simpeg/simpegPF/notebooks/MagInversion.ipynb

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  "name": "",
  "signature": "sha256:c0435d56d573db123d3d215787258fc96159c6d73d284724f152b2d5bc4ac8f8"
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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from SimPEG import *\n",
      "from simpegPF import BaseMag\n",
      "from scipy.constants import mu_0\n",
      "from simpegPF.MagAnalytics import spheremodel, CongruousMagBC\n",
      "from simpegPF.Magnetics import MagneticsDiffSecondary, MagneticsDiffSecondaryInv\n",
      "import SeogiUtils as SeUtils\n",
      "import simpegEM.Utils.Solver.Mumps as Mumps\n",
      "%pylab inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Populating the interactive namespace from numpy and matplotlib\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING: pylab import has clobbered these variables: ['axes', 'std', 'beta', 'inv']\n",
        "`%matplotlib` prevents importing * from pylab and numpy\n"
       ]
      }
     ],
     "prompt_number": 359
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Mag Inversion\n",
      "\n",
      "## Step1: Generating mesh"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cs = 25.\n",
      "hxind = [(cs,5,-1.3), (cs, 31),(cs,5,1.3)]\n",
      "hyind = [(cs,5,-1.3), (cs, 31),(cs,5,1.3)]\n",
      "hzind = [(cs,5,-1.3), (cs, 30),(cs,5,1.3)]\n",
      "mesh = Mesh.TensorMesh([hxind, hyind, hzind], 'CCC')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 360
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Step2: Generating Model: Use Combo model\n",
      "\n",
      "### Here we combined $\\mu$ model$^1$, Depth model$^2$ and Active model$^3$"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "chibkg = 1e-5\n",
      "chiblk = 0.1\n",
      "chi = np.ones(mesh.nC)*chibkg\n",
      "sph_ind = spheremodel(mesh, 0., 0., -150., 80)\n",
      "chi[sph_ind] = chiblk\n",
      "active = mesh.gridCC[:,2]<0\n",
      "actMap = Maps.ActiveCells(mesh, active, chibkg)\n",
      "dweight = np.ones(mesh.nC)\n",
      "dweight[active] = (1/abs(mesh.gridCC[active, 2]-13.)**1.5)\n",
      "baseMap = BaseMag.BaseMagMap(mesh)\n",
      "depthMap = BaseMag.WeightMap(mesh, dweight)\n",
      "dmap = baseMap*actMap\n",
      "rmap = depthMap*actMap\n",
      "model = (chi)[active]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 454
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig, ax = plt.subplots(1,1, figsize = (5, 5))\n",
      "dat1 = mesh.plotSlice(dweight, ax = ax, normal = 'X')\n",
      "plt.colorbar(dat1[0], orientation=\"horizontal\", ax = ax)\n",
      "ax.set_ylim(-500, 0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 455,
       "text": [
        "(-500, 0)"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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YqkRECmkaqq+99hr8/Pxw5swZ91hOTg6MRiNMJhM2b97sHi8qKkJ0dDSMRiPmz5+vZZtE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\nSkSkEEOViEih/w/8qxEdcuzQUgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x57fb250>"
       ]
      }
     ],
     "prompt_number": 455
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print model.shape\n",
      "print chi.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(33620,)\n",
        "(67240,)\n"
       ]
      }
     ],
     "prompt_number": 456
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Step3: Generating Data"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "survey = BaseMag.BaseMagSurvey()\n",
      "const = 20\n",
      "Inc = 90.\n",
      "Dec = 0.\n",
      "Btot = 51000\n",
      "survey.setBackgroundField(Inc, Dec, Btot)\n",
      "xr = np.linspace(-300, 300, 81)\n",
      "yr = np.linspace(-300, 300, 81)\n",
      "X, Y = np.meshgrid(xr, yr)\n",
      "Z = np.ones((xr.size, yr.size))*(0.)\n",
      "rxLoc = np.c_[Utils.mkvc(X), Utils.mkvc(Y), Utils.mkvc(Z)]\n",
      "survey.rxLoc = rxLoc\n",
      "prob = MagneticsDiffSecondary(mesh, mapping = dmap)\n",
      "prob.pair(survey)\n",
      "prob.Solver = Utils.SolverUtils.SolverWrapD(Mumps, factorize=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 457
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dsyn = survey.dpred(model)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 458
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "survey.dtrue = Utils.mkvc(dsyn)\n",
      "std = 0.05\n",
      "noise = std*abs(survey.dtrue)*np.random.randn(*survey.dtrue.shape)\n",
      "survey.dobs = survey.dtrue+noise\n",
      "survey.std = survey.dobs*0 + std"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 459
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig, ax = plt.subplots(1,2, figsize = (8,5) )\n",
      "dat = ax[0].imshow(np.reshape(noise, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
      "plt.colorbar(dat, ax = ax[0], orientation=\"horizontal\")\n",
      "dat2 = ax[1].imshow(np.reshape(survey.dobs, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
      "plt.colorbar(dat2, ax = ax[1], orientation=\"horizontal\")\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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2OK2id+8Z9qEFa79O2jINy3q80dfPF0s4ywm9yVjEghomPNGvshG/bTQfZzMO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\nU4r3qC0GVEYjyvsTNnYO6Hy6wI8+lHS7iwT/vY+9GTP0ShyyzAkLFBn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TsdFDMjBdAi6D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A9YoUUjYYxUGFFM49cgsaKYycBn3C8RHPtEPVtdp35pARadNmaGCfTjqBXMIn2T9UYaxX9RwihP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\nZiW75jYonVB1rdBzH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wGu8dyX2RZFAHWr08xV74VmdmXsXHLR8unx7Z6xyzYaGe3u/fDf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\nzQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x18511590>"
       ]
      }
     ],
     "prompt_number": 460
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "m0 = (1e-5*np.ones(mesh.nC))[active]\n",
      "dmisfit = DataMisfit.l2_DataMisfit(survey)\n",
      "valmin = abs(survey.dobs).max()\n",
      "dmisfit.Wd = 1/(np.ones(survey.dobs.size)*valmin)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 461
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "d_ini = survey.dpred(m0)\n",
      "fig, ax = plt.subplots(1,2, figsize = (8,5) )\n",
      "dat1 = ax[0].imshow(np.reshape(d_ini, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
      "vmin = d_ini.min()\n",
      "vmax = d_ini.max()\n",
      "plt.colorbar(dat1, ax = ax[0], orientation=\"horizontal\", ticks=[np.linspace(vmin, vmax, 3)], format = FormatStrFormatter('$%5.5f$'))\n",
      "dat2 = ax[1].imshow(np.reshape(survey.dobs, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
      "vmin = survey.dobs.min()\n",
      "vmax = survey.dobs.max()\n",
      "plt.colorbar(dat2, ax = ax[1], orientation=\"horizontal\", ticks=[np.linspace(vmin, vmax, 5)])\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ALsNQcudMngM6bUNBcpeALxeZ0bzbaR9dveb5TnPIdZDnvgKau52HBHI+st/P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\nYGBgYGDQBjCEbmBgYGBg0Ab4/wG3pLUftdMTkwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x57f4d90>"
       ]
      }
     ],
     "prompt_number": 462
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reg = Regularization.Tikhonov(mesh, mapping = rmap)\n",
      "# opt = Optimization.InexactGaussNewton(maxIter = 10)\n",
      "opt = Optimization.ProjectedGNCG(maxIter = 10)\n",
      "opt.lower = 1e-10\n",
      "opt.maxIterLS = 50\n",
      "invProb = InvProblem.BaseInvProblem(dmisfit, reg, opt)\n",
      "beta = Directives.BetaSchedule(coolingFactor=8, coolingRate=2)\n",
      "betaest = Directives.BetaEstimate_ByEig(beta0_ratio=10**1.5)\n",
      "inv = Inversion.BaseInversion(invProb, directiveList=[beta,betaest])\n",
      "opt.tolG = 1e-20\n",
      "opt.eps = 1e-20\n",
      "reg.alpha_s = 1e-5\n",
      "reg.alpha_x = 1.\n",
      "reg.alpha_y = 1.\n",
      "reg.alpha_z = 1.\n",
      "prob.counter = opt.counter = Utils.Counter()\n",
      "opt.LSshorten = 0.1\n",
      "opt.remember('xc')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 463
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "mopt = inv.run(m0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "SimPEG.InvProblem will set Regularization.mref to m0.\n",
        "SimPEG.InvProblem is setting bfgsH0 to the inverse of the eval2Deriv.\n",
        "                    ***Done using same solver as the problem***\n",
        "=============================== Projected GNCG ==============================="
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  #     beta     phi_d     phi_m       f      |proj(x-g)-x|  LS    Comment   \n",
