{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.7-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.8.7 64-bit ('analysis')",
   "metadata": {
    "interpreter": {
     "hash": "7f44b18cfbfdf62cb269156e4e62984896b36596773974c4ef0d6947d77de0d1"
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "# Examples\n",
    "\n",
    "Here is a short guide to using carspy in a project:\n",
    "\n",
    "## Setup\n",
    "\n",
    "### Import necessary modules"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from carspy import CarsSpectrum, CarsFit\n",
    "from carspy.utils import downsample\n",
    "from carspy.convol_fcn import asym_Gaussian"
   ]
  },
  {
   "source": [
    "### Additional modules\n",
    "\n",
    "`numpy` and `matplotlib` are also used in this demo."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "source": [
    "## Synthesize CARS spectra\n",
    "\n",
    "### Initialize the parameters\n",
    "\n",
    "Following is the standard procedure to start syntheiszing a spectrum. By default, the set of nonresonant susceptibilities used is taken from CARSFT \\[[Pal89](references)\\] (\"Set 1\"). Details regarding the choices can be found in the [module documentation](cars_synth). Custom values can be used by modifying the following attributes:\n",
    " \n",
    "- `.chi_nrs` (a dictionary of species names and nonresonant susceptiblities),\n",
    "- `.chi_nrs_T0` (standard temperature for the susceptibilities),\n",
    "- `.chi_nrs_P0` (standard pressure for the susceptibilities) "
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set the modes used to generate the spectrum\n",
    "synth_mode = {'pump_ls': 'Gaussian',  # pump laser lineshape\n",
    "              'chi_rs': 'G-matrix',   # solve G-matrix\n",
    "              'convol': 'Kataoka',    # Kataoka convolution (convolve twice)\n",
    "              'doppler_effect': True, # convolution with Doppler broadening\n",
    "              'chem_eq': False}       # Not assume chemical equilibrium\n",
    "\n",
    "# (optional) initial gas composition\n",
    "init_comp = {'N2': 0.79,\n",
    "             'Ar': 0.0,\n",
    "             'CO2': 0,\n",
    "             'CO': 0,\n",
    "             'H2': 0,\n",
    "             'O2': 0.21,\n",
    "             'H2O': 0,\n",
    "             'CH4': 0}\n",
    "\n",
    "# initialize the spectrum\n",
    "cars = CarsSpectrum(pressure=1, \n",
    "                    init_comp=init_comp,\n",
    "                    chi_set=\"SET 1\")\n"
   ]
  },
  {
   "source": [
    "### Create the spectrum\n",
    "\n",
    "Try varying the temperature and other parameters to see the changes in the CARS spectrum.\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"262.918125pt\" version=\"1.1\" viewBox=\"0 0 385.78125 262.918125\" width=\"385.78125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-03-18T15:31:02.813758</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 262.918125 \r\nL 385.78125 262.918125 \r\nL 385.78125 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 43.78125 224.64 \r\nL 378.58125 224.64 \r\nL 378.58125 7.2 \r\nL 43.78125 7.2 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m5669423977\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"58.999432\" xlink:href=\"#m5669423977\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 2260 -->\r\n      <g transform=\"translate(46.274432 239.238437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n        <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-54\"/>\r\n        <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"126.635795\" xlink:href=\"#m5669423977\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 2280 -->\r\n      <g transform=\"translate(113.910795 239.238437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-56\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"194.272159\" xlink:href=\"#m5669423977\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 2300 -->\r\n      <g transform=\"translate(181.547159 239.238437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-51\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"261.908523\" xlink:href=\"#m5669423977\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 2320 -->\r\n      <g transform=\"translate(249.183523 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"329.544886\" xlink:href=\"#m5669423977\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 2340 -->\r\n      <g transform=\"translate(316.819886 239.238437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_6\">\r\n     <!-- $\\nu$ [cm$^{-1}$] -->\r\n     <g transform=\"translate(189.93125 253.638437)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 14.984375 0 \r\nL 8.9375 54.6875 \r\nL 18.609375 54.6875 \r\nL 23.78125 8.796875 \r\nQ 30.8125 14.84375 37.359375 23.25 \r\nQ 42.28125 29.546875 43.5625 35.015625 \r\nQ 44.140625 37.59375 43.890625 42.484375 \r\nQ 43.65625 48.296875 39.75 54.6875 \r\nL 48.828125 54.6875 \r\nL 48.828125 54.6875 \r\nQ 51.375 50.34375 52.390625 44.28125 \r\nQ 53.375 38.71875 52.640625 34.90625 \r\nQ 50.78125 25.34375 42.484375 16.796875 \r\nQ 31.640625 5.671875 24.5625 0 \r\nz\r\n\" id=\"DejaVuSans-Oblique-957\"/>\r\n       <path id=\"DejaVuSans-32\"/>\r\n       <path d=\"M 8.59375 75.984375 \r\nL 29.296875 75.984375 \r\nL 29.296875 69 \r\nL 17.578125 69 \r\nL 17.578125 -6.203125 \r\nL 29.296875 -6.203125 \r\nL 29.296875 -13.1875 \r\nL 8.59375 -13.1875 \r\nz\r\n\" id=\"DejaVuSans-91\"/>\r\n       <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-99\"/>\r\n       <path d=\"M 52 44.1875 \r\nQ 55.375 50.25 60.0625 53.125 \r\nQ 64.75 56 71.09375 56 \r\nQ 79.640625 56 84.28125 50.015625 \r\nQ 88.921875 44.046875 88.921875 33.015625 \r\nL 88.921875 0 \r\nL 79.890625 0 \r\nL 79.890625 32.71875 \r\nQ 79.890625 40.578125 77.09375 44.375 \r\nQ 74.3125 48.1875 68.609375 48.1875 \r\nQ 61.625 48.1875 57.5625 43.546875 \r\nQ 53.515625 38.921875 53.515625 30.90625 \r\nL 53.515625 0 \r\nL 44.484375 0 \r\nL 44.484375 32.71875 \r\nQ 44.484375 40.625 41.703125 44.40625 \r\nQ 38.921875 48.1875 33.109375 48.1875 \r\nQ 26.21875 48.1875 22.15625 43.53125 \r\nQ 18.109375 38.875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.1875 51.21875 25.484375 53.609375 \r\nQ 29.78125 56 35.6875 56 \r\nQ 41.65625 56 45.828125 52.96875 \r\nQ 50 49.953125 52 44.1875 \r\nz\r\n\" id=\"DejaVuSans-109\"/>\r\n       <path d=\"M 10.59375 35.5 \r\nL 73.1875 35.5 \r\nL 73.1875 27.203125 \r\nL 10.59375 27.203125 \r\nz\r\n\" id=\"DejaVuSans-8722\"/>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n       <path d=\"M 30.421875 75.984375 \r\nL 30.421875 -13.1875 \r\nL 9.71875 -13.1875 \r\nL 9.71875 -6.203125 \r\nL 21.390625 -6.203125 \r\nL 21.390625 69 \r\nL 9.71875 69 \r\nL 9.71875 75.984375 \r\nz\r\n\" id=\"DejaVuSans-93\"/>\r\n      </defs>\r\n      <use transform=\"translate(0 0.684375)\" xlink:href=\"#DejaVuSans-Oblique-957\"/>\r\n      <use transform=\"translate(55.859375 0.684375)\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use transform=\"translate(87.646484 0.684375)\" xlink:href=\"#DejaVuSans-91\"/>\r\n      <use transform=\"translate(126.660156 0.684375)\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use transform=\"translate(181.640625 0.684375)\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use transform=\"translate(280.009766 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-8722\"/>\r\n      <use transform=\"translate(338.662109 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-49\"/>\r\n      <use transform=\"translate(385.932617 0.684375)\" xlink:href=\"#DejaVuSans-93\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_6\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"mb636cd5bd3\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb636cd5bd3\" y=\"214.762741\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 0.0 -->\r\n      <g transform=\"translate(20.878125 218.561959)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-46\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb636cd5bd3\" y=\"175.22692\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 0.2 -->\r\n      <g transform=\"translate(20.878125 179.026139)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb636cd5bd3\" y=\"135.691099\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 0.4 -->\r\n      <g transform=\"translate(20.878125 139.490318)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb636cd5bd3\" y=\"96.155278\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 0.6 -->\r\n      <g transform=\"translate(20.878125 99.954497)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb636cd5bd3\" y=\"56.619457\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 0.8 -->\r\n      <g transform=\"translate(20.878125 60.418676)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb636cd5bd3\" y=\"17.083636\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 1.0 -->\r\n      <g transform=\"translate(20.878125 20.882855)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_13\">\r\n     <!