simpeg/simpegPF/notebooks/MagInversion_large.ipynb

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 "metadata": {
  "name": "",
  "signature": "sha256:f84257d949423c55b785994dd8325da33560b15713de3636291c7cf961ab0a91"
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 "nbformat_minor": 0,
 "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"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "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, 51),(cs,5,1.3)]\n",
      "hyind = [(cs,5,-1.3), (cs, 51),(cs,5,1.3)]\n",
      "hzind = [(cs,5,-1.3), (cs, 50),(cs,5,1.3)]\n",
      "mesh = Mesh.TensorMesh([hxind, hyind, hzind], 'CCC')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "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": 4
    },
    {
     "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": 5,
       "text": [
        "(-500, 0)"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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EjBkzBkOGDMGQIUNw8803Y+/evX6Fam/+/kpKSvq069/Tetu3b8fKlSsBABER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\nRAxVIiKJ/j9qwsuN7qwSWgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x373d390>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print model.shape\n",
      "print chi.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(111630,)\n",
        "(223260,)\n"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "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": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dsyn = survey.dpred(model)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "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": 9
    },
    {
     "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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sG04DiXV2W8WqU2Ften2fvvTXjbcszGl+3BHzXFavvrZaR44LjLavVnlvH4W9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\nsLCwsIg5LFlbWFhYWFjEHP8fnlOFYXUljqoAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x373d650>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "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": 11
    },
    {
     "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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0BsZ5L38naWczRVVonNbYoD5wyveXZ508oMu7jTP0ifZDcq8L4AuzZYnZLd39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\nAEvoFhYWFhYW8wD/P1UnkPPjvv/XAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x55b5d10>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "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": []
    },
    {
     "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  7.29e+06  9.47e+01  3.91e-06  1.23e+02    2.50e+03      0              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   1  7.29e+06  8.08e+01  3.93e-06  1.09e+02    2.24e+03      1              "
       ]
      }
     ]
    },
    {
     "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": [
      {
       "html": [
        "\n",
        "<script language=\"javascript\">\n",
        "  /* Define the Animation class */\n",
        "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
        "    this.img_id = img_id;\n",
        "    this.slider_id = slider_id;\n",
        "    this.loop_select_id = loop_select_id;\n",
        "    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",
        "     this.frames[i] = new Image();\n",
        "     this.frames[i].src = frames[i];\n",
        "    }\n",
