Read in a Bruker spx spectrum and do basic TEM quantification to get area under the peaks.

Quant Bruker spx.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "spanish-importance",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\zsg\\AppData\\Local\\Temp\\ipykernel_13309\\2717337339.py:10: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display\n",
      "  from IPython.core.display import display, HTML\n"
     ]
    },
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      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "#from scipy.signal import medfilt, convolve\n",
    "#from scipy.signal.windows import gaussian\n",
    "import os, sys\n",
    "import hyperspy.api as hs\n",
    "#%config InlineBackend.figure_format = 'retina'\n",
    "matplotlib.rcParams['figure.figsize'] = 16, 4  # that's default image size for this interactive session\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "lonely-taiwan",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Which spectrum are we doing?\n",
    "FileName = \"Globule bottom right.spx\"\n",
    "\n",
    "# Choose which elements to include.  The fitting can go bad if really low abudance/absent elements are included so trim this list.\n",
    "Elements = None\n",
    "Elements = ['C', 'N', 'O', 'Na', 'Mg', 'Si', 'P', 'S', 'Cl', 'Ca', 'Fe', 'Ni', 'Cu', 'Ga', 'Pt']\n",
    "# Elements = ['C', 'N', 'O', 'Na', 'Mg', 'Al', 'Si', 'P', 'S', 'Cl', 'K', 'Ca', 'Ti', 'V', 'Mn', 'Fe', 'Ni', 'Zn', 'Cu', 'Ga', 'Pt']\n",
    "\n",
    "# You also have the choice to specify only specific lines to quant.\n",
    "# If Quant_Lines = None, then it will use all the lines for the elements above.  Otherwise, it will only quant these lines.\n",
    "Quant_Lines = None\n",
    "Quant_Lines = ['C_Ka', \n",
    "               'N_Ka', \n",
    "               'O_Ka', \n",
    "               'Na_Ka', \n",
    "               'Mg_Ka', \n",
    "               #'Al_Ka', \n",
    "               'Si_Ka', \n",
    "               'P_Ka', \n",
    "               'S_Ka',\n",
    "               #'K_Ka', 'K_Kb',\n",
    "               'Ca_Ka', 'Ca_Kb',\n",
    "               #'Ti_Ka', 'Ti_Kb',\n",
    "               #'V_Ka', 'V_Kb',\n",
    "               #'Mn_Ka', 'Mn_Kb',\n",
    "               'Fe_La', 'Fe_Ka', 'Fe_Kb', \n",
    "               #'Ni_La', 'Ni_Ka', 'Ni_Kb',\n",
    "               #'Zn_Ka', 'Zn_Kb',\n",
    "               'Cu_La', 'Cu_Ka', 'Cu_Kb',\n",
    "               'Ga_La', 'Ga_Lb1', 'Ga_Lb3', 'Ga_Ka', 'Ga_Kb',\n",
    "               'Pt_Ma',\n",
    "              ]\n",
    "\n",
    "# It can improve the fit quite a bit top calibrate the exact position and FWHM of each line individually.  But it takes a long, long time.\n",
    "# Calibration_Lines = None # This option is best for speed.\n",
    "# Calibration_Lines = Quant_Lines # This does all the lines.  You could also just do a subset if it is only a couple that have trouble.\n",
    "Calibration_Lines = ['C_Ka', 'N_Ka', 'O_Ka'] # Only do some lines.  It's usually the very low energy lines that need calibration anyay.\n",
    "#Quant_Lines #['Fe_Ka', 'Si_Ka']\n",
    "\n",
    "# Calibrate energy axis -- only works with low-noise spectra.  Often you can accomplish an equivalent result safer just calibrating individual lines above.\n",
    "Calibrate_Energy_Axis_Lines = None # This option disables the axis calibration.  Best option for noisy spectra, and for speed.\n",
    "#Calibrate_Energy_Axis_Lines = 'all_alpha' # This option is good for a low noise spectrum but it will mess up your axis in many cases.  Consider just calibrating specific edges instead.\n",
    "#Calibrate_Energy_Axis_Lines = ['C_Ka', 'O_Ka'] # This option is good if you have two clearly separated peaks at opposite ends of the spectrum.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "challenging-bracelet",
   "metadata": {},
   "source": [
    "## Read in a spectrum, select the X-ray lines and show it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "vietnamese-temperature",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "├── Acquisition_instrument\n",
      "│   └── TEM\n",
      "│       ├── Detector\n",
      "│       │   └── EDS\n",
      "│       │       ├── azimuth_angle = 45.0\n",
      "│       │       ├── detector_type = Custom type\n",
      "│       │       ├── elevation_angle = 18.0\n",
      "│       │       ├── energy_resolution_MnKa = 130.0\n",
      "│       │       ├── live_time = 8.064\n",
      "│       │       └── real_time = 9.468\n",
      "│       ├── Stage\n",
      "│       │   └── tilt_alpha = 0.0\n",
      "│       └── beam_energy = 300.0\n",
      "├── General\n",
      "│   ├── FileIO\n",
      "│   │   └── 0\n",
      "│   │       ├── hyperspy_version = 1.7.1\n",
      "│   │       ├── io_plugin = hyperspy.io_plugins.bruker\n",
      "│   │       ├── operation = load\n",
      "│   │       └── timestamp = 2022-08-23T21:26:34.787782-07:00\n",
      "│   ├── date = 2022-05-08\n",
      "│   ├── original_filename = Globule bottom right.spx\n",
      "│   ├── time = 22:14:37\n",
      "│   └── title = EDX\n",
      "├── Sample\n",
      "│   ├── elements = ['C', 'Ca', 'Cl', 'Cu', 'Fe', 'Ga', 'Mg', 'N', 'Na', 'Ni', 'O', 'P', 'Pt', 'S', 'Si']\n",
      "│   ├── name = Globule bottom right\n",
      "│   └── xray_lines <list>\n",
      "│       ╠══ [0] = C_Ka\n",
      "│       ╠══ [1] = Ca_Ka\n",
      "│       ╠══ [10] = Ga_Ka\n",
      "│       ╠══ [11] = Ga_Kb\n",
      "│       ╠══ [12] = Ga_La\n",
      "│       ╠══ [13] = Ga_Lb1\n",
      "│       ╠══ [14] = Ga_Lb3\n",
      "│       ╠══ [15] = Mg_Ka\n",
      "│       ╠══ [16] = N_Ka\n",
      "│       ╠══ [17] = Na_Ka\n",
      "│       ╠══ [18] = Ni_Ka\n",
      "│       ╠══ [19] = O_Ka\n",
      "│       ╠══ [2] = Ca_Kb\n",
      "│       ╠══ [20] = P_Ka\n",
      "│       ╠══ [21] = Pt_Ma\n",
      "│       ╠══ [22] = S_Ka\n",
      "│       ╠══ [23] = Si_Ka\n",
      "│       ╠══ [3] = Cl_Ka\n",
      "│       ╠══ [4] = Cu_Ka\n",
      "│       ╠══ [5] = Cu_Kb\n",
      "│       ╠══ [6] = Cu_La\n",
      "│       ╠══ [7] = Fe_Ka\n",
      "│       ╠══ [8] = Fe_Kb\n",
      "│       ╚══ [9] = Fe_La\n",
      "└── Signal\n",
      "    ├── quantity = X-rays (Counts)\n",
      "    └── signal_type = EDS_TEM\n",
      "\n",
      "Zeroing out the first 55 energy bins of the spectrum to eliminate the zero energy peak.\n"
     ]
    },
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      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the bruker spx spectrum.\n",
    "S = hs.load(FileName)\n",
    "# And write out a two column text version.\n",
    "FileNameRoot,_ = os.path.splitext(FileName)\n",
    "np.savetxt(FileNameRoot+'.txt', np.stack((S.axes_manager[0].axis, S.data),axis=1))\n",
    "\n",
    "# If the spx file doesn't have any elements chosen then we have to add them now (or if we missed one)\n",
    "#S.add_elements(['P']) # Add any elements not included by Bruker\n",
    "\n",
    "if Elements is not None:\n",
    "    S.add_elements(Elements)    \n",
    "\n",
    "# Add the X-ray lines for quantification\n",
    "if Quant_Lines is None:\n",
    "    S.add_lines(only_one=False) # adds best quant lines for the selected elements.\n",
    "else:\n",
    "    S.add_lines(Quant_Lines)\n",
    "\n",
    "# Verify that the voltage, takeoff angle etc are correct.\n",
    "print(S.metadata)\n",
    "\n",
    "# Remove the zero energy calibration peak if it exists in the spectrum.\n",
    "# Delete all intensities <= 0 eV + 1 FWHM\n",
    "EnergyBinsToOrigin = -S.axes_manager[0].offset / S.axes_manager[0].scale\n",
    "EnergyBinsInFWHM = S.metadata.Acquisition_instrument.TEM.Detector.EDS.energy_resolution_MnKa / 1000 / S.axes_manager[0].scale\n",
    "ZeroStart = np.ceil(EnergyBinsToOrigin + EnergyBinsInFWHM/2).astype(int)\n",
    "print(f'Zeroing out the first {ZeroStart} energy bins of the spectrum to eliminate the zero energy peak.')\n",
    "S.data[:ZeroStart] = 1\n",
    "\n",
    "# OK, let's see the spectrum\n",
    "S.plot(True)#, norm='log')\n",
    "ax = plt.gca()\n",
    "ax.set_xlim(0,11)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "capital-scale",
   "metadata": {},
   "source": [