-- $I$ [-] -->\r\n     <g transform=\"translate(14.798438 124.72)rotate(-90)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 16.890625 72.90625 \r\nL 26.8125 72.90625 \r\nL 12.59375 0 \r\nL 2.6875 0 \r\nz\r\n\" id=\"DejaVuSans-Oblique-73\"/>\r\n       <path d=\"M 4.890625 31.390625 \r\nL 31.203125 31.390625 \r\nL 31.203125 23.390625 \r\nL 4.890625 23.390625 \r\nz\r\n\" id=\"DejaVuSans-45\"/>\r\n      </defs>\r\n      <use transform=\"translate(0 0.015625)\" xlink:href=\"#DejaVuSans-Oblique-73\"/>\r\n      <use transform=\"translate(29.492188 0.015625)\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use transform=\"translate(61.279297 0.015625)\" xlink:href=\"#DejaVuSans-91\"/>\r\n      <use transform=\"translate(100.292969 0.015625)\" xlink:href=\"#DejaVuSans-45\"/>\r\n      <use transform=\"translate(136.376953 0.015625)\" xlink:href=\"#DejaVuSans-93\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_12\">\r\n    <path clip-path=\"url(#pb9e8e7d36e)\" d=\"M 58.999432 214.331571 \r\nL 59.729978 213.025639 \r\nL 59.760417 213.050612 \r\nL 59.973493 213.457734 \r\nL 60.430084 214.350717 \r\nL 60.673599 214.371771 \r\nL 63.017434 213.857429 \r\nL 63.565343 214.165373 \r\nL 64.265449 213.977111 \r\nL 64.904677 213.676622 \r\nL 65.483026 213.380313 \r\nL 65.878738 213.358757 \r\nL 66.091814 213.66789 \r\nL 66.517965 214.322398 \r\nL 66.79192 214.30946 \r\nL 68.800921 213.769221 \r\nL 69.37927 214.112648 \r\nL 69.927179 213.901857 \r\nL 70.353331 213.586199 \r\nL 70.870801 213.150997 \r\nL 71.510028 213.359863 \r\nL 71.753544 213.815551 \r\nL 72.088377 214.310561 \r\nL 72.331892 214.294632 \r\nL 73.092878 214.108543 \r\nL 73.549469 213.933885 \r\nL 74.036499 213.739978 \r\nL 74.310454 213.962043 \r\nL 74.645287 214.152982 \r\nL 75.041 214.037837 \r\nL 75.741106 213.648239 \r\nL 76.167258 213.061213 \r\nL 76.441212 212.867871 \r\nL 76.593409 213.04789 \r\nL 77.323955 214.319003 \r\nL 77.902304 214.092941 \r\nL 78.60241 213.699282 \r\nL 78.906804 213.632759 \r\nL 79.241638 213.920159 \r\nL 79.515593 213.991286 \r\nL 80.611411 213.535844 \r\nL 81.250639 212.483999 \r\nL 81.311518 212.54009 \r\nL 81.555033 213.066518 \r\nL 82.102942 214.296093 \r\nL 82.346457 214.337352 \r\nL 82.772609 214.075224 \r\nL 83.25964 213.80431 \r\nL 83.503155 213.964782 \r\nL 83.868428 214.180795 \r\nL 84.203261 214.067888 \r\nL 84.720731 213.677502 \r\nL 85.329519 212.974772 \r\nL 85.359959 213.008024 \r\nL 85.573035 213.481826 \r\nL 85.907868 214.121432 \r\nL 86.090505 214.11505 \r\nL 86.425338 213.782876 \r\nL 86.82105 213.45397 \r\nL 87.034126 213.562247 \r\nL 87.825551 214.240465 \r\nL 88.221263 213.98061 \r\nL 88.586536 213.501861 \r\nL 88.951809 213.076105 \r\nL 89.104006 213.247563 \r\nL 89.682355 214.201076 \r\nL 89.956309 214.065244 \r\nL 90.656416 213.625517 \r\nL 91.204325 213.730516 \r\nL 91.417401 213.324965 \r\nL 91.934871 212.13126 \r\nL 91.96531 212.150045 \r\nL 92.117507 212.465088 \r\nL 92.787174 214.342843 \r\nL 93.00025 214.279112 \r\nL 93.761235 213.788894 \r\nL 94.430902 213.963071 \r\nL 94.978812 213.576997 \r\nL 95.648479 214.1363 \r\nL 96.287706 213.826653 \r\nL 96.561661 213.66101 \r\nL 96.957373 213.378792 \r\nL 97.14001 213.555774 \r\nL 97.718358 214.277834 \r\nL 98.418465 214.102505 \r\nL 99.118571 213.96531 \r\nL 99.514283 214.127436 \r\nL 100.123071 213.945025 \r\nL 100.610102 213.933868 \r\nL 101.127572 213.850156 \r\nL 101.340648 213.537368 \r\nL 101.705921 212.920931 \r\nL 101.827678 213.072039 \r\nL 102.558224 214.546598 \r\nL 103.380088 214.37243 \r\nL 105.84568 213.84638 \r\nL 106.393589 213.497033 \r\nL 106.606665 213.752969 \r\nL 106.941499 214.128824 \r\nL 107.154575 214.059353 \r\nL 107.550287 213.887192 \r\nL 107.854681 214.135417 \r\nL 108.159075 214.277548 \r\nL 108.706984 214.157385 \r\nL 110.168076 213.712964 \r\nL 110.411591 213.38766 \r\nL 110.685546 212.544159 \r\nL 110.98994 211.70038 \r\nL 111.081258 211.795538 \r\nL 111.263895 212.549375 \r\nL 111.659607 214.23281 \r\nL 111.872683 214.385721 \r\nL 112.329274 214.258876 \r\nL 114.186078 213.837227 \r\nL 114.703548 213.939098 \r\nL 115.007942 213.668365 \r\nL 115.464533 213.22122 \r\nL 115.61673 213.396214 \r\nL 116.164639 214.23391 \r\nL 116.499473 214.164813 \r\nL 117.65617 213.896596 \r\nL 118.721549 213.574482 \r\nL 119.086822 213.251824 \r\nL 119.299898 212.763405 \r\nL 119.573853 211.455171 \r\nL 119.847808 210.361931 \r\nL 119.939126 210.464524 \r\nL 120.121762 211.438413 \r\nL 120.517475 213.550129 \r\nL 120.882747 214.087089 \r\nL 121.217581 214.352078 \r\nL 121.552414 214.276951 \r\nL 122.83087 213.908675 \r\nL 123.409218 213.635473 \r\nL 123.713612 213.223209 \r\nL 124.078885 212.780981 \r\nL 124.231082 212.992379 \r\nL 124.809431 214.16062 \r\nL 125.113825 214.081014 \r\nL 127.092387 213.341333 \r\nL 127.396781 213.396277 \r\nL 127.579417 213.098248 \r\nL 127.792493 212.180841 \r\nL 128.279523 209.399784 \r\nL 128.309963 209.44942 \r\nL 128.431721 210.081999 \r\nL 129.040509 214.277053 \r\nL 129.223145 214.334402 \r\nL 130.714676 213.795246 \r\nL 131.414782 213.458467 \r\nL 131.719177 213.056159 \r\nL 132.236646 212.069385 \r\nL 132.267086 212.091997 \r\nL 132.419283 212.427215 \r\nL 132.814995 213.383074 \r\nL 132.967192 213.259588 \r\nL 133.241147 213.063496 \r\nL 133.393344 213.293491 \r\nL 133.849935 214.083655 \r\nL 134.09345 214.023015 \r\nL 135.15883 213.315146 \r\nL 135.432784 212.82855 \r\nL 135.64586 211.885478 \r\nL 135.950254 209.141463 \r\nL 136.193769 207.807277 \r\nL 136.285088 208.164388 \r\nL 136.498164 210.554954 \r\nL 136.863436 213.974235 \r\nL 137.076512 214.317026 \r\nL 137.320028 214.232133 \r\nL 138.902877 213.214414 \r\nL 139.846498 212.068282 \r\nL 139.968256 212.117106 \r\nL 140.120453 212.541619 \r\nL 140.607484 214.110719 \r\nL 140.820559 214.110953 \r\nL 142.31209 213.246873 \r\nL 142.677363 212.816823 \r\nL 142.890439 212.244509 \r\nL 143.103515 210.924999 \r\nL 143.620985 205.763891 \r\nL 143.712303 206.138091 \r\nL 143.89494 208.595961 \r\nL 144.290652 213.650037 \r\nL 144.473288 214.0686 \r\nL 144.625485 213.959395 \r\nL 144.869001 213.40261 \r\nL 145.356031 212.162014 \r\nL 145.477789 212.390448 \r\nL 146.056137 213.950432 \r\nL 146.238774 213.824717 \r\nL 146.512729 213.356569 \r\nL 146.817123 212.312183 \r\nL 147.121517 211.471188 \r\nL 147.212835 211.597131 \r\nL 147.395471 212.408046 \r\nL 147.760744 213.977846 \r\nL 147.943381 214.099457 \r\nL 148.247775 213.921901 \r\nL 149.495791 212.891958 \r\nL 149.769745 212.273277 \r\nL 149.982821 211.096363 \r\nL 150.226336 208.086081 \r\nL 150.591609 203.597248 \r\nL 150.652488 203.784438 \r\nL 150.804685 205.747962 \r\nL 151.291716 213.249538 \r\nL 151.535231 214.099732 \r\nL 151.778746 214.305029 \r\nL 152.022261 214.214737 \r\nL 152.935444 213.450271 \r\nL 153.239838 212.907798 \r\nL 153.513792 211.829427 \r\nL 153.848626 210.672207 \r\nL 153.939944 210.83369 \r\nL 154.12258 211.84278 \r\nL 154.487853 213.785236 \r\nL 154.67049 213.928312 \r\nL 154.914005 213.743195 \r\nL 155.796748 212.706378 \r\nL 156.101142 211.958257 \r\nL 156.314218 210.721376 \r\nL 156.496854 208.225963 \r\nL 156.74037 201.189321 \r\nL 157.075203 192.07374 \r\nL 157.105642 192.103929 \r\nL 157.196961 193.407003 \r\nL 157.410037 201.48206 \r\nL 157.775309 212.858181 \r\nL 157.988385 214.322293 \r\nL 158.171022 214.443913 \r\nL 158.505855 214.198886 \r\nL 159.26684 213.420524 \r\nL 159.540795 212.756369 \r\nL 159.845189 211.197698 \r\nL 160.119144 210.212499 \r\nL 160.210462 210.412684 \r\nL 160.423538 211.837874 \r\nL 160.758371 213.774485 \r\nL 160.941008 213.923951 \r\nL 161.184523 213.703028 \r\nL 161.823751 212.746113 \r\nL 162.097705 211.913712 \r\nL 162.37166 210.22708 \r\nL 162.645615 