{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "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",
      "%pylab inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Populating the interactive namespace from numpy and matplotlib\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Mag Inversion\n",
      "\n",
      "## Step1: Generating mesh"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# import matplotlib.pyplot as plt\n",
      "hxind = ((5,25,1.3),(31, 25),(5,25,1.3))\n",
      "hyind = ((5,25,1.3),(31, 25),(5,25,1.3))\n",
      "hzind = ((5,25,1.3),(30, 25),(5,25,1.3))\n",
      "hx, hy, hz = Utils.meshTensors(hxind, hyind, hzind)\n",
      "mesh = Mesh.TensorMesh([hx, hy, hz], [-hx.sum()/2,-hy.sum()/2,-hz.sum()/2])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "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-7\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",
      "\n",
      "topo_ind = mesh.gridCC[:,2]<0\n",
      "active_ind = ( (mesh.gridCC[:,2]>-400) & (mesh.gridCC[:,2]<0) ) & ( (mesh.gridCC[:,1]>-400) & (mesh.gridCC[:,1]<400) )  & ( (mesh.gridCC[:,0]>-400) & (mesh.gridCC[:,0]<400) )\n",
      "\n",
      "topomodel = Model.ActiveModel(mesh, topo_ind, chibkg)\n",
      "c = 1.5\n",
      "b_val = 0.5\n",
      "\n",
      "options = {'active_ind': active_ind, 'c': c, 'topo_ind':topo_ind, 'bound_val': b_val}\n",
      "depthmodel = BaseMag.BaseDepthModel(mesh, **options)\n",
      "model_data = Model.ComboModel(mesh, [BaseMag.BaseMagModel, depthmodel, topomodel ])\n",
      "model_reg = Model.ComboModel(mesh, [depthmodel, topomodel ])\n",
      "\n",
      "weight = (abs(mesh.gridCC[:,2])**c)\n",
      "weight = weight/weight.max()\n",
      "weight[~topo_ind] = 1.\n",
      "weight[(topo_ind & ~active_ind)] = b_val"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 30
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "colorbar(mesh.plotImage((model_reg.transform(np.ones(model_reg.nP)))))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 31,
       "text": [
        "<matplotlib.colorbar.Colorbar instance at 0x14611098>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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P7kVychb79l3Ty6emvH788SqhoSOYNas3+/Zdp2XLhixd2p+kpAdERSUazatTp5b84x8d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\n1ngAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x745f090>"
       ]
      }
     ],
     "prompt_number": 31
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Step3: Generating Data"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data = BaseMag.BaseMagData()\n",
      "const = 20\n",
      "Inc = 90.\n",
      "Dec = 0.\n",
      "Btot = 51000\n",
      "\n",
      "data.setBackgroundField(Inc, Dec, Btot)\n",
      "\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",
      "data.rxLoc = rxLoc\n",
      "prob = MagneticsDiffSecondary(mesh, model_data)\n",
      "prob.pair(data)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 32
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data.mtrue = (chi*1/weight)[topo_ind]\n",
      "# data.mtrue = chi[topo_ind]\n",
      "\n",
      "data.dtrue = data.dpred(data.mtrue)\n",
      "std = 0.1\n",
      "noise = std*np.linalg.norm(data.dtrue)/np.sqrt(data.dtrue.size)*np.random.randn(*data.dtrue.shape) #(*??)\n",
      "# data.dobs = data.dtrue+noise+const\n",
      "data.dobs = data.dtrue+noise\n",
      "data.std = std"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 33
    },
    {
     "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])\n",
      "dat2 = ax[1].imshow(np.reshape(data.dobs, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
      "plt.colorbar(dat2, ax = ax[1])\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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oE3Vm6GGJCl5W6GKSUZK1OJetHWFf9VW2d51kJjTIPH2U8NHDAioWaaIoDovR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HImDpNwFpXavxGTBDFpENtnV6aDzatF4a5P6N3GKKIMS5SIQadGXlDpArTFsReqPAG2YiVixUJP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\n7SjZzlnvj1bjn3x9Fs7nnwp4v/zyy3z961/Hsix+67d+iz/8w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7H2NYoJdk2mYgd2wNtC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JJhJycYtCbZXTpDrLBCtJTGWy7xm5Pf5MXpd/Pt/COca9/KzK3duNx1llOdXJPyvgHqQt8+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\ngg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x72a3990>"