        "    document.getElementById(this.slider_id).max = this.frames.length - 1;\n",
        "    this.set_frame(this.current_frame);\n",
        "  }\n",
        "\n",
        "  Animation.prototype.get_loop_state = function(){\n",
        "    var button_group = document[this.loop_select_id].state;\n",
        "    for (var i = 0; i < button_group.length; i++) {\n",
        "        var button = button_group[i];\n",
        "        if (button.checked) {\n",
        "            return button.value;\n",
        "        }\n",
        "    }\n",
        "    return undefined;\n",
        "  }\n",
        "\n",
        "  Animation.prototype.set_frame = function(frame){\n",
        "    this.current_frame = frame;\n",
        "    document.getElementById(this.img_id).src = this.frames[this.current_frame].src;\n",
        "    document.getElementById(this.slider_id).value = this.current_frame;\n",
        "  }\n",
        "\n",
        "  Animation.prototype.next_frame = function()\n",
        "  {\n",
        "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
        "  }\n",
        "\n",
        "  Animation.prototype.previous_frame = function()\n",
        "  {\n",
        "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
        "  }\n",
        "\n",
        "  Animation.prototype.first_frame = function()\n",
        "  {\n",
        "    this.set_frame(0);\n",
        "  }\n",
        "\n",
        "  Animation.prototype.last_frame = function()\n",
        "  {\n",
        "    this.set_frame(this.frames.length - 1);\n",
        "  } \n",
        "\n",
        "  Animation.prototype.slower = function()\n",
        "  {\n",
        "    this.interval /= 0.7;\n",
        "    if(this.direction > 0){this.play_animation();}\n",
        "    else if(this.direction < 0){this.reverse_animation();}\n",
        "  }\n",
        "\n",
        "  Animation.prototype.faster = function()\n",
        "  {\n",
        "    this.interval *= 0.7;\n",
        "    if(this.direction > 0){this.play_animation();}\n",
        "    else if(this.direction < 0){this.reverse_animation();}\n",
        "  }\n",
        "\n",
        "  Animation.prototype.anim_step_forward = function()\n",
        "  {\n",
        "    this.current_frame += 1;\n",
        "    if(this.current_frame < this.frames.length){\n",
        "      this.set_frame(this.current_frame);\n",
        "    }else{\n",
        "      var loop_state = this.get_loop_state();\n",
        "      if(loop_state == \"loop\"){\n",
        "        this.first_frame();\n",
        "      }else if(loop_state == \"reflect\"){\n",
        "        this.last_frame();\n",
        "        this.reverse_animation();\n",
        "      }else{\n",
        "        this.pause_animation();\n",
        "        this.last_frame();\n",
        "      }\n",
        "    }\n",
        "  }\n",
        "\n",
        "  Animation.prototype.anim_step_reverse = function()\n",
        "  {\n",
        "    this.current_frame -= 1;\n",
        "    if(this.current_frame >= 0){\n",
        "      this.set_frame(this.current_frame);\n",
        "    }else{\n",
        "      var loop_state = this.get_loop_state();\n",
        "      if(loop_state == \"loop\"){\n",
        "        this.last_frame();\n",
        "      }else if(loop_state == \"reflect\"){\n",
        "        this.first_frame();\n",
        "        this.play_animation();\n",
        "      }else{\n",