206.933519 \r\nL 163.102206 200.007742 \r\nL 163.132645 200.056583 \r\nL 163.223963 200.926156 \r\nL 163.437039 206.09929 \r\nL 163.802312 213.452053 \r\nL 164.015388 214.315346 \r\nL 164.167585 214.319646 \r\nL 164.563297 213.933357 \r\nL 165.080767 213.216646 \r\nL 165.324282 212.487085 \r\nL 165.628677 210.657588 \r\nL 165.902631 209.509702 \r\nL 165.993949 209.741147 \r\nL 166.207025 211.380352 \r\nL 166.541859 213.55624 \r\nL 166.694056 213.687703 \r\nL 166.876692 213.474031 \r\nL 167.272405 212.576031 \r\nL 167.546359 211.369837 \r\nL 167.789874 209.054114 \r\nL 168.246466 201.502687 \r\nL 168.611739 197.163521 \r\nL 168.672617 197.386319 \r\nL 168.794375 199.195305 \r\nL 169.524921 214.285947 \r\nL 169.707557 214.421356 \r\nL 169.981512 214.167852 \r\nL 170.407664 213.494549 \r\nL 170.651179 212.679277 \r\nL 170.955573 210.638582 \r\nL 171.229528 209.401781 \r\nL 171.320846 209.662868 \r\nL 171.533922 211.417511 \r\nL 171.868755 213.675658 \r\nL 172.020952 213.813116 \r\nL 172.203589 213.602779 \r\nL 172.599301 212.697683 \r\nL 172.842816 211.641908 \r\nL 173.055892 209.486989 \r\nL 173.268968 204.580984 \r\nL 173.725559 191.4893 \r\nL 173.755998 191.596953 \r\nL 173.847317 193.129839 \r\nL 174.090832 202.916429 \r\nL 174.425665 212.887922 \r\nL 174.638741 214.265102 \r\nL 174.790938 214.323905 \r\nL 175.034454 214.015128 \r\nL 175.338848 213.308494 \r\nL 175.582363 212.124559 \r\nL 176.069393 209.102771 \r\nL 176.099833 209.147928 \r\nL 176.22159 209.778386 \r\nL 176.799939 213.665025 \r\nL 176.921697 213.579523 \r\nL 177.165212 213.01837 \r\nL 177.469606 211.752117 \r\nL 177.682682 209.73133 \r\nL 177.895758 205.332242 \r\nL 178.352349 194.086336 \r\nL 178.382788 194.135834 \r\nL 178.474107 195.128654 \r\nL 179.569925 213.573565 \r\nL 179.722122 213.908762 \r\nL 179.81344 213.743652 \r\nL 179.996077 212.779822 \r\nL 180.452668 209.732485 \r\nL 180.483107 209.756826 \r\nL 180.604865 210.299724 \r\nL 181.183214 213.896702 \r\nL 181.304971 213.791682 \r\nL 181.518047 213.198321 \r\nL 181.731123 211.937249 \r\nL 181.944199 208.986265 \r\nL 182.279033 199.73651 \r\nL 182.461669 196.753022 \r\nL 182.492108 196.768561 \r\nL 182.583427 197.808851 \r\nL 182.826942 205.409407 \r\nL 183.131336 212.795532 \r\nL 183.313972 213.751703 \r\nL 183.405291 213.653214 \r\nL 183.557488 212.969669 \r\nL 183.831442 210.414925 \r\nL 184.196715 207.097787 \r\nL 184.257594 207.094667 \r\nL 184.348912 207.514173 \r\nL 184.561988 209.964415 \r\nL 184.927261 213.635493 \r\nL 185.079458 213.879477 \r\nL 185.201216 213.64983 \r\nL 185.383852 212.664351 \r\nL 185.596928 209.931099 \r\nL 185.931761 201.184687 \r\nL 186.144837 198.129624 \r\nL 186.236155 198.970258 \r\nL 186.449231 204.886634 \r\nL 186.784065 212.885562 \r\nL 186.966701 213.828908 \r\nL 187.058019 213.746757 \r\nL 187.210217 213.118282 \r\nL 187.758126 209.603478 \r\nL 187.849444 209.823715 \r\nL 188.092959 211.561004 \r\nL 188.275596 212.363917 \r\nL 188.306035 212.354792 \r\nL 188.397353 212.009147 \r\nL 188.54955 210.135655 \r\nL 188.762626 203.631048 \r\nL 189.280096 181.369205 \r\nL 189.340975 182.13643 \r\nL 189.493172 188.479345 \r\nL 189.980203 211.901586 \r\nL 190.193278 213.703343 \r\nL 190.254157 213.651834 \r\nL 190.406354 212.955332 \r\nL 190.741188 211.368965 \r\nL 190.832506 211.49816 \r\nL 191.045582 212.594062 \r\nL 191.258658 213.323988 \r\nL 191.349976 213.125866 \r\nL 191.502173 211.844806 \r\nL 191.776128 206.74121 \r\nL 192.050082 203.219845 \r\nL 192.110961 203.500019 \r\nL 192.263158 205.87989 \r\nL 192.68931 212.937526 \r\nL 192.780628 213.07774 \r\nL 192.811068 213.034223 \r\nL 192.993704 212.271097 \r\nL 193.237219 211.529254 \r\nL 193.358977 211.626804 \r\nL 193.480734 211.724121 \r\nL 193.511174 211.690551 \r\nL 193.602492 211.318925 \r\nL 193.754689 209.447691 \r\nL 194.24172 199.975421 \r\nL 194.302598 200.239643 \r\nL 194.454796 202.957201 \r\nL 194.911387 212.469447 \r\nL 195.094023 212.935913 \r\nL 195.520175 212.699255 \r\nL 195.672372 212.054197 \r\nL 196.068084 209.504795 \r\nL 196.128963 209.58089 \r\nL 196.28116 210.486948 \r\nL 196.676872 212.963788 \r\nL 196.829069 213.01486 \r\nL 197.011706 212.653806 \r\nL 197.376979 211.783717 \r\nL 197.407418 211.798263 \r\nL 197.559615 212.133366 \r\nL 197.955327 213.148528 \r\nL 198.107524 213.13057 \r\nL 198.259721 212.830024 \r\nL 198.411919 211.787839 \r\nL 198.594555 208.467057 \r\nL 199.020707 197.881441 \r\nL 199.081585 198.052832 \r\nL 199.203343 200.22054 \r\nL 199.781692 213.526483 \r\nL 200.025207 214.43738 \r\nL 200.299162 214.672384 \r\nL 200.816632 214.756012 \r\nL 201.821132 214.660806 \r\nL 202.612557 214.409223 \r\nL 202.886511 214.115077 \r\nL 203.069148 213.579314 \r\nL 203.312663 211.93412 \r\nL 203.677936 209.41442 \r\nL 203.738815 209.504528 \r\nL 203.891012 210.525765 \r\nL 204.378042 214.373418 \r\nL 204.591118 214.653948 \r\nL 204.895512 214.630534 \r\nL 206.387043 214.14004 \r\nL 206.934953 213.755606 \r\nL 207.239347 213.278787 \r\nL 207.421983 212.591148 \r\nL 207.60462 210.849576 \r\nL 207.787256 206.700207 \r\nL 208.274287 189.659402 \r\nL 208.365605 190.421874 \r\nL 208.548241 197.230549 \r\nL 208.943954 212.248101 \r\nL 209.187469 214.416986 \r\nL 209.400545 214.697891 \r\nL 209.735378 214.661044 \r\nL 211.16603 214.1704 \r\nL 211.6835 213.809988 \r\nL 211.927015 213.382712 \r\nL 212.109652 212.606886 \r\nL 212.353167 210.280719 \r\nL 212.71844 206.638518 \r\nL 212.779319 206.757948 \r\nL 212.931516 208.24668 \r\nL 213.418546 214.088069 \r\nL 213.631622 214.496171 \r\nL 213.875138 214.445479 \r\nL 215.30579 213.623297 \r\nL 215.762381 213.108612 \r\nL 216.036336 212.492795 \r\nL 216.249411 211.358439 \r\nL 216.432048 208.79301 \r\nL 216.645124 201.306874 \r\nL 217.101715 178.704566 \r\nL 217.162594 179.187796 \r\nL 217.284351 183.963473 \r\nL 217.8627 212.997773 \r\nL 218.075776 214.485736 \r\nL 218.258412 214.663543 \r\nL 218.593246 214.566332 \r\nL 219.810822 213.904473 \r\nL 220.267413 213.432475 \r\nL 220.510928 212.836082 \r\nL 220.693565 211.76507 \r\nL 220.906641 209.068901 \r\nL 221.302353 203.324633 \r\nL 221.332792 203.335149 \r\nL 221.424111 203.992007 \r\nL 221.637187 208.119121 \r\nL 221.97202 213.564514 \r\nL 222.185096 214.357648 \r\nL 222.367732 214.369841 \r\nL 223.00696 213.893057 \r\nL 223.767945 213.159588 \r\nL 224.163657 212.467293 \r\nL 224.437612 211.48725 \r\nL 224.620248 209.944746 \r\nL 224.802885 206.075111 \r\nL 225.015961 195.034322 \r\nL 225.472552 164.72652 \r\nL 225.502991 165.063974 \r\nL 225.624749 170.881993 \r\nL 226.263976 213.052274 \r\nL 226.477052 214.499858 \r\nL 226.659689 214.63969 \r\nL 226.994522 214.487647 \r\nL 227.907704 213.791898 \r\nL 228.333856 213.235748 \r\nL 228.577371 212.568412 \r\nL 228.760008 211.416305 \r\nL 228.973084 208.340361 \r\nL 229.429675 199.284052 \r\nL 229.490554 199.511203 \r\nL 229.612311 201.569802 \r\nL 230.19066 213.899077 \r\nL 230.373296 214.308294 \r\nL 230.555933 214.224481 \r\nL 231.316918 213.37496 \r\nL 231.834388 212.522181 \r\nL 232.169222 211.504435 \r\nL 232.382297 210.14844 \r\nL 232.564934 207.360908 \r\nL 232.74757 200.331482 \r\nL 232.991086 178.674499 \r\nL 233.356358 147.741887 \r\nL 233.417237 149.245393 \r\nL 233.569434 162.595961 \r\nL 234.056465 209.932991 \r\nL 234.269541 213.941824 \r\nL 234.482617 214.604198 \r\nL 234.665253 214.590647 \r\nL 235.121844 214.233055 \r\nL 235.761072 213.471641 \r\nL 236.095905 212.723505 \r\nL 236.308981 211.636762 \r\nL 236.491617 209.458437 \r\nL 236.735133 203.160493 \r\nL 237.100406 194.556789 \r\nL 237.191724 195.639472 \r\nL 237.4048 202.871607 \r\nL 237.739633 212.64907 \r\nL 237.952709 214.141714 \r\nL 238.104906 214.218902 \r\nL 238.378861 213.895359 \r\nL 239.048528 212.741039 \r\nL 239.44424 211.59015 \r\nL 239.718195 209.992576 \r\nL 239.900831 207.510557 \r\nL 240.083467 201.266083 \r\nL 240.296543 183.025296 \r\nL 240.753134 127.924481 \r\nL 240.814013 128.991572 \r\nL 240.935771 140.290373 \r\nL 241.544559 211.158135 \r\nL 241.757635 214.196087 \r\nL 241.940271 214.598184 \r\nL 242.122908 214.552787 \r\nL 242.51862 214.147028 \r\nL 243.005651 213.346844 \r\nL 243.310045 212.393244 \r\nL 243.523121 210.793234 \r\nL 243.705757 207.544519 \r\nL 243.979712 197.383744 \r\nL 244.253666 189.170255 \r\nL 244.284106 189.18462 \r\nL 244.375424 190.653112 \r\nL 244.5885 199.937376 \r\nL 244.923333 212.193761 \r\nL 245.136409 