        "-----------------------------------------------------------------------------\n",
        "   0  1.60e+07  9.56e+01  1.86e-06  1.25e+02    2.71e+03      0              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   1  1.60e+07  9.56e+01  1.86e-06  1.25e+02    2.71e+03     15              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   2  2.00e+06  9.56e+01  1.86e-06  9.93e+01    2.46e+03     16              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   3  2.00e+06  1.54e+01  2.51e-06  2.04e+01    5.28e+02      2   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   4  2.50e+05  5.55e+00  2.01e-06  6.06e+00    5.69e+02      3              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   5  2.50e+05  4.21e+00  2.15e-06  4.75e+00    4.76e+02      4              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   6  3.12e+04  4.11e+00  2.15e-06  4.17e+00    4.81e+02      2              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   7  3.12e+04  4.11e+00  2.15e-06  4.17e+00    4.81e+02      6              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   8  3.90e+03  2.88e+00  2.09e-06  2.89e+00    3.04e+02      0              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   9  3.90e+03  1.04e+00  2.22e-06  1.04e+00    1.96e+02      0              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  10  4.88e+02  1.04e+00  2.22e-06  1.04e+00    1.96e+02      7   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "------------------------- STOP! -------------------------\n",
        "1 : |fc-fOld| = 7.5863e-03 <= tolF*(1+|f0|) = 1.2631e+01\n",
        "1 : |xc-x_last| = 6.0452e-09 <= tolX*(1+|x0|) = 1.0018e-01\n",
        "0 : |proj(x-g)-x|    = 1.9612e+02 <= tolG          = 1.0000e-20\n",
        "0 : |proj(x-g)-x|    = 1.9612e+02 <= 1e3*eps       = 1.0000e-17\n",
        "1 : maxIter   =      10    <= iter          =     10\n",
        "------------------------- DONE! -------------------------\n"
       ]
      }
     ],
     "prompt_number": 464
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "opt.counter.summary()\n",
      "xc = opt.recall('xc')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Counters:\n",
        "  ProjectedGNCG.activeSet                 :       10\n",
        "  ProjectedGNCG.doEndIteration            :       10\n",
        "  ProjectedGNCG.doStartIteration          :       11\n",
        "  ProjectedGNCG.projection                :      101\n",
        "  ProjectedGNCG.scaleSearchDirection      :       10\n",
        "\n",
        "Times:                                        mean      sum\n",
        "  MagneticsDiffSecondary.Jtvec            : 4.17e-01, 2.58e+01,   62x\n",
        "  MagneticsDiffSecondary.Jtvec_approx     : 4.80e-01, 2.45e+01,   51x\n",
        "  MagneticsDiffSecondary.Jvec             : 5.40e-01, 2.75e+01,   51x\n",
        "  MagneticsDiffSecondary.Jvec_approx      : 5.40e-01, 2.75e+01,   51x\n",
        "  ProjectedGNCG.findSearchDirection       : 5.38e+00, 5.38e+01,   10x\n",
        "  ProjectedGNCG.minimize                  : 1.02e+02, 1.02e+02,    1x\n",
        "  ProjectedGNCG.modifySearchDirection     : 4.52e+00, 4.52e+01,   10x\n"
       ]
      }
     ],
     "prompt_number": 465
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from JSAnimation import IPython_display\n",
      "from matplotlib import animation\n",
      "from SimPEG import *\n",
      "\n",
      "fig, ax = subplots(1,2, figsize = (16, 5))\n",
      "ax[0].set_xlabel('Easting (m)')\n",
      "ax[0].set_ylabel('Depth (m)')\n",
      "ax[1].set_xlabel('Easting (m)')\n",
      "ax[1].set_ylabel('Depth (m)')\n",
      "\n",
      "\n",
      "def animate(i_id):\n",
      "    indx = 18\n",
      "    temp = dmap*(xc[i_id])\n",
      "    minval = (temp).min()\n",
      "    maxval = (temp).max()\n",
      "    \n",
      "    frame1 = mesh.plotSlice(temp, vType='CC', ind=indx, normal='X',ax = ax[1], grid=False, gridOpts={'color':'b','lw':0.3, 'alpha':0.5}, )\n",
      "    frame2 = mesh.plotSlice(chi, vType='CC', ind=indx, normal='X',ax = ax[0], grid=False, gridOpts={'color':'b','lw':0.3, 'alpha':0.5}, );\n",
      "    ax[0].set_title('True model', fontsize = 16)\n",
      "    ax[1].set_title('Estimated model at iteration = ' + str(i_id+1), fontsize = 16)\n",
      "    ax[0].set_ylim(-500, 0)\n",
      "    ax[1].set_ylim(-500, 0)\n",
      "    return frame1[0]\n",
      "\n",
      "animation.FuncAnimation(fig, animate, frames=10, interval=40, blit=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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        "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
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        "    this.slider_id = slider_id;\n",
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        "    this.interval = interval;\n",
        "    this.current_frame = 0;\n",
        "    this.direction = 0;\n",
        "    this.timer = null;\n",
        "    this.frames = new Array(frames.length);\n",
        "\n",
        "    for (var i=0; i<frames.length; i++)\n",
        "    {\n",
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        "     this.frames[i].src = frames[i];\n",
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        "        var button = button_group[i];\n",
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        "            return button.value;\n",
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        "    else if(this.direction < 0){this.reverse_animation();}\n",
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        "</div>\n",
        "\n",
        "\n",
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        "  (function() {\n",
        "    var img_id = \"_anim_imgERCBNNRFBIVTPCOM\";\n",
        "    var slider_id = \"_anim_sliderERCBNNRFBIVTPCOM\";\n",
        "    var loop_select_id = \"_anim_loop_selectERCBNNRFBIVTPCOM\";\n",
        "    var frames = new Array(0);\n",
        "    \n",
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        "\"\n",
        "\n",
        "\n",
        "    /* set a timeout to make sure all the above elements are created before\n",
        "       the object is initialized. */\n",
        "    setTimeout(function() {\n",
        "        animERCBNNRFBIVTPCOM = new Animation(frames, img_id, slider_id, 40, loop_select_id);\n",
        "    }, 0);\n",
        "  })()\n",
        "</script>\n"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 509,
       "text": [
        "<matplotlib.animation.FuncAnimation at 0xf33d490>"
       ]
      }
     ],
     "prompt_number": 509
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib\n",
      "matplotlib.rcParams.update({'font.size': 14, 'text.usetex': True, 'font.family': 'arial'})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 478
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "indx = 18\n",
      "iteration = 9\n",
      "fig, axes = subplots(1,2, figsize = (12, 5))\n",
      "vmin = chi.min()\n",
      "vmax = chi.max()\n",
      "ps1 = mesh.plotSlice(chi, vType='CC', ind=indx, normal='X',ax = axes[0], grid=True, gridOpts={'color':'b','lw':0.3, 'alpha':0.5});\n",
      "axes[0].set_title('$\\chi_{true}$', fontsize = 16)\n",
      "axes[0].set_ylim(-300, 0.)\n",
      "cb1 = colorbar(ps1[0], ax =  axes[0], orientation=\"horizontal\", ticks=[np.linspace(vmin, vmax, 5)], format = FormatStrFormatter('$%5.3f$'))\n",
      "axes[0].set_xlabel('Easting (m)')\n",
      "axes[0].set_ylabel('Depth (m)')\n",
      "\n",
      "vmin = (actMap*xc[iteration]).min()\n",
      "vmax = (actMap*xc[iteration]).max()\n",
      "ps2 = mesh.plotSlice(actMap*xc[iteration], vType='CC', ind=indx, normal='X', ax = axes[1], grid=True, gridOpts={'color':'b','lw':0.3, 'alpha':0.5});\n",
      "axes[1].set_title('$\\chi_{pred}$', fontsize = 16)\n",
      "axes[1].set_ylim(-300, 0.)\n",
      "cb2 = colorbar(ps2[0], ax =  axes[1], orientation=\"horizontal\", ticks=[np.linspace(vmin, vmax, 5)], format = FormatStrFormatter('$%5.3f$'))\n",
      "cb1.set_label('Total magnetic intensity (nT)')\n",
      "cb2.set_label('Total magnetic intensity (nT)')\n",
      "axes[1].set_xlabel('Easting (m)')\n",
      "axes[1].set_ylabel('Depth (m)')\n",
      "\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 501,
       "text": [
        "<matplotlib.text.Text at 0x16a97a50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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ZRET9w/YR8lQqhfX1dQQCAUxMTECWZZRKJYTDYe2ISy6Xw7e//e2uJUtERPaw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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x12447410>"