        "        this.pause_animation();\n",
        "        this.first_frame();\n",
        "      }\n",
        "    }\n",
        "  }\n",
        "\n",
        "  Animation.prototype.pause_animation = function()\n",
        "  {\n",
        "    this.direction = 0;\n",
        "    if (this.timer){\n",
        "      clearInterval(this.timer);\n",
        "      this.timer = null;\n",
        "    }\n",
        "  }\n",
        "\n",
        "  Animation.prototype.play_animation = function()\n",
        "  {\n",
        "    this.pause_animation();\n",
        "    this.direction = 1;\n",
        "    var t = this;\n",
        "    if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);\n",
        "  }\n",
        "\n",
        "  Animation.prototype.reverse_animation = function()\n",
        "  {\n",
        "    this.pause_animation();\n",
        "    this.direction = -1;\n",
        "    var t = this;\n",
        "    if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);\n",
        "  }\n",
        "</script>\n",
        "\n",
        "<div class=\"animation\" align=\"center\">\n",
        "    <img id=\"_anim_imgERCBNNRFBIVTPCOM\">\n",
        "    <br>\n",
        "    <input id=\"_anim_sliderERCBNNRFBIVTPCOM\" type=\"range\" style=\"width:350px\" name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\" onchange=\"animERCBNNRFBIVTPCOM.set_frame(parseInt(this.value));\"></input>\n",
        "    <br>\n",
        "    <button onclick=\"animERCBNNRFBIVTPCOM.slower()\">&#8211;</button>\n",
        "    <button onclick=\"animERCBNNRFBIVTPCOM.first_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
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        "rV+/blxKMZUnLgAAAABJRU5ErkJggg==\n",
        "\"></button>\n",
        "    <button onclick=\"animERCBNNRFBIVTPCOM.previous_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
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        "\"></button>\n",
        "    <button onclick=\"animERCBNNRFBIVTPCOM.reverse_animation()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
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        "RK5CYII=\n",
        "\"></button>\n",
        "    <button onclick=\"animERCBNNRFBIVTPCOM.pause_animation()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
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        "AABJRU5ErkJggg==\n",
        "\"></button>\n",
        "    <button onclick=\"animERCBNNRFBIVTPCOM.play_animation()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
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        "Rpcle+Mf8wvgJ16zo/4BtQAAAABJRU5ErkJggg==\n",
        "\"></button>\n",
        "    <button onclick=\"animERCBNNRFBIVTPCOM.next_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
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        "qNIwUMDAwMDAsADKS2NkGL4AAIARMlfNIfZMAAAAAElFTkSuQmCC\n",
        "\"></button>\n",
        "    <button onclick=\"animERCBNNRFBIVTPCOM.last_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
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        "FnSONdiL8Qci0lzwpOM5sQAAAABJRU5ErkJggg==\n",
        "\"></button>\n",
        "    <button onclick=\"animERCBNNRFBIVTPCOM.faster()\">+</button>\n",
        "  <form action=\"#n\" name=\"_anim_loop_selectERCBNNRFBIVTPCOM\" class=\"anim_control\">\n",
        "    <input type=\"radio\" name=\"state\" value=\"once\" > Once </input>\n",