    "## Full model fit using BS, gaussians, etc.  This is usually best when you are dealing with straightforward spectra.  It can fail and then you go to plan b below -- integrating ROIs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "f4dad57c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting background. of 3.\n",
      "Fitting spectrum.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\zsg\\anaconda3\\envs\\conda310\\lib\\site-packages\\hyperspy\\models\\edsmodel.py:694: UserWarning: The X-ray line expected to be in the model was not found\n",
      "  warnings.warn(\"The X-ray line expected to be in the \"\n"
     ]
    }
   ],
   "source": [
    "# Create a TEM model and fit it.\n",
    "m = S.create_model()\n",
    "if Calibrate_Energy_Axis_Lines is not None:\n",
    "    print(f'Calibrating energy axis scale and offset.')\n",
    "    m.calibrate_energy_axis(calibrate='scale', xray_lines=Calibrate_Energy_Axis_Lines)\n",
    "    m.calibrate_energy_axis(calibrate='offset', xray_lines=Calibrate_Energy_Axis_Lines)\n",
    "if Calibration_Lines is not None:\n",
    "    for i,line in enumerate(Calibration_Lines):\n",
    "        print(f'Calibrating {line}, {i+1} of {len(Calibration_Lines)}.', end='\\r')\n",
    "        m.calibrate_xray_lines('energy', line, bound=20)\n",
    "        m.calibrate_xray_lines('width', line, bound=20)\n",
    "print(f'Fitting background.')\n",
    "m.fit_background(bounded=True) # Usually this is the best.  It just fits the background everywhere there aren't peaks.\n",
    "#m.fit_background(start_energy=4.2, end_energy=20.0, bounded=True) # But sometimes it is better to only fit background above the cluster of low-E lines.\n",
    "m.fix_sub_xray_lines_weight()\n",
    "print(f'Fitting spectrum.')\n",
    "fitresult = m.fit(optimizer='lm', bounded=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "324de47f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "broadband-football",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Area</th>\n",
       "      <th>Height</th>\n",
       "      <th>Center</th>\n",
       "      <th>Width</th>\n",
       "      <th>Std</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C_Ka</td>\n",
       "      <td>5189.995310</td>\n",
       "      <td>70295.415626</td>\n",
       "      <td>0.257400</td>\n",
       "      <td>0.069360</td>\n",
       "      <td>0.029454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ca_Ka</td>\n",
       "      <td>3.898556</td>\n",
       "      <td>34.328333</td>\n",
       "      <td>3.691700</td>\n",
       "      <td>0.106689</td>\n",
       "      <td>0.045307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ca_Kb</td>\n",
       "      <td>0.436638</td>\n",
       "      <td>3.716009</td>\n",
       "      <td>4.012700</td>\n",
       "      <td>0.110386</td>\n",
       "      <td>0.046876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ca_La</td>\n",
       "      <td>62.259814</td>\n",
       "      <td>1064.451967</td>\n",
       "      <td>0.346400</td>\n",
       "      <td>0.054948</td>\n",
       "      <td>0.023334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ca_Ln</td>\n",
       "      <td>14.319757</td>\n",
       "      <td>248.992574</td>\n",
       "      <td>0.306300</td>\n",
       "      <td>0.054028</td>\n",
       "      <td>0.022943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ca_Ll</td>\n",
       "      <td>62.259814</td>\n",
       "      <td>1084.249204</td>\n",
       "      <td>0.302700</td>\n",
       "      <td>0.053944</td>\n",
       "      <td>0.022908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Cl_Ka</td>\n",
       "      <td>85.656878</td>\n",
       "      <td>862.262809</td>\n",
       "      <td>2.622400</td>\n",
       "      <td>0.093323</td>\n",
       "      <td>0.039631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Cl_Kb</td>\n",
       "      <td>7.178046</td>\n",
       "      <td>70.333647</td>\n",
       "      <td>2.815600</td>\n",
       "      <td>0.095876</td>\n",
       "      <td>0.040715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Cu_Ka</td>\n",
       "      <td>196.428423</td>\n",
       "      <td>1236.474599</td>\n",
       "      <td>8.047800</td>\n",
       "      <td>0.149241</td>\n",
       "      <td>0.063377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Cu_Kb</td>\n",
       "      <td>25.844088</td>\n",
       "      <td>155.377200</td>\n",
       "      <td>8.905300</td>\n",
       "      <td>0.156258</td>\n",
       "      <td>0.066357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Cu_La</td>\n",
       "      <td>59.841477</td>\n",
       "      <td>840.188136</td>\n",
       "      <td>0.929500</td>\n",
       "      <td>0.066910</td>\n",
       "      <td>0.028414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Cu_Lb1</td>\n",
       "      <td>1.913132</td>\n",
       "      <td>26.712804</td>\n",
       "      <td>0.949400</td>\n",
       "      <td>0.067281</td>\n",
       "      <td>0.028572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Cu_Ln</td>\n",
       "      <td>1.187255</td>\n",
       "      <td>17.146576</td>\n",
       "      <td>0.831200</td>\n",
       "      <td>0.065048</td>\n",
       "      <td>0.027623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Cu_Ll</td>\n",
       "      <td>5.027282</td>\n",
       "      <td>73.035671</td>\n",
       "      <td>0.811300</td>\n",
       "      <td>0.064665</td>\n",
       "      <td>0.027460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Cu_Lb3</td>\n",
       "      <td>0.068219</td>\n",
       "      <td>0.933872</td>\n",
       "      <td>1.022500</td>\n",
       "      <td>0.068626</td>\n",
       "      <td>0.029143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Fe_Ka</td>\n",
       "      <td>14.033445</td>\n",
       "      <td>97.822393</td>\n",
       "      <td>6.403900</td>\n",
       "      <td>0.134770</td>\n",
       "      <td>0.057232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Fe_Kb</td>\n",
       "      <td>1.785054</td>\n",
       "      <td>11.918066</td>\n",
       "      <td>7.058000</td>\n",
       "      <td>0.140706</td>\n",
       "      <td>0.059752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Fe_La</td>\n",
       "      <td>55.779375</td>\n",
       "      <td>837.535617</td>\n",
       "      <td>0.704500</td>\n",
       "      <td>0.062566</td>\n",
       "      <td>0.026569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Fe_Ln</td>\n",
       "      <td>6.986367</td>\n",
       "      <td>107.554580</td>\n",
       "      <td>0.628200</td>\n",
       "      <td>0.061023</td>\n",
       "      <td>0.025914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Fe_Ll</td>\n",
       "      <td>17.213515</td>\n",
       "      <td>266.164803</td>\n",
       "      <td>0.615200</td>\n",
       "      <td>0.060756</td>\n",
       "      <td>0.025801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Fe_Lb3</td>\n",
       "      <td>1.365479</td>\n",
       "      <td>19.952342</td>\n",
       "      <td>0.792100</td>\n",
       "      <td>0.064292</td>\n",
       "      <td>0.027302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Ga_Ka</td>\n",
       "      <td>73.801928</td>\n",
       "      <td>436.039153</td>\n",
       "      <td>9.251700</td>\n",
       "      <td>0.159005</td>\n",
       "      <td>0.067523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Ga_Kb</td>\n",
       "      <td>9.498308</td>\n",
       "      <td>53.503756</td>\n",
       "      <td>10.264200</td>\n",
       "      <td>0.166775</td>\n",
       "      <td>0.070823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Ga_La</td>\n",
       "      <td>66.884631</td>\n",
       "      <td>897.787704</td>\n",
       "      <td>1.098000</td>\n",
       "      <td>0.069987</td>\n",
       "      <td>0.029721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Ga_Lb1</td>\n",
       "      <td>11.172409</td>\n",
       "      <td>148.947465</td>\n",
       "      <td>1.124900</td>\n",
       "      <td>0.070466</td>\n",
       "      <td>0.029924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Ga_Ln</td>\n",
       "      <td>1.678135</td>\n",
       "      <td>23.209606</td>\n",
       "      <td>0.984200</td>\n",
       "      <td>0.067925</td>\n",
       "      <td>0.028845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Ga_Ll</td>\n",
       "      <td>3.638524</td>\n",
       "      <td>50.693751</td>\n",