       ]
      }
     ],
     "prompt_number": 501
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dpred_xc = survey.dpred(xc[iteration])\n",
      "fig, ax = plt.subplots(1,2, figsize = (12,7) )\n",
      "vmin = survey.dobs.min()\n",
      "vmax = survey.dobs.max()\n",
      "dat2 = ax[0].imshow(np.reshape(survey.dobs, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)], vmin = vmin, vmax = vmax)\n",
      "cb1 = plt.colorbar(dat2, ax = ax[0], orientation=\"horizontal\", ticks=[np.linspace(vmin, vmax, 5)])\n",
      "dat = ax[1].imshow(np.reshape(dpred_xc, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)], vmin = vmin, vmax = vmax)\n",
      "cb2 = plt.colorbar(dat, ax = ax[1], orientation=\"horizontal\", ticks=[np.linspace(vmin, vmax, 5)])\n",
      "ax[0].plot(rxLoc[:,0],rxLoc[:,1],'w.', ms=1)\n",
      "ax[1].plot(rxLoc[:,0],rxLoc[:,1],'w.', ms=1)\n",
      "ax[0].set_title('Observed', fontsize = 16)\n",
      "ax[1].set_title('Predicted', fontsize = 16)\n",
      "ax[0].set_xlabel('Easting (m)')\n",
      "ax[0].set_ylabel('Northing (m)')\n",
      "ax[1].set_xlabel('Easting (m)')\n",
      "ax[1].set_ylabel('Northing (m)')\n",
      "cb1.set_label('Total magnetic intensity (nT)')\n",
      "cb2.set_label('Total magnetic intensity (nT)')\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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X0UqGiwJTyNdoDvcKGRpVIha9hMswbH8UKglFMMmC6VHzwuUM2u3Po93+fKAP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\ntOGfHpm9F1JVzsO1bR918tv/gLXPlma7JnxRX6lOX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ednUFp0UFp5XYehVMtV6qXOXaHz\nHtKaTWWrIGhPCFo5cXNEJ+zRCbfohj0P3uhN8RO3rM0s0uYs4maPlhrQKka08iHNYkQ0KghHJdG4\nRE709rEsVY+o7rukjryM5peVkSBPQpsDhmGDUdRgGCYMpHEV2992lvN52xWWbXqqQ6/sMB41yAcJ\n+SCh7EfgIhtviXnMpooG+pSIL8vr8JSp51htMMJSgSpZ7Mswr8z7eVHPvw5J2Uku75Yx/22lTyCO\n4qdLly7xwgsvXM9zucFpJxbcX2enjnZdqmqXd5uqx7+cpt3XiAu2b+/X70ab6H8QVPevZ9oVwUwL\nDqYFFd6uqppwx/Np5nlx/3sh1AilCGSJiBR5ENETHYCpv3Dn1s8dSKDtkBijAzdusRIzcCbISZo5\nalmad5ovk3z0PWH+/WiDP2yLvq6ZvaDC+b/KaMJDRkFCL2wihUagEELjgg7lRFPB7thBo9U32pQZ\n5W7C0491Qq4jCuVpwididg3+y8iXkRWXYnNyd5Em3G8uc1rwus7stdBC71YTvlsO/GrSTs/lImuS\n0zp+ctLNJ7Nv9uS3dz/7qtJq+3S9y9JqwQUozdwgzepuqrv0hw5VteBVeTI26+pAUIYBKtQQWDd9\nMmE0dVhYTN3JBijkdKoRXp5euZDoUCAChVAlOgKRaMKJQufGlWFtmAK/TOVa/E64XaYD0KEZrzOJ\njRvCgWgwFE2GsjmN1+AslX4eWvls1ELJNE+IGeuEcRkzKSLyIqLMQ/TEasGdFbPY4Rrqli9CsX15\nX2rmB2RWb9qindcpQa61nL2VdpN23Ql/4YUXOHfuHJubm3Oc4V/8xV/wt3/7t9fl5K538pnQGT/0\nS1vn5ue57/ntfrWwDI4FFHYfPhNerbt9Wjb7d/PvWxbLMeGHbNlxtgcxrO4FyxNKy4Rry4RLjy8M\nybKex4SbUXmGNQwsOxbasrZ1ptORvaZJzwoQmuybwjCEjhH/D8satiD7MSYsegOyn2PC2N8PCMh+\nbTm4Zch6mJDqh806r+dwNpIEhLw5Dnky6ZKImP8QklIEPCpWaYgRP+OXfJbDNBjxPj+2Ie3vosWQ\nLd5llUfRDLkkX4NY0uieYNLoo7ZeA5mazuz4NeTyGUSigdeMjjM8a04yfxUZnkFqDeMMpSQ6eAaF\nQBSvIhtnkIFC5a+jDzxL2ZKML71Fr9WkbD8LMmGLt2lzDIFmg+8yIabJcaDBBh+yzOMoVvghFxiT\ncCd3MqbBmwy5j8MMaZJpxZO6w0Q1+EYeoMaSNBCUsWEK07b9798DxpbhHEH2Q+NqjAlkb5tp+rCd\n/6bHgb9qXFpRmDLa8v9ak2UYJty2CdOWImbjBtrMmPAOhhO8aNutz4Sv2vJ5WzfjwGfcoT8GwnHg\nbjzEr+1z4HOIt3t1dWMsLseE+3zuryvct67ZTnvywOfF9y4T7qebU2Z/0phwvLb6gZXn0srzw8yY\n8OoYnzWMzN4CpH3ujNyelY1rJPO8arLXFOlZaeSt48MjyN7F8MRP2vkfWrkQGZlNadziEUP2S+uq\nMIbsI+OukASyLYzM3o+R7xNBumQ0F2+MFYWIeCJcoqFjfiRynqJNAyOzA5SV20PO858c4R6ajNjg\nu+zjYWJG9MS30AJaPE0RDCnJQD4DUY6YZFBopDyLKDV69BoyPGP6ksMMohShNQwydCCgbcb/6PI1\naKUgQanX0YFAxGcppWQov00ZPUMZRvT5PkOaxJwmJuE8P6XDU4SWA9/PQ3Ro8AMuMKLBndzFmIRv\nMeZB9jOkxatKkxcxJ8omhY54dRJwNpLoWJBNrJvHELJ1jIvCwxi5/J+Wx59443gewMjpdyB9xNZ9\ny9Yds/PfsDJcQfaqdUeotZXZjgOPyLKBfceH3vgC427GtMEDGHnuZPEhZnL6kGlX2a8qsrhO3uo9\n+EzeJEy4S1/5yle4ePEizz//PPfeey8rKyusrq7y8ssvf0IFelWr7FKVAb8Rx/env+k+FduD8fh1\n/levZAZz+6CaUw1762lrki+9zXxEcYwxr43t7ob2NHK7nvswd3y4C08cgc4lehxQRpBPYnJKUIIB\nLZAwkBIlJVuiy4gGAj1lwoe0UEgussYSy0ZTIQ5ThiEt0SaQBTltpGiiCknR6JK0m4hAoWiiEQTS\nDHTSQZNYhISUaBmQK8OXKwJQTZIoJBQFeSciLxOKOGYzWWG41CCIW9aV4jKKDhrJefYzJqHLGmNi\nLpLTpc3YIihDmvTpMCKhR8jIaVWUpiwjijKgHAcmQE9h/98t+/+OmUVda3v3wNd+O43+IqX2Tprx\nuTZDzYpV7UkdVgI77PwGp7rzqi6vO+e68l64nsunm09m3yxpkRXIn/c1m5KZmyanzYRt2k0NaGte\n9B9Jtxtfk1rVqlataU5258yC5YR2PsCMTcklSIWWIWUYUShBrkPGNJggkUIxokmAYkyM9JhwgD5t\nRtZ3bJ8OGkGbJhpJIY1v2EKEKDqIUBHRQCiFDhqEMgGt0GFMGIYIrVBxiJYSkhAtBKVqIKMEJaHQ\nLZQUhEGTUko2RQcpWkyI6NNhSJOCBhMrm0NrnTTjdmZlZ8EckTDCjPvJdcxEQVHEqDJCTwL0WIIQ\nM3kceP+t7/rRLy+i+qo0yFy2WnCtKjv1X85hZSc7abyvR7/kVtop7ZoJX11d5U//9E9ZXl6eW/7J\nDYH8v7wltoO5jQP/TTvhVe67rt5NqxxhHU9YXV7HhIvKsqCSqzy4v94CF4VIEN7UxxLrWMKWnfo8\nXpNZePcKYyjaGtoa0VbIdknYnhC2xoTtCc1wSDMY0gqHtEWPJc/VVcO6LGwysuEiDPyxpDe5Tb3P\n7eoDDpcfUOiQUgUUKkQITSgLQlkgpZoaSBWCRE9I9JiGHqERU0RkQjRzjShGjMuEXtGhXxiT5ShO\nGCcJ4zi2vnKNQXbioSZD6xvc4Sg+KWn48Nm640nCeNJgNGlQrkeo8yH64xB9MZjnCX33VnXRiH2X\nVk42O87QcYVTWeve1ov4war91LdR7/TmWPS2r74IFnXmq8t3SrvBaNyz7p6VRXiMv61L/nP8v/Yk\nX+inm09m/8/f9mksSFfChPvTReN5HBtX51Y2qixz8HaLKesnIpDh/NidRa4KfUQwZjsv3vKyL9tb\nejoN2gVJe0TcGZK0h7TEYJYt2NGmXwN3mHLTW+4gkFhPSNSERE8IdYHUikCXSK1MRiG9+cAqC0ok\nSrgcTMulKyMpRMhYxoxFwljEU8zE5ToMpa48ZcR1m/GgyXjQYjRsUvZDGAh0X0BfzMbjOHexVfnt\n45I+yr0I7/a3KQvQfqV7AQzY7ka2OtLWr6sbu1MdGXqLCb8eadea8M9//vPbIrIB3Hvvvdf0hG5c\n0hVzxcycCGIHk/ZucRS3nm+irJrPfdO6tOZLsUscxbkT8nEUYdEAh6MEZNmGNT9JsmwLEylLWtOU\nxkU/NGZO02s2OIp1VQdkmbbRFK1LO2VNnSFk3/bMnv9hXSg1IPtvu96Ddr2fW3eFDcg+BgI734Ks\nJ0j3C4gkr/UlZ9sCScA3C2NaPS6bxGrMjyQ8SZe26PMLfoFCcg93EDPhF/yCe7mNAMUF8QOSYMxt\nwX1Mogts8h2aHKdEMuAdlnkUQcmAb6GQNDiBQrClXyPUpygYM+ENhjRAPIMWEX2dEepT5HpMP34X\nJZ5F0WJD/DcTYjo8hSTkPX7CCo+SE/E+v2RIkwM8hCTmF1zgCEdZJuHbDNjSXe7ldsY0eJ0JT7JE\nrkNeLeG4bpAT88pYwkhytimMG8IPrduwBLLzGHdXDkH5jufe6i2M2fNxjOuqNzwcxbm0Gtv7iYmS\naUyKWAwpxLixdC4KQ9t+WhiXVpdsWyrIsgt2vWW7j/PMXBQ692s+jjIzeZp2XHVLWIej1D0z/vPk\nUJU6HGURVvIZr26xay2z3SfDtOmnm09mf1JxFF+e+65pF+EoH2NcegYYvFDaZy3AIIWuPMLgBaHd\nT8mcW9nTGNn7NkYWH8PI6e/PuyuksNhDCNnPIL2LeXeFicHgCDz3hUNh5FAkeH0cUMYhJ1STUAV8\nR5SckA0SWvynMGqOR1gjYcQv+TlHOULCiA/5b27nKA1GXOJ7KCSrPEbAmC3xbeLgIRQTNnmLgJIu\nT6JRDHiDNsfQKEZ8kybH0Shy3qBEEnKGEsmQt4k4hUbS4x1KAhocRxGwyQ9pcpyQiB4/ZkiTZR63\nCMqv2c9DtEn4oZXZIxK+wxYDWnyW2xiR8JoueYwVRqrBK2VAkUecESEqDMhG1gWvMAhKuop5161j\nZPYRjPz9IaT3mGXZf2CQkwft/Lcx7n8LgxdRWreTOWRft0hoad/PqbBtwHSsZwjKJVIbXnnmSnYF\nI7edu9iyBkfZCQ28haNcy3RFOArA1772Nc6dO8fRo0f5vd/7PT7/+c9ft5PbW+lyGrPdbHutU53J\nqGo+382Xqu9Nxd9H3X4VxgUITF0WLvoodh/aGvvV7u3OfWi7L35n5iyZO3SpTPQxrQR90WYYaISE\nLdlFISgIiKxG0w32KZFs0eESq+RErHOe/SwjUfRoE9MipKCP2Yfi/2fvTbclR6773h+AzDxT1anq\nqh7YQ5Hd1SLZbLHJ7uq5QMm2aPoFLOsFLpvWC9CUve61dK8/afkFZPkNRPEFRFJeXmRSA3uQZImS\nTHY3RXEwyZ5qOOfkACDuh4id2NgnApmnpj5VlXstLAQQgUAACPwR2Psfe2/RkDHlFEW2y9DNmXCG\nKivYzIY0ZOyxQ5Z5Xu3l7H422abOCrKggfGXnC9COM/YWISl2MTTaN7DcYoTTBlx2Q242pzgoNn0\nGvOmYJYNqZsB8wk09QBmORzkMAkatYrDk901iyjFCNHPQnuw6vSdWF/S9KQmssQoGylN9s2icqxS\nX8y6Za1TuozWkttJz6nJ2sdP1pj9YYtw9lLULN2/UlaY1DukLU/2PXXdw7WBSrMUMjwmZLRsl7kq\nJ3hR0FIqhOmgoiO7JqMZFtTb4CYwKzaZDxuywnGQedrghA2AQMPbxJFxlR0mAXuvcoKagn22qCm4\nzC5bbFMx4iq75NRk7JBTc8ApYIccx4RdHDtkNEzYpSZngx0aCq6wyxY71ORcYhevL9+hZsAVTtKw\nTcWQy8G395BtpgG3d4JPLqHM+OiZNfsh+ue02WBSO2bNiKoeUh0U1JMC12StltrRDahTmXTdk5Zt\nzTKJsUk6lkatyY5Z+VIabhLbMblZOH73ysp0lEuXLvHss88uIq6B16i89tprnUk/t4PETZvWdKjF\ndjxLW+k92wrHLKOdpPavuugImzp0mKakDOjaKq0LQ1WfuCocZN0oZBt0zZb6sC3aqJmnzKnE9VWI\nypafnlOcmpOfmpFnLWFks5gGV1jeHdZpPlgso0UA4dZjih8KTzvGxmEgiwyZk+PpKH4gnvuZ/M7P\n6B/IzP6sJqfxVBG3uQi5PGTOMJsDhJo3F+Hn94LxVRwnXuIUVzkRPKGEEMjNNnv1Nvv1NtNmg7oR\nykxBczCkPhjQ7A9xH+S4dzN4J4P3szbamo7oKT8zmpZiTZp6v/Z80OnbmrOieSsTuh98XYH1Fxaj\no1hTZuyP4VrpKPbd7Pt4yNoOxFPH6rrtQP4/H0vTppY7H7OPi8QoKDpPY/iqeB2jEA7NfktHUeEu\n82GLz+Lx0NJOYh4QLV3FRkTeVumwZFuO7ERNvlOTn6jZ2Dhgc+PAr4uDBYlj6xDx4yC4nRUEbfeP\ngr8rwfVceVoRryt2H7DYI7m6tMd6H4Nhuvg6jJQT3M1oC8UjSktX2WJSb3Ew22Iy22Yy26LZGywW\nJxGNhXKiKYLWXWyKcmKpKdbbYEVwTzgnzkuc0NW6xHDauia0XlNiWKzLQFrhdxzleNJRVva59cor\nr/CVr3yF9957j6ZpeO+99/jyl7/MK6+8cjPbd1OlLD+6MFmU5bmFOdpvP7Iwa7dpoWk8sjCHx8vp\nOh4Oxzy8SPu8h1UdbdpvP7Qwr5flgwsTfVk+gEQX9Nv3Lcz8ZXlvSEveGcRDRVmeDiYoR1nuUpYn\nVbkTiMeUstwM1AO5zhzxkFKWwYNGeNHKlx3lS86byF4IVIcGys+2FAgqP9O7/Djei8f5YOoMCpvy\n/kCtmEJ5GsoQdKHcyrg48uetm4Ln3CbPNCfYm+3wZHOGT7j7uMIuB2zxOA9xnofJcDzGIzzKIwtN\n+BYXgM/xEx5mxIts8hx77LDJ8wx5MfCzTzDiRTZ4gUucIs8+h8t+nXezM1zJTrDB82xzIWjCP0eV\n/St+nj3AMHuRE1xYaMLP8GnO8CRzhtzLE9zPE1zlBJc4xYM8zsOc5z3O8CjneJyHuNTscqU+yVPN\naT5bn+RgvsWFepvnmy3mkxEvMeTlvMDtF3CQU96TeU8FM2/KFAoKc+/ZoPyEf2zlp4KpOWBheSGY\noStvyiyfC+mX5XkSnnVLSfHPXSbzNJTlFj5KX0NZbuO9M3j6ie9Xctzp0Od8hExPkXKhrPRVF+nH\nH1F9/EHV99v3IP7OPKT6qs6LvZN+cOTf+XMI5exw3kfx5v+2nM8TfMgXmHHc5U7HbLudSt+MvMPl\nzqk+p7HeqX7cmP79IELFat+L+0Pefer98fRCoXu1GO4HTmW5sXhfyzJDaITly85TBcPYqbyA95BS\neZpD+asspnUscHoecPpRFrQJiejIHMqzgVoRPH6U2+CmGc2k4KVsyAv1JrOpx+vPulOLyA6f5H4+\nzoPsscOjnOMcj3KVEzzIr3A/n+BKmCtziqc4ydNBi/0sGzzHJU5xmVN4VHyJS+xS8DIFF7nMKXJK\nMj4XYi3sUnBxkVeEYyRvg+fZ4jmusMsOz4Rz+XDzZ3mS+/gkVznBw5znHI+yxw7neZjHeYg9ttlj\nmyc5w6fdaSbVFs822zxfb1IdDKkPCi4OodwEJlDu+u8aUyjvY4HfzP13cHGPf6W998yhfDI8myp8\nT8Mzowrf2heBxlNEW8wuDGbvhD7iAk6fUnn34OmCLtLPHkBoKGksTuPt8Xonu3nHVVamowAd8D59\n+jRf+tKX+MY3vnHDG3XrRWsvYhozXS6WPor01R8rE6MLLNu/7G9PbJSZWes/YOh6WZGukiszZ3bY\nEiZmtOBPdhEgpzb5DS1VRf7uh8Asw00ymiKnmQ9xWUYz8j7CKzekGmTMMsd+vsV+ts0kc2xkk4W3\nkZyGy+zSkDMNZk8xJw6Zez/cbFBQc8BWuBOeUymaEc8hPAFkzNlY1DEMs+KvhLATDTkfcJYDttjl\nBFM2ucwuoxCIZ1+db8ImBw5mbsN7EKgcs9kGVT2krgfU++CKnKbKcZcyKHKYZq3GRKg6WiEsSmlR\nYIvyQ2tW9PzJBvxs+rAc0jLLw5HKrWnTakd0mZQ2Opa2fTXWp1fVWKw6iXqZpryv7ttX7lzMPo5i\nLSc2L1YOulQS7ZXKvncap6ELvvpdrsHlLOiCVdZisKz16ytLRqscFTqKnoctVjSJvSCUlilQhFgG\nuaNhQDVykDkm9RbkMM1zXJ55zGaThjxM2dyiIucKJ5kz5IAdaoZcYpcz7DCkCgPrmh22KQK+b7Oz\nSG8GOsolTlFTUARsvswuQ5VuyAM9peAyJ9lkh3mgpkzZ5FTwfHI1eEuZMmIf7+FlypCDpmDSbDJ3\nG1TzEfNJTl0XuEmGO8g8bXCYtVrsIS0ey73T89wtRbDPT7hWXjcav3VBZw6KWRZjVsbUeIJEWS2r\njjnWkpKV6Sj/5t/8G37nd36H3/iN31js++Y3v8nv//7v8yd/8ic3rYE3Q1rTpqWKQNuZLH3EmTy9\nXvnMkWNjpsy+vKOaNmPmzZinFDF36qhsMXPoALLgfinLu3QUa+bUVW/T0lFOm7wdlOcUR7bdkG/X\nZNsNbpDhigw3yChGczY2pww3J2xt7HO2eJez+bucLd5lyJwMp4yOEiCi5iRXFl5VNph2gkl4Ioo/\nzns28YSVAVXwYXKVTSa8xxne4wzvcw8ZbhGqIaNhGgb5bcCd1huKEGYus8usGTFrhj688WyD2WSD\n2WSTajLATT2Iu2kG0xw38Wv28NQToaHs086u1+ZK7R1FBuOaOy4D88rhI2PWYR1Dee13Uk5SR5aY\nabPvI5AaNKSAPvbBsNL3w2rL6QHSKnQye179/h3/iJl3JmYfV4nhtl0sLls819S/wuwbmLXQUTRn\nRHEBs5HH5zyDPO9GBl62bKi1CsjZOZXdVjSVYrui2J6Tb1eMNmaMhhM2hgdsDAUhvZepjYV6ZBKC\nxLdIOgrerkbMKEzgnzZdB6z3awAJCdSif9HZJ/univCiA++0gdM2Tes2mVYbTOebTOabzKcbXvu9\nP6A+GAaKSeYXS0HR3qp0Wnup0lSTvuCWc6BpoKnxrgk119C6xbL4bEf6ll4SW6yyJjW4x6SPoxxP\nOsrKmvA/+IM/4Nlnn+XSpUuLfadPn+a11167KQ27daJBMvYRTw24r0VLZjtAnyZct0c0JDqd+ivV\nGpTUYKSJ7Jf2aE68fukyFprxxW1yXhteqKJakToK6ZxWayuaAf3uD1E8uAxcTlNlMHXhY5DhRl4B\nMM8bXOGgcOyz7cHcTSmydtZnQa1gdUrFkCkjhkEDI4NwPxCvGFAzoFpwBadstJzwwDXUQF1TLLTu\njkxNxuwumk84cZvM3JB5M2JWj7wmZbpBPRnS7HuXVuyB28dHWNODaxlUayWYPGIZK8cG4XZZaMK1\neksDcWyA3ccPjGliVrHCxAbdfdr0PpEbYX+iU+eMvdt3pty5mH0c5SjYHtOCZ4m0lBV80wN6O2BS\n768LQFEX7SfDWiT1q57S3ciEeb3Y/wpZyxVlOY4RGQNcU+BchsszmoFXd7gsX3C2xaWrxtANRosB\n+DBwwmMDcM30lkG4HWynBuEap3Xky0MDb/0laTaZzr3iZD4Z4g4K3EEBBzLwzuJh6C3vW2Pyqhpx\n/axceN7Ozs1ZNpheRRMuYstoZUTMqmP3r2VVWXkQfv78ed5//33++I//eDHT/jd/8zdvZttuuhx2\nKyVudlwkL7tGF4WxPO0CUaJpiotCaN2tSTTNXLkrzIM7Ic/f8u16B+GDj8fvIBxcX/Z92uiZl2ld\nFF4K5zqFd3d1EDhkQ3zULfDu6PLg+ioL9fuXrrwYtv+C1kWhuCvMfbQvssBHHnlXWOUn8G6afgY0\ngR8+CJHZHsO7L7wKF+/JoMh8lLZNzztkAN+ZOl7aGZJnGX9ZNxywxSeyBzjBSf4X7/MUp4GMv8ve\nZTvb59lsi41swo/5Jx7jETaY8DPe5DEeoaDi53yfARXneJSCmn/iR9zLE8wZ8VPepCHnPj7FkBmX\n+Rmn+TRDdvg+P+djnKMh5wf8HxpyzvMwDTnf410e4xEqBrzqJhy4bZ5s7mXPbfOdquFZt01VF3x7\nklMfDHnZDWiygvFVKDcAB+P3A+9SXIMdBD7hFMb/EO7bLETCm4X7OglR8p4K5b6D5xA+h3dj9S3P\nA6dxwaUVoe8Ir7QI/X9K6/LsAOEXQoOPkum5qN4t5qmQfif0x7OhnLi+apQ7TRsx0zEe/ywcJ66w\nfkzrolD6vutxURjL63NRqN/rvmiafa4NPR4cV3dXWu5MzPbczuPuDs2nBc+lX1kXheK6UON5Hlx8\nPoDH5Xfw34v7QtlLCrOv4t/PLWAUcLoI56oDRnu3ozSeT0kzWtMAACAASURBVMzQuywsnwnpvwHy\nwEEeBnwR94Vv+jkmjGD841DuUdpomg+HcpfwWH8m5O3nXNxx4HL+/ADA8dKgYJCPeCPLuZDvMMpm\n/K/sA17IzjDM5vwjv2TGiMd5mCEz3uKnPMk9DKn4IT+moOZX+AgFDf/Ej3ich8hp+Gd+yKOcI6fh\nR/wTDTnneIyGjLf5Mef4GA0Fb/JTGnIeDbj997zDozxCxZC/4RIzRvwKH6FixF+6CU+6s8zdkD9z\nNZ/hJJUb8e0pzCYbvFBvUDcF472ccuApKOOgAClPhnvwAT666Cx8+x7Cuxb8O79v4Ur2jXCP58qt\n7GfD9p+183nG38Lz+l8mPNOGsnTtsy6HYf8eHs8tTgsWNwGnXeiD93EYi5uAcw+GvB+HftuYsU0T\n8PbcbfFOHlfMTg7Cn3/+eb773e8e2n+7g3hcUqZuuLEmllXN4KuK1phbDbn+OxX1aU38eqxZKvXH\nLOVEFGdcF5VTaWca+s9/pvY3tFqCgpZmMaSNvjlXdc4zmqEPvjBxm+zTUNcF7zYFl/MdcBnvAbNi\ng6uDAfWg4H3u4QN2GbHFz3mAezjNgDnvcJYcxw5nyHH8ggmj4MrqA05zwBanOcOAil9Q44Irq0uc\n4gq7VAz4ZdCkT9ggp1FalSFXmwF78xNM6i1m9TbTaUOVj6ibnPpKTrOX47Ks9WxSqPsii9Zwz/BU\nlINwT/bVfn1/LafQ4TXgUU2w7Y8x6khs+1o03nD971KsfxNJX2+dt4uJtZW7C7PvVIlpLOUdEoCw\n72NMGw6tSttUI0XEXaHmiwuGZCotLgkzsx1cFDIJa9k+wPOjncPVOU1TUA8yXJ15fvUI6rxgL58z\nyYdUxYwr2QlGjNhni2FwG3jACWbMF5zwfXbIcFxml6ucIKcOnqdafnhDzlW2cYEHvs8JGrLgkjBn\nny28+8ITHLDNnAFXqYOXlG1mbsBeXXDgtpjXQ/arhrnb9K5j9zOagyEuy2ESqIIbtNGiD/CWWz0/\nR3PpNc3EasMtY2TB/6YLuwuJWRGtNVO2U3ie0ojfPph3J0iSE57nOf/+3/97Lly4ED8waz/cX/zi\nF29O626SdPmFfRNoUhy/azqrqc+uY+6tYnkxLqHNt5xCu1+4hbacJgbq/IHJU3UUWdfrYWEOE3r5\nNrAblpN0OeFbLFwUskWXk6jcZWU7DdluRXayIt+pGGTeJeEgm5M5cC4DlzEs5pwcXeHkxmVOjK4o\n2km1cEzlp2DK6L4VF+6/cA3FFCrmSjFZCs3ET/ZpnVm1Lgp3uDo/yZXJKa5MTrE3OeE/SFWGq3Pc\nXoa7muOuBP63tipq7uA+ngsufHDNI5wQN3/qiT8ykUeWTnjjGFfQ/jFpW6n+MsT45HZ/ilcYW9vB\nevtE0h+KmPTRUaQO/e6sWqd9/44fJ/zuwezjLhajU9jdN8/HcsJTrgs3OUzS1iAaiOA26GZqsfxw\niZ65YdIxd4ab6tRhO9tsyLYa8s2GfLOmGM0phnMGwznD4YzRICz5dEFB8TSU+WJp6Sja0eDhdIbr\n0E489aSdISSuaGsKVftw8UWYMWLabHjud7XBdL5BPR8uFjfJaSY5zUGOO8gDTmdxHNZ4HNvXxwOP\nUQk1ZHdI4vbklhNuB+axQfqqGB2jJGrN23GX25ATnmrwa6+9xh/+4R8C8B/+w3+48a26RbK6KaM1\nRfu8a6Wj6Iic1rR+VDoK6AiabfQ1oQa0ETRbU+Z7tJHYroQ6ToY6JRriEB91S8ycEomtNXP69gf6\nwp9nPnJXAePv4qO0ZcG0lkH5fMj7O3wksB0Y/whvWns85P1zSG/B+JdQfgRv0vPBPynP4s2eUyiH\nGVlRMK4dlRvw7CDHuSzkec8t351PqbMBF4bbbHGSv+YKz3ACcHyPd3meTUZMF1SST3EfDRn/wDt8\nmnsoaPgHfkGG4wn8vfs73uWT3I8j4zX2eZyHOGCT19hnl8s8yVm22eNVJnycj7DHNt9qcvZmJ/hs\nvcu03mK8B+IBchx8fZcbePrOLwLlxIWodffhKSb/iDdzPhy2/zrcq8rfb6be3RhzT0FZmC/H4R6/\nFOr8tndDiJMIa7l5nqPQD2aU5UboI5dDP2gjrnk6UxPS3u2l73OEPlfjo7veG/LE1H7/Ytv3WzGB\noigoP470fUs50ebR5dSvw7SSj9Klo1gKWgoPbg86yt2E2Xb7+Ji+pR8dhY6CwnChc/loyP4dlOjI\nGsMv4akHPmT9eFzhqWRCIRS6Qrh3L9Hi9MshLbTBZ2lx+mk8TfAfA7aMYPw2no7yK3gs/kmXTghQ\nPoCn0F0OdLoRjPdyXJPz8ibQOP5sf8DnTo7Impq/nE/49XyHQTPnjfwqI2a8zJABFX/L+zzLFgNq\nvse75DR8hl0KGv6ed/g0p8mAf+QXfJoz5NT8A7+gIeeTPEBDxvd4jycCtv8tHwSsP0NDwRtc5Unu\npSbnL5gxY4OnOEXVDPlWDRfqbapmyLcnORcZ0NQDxlc997sMPyHjd6E8Ee7BeyxcETKH8fcDBWWG\nj4r5sbD/r/2+8pNh+3XaqJh/4dfl03gK4bfD9zOkceKSkEBHyfBRMeuA2ZmiowhO/xJxVTwe/5yW\nqlqHPii4/FM8Bkr0YomSuQod5XZ4J29DOsrnP/95/uAP/uDQ/t/5nd/hD//wDzl//jxf/epXeeaZ\nZ25qA2+e5MuLANdPH+kz+cf2Ecm7FtFUFcxaNJR2Aqc2acnkIO0yS+yXMkkz9zSHOlynKE7FrOlU\nVeL9boL39CF0kyLsm4XjRFvQ4M19NS0t5cDPPnd1jqsGUIDbyVvTKXhvAC7vKDW95mOAI2PP7XC1\n2WLQbPJL1zDIKyb5JkVeBS23j+x2hZMU1MwYkeEC6STHgderu4LKDZmwReYcl92AqdvgnWbG2WaX\nqdtkf5Izm23iXC4NaTUaosgQ065QTly47k1aM6ed6K4fk53Eox+/rF3QgMuEHqqQqbkvenZtjJKi\nKyVRZplGpI9Kkiq7rNxRJGaNunPkzsfs20UEezV+ynaM5tRXzuK0LJZuoC1ZQhMUayYeE5ugca8C\nVjs89sjhmoICh+kosg/aKMfQpapAS5FraKkqIYKkm+e4oW92w4i6cbhhzjRvaPIB0yKnzgfB/ewG\ng6xijx0KaiZsUVAHF4LbZDSLCJw5NXucoCHngE18FE6Jzpmzx5yGnAnbNGTsOR/Fs3YDDpoBs2aD\nWbNBXQ99xGI3wM0L3H6OK3KYZa11MqPVbAv9ZKruiY4CLVhvDY/y+LSRUWu9O46mghVz0S/0THup\noDAV99FMUjgdK2uPiW2v5XpkZReFb7zxBv/u3/073nrrLb70pS9Fwf52EW/a/P/oN0PbwfO1DMb7\njonVG0svo6Mso6mkpr1b86a1U2rXhNadobJbZkWoNvOLPnUqEps2aY5oI2aKmyvdDJ236WDgyIYO\nhg5G4EbAKOuYU0cbM3a3P2B3+wNObl1auB6sGODq9mchb2q2BwdsD/fZGhwsTJUVAzLcIvLmIHxd\npJfsux0uu10uu5NMmw2GrmLQzBm6OdP5FrP5pl9XG1TViHk1pJoPu6ZIiXp5BQ/uGqAP6EZbi9FN\nbIRMDd6WXdKEnU6P1jVhXx9oqSipqfqVqSc2ILcmyxiv3P4Axvbb9LWYQGM/uHo+RR8dRcoebzqK\nlTsPs28XOorF8Bh+9+F5Hx3F4niMKxJZsgLyArJAIdTeDq37Qh0BOeZ61tJRUviumxXW2aiBjYZs\n5MhHNfmoIR/VDIYVg8GcwWDGcDBjkFdhmVNkgsxdskmGeEtpgrvZw3SUw4s/at4MqNyAyg2ZVyPm\n8xGzakQ9G/hlOqCZFd73+TTHzfLDtJIUzUQwWmN1bJ+mn+i1HbQ3zmO3q/0SdbsSa0CMehLzeBXb\nl+KMpzD6dpDbkI4i8l//63/lK1/5CqdPn+brX/86n//85292u26B9HHBdZnr1YTrc9kPvd4vawHh\n6xX90miNOLQDGHuumCZctDSyH7Xd4ANC5O1p7PekoH3PZ2o9xwOzVK/mEDGnHe/L6Qb4czlwhMG+\ncovLZjhPIeWyxSULB3DKBnM3pKoHVPMBWe04zQeQw7CYM8+GC5dVGY5NJjTkjJiRhfvpteIFczdg\n3oyYNFtM5FY0UE9HVNMR9WREUw/wTMW8ve12gk4MjGXwLRzw1KRLO+C2yugFZurnqt0SWnDuzORc\nYekD7pQcZRCtNYLXK1kifWfKnYnZt4vYPisgJ2mNu1bjndMFU5u2ooHADtIVELshNOE7INjY0B0B\n2H8D+79gJbY/BRNh7eoM6sKPKauCZu5g7qhGNYONGQNXUGWFn4+TVYuQ9YeZ3W08CO1K1kd90CUi\ni8vDAHxA1QyYz0fMZyOq2ZBmOsBN88XSwWc7zk25IUwNtGO6jdhUHKsNF0tm7+xO/YGIKTtiaej2\n1VUG3XZZy/VK72jv7bff5rnnnuMrX/kKv/mbv8nbb799CMx/+MMf3sz23VTx4VbPhfRRwhA/rPKW\nha3XdUieow1pr+uX43TY+ocQV0E+vLcOc3z/gtPl0/epvPsQV0Q+hLik71lwxDw/bHfBH/OhbreR\nt9+HQx4BFT4srpi8KnyYcz+AKy82lBcdNJ5rWL60qILyueAOK7heKj/DAkPKT7Xu9crHoHwE2Pdc\nOuHTMfWc8PJ0yDuZUZ7Mgl/tjHIzoxyGdJFRZuD2M6r9AZ+ZnuLJ/fuYHGzxmdkpnp6fZDrf4EK9\nwwW3w2S+zX61w6ea+/h4/RH2qh2emN/Pp6b3cXVykivTXR6fP8Rj84e5PNvl/OwRHps8wtXJSX51\nfoanq5PMqyHT+QbPVCd4pjrJ5MCHnn/Bjaj2BjT7BRfzjDJEmSs3WIQ1XlzbveEe3B94lRMoz7EI\na8wMyo+3PEId1pjK8zmFO1i+EFyRhUmYZdm0z6kkcMFr9TzlWQ/Ds24oy00kTL3fPkk3BPLpkD6z\n6Fe+3L2qn7Vh6g/31TZMvd9+kDZsvfT9bmhk+570v2upd1K/d7H6YyGQ/UijDVvvOsccN7nzMfu4\nhq2P5Unf11hv+99Dqg7BesI7cr+q415knoXH8zN0MfwEHpe38PzgOW0Iez9gKy/WlBdraGrKlxrK\nF10XQ57B48tn2nkm5ZMsXOgx8/NRyvN47PpowGzB6QfCvJYJlGcCLzxY6srtwKXe83hdFhluL+fl\nrOBlV1DvDaj2hjw/3+LZ2Q6zg02eme3y2ekpJpNtDqY7fHp2hl+dn2V/doIn5/fyqfm9XJ3v8Mnq\nfj5Z3c/V6gR7ld9+orqPvfkJPjW/lyfnZ9mf7bA/3eGp2T08NbuHg8k2T093uTDdYX6wQbU/4sVq\nxEtOMDu4HzwI35gtFsqRcjdcm4Sjf4DF4Lt82N8XZh6/y8fDffxEwG+535/Gu4KU7+IzKu9F/LNp\nmvaZhQfgv7uE5zsIz7qiLLeRuTu+T9yz6CO+v9yLDKi7WCxh6p3qgw9H0m0f9sedu0nvzLXn3XFh\n60WTAvDVr36Vf/tv/2203Be+8AW+//3v35zW3VSJmbtj0vfXuOp5Vj3XUeqwHC3Rolt+YcyUb7dF\