       ]
      }
     ],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.plot(noise)\n",
      "plt.plot(data.dobs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 35,
       "text": [
        "[<matplotlib.lines.Line2D at 0x72ad990>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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iWpLXW+C3DU30/P+E4jmTeEawYDSvpAzBZ/9r6eszBCmOY9dizwMw9EwydFeV\nmhLKbbhnfDsDH2z7wPJzIAgrSDEQYcEEfXFZMQBjkZUcIA3qSvJ5NYvBKsYQIl1V3uaFueAqQqBp\nXtAmemaKIEjMwUyJyXUM8ljMXsvMLRXsr2wxsDG4vW4AwKUdLxXu8+wfZuOuxXdZfg4EYQUpBiIs\nWBC10lMJAGgZ1RKA0e/NkGe/PGYWgyAwEUZLDDNXklS3wPz8iqKgylMlNtFTLFxJZgVvZn2bYAw+\ny3UMcpV1lacKuSdyhR5RZsFoK4Wg1zVIab5un1u45wQRKaQYiBrB3BVWs1erDBseJsh5ARdO8Dno\nfq7IjPfzs+BzSWUJVu5bqc3ilSDBZ9lVZBJzsBorG6fQEoNTUm9tfku/pqqqmuUkK8ggMQh2r616\nKFGvJKKuIMVA1AhmOaQtTgNgrM61Emo8XlVzJQWLIZimo0ruHFlxqNAa2fHCmQ8+F5wu0BWFvB6D\noWBNtiCCvbZJjIHv08Re65aetwDQ3G/M9SS71IJZEAbLQYo9bC3aGu7HSBBBIcVAhEX7Fu0BBIRU\nwZkCAEZhZSXMeJgrKdwYg+xyUVUVUfYo3bcuu3N0i4ETzuw43ZXEBaeDdWrVlY5F1bUc37CKMbD3\nNPqi0fp+OW3X7XMj2h5taSlYNR+UO9ta8cK6F1BSWRLWsUTzJmLFcM899yA+Ph59+vTRnyspKUFq\naip69OiBMWPGoLQ00MNl9uzZSE5ORs+ePbFixYpIX544i4x8dyQq3BUAjMFlhuz3dtgcwvGWMQZ7\ncBeKmbuGF87Rjmjdty64kpjFoIgdTtlxgisJ5q6kUK4lSzeWSdttfpuNTd9mQXj/vXN5XYh2BBSD\nHEtg99rKlWRGm+g2+uOnVz2NpbuXWh5LEIyIFcPdd9+NzMxM4bk5c+YgNTUVubm5GD16NObMmQMA\nyMnJwcKFC5GTk4PMzExMnToVPp9RcBD1z6mqU1h7aC1+PforgIBCyD2RKxwnCyuzxWVkZeL1eUMK\n/pCzeMm1xBSNIcYg1zGYrcdg1oAviCvJTFGwugX22rISksfG9vMWg9fnNVgMTpvTWAFtsYBP25i2\nIT9XClAT4RCxYrjyyivRtq34hVy6dCnS0jQfdFpaGhYvXgwAWLJkCSZNmgSn04mkpCR0794d2dnZ\nkQ6BOAswYcqW7GRCaNX+VcJxckDULNbAC1n2HC/wrCwE/lpyEZrp8T6vMcbgVwQMoYmeWdtt2W0l\nWRC8a4kgv7SjAAAgAElEQVQ9Z+VKkmMMvMXAxhpljxJcRPL74i2rUMHnWGdsyM+VAtREODjOxkWL\ni4sRHx8PAIiPj0dxsZb7fuTIEQwbNkw/LjExEQUFBabXSE9P1x+PGjUKo0aNOhtDJSxgwubQqUMA\nAgIl5fwU4ThDINSkYypL4+QFvVnwWZ6FM6VU7ipHq+hWBr+/WUzCEGNAIMYQZYsyzOJlRcCsGVkR\neL1ew2upMAay5T5M/H42Nl6RyBXg8jZ/X5hFYbWATzjWAFkMTYusrCxkZWXV+XXPimLgYel6wfab\nwSsG4tzDhM3c7Ln4bZ/f6kLoglYXAAAeG/oYXtn4imWmDC/MmIBzeV1amqZ/ZsxcO0z4smCywcWi\nehFjizEEgOV1DryqV7+WIJwVBa2iWmFk15HYXrxdCD7LriQ5IGzVfsPMQuDrGIRUWH8GkmmMweYU\n3HBmFeG8pRDtMCqGcPpTMchiaFrIk+ZZs2bVyXXPSlZSfHw8ioq01aUKCwvRsWNHAEBCQgLy8/P1\n4w4fPoyEhISzMQQiQviAKGCcnbJ6BqsYA++Tl4OyZr54Q7pqkLqFYB1O+dfi6xj6d+qvC2i+Mlp2\nJXl8HjhtTsFtZXAlmXRu1d+XJPhlxWGIMXDpqmZpvLKCjLZHmypfIJBKzCMriydXPBneF4Bo1pwV\nxTBu3DhkZGQAADIyMjB+/Hj9+QULFsDlcmH//v3Iy8vDkCFDzsYQiAhhwkeuqrXMpQ+y6A6vCNis\nnglMth1Wd1UTxaH7+RW75rf3C1+5jkGuhOa3+fiF7Eoy1DVwSkjuuyRbEJWeSsQ6Y62zkvzWieBK\nCtJ11uvzxyQsgs9m/alYlhjjdPVp/fGx8mMhvgVEcyVixTBp0iQMHz4cu3fvRpcuXfDuu+9i2rRp\nWLlyJXr06IHvvvsO06ZpK0+lpKRg4sSJSElJwQ033IB58+aFZf4S5x4mfPrG9wVgnTJpsBjk2azq\n1WfO8hKYwgI3iujnD9Zkj08hZcKYKQpe+MpFZnITPSbchRiDyaydb9AHiMFmIYYgWUYenwcOmyOo\nxRBljxJeO1gQXg5WyxaD2W/JzIpgdHyxo+6+IwieiGMMH3/8senzq1atMn1+xowZmDFjRqQvS5xl\nmKC/ofsNAAKuIatOn1bpqoKLxWfTYw58do4s+JkANBPObNthc6DaW22wPnSLQQoAmwWEVVWFD+K6\nzLrFYOJK0q8F0dqQg89WikC2GGTBz1xLgivJLqazBrMYzDhaftT0efZ+dx3fhT7xfUyPIZovVPlM\n6CizFNz56Z0ArF1EsiKwas+gCz1/WiY/q5dn+bLLxOPzhG6ZIc3a5QI3uY5BLjpjwp1ZJ8GCz2YF\na1bdVHk3llmwWXap8VlIVvUd/D0XLAzpswhmHciwa9zwfzeEfQ7RfCDFQAgs3LEQgLFJ3qPfPCps\nywrB4/PoFgAA3U2iZwpxApF3uZjFGNjMWI4x8MLaoTgMwto0xmDSG4mvfDYTtnK6apQ9Ch6fx1QR\n8EqH369CtbQYeJea7DILth3SlWQSY5DXaGCwa7DWJgTBQ4qhGeP2ui3bKcgWw96TewEYXUbVnmp9\nWxbmTKC6vW7TmbUQY+AEP8sMsooxyBZD0BiDSW8kXlHoWUhS6isvjGMcMbpiEKwPaf1oQxZSEIuB\njV3OSgoWhA8ZfDaJMVgtmBSsjQZBkGJoxiS+nIgHvnrAdB/LWGFCJ8YRo21L7gu2PgObefOzWaYY\nzrjOoHV0a9MupEKMAeHHGFgdg34tiDEGKwtBXo+BBZv1VtiqGGPw+gKKQQ5cG+IVtYgxGCwEkwWM\nrILPbp8bMY4Yg5Bn1wOsaxv4YxjL8pbpip5o3pBiaMYcLT+Kn4/8bLqvsKwQQEAR/G3k37Rt2ZXE\nKYpoe7TBleTxeXT3DO/uiSTGwKeMMsFvt9l1NxVf4BbUlaSqusXAt8LmrRP2vsxcSWbBZzkdNZTF\nwMcQZNeSnCHFCtzY8W6vG7GOWMNnEY41YBawvumjm/DFri9Cnks0fUgxNHO2FW8L+vzKfSsBBAKb\nfNBZ7vPDb5e7yvWqXjYL5xWBWXaO4DKxRRkUA690+DoGs9RXJvi/3f8tlu9dLrh/