214.042691 \r\nL 245.258167 214.152975 \r\nL 245.288606 214.136189 \r\nL 245.532121 213.768656 \r\nL 246.080031 212.471077 \r\nL 246.445304 210.98986 \r\nL 246.688819 208.97973 \r\nL 246.871455 205.39671 \r\nL 247.054092 196.253531 \r\nL 247.267168 170.586811 \r\nL 247.693319 105.678477 \r\nL 247.723759 105.771808 \r\nL 247.815077 112.163359 \r\nL 248.058592 157.965499 \r\nL 248.393426 205.476474 \r\nL 248.636941 213.442912 \r\nL 248.850017 214.53246 \r\nL 249.002214 214.572626 \r\nL 249.245729 214.341488 \r\nL 249.641441 213.640256 \r\nL 249.945836 212.683787 \r\nL 250.158911 211.233389 \r\nL 250.341548 208.296899 \r\nL 250.554624 200.697429 \r\nL 250.980775 183.407471 \r\nL 251.011215 183.605499 \r\nL 251.132972 187.205935 \r\nL 251.7722 213.555429 \r\nL 251.954836 214.069751 \r\nL 252.107033 213.873559 \r\nL 252.472306 212.881342 \r\nL 252.837579 211.32683 \r\nL 253.111534 209.078139 \r\nL 253.29417 205.626335 \r\nL 253.476807 196.891511 \r\nL 253.659443 175.846385 \r\nL 254.176913 82.098829 \r\nL 254.268231 87.778346 \r\nL 254.450868 125.325181 \r\nL 254.84658 201.845983 \r\nL 255.090095 212.800783 \r\nL 255.303171 214.435003 \r\nL 255.455368 214.550241 \r\nL 255.638005 214.380104 \r\nL 255.942399 213.744624 \r\nL 256.216354 212.658414 \r\nL 256.429429 210.698701 \r\nL 256.612066 206.609319 \r\nL 256.855581 194.54134 \r\nL 257.220854 177.616517 \r\nL 257.281733 178.502077 \r\nL 257.43393 186.057434 \r\nL 257.890521 211.613033 \r\nL 258.103597 213.873552 \r\nL 258.194915 213.962408 \r\nL 258.225354 213.938384 \r\nL 258.407991 213.50919 \r\nL 258.773264 211.922139 \r\nL 259.047218 209.753014 \r\nL 259.260294 205.938832 \r\nL 259.442931 197.304891 \r\nL 259.625567 175.782038 \r\nL 259.899522 108.476097 \r\nL 260.173476 59.220562 \r\nL 260.234355 61.95571 \r\nL 260.386552 91.425188 \r\nL 260.873583 202.056608 \r\nL 261.117098 212.856239 \r\nL 261.330174 214.413694 \r\nL 261.482371 214.48491 \r\nL 261.665007 214.208778 \r\nL 261.908523 213.387521 \r\nL 262.121599 211.794622 \r\nL 262.304235 208.459938 \r\nL 262.517311 199.206793 \r\nL 262.973902 172.348469 \r\nL 263.034781 173.003702 \r\nL 263.186978 181.002395 \r\nL 263.674008 211.594725 \r\nL 263.887084 213.783118 \r\nL 263.947963 213.824615 \r\nL 263.978402 213.796224 \r\nL 264.130599 213.352026 \r\nL 264.404554 211.77685 \r\nL 264.648069 209.083226 \r\nL 264.830706 204.380394 \r\nL 265.013342 192.175506 \r\nL 265.195979 162.820185 \r\nL 265.713449 39.239119 \r\nL 265.774327 43.595554 \r\nL 265.926525 79.139906 \r\nL 266.413555 201.34267 \r\nL 266.65707 212.720236 \r\nL 266.870146 214.347132 \r\nL 266.991904 214.393747 \r\nL 267.144101 214.074439 \r\nL 267.326737 213.116576 \r\nL 267.509374 210.804806 \r\nL 267.69201 205.139309 \r\nL 267.935525 188.676735 \r\nL 268.270359 168.125809 \r\nL 268.331238 168.864417 \r\nL 268.483435 177.742567 \r\nL 268.970465 211.310932 \r\nL 269.183541 213.60779 \r\nL 269.24442 213.604611 \r\nL 269.274859 213.543872 \r\nL 269.427056 212.831959 \r\nL 269.670572 210.394335 \r\nL 269.853208 206.170105 \r\nL 270.035845 195.195438 \r\nL 270.218481 167.617931 \r\nL 270.522875 72.342498 \r\nL 270.76639 24.304249 \r\nL 270.827269 28.461673 \r\nL 270.979466 66.015105 \r\nL 271.466497 199.547588 \r\nL 271.710012 212.372872 \r\nL 271.923088 214.20014 \r\nL 271.983967 214.229614 \r\nL 272.014406 214.195387 \r\nL 272.136164 213.743865 \r\nL 272.288361 212.213741 \r\nL 272.470997 207.482047 \r\nL 272.684073 194.511466 \r\nL 273.110225 165.619307 \r\nL 273.171104 166.844545 \r\nL 273.323301 177.076466 \r\nL 273.779892 210.694696 \r\nL 273.992968 213.302556 \r\nL 274.053846 213.238494 \r\nL 274.175604 212.492101 \r\nL 274.35824 209.737119 \r\nL 274.540877 202.560597 \r\nL 274.723513 183.178527 \r\nL 274.936589 130.249853 \r\nL 275.362741 17.083636 \r\nL 275.454059 27.893457 \r\nL 275.667135 98.054533 \r\nL 276.032408 196.376574 \r\nL 276.275923 211.729584 \r\nL 276.45856 213.764427 \r\nL 276.488999 213.788456 \r\nL 276.519438 213.744017 \r\nL 276.610757 213.190838 \r\nL 276.762954 210.443439 \r\nL 276.94559 202.159072 \r\nL 277.46306 165.284626 \r\nL 277.554378 167.712003 \r\nL 277.767454 185.550846 \r\nL 278.102288 209.616925 \r\nL 278.315363 212.701605 \r\nL 278.376242 212.461894 \r\nL 278.498 210.713997 \r\nL 278.650197 204.974569 \r\nL 278.832833 186.643081 \r\nL 279.045909 135.175719 \r\nL 279.472061 19.253059 \r\nL 279.53294 23.620229 \r\nL 279.685137 62.453458 \r\nL 280.172167 199.099608 \r\nL 280.385243 211.344395 \r\nL 280.507001 212.650212 \r\nL 280.53744 212.588215 \r\nL 280.628758 211.527429 \r\nL 280.780955 206.375291 \r\nL 281.024471 187.904721 \r\nL 281.328865 167.489476 \r\nL 281.359304 167.4673 \r\nL 281.450622 170.246378 \r\nL 281.694138 190.792427 \r\nL 281.998532 209.855685 \r\nL 282.120289 211.305531 \r\nL 282.150729 211.160627 \r\nL 282.242047 209.419741 \r\nL 282.394244 200.614528 \r\nL 282.57688 173.11966 \r\nL 282.881275 77.791855 \r\nL 283.12479 32.096897 \r\nL 283.216108 41.551416 \r\nL 283.429184 105.97364 \r\nL 283.794457 197.359744 \r\nL 284.007533 209.736193 \r\nL 284.068411 210.077322 \r\nL 284.098851 209.84328 \r\nL 284.220608 206.379487 \r\nL 284.433684 191.734352 \r\nL 284.768518 172.030575 \r\nL 284.829397 173.06082 \r\nL 284.981594 182.1359 \r\nL 285.377306 207.840602 \r\nL 285.407745 208.16356 \r\nL 285.468624 207.772256 \r\nL 285.590382 202.100073 \r\nL 285.773018 176.840721 \r\nL 286.290488 54.688868 \r\nL 286.381806 60.994004 \r\nL 286.564443 105.966808 \r\nL 286.960155 197.374273 \r\nL 287.142792 205.375822 \r\nL 287.20367 204.502862 \r\nL 287.355867 197.075806 \r\nL 287.72114 178.571611 \r\nL 287.782019 179.532312 \r\nL 287.934216 187.330921 \r\nL 288.23861 202.624085 \r\nL 288.299489 201.760968 \r\nL 288.421247 193.231516 \r\nL 288.634323 153.900001 \r\nL 288.999595 85.046984 \r\nL 289.030035 85.38822 \r\nL 289.121353 93.898568 \r\nL 289.395308 156.311468 \r\nL 289.669262 196.274251 \r\nL 289.760581 198.664152 \r\nL 289.79102 198.524875 \r\nL 289.912778 194.872666 \r\nL 290.186732 185.810823 \r\nL 290.217172 185.872151 \r\nL 290.30849 187.615313 \r\nL 290.582445 195.493627 \r\nL 290.612884 195.146947 \r\nL 290.704202 191.015555 \r\nL 290.886839 167.69177 \r\nL 291.252112 118.784184 \r\nL 291.31299 120.66754 \r\nL 291.465187 139.189085 \r\nL 291.8609 190.646726 \r\nL 291.982657 192.722604 \r\nL 292.013097 192.619183 \r\nL 292.256612 190.954715 \r\nL 292.317491 191.004613 \r\nL 292.37837 190.948175 \r\nL 292.469688 189.804063 \r\nL 292.591446 184.40667 \r\nL 293.048037 149.93518 \r\nL 293.108915 151.526442 \r\nL 293.291552 165.985685 \r\nL 293.626385 188.636345 \r\nL 293.717704 189.746709 \r\nL 293.778582 189.530689 \r\nL 293.90034 187.163218 \r\nL 294.387371 171.053592 \r\nL 294.478689 172.293914 \r\nL 294.843962 180.293926 \r\nL 294.904841 180.066879 \r\nL 295.087477 177.360222 \r\nL 295.270113 175.507263 \r\nL 295.300553 175.55626 \r\nL 295.391871 176.437844 \r\nL 295.604947 181.996814 \r\nL 296.183296 198.33812 \r\nL 296.548569 202.572878 \r\nL 297.00516 205.330718 \r\nL 297.553069 207.296923 \r\nL 298.192297 208.764986 \r\nL 298.922842 209.890577 \r\nL 299.775146 210.797257 \r\nL 300.810086 211.563776 \r\nL 302.058101 212.206121 \r\nL 303.67139 212.774259 \r\nL 305.771709 213.264992 \r\nL 308.633013 213.689946 \r\nL 312.651015 214.046506 \r\nL 318.647578 214.33691 \r\nL 328.235992 214.55651 \r\nL 345.556015 214.701307 \r\nL 363.363068 214.756231 \r\nL 363.363068 214.756231 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 43.78125 224.64 \r\nL 43.78125 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 378.58125 224.64 \r\nL 378.58125 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 43.78125 224.64 \r\nL 378.58125 224.64 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 43.78125 7.2 \r\nL 378.58125 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pb9e8e7d36e\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"43.78125\" y=\"7.2\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# define the spectral range\n",
    "nu = np.linspace(2260, 2350, num=10000)\n",
    "_, spect = cars.signal_as(temperature=1750,\n",
    "                          nu_s=nu,\n",
    "                          synth_mode=synth_mode,\n",
    "                          pump_lw=0.2)\n",
    "\n",
    "_, ax = plt.subplots(1)\n",
    "ax.plot(nu, spect/spect.max())\n",
    "ax.set_ylabel(r'$I$ [-]')\n",
