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Virtual spectrometer SCS Grating.ipynb 724 KiB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6386344d-b7ac-440d-9926-f03af4ff9d6f",
   "metadata": {},
   "source": [
    "# Training the Virtual Spectrometer with grating and PES data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1711c3b9-5065-4a44-8b1b-a3e861b92bc5",
   "metadata": {},
   "source": [
    "The objective here is to use the grating monochromator to train the Virtual Spectrometer. This means that we will fit (\"train\") a model, which maps the PES measurements with the Viking measurements and use their correlation to interpolate in cases where the grating is not available.\n",
    "\n",
    "The following conditions must be satisfied for this to be possible:\n",
    "* The PES settings are the same in the \"training\" run and interesting run.\n",
    "* The photon energies of the beam in \"training\" and in the interesting run are similar.\n",
    "* The beam intensities are similar.\n",
    "* 1 pulse trains in \"training\".\n",
    "\n",
    "The following software implements:\n",
    "1. retrieve data;\n",
    "2. the Virtual Spectrometer training excluding the last 10 trains avalable so that we can use them for validation;\n",
    "3. the Virtual Spectrometer resolution function plotting;\n",
    "4. comparison of the Virtual spectrometer results in a selected set in which the Viking data was available.\n",
    "\n",
    "Finally, the model is applied in data without the grating. This last part may be applied independently from the rest if the modal has been written in a `joblib` file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4a627555-522a-4c9d-b6b2-6ff77148eaab",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "# replace this \n",
    "sys.path.append('/home/danilo/scratch/karabo/devices/pes_to_spec')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "78bbc433-ac5e-44c3-8740-3e93800c4532",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cupy is not installed in this environment, no access to the GPU\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import dask.array as da\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from pes_to_spec.model import Model\n",
    "\n",
    "import toolbox_scs as tb\n",
    "\n",
    "from scipy.signal import fftconvolve"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7609899-5bc0-4211-ae97-010b3edcf676",
   "metadata": {},
   "source": [
    "## Get data and calibrate Viking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "95da5231-e454-4f7f-a1ce-eef7e52fe457",
   "metadata": {},
   "outputs": [],
   "source": [
    "# pes channel names to be used for reference later\n",
    "pes_map = dict(channel_1_A=\"PES_S_raw\",\n",
    "                channel_1_B=\"PES_SSW_raw\",\n",
    "                channel_1_C=\"PES_SW_raw\",\n",
    "                channel_1_D=\"PES_WSW_raw\",\n",
    "                channel_2_A=\"PES_W_raw\",\n",
    "                channel_2_B=\"PES_WNW_raw\",\n",
    "                channel_2_C=\"PES_NW_raw\",\n",
    "                channel_2_D=\"PES_NNW_raw\",\n",
    "                channel_3_A=\"PES_E_raw\",\n",
    "                channel_3_B=\"PES_ESE_raw\",\n",
    "                channel_3_C=\"PES_SE_raw\",\n",
    "                channel_3_D=\"PES_SSE_raw\",\n",
    "                channel_4_A=\"PES_N_raw\",\n",
    "                channel_4_B=\"PES_NNE_raw\",\n",
    "                channel_4_C=\"PES_NE_raw\",\n",
    "                channel_4_D=\"PES_ENE_raw\",\n",
    "               )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fd8dacae-c22e-4c20-9df9-8720a2814320",
   "metadata": {},
   "outputs": [],
   "source": [
    "proposal = 2953\n",
    "runTrain = 321  # run containing the data with sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "25000b87-246d-467b-b770-8cde527faec4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "newton: only 50.0% of trains (629 out of 1259) contain data.\n"
     ]
    }
   ],
   "source": [