+Mwij89jEN5m\nriS3zy1YCLLlw2/zriVZEcjHyxaCrBCZctXvi5nFEEYbbqbonDancGy0PdryHKL5QoqhGXHdh9fh\nzyv+bLrvZOVJYXvOD1pHXDaDlAvcWBUuryjYbLbKU4Vqb7Uu1Hjha1XgxruKzCyGGEeMUIVt5ZZi\n1ggT/K9lvwYAhoI2PkDM1xrI1snWoq0oKi/SXEn+c11eF/ad3GeIOZhVeAeLOTBXEn9PZcuJdxXp\nyte/nXMsB9XeakOigJmQZ/uGdxkufI7V3mrLc4jmCymGZsSKvSvw0o8vme77dv+3ALQeSDy39roV\nQKCO4Zs93wAwCi2Pz4PSqlKUVJboRVOyK0let0AOPgerY2jhbKELMdYSg29xYRV87hintWMRahEU\nMfgsFKFJwhnQlCbvSvoy90usz18fCD5DgQ9GayVouqpJd1U55sDusZXFAABxzjh4VS/cXjeOnDmi\n3z+5Wd6Z6jP6Ndlr8fDuKTM+3/k54p6LM91HND1IMRAAgFZRrQAAr2x8RXg+oZXWy4oJGmZByA3d\nvD4vSipLMGXJFF3oOO3OgMUguVR4AWkaY5CCsrGOWFR5qvRt3ZXEp6uaFLj9beTfMCpplGUmkawY\nZCUFAC2cLeD2unWl8sDABzCm25iQriU5dVZPV+Vcaryr6M1Nb2JPyR5LxaDHcbh+Vb069NKtNEBr\nDcKUGPtcAOjrasj1Jtd3vx4A9FgTbzk8lvmYvr3h8AZ90Sai6UOKoZmT2DoRANCpZSfT/VYzTFlI\n8bNY9liOMRw8dRBVnipdgPLCXW6JIadlyl1F+VqAE5UnLAvcnDYnks5LsswkMlNavCsJAMb2GGvI\nSuK7p1pmJYURfObfJwCsPbTW2mJQxRXf2Pvjhfn5Lc4XlLGcVSYHqpPbJQMAdp/YDQC61VFwugCv\nbnxVz06rSfEc0fihT7sJU1xWrP/QrejRvgcA67YKTJDI7ZqZ8JYFDX+O3WYXYgwAsHLvSiHfny9w\nY68hC0R5Zs2vmsben1WBmx4Qlprqya4jq+Bzm+g2iHXGCq4klgHFKwLmMrNKV1VhdC3J74sRypXE\nW1IseO1TfWgV1QoOm0O/5+xYVVXROrq18DntOLYDQCDGwOI3f/3+rwCAg6cOCmMhxdC8oE+7CdPp\npU5I+HfwtubMpxyq0E32WcuzXXbcNRddowuyllEthRhDj/Y9MKDzAN1dIweQj5Yf1X3zLBOIfy3B\nYvBbGzGOGFzS/hLLGIPQhpvVMcAmZCWZBp+leIde4OZvv8FcYIqiIM4Zh3J3uT4uy5YYqvnSnnxM\n4KbkmwTFEGWP0oW0HJNgCtLr8+rWC1MMbp8bTrtTtxrkFibL8pYBCBQoyrGF139+XTieFEPzgj7t\nZg4TvqEshvTV6QCABwc9qB/Pu3c8Pg/uGXAPrr3oWnh8HnRp3UXPsWdujcTWiajyVMHldcFpc+qz\n/OfWPocVe1cA0GauZhYD7zLhYxJMGBtiDNJCPEwYF5cVo8xdpisKQ7qqSfVxtD0abp9bF75yqiyL\npTAFl12QjQ0FG4zB5iAtMryqF9defC2uTrpaUAwLf12I7IJsfZuvFWFBeGYxKIqCg6cO4njFcT1O\nw6w2t8+t3yMAGNh5oH6/gUDyAYMVLs79aS4AYzO+T3Z8ovfVIpoepBgaMaqqYltRoA6h2lONr3K/\nqtE1NhzeACBgMYy+aLSwX3ZzsLx3OUOG70rKZuFs9soEYLQ9GtWean2dAr4NBvNxu7wuvdqYX9GN\nWSf8+gtmGU6yxSD7/d/Y9AZeXP9i0OCzXPnMFCB/LV0YQ9Fn7Wz/T0d+wke/fKQrLfk+yMFqJrzl\n2IrH5xHWT5DvuYpAjIEpKQBYc3CN8Bl4fV5DFhlbiY+5kr7O+1r4nD/N+RQAsLlwMwDgZJWYzvz6\nptf1vlpE04MUQyNmzcE16P9Gf3172PxhGPvx2LDOlV1DVjnwVv5vVsfAu5JYJpGsGNg2882z2Sw/\ng2W4vC6DK4mPZzCBzdchmM3K5f5FbPvqpKvxxLAnAimlPmOMwa7Y9XvE12uwWTlzJcnuG6ak+HvK\nWxRyd9Vqj1brwQtvPobg8Xkwpf8U4XqygmTnurwulFSW4Kbkm5DcLjlwz5VAnEcOZAMI2QKjS+su\nAAJZTYzv9n8X9DyicUOKoRHDZntMkGwt2hr2ubJA9vq8UKBg9cHVAIDeHXrrzwPAbSm3YWTXkYKF\nIAefmW+ePdYFpl8gMoHKhNb24u04VXUKDpsDTwx7QlcGvBBze93Ye3Kv0JDPkPoqpYDKmUJ8llL3\ndt1xSftLdOFsla4KQLc4mMWgV1nzLb8VRX+fzG311PCn8OCgB/X37bA54Pa5Dd1VT1SeQPvY9oJi\nkVtgXHnhlcJn4fF5sPP4Tl1BMmX7w6Ef9G0z5ez2ilXS7PNmriQrMrZpKzHuOr4LgJatZEbB6QKU\nucpCf/GIRgEphkbG0LeHYm/JXuG5d7e8W+PrsLx3hlf1CplHLGuFF/x8bYHb59YqnaWWGGZCiW+J\nwQtjQKub+M0lv8HliZfj/BbnG1xJeSV5AALFcmWuMrSObm1abSz0SpKykuQYAq+keEXj8XkM1ctR\n9ii9jkF2JTE3Fu9qio+LRwtnC30sTptT72QrxBhMFKhsMcQ6Y4U40LOrn8Wqfav01h7sfaR0SAEA\n/dpur1u45zuP78SRM0cEi4EvGrwt5bawvjeHTh0yfT7x5USkLU7Tt/+T/R/c9cVdYV2TaHiQYmhk\nZBdk63EBRnF5cdBzzNodlLvKhW2rrCQhAOzPofepPmwv3i4EhD0+fxsLmLuS9CCrT1QMU/pP0Wfp\nTIAylwr/+sy3zoStT/Vh8a7FBmtk9g+z8dEvH1nGGGS3lpyuyhfXlbnKoECxzEqq9lQj2h6tB4CZ\n28phcwiKYOGOhfjt5781z1LiYhByYZ9ZgRuf0uu0O4Xg86UdLzW+T/9Yi8qKhPt5svKk1rrE70oa\n1HkQAOD3fX8PALirn7lQD/ZdY68BAG9ufhMfbP/A8liiYUOKoRFz60KtXYVZKiEfQzDroCqb/WbK\nAxArZZnQ4q0Gr+pF3ok8eHwebDi8Ae9ve9+gGIrKinCm+ozBYrj24msR44jRhXeUPUqPMbDzmeCS\n22tsLd6qj4t3JeUcywEAoa22TbHhnS3v4L4v79OEtYmSKjhTgN3Hd+tpnoDmV+djCHxWklfVqo1j\nHDGCK0mOOTC3FABTi4G5mtjxvMWwp2SPbq1UuCt0xQRAz+zia0UMCo5THEnnJeG6btfpn/Ndi+/S\n4hxcHUPXNl31sV7Y5kLT74NVry0AWJ+/Xn9s5XIiGgekGBowxWXF6P5qd337RMUJAIEe++VubdYv\nKwYWNGXI1oDH5zG0N7BKV+Uzg7yqFz8f+VkXXIt3Lca/1v0LGws2AtACkgdKD+hC6ljFMew6vgtP\nLH8C3+z5RgiyOmwOrdU1VzHstDv1GIPdZofT7tR94HJ7DRYg5tNR+fcgt9/g37uVW+vb/d+i2lOt\nVwm7vW4hnVRvF+6PEZxxaf2HHDYH1q7z4D//9enj9vg8ukXBOFZxTH+vPtWHJbuXoLSqVAgQu31u\nvW4BAEqrSuHxeXCg9ID+WoCmlKPsUah0V+rH8Irh/e3v49ejvwoZT7HOWENMgW27fC7ERcXp21YT\nBV7RsftvxonKE6bPnyt8PqCqKvRxNaGyEvA0k16DpBgaGLcuvBWzsmYBAB7NfBR7T+7Vf3xMEcjI\nimFZ3jJBGahQhe6pp6tPGwREqAI3r8+LZXnLsK14m0EYyKuEMSH1+c7Phd5LvABkQox397DZMe97\nZ+Nk2Th5JXkoOFOAtjFt9XHxwpp/LT6FlH8/ciDcbrPjwjYXYkjCEN0KYO+DZTSxsbCqaa/Pi3Ef\nj8Omwk2w2+w4dtyL7b+IFkO1txrRjoBi+Hzn55j+7XRdeAPA/tL9ukL0+rz651RZpd33drHt9Jbf\nQEAxuLwuRNmj8NbmtzBr9SyDYnhx/Yv68ex9xjpiDYVszCKr9lSjZVRLfb+VYpA/+