    "ax.set_xlabel(r'$\\nu$ [cm$^{-1}$]')\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "### Apply a slit function"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"262.918125pt\" version=\"1.1\" viewBox=\"0 0 385.78125 262.918125\" width=\"385.78125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-03-18T15:31:03.099441</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 262.918125 \r\nL 385.78125 262.918125 \r\nL 385.78125 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 43.78125 224.64 \r\nL 378.58125 224.64 \r\nL 378.58125 7.2 \r\nL 43.78125 7.2 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m204948a4ae\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"58.999432\" xlink:href=\"#m204948a4ae\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 2280 -->\r\n      <g transform=\"translate(46.274432 239.238437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n        <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-56\"/>\r\n        <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"105.824607\" xlink:href=\"#m204948a4ae\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 2290 -->\r\n      <g transform=\"translate(93.099607 239.238437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 10.984375 1.515625 \r\nL 10.984375 10.5 \r\nQ 14.703125 8.734375 18.5 7.8125 \r\nQ 22.3125 6.890625 25.984375 6.890625 \r\nQ 35.75 6.890625 40.890625 13.453125 \r\nQ 46.046875 20.015625 46.78125 33.40625 \r\nQ 43.953125 29.203125 39.59375 26.953125 \r\nQ 35.25 24.703125 29.984375 24.703125 \r\nQ 19.046875 24.703125 12.671875 31.3125 \r\nQ 6.296875 37.9375 6.296875 49.421875 \r\nQ 6.296875 60.640625 12.9375 67.421875 \r\nQ 19.578125 74.21875 30.609375 74.21875 \r\nQ 43.265625 74.21875 49.921875 64.515625 \r\nQ 56.59375 54.828125 56.59375 36.375 \r\nQ 56.59375 19.140625 48.40625 8.859375 \r\nQ 40.234375 -1.421875 26.421875 -1.421875 \r\nQ 22.703125 -1.421875 18.890625 -0.6875 \r\nQ 15.09375 0.046875 10.984375 1.515625 \r\nz\r\nM 30.609375 32.421875 \r\nQ 37.25 32.421875 41.125 36.953125 \r\nQ 45.015625 41.5 45.015625 49.421875 \r\nQ 45.015625 57.28125 41.125 61.84375 \r\nQ 37.25 66.40625 30.609375 66.40625 \r\nQ 23.96875 66.40625 20.09375 61.84375 \r\nQ 16.21875 57.28125 16.21875 49.421875 \r\nQ 16.21875 41.5 20.09375 36.953125 \r\nQ 23.96875 32.421875 30.609375 32.421875 \r\nz\r\n\" id=\"DejaVuSans-57\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"152.649781\" xlink:href=\"#m204948a4ae\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 2300 -->\r\n      <g transform=\"translate(139.924781 239.238437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-51\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"199.474956\" xlink:href=\"#m204948a4ae\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 2310 -->\r\n      <g transform=\"translate(186.749956 239.238437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"246.300131\" xlink:href=\"#m204948a4ae\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 2320 -->\r\n      <g transform=\"translate(233.575131 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"293.125306\" xlink:href=\"#m204948a4ae\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 2330 -->\r\n      <g transform=\"translate(280.400306 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"339.950481\" xlink:href=\"#m204948a4ae\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 2340 -->\r\n      <g transform=\"translate(327.225481 239.238437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_8\">\r\n     <!-- $\\nu$ [cm$^{-1}$] -->\r\n     <g transform=\"translate(189.93125 253.638437)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 14.984375 0 \r\nL 8.9375 54.6875 \r\nL 18.609375 54.6875 \r\nL 23.78125 8.796875 \r\nQ 30.8125 14.84375 37.359375 23.25 \r\nQ 42.28125 29.546875 43.5625 35.015625 \r\nQ 44.140625 37.59375 43.890625 42.484375 \r\nQ 43.65625 48.296875 39.75 54.6875 \r\nL 48.828125 54.6875 \r\nL 48.828125 54.6875 \r\nQ 51.375 50.34375 52.390625 44.28125 \r\nQ 53.375 38.71875 52.640625 34.90625 \r\nQ 50.78125 25.34375 42.484375 16.796875 \r\nQ 31.640625 5.671875 24.5625 0 \r\nz\r\n\" id=\"DejaVuSans-Oblique-957\"/>\r\n       <path id=\"DejaVuSans-32\"/>\r\n       <path d=\"M 8.59375 75.984375 \r\nL 29.296875 75.984375 \r\nL 29.296875 69 \r\nL 17.578125 69 \r\nL 17.578125 -6.203125 \r\nL 29.296875 -6.203125 \r\nL 29.296875 -13.1875 \r\nL 8.59375 -13.1875 \r\nz\r\n\" id=\"DejaVuSans-91\"/>\r\n       <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-99\"/>\r\n       <path d=\"M 52 44.1875 \r\nQ 55.375 50.25 60.0625 53.125 \r\nQ 64.75 56 71.09375 56 \r\nQ 79.640625 56 84.28125 50.015625 \r\nQ 88.921875 44.046875 88.921875 33.015625 \r\nL 88.921875 0 \r\nL 79.890625 0 \r\nL 79.890625 32.71875 \r\nQ 79.890625 40.578125 77.09375 44.375 \r\nQ 74.3125 48.1875 68.609375 48.1875 \r\nQ 61.625 48.1875 57.5625 43.546875 \r\nQ 53.515625 38.921875 53.515625 30.90625 \r\nL 53.515625 0 \r\nL 44.484375 0 \r\nL 44.484375 32.71875 \r\nQ 44.484375 40.625 41.703125 44.40625 \r\nQ 38.921875 48.1875 33.109375 48.1875 \r\nQ 26.21875 48.1875 22.15625 43.53125 \r\nQ 18.109375 38.875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.1875 51.21875 25.484375 53.609375 \r\nQ 29.78125 56 35.6875 56 \r\nQ 41.65625 56 45.828125 52.96875 \r\nQ 50 49.953125 52 44.1875 \r\nz\r\n\" id=\"DejaVuSans-109\"/>\r\n       <path d=\"M 10.59375 35.5 \r\nL 73.1875 35.5 \r\nL 73.1875 27.203125 \r\nL 10.59375 27.203125 \r\nz\r\n\" id=\"DejaVuSans-8722\"/>\r\n       <path d=\"M 30.421875 75.984375 \r\nL 30.421875 -13.1875 \r\nL 9.71875 -13.1875 \r\nL 9.71875 -6.203125 \r\nL 21.390625 -6.203125 \r\nL 21.390625 69 \r\nL 9.71875 69 \r\nL 9.71875 75.984375 \r\nz\r\n\" id=\"DejaVuSans-93\"/>\r\n      </defs>\r\n      <use transform=\"translate(0 0.684375)\" xlink:href=\"#DejaVuSans-Oblique-957\"/>\r\n      <use transform=\"translate(55.859375 0.684375)\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use transform=\"translate(87.646484 0.684375)\" xlink:href=\"#DejaVuSans-91\"/>\r\n      <use transform=\"translate(126.660156 0.684375)\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use transform=\"translate(181.640625 0.684375)\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use transform=\"translate(280.009766 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-8722\"/>\r\n      <use transform=\"translate(338.662109 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-49\"/>\r\n      <use transform=\"translate(385.932617 0.684375)\" xlink:href=\"#DejaVuSans-93\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"mddd772e5bf\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mddd772e5bf\" y=\"212.516448\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 0.0 -->\r\n      <g transform=\"translate(20.878125 216.315667)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-46\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mddd772e5bf\" y=\"173.429886\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 0.2 -->\r\n      <g transform=\"translate(20.878125 177.229104)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mddd772e5bf\" y=\"134.343323\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 0.4 -->\r\n      <g transform=\"translate(20.878125 138.142542)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mddd772e5bf\" y=\"95.256761\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 0.6 -->\r\n      <g transform=\"translate(20.878125 99.05598)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-54\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mddd772e5bf\" y=\"56.170199\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 0.8 -->\r\n      <g transform=\"translate(20.878125 59.969417)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mddd772e5bf\" y=\"17.083636\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 1.0 -->\r\n      <g transform=\"translate(20.878125 20.882855)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_15\">\r\n     <!