    "fields = ['navitar',\n",
    "          'XTD10_SA3',\n",
    "          *list(pes_map.values()) # add PES\n",
    "         ]\n",
    "_, data_train = tb.load(proposal, runTrain, fields)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "294b5f3a-1d59-444e-80ab-4834d26d62dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# transform PES data into the format expected\n",
    "pes_data = {k: da.from_array(data_train[item].to_numpy())\n",
    "            for k, item in pes_map.items() if item in data_train}\n",
    "xgm = data_train.XTD10_SA3.isel(sa3_pId=0).to_numpy()[:, np.newaxis]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b477bf49-f5ca-4df0-b6ed-a270ee35cd28",
   "metadata": {},
   "outputs": [],
   "source": [
    "channels = tuple(pes_data.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8f154e38-d208-477e-9d9c-ef2a632514c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "energy = data_train.newt_x.to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0c5ff2a0-0737-417d-9f57-158d4fbd8090",
   "metadata": {},
   "outputs": [],
   "source": [
    "gs = data_train.navitar.to_numpy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "995e2ac0-1898-46dd-b95f-f65a24496871",
   "metadata": {},
   "source": [
    "## Train Virtual Spectrometer"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cbf75c8-fbe0-42ec-af85-6194aede91f5",
   "metadata": {},
   "source": [
    "So far we have only done pre-processing due to experimental problems with some data not being available in certain train IDs.\n",
    "\n",
    "Let's finally take a look at the data before training the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "63b35dac-ad50-4124-b6f8-e1ceea667b4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2ad645bdbb50>]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(energy, gs[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "d0b70fef-5e27-4cb1-90e7-2653989cf48a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2ad645f58e80>]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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urzwU7rnnHvBpz10pL+tXz90YU2H/rgKeBxYClSIyDsD+XdXfRqojK/b0efE9986PS5Lfp3XuSnlYn4O7iGSISKZzGTgP2AC8BFxp3+xK4MX+NlIdWbE98mBvPXetc1fK0/qTlikEnhfrvJoB4DFjzD9EZDnwlIhcDZQBX+5/M9WRFDt5ye25R6K6/IBSw0ifg7sxpgQ4tofttcDZ/WmUGlqxk5M6SyG7V8toWkYp79IZqqqbuJ57THCPq3P3+zQto5SHaXBX3cQuGBaKqXNPih1Q9YkuP6CUh2lwV9107bkbY7ov+avLDyjlaRrcVTdxOfdI1F08LKCTmJQaNjS4q266Dqg6ufXYnHuSTmJSytM0uKtuOsIJ9tw1566UZ2lwV910ncTk9txjBlRTAr64LwGllLdocFfdxA6ohnrpuacm+QlHjVbMKOVRGtxVN91y7vbfsdUyaUl+ANpDkSPbOKVUQjS4q27ilx8wblomrueebAX3Ng3u/WaMDkyrgafBXXUT7NJzd9My/s6Pi9Nz7whpWqY/WjrCTP35q/z1o11D3RQ1wmhwV930VgoZ6CEtoz33/qlq7gDgVy9vGuKWqJFGg7vqxknL+MQZUO2ec09Nsj46bUEN7v3R2BZyL3eE9bVUA0eDu+rG6blnJAe05z7IGlqD7uVlJXVD2BI10mhwV904PfeMlADBSNRdQ8afwIBqU3uIJVv05FuJiu25b6hojLvuw+01VNtpG6UOlwZ31U3QDubpKf74Gar+HkohgxHaQxF21bQAcP2jq7jqweXUHNCglIjY4F57oLMXH40avn7/Ms79/XtD0Sw1AmhwV90Ew1GS/T6S/b5eZ6i6wT0c4aGPS7nw/31ARzjiphZig5bqXWOr9TqNHZ1KbcwXYkswDEBDa4iorpuv+kCDu+omFImS5BdSAr74UsjYnLuTlglG2VXTQlsoQnVzh1tGqcE9MY1tIdKT/YzLSqUmpufe3B52L2+saBqKpqlhToO76iYUiZIc8JHk9xGK9DxDNTXQmXPf19gOdJb1gQb3RDW0hRiTlkRuRkpcKis2uL+3Tccw1OHT4K66CYajJPl9JAd8vVbLpCZbH532UIR9jW0A7Kw64F7vpBvUwTXawT0/M7lLz73z9dtV0zoUTVPDXJ+Du4hMEpElIrJZRDaKyI329l+KyF4RWWP/XDhwzVVHQjCm5x4/oNr5cUn2+/CJVefu9Nw/3dVZyqc998Q0xvTc61o63Px6bM99f1PbUDVPDWOBftw3DPzEGLNKRDKBlSLypn3d740xv+t/89RQcAdUD9JzFxHSkvzUtnS4gWiZBvfD1tgaYkpuOnmjkokaqG8NkjsqhSa75z67MNP98lTqcPS5526M2WeMWWVfbgY2AxMGqmFq6FgDqj7Skvy0BiM9zlAFa1DVKYEEKKtrJeATkvxCg6ZlEuL23EelAFDbYqVmnC/MmYWj2N/YrouLqcM2IDl3ESkCFgDL7E03iMg6EXlARLJ7uc+1IrJCRFZUV1cPRDPUAAmGrbRMTkYy9a3BHnvuACmBzuAu9lXzxo+mIDO1zz336uaOf6pA1tAWJCs9iTw7uNfYg9JOcJ9VmElrMEJTTJpGqUT0O7iLyCjgWeCHxpgm4G5gOjAf2Afc0dP9jDH3GmOKjTHF+fn5/W2GGkBtoQhpSX5yMpJpbg+768f01HOvbLKCUVFuBgALJmczOi2pT8F9Y0UjJ9z2Fs+sLO/nHgwPHeEI7aGoO6AKuCmY5vYQfp8wNc96XfdrakYdpn4FdxFJwgrsjxpjngMwxlQaYyLGmChwH7Cw/81UR1JbMEJasp/sDCvgOFUcAV/8x8WZyATWACvAgslZjEkL0NgW5HAtt3P2q8oa+tLsYcepKBqTlkT+qFQAfvL0Wp5dWU5ze5jM1ADjs6ztFY06qKoOT3+qZQS4H9hsjLkzZvu4mJtdCmzoe/PUUHB67rl2cK9qtnqNfn+Xnrsd3MeNSSUjxbo8f1IWWWnJcT33TRVNXHzXR2yvbD7o8zpfIvmjkgdmRzzOOeopGJ3KmPQk7rriOLLSk1haUktze4jM1ADjxqQB2nNXh68/PfdFwDeAs7qUPf5GRNaLyDpgMfCjgWioOnLaQnbPPd0J7lYQ6ppzdxYPK8rN4Pdfnc8tn5vL5Jx0xqQlxQ2ovr+9mrV7Grjkro9o6eg9d+x8iYhIr7cZTqqbO/jxU2uob4k/iukIR/j5c+tZsds6Uhk3xuqdX3TMOD4zfgxb9zdbPfeUJPIzU/AJ7GvQnrs6PH0uhTTGfAj09F/4at+bo7ygLRglLdlPrt2DrrZ7mN1y7vaa7lPzM5iSm8G3T50KQFZ6fM59T501CaclGGHL/maOnxI/xh6ORLnvg12s32tNsz9wkC+A4eTWlzbw6vr9nFCUw+ULJ7vbN+xt4vFPyyjKTQdgrB3cAWaPzeSRT3aTHPCRmRogye9jfFYaJTFVSUolQmeoqm7agmF3QBWg2p4Wn9Ql595un2Jvqj2Y6hidlkRHOOqePHtXTYubk+9ptciVu+v5r39sYfM+O7iPgMqQ1mCYd7daVWBlda28uanSXcah1A7UpbWtJPmFvIwU936zx2bSEY6ysaKRzNQkAOaMzWTr/oOntJTqSoO7imOMcXPuWWlWcHHWFO+ac69sstIoTkWHIz/TClYVdiphV00LxUVWbz12WVuHswKi43B67nsb2jx5NqjlpfW02u26+92dXPO3FTy3ei9A3NyAwtGp+GKOiOaMzQSsL87RqdaB9eyxmZTUtOiZmtRh0eCu4gQjUaLGKnMM+H1kpSe5wbZrzt0p2yvqEtyPmTgGgDV7GtzlCYrtVExPPfeuZZPNhxHcF93+Dl/5y9KEb3+kOMv3Hmu/FkDnkUxtZ3AfF5OSAZhZkElywPq3dMY0Zo8dTSRq2FnVeb9QzLIQSvVEg7uK0x60UgdOJUxOemflStec++xCq5c5OSc9bvvMgkxGpQRYXdZAqR3IZhZmMjo1ELdmucMZfH3phkWcOiOPA+2J1cg7wXL93kbPTXyqswdRT5qe625rsr/EdlV3BumxdjWMIy3Zz22XfAaADDu4O735rZWdS/9+6e6PufUlLURTvdPgruK0hqxes7Neu5N3B/B3qWK595vH8+L1i9yepns7n3DspDGs3lPPzmprpcipeRnkZabErXzocHruc8eNJjM1kHBapi6mCmXrIcosj7S6liABn7CwKMfdVnMgiDGG0toWd0Zq1547wJeLJ/HEtSfx/TNnANZrl+z3scle1720poV15Y28sm7fYfXeH/q4lBufWN2f3VLDiAZ3FcfJXzs9d2cik0+Iyw0DZKUnc+ykrB4fZ8GkbDbva+aNjZWMSgkwqzCTvC5rljsa20JkpgQI+H2MSgnErYh4MLHB/Z0hOG/r0p213PjE6h7LO+tagmRnJHP6rHxu+dxcxo9JpeZAB1XNHbQGIyyebc3KHju6e3AHOGlarvvaJ/l9zJ+cxQfba4DOfa1vDbFmT0PC7f1wR42e3/afiAZ3Fcc54XWqHdzH2z3LrimZQ1k8p4BI1PDS2gpOm5lHcsBHXmZyz8G9NcRoe/B2VGog4WqZ2ODu9GqfWrGH5aV1vd2l30prWvjT29vZUdXMNX9bwYtrKnh2VfflEupaguSkJ5Pk9/HtU6cyITuNmgMdbNhrnQT70gUTuGpREed/ZmxCz3vWnAK27G9mX2Mb72ypYkJWGn6f8M6WSvc2r6zbxwv2oG1Pag500NQedqt21MimwV3FcfLY6c4EJXuwNBQ5vJz2cZOz3F794jkFAORmpLirHoYiUZ5asYdgOEpjW4isdCu4Z6YEOBAME40aXlyzN+6kFV05wX1SThq7aloIRaL87Jl1fPmewRtgfXZVOXe8uY1fPL+BYCTKnLGZPPDhLlqDYZ5fXU5HOMKzK8upbQnGpbTyRlkpqdVlDfh9woLJ2dz6+XlMyEo7yLN1Ott+DR/6eDcf76zhkgXjOWV6Ls+u3EvIDtZ/emc7P3xyDS+vrejxMZxKJV2O+Z+DBncVxynfc3LuXcscEyUi3Hj2DApHp3CWHZjyRqXQ0BoiFInyxsZKfvbMOu54Y6u77C1YPXdjYN3eRm58Yg2PLitjeWkdb2zc363k0Qnux0/OZldNi1snH2t3bUuPU/f3N7a79eZdNbaG3LGCrpzJRJ/uquPkabl8e9FUSmtb+cNb2/nRk2u5/bUt/OTptazcXR8X3HNHJVN7oINVZfUcNS7TfX0TNaNgFLMLM7nnvZ34RPjGSUVctaiI/U3tvLp+H8YYyuvbEIGfPLWWZSW13R7DOWqq1+WY/ylocFdxuubc+xrcAc6aU8iyX5zjDh7m2Ssf1rUE3VPzPbF8D3Wtwc7gnmL9XmGnVl5eW8GX71nKtQ+v5NsPLicY7kwp1LcG8fuE+ZOyaA1GeH3jfgCSYurxf/DEGr7w3x9SXt9Ka7BzhcvvP7qSM3/3rpvOiXXdIys5+4733KOYWLGVLmfNKWDOOKuS5a3NlW57HV177vWtIVburue4yT2ugn1QIsLdXz+OnIxkvnjcBMaOSeXMWQVMzknnxTUVNLaFONAR5obFM5iQncYtL26Mu39rMOx+cfdlUTc1/GhwV3G65twTTRskwgny+xrb3Yk8jW0hSqpb3LTMKHvizorSegA22sH3B2fPZGlJLT97Zq1b9ljbEiQ7PYlp+aMAeG6VlW/2+8S9TVVTO1XNHXzrr8uZe8vrXPfISsBaAgDghsdXuae2cziDlLFnlgLcSpf0ZD8iVnB30lYldtCPrQbKjuu5W/veEY72KbgDTMsfxYf/tpj/e+nRgDXAfdzkLDbva2JPnfVlOW/8GL524mS2VjZTXt957tXYyWP1LSHCkajnykfVwNLgruI4PVsn5x573tT+mjtuNADryxvYVdPC9PzOowJnQDUzxQ7uu+vd66blZfDjc2fx0/Nn88KaCh77tAyA+pYg2enJ7tGFM6mqPRR1J0LVtwYpnpJNWa0V6N7bVm2fOjDKtLwMSqpbWLI1voJkZqH1ZdG1ssSpdPnxubN4+YZTmZSTzujUJPJ6WcUyNya4x650ec7cwkO/WL1ITw7EvSezx45mX2M7GyusgdpJOWnuGEds+2MHsn/7+lZm3PwaF9/1UdxjP7+6nLN+966bw1fDmwZ3Fcfpuceu1T5QJmankZ+ZwqqyBkprWjh2YhaTcqwjg9icO1jByAnaTrD6/pnTmVU4ir+v3QfgDlqOjzm6uGpREQBVTR20h6yTYSyeU8Bj15zIOUdZQXXL/iaiBq47czrjxqTy4Melce10qnW6Bn3naGNWYSafmdA587S31JVzNAKdX14Li3IYldKfUxfHcyY4vW0H8onZ6UzLy2BKbrpbMvnwJ7v5l8c769udOQHryhsJRaK8vbmSa/+2gieX76GkpiVueYSh9p+vbebhpaVD3YxhSYO7iuMG95gBv2euO5nff/XYfj+2iLBgUhYf76yhorGdorwMpuVZveTOnHtn4Lt0wQRuPHumG7BFhMVzClheWkdTe4h6O7j7fcKvvjCPR79zIufaveKq5nbqW61URHZ6MsVFOVy6wDrFr7Og16zCTM6cne8OxL6/rZr73i9xe7m7a1vdvPvaPQ3c9spmoHswd85CNcvu8Ts99o6Y8YHiKTl878zp3P314/r3InYx2wnumyvJTA0wJi0JEeGsOQV8vLOWtmCEx5eVUV7f85LBNQc6+OXLG3ljUyWflFhpqK4D0+X1rdz64oaEe/Qd4Qi3vLhhQNagf+LTPf80Z+YaaBrcVZz2YAQRSImZdWoFxokD8vjHTcl2T1IxNS/DDZTOEgRT8zI4Y1Y+x0/J5vx5Y/nRubOYmN25vMHZcwoJRw0/f3Y9exva3EHLK08pYtGMPAoyrbr86uYO9zGz7R6081xOj3ZqbgbjxqRRcyBIRzjCH97axm/f2EpTe5hpdsrICYr3f7iL7VXNXHT0uG7jEFPt215z2jQumDeWp647mQvmjeX8eZ017MkBH/92wRw39