nGyp1CrmvVtuSntP6tLJqb1N1rYqJiW1Al4oMrVahwfOhhX+oudMZXjM8p+UfitahwdM7TgBVRjMr\nmE03mVLQTAuuuprZ1gb1MKeqHHUzCFqYnFm+yWTgKTWXqw32mh3qasheNWRazLg6zCnyinfnG1xi\nk8xlfFDVHAx3mBdDqhrcvKBhQFPnNPs+MIWbZL5NYjV2tFxvre0e0U5yF+WGhITWyo+5uma5l2JZ\n0IqPBcvEg3j7IHQ/1tYReUiFKWs15LbPxUT3rZTmJVX+ZmtVUv1/lfNbld/x1ADd+Zh9N8qyfmtf\nfgFcAVjNMVfUFxeAqc66cB5zUShpaDF7pvYJdgu/fKrSQrWb4GkuMsdlQIuHgwymGW5eUOcZbpQx\nrzLmW5AXAyZ1QZY5poOcLIN9lzMtCsgcey7joBiSU3MVP0n/INvycFsPmLAJLmO/HuFcxjQf4pqc\n2cxRFQNck1NdgWZW+HbMvUKHLVo3sKJ7Eq67XLvFbOuKUB6BppdYpbXVjne039pSqX1CSiWog3Rf\niGnDdX/pG0Os5VZLr4tCgH/9r/81p0+fjh78+uuv8/bbb1PXdTT/uIrnF/6e2pPqfCmzdWTgmT5b\n4jypOiynA7NexiWM5WtuobU3xlwWWg645o5bsrcNdZ+1ze1zi5UKo7yBp5fIonmHUtfApAd0eYeb\nDcVGzWBUkW9WuC1wWw63FTiD8wFuNgAHo40Jw40Jo40J9WxIPfF0Ehxkg5p8WJEXNVQ5zDOyKqfJ\nM+qhX5osw82Kdgmhi91+3n7YZLyr3Qru0boe1OBurYw6GqY1c1pL5GIJAL7gEGoOd2qGUIxMbsvE\nPvgxnmGfGVRTV+DwoILIcVrsB2QVWcWEGtsfs8VLHb937PiFdz5m/+6H3YxrkBRWr7rf4rTF+BgW\na7CUtSZvDz03nKHniWscTVUn2ylXhrFlgy7W99bnyBZLA4UjG0BWOLLCQe7IciBzkDdkeQN5Qx6W\nLGvIMuejc7oM53Jck+Ea753FuRzCNrX3Wb5YZmGZhkH4HD8RM0UbTHG77X7N9bZuCGM0xEPzeOb4\neTx6lC8aGj3rM0YqF9qhxluL1RajU+tUudtNbjNOuIQ37mv066+/zm/91m/dlIbdfHELE8XRXORI\ntEsdTXNVF4WxPImYiXHFpt1YaZdtWXDt1qhyP0e7K4Q8mJ8k+tr9eJdW74Y0jMfvhXOdDeUu42kG\neXBfmOEpCBJNU6JnehAoy81Qj7jFkkiMLrQj8/SUF/Au+F71ZjYG+EiPGd6d3gDGfxvMn+IW60l8\n9MyfAC6Y9wYw/ineRVYR3GJVnrZBFtxFiVusSznVKOfF+4dQw3c+qCmHDdm85tszKIsCR8F3Jhlz\nNnhxOCCvNvn2JOPlZkTjBnz7agajhvJkA5ljvJ9RFt7DwPjA8bndmqxpGM8a3LTwdboQ+TJ8gMa/\nCNd51ve48btQngpt/CXetPkA3o2VRMKsYPy9cJ1NcCE2DybhmXdjVX6GRUQ16paKMv5WuMe1d0Po\n+4gLz6mhjYo5o42KOQvl/BfTR+TbBirG4w8QOoo/7j189DXvllDMnb7PiVtMcUN4f8jT0QBd6McS\nie0nIS8WJVPcYqVcFK72rsUjZh7lnReXolKPd0F3HN1d3fmYzYrP7MN3h9bNs9+LjK77WXFlGHNf\n+HNAXHxKdGTBenFfeAr/7l7FR7cdKMwuwjsOZfCPOh7PKS96b0jj73hlQXnRT9Zc4PQwuEN9Do+9\nfxfu/1P4cv87YNIAxm/hcfrxsP3jgNlDj9lUgVo3gPE7nqrCEB8Z+COhvqsZbphx8T58m68ErMxg\nHLTR5bbz35JJQ7nVQOP4Tl3zaxtA7vhOVeNcFvAdvj3JKAd+MD4+yKDOKUd+vlAnQvEVPH1k21/j\n+INw7iqk78Fj6j+Fcg+EvO8HOs7c47dQUKhh/DdQfjzk/VW4V5V3D8kc74Zw7t1Hls+GvG8BtfPu\nI10TXA82CGbDlNZV8H74Buto15VyQ3gmHPdzdLTiti8J3j4Q0haL/5nDLmGtq9eb+c7c+PqPI2ZD\nzyD8lVde4bHHHus9+Pz583z5y1++4Y0CbzL9+te/3tn31ltv8bWvfY0LFy7w+uuv86UvfYlTp04t\nzYuL1jRL2lI4YuVulOhzpUz1sT/OmOYwZVZK/e3mpmxMU2i1l7Fz6D9smU0StOHk+Emb+G1NPxHz\npaajCLVCaBo18D5em7KH15xIwJpR2CfuDXO6rvzEBeKOL+MOMhhmuGEBBw52PBC7PXCzHJc7mtEA\ndzXDFVmrcGgy2Ajm2knuvbDUGew7KPyES3c1g1mO2wyak/fxwYjElOnwps0GuBRuz0xdyy6tAsNO\nttRWyD46isygXyg3Y89Sa7A13ShGP2lUfmPq0M88pe2OaVGWaaNXKXNUsRr3O1vufMy+naUPXzVe\n52q/nqRpcVvK2/da80rET6wNPZzRjXbstcSQH6bBafqJC9uOLh1lqvY1tFY7wfOKloKyr/L2wv4C\nj4eC2YOwPQqXLFifZV4TfpD59ubAtMBtQ5Y73DRowUe5n4u+D24j89d3JWD3dmjjZTx9scZ/L4Tm\nWKtz16G9OyHf0lE0FmuXhJaCorXcMcvlAnYb2kn0UoncWDnZQFUq6ZhfwxiexqgpRPKsFfLOx84P\nU1Z2UXir5Jvf/CZvvvkmv/3bv03TdE3Ozz33HK+++ioAly5d4otf/CJf/epXo3mvvPIKf/RHfxQ9\nR+ui0IrusMumhZPIW1Uyk9bnitFPUnk3go4ia0s/iVFWrKtCu0/VkeUBOLPDHhG1q6uBOYU2V27R\njcSm6Sm6Pkt76VBh3MLcSQEuzxZuurJN56O6bTa4KvdmyXn4gRg6GDgonAfwKgB55aByZJXznv9m\nwYw5y/qZHqlZ9nNzjLYuChVFfjKsB6oGPwB3Yd24AOQalK1dtGP3pAXdGA3FelGxtBM7gO8bmNsB\nyCo/glZ0nX2yan19Ymlh+lqOp2nzw5Bbh9m/e/Mu4qaKxuxleB1LW/zW2G5dyGpMtn4IBThN6Mu8\ngCwsfdE0NbZaOkmKbtgXpdN+Smyebv6CmePadebTnq7Cgo4ir6hrAl43+EF7rdd04TFF7bN5Mack\ny/JT1BSdXwHOT5r1FEL5UAjo6w+HxmXdUI3bgu1WkdZHR4mlRVKD+dtJjidmr+Si8FbK5z//eT7/\n+c/z27/92539r7/+OmfOnFlsnzp1im9+85vJvG984xtLzmS12rEPdd9A/Hol1hmya8gTTYloTawr\nLDlWl5N6nNqf0p5i6rAvNKa8HJ/jA8SIe76s/cHP6V6GNLugBSUBXvERbseHc7pALYoB+00qCAPu\nDKcH+eFD4eYZbp7BvAi4lilFcTtY74D2NIODDKejA2vFk4ieeGP5gBb09YdhGYdwoanHD7ibcP9d\n32BW/w3YQbjuC7EllbcMxJ05vk9WHVwfRex9WMvNkFuH2berxMCuL23LW/zW73WM26/fJZl0rUW+\naWFg36jvQupTl1Ks2n9w++8vg+rKbNuBtp0/pPO0rmgRiyJb3A5XALnzd2XRvqw73oylZR2dV0N8\nIB4bmK9Sxlo0dV6NV+x0MFofZJ2Ma8VISnHSh83LNOW380D79pMbya+4qfLWW28dmmx05swZ3njj\njWTeX/3VX/XWedhd1CMqT1wUxlyZxd2creo2bXnew4n6W9eFdlu7efPbDyz4Xt5dnLgk0u6KxJXR\naaDGu5/bVXknA8ewxru+2kJecu/SbhjK5bSu7wg85CpsB16yc5QvB75bwJryeRZh1stnvKsm4cuV\nnw0XUkP5ROBI73sOePkQ3mS4F1xCPYTn4z3IwsUfe57LV57Ch4c/Hbh9B1CewLuc+sAvZZ5RZhlc\nySiHeBeC+8BlKIGyBt6B0kGZAe97PmG5xSLgTnnKn4M9z3ksz7CYfLnYvuw5kOVDof59zwMvH6N1\n03g+7P+V9po58Dxw4RGWz+PdQAYNT3kRyouE59tQli1It24JHWU5ogxEyPZ5yrPeChxSee67CCCX\n5Wm8W0vr7rJ1m+a3dZ8T11fSH6V/uk663X4o0t/1e+doXWaJ27dl71PGYVeD7fZqeSCccF3nWpbL\nzcHs28MdWjpPu77Vbt80njcGz8Wtp2C4uP9saN9DcUcnGF7hXc5614Uwx7ucHYZ0hucbz8J27XGj\naShfcn6eydzjs+AOM88JL3+V1sXsE7QuZz8eMGsasOxjtK77HvFYzSRg4P14XLsPP2cmWPsWmL0H\n5Ukod/x+9jxnu9wK5TYDTu9BOcK7qb3ql3KU+Xk5e6Hclk8v6jih6j9Bi8X3BJyWdt2v2vsQC8V0\n+dFwbTOP1+Xj6h58or0nC1eys4Dfn1X3UdzKNo7y5daNrH9uHrf9cynwXP55yGtdEbY4XaNdErZ9\n4r6QFpeE0pcEb0Fjr9+OjWc0Lku5W/nO3KUuCo+bvPfee8m8999//xprtdpv++en/xItZ1z/Ld4M\nTfmNlpR2Uqs0hE8of9J6W/6656q+2pTV9Tha8yks/vccrVa8DrvlJz6jVc6K+VGqFk6ecAuv0IZ2\nH9EqCQq64d/BD9iFFikWPvCD8Akth/tSqCujdYcorrR/rm7fO7RuvfZCm4XHLpxHaCkk+6FtV0L5\nJqzF6lirspInUTDFZaPWnmuFBdD2Sa3ekRuZ2cKRtO0HVtWV0iZfq5Y5pX1ZVt62fZlYGoDeF5vr\nEctL0cDWskxuDmbfqWL7uP2u2DxJyzsqQCWWJFGxSlrAVfPFBXwFqwMNr879rnnW5YCL1thxmC+u\n8wSvBrTsCb0tOC1MiwEe74a0+C5YL5zwnDZk/B6ezx1LN7SB266q9H7IOxHWgrcawwV/hdPehH1y\nK4U6ODXbcn0LrbbZ1hpwzQ9vHNQOH4hHFFfyfRVNeE5XdT5UZS21BOKa7lUwNiXWmrjWjt9ouSWc\n8P/+3/87b775ZjL/C1/4wqGAEnmed/iFX/va1/hv/+2/8Sd/8ieLfWfOnOFP//RPefPNN5N5Tz/9\n9KHzeX7hb9B2qI8BjxLvYJaXLaZBDZTXS1vR/D8reSLPnndVd1d9edouaPM1d1yT/gqzWNuitimG\n+rKsyx20pxEe+KY6TFMj5RQSLXOLLncQumbRnbAIWAsIOnMu3dyarmvAvn8XTcPTt3dGl89tzbfa\n+qhNn7Goa3oAbnF3ccHaHqobqjmD1k5qbbMxu3LN4QvX5ftMnX0mUPtxSEGRPe4ocr3wJu/022GR\n+v7HseQX3ig5npj9L9SeR8NyO0mM822xPcYFt9iuj7fzdyxYarey2kdgLNz9pueFe6K1p3zEpgGl\nuN4xSrotZ6mClpJipyTZdR91Hg7DSoqNoeexxqbAEs03lAAAIABJREFUpNgelrpSR/b3ccI7TEDH\nwhf4Ihy95n4L33FqKtEfH4vZejt24avgcwqr5QbfLvLDsIj8z2OJ2bdEE/7KK69cdx3nz5+Palae\nfvppmqZJ5qXlX9G6BvRuxyQNrfmizcuMOzRn8n6i6pNy5xbby12qZcodmtQjdYpLK9kvLq1al4Xe\n9J8HN0SeDuC3f0Hr0uqXCEVgPH4HcMFklQX3c/fgXR6Ji8LTIe8y3g1Wznjs1Q3ePdKA8Xga0nlw\nV7gRjpmH+j1XfTwGT1PJvftClwWXhZl3u/cykHkXTuXLeBd/3wOaYA7NgsusC0AeXGZlwdy3AeM3\n8RHJcu8+izqYCZvgMus8sAXjH+HdGlYwfjuUexDvMuvnwcxYBPeI+8FUOvVly4/5njN+O1BI8Oel\nDnk1jH8QTLLA+O9DHY+FOv42tBfvwoo6bNcwfg3vprGC8Z/TuiH8tt/nTZcw/rbz1BPnFi6XvOlS\nXFqF+sdVeE6DcM/rYIrOGI8n6vldRkybUId+sBvqkz5yT+jv7+CpKE1wfXXvIu3L3R/K/YzWJeHP\nQp64vvrJwuTeusV6SOXZvo9yL9i+X/3v07Jy2ZHcHPq8XwN+LbjueoTx+H9wJ8vxxOx/2cFlsDgd\nT/eVu9a8a6vjn9U34Sedb0cX97X7QnEr92AoKy7nPJ77d7x1WejzCO+xuJ/9AKEs+Hd+Et7xYXB9\nlwfcrvGuTIe+jj/LKV/082LGfwE4PGYXMH7DUyoYeFzGBcwqPG6Xnwrpf8Rj+CfD9g8CFhcKU4vg\n/m8QMDsPmP1oSP/Er4U5Nv6pp7eQwfhngeYS9uMCnrtQx0NtGhfK1v58i/Rbfl2e820d/yBgduPb\nXz4Wyn0PT9H5BB6n/yZcZw3j1/0+iWQ8/svw3aqCG8JAuxx/2/lyL3kNeOuGsA7fzHn4ZhbelWS5\ngbgh9HQU7SJWcPkXCpf/T+gTrYtY7R7W98fWRax2CdvFYu2iUPfbW/3OXE/9vw78unJR+D85jnLb\n0FGeeeaZzvZbb73FF77wBQAuXLiQzEtLzLy3rHxfOWsS0utVxGoEM5Ve5fyxMjFNozVz2uPlOD3R\n057XqhPkL9nSU8TMqesMdTW5X6qs1RiI9ngWDjlQ+zK6pkxZT2npIwfhuCthLZY9USjUeNdUUq8o\nj8W8KBrrggVPkBN0YySIuVVMr9pEWdG6Hmzw9BZRaFSqDHTdDIopdK7KWW1LAz6KmtVeiGh7sFxY\no7a1jzExc+rnp02bdlufw6ri+7QosLzPHlW06kv6su3fsXfmet5NkWvVxt+dcuMx+3YXjb/yrtiJ\nlpaCEuvTNk/jta4zpunUmlKhOmjQlfoHAW/yMFk9qJotBso+aCFnZsq5yHGaztHQYuOUllIouH8Q\nmjoNa7FOQkv/k3JCIXGRcoLXMcqJhkxNM7F0lEptp9wQajqKLl8T6CdaKy2YrZ+DxmZ5rlaz3afd\n7luWlcWUQ63XcjPk2LkofOONN/j617/Of/yP/5Evf/nLHbPnG2+8wTe+8Q3Onz/Pd7/7Xf7Tf/pP\n7O7uLs2zsnrEzM5RZtv15Mm+o9BUYpxTe2yMSmLLY/Jjpk9r27PmS+sKS1NNrK3Q5un6rc9AVWdW\nKNdY6hoLuq4ILVVFn25TLfJdk+9YXzPFKqtZMjpviMc88VkuQB77PspHx5oprflS6PVyPTHTpj5G\nf6wW494woHb6Z0eWmvjIvVEnmqu8zuhelY1RUJYtfYNxzDo1OOgTXa/uy7EBt/05sXKt9DH7sfq9\nY2na/DDk1mH2796qS7qJYrHdYjQcxuUY98LSVmLYnqIJ2siaNoSxAkhxXZgXh13C6uJ9FBPrDSWP\nlLNYnfpMpT5/Wme1bMypdQwxJoeGwhhlpYpsWypKCt/FBaGzB2q6iV1spVZRYnE6RUc5alrj6J2A\ndcfTReGxG4TfChFAv/nmkI+F7Z8ewfSdKdNPN5qmLycR1nJFVfmZMvf/jK5p8+fKlPmLQEfx0TN9\nHRKJTaJpivkyDyauDB9F8SzelLkX6t8NeQfBRFYEasp22O9n4viZ3ANl5szw0RwHYXvAeJy1NIo/\ng/Jf4s2crwEF3hNI7k1+C3PoXwMb+IicQxj/r2AKbHyaEZTPsIj2Vn4KcMHU+LQ/NjwmbwIlmCg/\nQRsFbkIbEe37IS/zdJcO5WQW6qjw0dGeCMe85ttTfiac+6+DCTeD8au+TPkULQXlWbxpc4yPVFcF\nOopDUVC8JwNvvvTqpbL0A1L/LPKQ52eK+pn1NePxB8rk/EGgnzSMx++HOnZDHe+E56npKJqCotP3\nhWPEBKqjYn4kpH8W+rumozxIS0dpjkhHEerXuVD/j1Ves6CL+ONS767QUSRvFTqKmGYlYub/dSwB\n/U6VGGbDcTJ9X0sd7ffhMO4LVUXjeRboBUJD/HnIEyriLxXWv0dLSXwfj7f34XF6jzKErfQRkAe0\n0ZGbgNlDxuMiYHTBeDzwWPw5PBZ/F8pfx2PlG/g8hc3lcyH9t8AwYHHh8bJ8KtTxj4GCl3tcplC0\nlTcD3uYBi7OAuVmgsZwP6R9207hAcXH+uPJR33/Gb+Kx+HzI+98h3SjKzOMh7+/DucO3pPwkHpf/\nhpZyIhTCp0JaR8KsYPwdheffQkUy9qNxj+FVoAYR0j5qkMfsKjxDiV78TjhOcPoX6IjF3aiYtcJm\njcU6KqZEwmzTR8fR405H6eYdV8y+begox1+OolW7ERIzUR712JgmUVMQxGSpta3aRCZmszqUF2qD\ncD1E5Ysqn5m6oaPaEP+uGe1Pf60OkbTQV7R5UUyfM1XGmkeFHlLj6SJi3sxYuD0kw0e+FJqImCxl\nguZVWg8r4kVFvJzIuUSZoJUSQmvJ1HF2pn2j1g5aCorcQ62xEE3IgO7NsdoQq5VOaaJXMVPG5Cj5\nrqfcUeR6TKX6HohGfdX396ga9LWsZVWRfqjfEcFN+w5h1vp9Luj2cQFUi9OigW3Mvg3TloHPc7lf\nmrz9FEDr+UR7R5HqBJM1FotjFp0WGuBMbQsdRbyiiEXSUlU0pjpTTjB7X7VV8FynNe7qPE1N0Z5e\npHyMjtIxNLpgwZTno7mM8oERWpDwXTJTiU7rb7R9xvqb0IflR8H2tdxsuas14TeoNrofZt25tR3t\nWuqzH/tVaCgpk6U1X6ZsfHax5k2btt5R9LExG2XMm4qqL8v8rHxLEbFMmNzkacnpUk4ykxdrRqHK\nOJPWg+margiWarwUjNTWxoouZmrqiaVjd5ge4QDXmAMt5cSCtbav2pPZhjpTjwZ1C/o2rfdZ8CeS\nxpTRPwEp0fXC4ffCmXIN/RJ7X2L1WtFt+M/HUqtyp8qdQ0fRYr8Ptl/2YXgsHeNxxKgpsag4lqun\nl7AvKyALFJUiiwdG6/N6EvsEpD43MW8o+takPoUWVvp0TRY+LYwJ3FpY1UuMotKBW4ePhFnRRsLU\n1BO9tpVZCqHF7WVL7Gak0nB0HL3d5HjSUdaa8BsiFgVuleiXZ9WBvkUl0QaKdtuKHZhoTYuMXO2P\nh+yXkWdscKZFygdNeONYhBcWhYymAevm1rQU9kxVpwfPff80ms+owRi6XEVNq3amPjtA17dWU/9S\n4G0V1p2fADtAji2xvIbDoJ0CYft8UkCd6turDKhvJKBf7zum3xv9NV8may34Wm6m2H5tsTlfst+O\nOhu1355Dg5SMiFMc41DWDcHlfhBOpFiRWGsoshxwS3+PDcTtKxfjg+tbk7oN+hasMgBPKVj6BuE2\nXYeTOT3ZJ+V/1lYcU7jEPhZNIi+F66k/lLV8GHIUFe0dJ/FoS/6t1tvL8x4JdTyy4PIJx094fjrK\nJnQjdMaj/z0c0jaC4EOqDhv5Skch/MiCC9ZGzJKohjra2n2IqzkfZess8lK30TR1JDbJ26WN3LUT\nuGsSWXMTAQ4fpdHbKn1kTQH7irL0ER59nkQNaygv+oWmgcZRPu88x3DueXblBRZYVn4mcPQOPL+w\nfIo2stmnAhd8qtI60ptEaXs88AGvhvR5vIeVqypvHx8R7uP4aGuSDt5QyidC/RN8pLQnaaPFSbS0\nmW97+SyLgXn5QuC81xJR1Gu9/T1oQbm9PxU+2l2u8opwjyvaqJjCPdwMz6OmLE8gXHD//E6rfnBa\nPWuJiil5EmVVR+tLRWJ7MNEfJRpgN0Lm4bxYWr8Xfe+M5KXe3dg7fy5Sh40Q193WUQ7XcmvldonO\nt1odbX/z/aqv/z3E4Yiz8n5KpNomgeeCE/fg3drVCr89EPlIjFvADB8N2UfW8VgDnciaFytoah/p\n8UXXYtlzAZsDN7p8mhanJdKmxuKp51uXT7Cg+5WfCLg6VdgbvFvp7fIxupGGH2UR4Kc8H/IOQl6s\njqnnmMu5Fuf+ZCj3RNuuReRLjeefCWl9nXN8NOMXHTQN5cu1x3AnUTAdMgBvMXuGj2S6hQzGW5z2\nLgn9M5PvbovNbcRiee4PqD7xkUh/sVgmYwrBUT0uccfynbme+o+rrDXhhyRF8Ujlidg/Svt/YzUQ\nNr2qHFKVJvJEQ2LNTXq//BHHeIi6fB05TrZrU062K7VPOG+a3K1VH1qTn9O5d03uteIVMMu6rgxl\nDV1uoERfsxy/nFYJAa0SQkdmEzdXe6GOA5NX07oyJOx3tG6xbJ7QLoXyF1NkHHI9qJ+JVrGLhsRy\nBjNVTp6VaFCGpuwqWpSUpiSlRbH92B5DIm0156ukjypZIp2S2DXb9VpztJYbKaLZlvdeJGZh0mnb\nV+XdhRYLMrXP5kE7x0fW1v+qEL/lHGK1DPxwCo/PAvmCyZoTXqi1dr+qed/imlDwfWLS0OK25EGL\n+8Ijb1R5OZdciqPlqEsdDe28oj5OuC43VXVKOVkveOB1wHRLIhdN+ID24yBzevQkqBT1xOJ2Cq9T\nS0zWWvEPU9ac8HavWVYV3Xn7Bu62k/dxJPraESPHpX4croVX2McRtyS+FA8xM8dYN1kDUy7myjAs\nWTB/5oEvHuMAEmmmrs42WR+nb6u2+GV0OYwdN1OqjtQYTfBXWxP1bV1gbRiAuxSg6p8gAWrdkBQF\nJcV3aUxa158Ce5uOtTGWJxK7ObaOZbJKGd2GFFk09uB1n4+1Pya/dyz5hXeq3JmccDganh8Fs+3+\nVebw6Hk8AqAbtBE29XoIWQDYrOg2exXXg3188NQlxP6nl73msXVKB2EhsF6y1tjegThFP3F64K0j\nYgoVxX5YbAO0YksanuKF92F26kPVp3C50+R4csLXdJSFuUKoI5ZKki3JEwpKio5izee+oy83ra9C\nR2nN9dpc6fNak2WcmiLmLTFfCtXA0hDOhHItNaWlM5yia9ps0NSULj2lDma3IS1VosDTKubB7OnC\nfqFe1OAaZfZ0lC867+5pDsyEquJg6jxV5Vlas+HTwWw4MSbEp9o0E2UqPVB5wUd4+elALdF5E08v\nKT+ryolZcgLlM35ZmFif9wsVlC/6RWbNlxf94u+dmCy79JOWgpKp+zZQeSOEAtTST8TMvKNMmyfV\nMztlnucZ9aw1LUlTliQt1KaW5uT74EcS/VG2D1NO/HaX6hFL2/dkdTqKfndTdBSpX5tiz6m87ram\nsKzl1srtYvpevQ7dx2z/tnQooRdYrNf4/gCC7/49FuphjaantHgu1MDdgBOCGUJNGQXMFhoFAaPm\nXdpgLdjsYO485j1HS9O4EPBR6BxP4bFSUwinHocXtJUnFVVF0wtnii4y7abttj5mkfcpVf+Ti0tr\n2yLfBI31mloj35kZlC84yhf8t4nKUb7UBEph5e9P6cJ9yxD6ib/HG/jvZJd+0lJQTofndMZgcftM\nWyzW33gp11JQunirxxRdClQX547nO3M99R9XWdNRVharxUOtj2LGWaZl11r16zEP2V9/Ub/G/nT1\nH7E+r5Sx2lN7jNSvZ1I2kbVNi3pYq4p1uxo6XdTlITuYP/W1uKAOaTKowz0W91eieMhoI6zB4Yic\n2rWgKBzEaqujo83Vfn07oKu40POcpMziNgYN+KJAZSrI1H5doS6nG5yasGm13rZhduJmbOnLQ5Uh\nkpeSlMbveiSmSbR9KiWrvmtHtZStZS1HEf2+9ZWBFnctwNgyfe+1prNpc2A758Tv1zxAqV/OLWWC\n2toFHM4yqLKWiSFsF6GtWPd/YnHU5aDFZ90EyZub/QKZLlKHM8fpcpoNMlXlY9E/F5QTwXA7LpAL\nkhPqKJiC20N1jMVpm7YYvgyv+3Canvy1fBiypqO0e+nav7T0dVbdsfvq0GX1OaMtjKxt2WXnutXU\nlNiSMoEqbyiAH2jr0Gs2T7nSyoztUQbjWWhjFmgrMXOmrlZEN9fePr1oFojN1xLFSdftHhngGrzZ\nUpsdJW1/cFKz5u3AWlNQrFnTNio1QLeD7qOmLeBrSZUlse+oYt9F6P5UpgY3q76r+oGvXRTeSrlz\n6ShaYpidWnS5VfA7xQHJzNr6FByaJeK6kCEdvM/0Ah0aoWUr2s+EUFjs5cZoKX3/wxaKLNRYeLQO\nSHrHuwHPXdMuHZyWgbf2fDJP7Lcnt9+AZcsyPIbDN2JZuTtVjicdZa0JP5Jc7yBhVQ2afimulTEU\na6doOGJpQbq+/bre1I8KKl+OdyqdugepnwmpK+S5BH9X9rswAGviNR2q1nIXU8pTHTUYU16LxVEt\nnVsk98Si/1EH4VKpzbdAq78uKdC2X5uj7j/q+xHrQ9cjqT+tZXLUNq814Wu5GXLUH0T5PqyC5akB\nWG7WqQF/6odZ6hq06wUMhOMz9VMc0+kIlsr8RDMtKDoITylBUk20eXrMa6fPpMa5crCTSmKjeO2K\nMBa3Pjbp0pn6UprulJImhc19N+RaMXstN1rWnPAFdzTlrizGP01xks5F6ojxW1Pc19i5LSdcl2s5\n4ofdED1IzNWb5g9CQ9d94f3E3RcKF+2sOk67tNvFuy/UbvCE37ZNl68s7vPqsL0V0gM8P3yGd2Xo\nueKeMwetK8MaH/J3Tpc/XlGWbThgXB04iw6ccK9988uLLNI0gaf9gj9swWWszLZwHqW+l513LdgA\njaN8yS/eNZXitFOrNksbK9V+R8uFl+uuIvdggOdmdu9by7sXF5HC+9bP6VR4huKibBU3hPeqvmT7\niPBPW5eEvm9pl5navWAfR1G2pY+vyvu2XMYUrzz17va5Ho3xCzUnfO2i8MOS24V/en11xLi6uk+3\n70u7fdgdncf6B2ixQFza1Z20xYPWHW2Fx/Md2jkmLUe85Yd70rbHuTlwQFnOKMsw6cZNKS/OKC/6\niYrlxYry5RpqP9dHsHfBHX8Gz7d+OqTDmHYxD8emZb7PTG1/NtSnynWOm5v6F+4FCVjvXQx6bvc8\ntH3qr6WcLq7NX+cs3IMD2nk9M1rMFm79Ji3unyTthlC7HrTPSdxRajeEFm8t7/sh0mOPc8egv685\n4Xe59HEVrlfs3ykc1ihL3rVo72wdko5pL1LH6rVoTnSbtcbZtl9rV3OVhsOur+ZmX8ZhHiKh3EDV\nkdFyQLT2RtISmUdrAKyqRau31X3uPB7n+YtyStF4V6FgrQ/I8Bx0B02orwl5C1NlTMugtROaWO7M\nNcp9aWiJiqImqlRaT9OHVkvSpyHB7LfttMfaNBy+rj5Zdi4i6VXFXg90r7NP9Hufq316HTvfWnO0\nllspGpOJrHXa4rTFbL3WGKPP09DF8FqlZe3wnOdNWvwRiqHEgdDtFDV3eM9cUH0Ld9zlXe64UKql\nGn1qaD8l0CqcJY3ZFheFsTy5FO0Z0HlFSovlGlPF+qixWe6Z+K8VxwMy8UgURgN1jI2CmdKC230x\n7XgfJtk+Yr8DazkOcpdzwrWtC5Z/fJd1YGs7W7XT23bYvGVUjVR9MVveKmWOwhGPkf1svuaFx7gf\n1mWWbpcNr2zvb+w+5XT9ZMXIhDrp1K4URUJAOQzCM11nZMDrYiCpy6UoKNa8aUHY8sf1WtfhInUu\no6PYn5lU2y3o20G6lr6fgdh9Por0fYRi5nT9Y9k3b6PvnZVjfu9Y8gvvVLk7OOFWNF6l+Bi67FEx\nW+9L+QyMxZzX2Drk8HyfPJI234BM5WcB1/Xl2uq0xD5nMUnBkuyLwSYy8A6ZTmNxDHdtOrZUZtGD\ncIu3et3HjdFpLSn8jh1zt+HX8eSE38V0lC4FRbsT9Ns6epk2aafN1ofdmj1s6td551Y4t6W0xFwN\n9bl9OxxNc7XImk3YXtV94Rlal0qnEDd4XddX1rRZ4WkUWyG9gVBVvOlupMrlePd84iILRJXRdd0n\neULhaDhMA9HpmgVt5eWaRZSzlxuvDWnqsF379MWWZlJeDJHjnF/8tpgvpZy0Q+goM1r6zIzWdVVO\nN6KoNvvO1f0RV48S3U6uTUyb4i7yFALiqUiYh+ko+llr14OWgiL9pduv2j5o+xmmf3b7dNtXD1NQ\nuu9dulz3fZJ0H5XsnMkTOsq5xXY/VaClnK3l1srtYvq+MXXYb0nKdaf9Duh3ULut0+4LW/d2Pq91\nS+qxQUfW9NSUuPvCAS0dRXB6Qkuz8z5cW9ybUpZVwM6Zx82XK2gCPeUlt4jCWb7gKSILushz7Xb5\nHN5NoERRflaVU9v6mM62dhdbOX/ulxvflgWeV6G90vaJuZYDdc0H4boHtNFGR+pebePd+Aqen1b3\nWNwQCuXERsLUz0l/r2PfdZb0l7Qbwg+/v9/c+o+r3MV0FP3bndKIydqpssukTyuX2r+s7pTmUbR6\nq4o9v65Xa/+0+sBqEK3mUf7QNa1E0npyUKPqFFqKmEQrlafrEHuh5IurJ6G3QHsPxTSo69Nt0hOU\nRL0i16D/Re1EJn0P7OQnaa+0QzTcUrdoO4pwzBSvOZK01kyIvRTa8HKiRZF6dZ36vtSqTBPZZzXk\nOi3t79OM6/thtSgxDbftq1psn19FM2E1OjdCm2GvxeLBUdu4lrXcbOl7BzOzz76PseMsHggmW1wW\nrx4S0jKnGxZzEvJGYX1ASz+RvFzVD10aoVgrldbcOU9VIetCFHS9VM1NGrOtYVBfslZCH8LDqUof\n0GKxUE42aCkocj8lXKd8I6bhfsh3Szgv0qiYhts+j5g2O4aD9jsV04Cv5bjKXUxH+S96T6RU7IOf\n9eTF6tIfdPtixEziR6Gc2Prtfmuz6xtk2P1HpabY9lgaSszkqc+nzZ4FXYlNo7dUl1gbtD3Tfqyk\nrph5V1+TBkM7KNOAKRL7yGlzZt/ANkU9sYNcO7M+BeIWhGOLfJlsm2OD8dTgO1bWSmxQbuvpE123\nfuaxHwAR2zdsuVi/twPuvo/Y8TRt3qlyd9JRtKxKTbH9+qjUwhStMEUxieXFaC0xestQrYd0vgFZ\nxsLdbOpWrCpJSHJh7Sfydz2byMDZejZpSGN1X14Mt1fF7JRyJIadNt+Wu5sx63hi9l1OR9FmGWu2\n1tHzYpEwU+YQSzl55NC5WnN3LK+PjhKLIJjynBKPptmlEICOtNX1nKK9pcQ8Zog3DU1tqGlNmU3I\nEzqEQ1NTWnqK0Ci2aT18CE1F6BYSaXNKO+NczHoFnsJRhTzR1mjqStek6E2loqEQioifQNOW05QW\nF8o5Wi8tkp6G+h1Ck2kpMrOQJ5QTMdkWtBHohovraWk4M1oPKHKvdhAqj6efnKD1MtNSUHS0NZ93\nD91ImHrWvXjCES858qzvp/WqIGbsPhNoo7Zj9CjdPyXK7DKvJ93+3X2futQUXzb2HqboKB819el2\nnCP9vh5/0+adLreL6fvG19H1zhP3dqFxf5XImtpzyn3h/beRNc/g8VzwUOgpM4VJ4ilEMGuCx+wR\nLR1FsPmAFh8PaD2sSCTJgLfOeXrISw5qBzWUL/mlSyXppqN5L7EYA/s6HDSO8mWCtyuv7e9SZlBt\nFMwWOsowXJtc56a6B9uLe9J+32a0uCyYramBNrLp0SNhtmnBc+shSsYlt0t/X9NR7gKJac9S2m9r\n6hPRmrZV/2fsb7z87UpatHHLfve1ZlCnU+Vi+1P7dDtkW/K1yc1qKFPt1BoCS1XR9ehJK1LOlrda\nYanDelURLywN3dn7+n6LJjhXx2Uq3dBq0itVbk5LMZmrOuRjkqlyuu1as2HpIpXZZ70RxLQufZoS\nZ/J1GrrP32q1U1rqG6FNuRFamb46rFYwRSexmkOt8dZ9xNbZN0l6LWu5VdJnncpMvmB27L2OlUmV\nk/dCMHkZlkk5InnQ5ZXYuuHwrExNFcwiaSu2HGq7VvttCE6h3kj7tGcqjbsxaqBdUri8LL3qQiKd\n+u6v5bjJXUxH+X85bMqznde+3HZwHhNdhzbp6bxYfZ0WmnalJGWCTKWvpfwq5syYqTRlMk1RVZaZ\nRTXFRPiG+l7HzLB93gAsVcEeK/tTHzsLtDpfxA6a+8A0BuAxU6I2bVrgJlFf6mNq2x77ELAkDd2P\nTZ/01dF3jG5XbPBsn5/tk7E6+n6utaTewXXEzFspazqKlptNTelLp+iAep+lIOr8FB1F0xEHdL8P\nfd/DZd/wlNjBtI7GZqNcypLCaDvvxg6+UwPy60nDYTxdVu5ul+NJR7nLNeFWe50a1Ok8OAxu9viU\naM2cHsDEyqwi+iVLXYu9Dn0cJi9Wn9V8x9K2/lQbcg63KaOrmdYgXqjy+phGrbWGPTXY1x8ErdXX\nz8IOziTPXosF1z7NQx8A9wGs5hfaNthBuB386n4lddi8WDtj7bGy6geuT663jr4PS2wgEpNVP9y5\nKb+WtRwH0f009h2Dw/hly15r2lo/9bpRaT23JyPdTo03MoldrI4pt7X2OrXixA5AY2IxNuVC0C4W\nH1NYnPpG3Ii0xWX7/en7Hq3lOMpdzAnXfNFYZD3N5465Q9N5mrN9LlJHl9vdPXeMy9THkU1xaWPR\nNHW7dGRNHVmrz82R5osvc18o6ZYr7o8TV4aOll8oeRKZzfKa22hiPk9cGwpffJO4m0MdSbIbobN1\npzWn5ZELr1zcSmmO+exQ2W5aeIGVql/OJXyCFKPTAAAgAElEQVTIuWrHpmr/lro2zYU/ged6yz3Y\nRcC+5WIKz17fR+su8ozKk2ej08vcED5Al0sad3F5OGJmKrprN2rbYT73qv19Gf8vNY/Cuhc9Z8rp\nvI8eKnf42to2reXWyu3CP701dcj7mYoWq3nCKfeFUoeOxCj88O48ksN88RZ32vkn4qo2Nv/nREiL\ni1XtilXPn8loedkN3YicdSJdLS13OK9B5gz58xW03wjhest8nBPqWmy0Sz0Hp8Xf1vWgYLS+j/oe\ny72X5xR3Q9h9vsL/73NDeJz66of/Th5XuYs14SKxv0atAVvl+Ni6r9yt/ku1WvdYW2PtsW2WdGPS\nmv8nf+yyT5/bak0alae121JWuzKUtWgdOmHOzHG1OU5zD2d411E5LZ9bc8lFc2zzdNQzXZ/mNEKc\nz235kI0qozUduv0pjYqlttj7aPc35jx9Wm+bjvXZWH/v68/L+tiNlli7RWKWK0x+qpzuu2tZy3GT\n1Psp6Ubts+k8kqexRlsfa7WtcTYza415GV3crky6wQ+EC1r3f7Kd07pvlTZOQzlCnjPpYVjrchLB\nciPkHahzTej6MJzRjXCp5xZZLXqj0hannSlHpJy+36tqtfuweY1Pt5vcxZzw35UtnUP3A2zN1fLC\naKpD3wBl1XKd1qljjmICt2a5WL4u18cd7NtveYK2/qNwwvvKofJTrq/0fexroy2XcpXYB2QWLLXE\nANKWTw164XDf0APyWD0pk2WsnDVf2mvpq8teY5PIs/fA7l/W5/vEtm2ZpN6Z1HOO9Xd7btu/MuD/\nPpb8wjtV1pzwPrF4uYy20Ze29cUwehXeuKxtvo2umYq0mbqWG0VHsQPmZUtFHF9TA+o+XE3hbN9x\nmHUM768VY+8WOZ6c8LucjtK6FGxdQPmXuj/qXsxVWjcSVbcOTXdxqmzKjBI/92qu3VzYttQA7crI\nujK8XveFktbmy5rWDKdNcpoqoc2XOrKjRN0UyoaOCClusYTqIaZCydumS/UQk6JQQsQEukHrdktH\n69wweW30zm65TVpaTJdm0qWcdM2ZXdOmvTahoOjIo426JzrypdxHoQBpd1dn1XEtjag1gabcEKai\nqi5zi5Xqcyk3akdxUWipJMtMj7HombF3svuetXkxF4WH27WWD0duF9P3rW1j3H1h/B3U73HMfaGm\nR9ToKJtdSpumpkieUDG0a0PBQKEezmmpKRJJcovWZavQU8Qd7YDWzWGBd/W6T0sNFBeCuSqXq7y2\nnD9O50n9k3A+wfRuhEuPy6fUtdhol/6aLf7GI19KOcHf1d0Q+mcde74NN8IN4c3uqx/2O3lcZU1H\nAY6udRbNmP0zFUmZs3We1hzfSLFa31QZq+VL5cu2mC3FLCl5McqDPkabMbVp05ltm0at++gc2t2V\nmEMrtdZ5qONR+UI9EaqKI12/bgc95XS7U5SZ2LVJXhM5RmttMPtX1aDr41B50H1+mDKxPqH7gC1/\nVNHt1P3Laqptf429T7H0KhavmKxSZi1rOU6SshzJu6PzNO7CYWyw5SyeaDqK3k5RVfQkR/FAkuMH\n4TmwFdZCF4E2MuVQbQ9DfTq9H9omk0In5phYHY422qVgv44GqidkauuixmJn1hCnFKK29f1NYbYu\na4+JadLXcjvKXU5H6aNmaLEvix0UoPbHBuCo8jGxA2JrHlxVrBkxdU5bbpXyKfNjqpyt8yimTS0p\n+spRzm3LpFwUEjkGVWYVSkTM1OhMXgxs+wa6q1BGloF5Crj72ptqk83TYu+9NammxNann2OqPbH3\nLSa2L8Ta0vduxsqt6Si3UtZ0lFVlFWxP4W0MQ2NYH8PvPlyPnTfm6tBi+7JvUeqbFXsv+7AsNcju\nw9FYmVVwehk26/amsNOeI3XNa+nK8aSjrDXhK3/ItSzr+FKf/ouNgQcq/0bIKoPJZeVWGWQKSMbA\nITfb+hwyoNIgrbf1D449X8NhcNcSG5ynPkgCYDptf4Cs9IGiLZcaoMZAOqaxjtV3PeVioL1Ke5ed\nq+9eHPUHUp/LPl87qJfyOv8o57tZZdeylg9bjoLtDWkctThoMUBjtsZuu98es2wAv4ryKaWI6ZNl\ng9pVFR3LBuKx/fZcRy23rL1ruZ3lLueEp1wIxrh1y12lxXmk58y5YvVbPte5CO+ry6tt60/xxWOu\nqmKccOu+0HKBY3nCYxOXVtq9Vcz13f0qfa+q4166rg2FSyc8O6njHsXBs1xp4ZJ33fj5vJjbQ+0K\n0LqcEl72Dl33iCdUuROq3Elzrl3TjvpQuw63X67NurSyrgb7Qs7rPO1KUvid1t0VPc9a5gloN5a2\nLy3jdmu3mH191ak65bjWNWC8fuFsfwz/3mWJc+t3q6+NR+Gtt+/hWj4cuV34px9+G2U+hO3f1qVt\n7HvUujbsnx8i2CJYI3NOxAWf5otb/DqLx9QYd/w0Lff6NF0u9mk8T3uXLmf7JO08Hs05b9M+L1a/\nzC/S35l7aF0NnlXXokPOCy9eY7G4epVvZGqezUdov6197lwtVurndGPdEN7svvpht/G4yloTfkjs\n36flYt2oumP16zLalI9Kr6KZs3XF9tt8e64UJUOXyc1xjvg5bPvlWJ0n56xNObuWY+rIulHpvuM0\nP9GZOrRLLX0v5LiGlieIKSdryw/UZW2evk+2r1ltCZH9Oq+JlLP1xfJWkZSmJlVOnuGy+o/aDoib\n0HWbVjnnsndw2bFrWctxF4ujer+s9Xtq6VqCLdbDlD5WY7fs0xhbm7yGLj7beTyrzruR8nMO47lg\n41wdM4/UodNyTtnWmK3T9rrlXBrPl2FvakzR962OlV/LnSBrTvghbvCywUVvzaZOO4CSMjGx9a/K\nh1ulTak6ruVcdn+fOTN27pR7q2XnjR3fl9dn2kz9YOg82w49CLf5tp4+s6ftD3a//VGLgfBRy5HI\nXwbqKXPrqpDRNwjva3/fc9bHY/J1O/v6kb03ts2xfmPb+nvHkl94p8qaE36tYvFsGUXEHtdH/ViF\nGrjsmxVr31G+bbbu1Hu9Cs4tU05YDIh93zH5qXPZH/9Y/ak2LruetcTleHLC72I6irg8S5nIrZsz\nMX3HIutJuo+O0poJV6tf01gspUXXn3JRGIumaU3wlo6i3SH1uaOzZkkd4Uu7MtTurqB1dyV1tKa8\nuLlSTHwxqkpzaFu7PGypH+LWL+YCUegipyJ5QkfRNJPTi+N0fYdpMTZPu2K8p6f9cfdWloJymHKi\n3RBq14Oo59GloByOdtkXOTVO01juajBFnWrdenb7v7wn8l6kKGKW+hVzFbpKG9t38PA72Uf9at/x\ntdxauV1M38enjbp/20iy9t3SWG9d5AnWWKx/MJInuG9dG94XSWuXtuLyT0fkPKvyznI4WqeltMTy\nzvTUoetv25Jq72G8tZSc9p60UUm7981vx+6xxblUJEw7plj391XKHVe5i+ko9g/8qMfYY49Sz7XW\n33ee2B9ynyZQl1+mbUxpde35Yvulfl2HmDglbfP0MbF2OLpmTjnO0k+0qVBTTmJUllieNpfqPK3J\nsHU0kTxNF7FaEksliWla7LXHtNP6PmH2w+F67P7Y9o3WGqyibbJl6VnH6lxV7LsVu8+yfaPf87Ws\n5cMS2781lcRargRncuI4EcMonafr12tLX7HtEtzVOJoljkvhfqwdel0Tx+XY/bF4Hiubwml9X2x+\nLE+f71pwbS23m9zFdJT/ovcQBxWdfxQaiDWNxcxSN6J+LfrlFrOe9kCiX+hVB/YpasayOlY9LmZ6\nXJVKEjvHqnWsIra+1D20YgfIqTKQBuS+Omxe37liH8W+H5tV6rieD8OyD5SW1P3Vz7WvPmsOj7Ul\n1qZUP7Jt/X+OpWnzTpU1HeVGSApPj0pVgf73y2Jv3/dgWfvscasek8KyVXA5dYzFmFVoh6m82HEx\nxcqy9q1ldTmedJS1JvxI5W+mFux669cvvtZcWO0GZrvvfLEOm0XyYpr2VfJEg5GZfJnwmXIVqOsW\nwLdtTbnJulGSeplX/fFyPeWWcQ37NDGrnLOvzpstq56rb3ButUfX0nbb51Ln1VrCtQZ8LbezpAZ2\nq7qctZLCaMmTd0bX2zdnqO+dP+oxVq4F53T5ZVhs81YZoKfOt+zbsZY7Se5iTnhDnGPqNcjeBdrH\nQrrljvuyOlys5csKf6uh5YTnS/hK2n2h8MUeStSfakfKpVo3T7t5g4wuTzDmvvCw2yq/rV3axfjE\nLmy3nLmWH665ddqllYRUb11ddbl6mkPo1Lbl+EmecAO74YUPhxrWvOwU57yvjtrUcZYunzvFQxS+\n4b2mnOzXnErLCZf7qLmZy0LOp1xOWteDlg99rZzwWJ7MefDv1uF3LZ5ut4UPaduo52Z8TKVXmUdh\n69B82vhxa/lw5Hbhn95ebRS+uHxzYi5tNU5Y7rhg1IO0fGjhQNdqW/LkO1DT8qtr7Dfi8PdCsNLy\nty2vPJXXxc749+h+1S5dTl+n/qZZXnw85HyX9y3f9cP325e9nfvS8W3jcZW7WBMeMz/Tsx3T2Kbq\nsH/AWiMQ00zHjulrY6xMSjto862JUB+j133nSh0XM9nFtAK2rOUVihbF8r7tMXat76/WKKQ44Zp7\nl9KwSr2r8spjnL5YHan2u0QdqXtlJXb/U8/0Vmm/tVi6xyp5fdqv2LsWO2Yta1lLWlbBQC0xHLIY\npbE8lmd52ZjyLrIPWleBsTSJvMbkxTC1jy+uj0nl6TKxb6G9fpt3q7F4LcdBjh0n/I033uDVV1/l\ngw8+4Lvf/S6///u/z2OPPQbAW2+9xde+9jUuXLjA66+/zpe+9CVOnTq1NM9Kyy/sM431iX6R7PF2\ncK7zlnGFD7VULdZooc9jzVfL+Hqx9sbyUrJqxLJVuN32vPb8q/IB7X1a9Xn21R/7wVlVYh+dvnJ9\nPzGpH61UW1f5kYr1mz5Ztf6bLX28yWt5n2M/iSJ979E6bL3IrcXstdw6WeU7EvsG9GG7zY/VeRTu\n91Elpbg4CkbHqClWroUvvpabK2tO+FK5dOkSr776Kq+88goA3/zmN/nCF77AD37wAwB+67d+i1df\nfRWA5557ji9+8Yt89atfjea98sor/NEf/VHP2bypGmA8/gliYh6PfwyIydkxHv9Y5f1E5cF4/E8I\ntaOtwzEe/whwCxPIePzThUnP56HyfqTS/xzyzi224/X/ONTfnu//b+98euNI0vT+JLsXBoyByCot\n1uPpkVqsooE9zKFFsufghoG22FW+SyJbRwOWWHXYY2uKrcv2YY0ZkvMBmsX5BGIRMBY+NZPjBuw+\niSz2cY0Ws7Sr3Z0ZGyKrNIYPnm6GD6VMRkZFRGbWn6xM6vkBBLMyIt94MzLyraiIJyPDNhz4U//q\nucn7w+f5Ukr75zdp70n1c7ndL/u9IK8vS1G3+zZ+DGBGkyakz7+T7P0e/pKG33zz+zfn8uM3aX+A\nv9zeN9/84Y0NP+//ktL+95uy5bS/0G737f+r4Li+5MO3IeBLZOw2oKT5Nnwf/+KNjT9IZf1B8fF3\n8JcW7NfBj4P9fRs/fpP2O/jLB17WsV+P/xRMa5rT/Hbg5/PbwXuafGraS2lbvi/k9uin3ZDSgME2\nqDtObqsvYb4nX0K+R/pp/n3yj5ayHI19IdnQ3ZPqPd+3+c03IEg7ZoevkfrZtG3LN2xaVmxM1r58\nD6r3gX+vyt8luu+Lf0b4u/afQ/Er/J3gGL9X+vbl7wvbd85PtGUNpslxThj9Cue7CMXO8PeiLlaq\nfYiXb8ry6yMr1/rqt/esxuxMacJPT0+xubkZfF5aWoLneXj9+jXa7TaKxWKQNjs7i8PDQwDQprmu\nG1GaPGIaNQpqm/4fJ+rIg270W/VNPd72EItsZ9SRTfUXfdxt09+F4bgLZfvCYs+U1/Sn5v3BsJ30\nT+d/nHO31Zdc74iwp7tWUI4zYcobd3Q9yb1i8l038iSPHKkzRKYXbpmmfnXlZW+EJA+kG7NJusj3\nhS62RcUoaPLbbMix1/Qnx+Y4cTWuTX90O+73mOk8o86ZsYaEyZwc5cWLF7h16xYAwHVdfPrpp3j1\n6hVarRaePn0aGilZWFjA3t4eTk9PtWmtVgsffPDBQBnhJQqjOqoXGOzYXihpaifAT5dlG7qbOPAI\n+k63nC77pAsESeUYsk15X9xl/eLmiXrzIRDvh4O/P8qePOUZV5ZgawNJGaUzKnc0TX7E7WybfLL5\nFSfdZl93r5hQfZLbiu0Laxj5kOqTWtem86IcJQ7pxey/nvSpEC0meUic74u48cBWlq1sG6bvWx1J\n43RUPlvZjBvTgXKUWPjBHACazSZ2d3cBAGdnZ8Zjzs/Phyjpv+HGjWsAgJcvr+Ojj/4dAN3U9z8o\n027y9Hl42josR5FlJbo0earkhmRfnjJXp9bfC47p+zGMDd0Uv5wm2zDJUVSZgymfY5xCDNvw0xyE\n5Ra/e5PP/+xLVfrSlH7aj6W0y+1LGcsMVBnIoCTkLyxp+uPM+X6PS/nJ7yN89NN8mYlOcqLWwT/B\nf/rePsUqp/lTolHTqH6+y+1+WlRb8tuj2t4diw1ZBiJLSW4EaWH78j2js38p99JP9cpylAuEJS2m\nac5L+z/72f9Br/d3ePnyNW7cuIaXfdcJ0ozZX+PGjb5m/OXLAoBbmZ36TsvG9HwMSyX7abrYIMcX\nXx6Z/Hvl0ob/fSFvm2KeL6270Niw2Tf5qMpATd+ncr8hP9d60vbT9vFnP/u/6PX+J16+7OHGjdnM\nxuxUOuG7u7s4PT01plcqFaysrAwc8+DBA9y9excAcP36dXS73VCes7MzOI6DYrGoTbNzBzdv9m+S\nly//0ZJPfYhRTVPzyPgjfHGnodRf2hfKtpwniY2kv/5Ufy+Ubf+cbA/QqKMUUX7EHTmW/VA/qzbU\nKUlottX/cdNM+XRTs6Z6VH3VETefrix5n8CgLd1xaY4UqA9q6R7+0u2Pc05R5cr3rDp7pL5oxMHs\n7F9idvYv8fLlP+LmzZ/i5cv/kqC8/JHNmP0xbt7sf9G+fPkPMc+ETBb1u8bfJ3/3qXnjxEPbTJVs\nPyqmDhOLTT7qZhN137ckC1zG7H/AzZs38fLl307bJS2Zk6MA/Yd7HMfBnTt3gn0nJyd49OhR8CAP\nABSLRZydnQVP1uvSdPSnNv8mhie6Tl1gRfNflRWYOuZar5T/cfzRHa+zManpQNs0pUnuEvX0e9QP\nmzj1BMSTwUwSm6RCl1f9n1QWYitL/fIDwtIMWzuPg0meFVX3tnas+6ITSh7Zvvplq9pU5S42H1Rf\ndOdBOYpMOjGbcpRsYfvx7FjShylH970QN77oOs6jYOqU69JJdsimHCVTD2YClw/s+MG81WoBAG7f\nvh3K53keKpUKAGBxcdGYNhq6DqV8EaM6G2oHIu4ItunPZkP9Va4eE7fx6Xw2/enQaQWTnn8c/6Lq\nST33tP9Un4e5rqZziKofWxlx2k9aqHpR9Yek6UfbqO1ctjtj+Zvmj7j8kK2YTdLDFIvVe3HcMTXO\nd4Auro7TD5sPacdRkmcyNRLueR4WFhZC+8rlMr777jsA/ZEV13VRKpXw7NkzPHnyBNeuXYtMU/FH\nwuNrpX29qbqEoLyk2j8p+UzLEJmWIYxOi5svnObrbHXLHPrnObi022AdqEu9yTZl/Zxvz19aT9bn\nqUsgqlpmf2mq9yQbcTTPatrvcKlH95c9jNJlJ0sz51OXEBRSWlz/Vd23iFkH6tKDAuElBdXrJOsc\n5aW1TMv6mTThfnvXPV9gWhowyr66hKB8P6ntXX4+QnfPOLhcuvOGpqw47V1dovA/ZnJUJW3Sjdl/\nnVn9aR40sunZeClt2/TiSZ5RUr93k2q7VT23aQnUuD5GPbeSv2s9afvT9vGbb/5TJmN2ph7MLJVK\nuLgwj4Tevn07GF25d+9e7LTRMU1/qbITdcpMnfpW04DwiLFNm5okn84XH90v+nEjj2jrRhFUDZ7O\nF52Ppn1q2gUuV6TxP5u2MWSa7Vx0o/FJ/FfrQd6OKlt3nE+UPMp2PaIw2TaNRNnsR+XTjZrr0lRt\nt9pG4lxrYiO7MZtMF/97cZQ4qtqS/8OQT/VB3dbtG4ePhAxHpkbC0yK+JlxF7TD5QcGkg5anrOTp\n77TRdcL9gDLMtHucc9FpwlVfVHu2zlVSVElMWuh+dAxjYxh7tg6vSVZlKytpHeq+uFQtdpy2p+aT\nfdTZ8/9sbXmYa2KTxFATnibUhOeRUeO37jtmWJvqvToO2Qjv/3xBTXjm+OijnwbTSfK2Oa0fGPqf\n+0uphfO9F0x/XR534832jeCY8GdH2rb7dWnPkY6zpfn2k55n3LSfvKmDn2i2L958vqyT/racpjuu\n/+ayvhyjr7H76KMfoy/puJDSxJu8cdP028OmxcsnlPMRMX3U5busk8H6ke1f1uNl/Q+2z/71U9uq\nny9Je1TbxHsaG3I7EJp7wbdjyufbvyndT2rZurTwPaL6NWjflhY+bzId+tf5pvazaXsSaVmxkW0f\n/Xs8fM+btgfT/Hgix7L+94f8PRP+zjGlyTbkGDiKj1frWk/a/rR9zCqZkqPkG3n0zzZdZssTJVHQ\nTbcNO+oa96U+JuJODfr51H1Raeq2/zmqbk2jqqY6Vf8nvRbDTk3GmTr1t+O0rVHSZEwyJhuqb6bR\nbVvZSeozzki+yR/bKgumND6cSch0MMXaccRzQqYP5ShDIWt+AfuXtDqV7v9XdeNxOtOm1Vr8zmdc\n6YBaxjCdjDjHRPmr6wjFtafKG3TSgWl1nuLcUnGv+Sg/tHRtT5dm2x+3Pcn+mX4IyZ/l6WadVMXm\no+1cbPfYsOjqgHKUNKEc5W1k0vGb9+/bRTblKBwJHwtxL6wuX5JOuJ9ftSmPSsftzI7KMI3Z1llL\nYk/XqVftJbU5DSbdCVftxGGYtmH7MaTTddtsxP0BEydtXM8XEELSJ+vxm5DRoSZ8KD20rwmbMWiS\nnDdp7+Ojj94f2A5rVS8ga2LDdlT7N6R8vmbuhpLm++hr3y40OjhVZzc+vfhgPlnja0ozb/c/qxo/\nXw/ta6DfG8inaqfja6r/Nfwl/8I