       "      <td>0.957300</td>\n",
       "      <td>0.067428</td>\n",
       "      <td>0.028634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Ga_Lb3</td>\n",
       "      <td>3.083381</td>\n",
       "      <td>40.402006</td>\n",
       "      <td>1.194800</td>\n",
       "      <td>0.071696</td>\n",
       "      <td>0.030446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Mg_Ka</td>\n",
       "      <td>51.433946</td>\n",
       "      <td>664.511825</td>\n",
       "      <td>1.253600</td>\n",
       "      <td>0.072713</td>\n",
       "      <td>0.030879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Mg_Kb</td>\n",
       "      <td>0.514339</td>\n",
       "      <td>6.565810</td>\n",
       "      <td>1.305000</td>\n",
       "      <td>0.073592</td>\n",
       "      <td>0.031252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>N_Ka</td>\n",
       "      <td>467.435831</td>\n",
       "      <td>4260.024731</td>\n",
       "      <td>0.412400</td>\n",
       "      <td>0.103081</td>\n",
       "      <td>0.043774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Na_Ka</td>\n",
       "      <td>459.021960</td>\n",
       "      <td>6253.047741</td>\n",
       "      <td>1.041000</td>\n",
       "      <td>0.068962</td>\n",
       "      <td>0.029285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Na_Kb</td>\n",
       "      <td>4.590220</td>\n",
       "      <td>62.025517</td>\n",
       "      <td>1.072100</td>\n",
       "      <td>0.069523</td>\n",
       "      <td>0.029524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Ni_Ka</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.478100</td>\n",
       "      <td>0.144390</td>\n",
       "      <td>0.061317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Ni_Kb</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.264700</td>\n",
       "      <td>0.151046</td>\n",
       "      <td>0.064143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Ni_La</td>\n",
       "      <td>11.615967</td>\n",
       "      <td>166.782530</td>\n",
       "      <td>0.851100</td>\n",
       "      <td>0.065429</td>\n",
       "      <td>0.027785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ni_Lb1</td>\n",
       "      <td>1.947998</td>\n",
       "      <td>27.830012</td>\n",
       "      <td>0.868300</td>\n",
       "      <td>0.065757</td>\n",
       "      <td>0.027924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Ni_Ln</td>\n",
       "      <td>1.125936</td>\n",
       "      <td>16.613697</td>\n",
       "      <td>0.760100</td>\n",
       "      <td>0.063667</td>\n",
       "      <td>0.027037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Ni_Ll</td>\n",
       "      <td>1.641685</td>\n",
       "      <td>24.353325</td>\n",
       "      <td>0.742900</td>\n",
       "      <td>0.063329</td>\n",
       "      <td>0.026893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Ni_Lb3</td>\n",
       "      <td>0.023116</td>\n",
       "      <td>0.323604</td>\n",
       "      <td>0.940000</td>\n",
       "      <td>0.067106</td>\n",
       "      <td>0.028497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>O_Ka</td>\n",
       "      <td>1315.033800</td>\n",
       "      <td>17139.218884</td>\n",
       "      <td>0.517744</td>\n",
       "      <td>0.072080</td>\n",
       "      <td>0.030609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>P_Ka</td>\n",
       "      <td>59.141140</td>\n",
       "      <td>655.388419</td>\n",
       "      <td>2.013300</td>\n",
       "      <td>0.084773</td>\n",
       "      <td>0.036000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>P_Kb</td>\n",
       "      <td>2.945229</td>\n",
       "      <td>31.946471</td>\n",
       "      <td>2.139160</td>\n",
       "      <td>0.086609</td>\n",
       "      <td>0.036780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Pt_La</td>\n",
       "      <td>318.046934</td>\n",
       "      <td>1861.652931</td>\n",
       "      <td>9.442100</td>\n",
       "      <td>0.160495</td>\n",
       "      <td>0.068156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Pt_Lb1</td>\n",
       "      <td>130.017587</td>\n",
       "      <td>707.201647</td>\n",
       "      <td>11.070700</td>\n",
       "      <td>0.172714</td>\n",
       "      <td>0.073345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Pt_Lb4</td>\n",
       "      <td>21.054707</td>\n",
       "      <td>115.579657</td>\n",
       "      <td>10.853400</td>\n",
       "      <td>0.171134</td>\n",
       "      <td>0.072674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Pt_Ln</td>\n",
       "      <td>4.449477</td>\n",
       "      <td>25.394177</td>\n",
       "      <td>9.976600</td>\n",
       "      <td>0.164605</td>\n",
       "      <td>0.069901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Pt_Ll</td>\n",
       "      <td>17.619800</td>\n",
       "      <td>109.568864</td>\n",
       "      <td>8.267700</td>\n",
       "      <td>0.151071</td>\n",
       "      <td>0.064154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Pt_Lb2</td>\n",
       "      <td>69.426465</td>\n",
       "      <td>374.817869</td>\n",
       "      <td>11.250400</td>\n",
       "      <td>0.174009</td>\n",
       "      <td>0.073895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Pt_Lb3</td>\n",
       "      <td>24.903075</td>\n",
       "      <td>134.534436</td>\n",
       "      <td>11.234500</td>\n",
       "      <td>0.173895</td>\n",
       "      <td>0.073846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Pt_Lg3</td>\n",
       "      <td>6.933423</td>\n",
       "      <td>34.543163</td>\n",
       "      <td>13.360900</td>\n",
       "      <td>0.188562</td>\n",
       "      <td>0.080075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Pt_Lg1</td>\n",
       "      <td>26.868605</td>\n",
       "      <td>135.879702</td>\n",
       "      <td>12.941800</td>\n",
       "      <td>0.185763</td>\n",
       "      <td>0.078886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Pt_Ma</td>\n",
       "      <td>383.102470</td>\n",
       "      <td>4218.246613</td>\n",
       "      <td>2.050500</td>\n",
       "      <td>0.085320</td>\n",
       "      <td>0.036232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Pt_M2N4</td>\n",
       "      <td>11.113803</td>\n",
       "      <td>110.718077</td>\n",
       "      <td>2.695700</td>\n",
       "      <td>0.094300</td>\n",
       "      <td>0.040046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Pt_M3O4</td>\n",
       "      <td>1.915512</td>\n",
       "      <td>19.239538</td>\n",
       "      <td>2.637960</td>\n",
       "      <td>0.093532</td>\n",
       "      <td>0.039719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Pt_Mb</td>\n",
       "      <td>227.727601</td>\n",
       "      <td>2474.900619</td>\n",
       "      <td>2.127600</td>\n",
       "      <td>0.086442</td>\n",
       "      <td>0.036709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Pt_Mg</td>\n",
       "      <td>32.582865</td>\n",
       "      <td>342.578730</td>\n",
       "      <td>2.332100</td>\n",
       "      <td>0.089350</td>\n",
       "      <td>0.037944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Pt_M3O5</td>\n",
       "      <td>3.831025</td>\n",
       "      <td>38.471875</td>\n",
       "      <td>2.639270</td>\n",
       "      <td>0.093549</td>\n",
       "      <td>0.039727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Pt_Mz</td>\n",
       "      <td>5.148897</td>\n",
       "      <td>61.631178</td>\n",
       "      <td>1.602600</td>\n",
       "      <td>0.078484</td>\n",
       "      <td>0.033329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>S_Ka</td>\n",
       "      <td>67.976555</td>\n",
       "      <td>717.513510</td>\n",
       "      <td>2.307200</td>\n",
       "      <td>0.089001</td>\n",
       "      <td>0.037795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>S_Kb</td>\n",
       "      <td>4.435470</td>\n",
       "      <td>45.698759</td>\n",
       "      <td>2.464270</td>\n",
       "      <td>0.091181</td>\n",
       "      <td>0.038721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Si_Ka</td>\n",
       "      <td>134.133237</td>\n",
       "      <td>1562.658276</td>\n",
       "      <td>1.739700</td>\n",
       "      <td>0.080638</td>\n",