yW7lpgeJ/PR\nLx/h+g+v17dZMPtsMXs2EBsb+XVGjAB+9hvcbdsC998f+TUbA41WMVx4IbB6tfX+KVMap3b/YtcX\n+PjXjwEE4gAD39SKkaxmZ7JiYMKX8dnOz4Q89BfWvwCX14VubbsBCKSI9ovvpx/TtU1X3J5yu36d\n0lOB12bjeGbEM4iPizeMh5+F88izdObu0S0Gm1MvcLMrdn0bAFyVUXD73Hhr81sAuBXl/O6atYfW\n4vOdn2PwBYMFv/9fvvuLkG8v5Pf7rQCHzYEhCUPg9rpR5anSZ/lun5YBNXgwoPgcepEYex9MUTts\nDqDtXqitD+oxiB3HdugxA567B9ytKxb22fE9pfp30tKPB/5V63Ibr1yqC3UgEANweV26y4t/X7Ll\nxCvjWGesXrjGYK6kF9a/gO3F2wP32+tC3/i+hliD/F2TLU/5O8qSHDK2ZWD53uX6873+08uQAluX\n7N5d83NycoDHxObCWL8emDZNe1xdDezYEfnYGgONQjGMGAGsWSM+l58P/PADsHcvoKrAm2+K+zMy\ngFOnzt0Ya8uZ6jOGXPL80/kAAmY7S0NdunspAOPsXv6xnqo+JQiHd75dDY87cMyhU4eQeyJX/1Ez\nYcz6JgFArw690PW8rnoa5MbjK/V9qqqihbMFrrnoGvSJ72N4T0xI9e7QW1iMXvbr864kqAFXUmFZ\nIRw2B5x2J/48TRNUvXtqgW82o62u0IQ3cxWxQqybkm/CM1c8o7tQAGDfyX36GFiM4UTlCRSeKdTH\n4rRpr81bDMyV9PPPgM+rWQzMOuE/A4fNAXTYBd+I2Xhj0xv46fAWZBdk6wqOMbbHWFyTdA1sCFg3\nejqrP+jeJqYNAGBnq/8AAFJ6RMPlccPtc+OS9pdgSv8pGJY4DG6v5ko6v8X5+j23K3a4vC4hsYAP\nsrP3xffP4r97VZ4qPQOq4HSBnnrMw5ruMWRFIB/PPhdW2c7DlND9cz+EMiuQOquqqv6ZbdpknODp\n35kgeGxlwPnhWyV79gCzZgGvvirtaHEc337rj9clfY/KFrlhX7Mx0ygUw/r1mgn3+99zT8YdhU/1\noXt34PPPgQfkpYttdWMu5OYCW7YAXi9QWFgnl0RREbDSL2cT/p2AOz8TWwswgW2TPp5fjv4CAIZs\nj9zDoj932qppwg/09BkfTpz06MFFj8+DKUumoLCsEDGOGJRVePDaxrn4JOcTANDTHdmPWobN8Jlg\nZw3aGMtXacL2kSGPIK1fIIWRCan5W+bjmz3fQFEUvZ/RrbfYcGh/FPJPBZSiw+bArzv9gsvnFHr+\nPHaPVrm7KzeQCQQAPvhgg01Y8Q0Arrvgt7iz9yRdEXyV+xVmfDcjYJ3YnajyVOn9hwBtIRxWeWxT\n/a4krs02Q7aOCgoDKaH79jgAVdG37TY7lmfacKTIXyjosetKyevzCjEJh80B+Jyo8JSjylMVCCb7\nvCir1ILPTPFm/+yFojrwac6nePDrB9EmWlMwu47vwrJffoTLE7BeRs+/WXtPsOvCeHiX4bjz0juF\nmE7SeUkGlxLfRwoA3vr5Pf27DECPrejbLruhmFLmrWytVoJZF6sPrka3V7uhuhoYNAhYsEAV0qvT\nv3kN9mftqKoCbrzR/Jqb2z8NPNzL8Pzx4+L2zTdrv8XevYFFi0wu9HQH4LK3tcdTrsG+/pMBALt2\nAWbLaZeWAt26AXdZZOqqqva/odMoFAOiyrB7t4r/+z9tMyMDwFPx2KTOB6AiK0t7XrAa/u5EubsM\nilKzD+J3vwMeeiiwfeWVwGWXAf/9L3DBBUCnTppJCWjXLQiRfLHm4BrMzZ4rPPfMM8CYMdrjM64z\nWL5nBTIzYWhnsXj3Yv3xL78Ab2/WvqCDz7tBOO6/O/4JALi5h/8Hr9hwxUjuB91pm17gBIizujhn\nHDonurH+8DoAgVYTvPtCRpvhK1AUBR6Pike+eQQAEL3sfeDQCLz0bzHAy7ArdhwvCawPkHsiF0Vl\nRfCpPlRX2pF/wImH/6QpxW9XOnDk9BHgJv+H4dUEoB4bOTgSAPDY44GsJDY23s/PWP5+H2xd3UWr\n1/AGBLlX9eLzzxx4/6dP8bfvZiLGEQNFUdC7Q2+9hgIA3I5S5BYegU2x4XT1aSFAzFsFAOBQNAHs\n8Xnw9psOYMl8YGsaluUt03oO9ViG+b9oK8t98L4d27Y4MXCwBydKvIKSsSt2wKtda+3+HxFlj9Jd\nQyMn7MTug6U4fVLbP23R28g6FOh3dE/vx4CsmQCAp95biA++y9aV3K6T2gQjCi2FFdw6teyEg6UH\nUVICVLqqEBcVB4/Pg1NVAdP7yLprMPragFJce/g7/bsMaNluL6x/Qd+eNctmWUQ38M2B2L4dQLdV\n2j32unH6NHD1nVqblwULtOOWl/wXsf8T+C5+/L22v7gY+OYbLdDsdmvCmuFWjMV2Ph/QoYP2u/37\n34EffwS+/lr7LbpcAC5ZCvw12nAext2P7OzAZkoK0EvSOXl5wCOPAK+/DuzbB3xgkal7442AzQb8\n61/m+xsKDVYxfPMNtzGjFTDwTUDxYv9+LX4AAEtWHgXSbZi7+EcgXcEDDwAffqjNAgDg153+pSD9\n3+Np04AjUhfqzEzNJcX46CPg/fe1xy4X4Ik7BHTIwSOa7ENxMRATo13LZgMSE0XFk7VtH5RZ2lTi\nq6+Aq9+7Bo988whcbh82b9YWP9nR+mUA0L9slZ4K3HADsL14u+X96Ns38Hj/IY9B2S1ZApw6Hcj5\nz9nlBSrP0/e/teVNvR8RE86AP3ukcyCd1atqC+5Ue9zo1kpzE+kzwJMXAQAWbv8cZe4z+PknG1av\nUXHijOa6qD7ZDqhuDdxyF77M/RI2xYb8ooBb4713HJiZro0x2h6NPSV7MOPbGborSfU4UVqu/aDv\nnGiHDz4gzj/Fq9YWEtJ92j679l/RgskjuowAAPzwgw9799jwyUI7Sko55ajasGu3irJyD/4yQ8xS\nWvO9A4iqwJGyw6g8E4116zSLhQlNxr2Zd2DHsR0Ycdn5wvOKNHW0K/4AsdsD+ByAagcU7Uu4ap8m\nBH88pvnb8w/aNUVld6HMfhgV5YGxKaoDULWf6KNvfYTNhZt1ZXv6hglAy2KUnfK76i4V+xYdyvdq\n9wcAbB5s9X6Md7e+q28DANwtUO2phqqqyC7IxvzN87G/dD/atwe276xE+cmWyC/w4FRZIGD90/mP\n4fs1bjgQcBHiijn6w7ve+yt+3n5G3/6u5F3kF1i7ffoFwlrad68EQB8txlbmPg3c/CAyd2Xpxxw4\nEDh+/34Aig/DhwPz5mnCWlWBAQOAfXu1z4T/nTA58OqrwD/+AQwfDiCmFFC8wJXPAXeOBxwBJcZ/\nrNu5n+bOnQDiioFbf48if+lGjx7A3LnA9On+a7Y4jowM/yTWz+bNwHJ/mOWZZyxvSYOgwSqGGTM0\nAf3ii/4nxj4I/C0aF18M/UcGxf+pd8jRz5s8WZsFAMBNNwHothz9+mmpa88/r7mdbr018Do33KBZ\nBSkpQHk5gHZ7UBF1AIqiZTWU/OZK4I+9gQvXAqlPAymfAk90wfPPB66xeDGwYQMQHQ1cvVgL6GZl\nAWPHAj5oQvjjJccwcCDw6sZXsen8PwEP98TQoeJ7XvljoEDor3813hM2g//pxxjYpE9u/Hhg7Xrt\nB3zy0AXA724EYkv1/R9u+1B/vHqNlIHU90Nhc/zjWdiw0YNXnxgFAIgZrP1Q4dZe/4GXtUyU6c+W\nABd9jzKPP7DtcwLJ3+ivO33xK1hZGBBY5Ze+Clz/JwDAL1uj0a3qNkxJfhpZB7I0YXXJV/p+qHZg\nz3XcqLRfaW7BscB+mxeYNB52mx23p9wOHOuFrNU+ZLxnQ+YyB9b9yL1PVQFGvID1Rd9hW05AWXl8\nHmQuC8zSVXcMNmzQXCZ8wRZP+Yk2iHMGlrm88hbRl73wY+168zbN1fzcqk0XxnK6p9tl06yCzprb\nrmePwP4qX7n+vtFVm70M6OcQJxBeMbjN+Oxzr6aUAOCi702PqarQgtVvvKXdp9QkvyUaU4r99uX4\n8rM4ZG+pwNSp0ok2Nzwu7nWvna4/zNy2BUuWctJ48H+R/GKgn9f06cAnq7kIrhJQGqMfW4C3MyqB\nRC39eW7BXcCgN3C8jRafyN3rwkUXAXkt3wEAXH3jCWCmHRs3BjKHvv4a2JpXrN/vAQMCL/X22wC6\nLcfjj3PvZVpb4NbJwOi/6PKkuhp4V2om8IcZ2pjLywDEntDcS33/D507A5MmAYg6A1y8ErjgZ+2a\nj12EKVMCk1gAGDgQUFscBS76FogpxVGxYW2Dwpg60kDY+ks10tL8Zl26/0mbF4g+Ddzm98m396ce\n/OY+7e8dtwKfLALs3Exv8vXYMcuLwkIbEFeMvfs64osvFOzdC9x7b+CwnTuBli0BpCcDFe2Af53Q\nZhgOv2/znpHiAJ3lwIB3gEu+RGHx17j1VvEHevXV4uFT7lYBfrGb83cDrTg/1F3XIuvndoDWFgdf\nfgmAU2AY8S/dNbIn+VEAj4gvEH0KuPhboPI8lK6dBNz0sLg/WMyl70fC5o/2OZogdbfQnhjnv1E7\nJwAdc4AeX2rbXfwFTTa/AG4l+tWO2iQLSOHevzsGezd3xcIDAHpC+0Hx+OyB12ccvwTtcTsKPYv1\nmTSg1VNcvO85oMNOoKQ7cGgEEH0Gxzv739f234nXcQQyc6pdHk3JMDwx2LMHsF9mt24Up9pQXuED\n2Efuk35GPu670HsRkD9CnwVv/NEO8Esn+xxA0hrtPyCOxQyftL+ov/aZyNg8oa8VVQavx4aHHq0A\npoZrjJUAABuZSURBVAOff9gBGALgN3dr+9vlAd1W4ut/Qf9eAgBmtDa5mJ+En3Q3n875gYDtnP8t\nBTyjgZb+J6Zequ/79fAB/PpZMeAX3LvAUmG1780lPSXLI9pvmaQr+HDnLcCwkRg79nEgPbAa4bZt\n2sz/738Hnv2HF5h5PbDpPmDg28CGR7WD/J8NIybG/+BCzpXQmYu3PSNajAsWAEj33xO/+w7RZZpV\nUR6Pgwc1VxMA4P5BQBstjubz+QCYBCoaAPViMWRmZqJnz55ITk7G8/zUm2foa5rwjZZSi6a30Wal\nANBPnOmi1xfAUx2Av/i/dc+01/5GndEsjac64X+XfwbElKJ7d3+6600PAekKcN6BwHWcFcBVs4AR\nzwMtLdT6X1oCNz4KdFuJOau0RU3Qgots9X9Xu66OCsxoKVwCTyYGHl8s9sPfvkeKkqU+o2eMAAAG\n/VfcP93vNiq9SFOeMpz1IMzEc28yHtt5i2aFMcFs8/8gf71D3GaoCuCJBlpK7RK2TTZem7HpAcAb\nhUNH/EJaVgKq3Tgb9kbh1/NnAZ22Qebf//bf60u+1JRGb8618vODgJ27dz4ncLQ34GqBEye9omCP\nK8brrwM/bQwiVFUFcHJpn/uuFfcbFEXgWnm7pevKClsN8ZOUhf0aE9MSAEa8KH6nzYg9qd2Xx/0V\nz1X+71Avf2wryu+nH/6i8dxgdA2SR37v5eL3pMPOwOPLXxYndQxmVVy4FniAMwEmTgg87vUFcP0T\nQGyJeG7fDwCoePZZNfAdGOgPJg+TU5A4WucD91wZ2G7vV27y9btnaq4oxqhZgcdPdQKevABJSUBq\nKoA/DNaVAgCcqA7eyqY+OeeKwev14uGHH0ZmZiZycnLw8ccfY+fOncYDxzylCd/p5xn3BYMXgIzp\n5wU+0Lb7NFMPANruBQb7hfrjFwHd/Cl1zirg6nQgdVpYL5nf51Hglru0DAbG+HvEgx7pAUSFWEy9\n9yeBx7f+zvo4ALhZtu/9dN4CXDsj+LnMmvjhGaDLOvNjnFVAjKSUfZKg/sk/BkXVlIYnRtzv4EpP\nv3xd3Hd4mCb4k7WVxOCRAt0+O3CplCbijYI1nDUSd1QU3N4oIIW7t3uu0977vmsBm1sU5OwzCjbb\n5oV3dSvgTOfAdkU7cVZf2V48Pluy9I72FrfNFENl28Bj2WKQlRCP5CI0cKyn9pf9Zlxx4n52D3ou\nhim/WCzUk2BswaLTIUQK6SM9jc9F+xXUXWOAzlwH4QtMsuYeuEzcvvUuIN0G/PZm4J4RwV+bceVz\nwJ+kliBXaQkeaL9HfP73NwAzg3wGrfypjAkbDfdFjk01JM65YsjOzkb37t2RlJQEp9OJO++8E0uW\nhFc9GRG/98+SU/1Rnxktgce6i8dMvg61pl+IhmHRNWxJ3N2Y913nFF5mrkgZvEACgKo24rY/IAwA\n6P++UWhtuTvw2BsFbA2krsJnB+KOAV38DQGL+onnmpnYF2yyHquNm7WNeFGcxXmdokDxRmkKqedS\nIOa0Zu3IyO+Fhxfemf8rKpEWJaKwXjJfdENUSROdvdJ3zkwxxHKL5NilDJ9gFkZQRQpg8XvBj2eW\n5/kW1WJ9FgS/fn1w3kHz53ssM1ckZoz+S92NBwDGPAn8YZjhabscKGxAnPORFRQUoEuXLvp2YmIi\nCkLlfNYF8iwmyry9RLNCFiouyZ1z9FJxu1yqcpZn1S7JVVbFKZa4Y6JiUG0BVwUAFEiR+JrCWyen\nEkXXkTcK2MG1lVZtYkzDG21UBMznbwb/vmV3108PAWWcBVHVVlRoPjuwIkiuYnUQ//2J7sApaSYr\nu+94QimGMxcEP152kRG1Y/i/zZ9XyWLQCdt8yuL+HzhLg2kKbHwk+P61gYwR7E0V9ylSrMAmZSuF\nDIRKJvQ2qaqHVzxd14jCujze+PqRwLtzMl/RXET6OJ1aAJgflztO3Jato2Dw76uj1CPh4Egx2O2z\ni+9TtRnPCZdjvcVxH7zSeEw5Fxg1s4SCIbsKa3JPiFoQuWLIyspCenq6/r+uOOeKISEhAfn5gQBM\nfn4+EhMTjQeO4v4nnYuRNVIKLwu+n3dddFsp7uv1ufWxQOhAqKwYDIqE8/t7o8QZkicG6Pt/wa9f\nE84kcC+rAFnp4mv/xMdkFODQFdJQa/lTkAO8qiLeB9UuKWRFDIzXBFnQ77gdOJ0gPse/Dzlus2S+\ndEFJMMkxhmMpwcez4bHg+4mg+HyRl0CPGjWqaSiGQYMGIS8vDwcOHIDL5cLChQsxbty4cz2MpoNF\nHrtOwRDrffnDxe1vXjE/zopgfviCwcBRro+Sz2FUJMd7oFaEes9QgJzbxeNlN8nOW4zn1AZZoSjy\nj10FdtwhPuWsZT9o+T0kbhAVojweORlgi5QQIbsyZNfSgVHi9gkpJscSB4haYbM33N4Y51wxOBwO\nzJ07F9dddx1SUlJwxx13oJdcX96ckGdpMt/PErfflVIBS5PE7a//I24fGRR4rCrAvmv0zSduGC8e\nWyHmZ4eEF/SZkh/1iwwMGcDFLHJvBg5eJR5TepG4/cPT4b1uZbsQB0g/ONlFAkBXBMv8KYuxYa4f\nkC5d26AYJHfcqa6iQFcV4JCkkC1cNgoUVPCJbD6nUPkLKHg2XY7zcAkB3/6P6GKTkce+f7S4LSty\nOaOqor31tWW80rVyLZocNSPatiXFIHDDDTdg9+7d2LNnD6ZPnx76hCbEhad+K2wPsz1scaQfKZ1x\nSLxUPFQidrsUAryAOKv3OoEPM/XN+/4g+fiPGjulBoV3mRjcSjYs4yeURf0EQTRyJPD1H18TzymR\nZqSMH58Qt2WL4RVxDew7bkzASP42yTNnHqYM7YF6gmDt3AF/O4PDmiV2R/f7xQp2OU7jjZLGqwCb\nAk3977kHMCgyP2vvXiusKXD/fU50DSyyhkGXOfC3v3Gz/ve+Az7keskcHAm8JPWAyf5j4HFZEKUB\nhI4xfcC5Jl0tgFXPWR8rvdaV/SXrZPE74vb+UcLm2zfXfF3zho5Za/qGQsPNl2qiKNLs9UIpyaTr\nNql/eFF/YfPyy6ULSu6c3B1xWDExsCZ0USG3/3gvYfbcraMkGMo7Wg/cDE7QXzFcLkaLhp176V+2\n2/HTT4Ht1auBG4dJSi0nkDnUqRP3fHVrrFoV2PzNQP9NYAL35MXCZRa8NAS33QZg9d/087/4wvwt\nvPiiTei46XC3FZTKxdGDAQAt1cCA5swBWrXQ/P0Tbm6DDRuAoQmadug3wIutXGYsgMA9d8do1oE/\nLrTunnX417+A6xMnmY7t4rbi+0q9WItVdGqpjeXaAZcAALY9oFWYj+rXHTjZTT/+5LGYQMUttGaQ\nWP+kcM1YVxeY8YeuL6C6MkjMCIBazWWhqXbgR+7asoWw4gW8kBpornfd0CS895v39O0DSwKJC1nX\nVuHL28Q2Hi2jg6+6k3pRBKnm9US72FCWb/3RqBWDvAjKuaKT4xJhO9Yupmn+e4xFehqAbsniCloX\nXQRcc1HAvfPVywETe+4Nc3HqQOCHXvCnArz8MpDYWgvWT2n/hsGnnZwMdOvkL7Sbm4P27QIf8aPt\nMvFC4LeJaEc0vpr0lXAfHx6iWTD3d3pLuG6M4n+PFpkuy+b8Dp9wNWQoTRL6OfXu0BuD/F6tyxNF\n7XZhmwu1hmhVbfH8tc9j0W2LxBbnqoLBg4GXr9OaD94/QAsk35f4snCdqYMDAeapU4E/+dsubdyo\n9ZLiefxxbabdtYsd7TmPSHuXVlnLOtXeNUyrDD8PkttLEpIb7tOUcd9+XvTrB3QsvVnfd2kv7f7+\nb8cyLTX2eE+8POZVDO8yHO3bA+/fHXAX3nknsGOqlrXEFMDgCzTldFuKpjg/vf1TbaznaddN6ai5\nYv/9oibIu76rQp2p4rw2dnTnjLBNm6C77+7qq1mW/+mzDYMvGIyPJ3yMESMAHNDcfcnJKpwOUTxc\ncWXgPS+8TQyg91bvBLxRSIr2Vya/uQm2qoDgq/jpDvx5eGC96KdHPI20/gHrtuuFASV01YhovREm\nAFT/xYUru4oZWN2iA3UBz456Fp9MXChcPxjvj38/rON4vpr0leU+dWbgvsirGTK8fzdfIbGh0uAV\nw84/ilXR6+8JLDhePkOrRVh659IaX/eyzubZPG/c/Ibp8/yHP6brbwBoX0gAqPjrGXSM02bbG+7d\noK+yxZh51Uz98fnxHv1YQBPy3dsFfr2Xdk3AvBvnAQAm95uM1v609ulXTMcFrS6AokDvtf/uw/ej\n/Lhx1tG5pd8SUO2CufrK/3TCn/2/nUvP19q13tTjJrj+5kKXTw8ACCz6M3iw2JkyNtqJ5cuB9pXa\nD7KFi/NpAGgV3UqbpQOYm6q1HFAU4PeXPOR/rP1gHhj4ABbdLlY0z7hiBhz+YT494mnc3vt2Yf/M\ndBWtW2tKq11sOwy8sBdUFfjX5N/ilesDAXPWVhwA7HagW7wmWIf44+8ju47EdUljAQDPPaS9D7b+\nwb29tb45Pf3hrocHawqyXyet8O63vkwsm7BeX8gl8ULNDdcyThQEQ/trnw1bg6CoCFi7WhPgd0y0\n4c9/Bj77xInHhgX89R3iAhXzH38MfX0Lds/W3L0G6+4JVKizxZFu6akF0Fnbb5tiw8yZWl8gGbYu\nhts/L3l06CNQVeDuO9si+w/ZuPPSO/HDD0D5fwPuIUVRoM5UcfEZrbVJB66wf2LvicL1B/aPQkUF\n8NCVfuunuC+eshegQwvtJOYSm9BrAuLj4oXV5/ggeMypgDsz/wm2NocNF7QKuJ62P7gduc+sQ1Za\nFgCgS5suaBPTRrdIPrpV7P3VuWVnvDVWm+ioM1XD7xMAep5vUnHNkdg6Eb6/B1yvfx30suGY+Lh4\neP/uxY/3/oixPcYKz8uLaTV0Gq6TC8DWB7bqH9h3d32Hqy/SOtPNvWEuJvebDKfdiez7sjHogkCA\ntY2zPU65A4HE9rHtcaLyBG7ucbO+3kH+E/mY99M8w0I0l7S/BGn90jCl/xRE/zMwMy59RqsOZsrh\nnS3v4P29wISUCdh+VDPjP7zlQ+wp2YOhicZCrZQOgbS/9rHtceCxA/j16K8Y8vYQTB08FbuO78Kb\nmwIupD8M/AOuvuhqYQGcLq0DJv+KyStQ5tKKw1rE2qDOVKHMUvQvX6wzFisnrUXFAM1Vs+L3K4T1\nAwCgdaxo5axe2hVlZUBi93S8uvFVoXsoANw/8H6MuRY4OOprlFSWYPmSdsi4AvgBQHxcJ+HY+PPa\nYN06oFUr4LGR9+DD3YG+Tq/fLLbGOPT4ISS0ToBNAdZJ3TleuvI9PLl2Cp4YpsUYHDYHTjwd+Gzb\nxrbFo0MfxWMA/vhH4KnhT+mzawB4cNCDmNAr0E9n9RQteLD2Yu0ebbxvIwZ21pZNfenmZzF/x6u6\n++vyLpfjqeFPYXxPzdSIUVrjhksvB/w1f23O8wFlQAKXFJT/RD4SWolZQvHxgKo68cUdX6BTJ0Ww\n2KxIaJWAzN8FYkExjhgM7xIIWLeObi3OUv0KRIECq4zFp4Y/BQC6Ao51mrtmnH55Pe6SQKbgZQN9\n2MctXFb5l0rItG6tIDYWuLv/FLSJbo12KcCoUTHouGcanlwRcDF9OvFTw7k2W0Ax8NYbUwa8UM1K\ny9IV41VJV2H575fjqq6BpIY7L70TE1ImQO2j4nT1aRSVFeG8mPMQ54zDtmKtx5aiKCh6sgidXuqk\nn/PxhI+hzFJQMaMCdy+5Gwt3LMSQhCG4sfuNSG6fjL7xffX7/O5v3kVyu2T882egb7w2wdrzyB44\n7U4oioJhicOwdNJSvf3+mG7cghXQPgtecTRI1AYIABXpgaEhHerqA6uDn5OunbNs2wYV6VBfWv+S\nuunIJlVVVXX/yf2qx+tRc47m6M/lnchTZ34/U11/aL1+Ls8XO79Qn816Vn1n8zuqz+cT9n38y8eG\n42V2H9+tPvDlAyrSoXp9XnXnsZ3q4VOH1QpXhaqqqlrhqlBvXXirfvynOz5V/7ziz6bXOll5UvX6\nvEFfb/me5eqqvauCHsOI/Wes+o/V/7Dcn3M0R389s3sTjGW5y9RqT7W+vfnI5hqdz5OxNSOscwFV\n/fTTWr2EwINfPah+usN4oT/9SVV37RKfu/7D61WkQ91etN30Wl1n3Fij951zNMfwPasJSId6qKTQ\ndJ/L4xK2D5YetLyOz+dT/7n6n8Jzqw+sVh9Z9og6fs7/Gt4T+358lvOZ5WvvK9kXdNz2WXb9cZ95\nfYSx8K93rPyY5XVqw+OZj6up76fq3/XDpw7r+/aW7FU9Xo/hHNssm3qq6pS6pXBLjb/X7F5Vuasi\nG3iw16gjkd4oFMPKvStDCkamPH7M/7HGH9ij3zxao3O8Pq+64+iOsI49Wna0RmNpaNRUMcj4fD51\nzYE1tTq38Eyhev+X99f6tc8mJRUl6vzN8y2F+fUf3BDRfaspSId65PSRs/oa364pV2N6rxCeKy4r\njuiaS3YtUb/c/aWqqtp76PvfvhFd71wSTMGa0e+//c76d6KuFEODdiUxrr04dM+Wk8+cxHkx5+HH\n/B9rfP2HBz+MX4p/Cft4m2IT3EPB4P3HjZGEVgno36l/6AMtUBTFEDgMl04tO1nGfOqbtrFtcc+A\neyz310fjzJZRLUMfFAHXXNkClb+KbVX4eFlt4F1W6+5ZF/H1ziUXtrkw9EEc/7j6H5brqDc0FL+W\naVAoigKkiwHfcKl0V+L5dc8jfVR6nY+rOVLlqYJNsemLzhPh8f6297Fwx0J8/duv63soRDNCURTU\nhUhvsIoh9f1UrJh8DlpPEwRBNBGavGJogMMiCIJo0NSV7GxcybUEQRDEWYcUA0EQBCFAioEgCIIQ\nIMVAEARBCJBiIAiCIARIMRAEQRACpBgIgiAIAVIMBEEQhAApBoIgCEKAFANBEAQhQIqBIAiCECDF\nQBAEQQiQYiAIgiAESDEQBEEQAqQYCIIgCAFSDARBEIQAKQaCIAhCgBQDQRAEIVBrxfDJJ5+gd+/e\nsNvt2Lx5s7Bv9uzZSE5ORs+ePbFiRWDd5k2bNqFPnz5ITk7GY489VvtRN3CysrLqewi1pjGPHaDx\n1zc0/qZBrRVDnz598MUXX2DkyJHC8zk5OVi4cCFycnKQmZmJqVOn6muQPvTQQ5g/fz7y8vKQl5eH\nzMzMyEbfQGnMX67GPHaAxl/f0PibBrVWDD179kSPHj0Mzy9ZsgSTJk2C0+lEUlISunfvjo0bN6Kw\nsBBnzpzBkCFDAAB33XUXFi9eXPuREwRBEGeFOo8xHDlyBImJifp2YmIiCgoKDM8nJCSgoKCgrl+e\nIAiCiBBHsJ2pqakoKioyPP/cc89h7NixZ21QAKAoylm9/tlm1qxZ9T2EWtOYxw7Q+OsbGn/jJ6hi\nWLlyZY0vmJCQgPz8fH378OHDSExMREJCwv+3c38vTfZ/HMdfEzqK7CD2Q9pI2XS6addWm550UGnY\nMFeyigwMpCIIijqI+geaq+hgB3kSBeKB6yioaJlh4cg0apMoiYQucZYJDke6hLl8fQ9iV+573/fJ\nfbu8Lvg8wIN9LtGnsu3Nrl2fYXp6umB969atf/sz8u9JCIIgCH/empxKWv1E7vf7EYlEkM1mIcsy\nJiYmUF9fD5PJhNLSUoyOjoIkent7cejQobX49YIgCMIa+teD4f79+7BYLBgZGUFLSwt8Ph8AwOFw\n4OjRo3A4HPD5fOju7lZOC3V3d+PUqVOorKyEzWbD/v371+avEARBENYOVSQajdJut9NmszEUCq13\njqKzs5MGg4G1tbXKWiqVYlNTEysrK7lv3z7Oz88rx4LBIG02G+12O/v7+5X1N2/esLa2ljabjefP\nn/8j7VNTU9y9ezcdDgedTifD4bCm+peWllhfX09JklhTU8MrV65oqj8vl8vR5XLxwIEDmuvftm0b\n6+rq6HK56PV6Ndc/Pz/PQCDA6upq1tTUcGRkRDP9Hz9+pMvlUr5KS0sZDoeL3q+awZDL5Wi1WinL\nMrPZLCVJ4vj4+HpnkSSHhoYYj8cLBsOlS5d47do1kmQoFOLly5dJkh8+fKAkScxms5RlmVarlSsr\nKyRJr9fL0dFRkqTP52M0Gi16+8zMDBOJBElyYWGBVVVVHB8f10w/SWYyGZLk8vIyGxoaGIvFNNVP\nkjdv3uTx48fZ2tpKUjv3H5IsLy9nKpUqWNNS/4kTJ3jnzh2Sv+5D6XRaU/15P3/+pMlk4tTUVNH7\nVTMYhoeH2dzcrNzu6upiV1fXOhYVkmW5YDDY7XZ++/aN5K8nX7vdTvLXtF79aqe5uZmvXr3i169f\nWV1draz39fXxzJkzf6j+t4MHD3JgYECT/ZlMhh6Ph+/fv9dUfzKZZGNjIwcHB5VXDFrqLy8v59zc\nXMGaVvrT6TQrKir+sq6V/tX6+/u5a9cuksXvV81nJX358gUWi0W5nd//oFazs7MwGo0AAKPRiNnZ\nWQDq3scxOTmJRCKBhoYGTfWvrKzA5XLBaDRiz549cDqdmuq/ePEibty4gZKS3w83LfXrdDo0NTXB\n4/Hg9u3bmuqXZRl6vR6dnZ3YsWMHTp8+jUwmo5n+1SKRCNrb2wEU//+vmsGg5X0LOp1O9f2Li4sI\nBAIIh8PYtGlTwTG195eUlGBsbAzT09MYGhrC8+fPC46ruf/Ro0cwGAxwu93/eBm2mvsB4OXLl0gk\nEohGo7h16xZisVjBcTX353I5xONxnD17FvF4HBs3bkQoFCr4HjX352WzWTx8+BBHjhz5y7Fi9Ktm\nMPz//odkMlkw4dTGaDQqm/9mZmZgMBgArM0+jrW2vLyMQCCAjo4O5RJhLfXnbd68GS0tLXj79q1m\n+oeHh/HgwQNUVFSgvb0dg4OD6Ojo0Ew/AJSVlQEA9Ho92tra8Pr1a830m81mmM1meL1eAMDhw4cR\nj8dhMpk00Z8XjUaxc+dO6PV6AMV//KpmMHg8HkxMTGBychLZbBb37t2D3+9f76x/5Pf70dPTAwDo\n6elRnnDVto+DJE6ePAmHw4ELFy5orn9ubg7pdBoAsLS0hIGBAbjdbs30B4NBJJNJyLKMSCSCvXv3\nore3VzP9P378wMLCAgAgk8ng6dOnqKur00y/yWSCxWLBp0+fAADPnj2D0+lEa2urJvrz+vr6lNNI\n+c6i9q/heyP/2ePHj1lVVUWr1cpgMLjeOYpjx46xrKyMGzZsoNls5t27d5lKpdjY2Pi3l4tdvXqV\nVquVdrudT548Udbzl4tZrVaeO3fuj7THYjHqdDpKkqRc8haNRjXT/+7dO7rdbkqSxLq6Ol6/fp0k\nNdO/2osXL5SrkrTS//nzZ0qSREmS6HQ6lcelVvpJcmxsjB6Ph9u3b2dbWxvT6bSm+hcXF7llyxZ+\n//5dWSt2v44Unz8hCIIg/KaaU0mCIAiCOojBIAiCIBQQg0EQBEEoIAaDIAiCUEAMBkEQBKGAGAyC\nIAhCgf8Bo7/A5j5bDV8AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x72ad110>"
       ]
      }
     ],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "options = {'maxIter': 15}\n",
      "inv, reg, obj, opt = MagneticsDiffSecondaryInv(mesh, prob, model_reg, data, **options)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 36
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "m0 = (np.ones(mesh.nC)*chibkg*1/weight)[topo_ind]\n",
      "# m0 = (np.ones(mesh.nC)*chibkg)[topo_ind]\n",
      "data_ini = data.dpred(m0)\n",
      "# m0 = (np.ones(mesh.nC)*1e-4)[active_ind]\n",
      "reg.mref = m0"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 37
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig, ax = plt.subplots(1,2, figsize = (8,5) )\n",
      "dat = ax[0].imshow(np.reshape(data_ini, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
      "plt.colorbar(dat, ax = ax[0])\n",
      "dat2 = ax[1].imshow(np.reshape(data.dobs, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
      "plt.colorbar(dat2, ax = ax[1])\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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PPbfkubfffjtf/OIX+eAHPzi81iiz93XXXcfWrVt5z3vew5NPPsn09DTr168HOMv2rBfV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eJCKCXcAGc+OVx61OMwnp/+dzhHFprJF5lf52HcLGUxxPh2yjr/7yztsoo4PvLUac1VjXwRAC0L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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x44b46d0>"
       ]
      }
     ],
     "prompt_number": 38
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "beta = Parameters.BetaSchedule(coolingFactor = 8, coolingRate = 2, beta0_ratio = 1e1)\n",
      "inv.objFunc.beta = beta\n",
      "inv.opt.maxIterLS = 100\n",
      "inv.opt.maxIterCG = 5\n",
      "inv.opt.maxIter = 25"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 39
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "inv.objFunc.data.Wd = 10."