-- $I$ [-] -->\r\n     <g transform=\"translate(14.798438 124.72)rotate(-90)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 16.890625 72.90625 \r\nL 26.8125 72.90625 \r\nL 12.59375 0 \r\nL 2.6875 0 \r\nz\r\n\" id=\"DejaVuSans-Oblique-73\"/>\r\n       <path d=\"M 4.890625 31.390625 \r\nL 31.203125 31.390625 \r\nL 31.203125 23.390625 \r\nL 4.890625 23.390625 \r\nz\r\n\" id=\"DejaVuSans-45\"/>\r\n      </defs>\r\n      <use transform=\"translate(0 0.015625)\" xlink:href=\"#DejaVuSans-Oblique-73\"/>\r\n      <use transform=\"translate(29.492188 0.015625)\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use transform=\"translate(61.279297 0.015625)\" xlink:href=\"#DejaVuSans-91\"/>\r\n      <use transform=\"translate(100.292969 0.015625)\" xlink:href=\"#DejaVuSans-45\"/>\r\n      <use transform=\"translate(136.376953 0.015625)\" xlink:href=\"#DejaVuSans-93\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <path clip-path=\"url(#p46a26f7eae)\" d=\"M 58.999432 206.993577 \r\nL 61.557109 200.45666 \r\nL 64.114787 202.820982 \r\nL 66.672465 203.93584 \r\nL 69.230142 208.260594 \r\nL 71.78782 207.649774 \r\nL 74.345498 208.743439 \r\nL 76.903175 199.985239 \r\nL 79.460853 202.26109 \r\nL 82.01853 200.082612 \r\nL 84.576208 207.304908 \r\nL 87.133886 197.144304 \r\nL 89.691563 197.847889 \r\nL 92.249241 203.18494 \r\nL 94.806918 203.203216 \r\nL 97.364596 201.875368 \r\nL 99.922274 198.119737 \r\nL 102.479951 195.316415 \r\nL 105.037629 197.159112 \r\nL 107.595307 198.170939 \r\nL 110.152984 194.045695 \r\nL 112.710662 198.960906 \r\nL 115.268339 195.789164 \r\nL 117.826017 193.842044 \r\nL 120.383695 192.975303 \r\nL 122.941372 187.787885 \r\nL 125.49905 193.200464 \r\nL 128.056727 189.554257 \r\nL 130.614405 187.101132 \r\nL 133.172083 193.447246 \r\nL 135.72976 187.008382 \r\nL 138.287438 191.235686 \r\nL 140.845116 191.131246 \r\nL 143.402793 180.135765 \r\nL 145.960471 178.567388 \r\nL 148.518148 182.816922 \r\nL 151.075826 190.501655 \r\nL 153.633504 195.166856 \r\nL 156.191181 191.694597 \r\nL 158.748859 196.11435 \r\nL 161.306536 202.60352 \r\nL 163.864214 200.803041 \r\nL 166.421892 205.980865 \r\nL 168.979569 195.563857 \r\nL 171.537247 199.754882 \r\nL 174.094925 196.001467 \r\nL 176.652602 200.066893 \r\nL 179.21028 196.668894 \r\nL 181.767957 193.481142 \r\nL 184.325635 193.612332 \r\nL 186.883313 186.559414 \r\nL 189.44099 188.218017 \r\nL 191.998668 184.207017 \r\nL 194.556345 179.33865 \r\nL 197.114023 180.788879 \r\nL 199.671701 178.631779 \r\nL 202.229378 185.344929 \r\nL 204.787056 178.515354 \r\nL 207.344734 174.955731 \r\nL 209.902411 174.103528 \r\nL 212.460089 171.145824 \r\nL 215.017766 165.50292 \r\nL 217.575444 152.767923 \r\nL 220.133122 160.003756 \r\nL 222.690799 157.345165 \r\nL 225.248477 144.512585 \r\nL 227.806155 143.926011 \r\nL 230.363832 137.814994 \r\nL 232.92151 138.578505 \r\nL 235.479187 116.031367 \r\nL 238.036865 119.40693 \r\nL 240.594543 120.611736 \r\nL 243.15222 108.221014 \r\nL 245.709898 97.035335 \r\nL 248.267575 94.363716 \r\nL 250.825253 78.844712 \r\nL 253.382931 75.065387 \r\nL 255.940608 76.881339 \r\nL 258.498286 58.260763 \r\nL 261.055964 59.944752 \r\nL 263.613641 40.776409 \r\nL 266.171319 35.56747 \r\nL 268.728996 34.591864 \r\nL 271.286674 27.845668 \r\nL 273.844352 24.515075 \r\nL 276.402029 19.394235 \r\nL 278.959707 17.083636 \r\nL 281.517384 22.114869 \r\nL 284.075062 27.06661 \r\nL 286.63274 45.369409 \r\nL 289.190417 68.435909 \r\nL 291.748095 87.199065 \r\nL 294.305773 118.243916 \r\nL 296.86345 148.759886 \r\nL 299.421128 166.766828 \r\nL 301.978805 183.652599 \r\nL 304.536483 192.472294 \r\nL 307.094161 199.285622 \r\nL 309.651838 207.354375 \r\nL 312.209516 208.939974 \r\nL 314.767193 211.347396 \r\nL 317.324871 206.029276 \r\nL 319.882549 210.20865 \r\nL 322.440226 208.698824 \r\nL 324.997904 204.871326 \r\nL 327.555582 212.169647 \r\nL 330.113259 210.711905 \r\nL 332.670937 207.251172 \r\nL 335.228614 213.005691 \r\nL 337.786292 214.756364 \r\nL 340.34397 212.616941 \r\nL 342.901647 214.081959 \r\nL 345.459325 206.01941 \r\nL 348.017002 207.383517 \r\nL 350.57468 209.302631 \r\nL 353.132358 206.835632 \r\nL 355.690035 207.604403 \r\nL 358.247713 214.193746 \r\nL 360.805391 206.74554 \r\nL 363.363068 210.526309 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 43.78125 224.64 \r\nL 43.78125 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 378.58125 224.64 \r\nL 378.58125 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 43.78125 224.64 \r\nL 378.58125 224.64 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 43.78125 7.2 \r\nL 378.58125 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p46a26f7eae\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"43.78125\" y=\"7.2\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# create random noise\n",
    "np.random.seed(42)\n",
    "noise = np.random.rand(120)\n",
    "\n",
    "# a mock slit function\n",
    "slit_fcn = asym_Gaussian(nu, 1/2*(nu[0] + nu[-1]),\n",
    "                         1.2, 1.2, 0.14, 0., 0)\n",
    "\n",
    "# convolve the spectrum with the slit function\n",
    "spect_conv = np.convolve(spect, slit_fcn, 'same')\n",
    "\n",
    "# downsample a segment and add noise to synthesize an expt. spectrum\n",
    "nu_expt = np.linspace(2280, 2345, num=120)\n",
    "expt_spec = downsample(nu_expt, nu, spect_conv) + noise*8000 - 3000\n",
    "\n",
    "_, ax = plt.subplots(1)\n",
    "ax.plot(nu_expt, expt_spec/expt_spec.max())\n",
    "ax.set_ylabel(r'$I$ [-]')\n",
    "ax.set_xlabel(r'$\\nu$ [cm$^{-1}$]')\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "## Fit CARS spectra\n",
    "\n",
    "### Initialize the fit"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "modes = {'power_factor' : 0,         \n",
    "        'downsample' : 'local_mean',\n",
    "        'slit' : 'sGaussian',\n",
    "        'pump_ls' : 'Gaussian',\n",
    "        'chi_rs' : 'G-matrix',  \n",
    "        'convol' : 'K',\n",
    "        'doppler_effect' : False,\n",
    "        'chem_eq' : False,\n",
    "        'fit' : 'custom'}\n",
    "    \n",
    "fit_expt = CarsFit(expt_spec, nu_expt, fit_mode=modes, ref_fac=80)\n",
    "fit_expt.preprocess()"
   ]
  },
  {
   "source": [
    "### Control the fitting parameters"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = (('temperature', 2000, True, 250, 3000),\n",
    "          ('del_Tv', 0, False, 0, 500),\n",
    "          ('x_mol', 0.79, False, 0.2, 1.5),\n",
    "          ('nu_shift', 0, True, -1, 1),\n",
    "          ('nu_stretch', 1, False, 0.5, 1.5),\n",
    "          ('pump_lw', 0.2, False, 0.1, 10),\n",
    "          ('param1', 1.2, False),\n",
    "          ('param2', 1.2, False),\n",
    "          ('param3', 0.14, False),\n",
    "          ('param4', 0, False))\n"
   ]
  },
  {
   "source": [
    "### Perform the least-square fit"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "[[Fit Statistics]]\n    # fitting method   = leastsq\n    # function evals   = 41\n    # data points      = 120\n    # variables        = 4\n    chi-square         = 0.03175832\n    reduced chi-square = 2.7378e-04\n    Akaike info crit   = -980.451086\n    Bayesian info crit = -969.301119\n##  Warning: uncertainties could not be estimated:\n    param5:       at initial value\n    param5:       at boundary\n    param6:       at initial value\n    param6:       at boundary\n[[Variables]]\n    x_mol:        0.79 (fixed)\n    temperature:  1769.71918 (init = 2000), model_value = 2000\n    del_Tv:       0 (fixed)\n    nu_shift:    -0.08683537 (init = 0), model_value = 0\n    nu_stretch:   1 (fixed)\n    pump_lw:      0.2 (fixed)\n    param1:       1.2 (fixed)\n    param2:       1.2 (fixed)\n    param3:       0.14 (fixed)\n    param4:       0 (fixed)\n    param5:             -inf (init = -inf), model_value = -inf\n    param6:             -inf (init = -inf), model_value = -inf\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x432 with 2 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"386.034375pt\" version=\"1.1\" viewBox=\"0 0 406.885937 386.034375\" width=\"406.885937pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-03-18T15:31:20.287158</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 386.034375 \r\nL 406.885937 386.034375 \r\nL 406.885937 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 64.885938 81.619943 \r\nL 399.685938 81.619943 \r\nL 399.685938 22.318125 \r\nL 64.885938 22.318125 