24+qy46b51zpuHag6Z1n/P47rlDRN1mj6bUmvy+77+H5wb8j5\nBu2b7iffhnw/+WnhvJdp4fY3zjog0yEv+lP6SB/z5uNVr4OswpHwobFNddtW+YiaqtfpUXW6V8A8\nUqDTzKmjx3FHKEdB9WFUSYVJC6hL05UfJ18cf5KUZUobpf7l9jHN0aK49TYOeZDuHtLptXWzK6PO\nIhBCCCHjh5rwkfH14bIkQre0kozckbtQ0tTjTflUfG2tvz62fIyqvZUf9JvWmwHjath1kpNJ+SvX\nhWpfvs5p3jLqDxidjnqaPunar6lN6e4VP6/6nIVsz3RPyW1ZaMqV23mSZybiQE14mlATTggZjWxq\nwilHGXlqWl4K8CYuZQI6G7IMRDcF70+7+9ISdalB03SLfIxsX5ax+JKQ93ApBXBCfoWn7tXl4i5l\nK7b6SVaPl3IG03KFg3WlLq1nk3DElXrI56mW7ctHIKXFL2swTbWvtxnOp9ajKgNJLikK51OvtS1N\nzae2xxsD+QZ9vCG1d9UvdXpRbaumZUMv773w/XPTUhblKHkjL1Pf9JE+5s3Hq14HWYVylLEQZ0UO\nnTRDZ8M0yiuPfqrHyb+l1JFEU5r6+0seNVSlEknkGknwR3ZVWYluO61VT6LqYBy2dfbkkW5Tmvx5\nXFIUXXuU7asSmjj1IedR63Gc1zHKFh/MJIQQkl0oRxkLuo6xLo9JT6xOt5tW+bBJM1TJgqobVtNM\nK4yYmJRsJe5qLml0wKPsj3qr2OradC115Q67qozNpwvFB510SXesDlMd6n5kqtIRmzwr6geuWnac\n+3JYKEdJE8pRCCGjQTlK5hjfahFJ3nzpT8/fkKZK5OMc6N/qpbOve2OmLOGQ35g5+IZP1S/zWz1l\nGYhOHjFKPepkDroVLd4bqJt+2jjlKKoMRJXJJC/r8rNqQyfTiKoDNd/FwDUdXo5yKWcavNamN8mp\nMir/s+ktc7q3u/rnEyVHsfkfvjdkqUp4JZnx3fNkOuRl6ps+0se8+XjV6yCrUI4yUXTT+LbRZNv0\nv4xtpDypbzrUEXnTihNxRhblkdZhf4X6ZdkkM1FSCV0+neREPi91NFpNi/JDTTNhG/U25VXbSdSx\nqjQkjvTFNkOiW6Ek6WyFes7DtA91JD97Ix2EEEKIDspRJopOPhKVpltyTZWPRP1XV6hQp/pNnfio\nlUfi5pPzm+QzSRg2vyrvAOydNJtUR5VpyOlJiCvhsElA4khabMfI+S4weJ5xfI6Sh+h8VGUluny6\nY0xylHG1r2GgHCVNKEchhIxGNuUoHAmfKCa9rZyubquNJGpUetwdQVmbritHKOlxO+Jx85tsJEVX\njqo3jlNu3B9RoxLXjtymZKJGoeNehzh+6EbBTeVEMY46VNslH8IkhBCSfagJH4smPO6bNU1vuzRp\nmWZg1mVH2fDzXig+xiurn6YuR2fS59qWMrxcjm7wrZ6Te5vjpS+yFjuuDZsWe9Ce3Ud1mclR32jp\n29NpsVX7qo5dr5setGFqI0nL0vkYbi92+7Im3PTcgF/H72vreBz3tS6NTIe86E/pI33Mm49XvQ6y\nCkfCJ45p9Duu1tY0+mobQVQ1v1Ejjbay1G1dWf5/ne7b9yEtmYCMSfdsy2/TKav24tpVVwMZdeTX\nt5dkliRKhqMeb8o3TFk6OVVUPmjy+f9V/X9SLTohhBAyfagJTwVT50GHo/mT7chShDid60mUpS5X\nqGqKVf2uTs6RFuN+WC+JPZvGfFRMmnA5XdfeTBprtY3atNlxywLCbcXWWTfli5LQmHyaNNSEpwk1\n4YSQ0cimJpxylInKUWQJgbosm20aRV7OzSb1iJIQqEvJhY+xlRWWoKjL0UFKU7dvKDb0S/Bd2o9b\nj7q3OcY9bpzXetBetA11ycmopQflOmxz33EAACAASURBVHUM9v00k/zCty9LUG5K27proUpJoBwn\nt2PVhq4s34Yqybmh+H9Tk6bzQ10q0dSOKUe5quRl6ps+0se8+XjV6yCrUI6SKnEkGSYpiW5EULcK\nSBJfdOXK26bRUPU8ZMmJbE/9r9sXtz7GOYqcFqqv8oixLs0m57DZV+s4Tp2ayhxWuqO2T5tERNd+\nkxBlnxBCCMk+lKOkiq6TGyUrUPebOh8mTbbJhkn/reLvVyUoug63bCuOH7Zl7kz2dP5nHd9X//pc\nwC5VmZH+oKRDs09XN3JZJn9MmNqkbXlBnQ9RbcXkl+3HSpT9tKAcJU0oRyGEjEY25SgcCU8V20Nn\nUftkG7pOqDwCGrcj7ueN6jSro9629LgjqvLIfdyOuM2HLGOaYbDNRsjptrqMqhvdDMm4ApHtR6Tp\nh9Ko1840G0MIIYTkC2rCU9GEq2my9nUG/eXV3oc/+il/Dm9fanr7Ni9fXz6oE9ZppYZdKlHWYl9g\nUOut0yurNsJ+XOb1/fdfD3+B8PJzsjZYXebQvAxh2K+4+dTrFHeZw7j2ff/fx6WWWdb8++epvjpe\nrZ+fBGUN1rHvh1z/alsKLwXY/6xrc6pmW10m0KQdD9d9P+9PpOPipNm06WENuO0aUhN+tciL/pQ+\n0se8+XjV6yCrcCR8qui01Wq6Lq9NSiKPEpp0upDSkoyKjkOTbRrFV8swac6jziNKVhNHsqM7LuqY\npDMA6vWxSU1MenFdPcVJi2pnqq86H0etw2G16IQQQsjVgJrw3CJ3zi4wqNmWNbV+2gwGX1M+DLI9\nFZMWWe5A2/yQ80TJDVTdsFoHPqpe3pRPPUb+k/0y5VOvQ5R9k+5Zrl+BQf/VfKqWGooPuh9tvj1H\nY0d3XnFR7cntIY6/M4hXN9OWo1ATnibUhBNCRiObmnDKUUIyAdMbIcctR0mapntLoCz9UJd900k4\n5Gl8nWwl/psS9X7FkaPIdawuWydLX3TLHNreyGl7o+hPJZtR+UzXQpVYyDIS2Y+bA8dEX2v5OFX+\nE/VWSdm+LBG5odjXtVVZ6qHWsWk5TZPMSc6nylagpIV9GmwH8j2pSmamIUfxyw7XI5kOeZn6po/0\nMW8+XvU6yCpvuRxFlneYZALTRjciC4R9Vn9LqWk6+YFuhQndw5LqqLRpxY5h68z2kOmF9Fn3X0W9\nfqokw98XJ58N+Th5lHicI7Q639RroT64Oew10NWv2i5UTPIo1Y4w5LUdr+azvRl0kkTVASGEEDI8\nb7kcRe00jSrTmASqdEDns49Na63TUSctS86ndrB08gMZncxE7azJdW/r+JnKko8xSSKg5DVJX1TZ\nhk4ioqsDk+8qNsmF6p+ts6ser0puTPIZWd6ilqVrX7rrI/9ws9VvnA57VJpMmp1wU3ygHCVNKEch\nhIxGNuUob/lIeB5QRyl1o9omTCPMpmN0MwE2+3HzmbDNOiSZlZA7glF2Zfty3ij/ZX9MP9bi1kGc\nH3pq3arXTT0+6Q8una9J6i8KXQc/rh9x0gghhJB88xZrwmdwqfN0EL1snayjVvXFk9aEJ9PBDqap\nmmpVV27Sc9/QHCfrqGWtd1xNuLqsn6pDVrXGqg5Z91r2m7hcfvGm4qNs36Qdi6vZVu0lfYZAV486\nTbh/zu/DH9GOZ8NfalA+N/21D7/2Xa1j1b6s+VevhZzPps+T605dYlFXd2q+ONr9QT334LMScfT/\nYf35YN1REz4t8qI/pY/0MW8+XvU6yCpv8Uh4klE23dR69qY17Oh05XHyA+FzHadcx6ZlNslgTD7o\nrsuoWmmVcdiLa0OnoY6y4SjburpQt20zK1H2/TxJ6sPkh5pHzZd0VHwYiZB8rMmfvN33hBBCsspb\nrAn/lbI3Smag0yKnUXWynlnWLyfpVMS1YdJz21C13nE14VH5ZP21qb5VnfYw1yWJdlqHTutuIm79\njrIEZNLrIGM7Z/WYJHWju0Y6m7IfcfLZsOm5bcj3hi0mUBOeJtSEE0JGI5ua8LdYjiJPu4ensC+n\nsQeXCbRNi+tlK9OSo+jfptmfovHP01xW/7Mqj9DJF3TnaZOjyMvuXb498jKf7o2KsvxHnnLy8/5k\nIN9g2bpziVOPOrkIQv4OSmt0cg7fx59KZZuXiJTPK74NSPl8/9832Nf5mORNmFDymc7Fby+mpQdt\nUhL1WqvypThLFJrkVyapiiyZUZegvKwDMh3yMvVNH+lj3ny86nWQVd5iOYoJ0/S/PL2fVEqQNibZ\nhrrUmw15FFG3RKFOohPlk1+PutFZXf44I9vqA5M6hpUlJMEv+0LZltNsD1vqlh5MakPXZv39pqUN\nbfbjEvdc1M+mdqPuj7q+OtQRbHk7qi3YpE7TuqcJIYRcNShH0WKbhrZaRrgDMYwNFVlWEFeOIssK\nVL9sx6llmSQRKmqnMUpyofpjqm8H8eouKp/aCZU796PKUdRybOg60Lr6tbUbmw35ONv1jmtfxiZH\nsclFTOWb0nT5dOc1yiRe3PvUlo9ylDShHIUQMhqUo2SM8OoL4elnf/pc9zZKeWrdNA0uLGkYIk2V\nksS14b+9UF4FRpV6qPICnZwmLDlR8w6uGiLns0k4dNIGVYZgekujbF8nVVElKPq3Z17WlWn1GL3E\nwu6HbN8kp5Hbkvq2SNmGKsmxST3Usk3yi6Q+qjIZdaUUR7EZ9QbaeG+nNbe5+PeTPZ/uraeme/69\nkF9kOuRl6ps+0se8+XjV6yCrZE6O0m63cX5+jm63i4ODAzQaDczPzwMAPM/D/v4+FhcX0W63sb6+\njtnZ2cg0PUKzLY+2+eim++NMY486Ai6XLwC8AHDZMRoeVXag81E3cq6b3lfTBke/e72/w+zsX8bw\nRy0bGO08dfWkG/EcHG3t9f4OwI80tmwSC1WeEzefWofqdpR9+fMLAD9FuFyTjEW1ZSrLlN/kQ1I6\nb3w2keT+S0JUu9PVizCkvd2kF7PzxgsAt6bsQ3KiY3b26MfsfzltN4bgBfrf6/kij20kq2ROjlIs\nFvHixQtcu3YNu7u72NnZwdHREQBgeXk52O71enj48CH29va0aY8ePcLTp0+1ZfSnNv+zLgXhL1lT\n1UTJTHSdoFEQAH4L4I7Gvim/SXKh+h51zjoJhywJ0ElJZBtfA/jY4Gecjqu5g2/GJneR7ap+yD7/\ne41vqk9q/Ubl00kpVP/UOtT9IFLx9x/iso2YpCl+eaqPF5p8trJM7SQpcru2Ybtew2D6oW3LJ/vx\neSanNqdBejE7b3KUr2GOfVnma+TP76+RP58B+p0m2ZSjZG4k3A/mAFAoFN4E3/5oS7FYDPLNzs7i\n8PDQmOa6bkRJcToRcUa8h0lPyqijjSq6kVbdtpxfPk7XERtm5F832msqX+08xsHU6bT54X+Oo6uG\nlGa7PqYfPLp8UTMTNnQ/pnT6a13HMm6n1GRj0oy7vDj1koYf+Se9mE0IIVeLzGnC/WAOAM1mE5ub\nmwD6U5dzc3OhvMViEScnJ8a0b7/91lpWvCX+dNrRYfSno6cls6Hqf21vxUy2VKItTdVl3bgxG1Oz\nFfdckmjH9DrkKBs3bswabNh0ze9F+D94nnqbcc4lSTuQteq25xfGrbdOu72Pw4btng+nkUvSjdn5\n0J/m2cf4MTsbdTAYs7PpY9brMYn9YdrItOsgq2ROjgIAnU4HrVYLjuPgs88+A9AP7q7rhqYrFxYW\nsLe3h6OjIxwcHAyktVotfPDBBwP2/ZEaQggZlgyGzqnBmE0IyTpZjNmpyFF2d3dxenpqTK9UKlhZ\nWQk+z8/P4/Hjx9jf30e1WsVXX32FYrGIbrcbOu7s7AyO4xjTTGTxQhBCSFZgzCaEkMmTSif80aNH\nsfL5T8s/fvwYALCysoLV1VW8ePEC5XJZG6Q/+OADXFxcGNMIIYQkgzGbEEImT6Y04Z1OB69evQo+\ne56HQqGAW7du4fbt26G8nuehUqkAABYXF41phFwFdO3Z8zxsb2/j8PAQ29vb6PV6sdIIGReM2YTo\nYcwmccicJnx/fx9nZ2coFos4ODhAvV4PRkdOTk7gui5KpRKePXuGJ0+eBA8F2dJIulQqFRwcHIT2\nZX294Cz4oOPw8BCnp6eo1+u4uAgv0ziu5d8mxcnJCY6OjtDtdvHs2TNsbm5mfv1ornmdHMbs/JPH\nmJ0lP2QYsxmzEyGuMMfHx8J1XdFqtUStVhOe5wVpp6enYmtrS7iuK7a2tkS3242Vlgbtdls0m02x\ntbUlVldXc+O367piZ2dHOI4zkLa0tBRsd7tdcf/+fWPa6urqZB3VkAUfbKh1enx8LCqVSmhfoVCI\nTEuLbrcrms1m8Nl1XVEul4PPWW0PhUJB9Ho9IYQQzWYz5EtWfb5q5DFuM2ZPp71nxQ8djNnpkPeY\nfaU74Xm8OHm9EWTyFnyy4EMUap3u7e0NXN9yuSza7bYx7eTkZOJ++hwfH4fa7fn5uXAcR/R6vUy3\nBz9eCNGv4+Xl5Ui/pu3zVSNvcZsxezrtPSt+mGDMToe8x+xMacLHTR5fInF6ehqsswsAS0tL8DwP\nr1+/zrTfNiaxXnAa/qXpQ1JsK0mcn5+n6ImexcXFUPs7OjpCoVDAtWvXMt0e0lzzmujJW9xmzJ5O\ne8+KH3FhzJ4MeY/ZV7oTnseLk9cbwUbWg4/Nv6xy/fr1sS3/Nilu3boVbDebTezu7kb6koX20Ol0\nsL29jWq1ijt37gDIvs9XibzFbcbs6ZC3uM2YPTnyHLMz99r6ceO/RCJPFydLN0LS9YJ1ZD34mPzL\nMqVSKTfLv+3u7uLBgwe4e/cugOy3h0mveU2iyVvcZsxOv73nLW4zZk+OPMfs3HXCs/YSiUn57R8z\n7Rsh7nrBNrIefGz+ZZW8LP92eHiIcrkcdKSA7LYHrnk9OfIYtxmzs93e8xa3GbPHz1WI2bnrhOf1\nJRJJA2OeboQosh58bP5Nm5OTExwcHMBxHGxsbIS++Hd3d7G9vR0s8eaPvkWlpYWvefXrt9Vq4f79\n+5ltD7Y1r+WRTtWvLLThrJPHuM2YfUkW23tW4zZjNmN2IqbyOGgKuK4rGo1G8Pn4+FgUi8Xgs/xU\n+unpqVhbW4uVlgbHx8ei3W4Hn/f29mL5Nm2/2+222NzcFDMzM6LRaAjXdUNpW1tbotVqiUajEXqi\n2ZaWpu/T9uEqcXp6KhzHCf0tLCwE6VltD61WSzSbzWB5PHl1gqz6fJXIa9xmzJ5Oe8+KH1cBxuzp\ntJ3MvaxnnOTxJRKe52FhYSG0r1wu47vvvsu034QQMg7yFrcZswkhw3KlO+GEEEIIIYRkkSu9RCEh\nhBBCCCFZhJ1wQgghhBBCUoadcEIIIYQQQlKGnXAyNZrNJhYWFjAzM4NisYhqtYpqtYpisYiZmRlU\nq9WJlbu8vDwR2yr+K6qT0ul00Ol0xuwNIYQMD2O2GcZsMgzshJOpsb6+joODAwDAkydP8NVXX+Gr\nr77C2dkZ1tfXx/YGq7W1tdDnDz/8EA8ePBiLbRuNRgOO4wx17Pz8PBqNBk5OTsbsFSGEDAdjthnG\nbDIMuXtZD7laFAoF7f7NzU0sLS2NbN/zvIG30t2+fXvg5QPjxnVddDqd0Is7krK7u4ulpSU8f/58\njJ4RQsjwMGabYcwmSeFIOMkUruvi8PAQs7OzKJVKI9ur1Wpj8Gq4cuv1+kg2Zmdnsbi4OJU3pxFC\nSBwYsy9hzCZJYSecZIrNzU30ej0AwN7eXrDfdV2sra1hbW0NCwsL2N7eDh23tbUVpFer1eAVwJ1O\nB0dHR1hbW8P29jY2NjZQKBSCl2tsbW2hUChgeXkZ29vbWFhYwMLCwoAusN1uo1qtol6vo1qtolar\nafMB/ZGcTqcT0jDK5WxsbKBYLGJ5eRmdTgeNRgPFYhELCwsDmsLl5WXs7OyMVqmEEDIhGLMZs8kI\nTOU9nYS84fz8XDiOI8rlsiiXy8JxHLG/vz+Qr1AoiN3dXSGEEJ7nCcdxRKfTCWxUKpUgb61WC/Ku\nrq6KarUasrW1tSXK5XLwudFoCMdxxPb2dnB8oVAIHTM3Nxf41Wq1RKFQEIeHh8LzvAFf9/b2hOM4\nA/v9cnw7S0tLwnGcwNdKpRJ6jbUQQuzs7GhtEULINGDMZswm44Mj4SQT1Ot1PH/+HJ988gmE5iWu\nT548CfSGfrqsG3RdF/V6Ha7rotFoYGVlJcir2tN9dhwHn332GQDg/v376Ha7eP36NYD+KEmv18Pi\n4iKA/gM43W4Xy8vLmJ+fH/DV8zztOQohUCgUcPfuXQDAysoKHMf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3B2HcngzshGeUzc1N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\nrkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0xea1ba50>"
       ]
      }
     ],
     "prompt_number": 497
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}