        "    <input type=\"radio\" name=\"state\" value=\"loop\" checked> Loop </input>\n",
        "    <input type=\"radio\" name=\"state\" value=\"reflect\" > Reflect </input>\n",
        "  </form>\n",
        "</div>\n",
        "\n",
        "\n",
        "<script language=\"javascript\">\n",
        "  /* Instantiate the Animation class. */\n",
        "  /* The IDs given should match those used in the template above. */\n",
        "  (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",
        "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABIAAAAFoCAYAAAAvh4ASAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\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",
       "png": 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ZRET9w/YR8lQqhfX1dQQCAUxMTECWZZRKJYTDYe2ISy6Xw7e//e2uJUtERPaw\nZhMR9Q/bA/JCoYB79+5p17Q1u7Zs7ZeHiIjIPazZRET9w/aAfGVlBfPz8w1j3nvvvY4TIiKizrFm\nExH1D9vnkKuF/enTp/jOd74DoPJxZ61bt245mBoREbWLNZuIqH+0dR3yUCiEmzdv4tGjR/jGN76B\nmzdvdjPHLrnskX5and9ufKM4q2lm7a3EOtGHN3I7RtBWW6vtVrFeXhfeXp7d6XZjOol3ev7O+hy8\nmj3sYD8tXWCszgiASy3O0+n26ZX9rdXYIQBn+uZXJqGvABwKUKDomo+HjX0fFy6jhIChfejoomkW\nhRfGmlt4EQSOTWIVi9gjY2ypYMyhVAjg2GR9HBcumz4/y3Vhtt48XYe7WbNb2dcuofN926k6o7Lf\nn+0j5AsLC1hZWUGxWMTU1BQAYG1tDb/7u7/ben5ERNRVrNlERP3D9r8Sfr8fs7OzhvZSqeRoQr1j\n8u+xq/21Or/d+EZxVtPM2luJdaIPd3P7fdw1ab+Me1jBFRRNe7XbvoolkxyO626b5etE7CAtz+50\nuzGdxDs9f3sGr2a/dKifYQCfA3jT5vwXAJRhfnjTSqP92yq2lWle2L/N2n7M2PRu9Xa0pu0loFy9\nCFzVh35x9R0AwEnwgtb2CpfwIwTxOqg/Iv53f/nfAgAuBD/XtQfF6q2/pg6XABwBQV9dzVbMY0tf\nvYyhoP75/ahQOZpem8cR3sURfHgVHNXFvsIlKM8vGw/2WqwL0/Xm2HuEE330sma3sq9dAuBDZ/v2\nKIDTNuc304Uj5IeHh/jkk09QLpe1tmQyCb/f31puRETUdazZRET9w/YR8rW1NcRiMe2LQkNDQ/D7\n/Uin011LjoiI2sOaTUTUP2wPyCVJwsHBAba3tyHLMvx+P27fvg2fz9fN/IiIqA2s2URE/aOlr6Me\nHR3xMllERH2CNZuIqD80PYd8eXkZk5OTGB4eht/vx/DwMH7u534O3/rWt3qRHxERtYA1m4io/1ge\nIS+Xy5ienoYsy/D5fLh27RpEUUSxWIQsy7h37x7+8A//EHt7e73Ml4iITLBmExH1L8sj5A8fPoTf\n78eTJ09weHiIJ0+eYHd3V3u8v78Pv9+P+/fv9zJfIiIywZpNRNS/LAfkqVQK6XRa+0GJepIkYXd3\nF7u7u11LjoiI7GHNJiLqX5YDclEUbX0bXxRFRxMiIqLWsWYTEfUv2z8MREREREREzrP8Umcmk2n6\nrXxFUZBAaosBAAAgAElEQVTJZBxNKJfLIZPJoFQqYW9vDysrK5iYmAAAyLKMnZ0dhMNhZLNZzM/P\na0eEGk0jIhp0rNlERP3LckBeKpVw7969ph0IguBYMuVyGZlMBnNzcwCAdDqNWCyG/f19AEAikdDe\nTCKRCO7evYutrS3TaXNzc9jc3HQsNyIiL2PNJiLqX5anrKi/8lYsFi3/9vf3tSMhTjg4OMDKyor2\nWL2E19HREbLZrO7cR5/Pp/0EtNm0VCrlWF5ERF7Hmk1E1L8sj5Dfu3evaeH2+/22jsjYFQ6HdUU5\nk8kgEAhgbGxM++nnWqIoIpfLWU57+vQprl275lh+RERexZpNRNS/LAfk8/PztjqwG2fX+Pi4dn99\nfR0bGxsAgGKxaDnP4eFhG0u63MY83ein1fntxjeKs5pm1t5KrBN9eDu3YwQNrWZtVu2VNrt5eHtd\neGN5dqfbjekk3un5W+tz8Gv2cBvzWPVzoYP5LwC41OI8nW6fXtnfHKgFryzaTDaJVy+N6/lV4RKe\nY8zQXiyYXz3odfldQ1uhHASeG2MLirFmF8pBlAujhvbnBWMOzwtjeGWybbwqXAJKJslZrQtTXq7D\n3azZrexrl9D5vu1UnVHZ789yQO6kjY0NHBwcWE6PxWKIRqOGee7cuYObN28CAILBIEol/RZdLBYh\nCAJEUTSd1ljttXglAKFmT4MIv4/fAHBc16oWFjvt3Rik0WA7ACBX73fyZmOfN2v279Xcn67+tWME\nwEsAr9uc/xTA59U+qOJnYRxJWgyk1FFH7aZ8CuBoxHAS7d9c/jvV0Lev1RtcRB4TuIIvdLFnw5WB\nz9hwWdc+9h99DgD4PPh2gaVCAJdwjJPgG13sDws/bhr7l/hJjEHf7z4mAUCXxwtcRQE/pstXzRlf\nCB3uvj9bva1dz5cA/HknnfaBVva1N+h8334F4KTN+VVPqn9AKxcz7MmAXP3Cj13pdBqhUAjXr1/X\n2iRJMi3Y165dw9nZmeU0a1+ve1w/mGpVr+e3G98ozmqaWXsrsU70MSi59Xp5Xs6tm8uzO91uTCfx\nTs//5eofUPmH7o877K85b9bs/7TucSdvmq9RefNu10u0NiBXc+10+/TK/lbf/gq2B0Gjdbcqf/Wv\nxoXg6+qt/rW6gi9wNfhC16YOmH3BI127r9oeCOoPwY/iBcS6tpe4Yhp7hHcM/aoD8fo8LuC1IV8A\nps9P+5/FeADehDoQr1/Px/DudtEo1u70YbS2r3W6b5+g8wH5P6j+AZVh9iNbc3nuOuTql33Uwr69\nvQ0Ahl+fk2UZsVgMQOU8RqtpRETUPazZRESd68kRcrtkWUYkEtG1hUIh3Lp1C0DlI9FkMglJkrC3\nt6edq9hsGhEROY81m4jIGZ4akEuShLOzM8vpU1NT2lGX2dlZ29OIiMh5rNlERM7w3CkrRERERETn\nCQfkREREREQu4oCciIiIiMhFHJATEREREbmIA3IiIiIiIhdxQE5ERERE5CIOyImIiIiIXMQBORER\nERGRizggJyIiIiJyEQfkREREREQuGnE7Afdc9kg/rc5vN75RnNU0s/ZWYp3oY1By6/XyvJxbN5dn\nd7rdmE7inZ6/V332C6ferkYAXOxg/osARluc59RGjFM126q9m7GXTNrN2gC8tGgrGZvfjBpfpzeF\ni3iBq4b2o4LPdHFKwXjcsVQI4JLJa1gqBEzbjmDs+0XBmMOLwlW8Mdm23hQumj4/vLLZBsB6HXv1\nfcapmt3KvjaKzvdtp4fF9vs7xwNyIiLqH5871M+Fal+WI58mLgH4AsBxC/MM+j9SPgBv6touVFaV\nUNd8Ur19U9f2ojJLrb/GjwMAhrWZgFOM4M/xMxitG9m/qc58FV/o2sfwHADwLo60tucYwyheYqym\nDQD+prq8+tj/gL9r6Pcv8ZMAoMvjJUbx1/hxXb5qzngO47qwMmzSdqr+U1C74i6YBA6aVva1U3S+\nb4/CuC13wv5rdI4H5K0U01701+r8duMbxVlNM2tvJdaJPgYlt14vz8u5dXN5dqfbjekk3un5qcLJ\nN8lXAF53MP8x2ntdO90+vbK/1be/genrI8A4CFUP9NYf+PRV/2oMBysD25Gg/hOGUbzEaFA/IFcH\nzFeD+oGzOrh+N/hc134ZLzEW1A/Ij6tJ1cce4V1Dv+pAvD6PYZwY8gUAjMHw/CzXBWAyeH9Td/s2\na+9uF41i7U63G6PqdN+22JZ7gOeQExERERG5iANyIiIiIiIXcUBOREREROQiDsiJiIiIiFzEATkR\nERERkYs4ICciIiIichEH5ERERERELuKAnIiIiIjIRRyQExERERG5iANyIiIiIiIXeW5AnsvlsLGx\ngWQyiUQigXw+r01bWlrC0NAQRFFEJBJBLpfTpsmyjGQyiXQ6jWQyiXK57Eb6RETnCms2EVHnRtxO\noFa5XEYmk8Hc3BwAIJ1OIxaLYX9/HwAwOTmJs7Mz03kTiQQymQwAIBKJYG5uDpubm71JnIjoHGLN\nJiJyhqeOkB8cHGBlZUV7PD09DVmWcXR01HC+bDYLURS1xz6fD6lUqmt5EhERazYRkVM8dYQ8HA7r\ninImk0EgEMDY2JjWtrOzA7/fj93dXdy/fx8+nw+yLMPv9+v6EkURT58+xbVr1yyWdtmhrDvtp9X5\n7cY3irOaZtbeSqwTfQxKbr1enpdz6+by7E63G9NJvNPz96rP9vW2Zl9wKOsLAC51MP8ldGdbcqpm\nW7V3M9bstbkAKCbNryzaTM5YOi0YhyinhRG8xKih/YvCVZOOgeGC8ROa54UxvMFF03azti9g7Ptl\nwZjDy8IoTk2GVaeFEcDsf1SrdQGYrDuLdezZ9xm3anan+7ZTdUZlvz9PDcgBYHx8XLu/vr6OjY0N\n7XEkEsHU1BSASvGORqPIZDIoFottLGm35r4EINRWvkRE3XUAQK7ed/rNonO9q9n/c839a9U/IiKv\neVr9A1o5EaUnA/KNjQ0cHBxYTo/FYohGo4Z57ty5g5s3b2ptamFX72ezWRwdHUEURZRKJd38zQv+\n1+seHzeJb6bX89uNbxRnNc2svZVYJ/oYlNx6vTwv59bN5dmdbjemk3in5/9y9Q+oHAH64w77a86b\nNftX6x4XmsRbuQjgRzA/PGnHJVRe03Ze1063T6/sb/Xt7wA4qWsbAUZhHI+oBzCNB5gNR4WPgpUj\n1kPBt0e5zzCEAoK4GHyti72IyuPLwZe69s/xDgDgStCntb3AFVzGS61/1Y8QNI39W3zJ0O/f4Mcr\nyw2+0dpe4wKOMKbLV80Zw6j81VJHYLX/Z5+ispsLdbHP1RVWO2wbQeNt0e3tolGs3el2Y1Sd7ttD\nAF43C2zip6t/QKXe/Atbc/VkQK5+4ceudDqNUCiE69eva23ZbBbz8/Pal4BUY2NjkCTJtJhbf/RJ\nRERWWLOJiHrLU1/qBN5+2Uct7Nvb2wCAUCiE+/fva3GpVArxeBxA5TzGWrIsIxaL9ShjIqLzizWb\niKhznjqHXJZlRCIRXVsoFMKtW7fg8/ng9/u18xMPDg505yqq18GVJAl7e3u6aURE5DzWbCIiZ3hq\nQC5JkuU1awEgGo0azltUTU1Naecrzs7OdiU/IiJ6izWbiMgZnjtlhYiIiIjoPOGAnIiIiIjIRRyQ\nExERERG5iANyIiIiIiIXcUBOREREROQiDsiJiIiIiFzEATkRERERkYs4ICciIiIichEH5ERERERE\nLvLUL3X21mWP9NPq/HbjG8VZTTNrbyXWiT4GJbdeL8/LuXVzeXan243pJN7p+XvVZ7+46GA/ox3M\nP4rubEtO1Wyr9m7Gmg0lRgAFQP0Pub4yCX0F4Lmx+axgPGZ4VhjCG5Nt4WXBPOehwqmh7UXhChQM\nm7abtb00ed5vCsYc3hQu4szkOOdZYcj0+VmuC8Wk3Wode/Z9xq2a3em+7VSdUdnvj0fIiYiIiIhc\ndI6PkB97rL9W57cb3yjOappZeyuxTvQxKLn1enlezq2by7M73W5MJ/FOz08VP3Son0sA/hbtvy6X\nAZy0OX+n26dX9rf69ssA6o9ED1dGGPWH/dRRx4WatlMAQvWvxuGpDwAgnLxtU06B4o+LGAme6GIv\n4TUA4GLwdV2mlaOso8G3h6Nf4hIu4TVGg+/qYssYM409hGjot4xKbrV5nGAEh3/j0+Wr5mz2/LR1\nUTsSO4X5etOO/Nau52FUXguvbheNYu1Otxuj+mGL8bXU7djso4t2XbIdySPkREREREQu4oCciIiI\niMhFHJATEREREbmIA3IiIiIiIhdxQE5ERERE5CIOyImIiIiIXMQBORERERGRizggJyIiIiJyEQfk\nREREREQu4oCciIiIiMhFI81DeiubzeLw8BClUgm7u7tYWlrCxMQEAECWZezs7CAcDiObzWJ+fh4+\nn6/pNCIi6g7WbCKiznluQH7jxg08e/YMY2NjKBaLiMfjyGQyAIBEIqHdj0QiuHv3Lra2tkynzc3N\nYXNzs8vZPgPwH3d5GU56BmDc5Rxa9QzMudueob/yBZizd/RXzf4zAH+/y8tw2jP01/vM9wB8ze0k\nWvL/fbaPn3x/0u00WrQH4D9xO4kWPEP/1b8/A/D3erY0z52yohZ2AAgEAhAEAUDlKIwoilqcz+dD\nOp22nJZKpXqRbQ+W4aRnbifQhmduJ9CGZ24n0KJnbifQhmduJ9CGZ24n0BX9VbP/rAfLcNoztxNo\n0Z7bCbTsrz47cDuFNmTcTqBFz9xOoA29rReeG5CrhR0A1tfXsbKyAqDy8abf79fFiqKIXC5nOe3p\n06fdT5iI6BxjzSYi6pznTlkBgHw+j+3tbczMzOD69esAgGKxaBl/eHjYxlIut5ldrREH+ml1frvx\nZnFqvlZ9mLW3EutEH/VtjXJ2Ozerdqdy7tXr1M/bRbO+7CzPqfhm87tRL3qjNzX7UpvZ1Rqp9tPJ\nerwM4KSNedqNabTdeKGeXAYwXPNYqD4eBhQAZ3Xhr0y6eAXgc5P2w8qnLQoUXdvJsHHo8rpgvn2M\nFEaNiyuMQqk5HnlyPIKXhVG8soh9bbLtnRSMOZwURoBDQZ+v+jzMnp/VujBbb7p1DFSOpw7Du+8z\nbtXsToa1l6GvMyPovO7Yn78nA/KNjQ0cHFh/JBSLxRCNRrXHExMT+PDDD7Gzs4OZmRk8fvwYoiii\nVCrp5isWixAEwXJaY0stPw9zvfiY1Un9li/AnHuh3/IFmHP3eLNm/1rLz8Pc/+ZQP73k9e3mP697\n/D9Vbsz+7/qORRcm7YqxCQDw/5q0/alFrF251f+jwx7c8M/dTqBFXt+OzfSuXvRkQD43N2crTv3W\n/YcffggAiEajiMfjePbsGUKhkGnBvnbtGs7OziynmVEUq92ciIhYs4mIestT55Dn83kUCgXtsSzL\nCAQCGB8fx9TUlC5WlmXEYjEAQDgctpxGRP0pHo/rHsuyjGQyiXQ6jWQyiXK5bGsadQ9rNhHVYt1u\nn6B47NDDzs4OisUiRFHE7u4uFhcXtaMmuVwOqVQKkiRhb28PH330kfaFokbTzrt4PK5dagzgtYG7\nwavrLZfLIZPJoFQqYW9vDysrK31xjehUKoWZmRmcnb09kTISiWiXySuXy7pL6NVP680l9N7a2dnR\nPZ6dnQXg7XXsFNZs57Fmd59X11u/1mygv+q2J2u2QrZtb2/r/lQHBwfK6uqqkkqllNXVVaVUKtma\n1gu7u7uKIAi6tunpae1+qVRSbt26ZTktHo93P8mqbDarrK+vK6urq0o8HldkWdameXkdK4q7681K\nqVRS1tfXtcepVEoJhULaY69uB6VSSXny5IkSCAS0tidPniixWEwXp05vNK0XVlZWlJ2dHUVRKrnX\nrjuvruPzgjW7u1izndWvNVtdZr/Uba/WbA7IbfLqC9hIP+0g/VyI3B4QWnny5IluHR4eHiqCICjl\nctmz24GiKNrAqXaZW1tbhtc1FAop2WzWcloul+t6roeHh5brxsvr+Dxgze4u1mzn9WvNVpT+qdte\nrtmeOofcq0qlEj7++GPcvHkTQOVHLNSPWbz54xcVqVTK9FxNL14b+ODgQLt+MQBMT09DlmUcHR15\neh0D1uvU7Wsqh8Nh3brIZDIIBAIYGxvz7HaQTqdNzyV2/hJ6zshkMpAkCTs7O9p5kPl8HoB397Xz\ngDWbNbsRr+5//Vizgf6q216u2Z68DrnX1L6Afr8f2WwWt27dwsTERNsvoNXVBJzSTzsI0J1C1O11\nrGp+uTb3jI+Pa/fX19exsbEBwJvbQT6fhyiKpucRB4NBhy+h5wxZlpHNZhGLxTA2NoZIJILp6Wns\n7+97ch2fF6zZ3cea3R39VLOB/qvbXq7ZHJDb4JUX0O61gfttB1H1WyFSWa1TL9nY2MCdO3e0I4Ze\n3A6y2SyKxaJ2JLNUKuGTTz5BNBqFJEmOXULPSZIkQZIkbV/z+XyQZRnPnj3rwnW4yS7W7N5gze6e\nfqjZQP/VbS/X7HM9ILdbLL3yAtq9NrCXdpBWf2BEnacfCpGq0Tr1gnQ6jVAopP2CItA4Z7cKpfot\nd9XCwgLu3r1rGuuVS+hJkmRoU4/+OXkdbqpgzX6LNbt9rNnO6be67eWafa4H5HaLpZdfQDNe2kHs\nrmNVPxUiVaPrLbtNPV9TzXF7exu3bt3y9DWiy+Uy1tbWIAgCvvWtb2F2dhYTExPY2NhAMpnULpOn\nHo0D0HBaN0mSBL/fj3K5DJ/Ph1KphFAohPHxcd3RQ8Bb67hfsWazZjuBNdt5/VK3PV2zHf2K6ACb\nnp7WLs10eHioRCIR3TTVwcGBkkgkbE3rtlKppKysrChDQ0NKMpnULkmVzWaV1dVVZXt7W1laWlLK\n5bI2T6Np3fbkyRMlm81qj7e2trT7Xl3HKjfXm5WDgwNFEATd3+TkpDbdq9tBv5FlWVlaWtLWVT6f\n16ZxHbuHNbv7WLOdxZrdG16t2Z77YSCvyufzWFtbw3vvvYe9vT0sLi5q/03xxy86J8syJicndW2h\nUAg/+MEPAHAdE1FrWLO7izWbyFkckBMRERERuYjXISciIiIichEH5ERERERELuKAnIiIiIjIRRyQ\nU19aX1/H5OQkhoaGIIoiZmZmMDMzA1EUMTQ0hJmZma4tNxKJdKXveupPTbcqn89rPwVMROQVrNvW\nWLeJA3LqS/Pz89jd3QUAfPTRR3j8+DEeP36MYrGI+fl5x35oIpFI6B6/9957uHPnjiN9N7K0tARB\nENqad2JiAktLS8jlcg5nRUTUPtZta6zbdK5/GIj6WyAQMG1fWVnB9PR0x/3Lsmz4RbmpqSnDDzQ4\nLZVKIZ/P635oo1UbGxvaT4UTEXkF67Y11u3zjUfIaWCkUimk02n4fD7TX+pr1cLCggNZtbfcxcXF\njvrw+XwIh8M9+8VKIqJ2sG6/xbp9vnFATgNjZWUF5XIZALC1taW1p1IpJBIJJBIJTE5OIplM6uZb\nXV3Vps/MzGg/55vP55HJZJBIJJBMJrG8vIxAIKD9GMbq6ioCgQAikQiSySQmJycxOTlpOIcwm81i\nZmYGi4uLmJmZwcLCgmkcUDm6k8/ndec71i5neXkZoigiEokgn89jaWkJoihicnLScP5hJBLB2tpa\nZyuViKiLWLdZt6nK0d/9JOqhw8NDRRAEJRQKKaFQSBEEQdnZ2THEBQIBZWNjQ1GUyk/mCoKg/VTu\n4eGhEovFtNiFhQUtNh6PKzMzM7q+VldXlVAopD1eWlpSBEFQksmkNn8gENDN4/f7tby2t7eVQCCg\npNNp7Wexa21tbSmCIBja1eWo/UxPTyuCIGi5xmIx3c9RK4qirK2tmfZFROQW1m3WbTLHI+TU9xYX\nF7G/v48bN25AMfnh2Y8++kg7N1GdXnuOYSqVwuLiIlKpFJaWlhCNRrXY+v7MHguCgA8++AAAcOvW\nLZRKJRwdHQGoHDkpl8sIh8MAKl/cKZVKiEQimJiYMOQqy7Lpc1QUBYFAADdv3gQARKNRCIKAu3fv\nAgBu3LhhmFcURQDQciEi8grWbdZt0uOAnAbGwsKC9g33paUl7aPAu3fvYm1tDYuLi1hfXwcA7dv8\nfr8fa2trSKVSmJmZQSgU0hVIO9+YV4s28LaYqiRJgiRJ2pUFUqkUQqEQxsbGTPtqdA5