",
    "    m0=m0,  # starting model\n",
    "    mref=mref,  # reference model\n",
    "    alpha_s=1e-5,  # smallness contribution\n",
    "    alpha_z=1.,  # smoothness contribution to the regularization\n",
    "    use_betaest=True,  # estimate the initial beta\n",
    "    beta0_ratio=10.,   # starting contribution of regularization 10x larger than the data misfit  \n",
    "    coolingFactor=1.5,  # how much should we reduce beta at every beta-iteration\n",
    "    coolingRate=1,   # reduce beta after each `coolingRate` iterations  \n",
    "    use_target=True  # stop the inversion at the target misfit?\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Small Inversion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SimPEG.DataMisfit.l2_DataMisfit assigning default eps of 1e-5 * ||dobs||\n",
      "\n",
      "    SimPEG.InvProblem is setting bfgsH0 to the inverse of the eval2Deriv.\n",
      "    ***Done using same Solver and solverOpts as the problem***\n",
      "model has any nan: 0\n",
      "============================ Inexact Gauss Newton ============================\n",
      "  #     beta     phi_d     phi_m       f      |proj(x-g)-x|  LS    Comment   \n",
      "-----------------------------------------------------------------------------\n",
      "x0 has any nan: 0\n",
      "   0  4.30e+02  1.72e+03  0.00e+00  1.72e+03    4.89e+02      0              \n",
      "   1  2.87e+02  1.30e+03  4.63e-01  1.43e+03    1.12e+02      0              \n",
      "   2  1.91e+02  1.18e+03  8.13e-01  1.34e+03    1.13e+02      0   Skip BFGS  \n",
      "   3  1.27e+02  1.03e+03  1.49e+00  1.22e+03    9.90e+01      0              \n",
      "   4  8.49e+01  8.73e+02  2.55e+00  1.09e+03    8.68e+01      0   Skip BFGS  \n",
      "   5  5.66e+01  7.09e+02  4.18e+00  9.45e+02    7.29e+01      0   Skip BFGS  \n",
      "   6  3.77e+01  5.54e+02  6.49e+00  7.99e+02    5.95e+01      0   Skip BFGS  \n",
      "   7  2.52e+01  4.18e+02  9.54e+00  6.58e+02    4.82e+01      0   Skip BFGS  \n",
      "   8  1.68e+01  3.03e+02  1.33e+01  5.27e+02    3.90e+01      0   Skip BFGS  \n",
      "   9  1.12e+01  2.10e+02  1.79e+01  4.10e+02    3.12e+01      0   Skip BFGS  \n",
      "  10  7.45e+00  1.39e+02  2.29e+01  3.09e+02    2.45e+01      0   Skip BFGS  \n",
      "  11  4.97e+00  8.62e+01  2.81e+01  2.26e+02    1.87e+01      0   Skip BFGS  \n",
      "  12  3.31e+00  5.14e+01  3.27e+01  1.60e+02    1.35e+01      0   Skip BFGS  \n",
      "  13  2.21e+00  3.14e+01  3.58e+01  1.10e+02    7.83e+00      0              \n",
      "------------------------- STOP! -------------------------\n",
      "1 : |fc-fOld| = 0.0000e+00 <= tolF*(1+|f0|) = 1.7197e+02\n",
      "1 : |xc-x_last| = 1.7134e+00 <= tolX*(1+|x0|) = 3.7841e+00\n",
      "0 : |proj(x-g)-x|    = 7.8341e+00 <= tolG          = 1.0000e-01\n",
      "0 : |proj(x-g)-x|    = 7.8341e+00 <= 1e3*eps       = 1.0000e-02\n",
      "0 : maxIter   =      35    <= iter          =     14\n",
      "------------------------- DONE! -------------------------\n"
     ]
    }
   ],
   "source": [
    "sigma_ref = 1e-2  # reference conductivity\n",
    "sigma_0 = 1e-2  # starting conductivity \n",
    "\n",
    "# translate the starting and reference model to log-conductivity\n",
    "mref = np.log(sigma_ref)*np.ones(mesh.nC)\n",
    "m0 = np.log(sigma_0)*np.ones(mesh.nC)\n",
    "\n",
    "xc_small, invProgress_small, reg_small = run_MT1Dinv(\n",
    "    prob, \n",
    "    survey, \n",
    "    m0=m0,  # starting model\n",
    "    mref=mref,  # reference model\n",
    "    alpha_s=1.,  # smallness contribution\n",
    "    alpha_z=1e-5,  # smoothness contribution to the regularization\n",
    "    use_betaest=True,  # estimate the initial beta\n",
    "    beta0_ratio=10.,   # starting contribution of regularization 10x larger than the data misfit  \n",
    "    coolingFactor=1.5,  # how much should we reduce beta at every beta-iteration\n",
    "    coolingRate=1,   # reduce beta after each `coolingRate` iterations  \n",
    "    use_target=True  # stop the inversion at the target misfit?\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compare the results\n",
    "\n",
    "The smooth inversion penalizes large gradients; the resulting model (blue) has two smooth peaks. Note that we smooth over the resistive third layer, over-estimating its conductivity. The small inversion instead favors models that are close to the reference model; this model has more structure, some of which are artifacts (eg the spike at $2\\times 10^4$ m ). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0xd1be6f240>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd2cfcbda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(8, 3))\n",
    "\n",
    "sigma_true = np.repeat(sigma, 2, axis=0)\n",
    "z = np.repeat(mesh.vectorCCx[1:], 2, axis=0)\n",
    "z = np.r_[mesh.vectorCCx[0], z, mesh.vectorCCx[-1]]\n",
    "\n",
    "# true model\n",
    "ax.loglog(-z, sigma_true, 'k', lw=1, label='true')\n",
    "\n",
    "# recovered models\n",
    "# Recall that our model is log conductivity \n",
    "# so to obtain the true conductivity, we take the exponential\n",
    "ax.loglog(-mesh.vectorCCx, np.exp(xc_smooth[-1]), lw=2, label='smooth')\n",
    "ax.loglog(-mesh.vectorCCx, np.exp(xc_small[-1]), lw=2, label='small')\n",
    "\n",
    "ax.set_ylabel(\"Conductivity (S/m)\")\n",
    "ax.set_xlabel(\"Depth (m)\")\n",
    "ax.grid(True, which='both', linewidth=0.4)\n",
    "ax.set_ylim(2e-3, 2e-1)\n",
    "ax.set_xlim((-z).min(), (-z).max())\n",
    "ax.legend(loc=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "In practice, these parameters are often determined by experimentation - we encourage you to play! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "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": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}