z5Qxo1JJTM1QNQQ9zqdNaeAjnCUtzZXsmV/Z7B20l5Oj7+qqYP0pPgjife31fDost3UHujgkU9284PHV/PQ0t09Dj73ZHVZA39butsd4DbG8Niysh7nOBxMfUuQxrYQ2yoPdBsXScSOqmZeXNN73f9IN3DHh2rILS+tY87YTHep2L5oDVorQg7WCTMWzy7gvvdL8PmEBZOzOHrCGF5Ys5cL7Mk8qUl+Hvp272dmPG5yFvPGj+bdrVX4RbqtDV8w2gqeVU0d7uqUWfb6OEV5VvBbs6eBnIxkxqQnuWupb9nXzOo9DThjjPMnZVFS3UJ5fStFuem8t62ai44ezx1f6X4Ec9qMfF4aW8F588by5eJJANzzjeP7+hIdFhHhgnljeXX9Ps6Y1Xku4oVTc0hP9vOHt7YRGxcLRqfQXB3mxKk57qSoXTUtFGSmMD4rjab2EM+uKufZVeVsrzwQl7Jq6KU+3hjDe9uqOX1mPj6fsMXu+TvpnV01Lfzi+fXUHujgX86emfC+OWWnbaEIZXWt3RaoO5Q/v7uT51bt5egJY9xB938m2nMfIRrbQnz1L0v50zs7Dnnbqub2HtdvOdARprK5Y1Dy7Y7ZYzNZ+R/nsvzmc5iYnU5RXgZrbjmP6Qn+8wX8Pl75wWls/PUFrP/V+XzxuPgjisyUAKlJPqqa2zt77hnWl116cmdfZt54a3B3vL1w1xPLy4gtHllgT8DaWd3Cc6v20tgWcuv1uzp64hj+8cPT3dTSkfbbLx/Lxl9fwE2fneNuSwn4OWtOATvtKp6jJ4whJyPZPbvWidOsBc2W7aojGIly02fn8ML1i+LWlu+6pENlUzt76loxxrgnYAF4d1s13/rrcv78rvXZc3L6TnB31qLfcpjr/8Tm/rfErGff2Bpyzz97MM7zdh1TCUeice2P1XXf+qKioc0Tg9Ia3EeIrfubiZrOeuuDufSuj/nMra/H/YNUNrVz/u/f5+W1FW4Z5HAkIkzKtgYTy+x/0qy0zkoVZ+lhp5zQ6bm/uKaC1KTOf4ejxo0myS/8779v4mfPriMl4OO0WXlHajcGxK++MA+wUjcvXL+I5Tef4x7FFBdlI2KNM0Bn7t5Zdx9wXz/Hk8v3cPpvl/DIJ7s57TdLWLOngUjUuKtdvrp+P+FI1A3Ezoqgzt9dTzgSiRq3HDMac9lRWtOC3yeIxN/3hsdXuSWtvQlHomyvOoDfJzy9opxGe/IcwB/f3s5Zd7zbYxB/c1Mlp/92SY/n+01kkbbGthBn3fEuD3X5QunNnrrWQVsOQoP7COHkVUuqW9hd23u1QzRq2GufROO2Vze5229+fj0V9sSivcP8fJ2//MI8dte2cvtrW4D4qpV7v1nM8pvPYVJO/CnuWoMRzpiV7x61FGSmurn146dk88oPTmN0P9JdQyF3VAprbzmPF65fhN8n+H1CwegUcjKSyR+VQm5GMjurrQDqHDndeM5M3vvpme6YS+yEsFVl9RgDDy3dDcAtL25g+i9e5RN7NuymfU3MvfV1Vpc1IGIFrmA46gbmXTEnHOkIRzjl9rf5y/slGGM4+873uOONbXHt31XTwqTsNIpyM9xSz1AkyvLSOlaW1R/05CWltdZzX3VKEW2hCIvveJdTbn+HAx1h/vbJbkIR02MAXlpSizHd5zhsq2xm/q/e4NFluw/6mq/Z00B7KOq+JgcTjRq+9ddPue6RVYe8bV8MWnAXkQtEZKuI7BCRmwbreWI1toX4/J8+ZH1544A95v/++ybueGNrt+2/f3MbP3xiNX9+dwffe2TlkE8I2bK/2T2V3VMr9vR6u+qYQa2PdlgfwEjUsHRnLV85ftLgNvIIWTQjj7OPslIoaUn+uCORnIxkNxcPVnVOpl1+efyUbKbY5zXNHZXs5qovOnocMwqGZ852THoShTErT/7grJk8eNUJiAj59uDz8ZOz3dcoJeBnSm7nQPf3zpjOX791AtPzM9y01Y4qa2mGdfb/2RsbO48WnRnEx03OJmpgT30rWyubSU3yEYkaNuxt4tI/f8SvXt5EZVMH971fwrbKA+yqaeHBj0vdtYTaghHW7W2gKC+Dk6blsHRnLaGI9UXRHooSDEfZvK/3NI/zhXLJggmcMj2XupYg1c0d3LVkBw2tIWYVjuLJ5Xu69d5XlTUA1lHKBX94nyr7bGOvrNtHc0eYm5/fwLryhl6fd3VZvf274ZAx4f3t1eysbuGiYxJbPO5wDUpwFxE/cBfwWWAucLmIzB2M54r16a461u9t5IMd1qFmY1uIG59Yzbpy64X+2TNreWtTfNri9te2dKtndkSjhqdWWKVYDy8t5cGPdvHMynJuf20L97y3kxfWVPCHt7bz2ob97qSbv6+r4L/+saVP7d+yv4nrH1sV94HbU9fKdQ+vdHvTbcEINz6xmhJ77ZNgOMrPn1vHY8vKmD8pi4vnj+euJTt7rRJwZi2eNjOPvQ1tVDW1s72qmZZghJOm5/DYd0486IDmcOHMAo0k8KXrrKm+YHI20/IzSEvyk5EScJfy7S3XPhyNHZPKMROzANzgs7iH/XOC+1HjRrN4ToFbheSIHW+vbQlSODqFWz8/lw//bTE/PX82/3KWtRb99x5ZSWltizvH4D9f3czqsgYeW1aGiHXfX71sLZVwoCPs9qZvem4d5fVtfOOkKSyeXUBzR5jlpXWsKuuc3LYqZqKb49X1+9zz8frEWpPntkuP5vKFVsfl0U92U5CZwj1fPx4R+OLdH/Pdh1fYcyIibLKPENbvbWTL/mY+2mkts7xkaxWzCkcxOjXAX94rcZ+vPRThB4+vdo+cnS+H2pYgV9y3LG6F0v/76maWbK3id69v5fWN+/nrR6UUZKZw0dHje3yv+muwqmUWAjuMMSUAIvIEcDGw6aD3Oky7alr43Rtb+Y+L5jJ2TKr7rbmruoVI1HDN31bw6a46RqcmkZmaxFMrynlhTQWPXH0iG/Y2MjU/g3ve28me+lYWz47/gL+w2hpEa24P09we5j9f20LAJzTFLEebmuSjPRQlNcnHvz+/gXnjR7vnybxi4WQm5aSzsaKRRz7ZzbgxaZw/bywf7ajhc8eM4+mV5Vx96lS3x1TR0MaVD3xKZVMHm/c18dINpwJwyV0fUdsSpLgom++cNo33tlXx4poKinIz+NG5s3hlfQWPf2r11Cdkp3H7l45mX2M7P316HR9ur+EbJ0/hmIlZPPFpGTMLM93Svs8fM54PttewqqzBXYBrwaTsw65I8KoFdnCPXYumN2PHpFFS3cLRE8ZwxcIp7gSle75xPEu2VI2Y16Qrpwfe05eXs8/Ob6cKyXHZCZMIhg0vrNlLJGoYn5XGVYumAnD94hl0hCN84djx1LUEGZ+Vxg1nzaC0toUVu+tJS/LTFrLSYPsb2/l4Zy2jUgKcPD2XO9/cxqScdF5eW8HVi6Zy9lGFtHSESfb7uP21LbQGIxRkphDwCY8s203uqGQunj+BZSW1VDS28T8f7GJjRRPZ6UkUT8khNcnP1LwMbv38PJ5cvoem9jCnTM9jWv4o/nrVQv7rH1t4fWMlS0tqyUgOEIoY5k/KcpegKKluYV9jG+vKG/nX82bR3BHmvvdLKK9vZWJ2Oh9ur+GltRW0hSL85evHs6as3r3/0pJafv3yJi5ZMIFpeRnc+34J68ob+HRXHVPzMiitbeW7p0/rdrKbgTJYwX0CEJsbKAdOHOgn8Yvw6vp9FOWm89Pz57jf6qW1Lby5qZJP7bxZWV2rG/hHpyZxxX2fEI4aN5+4q7qFZSW1FI5OpaKhjbc2V/HAR7vinqs1ZkXC3IxkPn/seMZnpbK98gBzx4/m3vdLWFpSy5TcdHbXtvLosjJyMpK4+92ddISjtAYj3PmmlVP8+7oKVpU1sLGikbuuOI6m9jDf+uuntHZE+PeLjuL/vLKZNzbup+ZAh7tErnMI7FQwWGV7hvs/3EVRbjoFmalcumACKQE/932jmO8/tpIX11TQ0Bbi5guP4ufPr+ekqbksmmFVSZw/byz//sIGHl22m7ZghJyMZDclMRIcHTOD9FDOn1fI5Jw0UpP8nDozj