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 40
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reg.alpha_s = 1e-4\n",
      "reg.alpha_x = 1.\n",
      "reg.alpha_y = 1.\n",
      "reg.alpha_z = 1.\n",
      "C =  Utils.Counter()\n",
      "prob.counter = C\n",
      "opt.counter = C\n",
      "opt.LSshorten = 0.5\n",
      "opt.remember('xc')\n",
      "#TODO how to save phi_d, phi_m and beta"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 41
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "out = inv.run(m0)\n",
      "# reg = Regularization.Tikhonov(model)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "============================ Inexact Gauss Newton ============================\n",
        "  #     beta     phi_d     phi_m       f      |proj(x-g)-x|  LS    Comment   \n",
        "-----------------------------------------------------------------------------\n",
        "   0  2.01e+09  2.22e+09  5.53e-10  2.22e+09    2.40e+09      0              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   1  2.01e+09  2.22e+09  5.53e-10  2.22e+09    2.40e+09     36              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   2  2.51e+08  2.22e+09  5.53e-10  2.22e+09    2.40e+09     60              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   3  2.51e+08  7.25e+08  3.30e+00  1.55e+09    2.35e+09      0   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   4  3.14e+07  6.54e+08  2.23e+00  7.24e+08    9.36e+08      0   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   5  3.14e+07  3.79e+08  5.64e+00  5.57e+08    7.99e+08      0   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   6  3.93e+06  3.79e+08  5.64e+00  4.01e+08    4.22e+08     21              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   7  3.93e+06  2.23e+08  4.04e+00  2.39e+08    3.75e+08      1   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   8  4.91e+05  1.71e+08  3.15e+00  1.73e+08    3.49e+08      1   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   9  4.91e+05  9.68e+07  4.59e+00  9.90e+07    3.80e+08      1   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  10  6.14e+04  3.69e+07  1.37e+01  3.78e+07    7.15e+07      0              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  11  6.14e+04  2.72e+07  1.56e+01  2.82e+07    1.39e+08      0   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  12  7.67e+03  2.50e+07  1.86e+01  2.51e+07    6.45e+07      0   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  13  7.67e+03  2.39e+07  1.81e+01  2.41e+07    2.49e+07      0   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  14  9.59e+02  2.37e+07  2.02e+01  2.37e+07    2.92e+07      0   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  15  9.59e+02  2.29e+07  1.96e+01  2.29e+07    1.45e+07      0   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  16  1.20e+02  2.27e+07  1.99e+01  2.27e+07    1.70e+07      1   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  17  1.20e+02  2.26e+07  1.98e+01  2.26e+07    7.47e+06      2   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  18  1.50e+01  2.26e+07  1.98e+01  2.26e+07    7.42e+06      7   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  19  1.50e+01  2.26e+07  1.99e+01  2.26e+07    8.49e+06      4   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  20  1.87e+00  2.26e+07  2.02e+01  2.26e+07    6.82e+06      3   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  21  1.87e+00  2.26e+07  2.02e+01  2.26e+07    6.82e+06     15              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  22  2.34e-01  2.26e+07  2.02e+01  2.26e+07    7.27e+06      3              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  23  2.34e-01  2.26e+07  2.02e+01  2.26e+07    7.27e+06     54              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  24  2.93e-02  2.26e+07  2.02e+01  2.26e+07    7.27e+06     55   Skip BFGS  "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "  25  2.93e-02  2.26e+07  2.02e+01  2.26e+07    7.20e+06     36              "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "------------------------- STOP! -------------------------\n",
        "1 : |fc-fOld| = 2.8052e+01 <= tolF*(1+|f0|) = 2.2177e+08\n",
        "1 : |xc-x_last| = 3.3093e-11 <= tolX*(1+|x0|) = 1.0010e-01\n",
        "0 : |proj(x-g)-x|    = 7.1987e+06 <= tolG          = 1.0000e-01\n",
        "0 : |proj(x-g)-x|    = 7.1987e+06 <= 1e3*eps       = 1.0000e-02\n",
        "1 : maxIter   =      25    <= iter          =     25\n",
        "------------------------- DONE! -------------------------\n"
       ]
      }
     ],
     "prompt_number": 42
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# inv.opt.maxIter = 5\n",
      "# beta.beta0 = 470\n",
      "# out = inv.run(out)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 54
    },
    {
     "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",
        "  InexactGaussNewton.doEndIteration       :       25\n",
        "  InexactGaussNewton.doStartIteration     :       26\n",
        "  InexactGaussNewton.scaleSearchDirection :       25\n",
        "\n",
        "Times:                                        mean      sum\n",
        "  InexactGaussNewton.findSearchDirection  : 5.81e+00, 1.45e+02,   25x\n",
        "  InexactGaussNewton.minimize             : 4.47e+02, 4.47e+02,    1x\n",
        "  InexactGaussNewton.modifySearchDirection: 1.10e+01, 2.76e+02,   25x\n",
        "  InexactGaussNewton.projection           : 6.08e-05, 2.47e-02,  406x\n",
        "  MagneticsDiffSecondary.Jtvec            : 4.48e-01, 6.81e+01,  152x\n",
        "  MagneticsDiffSecondary.Jtvec_approx     : 4.70e-01, 5.92e+01,  126x\n",
        "  MagneticsDiffSecondary.Jvec             : 6.71e-01, 8.46e+01,  126x\n",
        "  MagneticsDiffSecondary.Jvec_approx      : 6.71e-01, 8.46e+01,  126x\n"
       ]
      }
     ],
     "prompt_number": 43
    },
    {
     "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(1,1, figsize = (6, 5))\n",
      "\n",
      "\n",
      "def animate(i_id):\n",
      "    indx = 18\n",
      "    temp = model_data.transform(xc[i_id])/mu_0-1\n",
      "    minval = (temp).min()\n",
      "    maxval = (temp).max()\n",
      "    \n",
      "    frame1 = mesh.plotSlice(temp, vType='CC', ind=indx, normal='X',ax = ax, grid=False, gridOpts={'color':'b','lw':0.3, 'alpha':0.5}, );\n",
      "    ax.set_title('Iter = ' + str(i_id+1), fontsize = 16)\n",
      "    return frame1[0]\n",
      "\n",
      "animation.FuncAnimation(fig, animate, frames=19, interval=40, blit=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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        "\"></button>\n",
        "    <button onclick=\"animYZGCWMZOZZWKNIOL.next_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
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        "\"></button>\n",
        "    <button onclick=\"animYZGCWMZOZZWKNIOL.last_frame()\"><img class=\"anim_icon\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAQAAAAngNWGAAAAAXNSR0IArs4c6QAAAAJiS0dEAP+H\n",
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        "\"></button>\n",
        "    <button onclick=\"animYZGCWMZOZZWKNIOL.faster()\">+</button>\n",
        "  <form action=\"#n\" name=\"_anim_loop_selectYZGCWMZOZZWKNIOL\" 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",
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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",
        "        animYZGCWMZOZZWKNIOL = new Animation(frames, img_id, slider_id, 40, loop_select_id);\n",
        "    }, 0);\n",
        "  })()\n",
        "</script>\n"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 44,
       "text": [
        "<matplotlib.animation.FuncAnimation at 0x1472f090>"
       ]
      }
     ],
     "prompt_number": 44
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "indx = 18\n",
      "fig, axes = subplots(1,2, figsize = (12, 5))\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",
      "ps2 = mesh.plotSlice(model_data.transform(out)/mu_0-1, 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",
      "\n",
      "colorbar(ps1[0], ax =  axes[0])\n",
      "colorbar(ps2[0], ax =  axes[1])\n",
      "print 'x=', mesh.vectorCCx[indx]\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "x= -50.0\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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noqICgKlTp9LR0cGJEycYN24c48aNA2DEiBGUlJTQ1tZGcXExAG534m6M/jwJ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\nFMBEmxBCCCGEkBTARJsQQgghhJAU8P8BKMEkRwHMEX8AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x4488e90>"
       ]
      }
     ],
     "prompt_number": 51
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig, axes = subplots(1,2, figsize = (12, 5))\n",
      "mesh.plotImage(model_data.transform(out)/mu_0-1, ax = axes[0], clim=(0. ,0.05))\n",
      "mesh.plotImage(chi, ax = axes[1], clim=(0. ,0.05))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 47,
       "text": [
        "<matplotlib.collections.QuadMesh at 0xb286650>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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JlCl9WLPmAE2b1mXWrAGkp58lKSmtss1Vq1mvvLIp//Vf7dm2LZVGjUIYPz6G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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x5380190>"
       ]
      }
     ],
     "prompt_number": 47
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dpredout = data.dpred(out)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 48
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig, ax = plt.subplots(1,2, figsize = (8,5) )\n",
      "dat = ax[0].imshow(np.reshape(dpredout, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
      "plt.colorbar(dat, ax = ax[0])\n",
      "dat2 = ax[1].imshow(np.reshape(data.dobs, (xr.size, yr.size), order='F'), extent=[min(xr), max(xr), min(yr), max(yr)])\n",
      "plt.colorbar(dat2, ax = ax[1])\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Sl+pRK6FNFpsW6LXSBVmg+qBLYdUwJet6Dy1cnU8EIytN8V0pvhr7LReuzYi3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\n",
       "text": [
        "<matplotlib.figure.Figure at 0xb289bd0>"
       ]
      }
     ],
     "prompt_number": 49
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "figsize(12,5)\n",
      "plt.plot(dpredout[::1], '.')\n",
      "plt.plot(data.dobs[::1], '-')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 50,
       "text": [
        "[<matplotlib.lines.Line2D at 0xb271590>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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8+S+2tokyluSgBv451QDgSBO7dinLztat+p8hhJCuYsmSJViyZMke2bvTIvW6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skvVaM1BJ02uL7Qt+57PQx6j8Hb7yavZaSnHzS/ey29ewoGDHQSnewsye7z86GHMpKw0d2hsh3W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\n",
       "text": [
        "<matplotlib.figure.Figure at 0xb271510>"
       ]
      }
     ],
     "prompt_number": 50
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Thoughts\n",
      "\n",
      "### 1. Need to implement bound constraint (may use projected Gauss Newton)\n",
      "### 2. Meshing can be an issue!! Don't use too much padding cell\n",
      "### 3. Make sure that you use same increasing rate of padding for each side\n",
      "### 4. Starting with Big beta is sweet\n",
      "### 5. We need to implement Projected Gauss Newton to boost up"
     ]
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