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m69c84a2d15\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"80.104119\" xlink:href=\"#m69c84a2d15\" y=\"81.619943\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"126.929294\" xlink:href=\"#m69c84a2d15\" y=\"81.619943\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"173.754469\" xlink:href=\"#m69c84a2d15\" y=\"81.619943\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"220.579644\" xlink:href=\"#m69c84a2d15\" y=\"81.619943\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"267.404819\" xlink:href=\"#m69c84a2d15\" y=\"81.619943\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"314.229993\" xlink:href=\"#m69c84a2d15\" y=\"81.619943\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"361.055168\" xlink:href=\"#m69c84a2d15\" y=\"81.619943\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m4723b9e077\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.885938\" xlink:href=\"#m4723b9e077\" y=\"73.331329\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- −0.025 -->\r\n      <g transform=\"translate(20.878125 77.130547)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 10.59375 35.5 \r\nL 73.1875 35.5 \r\nL 73.1875 27.203125 \r\nL 10.59375 27.203125 \r\nz\r\n\" id=\"DejaVuSans-8722\"/>\r\n        <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n        <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-46\"/>\r\n        <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n        <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.885938\" xlink:href=\"#m4723b9e077\" y=\"50.041442\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 0.000 -->\r\n      <g transform=\"translate(29.257813 53.840661)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.885938\" xlink:href=\"#m4723b9e077\" y=\"26.751556\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 0.025 -->\r\n      <g transform=\"translate(29.257813 30.550775)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_4\">\r\n     <!-- residuals -->\r\n     <g transform=\"translate(14.798438 74.383097)rotate(-90)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-114\"/>\r\n       <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-101\"/>\r\n       <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-115\"/>\r\n       <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n       <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-100\"/>\r\n       <path d=\"M 8.5 21.578125 \r\nL 8.5 54.6875 \r\nL 17.484375 54.6875 \r\nL 17.484375 21.921875 \r\nQ 17.484375 14.15625 20.5 10.265625 \r\nQ 23.53125 6.390625 29.59375 6.390625 \r\nQ 36.859375 6.390625 41.078125 11.03125 \r\nQ 45.3125 15.671875 45.3125 23.6875 \r\nL 45.3125 54.6875 \r\nL 54.296875 54.6875 \r\nL 54.296875 0 \r\nL 45.3125 0 \r\nL 45.3125 8.40625 \r\nQ 42.046875 3.421875 37.71875 1 \r\nQ 33.40625 -1.421875 27.6875 -1.421875 \r\nQ 18.265625 -1.421875 13.375 4.4375 \r\nQ 8.5 10.296875 8.5 21.578125 \r\nz\r\nM 31.109375 56 \r\nz\r\n\" id=\"DejaVuSans-117\"/>\r\n       <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n       <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-108\"/>\r\n      </defs>\r\n      <use xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"38.863281\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"100.386719\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"152.486328\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"180.269531\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"243.746094\" xlink:href=\"#DejaVuSans-117\"/>\r\n      <use x=\"307.125\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"368.404297\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"396.1875\" xlink:href=\"#DejaVuSans-115\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_11\">\r\n    <path clip-path=\"url(#pbdba9fef0d)\" d=\"M 64.885938 50.041442 \r\nL 399.685938 50.041442 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_12\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"mf138234b5c\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pbdba9fef0d)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"80.104119\" xlink:href=\"#mf138234b5c\" y=\"50.649742\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"82.661797\" xlink:href=\"#mf138234b5c\" y=\"78.879639\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"85.219475\" xlink:href=\"#mf138234b5c\" y=\"67.706146\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.777152\" xlink:href=\"#mf138234b5c\" y=\"60.997626\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.33483\" xlink:href=\"#mf138234b5c\" y=\"38.541287\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.892507\" xlink:href=\"#mf138234b5c\" y=\"38.262704\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.450185\" xlink:href=\"#mf138234b5c\" y=\"32.944207\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.007863\" xlink:href=\"#mf138234b5c\" y=\"74.203881\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.56554\" xlink:href=\"#mf138234b5c\" y=\"61.019596\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.123218\" xlink:href=\"#mf138234b5c\" y=\"66.08864\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.680895\" xlink:href=\"#mf138234b5c\" y=\"30.431665\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.238573\" xlink:href=\"#mf138234b5c\" y=\"78.924406\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.796251\" xlink:href=\"#mf138234b5c\" y=\"72.539414\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.353928\" xlink:href=\"#mf138234b5c\" y=\"40.565166\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.911606\" xlink:href=\"#mf138234b5c\" y=\"39.062033\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.469284\" xlink:href=\"#mf138234b5c\" y=\"39.942907\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.026961\" xlink:href=\"#mf138234b5c\" y=\"46.450224\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.584639\" xlink:href=\"#mf138234b5c\" y=\"54.478989\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.142316\" xlink:href=\"#mf138234b5c\" y=\"50.681172\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.699994\" xlink:href=\"#mf138234b5c\" y=\"44.342529\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.257672\" xlink:href=\"#mf138234b5c\" y=\"59.204088\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.815349\" xlink:href=\"#mf138234b5c\" y=\"35.908172\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.373027\" xlink:href=\"#mf138234b5c\" y=\"44.163685\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.930704\" xlink:href=\"#mf138234b5c\" y=\"45.774294\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.488382\" xlink:href=\"#mf138234b5c\" y=\"51.313608\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.04606\" xlink:href=\"#mf138234b5c\" y=\"69.176234\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.603737\" xlink:href=\"#mf138234b5c\" y=\"37.38496\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.161415\" xlink:href=\"#mf138234b5c\" y=\"54.177135\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.719093\" xlink:href=\"#mf138234b5c\" y=\"57.137449\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.27677\" xlink:href=\"#mf138234b5c\" y=\"28.280105\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.834448\" xlink:href=\"#mf138234b5c\" y=\"58.004286\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.392125\" xlink:href=\"#mf138234b5c\" y=\"35.523094\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.949803\" xlink:href=\"#mf138234b5c\" y=\"31.184281\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.507481\" xlink:href=\"#mf138234b5c\" y=\"76.065914\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.065158\" xlink:href=\"#mf138234b5c\" y=\"74.886784\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.622836\" xlink:href=\"#mf138234b5c\" y=\"65.901084\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.180514\" xlink:href=\"#mf138234b5c\" y=\"40.964247\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"174.738191\" xlink:href=\"#mf138234b5c\" y=\"30.213872\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.295869\" xlink:href=\"#mf138234b5c\" y=\"60.21839\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.853546\" xlink:href=\"#mf138234b5c\" y=\"47.557087\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.411224\" xlink:href=\"#mf138234b5c\" y=\"31.054511\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.968902\" xlink:href=\"#mf138234b5c\" y=\"52.115387\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.526579\" xlink:href=\"#mf138234b5c\" y=\"29.793609\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.084257\" xlink