       "      <td>0.034244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Si_Kb</td>\n",
       "      <td>3.727563</td>\n",
       "      <td>42.621112</td>\n",
       "      <td>1.838900</td>\n",
       "      <td>0.082161</td>\n",
       "      <td>0.034891</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Name         Area        Height     Center     Width       Std\n",
       "1      C_Ka  5189.995310  70295.415626   0.257400  0.069360  0.029454\n",
       "2     Ca_Ka     3.898556     34.328333   3.691700  0.106689  0.045307\n",
       "3     Ca_Kb     0.436638      3.716009   4.012700  0.110386  0.046876\n",
       "4     Ca_La    62.259814   1064.451967   0.346400  0.054948  0.023334\n",
       "5     Ca_Ln    14.319757    248.992574   0.306300  0.054028  0.022943\n",
       "6     Ca_Ll    62.259814   1084.249204   0.302700  0.053944  0.022908\n",
       "7     Cl_Ka    85.656878    862.262809   2.622400  0.093323  0.039631\n",
       "8     Cl_Kb     7.178046     70.333647   2.815600  0.095876  0.040715\n",
       "9     Cu_Ka   196.428423   1236.474599   8.047800  0.149241  0.063377\n",
       "10    Cu_Kb    25.844088    155.377200   8.905300  0.156258  0.066357\n",
       "11    Cu_La    59.841477    840.188136   0.929500  0.066910  0.028414\n",
       "12   Cu_Lb1     1.913132     26.712804   0.949400  0.067281  0.028572\n",
       "13    Cu_Ln     1.187255     17.146576   0.831200  0.065048  0.027623\n",
       "14    Cu_Ll     5.027282     73.035671   0.811300  0.064665  0.027460\n",
       "15   Cu_Lb3     0.068219      0.933872   1.022500  0.068626  0.029143\n",
       "16    Fe_Ka    14.033445     97.822393   6.403900  0.134770  0.057232\n",
       "17    Fe_Kb     1.785054     11.918066   7.058000  0.140706  0.059752\n",
       "18    Fe_La    55.779375    837.535617   0.704500  0.062566  0.026569\n",
       "19    Fe_Ln     6.986367    107.554580   0.628200  0.061023  0.025914\n",
       "20    Fe_Ll    17.213515    266.164803   0.615200  0.060756  0.025801\n",
       "21   Fe_Lb3     1.365479     19.952342   0.792100  0.064292  0.027302\n",
       "22    Ga_Ka    73.801928    436.039153   9.251700  0.159005  0.067523\n",
       "23    Ga_Kb     9.498308     53.503756  10.264200  0.166775  0.070823\n",
       "24    Ga_La    66.884631    897.787704   1.098000  0.069987  0.029721\n",
       "25   Ga_Lb1    11.172409    148.947465   1.124900  0.070466  0.029924\n",
       "26    Ga_Ln     1.678135     23.209606   0.984200  0.067925  0.028845\n",
       "27    Ga_Ll     3.638524     50.693751   0.957300  0.067428  0.028634\n",
       "28   Ga_Lb3     3.083381     40.402006   1.194800  0.071696  0.030446\n",
       "29    Mg_Ka    51.433946    664.511825   1.253600  0.072713  0.030879\n",
       "30    Mg_Kb     0.514339      6.565810   1.305000  0.073592  0.031252\n",
       "31     N_Ka   467.435831   4260.024731   0.412400  0.103081  0.043774\n",
       "32    Na_Ka   459.021960   6253.047741   1.041000  0.068962  0.029285\n",
       "33    Na_Kb     4.590220     62.025517   1.072100  0.069523  0.029524\n",
       "34    Ni_Ka     0.000000      0.000000   7.478100  0.144390  0.061317\n",
       "35    Ni_Kb     0.000000      0.000000   8.264700  0.151046  0.064143\n",
       "36    Ni_La    11.615967    166.782530   0.851100  0.065429  0.027785\n",
       "37   Ni_Lb1     1.947998     27.830012   0.868300  0.065757  0.027924\n",
       "38    Ni_Ln     1.125936     16.613697   0.760100  0.063667  0.027037\n",
       "39    Ni_Ll     1.641685     24.353325   0.742900  0.063329  0.026893\n",
       "40   Ni_Lb3     0.023116      0.323604   0.940000  0.067106  0.028497\n",
       "41     O_Ka  1315.033800  17139.218884   0.517744  0.072080  0.030609\n",
       "42     P_Ka    59.141140    655.388419   2.013300  0.084773  0.036000\n",
       "43     P_Kb     2.945229     31.946471   2.139160  0.086609  0.036780\n",
       "44    Pt_La   318.046934   1861.652931   9.442100  0.160495  0.068156\n",
       "45   Pt_Lb1   130.017587    707.201647  11.070700  0.172714  0.073345\n",
       "46   Pt_Lb4    21.054707    115.579657  10.853400  0.171134  0.072674\n",
       "47    Pt_Ln     4.449477     25.394177   9.976600  0.164605  0.069901\n",
       "48    Pt_Ll    17.619800    109.568864   8.267700  0.151071  0.064154\n",
       "49   Pt_Lb2    69.426465    374.817869  11.250400  0.174009  0.073895\n",
       "50   Pt_Lb3    24.903075    134.534436  11.234500  0.173895  0.073846\n",
       "51   Pt_Lg3     6.933423     34.543163  13.360900  0.188562  0.080075\n",
       "52   Pt_Lg1    26.868605    135.879702  12.941800  0.185763  0.078886\n",
       "53    Pt_Ma   383.102470   4218.246613   2.050500  0.085320  0.036232\n",
       "54  Pt_M2N4    11.113803    110.718077   2.695700  0.094300  0.040046\n",
       "55  Pt_M3O4     1.915512     19.239538   2.637960  0.093532  0.039719\n",
       "56    Pt_Mb   227.727601   2474.900619   2.127600  0.086442  0.036709\n",
       "57    Pt_Mg    32.582865    342.578730   2.332100  0.089350  0.037944\n",
       "58  Pt_M3O5     3.831025     38.471875   2.639270  0.093549  0.039727\n",
       "59    Pt_Mz     5.148897     61.631178   1.602600  0.078484  0.033329\n",
       "60     S_Ka    67.976555    717.513510   2.307200  0.089001  0.037795\n",
       "61     S_Kb     4.435470     45.698759   2.464270  0.091181  0.038721\n",
       "62    Si_Ka   134.133237   1562.658276   1.739700  0.080638  0.034244\n",
       "63    Si_Kb     3.727563     42.621112   1.838900  0.082161  0.034891"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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eCwC4QwiAf5uZ53f3pv/1s/+3mQDHNDNvTfJIknNJfpvk/O7+8aibAqDODcfeAADXldO+F67Vd8YxZgIc3My8a2YeTXIhyauTvGd3PyAGAXAMfmgDcKW/zswjL12cme8luXiGZgIc1Mz8Jsmfcumy/Dt299zu/uW4uwKgmSNjAFw2M/ckeSzJC0n+fLL87ly63+K+3f39WZgJcGiv9Lj5F3n6GACHJggBcJWZuT/JfSdvH9vdr53FmQAA0EoQAgAAACjjDiEAAACAMoIQAAAAQBlBCAAAAKCMIAQAAABQRhACAAAAKPMvDrStTOs3uW8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot it.\n",
    "m.plot(norm='log', xray_lines=True)\n",
    "ax=plt.gca()\n",
    "\n",
    "# Choose your image scale.\n",
    "ax.set_ylim(0.1,np.max(S.data))\n",
    "ax.set_xlim(0,12)\n",
    "\n",
    "# Print out the detailed model values.  This is usually a lot more text than you want to dig through, but here if you want it.\n",
    "# m.print_current_values()\n",
    "\n",
    "# Usually we just want the line info condensed.\n",
    "df = pd.DataFrame(columns=['Name', 'Area', 'Height', 'Center', 'Width', 'Std'])\n",
    "for i, L in enumerate(m.active_components):\n",
    "    if not repr(L).__contains__('Gaussian'):\n",
    "        continue\n",
    "    row = [L.name, L.A.value, L.height, L.centre.value, L.fwhm, L.sigma.value]\n",
    "    df.loc[i] = row\n",
    "    #print(f'{L.name}: Amplitude = {L.A.value:0.2g} +/- {L.sigma.value:0.2g} sigma at {L.centre.value:0.3g} keV.')\n",
    "with pd.option_context('display.max_rows', None):\n",
    "    display(df)\n",
    "df.index.rename('Hyperspy Model Fit', inplace=True)\n",
    "df.to_csv(FileNameRoot+' hyperspymodelfit.csv',header=\"#Hyperspy Model Fit\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "7428383e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 