1NnWgOnJxTlcELMmZRGmj9evoDnV+91J1/FOntOAevLG916/wI7lZWfmUJ1cweLZuTxuWPGs6P6AGv3NLjXO1ICfv54+YK4bfdfeQI/enINV586lQc/LuVrJ06hvjXIz55Zx7GTxvD/LpvP5//0If/69FqiBi48ZhwAGSkBrjhxsls3/5XiSQT8wv0f7uKmZ9dzxqx87nxzGyt31xO2c2n1rSG+fWqR+9ypSX6KcjMoqWlhweQswErD/e3bC1nw6zd5ftVeNuxtZExaEv/xOet/cEflAdbsaeDDHTWkBHxcdMx4osbwl/dK+HB7DZctnMw79lH/W5srefDjUpraw1y1qIinVuwh2e9jydZq1u9tdGONM1HMqWI6+6i+L0VxKIMV3Hsqko47PhaRa4FrASZPntynJ5mcm855cwt5dFkZ3ztzhhsAd9W08MBHu5iQlUZxUTbLSqzDuVEpAZ657mS+9j/LyEwNuKP4u2pa+M7fVjApO53S2hZagxHmjM1ky/5mRqcGaA9bJyMWIBw1vPbD07odpjq9FoCjb32de97bCVhn2nnu+4t4YfVe7lqyg3DUuIdur6630jl3vrHNyjletZCTp+Vyz3slvLmpknXljZw0LYecjGRWldWzcncdS+zZlavL6tla2cyGvU38+uJ5fPPkIvf5x6Qn8eh3TuLfX1jPc6v22oNWVh18TkYyeaOsGu9FM3Ldx/vScRMHrbZ9KKQl+5mck96tDr4nXztxyhFokfdcePQ4Ljx6XI/XFRfl8Mh3Ovtjzuf98oWTeXhpqZv2mpidZgf3ns8oFatwdCqPXXMS0BnUOsIR7nl3J2fPKSQ9OcB1Z0znp8+sIycjmWPt9BFYg+S/tKt/HOfNHcuFf/yARz7ZzbryRjewn3NUIeX1rZw7Nz6XPXtsJiU1LRwX85lITfKzaEYuL62tIDng49HvnMjxU3J4/vuLuP6xVbyyzlrq4q4rjmNqXgbRqCE92c+W/c2sKK3jnc1VHD8lm00VTfz675sYOzqVC48ex8XzJ9AaDPO5P31Ist8XV8rpyMlIZn4vZzIbCIMV3MuB2NG5iUDcGQSMMfcC9wIUFxf3eTTymtOm8frGSr58z1JagxGOmTiGdeWN1Byo4+YLjyJqDC+uqeDdrdXMn5RFUV4GH/xsMa2hCKf/Zgk+sVfyC1mj/QDPf/8Ujp2YxYV//ICpeRluTbjfJ7R0hA/5Qf7mKVO4a8lOnv3eKRw7cQwBv48fnTuLG8+eyZfu+ZjVZQ38y1kzuGvJDn74xBr2NrRx51eOZdEMq8e4eHY+T9tTrn/5hXmU1rTw6vr9fOlu6yQUp8/Kt6fKW0cX583teUDmrDkFPPJJGY9/Wsbswky2Vjbzyvp97gfq/itPoD08eGvJDLX3f7Z4qJswYswoGEXAJ3z1hEn8+NxZ7vaJ2VZFUeHovs28TQn4efsnZ7gdiy/MH8+db27jzNn5hzz719zxozllei7/vWQH7aEouRnJjE5L4r5vHt9jR+X4Kdl8uKOGz4yPP6r73DHjeXtLFb//yvy4I7VZBZm8wj5mFY7iIvsowucTZhZm8ur6fW79/M8umM2YtCSufXgl3zltKkl2YUN6coC3f3wGBzrCnPabJcyflMW7W6uZlpdBxBhOnpZ72Gc4OxyDFdyXAzNFZCqwF7gMuGIwnqi4KIcbFs/gv5fs4KJjxvH5Y8Zx3SOryEj289WFk1hpD7qU17e5E158PmFUSoC3fnwGa/bU8+0HVwDWFPEFk7LcfO1T151MwCdETeehSDSBAbofnzub754xvVvpnM8nnHNUIavLGvjScRP5eGctK3fXs7AoJ24yzjlzC3l6ZTmXzB/POUcVsNrO/y2cmsOvL55Hkt/H2Xe8x7Orypk7brRbztfVKdM767Ifu+ZEzrnzPepbQxTZ6RefT+Im9ijVmzNn57P052fHVRpB55IHifTcexMbiFMCfl678bSE51pcfepUPn7Iqvp68rsnkT8qtdcj0G+dUsQXj5vY7UQplyyYwJmz8905AI7pBVZK6usnxR/ZzSnMZO0eq9zzmetOYcGkLHw+YcXN58SV3Tr7lpmaxDs/OZP0ZD8Lb3uLE4py+MWFR5GSNLiV6IPyn22MCYvIDcDrgB94wBiz8RB367OfnDeL02bmsWBytlvj/eXiSYxOTeKosaPd233rlKK4++VkJDOr0Jq8kZWexJPXnuyuQwL0ua7Z75Ne73v1qVM5eXouRXkZnDWngJW76+NygwDnzS3k+e+fwjETs9zFth675kSKp+S4gy/fOGkKD3+y282h9yQ1yc9bPz6d/FGpjElP4pHvnMj2ygOcPL33+yjVE6t0snvvfJLTc++lg9EXXYPswSyeXcDUvAya28NMzx910NRiwO+LO4HKoZ7zws+M44lrUzhxavy4izPh69iJWXFpv+xeHhs6T9zyzPdOIW9UCmPSB3/OhAx1fTZYaZkVK1YMyGMZY3h6RTnnzxvrvoDPrCzn5Om5PZ54Iho1zLnlHyyanstfrzqyJYBN7SFeWbePrxRPOuzDs0jU8MLqvZw7r3DYTa5RI0c4EuWZleX8r+MnDuja/4djw95GGttCblpzsH28o4Yr/mcZPz53Fj84jLVyBoOIrDTGFPd43UgL7n3x8NJSZo8dzcKpI7cyQik1MDrCEX73+lauOX1av9JRA0GDu1JKjUAHC+66toxSSo1AGtyVUmoE0uCulFIjkAZ3pZQagTS4K6XUCKTBXSmlRiAN7kopNQJpcFdKqRHIE5OYRKQaOPjJCQ8uD6gZoOYMpZGyH6D74lW6L97U132ZYozJ7+kKTwT3/hKRFb3N0hpORsp+gO6LV+m+eNNg7IumZZRSagTS4K6UUiPQSAnu9w51AwbISNkP0H3xKt0XbxrwfRkROXellFLxRkrPXSmlVIxhHdxF5AIR2SoiO0TkpqFuz+ESkVIRWS8ia0Rkhb0tR0TeFJHt9u/sQz3OUBCRB0SkSkQ2xGzrte0i8nP7fdoqIucPTat71su+/FJE9trvzRoRuTDmOk/ui4hMEpElIrJZRDaKyI329mH3vhxkX4bj+5IqIp+KyFp7X35lbx/c98UYMyx/sM7NuhOYBiQDa4G5Q92uw9yHUiCvy7bfADfZl28C/muo29lL208HjgM2HKrtwFz7/UkBptrvm3+o9+EQ+/JL4F97uK1n9wUYBxxnX84EttntHXbvy0H2ZTi+LwKMsi8nAcuAkwb7fRnOPfeFwA5jTIkxJgg8AVw8xG0aCBcDD9mXHwIuGbqm9M4Y8z5Q12Vzb22/GHjCGNNhjNkF7MB6/zyhl33pjWf3xRizzxizyr7cDGwGJjAM35eD7EtvvLwvxhhzwP4zyf4xDPL7MpyD+wRgT8zf5Rz8zfciA7whIitF5Fp7W6ExZh9YH3CgYMhad/h6a/twfa9uEJF1dtrGOWQeFvsiIkXAAqxe4rB+X7rsCwzD90VE/CKyBqgC3jTGDPr7MpyDu/SwbbiV/iwyxhwHfBa4XkROH+oGDZLh+F7dDUwH5gP7gDvs7Z7fFxEZBTwL/NAY03Swm/awzev7MizfF2NMxBgzH5gILBSRzxzk5gOyL8M5uJcDk2L+nghUDFFb+sQYU2H/rgKexzr0qhSRcQD276qha+Fh663tw+69MsZU2v+QUeA+Og+LPb0vIpKEFQwfNcY8Z28elu9LT/syXN8XhzGmAXgXuIBBfl+Gc3BfDswUkakikgxcBrw0xG1KmIhkiEimcxk4D9iAtQ9X2je7EnhxaFrYJ721/SXgMhFJEZGpwEzg0yFoX8KcfzrbpVjvDXh4X0REgPuBzcaYO2OuGnbvS2/7Mkzfl3wRybIvpwHnAFsY7PdlqEeS+zkKfSHWKPpO4Oahbs9htn0a1oj4WmCj034gF3gb2G7/zhnqtvbS/sexDotDWD2Nqw/WduBm+33aCnx2qNufwL48DKwH1tn/bOO8vi/AqViH7+uANfbPhcPxfTnIvgzH9+UYYLXd5g3ALfb2QX1fdIaqUkqNQMM5LaOUUqoXGtyVUmoE0uCulFIjkAZ3pZQagTS4K6XUCKTBXSmlRiAN7kopNQJpcFdKqRHo/wOQ7HX5jHuwtQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(-pes_data[\"channel_1_A\"][0,31400:31700])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6606c28-28c8-4d27-9f38-4a7ca88ee397",