l7RtBMBjU\nPfb7/ZbzWS2LiMhtrNvmWLfPHw7IaWDMzs5qRyJ2dnYQDAZRKpUgiiISiQQePXqE5eVl3Ty5XA6S\nJGF/fx8HBweYn5/H0tISgEqRVo+srK6uWl4j1uzoTq35+XmsrKxgcXER+XweT548sYx14ktNKlmW\nHblqARFRt7Bu67Fun18ckFPfUo+W1BfWlZUVyLKMsbExpFIpAG+PUjx8+BAAcHh4CAAoFArat/In\nJiYwPz+PUCgEoHL0Qj3qkkqlTD+qtKLmlM1msbm5ibW1NcTjcczPz+Ps7MxyvnA4DEmS2v5xiVp7\ne3u4fft2x/0QETmFdbsx1u1zrJcnrBM5ZW1tTQmFQsrQ0JASCASUWCymxGIx7UtCoihqsbFYTIvZ\n2dlRFhYWlMnJSSWbzSqpVEqJx+PaXywW0744JMuyEgqFlEAgoOzs7Cjb29vaMhcXF7Uv+gwNDSnL\ny8uKLMtKLBZThoaGlJmZGaVcLiuHh4eKJEmKIAi6v+3tbcvntr29rcTjce3x1taWbjm1eSwvLyup\nVEqXl6JUvvRU+yUmIiK3sW6zbpM1QVGafG5DRG1LpVJYXV3F9va2dk7g8vIyZFnG5uam5XyJRAL3\n799v+8csFhcXkUgkOvqRCiKi84h1m9zAU1aIumh7exuSJOm+oCOKIr72ta81nG9zc9Pym/vN5PN5\nLC4usqgTEbWBdZvcwCPkRF2Uz+e1cx39fj9KpRKmp6e1cyKJiMhbWLfJDRyQExERERG5iKesEBER\nERG5iANyIiIiIiIXcUBOREREROQiDsiJiIiIiFzEATkRERERkYs4ICciIiIichEH5ERERERELuKA\nnIiIiIjIRRyQExERERG5iANyIiIiIiIXjbidgBsE4RKA126nQUTUsnfeeQfPnz93O42eYs0mon4V\nCARQLBabxgmKoig9yMdTBEEAsFJ9NALgQt0t6tpq79udpzbeqr02KQDDdYsYqWkbqWmvbVPb69uc\n7OtPHgDRB8b2kbq+rJZhFm/aV3VTHDkFRk4xNHyCkQunGB45rcwycorhkROMjJxieOgUw6i24xTD\nOMEITqv3K48ri69ts2qvzPu2L31/Vu1vp+nb/vWDP8H7D77eUk72lm+2bHs5mS7/9BTDJycYOT2r\nzHNS+RNOAZxU/1C9rW07rZtWPx2txT/4I+DBLzfoy2z5tX2ZLaML+b45AU5OgDfV5Z+cVNsAvKn+\nqbO8qbuFSdubBu1W8wDAAwDnrWxXavbvwLqW1rc1qtV26rhVe21S1dtu1t5O+jJrN6vLZsswi/+X\nD4BvPjDpRzHUbECt1/qaXXmK9mucdT2zW8eb19d2aqlVTu28j7Ty3Ff/69f4rY8q+/7I6ZmxZgP2\napydmokW49tZfpfzfVONV+t2fc0GrOuyVU3+XwDcNGlvVMcfwF7N5ikrREREREQu4oCciIiIiMhF\nHJBTcxPvu51BXxl//2fcTqGvvD/pdgZE1FT4fbczOPe+/ktC8yDqql/oYt8ckFNz0vtuZ9BXOCBv\nzfs/53YGRNQUB+Su+8Vf4pDNbV/tYt98dYmIiIiIXMQBORERERGRizggJyIiIiJyEQfkREREREQu\n4oCciIiIiMhFHJBTc/JnbmfQV5599hdup9BXPvuB2xkQUVPZz9zO4Nz7139y5nYK596fdrFvDsip\nufxnbmfQVzggb81n+25nQERNcUDuun/zJ81/fp266991sW8OyImIiIiIXMQBORERERGRiwRFUc7d\nZyCCwJ+fJaL+9M477+D58+dup9FTrNlE1K8CgQCKxWLTuHM5ICciIiIi8orhBw8ePHA7CSKi80SW\nZXzyySd4+fIldnZ28NWvfhWjo6MN54nFYvi1X/s12/20swwi6q5W9ks7sa3WBerNawAAOzs7+P73\nv6/9feUrX2mcmNKHDg4OlNXVVSWVSimrq6tKqVRqK7bdaf3IqXWWzWaV9fV1ZXV1VYnH44osy9q0\ne/fuKYIgKIFAQJmenlay2WxXn1M3ObW+Gq2TQdrGnFpffr9fEQRB95dMJhVFGazta3p6WrtfKpWU\neDxuGZtKpZS1tTVFEISm/dy6dautZfQC67b7evEaDNJ+2g2t7JeNYlupC27v+17Ti9dgZWVF2dnZ\n0ear7cdKXw7IO1mZjd6wvPxm1iknNsDDw0NlfX1dm5ZKpZRQKKQ9rp3W75zaYRutk0HaxpxYX6VS\nSUmn07rYjY0N7f6gbF9PnjxRYrGYri0QCDSdr77oN+qn3WV0E+u2+7r1GtiteeddK/ul3dhW6gL1\n5jU4PDxsa5333VVWstksRFHUHvt8PqRSKdux6XS6rWlWy+gHna4zNVaWZaysrGjTpqenIcsyjo6O\nupS5O5xaX04tw+ucXF/Xr1/X7m9vbyMajXYhY3fJsgy/369rE0URT58+daSfXC7n2DKcwrrtvm6+\nBlzP9rSyX7a7D3tt3/eaXrwGmUwGkiRhZ2cH6XQayWQS+Xy+aW59NyB3YmU2esPy4ptZp5zaAMPh\nsK7wZjIZBAIBjI2NaW3qBri8vIxyuezwM+kNp3dYs3UySNuYU+vL5/NpbaVSCYeHh5iYmNDFDsL2\nZefb9p32c3h46MgynMK67b5uvwbNah61tu+3Wyecqi+DqhevgSzLyGaziMViiEajmJ+fRywWazrf\nSFtLc5FTK7PRG5bX3sw65eQGOD4+rt1fX1/HxsaG9jgSiWBqagpApUBHo1FkMpnWkvUAJ9eX1ToZ\npKLZjQL38ccf46OPPtK1Dcr2FQwGUSqVdG3tbA9W/QiCAFEUHVmGU1i33deL1wAYnP20G1rZ99ut\nE6bHzCsAAApSSURBVE7Vl0HVi9dAkiRIkqQdrPT5fJBlGc+ePdONoer13RFyJ1ZmozcsL76Zdaob\nG+DGxgbu3LmDmzdvam1qEVbvZ7PZvjydxcn1ZbVOBmkb68b2lUqldJ+8AIOzfUmSZPqcr1275lg/\nExMTjizDKazb7uv2a6AalP20G1rZ99utE07Vl0HVq9egXv2nSmb6bkDu1Mps9IbltTezTjm9AabT\naYRCId1gPJvNIhKJGOarH1T1A6fWV6N1MkhF0+ntK5VK6c5RBQZr+6odsACVjzdrP86UZdnWx/yN\n+gmHww2X0Wus2+7rxWswSPtpN7Sy7zeLbXcZ510vXgNJkuD3+7V+SqUSQqFQw6PjQB+esmJnZQaD\nQfh8vrbfsLz2ZtYpp9YZ8PYLPWrc9vY2bt26hVAohPv372txqVQK8Xi8G0+n65xaX43WySBtY05u\nX0BlG6s/mjBI2xdQ+YQpmUxCkiTs7e3pTv1aXl7GzMwM7t69CwDI5XLY3d2FIAhYXl7Wzkts1k+j\nab3Guu2+XrwGg7afdkMr+36j2HbrAvXmNdja2sLDhw/x3nvvYW9vD1tbW03z6stf6szlckilUtoK\n+uijj7T/wBOJhOHNzCq23Wn9yIl1JssyJicndf2GQiH84Ac/AFA5ci7LMgDg4OCgr9eZU9tYo3Uy\nSNuYU+sLAJLJJIrFIh4+fKhbxiBtX+cR67b7evEacD8lak9fDsiJiIiIiAZF351DTkREREQ0SDgg\nJyIiIiJyEQfkREREREQu4oB8QC0tLWFoaAiiKGJyctJw3+zSVJ0uLxAIGL70OWjW19fbXnedzNsL\n3cxP/dltO+xsu/l8XvviGNEgYM3uDtbs9rBm9x4H5AOqVCphenoaxWIRu7u7AIDV1VXs7+/j3r17\nhh92MJNIJGwvb2VlBQsLCxAEoe2cvah+Hbz33nu4c+dOW321O28rr0MnzPJzYtlLS0stbRfNtt1y\nuYyJiQksLy8jl8t1nB+RF7BmO4M1mzW7X/XddcjJnsPDQ+16mfUX0vn444+xvb3dcH5Zlm29AdQS\nRdGwrH5mtg6mpqYM1+i1q51523kd2lWfnxPLTqVSyOfzuH79uu157G67GxsbmJ6exv7+fkc5EnkB\na3bnWLNZs/sZj5APsEa/UGf20661FhYWnE6n73hhHbiZgxPLXlhYwOLiYsvz2dl2fT4fwuEwf/SC\nBgZrdme8sA5Ys41Ys+3hgHxAraysNJy+vr4OWZYxMzODRCKBRCKh/czr6uoq8vk8MpkMEokEkskk\ngMp/zmrs5OSk1m7X6uoqAoEAIpEIlpeXIYqidm7Z0tKSds5ZPp/X5mm2zGw2i5mZGSwuLmJmZgYL\nCwuYnJzE3bt3tWUlk0lMTk5icnLScF6c+itz6o9iqMs2WwfLy8uGcy6t5q9Xf75m7bqwys/qdWiU\ns53nvLq6qq3TmZkZbGxsGJ6b1fMfGhrC5OQkPv30U+RyOYRCIYiiiKdPnxqesyzLyOfzunMc7eTY\nbNtdW1vT7kciEd1jon7Fms2azZp9zik08A4ODhRBEJSNjQ1du9/vV9LptKIoirK+vq6EQiFtWjwe\nV2ZmZnTxgUBA60OWZUUQBCWfz2vTV1ZWdH2YWVpaUgRBUHZ2dhRFUZTp6WldbrFYTJmenra9TL/f\nr/W1vb2tBAIBJZ1OK7Isa8tKJpOKoijKwsKCEggEdPlIkqT1v7293XQdrK6u6mL8fr82//T0tJJI\nJCyfe/28dvIzy6FRzs36PDw8VGKxmPZ4YWFB66s+P7Nl17ctLCwouVzO9PlubW0pgiAY2u08b5XV\ntqtaW1szXQZRP2PNZs1WsWafHzxCfk5tb2+jXC5r54nF43HIsoxPP/0UQOU8MKXuXLCPPvoI09PT\n2nQALZ+vpigKAoEAbt68CQCIRqMQBEH7ueYbN27ovondaJmyLKNcLiMcDgMAJiYmUCqVEIlEMDEx\nAUVRIAgCPvjgAwDArVu3UCqVcHR0pK2DfD6PeDyu5SLLsnbkwGwd1D5W16Ga++3btxt+ZGjWV6P8\nzHKwk3OzPlOpFBYXF5FKpbC0tIRoNGqZX33bwsICdnd38ezZMwCV18Dqo0qrb9TbydEuURQBoK15\nifoJazZrNmv2YOOXOs+p+h3P7/dr7WrBr/+W9d27d7G8vKyLLxaLLS97YmJCux8MBnWP1X7tLFOS\nJEiShN3dXczNzSGVSiEUCmFsbEybXy38wNtCoFLXwdzcnNYWCoV0BavRN83r1+GHH35oGWulUX6q\n2hzs5NyoT7/fj7W1NaysrGB9fR0AsLu7q3sNrJYNVN5MJEnCo0ePtI9grTQ659XO825F7WtONIhY\ns1mzWbMHGwfk51QoFNI9Vo9gqDukKIq68xNnZmYQDoeRSqVw/fp1lEolrK6udjXHUqkEURQbLnN+\nfh4rKyt48uQJBEHAkydPdNPrjxbUUt8sNjc3TafXrwP1CEf9/OVyGT6fD0Cl+Db78pXd/MxyePPm\nTcOcm/WZy+UgSRL29/eRz+exsrKCpaUlZDKZpsuOx+OYmJjA0tIS7t27B1mW8cknn1guq9F6aPa8\n7ZJlWTsaRzTIWLNZs1mzBxtPWTlHaneo2dlZ+P1+7YsZm5ubCIVC2pGWQCCg/WefSqVwcHAA4O2R\nkocPHwKoXO6oW1KpVMNlZrNZbG5uYm1tDfF4HPPz8zg7O2var7oebt++Db/fr/vS0cLCgnad1Pp1\nUH9EQj3SsLS0pMU48YZX+zrV5/Drv/7rDXNu1mehUNA+op2YmMD8/Lzhjd5q2erzV79MJghCw6Mc\n4XAYkiTZ/oGJRgXfatre3h5u375tq3+ifsOaXcGazZp9Ljh3Ojp50dLSkhIKhZShoSElEAjovtwh\ny7ISi8WUeDyuJBIJpVwu66aFQiElEAhoX8CJxWJKIBBQYrGYsrOzoywsLCiTk5NKNpvVvqgyNDSk\nLC4umuaytbWlBAIBZWhoSFleXtbNs7y8rKRSKUMfZssMhUJKLpdTSqWSIkmSIgiC7m97e1v7spDa\nt/pch4aGlJmZGaVUKimKoijZbFaZnp5WQqGQMj09rT1Xs3Vg9hzVnOvXbb36ee3mZ/Y6WOVcv37N\n+kylUko8Htf+YrGYks/nTZ+b2bJVCwsL2pfLGtne3lbi8bjlNmD1vBWl8barKJUvOzX7QhpRv2HN\nZs1mzT6fBEUZoF8FoHNFPbqxvb2t/de/vLwMWZYbfjxInVtcXMSjR49sxSYSCdy/f7/tH+dolEMi\nkWjpByyIyD2s2e5hzfY+nkNOfWt7exuSJOk+ghNFET/2Yz/mYlaDa3p6Gnfu3IHf78fMzIzt+TY3\nN7Gzs+Nocc/n81hcXGz4YxRE5C2s2b3Fmt1feISc+lY+n9fOrfP7/SiVSpientbOWyRnqZfdWlxc\n1C5/RURkF2t2b7Fm9xcOyImIiIiIXMSrrBARERERuYgDciIiIiIiF3FATkRERETkIg7IiYiIiIhc\nxAE5EREREZGLOCAnIiIiInIRB+RERERERC76/wHuAKcu8TGtagAAAABJRU5ErkJggg==\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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\n4iKA/gM43W4Xy8vLmJ+fH/DV8zztOQohUCgUcPfuXQDAysoKHMf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       "text": [
        "<matplotlib.figure.Figure at 0xea1ba50>"
       ]
      }
     ],
     "prompt_number": 497
    }
   ],
   "metadata": {}
  }
 ]
}