3.0)"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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cSwmOPdam770XbByJ4MsvYdIkaNMGLr44/OVefBGqVIHbb1dLKhERERERESmdEkCprEMHxnS6HYDjjw84lhL07WvTSZOCjSMR9Otn09dei2y5+vXhH/+ATZtg4MCohyUiIiIiIiIpQgmgFPfzz1YnpkuXoCPZXvXqUKcOzJ4ddCTBeuyWRSxaBEfuv5pu3SJf/tFHoUYNePppWL066uGJiIiIiIhIClACKMUtXAgNG0JGIr7T2dkc6iawfp0nJyfoYIKRlwf//ncGOzOfMXUi6PtVRGYm3HUX5OfDOedEOUARERERERFJCYmYFpAoWb/eugbtumvQkZRi8GDOXPsUHsf77wcdTDDuuw8WFTTjwpafUHfEvRVez7XXWnewjz6CgoLoxSciIiIiIiKpQQmgFDZunE333TfYOEo1fDhtuzcGSNsE0IgR1kVv8K8X2whflXDmEcvIy4P/3LUwStGJiIiIiIhIqlACKIUVDq9+9NHBxlGqDh3o9r9HAfj++4BjCcCXX8Jff0GPHlC3buXXd+fKK6nBRsY8ML/yKxMREREREZGUogRQCvvpJ5sefniwcZQlMxMaNIB584KOJP6uv96mDz4YnfU1GXknXWvM5JP1B7B2bXTWKSIiIiIiIqlBCaAUNn++jbRVvXrQkZStfXvYuJG0SlqsXGmtnlq0gP32i9JKO3TgmJv3poAM7r47SusUERERERGRlJBQCSDn3FDn3Ezn3BLn3I1Bx5PsVq6EJk2CjqJ8Bx5o07feCjaOeLruOvAeBg+O/nozMuDFF6O7XhEREREREUluMU8AOed+c84VOOdyit1/i3MuN3T7AMB7f5P3viNwAHBhrGNLZatX2xDjbdsGHUn5Tj7Zph98EGwc8VJQAK+8AtWqwTXXRHfd1atD166wZAn8/nt01y0iIiIiIiLJKx4tgB4Fzil6h3OuKjAE6A00AA51zh1XZJbXgTviEFvK+uQTm+61V7BxhOOAA2wkrB9+CDqS+PjPf2DTJjjpJGutE22FtYVuuy366xYREREREZHkFPMEkPf+MWBBsbsvANZ477/w3m8AvgCucOYb4FXv/cuxji2VffWVTQ8+ONg4wpGRAY0bw4Lie0mKGjrUptEq/lzcaadZ66IP382Fvn0hOzs2GxIREREREZGkEVQNoA7A8iL/zwOaA2OAzsAFzrmXSlrQOfeCc26Dc27D3LlzYx5ospo61aZHHBFoGGHr2BE2b4alS4OOJAays/9OxCxeDHPm2PNt3jw2m8vIsJHfVm/MYta47OgXGhIREREREZGkE1QCyJVwn/fen+q9r+W93917f3ZJC3rvzw3NU6tNmzYxDjN5zZljQ6zXrx90JOE55BCbTjjsjtRrsTJ4MIwbB4MHc+utdtegQbHd5C232PThpvfC8OGx3ZiIiIiIiIgkvKASQDOBxkX+bw0sCSaU1LRsGTRsGHQU4TvlFJsumr469VqsDB8OffrA8OG8+SZUrQqXXBLbTR54IGRlwasFp0OHDrHdmIiIiIiIiCS8oBJAo4F6zrmDnXO1gEOAkeEu7Jy70zk3Y/HixTELMJnl5Fh3qtatg44kfF26QGZGPmNqnJt6LVY6dICxY/nyrw6sWWOtnWJR/Lm4Tp1g+XIbEU5ERERERETSWzyGgZ+PFXmu5pzLc849673fDNwFfAqsBr7y3r8b7jq997d57zs1j1URlSRXWAC6c+dg44hU0x2r8P2WvVO2xcrtt9v0zjvjs72TTrLpU0/FZ3siIiIiIiKSuOIxClgr730V773z3md67y8M3X+n9z7Le1/Ve39krONIJxMm2PSAAwINI2J77w15eVsLWKeSggKYOBEaNIjf+3LZZTYdMyY+2xMREREREZHEFVYCyDnX2jl3vHPuEOdclVgHJZXzww827d072DgiddxxNn355WDjiIWRIy25dfrpbDMqWCw1bWoJp2nTYroZERERERERSQKlJoCcczs55z5yzuUAvwEvAOOAzc65P5xzMR7HqHSqAVS233+3GjM77xx0JJE580ybfvZZsHHEwqOP2vTOO9lmVLBY228/qwmViq2qREREREREJHxltQCaCswFOoS6atULDb+eCdwInOecezYeQRanGkBlyM4mb94fNKqzOehIIla3LtSpk3qjwC9fbkm5XXe1VjlFRwWLtQsusOnIsEusiySYOLWYExERERFJdZmlPeC9b1TGYy8BL8UkIqmUgkGDWZn/Xw4u+BboGXQ4EevQASZPhrVrLSGUCm6+2aZXXBG6IzQqWDyccgo4Bx9/HJfNiURfYYs5iNvnRkREREQkFZVbA8g5N8A51yT090jn3BTnXI/YhyYV8cOFj7GOujQ6ePegQ6mQww+36SuvBBtHNP33v1C1Klx1Vfy3nZkJrVvD/PlWg0gk6cSxxZyIiIiISCoLpwj0Q8By59xpwIXAPKwWkCSgT2a3AWDv3qU24EpoZ59t0/feCzaOaHntNVi/3n6/ZsR8zL2SHXkkeK/RwCRJFbaY69Ah6EhERERERJJaOD9JvffeAwOAV7z3pwBZsQ2rbCoCXbrvv7fpEUcEG0dF7bmntVopHMks2d1xh00ffDC4GC6/3KbPPx9cDCKRKiiwVnN168Iee8CIEWrFJiIiIiJSGc5yO2XM4Nxq4BvgcGAfYCawzntfPebRlaNbt25+8uTJQYeRUHbfHWbMsB9KQbU4qay2ba3L0pYtyfscABYvhhYtYJddYNasYGOpUQOqV4dVq4KNQyQco0fDlVfCunXWfXLLFrs/IwN69oRPP03uY4OIiIiISGU456Z477tFulw4p9AHA5uBQd77X7AkkNoSJKhFi6B27eT+cbTffnb1f+LEoCOphOxsHu72IgA33hhwLFgLitWrrbi2SCLr0QPOP9+6ThZOlyyBgQOhUSOYMGFrrTAREREREQlfOGmCp733J3jvHwfw3n8D7BXbsKSi1q6FZs2CjqJyTjrJpslcCLpg0GDGL9mDFhlLuOiioKOBo7v+BcCYhxcGHIlI6e6+GyZNslZzCxbAc89BVhbsuCM8+ij8+Se0awdffGEJIRERERERCV84CaA9S7hPCaAENHeuFftt1y7oSCrnxBNt+tVXgYZRKc/3GMVPdOGIPlUTojXWBTP+CcDkx74NOBKRki1cCEOGWMLnhx+gZcvt58nIsMfq1YPHHoNnnol7mCIiIiIiSavUn6bOuZedczlADefcpiK3LcCf8QuxxNhUBLpQdjb07QvZ2Xz5pd21V5Kn57KyoGFDmD076Egq7u5n7dfrvaMaBxyJ2eWZm2joVjLO9Qk6FJESHX005OfDyJFW+Lk0tWvDt99asfgB/yjg5x4D7DgoIiLJoci5q4iIxFdZbRP+CRwBLAB6Fbl18N63iUNspfLe3+a979S8efMgw0gMgwfDuHEweDDffWd37bdfsCFFwx57wKZNVkg52YwbB3PmQOfOkDC7aIcO1G/TkIXLa1BQEHQwItt6+GH49VfYZx+4+KDyfxh06ADvvAOZPpdrJ51ix0EREUkORc5dRUQkvkpNAHnv//DeT/TetwK+BzYBBUBT59z+8QpQyjF8OPTpA8OHM2OG3dWzZ7AhRcORR9p09OgorKysK01RvgpVUADnnGN/v/xyVFYZNfvvb/FNmBB0JCJbLV0K119vLXo+/JCyfxgU+bz26QPHHr6RT+jNQ7s/Hfe4RUQkTMXPtYqcu4qISHyVW53EOfcaNgrYJGBC6PZ5TKOS8HXoAGPHQocOzJ8PVapA/fpBB1V5F19s06gkUcr6QRmtq1Chk5vrzl/KqlVwxhnWiimRnHyyTV97Ldg4RIr+GDj3XMjLgwcegMaNKfuHQbHP6zNvNKRKFfjXyOZq2SYikqiKn2sVOXcVEZH4ct77smdwLhfYzXs/Kz4hha9bt25+8uTJQYeRMOrUgapVYeXKoCOJjpYtbfjnTZusLlCFZWfbScfw4dufbJT1WCT69mXtuK9oySLya9Zh1apKxhwDublQrRrstpt1txEJTN++MG4cW44+jhofv0vdumEet0r4vF50ETz7rLUiGjYstmGLiEjpvv7aCvR/9pm17qxSxYr279xoHX03vsHgN3rQcL/2QYcpIpISnHNTvPfdIl0unPGJNgB/RB6SxNuGDTZccqo4/XTrsjRiRAkPRtJ1q6wrTdG6CjV8OOfVfYd11OaxxxIv+QMWU6NGVp9IJFChVj5D2z5Ffj7cWv+xCn+WR460ffuRRyAnJ4Yxi4hIiaZNgx3q53DQQfDKK5bQ79jRLuRt3gw/zarDPYsuoEmP9hx7LPxZfCgZFYUWEYmbcBJAS4GlzrkPnXPvFN5iHVhZNArY9ubPtyHg27YNOpLouflmm5Y41HOCFRB8aXIH3ll7GJ06OS68MOhoSte5s/1IXrAg6EgkrYUSOY+N2ZE6rGPg3EEV/ixXr26L5ubCgAFRjlNERMo0apSNPrtyTRXu5SYmdruazZthxgyYNw/Wr7duvg8/bCUKxo61ATJOPdXuBxLunE5EJJWFkwBaBEwBsoA6RW6B0Shg2/viC5t27hxsHNHUuDHsvLNdENq4sdiDMSogGGkdkdxcOOkkK/zsHLz3XlTDibpjjrHpSy8FG4fIxImwbBl036eAqn2OrNRn+Z57oFYtePHF1OkCKyKSyAoKrKX2gAGQkQGvPLSEm/r8zIEvXk5GsV8XGRlw9dWwYgU8/TQ0aABvvAFNm8KkSagotIhIHJWbAPLeH17SLR7BSfgKSyHtn2Ljs/XrZy2bHnmk2ANR6ro1fz7cdBN07241lKpUsURORoaNSlSrljVj7tcPnn8epk61hNSCBfD669CwIbz99taTmF12qVQ4Mdevn00/+ijYOERuuMGm9z5er9Kf5YwMuOvyxeTnw3UXLo9ShCIiUpqjjoIxY+z857ff4JRrdg7rWH7JJZb8P/dcWLUKevSAAQ91oOC9UpZV9zARkagKpwj0KmC7mbz3DWMVVLhUBHqrXr2s6N6KFZaUSBWrV9uVonbt7AQjLGEUdp49G84/3woWFqpTB9q3t0LaGzbYbfVqO0Ep7WPiHFx2mdUpKn7FK1HVqAE1a9q+IhKE9euhbl3YYQcr9B4NBX360vWDe1mWsQMLt+yYNJ9HEZFkM3SoddNv3Rp+/90umFXEhAlwwgmwdi20amUtQ1u2LDZTaNAA+vSxBJOIiAAVLwIdziH7yiJ/1wH6A3mlzCsBmTfPWq+kUvIHrL9427Ywa5b9aKxdO4yFCvuSw3YnCwsXwplnbk38tGwJ//wnnHee/SAtSUEB/O9/8M47tvyWLXarUsW6nnTqVOGnF4hddrFRwHJzE7NYtaS+W26xpOoVV0RvnRkPDee4nydxz6ILGDHCuhuIiEh0ff21HcNrZm3hx13PInP2PaW33CnnYtyhh1proL594ZNPoE0bG9XxnHOKzFTYLUzdw0REoqLcFkAlLuTcau99/eiHE5m0bAFUyhdqnTp2BWbVqgBji5EhQ+COO+D22+3v7RR/TUp5je65x9aRnw877WTdyk46KV7PInFcdhk8+SS8+qr13xeJt/r1rYXdpk0Vv3JckpUrrXZY8+aWrBURkehZu9aOrxs2wDfdr2S/7x8vvWVOhC13Ro6Eq66yc7Tjj7caQdH8fhARSTUxGwbeOde2yK29c+5moGaFopTKK2WkhFQbAh74u9/3dSdk4xy88EIp8xV/TYrVB5o/37p23Xqrtdp5+mmr4VNu8idF+52fdZZNv7/mxZR7bpL4Jk6ENWus22q0T+4bNrR6XosWwbffRnfdIiLprkcPO9+88UbY74WBZRdujrCw8+WX28hhO+4I774LjRrBp59GMXgREQHCGwUsu8htGjAYCLRxfVoPA1/CF+qCBak3BDzwd2Kn9q2DadcO5syxbljbKeMkY8gQe11+/90KZP818TcueSvMpE55w5ImaYLooIOgNuv5a0mBhlyVuCv8mBYWgY7V+gcNis36RUTS0SOPWPfxbt2sBlC5g3FUYLCOdu0sgX/xxdba6Igj4OSTiwwXLyIilVahLmCJIi27gJXgxRdtNIUbboD77gs6migq0pXr29Ud6NHDii5PnQp77FH2onPn2onDnDlQrRqMGmVFnyNqklxe//UkLkzYonEOeSvX8deMlZUeSU0kEg0aWNevnJzYbaN5c/jzT1i+PPXqoomIxE3oPChv2HDqdu9A3uZ8lvc6nboj7o35ucPkyXZ6tWyZDVxx//3WSkhEREwsu4DVcM697pxbGLq95pyrUbEwJRa+/96m++4bbBxRV+Tq0X77WWHA/HxrybO8lJGec3PtBGHXXS35c9BBsHRpKPkDkTVJLu/qVYTNmxNJ+87VWeqbsLiOkj8SB6HWcnPGz2L1athnn9hu7tprrVXkddfFdjsiIikt1BL63mO+ZNMmuK3l/1H34zfj0nq4WzdL5F92mV0wuOIKq9/45ZdFZkrSltgiIkEKpwvYj0AXYHjo1jV0nySI6dNtesghwcYRa+edZ/3ON2yALl22bRK8fj1ccIGNEvbEE9bq58UX4auvio3uVYEmyaWK5rri7NBDbfraa4GGIeki9CPi5f6fAXDRRbHd3KBBdgx45RUbxU9ERCpg+HBWH3EKdy+6iJo14cZxh8T1wldGhhWHXrLEznEXLrRpjx6weDHld9UXEZHthJMAauW939V7Pzx0awe0inVgEr65c+1LsnHjoCOJodBVnqEXZHP88dZHvFo1G8a8WjVL8jz/vBWVvf566zt+9tlBB524Ckf/+vjjYOOQNBFqLfd/m88lI6NIi7wYyciAE0+0rmYvvhjbbYmIpKwOHTiN19lSUIX77oPM3YO58NW0KUyYAN99Z0PFT5pkrYEuyXqeLUcfl5QtsUVEglJuDSDn3Eagr/f+89D/hwAfeO8DHwlMNYBM3bo2ulUqDgH/tyL1dgreG8sZZ8APP1iXsLw8e/79+8PNN9uPPylfZqbVSlmwIOhIJB2sXQv16kHHjjbSS6z9MWEWuxy2Mx3a5PLLnNqx36CISIr5+WfYay9o1izU4iZBPPusDRm/fj3UqmVDxh91VNBRiYjEV8xqAAG3AR8751Y751YDnwK3RLohiZ3162GHHYKOIsaK1NvJyIAxY2D2bJg3z5oEz59vw7wr+RO+HXe0ZtUi8fDwwzY988z4bG+n+6/mXF4ge24WCxfGZ5siIqmkXz+bPv98sHEUd+GFsGaN1XzcuBGOPtpafavLr4hI+cr9uey9fwBoAFwM9AcaeO8finVgEp6FC63YaZs2QUcSY0lcbydR7bmntZ5S7USJh1desenVV8dpg8OHc3znuWwhi3/+M07bFBFJETNm2LDvHTtC795x3HCYhZ0zMuDxx61bWMOG8PLLsFPTHOYfcq5ObEREylBqAsg5N9I59ySA936d9/4N7/0Y4HHn3GNxi1DK9NVXNu3cOdg4UkYajShxxBE2HTMm2Dgk9RUmGlu0gPr147TRDh04burdVK8Ob70Vp22KiKSIK6+06f33x3nDZRV2LuEcrVs3+OsvOOkk+GtFJsd+eQNz/zE0jgGLiCSXsloAXQDcUcL9NwEXxiQaidh339k05YaAD0oajShx6qk2nTAh0DAkDbzwgjXN79MnvtvNyIATTrBi0KNHx3fbIiLJau1aOzdo0gSOPTbOGy/S5X87pZyjZWbCm2/C/dcvZSYd2eObp5k2LU7xiogkmbISQM57v12FEO/9onKWiznn3J3OuRmLE6kiXUB+/dWmPXsGG0fKKOvEI8VaB+28s42iVrgPicTKM8/Y9Prr47/tYcNsOlQXhEVEwjJ4sCXtr7sugI2X1eW/rHM0YNCw5vz7gapszK3KPvtYEWsREdlWqaOAOec2Ay2998uK3d8MmOe9rxaH+MqkUcCgXTuYM8dGw5IYKzISGWPHBh1NVLRtawW0tf9ILNWsCVWrWtHOILRvD7//DosW2ch3IiJSsoICG1kLYMOG5Bxc4+GHYdAgu8g1eza0bBl0RCIi0ReLUcDGA9OdcwcV2chBwE/Ax5GHKLGwdCnU1gjH8VHOladk1LWrneyleR5VYmjGDOuC1b17cDEUFoH+uwVSirXmExGJlgcegJwcOOus5Ez+AFxzjT2P3Fw4+OCgoxERSSylHtq998dhSaAJzrkC51wBMAH4xHsf7x7Bqaf4D5Ci/5f1WDHr10PTpnGMO52l4EhkRx1l0zfeCDYOSV1PPGHTs84KLoYLL2TbYtBpVOtLRCQSDzxgiZ+HHw46ksq59lo47DCYNw8GDAg6GhGRxJFZ1oPe+7OBs51zOwAZJdUEkgoq/AECllQo+j+U/liRrkerV1vrjZ13jk/IknpOPRUuvXTraHIi0fbhhzY999zgYsjIgOOOsxHvXnwRzilsxZdCrflERCpr3DhYtgwOPxzq1g06msr78EMrZD1qFJx2GvTqFXREIiLBKzUB5JwbCQz03ud77/8q4fHDgI7e+ydiGWDKKv4DpKQfJGU9BvzvfzZNoQYpEmcNG0KNGjBzZtCRSCoqKLAaZc2aWS2GID14+SzeGtOK+27bzDlzOqRMHS8RkWi57TabPvposHFERXY2WYMHM37UYxzQrw3HH2/Dxatsgoiku7J69+4ArHfO/eace9U595BzbpRz7gvn3GrgReD3uESZiop3Jyr6f1mPFVE4BHyXLvELW1LPzjvDypX2Y10kKkLdVj99dh75+XDIIUEHBDvdfzXn8gLZc7PQAJIiItvauBF+/NES9rvvHnQ0URBqPb/fC1dy3XX2/Aq7vYuIpLOyagCdAtQF/g9LBh0F7Av8ARztvW/hvf8kLlFKiaZNs+mBBwYbhyS3bt3Ae5gwIehIJGWETrw/vNWaKV5yScDxAAwfznF7zGULWdxwQ9DBiIgklqFD7ULQhRcGHUmUFBm4Y9gwG/X0f/+DiRODDkxEJFilDgOfDNJ9GPi997arNfn5yTtSgwTv1VfhzDPhyithxIigo5GUkJ0Ngwez8/evs2RVDTZvToxjVOHwxs7Z1WARETEtWsBfSwpYf+RJVH9kWMrVF/j2W9h/f2jTxromi4gku1gMAy8JbvFiG9kmEX5YSfI64QSbqhC0RE2HDuS8MZY/ltVgl10S5xhVWAx60yYrBi0iIpazX7wYjq0zgeofvZuSIyTut58lgObOhZdeoswRdkVEUlmCnJZLRaxeDQ0aBB2FJLvq1aFePZg1K+hIJJWMHm3TY44JNo7i7r/fpvfcE2wcIiKJ4uabbXrBXbv+3W0qFb36qrUAHTgQCgaFRthNwWSXiEhZlABKUgUFsHkzNG8edCSSCtq3hw0bYO3aoCORVPHqqza9/PJg4yiuVSvYdVcb+W7hwqCjEUkjanGRsD74AGrWhBOv2rnEQUdSxc47w0knwapVcF+7