   "metadata": {},
   "source": [
    "Now, let's fit the model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5690cf09-4fed-497d-a09d-0f3cdceea04d",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_test = 10 # exclude some trains to validate the training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "cb86aa32-dc1d-4684-bd62-25aa77a97245",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking data quality in high-resolution data.\n",
      "Finding region-of-interest\n",
      "Excluding outliers\n",
      "Selected 15001 of 16668 samples.\n",
      "Fitting PCA on low-resolution data.\n",
      "Using 600 comp. for PES PCA.\n",
      "Fitting PCA on high-resolution data.\n",
      "Using 20 comp. for grating spec. PCA.\n",
      "Fitting outlier detection\n",
      "Fitting model.\n",
      "Calculate PCA unc. on high-resolution data.\n",
      "Calculate transfer function\n",
      "Resolution = 0.78 eV, S/R = 3.83\n",
      "Calculate PCA on channel_1_A\n",
      "Calculate PCA on channel_1_B\n",
      "Calculate PCA on channel_1_C\n",
      "Calculate PCA on channel_1_D\n",
      "Calculate PCA on channel_2_A\n",
      "Calculate PCA on channel_2_B\n",
      "Calculate PCA on channel_2_C\n",
      "Calculate PCA on channel_2_D\n",
      "Calculate PCA on channel_3_A\n",
      "Calculate PCA on channel_3_B\n",
      "Calculate PCA on channel_3_C\n",
      "Calculate PCA on channel_3_D\n",
      "End of fit.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[[ 45.25033909,  -1.52076639, -26.40138086, ...,  41.11148219,\n",
       "         -28.81773406,  -4.55958428]],\n",
       "\n",
       "       [[ 84.63051252,  58.4918049 ,  34.38415664, ..., -68.71856042,\n",
       "         -10.15857886,  18.19808707]],\n",
       "\n",
       "       [[ 42.7415937 ,  62.99841607,  25.56760753, ...,  37.3064036 ,\n",
       "         -14.95242637, -55.78951224]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[ 16.59243397,  20.11136385,  34.66138075, ..., -28.25942387,\n",
       "         -33.72842352, -30.10383616]],\n",
       "\n",
       "       [[ 14.56659321,  57.7321962 ,  53.2570205 , ..., -37.47129771,\n",
       "         -44.67869095,   9.89501214]],\n",
       "\n",
       "       [[ 24.36188951,  66.45856414,  16.32071628, ...,   1.01045004,\n",
       "         -56.16842253, -25.37869259]]])"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# exclude the last n_test train IDs so we can use them for validation later\n",
    "pes_train = {ch: pes_data[ch][:-n_test, :] for ch in pes_data.keys()}\n",
    "gs_train = gs[:-n_test, :]\n",
    "xgm_train = xgm[:-n_test,:]\n",
    "\n",
    "model = Model(channels=channels)\n",
    "model.fit(pes_train,\n",
    "          gs_train,\n",
    "          np.broadcast_to(energy, (gs_train.shape[0], gs_train.shape[-1])),\n",
    "          pulse_energy=xgm_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52c038c5-d86e-4e5a-9214-5e1878dd77e8",
   "metadata": {},
   "source": [
    "The resolution of the Virtual Spectrometer relative to the Viking has also been estimated (in eV):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "a084b920-0006-4859-80f9-ff81f3c1f6b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7772695469856838"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.resolution"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1f47e6e-3b62-4c8a-8573-8eb4bd40f2ff",
   "metadata": {},
   "source": [
    "We can look at the Virtual Spectrometer to Viking response function as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "f752a9e0-8484-4381-8bb5-5eb27bd82670",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Intensity [a.u.]')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(model.impulse_axis, model.impulse_response)\n",
    "plt.xlabel('Energy [eV]')\n",
