{
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  {
   "cell_type": "markdown",
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   "source": [
    "# Apply a Box-Cox transformation to a Field"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example we are going to modify a Field through a Box-Cox transformation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "import openturns as ot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Define a process\n",
    "myIndices= ot.Indices([10,5])\n",
    "myMesher =ot.IntervalMesher(myIndices)\n",
    "myInterval = ot.Interval([0.0, 0.0], [2.0, 1.0])\n",
    "myMesh = myMesher.build(myInterval)\n",
    "amplitude = [1.0]\n",
    "scale = [0.2, 0.2]\n",
    "myCovModel = ot.ExponentialModel(scale, amplitude)\n",
    "myXproc = ot.GaussianProcess(myCovModel, myMesh)\n",
    "g = ot.SymbolicFunction(['x1'],  ['exp(x1)'])\n",
    "myDynTransform = ot.ValueFunction(g, 2)\n",
    "myXtProcess = ot.CompositeProcess(myDynTransform, myXproc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
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      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Draw a field\n",
    "field = myXtProcess.getRealization()\n",
    "field.drawMarginal(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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    "# Draw values\n",
    "marginal = ot.HistogramFactory().build(field.getValues())\n",
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    "# Draw values\n",
    "marginal = ot.HistogramFactory().build(myStabilizedField.getValues())\n",
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