Z1I62SUiUppyE0DOuTeccy2cyXbObXTO3RiP4KR0P/9s07Ztg41DUkPhKE1vvBFsHJI6Jk+2HxTt2gUdyfYKr3Zfc02gYYikl8HFWlwoIRSMYq/7q69at9i+fQOOK06efx4yM+HOp5qR+1bqJrtEREoTTgugPt77RcBNQD3gfOC2mEZVDufcnc65GYvTeCzfSZNsuueewcYhqeH00206dmywcUhqWLzYWpN17hx0JCW78EKoXRveeQfy8oKORiRNFBmVCdg+ISTxUex1//e/7e6hQwOMKY5q17ZBL3JyYNCgoKMREYm/SLqAnQY8570fE6tgwuW9v81736l5Gvd/+uknm3bvHmwckgKys+k+pC+ZGflMmRJ0MJIKnnzSpqecEmwcZbnoIkv+3HFH0JGIpIkOHbbtXlQ8ISTxUeR1z8mx88kWLWCXXYIOLH7uvx+ysuC556ykgohIOgknAbTQObcc2B243znXDEjeseNTxMyZNj3ggGDjkBQQuhq4V9XpqokiUfHWWza99NJg4yjL0KFQpQo8/njQkYikqWIJodmz4ZZb7MJWnTqw446WoFUrvSgr8rqPGAHew9lnBx1UfGVmwsknw8aNWy9YiIiki3ASQB2Bq4B23vsVQC3gvJhGJeX64w/78VK3btCRSNILXQ1svm9L8vJUjkEqp6DAEtQ77JDYx6eaNaF3bysGqtpXIsHJy4MePaw4+733Wv0w52DZMhgyBGrUsPo0q1eHsTLVFYrIc8/Z9J//DDSMQDzyiO1nGhFSRNJNOAmg+UB7YCGA936W916nywFbtsyukIlUWuhq4OEnNwDglVcCjkeS2kcf2Q+6ww4LOpLyPfaYTQuLQotIfK1fb4XiJ02yQS0efdSSsmvXwpo1cNVVUKuWlaxp397mL5PqCoUtNxdmzICddoKGDYOOJv6aNoX99rOadV9+GXQ0IiLxE04C6BGs8HOOc26Sc+6YGMeUmqJ8VWrDBmjSJCqrEgHgzDNt+tlnwcYhye2pp2x6xRXBxhGOXXaBTp3gt9/sh5CIxM+CBTYs97x51hrv999h4ECoX98er13bWmmsXm1dlJYtg44drXjvNoqeX6muUNhGjrTuX6edFnQkwRkxwqbXD1inlmMikjac9+GV83HO7QT8GzgD2AiMAa703m+KXXhl69atm588eXJQm49M3752VapPn0oPtbR8uSV/eveG8eOjFJ8I1tS+Vi3bx0QqolEju0q/eXPQkYTn3XfhhBOgVy/45JOgoxFJD0uXQqtWlszp339r4rgsJ55oI/ftsot1M83MDD0QxfOrdLLnnvDLL/DXX9YaJl21bg1L5m9mGU2o2+dg7UMikjScc1O8990iXS6sUcCcc7sCDwMnAsuB/wDdgCWRbjBtRfGq1Ndf27Rjx0qvSmQbrVvDypUquimlKKcl49Kltv8k6vDvJTn+eEtaff55GN1LRCQqjjjCkj9DhoSX/AF4+204/HArFr333kUeUKufiOXlwa+/2uhf6Zz8AbjzTsilGjc3fUb7kIikhXITQM65RcCvWPHnHt77Hb3313jv9wKqxjrAlFF8+NNK+O47m3btWulViWxjv/2sSfjHHwcdiSSkcuprFNbUOf30OMYUBddcY8Wrb7gh6EhEUt/w4dbypGtXuP32yJb9+GNL/vzyi/1wB6J6fpUunnrKjnknnxx0JME77zwbsGDUytPJ20X7kIikvnBaAD3ova/mvT/ae/9T0Qe897ViFJeUYfp0mx50ULBxSOo54QSbFg7jLbKNcq60F+43AwbEMaYouPFGyMqC55+3H0UiEhuLF9uIU1WrFuvCHmadxIwMa62XlQV33WUtDiVyTz9t0xtvDDaOuCpjHzv/fGsVlRINgDQSXmrR+ykxUG4CyHs/3Dl3onPuIefcqMJbPIKTks2ZY9Nddgk2Dkk9ffvadNKkYOOQBFXGlfbC4d933DGxh38vSWamXQnfuBFG6dtNJGZ697Yf2iNGQOPGRR6IYPSuunVh6FBbT+FFCwlfXp61oNpxR2jePOho4qiMfezOO21I+JEjA4gr2jQSXmrR+ykxEE4XsM+AZ4GrgMOBS4C+MY5LyrBkiRXrzQirgpNI+LKyoEEDq7EgEokPP0ye4d9L8sgj9gPg3nsJ5oqbrvJJqim2Tw8bZi2Yu3WDSy8tNm/x1oXlfB4GD4Y2bWDiRPttJOF77jnIz7ei2mmljBas9evD7rvD/Pl2S2qqiZVa9H5KDJQ7CphzLger/7Pee1/DObc78Kn3fsd4BFiWpBoFLIqqVbMrZ4sWBR2JpKLevW00pF9+gT32CDoaSRaFI/RMnAgHHhh0NBWz335WY+2nAwaw56RR8R1VSCMZSaopsk/nvjWWOnWsxtyff0LDhuEvW9rnYdo0G8mqXj1YsUIXxcLVrRtMmWKJjp13DjqaxDF6tHUFO+ssePnloKMRESlfLEcBy/Pe5wMFzrkWwHSgfqQbkujIy4PcXBu5QSQWLrjApo8+GmgYkmS++sqS08ma/AF4+GGbXrZ+WPyvuOkqn6SaIvv0ddfZucuVV4aR/Cm2bGn22APOPBNWr7b1SvkKCmDqVBv5S8mfbZ1zDlSvDu++G3QkIiKxFU4CaJ5zrhXwNjAX2AD8EcugpHQ//mjTXXcNNg5JXWd0yaYW6/ns/Y12R9BdU4Lefjqp4Gs9daoVY91zz9iEFXOh531Aw2xatoRJ0+qy9Nk4jyqkkYwk1YT26dw2HRg1yhLEw4ZFtmx5n4fRo61L/NNP27DyUrYXXrDuX8cfH3QkiScjA446CjZssNasCa2U7+rcXLjjDquNdd55cPXVcPfd1upOUoTOiSUKykwAOecccJH3fr73/mysBtC53vt2cYlOtvPNNzbt3DnYOCR1Zd4wmFN4g8VL7GQi8AJ0QW8/nVTwtb7iCpv++98xiCkeijzvW2+1bipXXRV0UCKp4frr7bvkssus4Ho0ZWbCwIHWOvqGG6K77lRUWOT45puDjSNRDR1q07vuCjaOchX7rp46FY44AmrWhCFDrBXTCy9YS+5//cuKffftC0uXBhq1RIPOiSUKykwAeSsQ9HmR/yd679+IeVRSqh9+sOl++wUbh6Sw4cPp1Gojm6jJc88RfNeUoLefwjZuhCeegN9/D91Rgdf6zz9t1LhWTTdx+INJelWqyPPu3x9q1bIh7fPygg5MJLnl5fF365/774/NNu65xwYwePpp6+IkJcjOpqBPX6ZOyaNxYyugXfQxtSgwnTpBs2Z2rr0x1Ag6bq9PWdsp/liR76xTT4WuXeHTT60e1uDBMGuWXTB+5x24b9ASdsv8jXHjbOS3k0/Wd1uiW/9jNmuPPIW8X0vYFyIsmC9SIu99mTfgF+D88uYL4rbPPvv4dLP//t6D95s2BR2JpLJZs2w/69kz6Egk2vLzvX/5Ze+7dPHeOXufwfsGDbw/7TTvf/wxsvWdcoot/8Ye/7I/+vSJSdzxdNll9lTuuivoSESS26BB9lkaODC227n0UtvOv/4V2+0krT59/A908eD9+edv/1iqHLuj4dZb7eW4+ebQHfF6fcraTgmPbdrkfefOdveOO3o/fnzZ6319j3/5Bg1s/l120e+IRJOf7/3jj9t7k0nu3+dm4H1Ghv3+++67EhbU5zetAZN9BXIo4YwCthnIAvJCN2d5I18jtqmp8qXjKGAtW1oTztzcoCORVFc4Ysv69UFHsq2cHFiypNgVTAnL6tXQvj0sW2b/t2hhVwOnTIHJk7ceVy6/HB5/vPz15eZaa5kaNWDt99l26XH48KSvY7N+vV1JbdAAli8POhqR5JSXB7Vr2/fIunXWSidWNm60z2z16rBmjUYE2052NmfuP49XVx/JzJlu20N0duocu6MhJ8e+13bYARYvJn6vT1nbKfbYggWwzz72/dS9O/zvf2V0ryyybEG7DvTuDZ99Zi2dZs6EunVj95QkPIMGWffMwnOwPdqsZ/91HzOvzeGsr1KPefO21nHaaSd44AE4/fTQwvr8prWKjgIWTgugHiXdKpJtivYtHVsAVa/ufdOmQUch6eDww+2iwvTpQUey1csve1+1qsXlnPe1a3vfrp33Y8cGHVni27DB+x12sNfuyCOtlVdx77zjfb16Ns/ee5d/hXDwYJv3hhtiEnKgevWy5/bee0FHIpKcbrzRPkOXXx6Flc2caVe4Z84sdZYzz7TtPfhgFLaXYvLz7buzYcOgI0kOXbvavjRnToBBlLLPL1pkvwXA+/POK32+stZ5Ru/lHmx/WLIkNuFL+TZv9r5bN3svW2Qs9v1PWlbq+/HVVzZvYcvtCy6Ib6ySmKhgC6DIZoYXKrKRMNd9CJANLAx3mXRLAOXn2zvWtWvQkUg6eP55298GDAg6Etv3zzrL/90Utndv7zt18r5+/a33ldr8Wfzmzd63amWv1WmnlT3vhg3e77WXzVu/vvfTppU8X36+97VqeZ+ZaetPNdOn22uw225BRyKSnBo08L5KlSh1NQmjm8OqVfZdoCTH9l5/3V6+fv2CjiQ5vPCCvV7nnhtgECXs81u2eN+smd19xx2lzxfOOvv39393/1Z3sPibM8f7Ro3sPTimzpc+l8yw3sPffrNjHHi/++7er1sXh2AlYVU0ARRpI9lTIpnZOfebc67AOZdT7P5bnHO5odsHoZZIX3jv1XatDFOn2lRDwEs89OsHzsEHHwQbx/Ll1t3rv/+FRo1g2jQYPx6mT4dVq6zIofdwzDHw5ZfBxpqICgpgr71g/nwb4va118qev2ZNO9b0729dxvbc00YRKW7ECBsu95RTYtu1IyidOkG7drafzZ4ddDQiyeX99+343KuXdcuqtDAK1NevD0cfDStXwosvRmGbKeTRR216003BxpEs+vWz77V33w0wiBL2+T59rAv88cfDbbeVPl8463zqKbjwQvucHnFEbJ6ClGziROuttWIFnH8+jPu+KVX7HBnWe9iuHSxaZF3/fv3VRnibMSMOQUtqiSRbBGyMcP4rgX5ATpH7qgJbsBY/tYBNwHFFHlcLoFI8/LBlfO+9N+hIJF20aWPNTWPSwqNos+UymjDvvrvt971729WvkuZ99VWLMzOzlCJ50Yw1yZxy+Aor6N1ltd1R/LmU8dzGjNna1Lx9e+//+MP7kSO933ln/3c3vGXL4vhk4mzMmNDVuWOCjiRGkni/lgQV2qf2br82dl2Iy9hv//jDPrO77hrGsqm0/5dzXK9WzVp0SvgKuwH/739BR2LuuMPiadXKWuBGS/v2xVoUSWyEPpMLJ/zuq1Wz86cnn6zcKq+6yt67mjWta6CkH6LdBQzYt4T7uoWmV4S9ATioWAKoP7C8yP8fAh8W+b/MBBDwArAB2NAwzdr5nn++vWNffBF0JJIuLr/c9rlnnonByos2Wy6lCfMDD/i/69GUuFwRhV3Wqlb1/q+/YhhrEvniC++rstkfy7s+/5hQ7MWfSznPbc0a7w84wG8zIkVhV9R0OBbVrx/FbixxsGyZ9ytWhDlzku7XksD69PFrqe2zyPFt2sRuG2Xtt7vtZg//9ls5y6bS/l/Gcf2dd3xY3X9lW59/bq/bUUcFHYn3n3xiCYPq1aN/0WXFCluvc95/80101y1F9Onj88jwe2ZN9+D9ffdFZ7X/Cg3A2rChuoOlo1gkgLYAY4FqRe7bHZgDbAh7A9sngB4AZhb5/0ngZ2BX4NfQdj8MZ93p1gJov/3sHUvFehuSmGbOtH2uc+cYrbyMK7FLlliLnqpVi53wlHHVtjBhdNhhMYw1SeTnW/9yR77/pcclpbf4CfO5PfmkXXk8++wYJNgS2E032T41aFDQkZTtnXe2/vAFO6Fv185qfpSaEErC/VoS3MyZ/rpmL8TuwkFoG2Xtt4X1bvr2LWfZVNr/yziuH3aYvR4//hhohEmpTh1rPRXNFjeR2rLF4nAudhddPvzQ9pHata0OoMTAzJn+xLqfeLCC9dF08cX+79ZhW7ZEd92S2CqaACp1GHjnXGtgHNAWuBk4EDgBeAPo573PD6eLmXPuIOAT73310P8PAn299x1D/z8JHOC93yuc9RWVbsPAt2hh9VA2bw46Ekkn7dvD77/bUOF77x2/7e61F/z8s9WaufLK8JfbaSdYuBC+/x66RT4wYsoYMABGjYJTT4UxY4KOJnltM9T92qCj2d4778BFF1ndE7D6AE2b2siwK1ZYOqhWLauPFc/Pr6SnggKrI1alig39HtRw7PXq2dDwmzaVMTx2mqhRw+rZrFkTdCTJp18/qz/4yitwxhnBxtC/Pzz1VOy2c/XVVivqsMNsmHiJrgsugOefh86d7dw22o45Bj78ELp2hR9+iP76JTFVdBj4Ur+avffzvPe7Ya2AHsSSP/t7788IN/lTiplA4yL/twaWVGJ9aWPlSityKBJPhSccF10UxszZ2dC3r00rYeSti/j5Z+jWcV1EyR+AF16w6ZlnRi+eiASxzWJmjpvN6FEbqV8zl5deqsSKynouCfA84yFrbjYDGr3GunUwejQJ9Zq8/jqcdNLWIp7Tp8Nv72UzsV5flk3MJi8PbrzRinV3724nn2FLk/e3TMn+GsQj/mLbePRRu0h1xhnBJX/Afmzl5cE990SwULK/3yX44APIyVGR34iF9oU7z58FwAMPbP/Y3/tJDPebqVMt+dOgATz5ZNRXv41HHrELaJ9/Dp9+GtttpZtx4+z7t2FD+O672Gxj7Fjo3mkdP/4IV565LPIVpODxT8pQWtMgoBUwHSvSfCPwI5ADDI6kiRHbdwGrhnXzOpitRaCPj3CddwIzmjVrFtVmVImscAj4bWqhiMRJu3a2/02ZUs6MUaipsGaN943cct+WWX5lr1MrtI5997Uwxu51Y/xrPCRAXYkDa0z2VdnsJ+xdyX5LZT2XBHiecdGnj19Dna01TRLkNRkzxroEVKli9SHKiuH11607JXg/cGCYG0iX97csyf4axCP+Ytto0cL2y7DrUMXIunU2JHyTJhEslOzvdwl697anFJPBEVJZkX1hxx1tX/q7/EKEdfQqo2VLW/X48VFfdYmmTLHtNWoUbLe3VLJ5s3Wtc877n36K7bZyjjrOH8Lnviqb/TvvRLhwCh7/0gExqgH0HtvWADoDWAvMD2vlMB/IBzyQBzwbuv82IDe0jfEVCdynWQ2g77/3Mek3KhKOwmKIe+1VzoxRqKlwyim2rafa31fh9cyfb1+2DWvnWPHjeNZ4CLiuxEMP2evXr8HYysdQ1nNJpfoZZQk9z24dbVSjqW/OCvw1KUz+ZGQUS/6UEcP06d7XrWv7xqhRYWwkXd7fsiT7axCP+Its48cfbf/q1i12m4tEz54Wz+efh7lAsr/fJahRw358SoSK7AuDBtl+NGzY9o+V+H+UFBb37d07qqst18kn23avuSa+201VJ55or+eAAXHY2MyZPvugC30Vl++zsiKs15iCx790UNEEUFk1gLp570sssOOcG+29P68CDY6iKp1qAD38MAwaBEOHWpN+kXiLRy2gxYuhZUur37BiReW6EBT2m7/hBrjvvujFmMhyc+2127IFli615sYSHZ9+at0oDj7Y6ukEZdIkOPBAcA7Gj4devcJfdsEC2GUXqws0eza0ahW7OCX9HHWU7ZMffmh/B23yZOv62K2b1YRLN599ZseH44+3WmFSMStXQqNGsOuudg4UD0uXQvPmVr9q+XKoXTs+2wXrMtiwoXXlnD/fzsmkYgrPG5o2hSVL4tct9v777dy3bVvbZ4PsjiuxFYsaQKVmVhIh+ZNuCgt6HXRQsHFI+oqoFlAFnXuu/Th94IHKf2H95z9QrZr1a8/Li3DhJO0LfeGFdvJ21VVK/kRbr16www4wcSKsXh3jjZWy/+XlQZ8+9hl5//3Ikj8AO2/K5vVOt5Kf7znwQCvYW942JUVFUssqjH0jL88SDvXrJ0byByzx06KFXbQoLJIeM7H4/JS3znIeL6xbc8MN0QspHTVsaMX1Z82Kw34UcsYZkJ8PDz0U3+QPQPXq8MQT9v1w7LHx3XbSKeMzmPdrNpcdPQdHAWPHxjcJc/31Vsx7zhw7LxTZTkWaDQV9Iw1rAHXv7jUEvASusBZQLIb3LRxyPpof6wEDbJ233x7hgknYF3rOHOsWVK+e+u7HygMP2G5x4YUx3lAp+98JJ9jd559fufX+o8kbHrw/++zytykpKpJaVmHsG8OG2SyXXx6jeCuosEvsxRfHeEOx+PyUt85yHq9Vy25SeYXH/nh0iyrsSrnTTrHfVln22MPiePvtYONIaGV8Bm9oPtqD97e0eDb+cXn7vdiggYW3XVdxSRlEuwZQMtzSqQZQs2beZ2UFHYWku19+sWKyznn/5pvRXfc++9gRKeLCdWXYsMGK5NarF+GCSdgXuksXe/1eeSXoSFJXfr