    "plt.ylabel('Intensity [a.u.]')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3842cb23-a961-4a60-9e9e-d341256e1bb7",
   "metadata": {},
   "source": [
    "## Save model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "4e612338-401e-4fd5-bef7-a6579af0d3d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save(\"VS_p5576_grating.joblib\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d7f95c2-e16d-43b2-a0c5-28a968490bb0",
   "metadata": {},
   "source": [
    "## Apply model in data not used in training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dc56d30b-7db8-49ce-82ed-d01d8b6670d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "pes_test = {ch: pes_data[ch][n_test:, :] for ch in pes_data.keys()}\n",
    "gs_test = gs[n_test:, :]\n",
    "xgm_test = xgm[n_test:,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "0d8054bb-8ad6-4ee4-8d0c-8ac4ee990179",
   "metadata": {},
   "outputs": [],
   "source": [
    "vs_test = model.predict(pes_test, pulse_energy=xgm_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "e087883a-43e3-4e19-9041-6740704d7df7",
   "metadata": {},
   "outputs": [],
   "source": [
    "vs_test[\"energy\"] = model.get_energy_values()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4f0861c-a124-4812-beb1-0b8cd56d89c1",
   "metadata": {},
   "source": [
    "Add Viking in the same dictionary for convinience. In practice this would not be done in inference: it is done here to validate the results obtained."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "a5bd5573-afc9-45b3-9f25-7c713e08dfa9",
   "metadata": {},
   "outputs": [],
   "source": [
    "vs_test[\"gs\"] = gs_test"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e30cc51-41e0-4458-8867-f43605324fc6",
   "metadata": {},
   "source": [
    "Now we can plot it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "44e5df6a-dfc9-47ab-9f37-03fdd0687698",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot(data, i):\n",
    "    \"\"\"Plot prediction and expectation.\"\"\"\n",
    "    from matplotlib.gridspec import GridSpec\n",
    "    fig = plt.figure(figsize=(24, 8))\n",
    "    gs = GridSpec(1, 2)\n",
    "    ax = fig.add_subplot(gs[0, 0])\n",
    "    ax.plot(data[\"energy\"], data[\"gs\"][i], c='b', lw=3, label=\"Grating\")\n",
    "    ax.plot(data[\"energy\"], data[\"expected\"][i,0], c='r', ls='--', lw=3, label=\"Prediction\")\n",
    "    ax.fill_between(data[\"energy\"],\n",
    "                    data[\"expected\"][i,0] - data[\"residual\"][i,0],\n",
    "                    data[\"expected\"][i,0] + data[\"residual\"][i,0],\n",
    "                    facecolor='gold', alpha=0.5, label=\"68% unc.\")\n",
    "    ax.legend(frameon=False, borderaxespad=0, loc='upper left')\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.set(\n",
    "            xlabel=\"Photon energy [eV]\",\n",
    "            ylabel=\"Intensity [a.u.]\",\n",
    "            title=\"Comparing with the original Viking\",\n",
    "    )\n",
    "    ax = fig.add_subplot(gs[0, 1])\n",
    "    gs_smooth = fftconvolve(data[\"gs\"][i], model.impulse_response, mode=\"same\")\n",
    "    ax.plot(data[\"energy\"], gs_smooth, c='b', lw=3, label=\"Grating (convolved to VS resolution)\")\n",
    "    ax.plot(data[\"energy\"], data[\"expected\"][i,0], c='r', ls='--', lw=3, label=\"Prediction\")\n",
    "    ax.fill_between(data[\"energy\"],\n",
    "                    data[\"expected\"][i,0] - data[\"residual\"][i,0],\n",
    "                    data[\"expected\"][i,0] + data[\"residual\"][i,0],\n",
    "                    facecolor='gold', alpha=0.5, label=\"68% unc.\")\n",
    "    ax.legend(frameon=False, borderaxespad=0, loc='upper left')\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.set(\n",
    "            xlabel=\"Photon energy [eV]\",\n",
    "            ylabel=\"Intensity [a.u.]\",\n",
    "            title=\"Same, with smoothened Grating\",\n",
    "    )\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9bb6495-51db-4775-ba91-c7b936dc0b33",
   "metadata": {},
   "source": [
    "These are the last 10 train IDs, which were not used in training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "c8ffc289-c10a-48bb-b1e0-1ebeb61880dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(vs_test, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "8c61b6fe-111f-4c2f-91b6-2fb83c56c9d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(vs_test, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "373ca950-0378-4d7d-96ca-57ad951ebbf3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(vs_test, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "cb587a4d-dbf6-4f96-9c71-62a72619cbfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(vs_test, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "ecd8a39e-b276-4316-8caf-95b50a1496e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(vs_test, 4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f0f3f20-060a-488a-9f61-6b4cb3cf1614",
   "metadata": {},
   "source": [
    "## Apply it in new data without Viking"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d99852b3-ec27-44e7-bd63-056fa3804810",
   "metadata": {},
   "source": [
    "Retrieve PES and XGM data into the expected format.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "afd8d85c-d6f0-4fff-9e90-79a99363aca8",
   "metadata": {},
   "outputs": [],
   "source": [
    "runTest = 321"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "83fe11bc-aa8b-4037-aa15-4a36e3104bf5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pes_to_spec.model import Model\n",
    "model = Model.load(\"VS_p5576.joblib\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "6115d454-d695-441e-b70f-40ac4a336355",
   "metadata": {},
   "outputs": [],
   "source": [
    "_, data_inf = tb.load(proposal, runTest, fields)\n",
    "\n",
    "# transform PES data into the format expected\n",
    "pes_data_inf = {k: da.from_array(data_inf[item].to_numpy())\n",
    "            for k, item in pes_map.items() if item in data_inf}\n",
    "xgm_inf = data_inf.XTD10_SA3.to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "d9f267f7-3e0d-4101-97f0-019c837b5e5e",
   "metadata": {},
   "outputs": [],
   "source": [
    "vs_inf = model.predict(pes_data_inf, pulse_energy=xgm_inf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "2be3b1ac-5e21-4503-b763-ba7723b808c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "vs_inf[\"energy\"] = model.get_energy_values()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cdd39379-bb88-4717-bcf5-beb4440daf78",
   "metadata": {},
   "source": [
    "Now we can plot it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "c9ea5c57-cdf3-4268-856f-44b48cd3fb69",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_new(data, i):\n",
    "    \"\"\"Plot prediction and expectation.\"\"\"\n",
    "    from matplotlib.gridspec import GridSpec\n",
    "    fig = plt.figure(figsize=(12, 8))\n",
    "    gs = GridSpec(1, 1)\n",
    "    ax = fig.add_subplot(gs[0, 0])\n",
    "    ax.plot(data[\"energy\"], data[\"expected\"][i,0], c='r', ls='--', lw=3, label=\"Prediction\")\n",
    "    ax.fill_between(data[\"energy\"],\n",
    "                    data[\"expected\"][i,0] - data[\"residual\"][i,0],\n",
    "                    data[\"expected\"][i,0] + data[\"residual\"][i,0],\n",
    "                    facecolor='gold', alpha=0.5, label=\"68% unc.\")\n",
    "    ax.legend(frameon=False, borderaxespad=0, loc='upper left')\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.set(\n",
    "            xlabel=\"Photon energy [eV]\",\n",
    "            ylabel=\"Intensity [a.u.]\",\n",
    "            title=\"\",\n",
    "    )\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "99256b0f-780d-4a20-bc70-6e0b894c584c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_new(vs_inf, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ae94611-5d71-4c11-806c-04905607be1d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "SCS Toolbox (p005576)",
   "language": "python",
   "name": "toolbox_p005576"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}