731ap5X716jJNsJex/b75p7++OO1Zi26H1bpk20zdqZOv7+3OchPu8VEIk9b3C2Dd22sm+F1atik24FVX4ma1ZM8YbisXnp7x1lvH4xIn2+T7mmOiFk842b7aaazvsEPttdezoI6tdFSO//Waf6YgKqaebUj6Dc+Z4n+HyffvM2T5/enDfqd99Z+9h7dreb9oUWBgSQxVNAJVaAygZpFMNoOrVrWn1n38GHYmkuy+/tKalYP2bDz208uucNAl69LBm1r/9Vvn1FXXSSfD22/DMM3DxxdFdd6J491044QTo1MmGApfYueACG871oYfgmmvis821a6372ebN8MsvsPvulV/ntGmw557WvWD1atUIkIqbMQN22w26dt3aXT2RnH46jBlj3YLTpTvEccdZN9HPP4/Od7RYPanJk2HmTOjQITbbeOcdOPFEq7M4ZUpsthGJwv3ovvvUlTASXbvC1Knw6qt2/AnSwIHw2GNWi+jjj4ONRaIv6jWAJHHk5dmJvwqxSeCys+l5X1/efnQB3sNRR+Qx86CLKl33oF8/mz7/fMVi+rsPdgn9sZ94wgrm3n57BOtJRGXUhTnvPHuOb7wRUGxpZPhwe60rXVg8gv3t2J5ryMmBIZf9acmfSPbVUubdYw/bb9ati3EiK9E/V8UlerzlHO+CUPjDcMiQQMMo1fDhNr377iiuNJIaSpGsJ0rv6eefQ40aSv5E0/XX27Tcc4lK6N/fvl9eey122whbdjav5J5EVpV8br/dBpmIZNlEODbFXXY2X3e/mqlTPR07Bp/8ARgxAnbaCT75BF554I+E+/6QgFSk2VDQN9KsBtA331hz0LPOCjoSSXtF+js/95z3WeT4XfjdT+o+sMKrHDrUVnnQQZWPqbT+2AceaHePHx/mehJRKfEde6yPT10a+VuPHlFooh/m/vbmm9478v1FPBNRTZZwtrN5sw0TXaWK98uWVeRJhCHRP1fFJXq8YRzv4ik/37qn16kTWAhhKaxnErUeWpHUUIpkPVF4Tz/5RN2/YqGwO2Gs9vXCOlp9+8Zm/REL7Yv/bvV45HW0EuDYFIg+fXxf3vPV2OSnTQs6mK1mzQp1Ycz4y2+kesJ8f0jloRpAqevBB+2dGjYs6Egk7RXr7/zMHX/4mqz3GeT7Rx+NfHUrVlhNoapVK1E7omhMpfTH/uUX+wx16hTmehJRCfG9/rr/u3C2Cj/Hz/ff2+u+996VWEkY+1t+vvd161otgfk9z4moJku423n0UXsuhx9ekScRhkT/XBWX6PGGcbyLp8L9J+ZFlivp7bejnBSJpIZSJOuJwnt6yCH2XL/7rsKrkFIcfXQUkv8l2LLFkvGZmQlURyu0L+ZPn+lr1bIEwl9/RbZswh5HY+TfVy/24P2Jh6wMOpTt3H237bvH1f08Yb4/pPIqmgBSDaAkcM458NJLNvzwgQcGHY3ItiZMsGF/c3Ph0kvhySfDX7ZHD6v/88ADcO21MQsRsBoVM2ZYDZU99ojttuKhaF2YX3+1+j8SP61bw/z5sGgRNG8em23072+1qy64AJ59NjbbAOtevGgRfP+9DZ0tEq7Cz8Fff0HTpkFHU7YGDWD9etiwAbKygo4mNgoKoFo1qFMnfkOWp5PCeoWHH241EKPlH/+Ap5+GK6+0LjuJ5okn4PLLo/+8U0lODtSrB97bZ6927aAj2t6ee9o5cDzOuSU+VAMohRV2z9xvv2DjECnJoYdaUcT69WHUKDjggPD6ir/xhp1M7bJLfL6IHnnEpgMGxH5b8XDkkXbCceutSv4EobAOxFVXxWb9c+fC//2fnUQ+/XRstlHo5Zdtmgj1CiR5/PyzJX+6dEn85A9YAei8vCjXAkowTz9tz/GUU4KOJDUdcID9yP/yS3udo2HlSitQXquWDS6QiC67DFq0gM8+s8+9bO+ii+zc99prEzP5A/b+Va0K//ynHbslfSkBVJ4EKJK1cKFd0cnMDCwEkTK1aQN//AEdO8I339iJwrxPZpX62cnNtVYNzsHYsfGJsXdv2LnpJqZ8vYk/J1ZyqLEoFOGtjKuugm+/tdf7zjujtlqJwIUX2kneu+9G74dAUccdZ1cS/+//yjn2R2H/6tnTftjMnRuFQuzRlADfvxUWrSLB8YingjFdfbVNhw2LQnxxcPfdUKVKwC0sYvzeP/qoTe+4IyarF6x4fl5e9F7js86C/HwYOjSA8/wI9sfRd80jg3zOOWl9HAJLLn/+aSN+1a0L99wTdDSla9zYLtTm528dzVfSVEX6jQV9I55FoBOgSFa1at7vuGNgmxeJyNln20emoVvhf2aP7T4777zjfe3aNs+ll8Y3trc73+LB+yt3eLVyK4pSEd5I5ed736uXra5uXe+XLKn0KqUSrrrK3ovrr4/uep97ztbbpUsYM0dp//rjD++d875hwwosHKvvyQT4/q2waBUJjkc8FYhp3TqrCdKkSRRjjIMTTrCn+fTTAQUQw/d+zRr7DLdqFfVVSxEbNljh/Pr1K7+u6dNtdwjsHD/Cc5mrecg78v2bb8Y+tGRy6KEBH1ciVFgnbPDgoCORykJFoGMk4CJZGzbYu9S9eyCbF6mQUaO8z8zI81DgG9XJ8aedZqPZHXGE7c/OeX/ZZQEENnOm3zVzjq+akec3bKjceqJVhDdca9Z437atvX5t29r/EqxNm2wEpKws+zsaNmzwvnp1+3E9f34YC0TxO+rEE23/uu++CBeM1fdkMhepjFaR4HjEU4GYBg60fWXIkCjGGAdLltj3T2A/uGP43t9wg70nd90V9VVLMX372mv98suVW0/nzraeceOiE1fEIjyXmd/zHJ9BftIlfmPpp5/sPWzRIuhIwrdhg/c1a9qxUMXik1tFE0AqAp3gXn0VzjwTBg7c2rRXJBn8/LPtt998s21NoJYt4YMPgivEPGSINd0eMMAKGya6b7+1LhYffACbNkGvXjB+PGSoA29CuOEGuP9+OP98eO65yq/v6KPho4/gxhutS0A8rV5tTcSrVYN167SPSenq1rUaZBs3Jl/39EMPhS++gLffhhNOCDqa6Gne3Ipxb9gA1asHHU1qmz/fCqC3bQuzZ1dsHR99ZMf7PfawwrzJ4thjrev+0KH2PZXu9tjDBuIYP95KDSSLjz+2WpL16sHSpalbGD/VVbQItBJACe7CC+1HxYcf2khLIsno3Xdh5EjYd9/ga9bk5VntFufsRDkRfuRu3AhffWXJntmzre7XX3/BvHkWI9iP8ssvh+HDAw1ViikosB/DmzbBsmXQsGHF11V4Qta8uY3KFYTCkccGD4YHHwwmBklsL71ko5OeeCK89VbQ0UTu99+hffvK/XhPNLNnw667Qteu8MMPQUeTHrp2halTKzZ6YkGBJdtXrYJp02D33WMSYkysXQuNGlnid82a9E4cfPAB9OkDnTsnZ3HswtHnDj0UPv886GikIjQKWIqaMsWmvXoFG4dIZRx/vCUxg07+gJ20nHuuXb2+995gYpg/H664Anbe2U6eatWyK4G33w6jR9tIDdOnW5LqqKPstcvJUfInEWVkWNHHggL7UVxRBQVbR+F6773oxFYRjz9uycYRI2yfEyluyBCbFo6smGzatbMf73PmwNdfBx1NdNxyi001tHP8FI7YVZGRIC++2JI//folV/IH7ILH5Zfb90OqjKpaURdfbNP//jfYOCrqqadsEJcJEwIuji9xpwRQgps715rnJVsTa5FE9tBDkJmRz+g75lAwo5KjsYQ5ikZeHtx8yV/snvUbrVt7Ro6EJQvz6VrlJw7dew39+8PTQxby8wH/YM3k3ygosG44av2X+K6+Gpo0sfdq7tyKrePii60L1tlnw957RzW8iGRlWeufLVvg0kuDiyNiRT+H8RplK5JtJvOIZkXMmAGzZtmP1p13Djqaihs1yqaXXx5sHBEpZR/Ky4M334SaNW1EKYmPQw+11prffGNdaML1ww/Wsr9evQqOuhhLYR6nHnrILlw9/3xkz70y20w0Dz8MS5bYBfpkS+IVNXGiDQ0/aJC1jkwYSbpfJI2KFA4K+kY8RwEL0KZNVlisa9egIxFJPVfv8F8P3j/c9pHKraicUTQ2bbKC19Wq2WytmeNPrvexHzXK+y1H99122WQe9SjNjRljb92++0a+7PjxVoyxbl3vt2yJfmyRys+3kfoyMpJopLmin514fY4i2WaKfLa7drWnMXZs0JFUXrt29lymTAk6kjCVsg/dfLPdPXBgQHGlsZEj7bU/+ujw5s/P975ZM1tm/PjYxlYhERynHn/cZj388PhtM1Fs3myDNVSp4v2KFUFHU3kvvGBvQePG9twSQhLuF0FAo4Clnrff9oEMlS2SDjZNnembZyz2VTPy/KJFlVhRGaNo/Otf3letap/jatW8H3TOXz736OO2zlt82WQe9Uj+HqXtoYfCX2bWLNtHnPP+889jFVnkRo2y59KjR9CRhKnoZyden6NItpkCn+0vvrB9on37oCOJjk8/teez005BRxKmUvahunXth2i0RiKU8OXn24hy4Q4BPnhwgv+mjfA41by5PZ+fforfNhPB2Wfb877mmqAjiZ7C55Qwo04n4X4RhIomgFQEOoEVFud65x2roSIi0fXMM1b0dp99IJqHkokT4bTT4M8/t3apuesudeVMdfPnW3HZLVusOGR5XffWr4eddrKuXyNHwmWXxSXMsLVta13avvgCevYMOhoJWps2Vpj+u++ge/ego4mOI46ATz+1kSFvuy3oaCL37LNw0UXJW5A7Fcyda8d9762LZLt2Jc/30UdwzDFQowasWJEaI7V9+ql9hjp2tOeeDhYssBHg6tSxOk6JMJBItBSOaJYso+SKikCnpO+/t+nRRwcbh0iquuQS6NTJiq2/+mrl17d2rQ0DevDBlvzp08dO9IYOVfInHbRqZSN5ARx3XNn96QsKrNbP6tWW+Em05A/Aa6/ZtF+/YOOQ4P33v5b82X//1En+gNXOycqyBP3y5UFHE7nbb7fp448HG0c6a9PGEnH5+XDggVaTqbinnrLkD8DLL6dG8ges/k2XLjBzZvokIE8+2ZJ9I0emVvIHLLlfrx48+WQC1qeSqEqxXTe1zJljw1Wn8xCLIrE2dqyNtnXxxSWfuIVr6FAb1vWTT6BFCysMOXasfYYlffTsaVfOtmyxoYHXrt1+nuxs2HNPSxD17GknkomoWze7urtokUagS3cDB9px8pVXgo4kuurWhQcesGP/sccGHU1kvvwS/vgD9t3XihFLcM45xwpwL1tmF4E2btz62E03WUH9zEw7PzjhhODijIXCCwX9+9uFjVT28cd2wbBdOxuwIdXUrAmTJkGVKtay8Ntvg45IYkUJoASVl2c/HNq0CToSkdTWpo2dnG3YYAMOROrrr6FlS7j5Zvv/7rth4ULYb7/oxinJ49JL4cor7RjeqJH9QHvqKesq0LOnNZf/9Vfo3Bk+/zzoaMv26qv2w+WWWzQsfLoaNsxaMh53nLVySzUDB9oPum+/hTfeCDqa8BUOP67WP4nhxRft8zFhgo2QlZVlx/9//9v+/+knOPzwoKOMvnbt4JRT7Bhx7rlBRxM7eXnWtR/g9deDjSWWOnWyRH9BgbVmnzYt6IgkFpQASlCF3Qi6RdyrT0Qi9fjj1mpn/HhrmRHOD9358y3Jc9BB1kKiVy/rQnDLLbGPVxLfiBFW+6lePevOe+mlVlPnq69sX3vnHfj558RvQt6wof3QzMnRENPp6M8/rTZOlSrwwgtBRxM7hS1BzznHju2Jbto0Syi0bavzxESRkWHH9AEDoEcPaNrUWgK1bWvdJzt1CjrC2HnlFUt2vfwyjBsXdDSxcfrpsGYNXHCBnSemslNPtZbJW7ZYl9/Zs4OOSKItwU8901fhAVT1f0RiLyPDulzusw/88ov9QC/tR8DPP9uV8DZtrL9027bW3euTT6w7QdRkZ1uTpOzs6M4rcfPgg5YUnDfPavzss4+dIC9cmFyF/e+/337MvP02vPQS5e9v8dgfo/X5SMTPTtGYAowvNxf22gs2b4YhQ4oc3xLxNStNmLG2awd33mmJzj32sMRX1J5nDF6vwnoyjz0WtVVKFNRdks0TC/ry9X+yWbgQNm2yH8+NG4dmSKbPTgQyZ2fzv04XkeEKOPVUG+CgVEG8BpXc5gcfWI2jJk3g//4v+HjisZ3LLoP77rNj4l572XlLUkq2z1y84q3I0GFB34A7gRnNmjWLzhhqCWiffWw4vg0bgo5EJL1ccIF99jIzve/c2fu+fb0fNMj7007zvl49ewy8b9DA+5dfjmEgffqEP15sJPOKVMDMmd5nZNiQ9UsPP73s/S0e+2O0Ph+J+NkpGlNA8eXn2/EPvD/jjDLiS3QRxnr99TZ7/frer+l9cnSeZ5RfrxtvtNX17h2V1Uk0lfdeJ9NnJxKh5zVil+HlDyUexGtQiW1u3ux97dreO+f9lCnBxxPv7dx6q62idu0kHZE92T5zEcZLBYeBDzyZU5nbPvvsE9aLk4zq1/e+Vq2goxBJT48+ap8/57YmfMD7atW8P+QQ7998Mw5BzJxpXwDhfONGMq9IBY0YYZ+DXVus9/nHlLG/xWN/jNbnIxE/O0VjCii+E0+097rE06xEfM1KU4FYL7vMnnuzhpv8+iNPrPzzjOLrNW+eJWKrV9cFwoRU3nudTJ+dSBR5XrvtZp+fu+8uf94g4ovU0Ufb87n88sSIJ4jtFCbGq1b1fvz4KMUWL8n2mYsw3oomgJwtm5y6devmJ0+eHHQYUVdQYP3tO3WC6dODjkYkvc2fb8VB69TZ2uxeJF316gWffQYXXgj/+U/Q0Ui0rVxpo9t8+KGNLDV/vhUBTzfnnWc1j6pVsxHwLr886IhMx47WM+CFF6xekUiiWb4cdtrJug4NGwbXXx90RBU3fDhce62VBViwIPFr9sXSqFHWLQzg0UdtoAsJnnNuivc+4kpwSgAloM8+s5Psc8+F0aODjkZERMTk5sKOO8KqVTbinYqeBycvD/73PxtRbtYs+4GyYQPUqGG3mjVh551ttLmuXe3v0qxdC5dcYqNgFRRYzadffy1SuyQNDRli+3h+PnToYIWid9kluHjuvx9uuMFGFdTwzJLIfv3VipPn5MC998JNNwUdUeRGj4bzz7ck8K+/BvvZTxSffWa1abdsgTPOsJHv0vECQSJRAiiFDB4MDz2kKzwiIpJ4ip7cDxgATzwRdETpYflyG7Hw449hxgxLwkV6CpeVZa0ZGza0lsarV1vB1g0bbF1161rSY+DAmDyFpLN0qdXjnDzZRgnbay8bFe2kk+Ibx+jRNvpQZqYVqG7YML7bF4lUdjZ06WLfE3fdBbfeGnRE4Xv/fRuooUoVS7buvXfQESWO2bNtBNwVK6B+fSuOfeihQUeVvpQASiHdu9vJxpo1UR5VSEREJAoWLLCT+1Wr7Afy++8HHVFqmjDBRnr64gtLABWqUQNat7YfJh07Qvv2sNtu1mJn3Tq7rVplP8JmzrRRDhcuhGXL7Nxi0yZbT1aWtRSqVw/+8Q9rYZLO3RxK8/rrMGjQ1pFwatWyLsEDB0LPnrHd9rBh8M9/WvLnww+thbhIMvj9d0uabtoE++9vLQybNw86qrJNmgQHH2wJ8fHj9XkrSUEBXHQRPP+8/X/SSfDcc/rNGgQlgFJEbq6djDVoYCdqIiIiiWjtWhsy+48/rHn8f/9rFzCk4nJy4OmnrQXwTz/ZOQFA1ar2Wp92GvTvn95ds4KUnW3JmA8/hM2b7b5q1WDPPeGEE+Dii62LZLRce63VIale3X6YdukSvXWLxMPcuZZEmTvXksvnnWf1ZLKygo5sWwUFcN118PDD9v9rr8GppwYaUsL79ls49li7OJGRAUcdBU8+WXZ3Y4kuJYBSxN13w7/+Zd3AHnww6GhERERKl5dnLSAmTbL/99rLuqvsuWewcSWT7Gwrqjl2rLWsKjwta9gQDjkErrhCV6ET0ccfw8iR1jpr1aqt99eqZa2x+vSxq+QV+TH01ltw443w22/WZe+nn6BNm+jFLhJvzz4LV11lXU6rVIG2be34dv75VtcqyITQDz9YImPJErsI/+KL8e/mmawKCuC+++CBB2wQAbCaab1728WKcM8FcnLgxx9h6lTr4jx7tnXBXb/eWpDl5FiSqXp1awFbp461fN13XzjsMBs4KR1br1Y0ART4UO6VuaXiMPAtWtjQ02vWBB2JSJQl21CMIuEId4jxZN//y4l/4kTvO3SwoWLB+6ZNvT/hBO9ffdX7LVvKWE8yvS6VjDU/3/vp071//HHvzzzT+7ZtbVjdwtfMOe/btfP+uuu8/+OP+McnZSjntV2yxPuhQ73v0cP7OnW2vqfgfY0a3u+2m/enneb9o4/aPrDNZ8J7v2KF9++9Z+99o0Zbl+3c2ftly+Lw/CQ2wv1+SBP5+d5fc433zZrZ8a7o5wS8z8iwY2JmpvdVqtj/GRnbzuucPZaV5X3t2t43b+79nnvacO0DBnj/4IPef/ih93/9VUYgM2f6pYef7m/t/6fv2HHruvv08X7TprKXS4v3LJLnWWTel1/2vnXrbd/TrCw7prVq5f1ee3m///52XGvb1vaD2rXtPS6+LxTfJ2rU8L5atdC+4fJ9FbZsM19t1vq2zTb4fv28/+jpeT7/mCi/T4nw3pcQA+k0DLxz7k7gtGbNmnVcvHhx0OFETXa29eXv2tWy0SIppW9fGDfOLouOHRt0NCLRUdZ+XfQxSO79P8zP76efWq2UmTNtpJBC1atbfYB9Nn1F93WfsbjxnqzseRLtv3mePRaPZ2mb/dhw0VXUqGFXh52zq3llTTMzt7+/6N+RKigo+/EGQ2+g6dSPWNrlKFbdNAzv7erkunVWV2f9+q0Fldevt1YhS5fadO1a2Lhx26LNzsEOO1i3nlNPtSvhlRpRRcfY2InwtV2+3OpjvPsu/PyzFdsuSZUqtk8U3fcyMqzF1+OPQ7t20QlfAhLu90Mafl7z8uDtt60u0J9/2jFy/Xpr6VGlit0yMmyambn1+J6ba/Pk5FjLkPXrt3aVLUm1atYqr0YN+07asgVqr13In/lN2YI1O2rZEv7zH2u1UqZ0ec8ieZ4lzJubC6+8Aq++ar9n162zLrN5ebZI4Xd0Zqa1uGrUCJo1s7p27dtbq6Fu3cqoF9W3L/njPuTn/f/B2L5PsPSxV1jxVz7vcRzrsEJEu/I7e9WbxzEP9q78d2ukr0mslBCDWgClgBNPtCzmm28GHYlIDCRC9lwk2tQCqFTffON9//52tW+HHbyvXt37DPJLvdKXijfn7Kplw4bed+pkraKGDPH+q6/sanjQ75GEKQqtv77/3vu77vL+pJO879nT+y5dvN9lF2v11auX95dd5v2TT3q/bl2UY5fgqAVQ3CxZ4v24cd4PG2bfO0cead89zZp5X6uWtUSpUcNa6DWtt8mfXO9j/+hNiyL7vKXLe1bBFkBxU0pL4vzpM/348d6f13e5371qtocCD9ZirHt378eMieI2g5DuLYAKpVINoIICy1BXqWLZbBERkVRUUGAtIlatspoBK1daC5rVq+2KrveQn2/zFbaOKGlafL7ijzkXeWyRLlOzptUiqFdv661BA7s1a2aPi4iISHzNnWv1id56y1rjgrUIO/RQuP12OOCAQMOLChWBTnLPPw8XXAD9+sFLLwUdjYiIiIiIiEhyy862pM+4cdYlDaxb+rHHwq23WhHpZFTRBFAa1stOTMOG2XTo0GDjEBEREREREUkFHTpYXaK1a+Hzz63OWk4OvPyyjdrYoIHV4isc0TTVKQGUABYvhunTbUjEigwXKiIiIiIiIiKlO/RQ+OQT63L+yitw8MH29xtvQI8e1k2sc2f45z9tSPpUpC5gAVu4EHbf3TKSTz8Nl1wSdEQiIiIiIiIi6eGDD2DUKGsFVFgzCKw+7w472O/1Ll1gv/3gsMOgYcPAQv2bagAlodmzbai7jRtt2Nzhw4OOSERERERERCQ9rV8Po0dbUujnn2HJEtiyZdt5MjKgenWrJdSgAdSvv3UgiEaNoHFjaNLEkkeNGkHt2jZoRJ06tkzNmraOyqhoAiizcpuVivr1V+jWzfof3nor3HVX0BGJiIiIiIiIpK/ateHyy+1WaOFCmDABvvvOfsf/8YeNZrp6Nfz1l40+WlHOWTLIOWtxlJFh08xM+zszc+v/VapA1ar2d4W3pxZA8bN4MTz4oA1HN2+e7ShDh8KNNwYdmYiIiIiIiIhEqqAAli+3RNGff1qroaVLYdkyK/WyaRNs3myNPzZv3nrLzbXbli02zcuzv/PyID/fbgUF2968t1tBgVoAxV3hG71gASxaZLc//7Q3e/lyWLHC/l+2zIacy8215ZyDNm1sOLrzzgv2OYiIiIiIiIhIxWRkQNOmdosX5yq2XNongPLyLHEzd65l7BYutGZcy5ZZAmf1alizxvoCbtxoWbvC7Fw4jaecgxo1rB/gTjvB2WdD//7WZ1BEREREREREJB5SIgFUUAArV1q3qvnzravV4sVbEzmF/fPWrYMNG7Y2vcrPDz+Jk5kJWVmWuGnY0PoG1qtnBZ8aNbIiT02bQvPmdmvZElq1sgJPIiIiIiIiIiJBqmTt6WD98MOrVKlixZCaNIHu3eHUU+Gqq+Df/4Znn4X334evv4bp060vXk6Otchp0QL22AMOOghOOAEuvhhuvhlGjIA334Tvv7fkUWG/u9xcawW0/OtsFnTuy/S3spk0yaqDv/giPPQQ3HQTnH8+9O4NnTop+SMiMZKdDX372lQkVZS1X0dzn9fnR0SkcmJxHI1kncXnrWg85a1H3xfxe03idQ4QjW0m+X6RlC2AnHN3AqdlZIyjXbtd/h5yrXFja4XTrJm1wmnVCnbe2f6uTKXsbQweDOPG2d9jx0ZppSIiEdBxSFJRWft1NPd5fX5ERConFsfRSNZZfN6KxlPeevR9Eb/XJF7nANHYZpLvF0mZAPLe3wbcZqOAHRPfjQ8fvu1URCTedBySVFTWfh3NfV6fHxGRyonFcTSSdRaft6LxlLcefV/E7zWJ1zlANLaZ5PuFhoEXEREREREREUkSzlVsGPikrgEkIiIiIiIiIiLlUwJIRERERERERCTFKQEkIiIiIiIiIpLilAASEREREREREUlxSgCJiIiIiIiIiKQ4JYBERERERERERFKcEkAiIiIiIiIiIilOCSARERERERERkRSnBJCIiIiIiIiISIpTAkhEREREREREJMUpASQiIiIiIiIikuKUABIRERERERERSXFKAImIiIiIiIiIpDglgEREREREREREUpwSQCIiIiIiIiIiKU4JIBERERERERGRFJcwCSDnXBPn3Czn3Ezn3ONBxyMiIiIiIiIikipimgByzv3mnCtwzuUUu/8W51xu6PZB6O67gJe99x2B42IZl4iIiIiIiIhIOol1C6BHgXOK3uGcqwoMAXoDDYBDnXPHAa2BX0OzFcQ4LhERERERERGRtBHTBJD3/jFgQbG7LwDWeO+/8N5vAL4ArgDmAbuF5nHhrL9eTg707QvZ2XYr/BvK/j+Sx8oSybwiIiIixelcQkRSVWWObxVdVsfU4ETrN3YQorWvlpeTiFZM2dncB7tGvlJw3vuKLBf+Bpw7CPjEe1899P8DwLGhrl44554EegC9gP8Bm4EvvPdXlLK+F4CTAW6AGveBGwZrQv/XGwZr/gmz7oNdS/u/rHmLP1bWcyu+jcq/WiKAtYabF3AMItHWGu3XklpaE4V9WucSkmBao2O1RElljm8VXbaU5Vqj/TrmIvn9HXSsxUVrX4WycxLRiqnwMbwPq+FMUUEkgB4E+hZLAB3gvd+rAuve4L2vFdWARQKm/VpSkfZrSTXapyUVab+WVKT9WlJRRffrIEYBmwk0LvJ/a2BJAHGIiIiIiIiIiKSFIBJAo4F6zrmDnXO1gEOAkQHEISIiIiIiIiKSFmI9DPx8rMhzNedcnnPuWe/9ZmzI90+B1cBX3vt3K7iJN6MTqUhC0X4tqUj7taQa7dOSirRfSyrSfi2pqEL7dcxrAImIiIiIiIiISLCC6AImIiIiIiIiIiJxpASQiIiIiIiIiEiKS4oEkHPuFudcbuj2QQmPO+fc1NDjm5xz/YKIUyRcYezT1zjnfGh/3uSc+zSIOEUi4Zz7zTlX4JzLKeVxHaslqYSxT+tYLUnHObevc26Vc26zcy7HOfdGCfPoeC1JJcz9WsdsSRrOuXrOufWhfTXHOTehhHkiPlYnfALIOVcVGAL0BhoAhzrnjis227+AFkA14ErgqXjGKBKJMPdpgKXe+xqhW694xihSQY8C55TxuI7VkmzK26dBx2pJPpuBK7z31YA2wHE6t5YUEM5+DTpmS/JYC+ziva+B/Wbs5py7uNg8ER+rEz4BBFwArPHef+G934CNKnZFsXnOBF7x5v+ALOfcXnGOUyRcF1D+Pi2SdLz3jwELyphFx2pJKmHs0yJJx3v/k/f+5dDfS4AVwG7FZtPxWpJKmPu1SNIIHX//Cv1bE8vdFB/BK+JjdTIkgDoAy4v8Pw9oXmyeRsD0Iv+vB/aMbVgiFRbOPg3QJNSUb5lz7vi4RCYSWzpWSyrSsVqSlnPuIKAJ8GKxh3S8lqRVxn4NOmZLEnHOVXXObcJ+O/7svf9PsVkiPlYnQwLIlXBf8cxXSfMUxCAWkWgIZ58eAzQLNfkbAbwe86hEYk/Hakk1OlZL0nLO7QB8BDzovV9U/OESFtHxWhJeOfu1jtmSVLz3W0L7a2ugg3PuxGKzRHysToYE0EygcZH/WwNLis2znG2b+NUGpsU2LJEKK3ef9t4vKmzy572/E8hwzrWPW4QisaFjtaQUHaslWTnnagC/Ap947/9Zwiw6XkvSKW+/1jFbkpX3fj7wI1C8BlDEx+pkSACNBuo55w52ztUCDgFGFpvnNeDMUBXsi4Fc7/1P8Q5UJEzl7tPOuc7OORf6+4LQ3b/HNUqR6NOxWlKKjtWSjEL77DTgD+/9CaXMpuO1JJVw9msdsyWZOOc6Oudahf5uAOwD/FBstoiP1ZkxiTaKvPebnXN3AZ9iTZw+996/65x7KfT42cAdwClALpAP9A8qXpHyhLlP/ws43jnngTzgcu998W5iIgnFOTcfaIldUcsDXgCyQMdqSU5h7NM6VksyGgC0BXJCtSUAhmI1CnW8lmQVzn6tY7Ykk92BF0JJSwd87b2/vbJ5EKd9XkREREREREQktSVDFzAREREREREREakEJYBERERERERERFKcEkAiIiIiIiIiIilOCSARERERERERkRSnBJCIiIiIiIiISIpTAkhEREQShnPOO+c2Fbl9EHRMFeGcW+qcaxXB/D86564M/Z3nnGsfxjJNnHMFzrmdit2/xDn3kHPuDufchIiDFxERkZSkYeBFREQkYTjnvPfeRXmd1bz3m6O5zmhyzrUFfvLe1wn9nwfs5r3/LYxl5wMfee//Efp/J2A+0ARYCWwAdvLer4hV/CIiIpIc1AJIREREEl6oVcwE59xG51yOc+6Y0P1NnHO/Oec2hB67J3T/M865P5xzfwJLnHONQv9vcs4tcM6td86d65x71jn3Q5HtjHbOTSlh+9NC28gpbFXjnNvJOZfrnDs69P9859zoIvG2D8W3NLTdHOfcwyU8vTuAkrbZwDm3LBRTic8TeAE4qchitwPzvPcrvF3lmwncGuHLLSIiIilICSARERFJKMW6gD1c5KFl3vuawNvAQ6H73gY+8d7XAjoB1zvnmoQeawb08N43BJ4D1nnvawBXAbVC89wAdHbO1Qj9fyJQmFwp6vjQNuoAXZxzp3jv/wD+BYxxzj0C1PTen1dsuRuAld77Gt776sCDJaz7AODLYvc1BWYBb4bWWdrzHAo0cs7tGlruBGB0kfVMAg4vYZsiIiKSZpQAEhERkYQSSpYU3q4p8tC/Q9PxWBcngC7ARc65TVhrlwxg39Bjc733c0J/dwOeDq3/bWBT6O9lwGzg9lCroire+zdLCOsu59xGYC1QF+gZWv4+YCEwEDimhOU+BnZxzn3jnLsilDQqrj7Wbav4cq947y8t63l67zcAvwFDQnWDGgL3FVnPAqBxCdsUERGRNKMEkIiIiCSLdaHpFqBKkftPLJIwyvTejw3dvynM9Q4Dzse6T71X/EHn3MHAaVhdnhrAHEItiJxzVYDmQAGwXdFn7/14oAPwA3Cvc+7TEra/BWtZVNRs4BjnXNF6SKU9z2eAvqH4s733RZ93LSBh6x+JiIhI/CgBJCIiIslsKjCsMFHinDuzlPmmABeH5jkOKOzyhff+P0A9rJXQjSUsuyOQD/zhnNsdaFPksbeAxcDVwOgiXckIbasrsMJ7fzkwEtithPXPw1r4FHUysAb4JYzn+RCWQDoFeKrYeroA2SVsU0RERNKMEkAiIiKSUIrVAJpUzuzHApnAJudcDvBIKfNdCNQPdaF6CNgILCny+BfAIu/9vOILeu/HAItCy3wO/BmK80jgKOBw7/3jWNes4sPWHwP8GdruVVhNoOJeJNSlrJi9gWrOuW/Lep7e+3wsUVQVGFFsHfsR6vomIiIi6U3DwIuIiEjKc85VxYo0r3HOHYbV2KkXqqGDc+4v4H7v/QMBxbcG2NN7X7wWUGXWuTvwVagItoiIiKQ5tQASERGRdNAYWBxqiTMOuMN7v8E518o5lwvkBpX8CRmEdUGLpm7AZVFep4iIiCQptQASEREREREREUlxagEkIiIiIiIiIpLilAASEREREREREUlxSgCJiIiIiIiIiKQ4JYBERERERERERFKcEkAiIiIiIiIiIinu/wHY82BuQLHs+AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot it.\n",
    "m.plot(norm='log')\n",
    "ax=plt.gca()\n",
    "#ax.set_yscale('log')\n",
    "# Choose your image scale.\n",
    "ax.set_ylim(1,np.max(S.data))\n",
    "ax.set_xlim(0,3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "liked-consensus",
   "metadata": {},
   "source": [
    "## Plan B: When overlaps or low energies or whatever cause the model to fail, we can also just use ROIs.  Simple less quantitative, but better for ratioing in some cases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "primary-zoning",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C_Ka at 0.2774 keV : Intensity = 3768.00\n",
      "Ca_Ka at 3.6917 keV : Intensity = 12.00\n",
      "Ca_Kb at 4.0127 keV : Intensity = -4.00\n",
      "Cl_Ka at 2.6224 keV : Intensity = 83.41\n",
      "Cu_Ka at 8.0478 keV : Intensity = 185.69\n",
      "Cu_Kb at 8.9053 keV : Intensity = 14.00\n",
      "Cu_La at 0.9295 keV : Intensity = -62.83\n",
      "Fe_Ka at 6.4039 keV : Intensity = 11.86\n",
      "Fe_Kb at 7.058 keV : Intensity = -1.00\n",
      "Fe_La at 0.7045 keV : Intensity = -263.08\n",
      "Ga_Ka at 9.2517 keV : Intensity = 141.29\n",
      "Ga_Kb at 10.2642 keV : Intensity = 4.00\n",
      "Ga_La at 1.098 keV : Intensity = 242.46\n",
      "Ga_Lb1 at 1.1249 keV : Intensity = 133.33\n",
      "Ga_Lb3 at 1.1948 keV : Intensity = -68.75\n",
      "Mg_Ka at 1.2536 keV : Intensity = -73.75\n",
      "N_Ka at 0.3924 keV : Intensity = 308.36\n",
      "Na_Ka at 1.041 keV : Intensity = 352.33\n",
      "Ni_Ka at 7.4781 keV : Intensity = -12.00\n",
      "O_Ka at 0.5249 keV : Intensity = 1204.45\n",
      "P_Ka at 2.0133 keV : Intensity = 397.00\n",
      "Pt_Ma at 2.0505 keV : Intensity = 534.00\n",
      "S_Ka at 2.3072 keV : Intensity = 81.71\n",
      "Si_Ka at 1.7397 keV : Intensity = 99.94\n"
     ]
    },
    {
     "data": {
      "image/png": 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