:href=\"#mf138234b5c\" y=\"75.085005\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.641934\" xlink:href=\"#mf138234b5c\" y=\"41.210775\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"195.199612\" xlink:href=\"#mf138234b5c\" y=\"59.158526\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.75729\" xlink:href=\"#mf138234b5c\" y=\"43.593157\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"200.314967\" xlink:href=\"#mf138234b5c\" y=\"54.641183\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"202.872645\" xlink:href=\"#mf138234b5c\" y=\"57.33938\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"205.430323\" xlink:href=\"#mf138234b5c\" y=\"35.855821\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"207.988\" xlink:href=\"#mf138234b5c\" y=\"74.016948\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"210.545678\" xlink:href=\"#mf138234b5c\" y=\"66.612869\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"213.103355\" xlink:href=\"#mf138234b5c\" y=\"76.079817\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"215.661033\" xlink:href=\"#mf138234b5c\" y=\"74.632315\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"218.218711\" xlink:href=\"#mf138234b5c\" y=\"52.886133\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"220.776388\" xlink:href=\"#mf138234b5c\" y=\"72.214683\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"223.334066\" xlink:href=\"#mf138234b5c\" y=\"31.600855\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"225.891743\" xlink:href=\"#mf138234b5c\" y=\"39.798278\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.449421\" xlink:href=\"#mf138234b5c\" y=\"25.013662\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"231.007099\" xlink:href=\"#mf138234b5c\" y=\"39.805995\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"233.564776\" xlink:href=\"#mf138234b5c\" y=\"45.931351\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"236.122454\" xlink:href=\"#mf138234b5c\" y=\"43.841943\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"238.680132\" xlink:href=\"#mf138234b5c\" y=\"63.505348\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"241.237809\" xlink:href=\"#mf138234b5c\" y=\"40.305099\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"243.795487\" xlink:href=\"#mf138234b5c\" y=\"40.426652\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"246.353164\" xlink:href=\"#mf138234b5c\" y=\"58.515376\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"248.910842\" xlink:href=\"#mf138234b5c\" y=\"25.179506\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"251.46852\" xlink:href=\"#mf138234b5c\" y=\"63.929181\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"254.026197\" xlink:href=\"#mf138234b5c\" y=\"32.608211\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"256.583875\" xlink:href=\"#mf138234b5c\" y=\"74.810749\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"259.141552\" xlink:href=\"#mf138234b5c\" y=\"58.150525\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"261.69923\" xlink:href=\"#mf138234b5c\" y=\"36.734884\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"264.256908\" xlink:href=\"#mf138234b5c\" y=\"30.197088\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"266.814585\" xlink:href=\"#mf138234b5c\" y=\"57.945919\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"269.372263\" xlink:href=\"#mf138234b5c\" y=\"61.933381\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"271.929941\" xlink:href=\"#mf138234b5c\" y=\"67.310409\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"274.487618\" xlink:href=\"#mf138234b5c\" y=\"56.203957\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"277.045296\" xlink:href=\"#mf138234b5c\" y=\"31.867027\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"279.602973\" xlink:href=\"#mf138234b5c\" y=\"44.303738\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"282.160651\" xlink:href=\"#mf138234b5c\" y=\"27.19155\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"284.718329\" xlink:href=\"#mf138234b5c\" y=\"76.576549\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"287.276006\" xlink:href=\"#mf138234b5c\" y=\"50.781892\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"289.833684\" xlink:href=\"#mf138234b5c\" y=\"46.1212\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"292.391361\" xlink:href=\"#mf138234b5c\" y=\"25.798703\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"294.949039\" xlink:href=\"#mf138234b5c\" y=\"43.818999\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"297.506717\" xlink:href=\"#mf138234b5c\" y=\"39.027208\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"300.064394\" xlink:href=\"#mf138234b5c\" y=\"64.191644\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"302.622072\" xlink:href=\"#mf138234b5c\" y=\"52.986347\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"305.17975\" xlink:href=\"#mf138234b5c\" y=\"68.014861\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"307.737427\" xlink:href=\"#mf138234b5c\" y=\"46.488975\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"310.295105\" xlink:href=\"#mf138234b5c\" y=\"27.536198\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"312.852782\" xlink:href=\"#mf138234b5c\" y=\"58.233791\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"315.41046\" xlink:href=\"#mf138234b5c\" y=\"58.476591\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"317.968138\" xlink:href=\"#mf138234b5c\" y=\"50.991071\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"320.525815\" xlink:href=\"#mf138234b5c\" y=\"65.834281\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"323.083493\" xlink:href=\"#mf138234b5c\" y=\"53.586855\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"325.641171\" xlink:href=\"#mf138234b5c\" y=\"56.244053\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"328.198848\" xlink:href=\"#mf138234b5c\" y=\"52.549386\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"330.756526\" xlink:href=\"#mf138234b5c\" y=\"32.532075\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"333.314203\" xlink:href=\"#mf138234b5c\" y=\"36.861104\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"335.871881\" xlink:href=\"#mf138234b5c\" y=\"33.164884\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"338.429559\" xlink:href=\"#mf138234b5c\" y=\"63.730158\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"340.987236\" xlink:href=\"#mf138234b5c\" y=\"47.411992\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"343.544914\" xlink:href=\"#mf138234b5c\" y=\"57.187665\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"346.102591\" xlink:href=\"#mf138234b5c\" y=\"77.343546\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"348.660269\" xlink:href=\"#mf138234b5c\" y=\"44.017116\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"351.217947\" xlink:href=\"#mf138234b5c\" y=\"52.119491\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"353.775624\" xlink:href=\"#mf138234b5c\" y=\"69.547584\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"356.333302\" xlink:href=\"#mf138234b5c\" y=\"45.215462\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"358.89098\" xlink:href=\"#mf138234b5c\" y=\"45.856047\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"361.448657\" xlink:href=\"#mf138234b5c\" y=\"46.397769\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"364.006335\" xlink:href=\"#mf138234b5c\" y=\"46.86021\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"366.564012\" xlink:href=\"#mf138234b5c\" y=\"78.228239\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"369.12169\" xlink:href=\"#mf138234b5c\" y=\"72.069955\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"371.679368\" xlink:href=\"#mf138234b5c\" y=\"63.221213\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"374.237045\" xlink:href=\"#mf138234b5c\" y=\"75.242478\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"376.794723\" xlink:href=\"#mf138234b5c\" y=\"71.80722\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"379.3524\" xlink:href=\"#mf138234b5c\" y=\"48.594336\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"381.910078\" xlink:href=\"#mf138234b5c\" y=\"76.282234\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"384.467756\" xlink:href=\"#mf138234b5c\" y=\"58.419975\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 64.885938 81.619943 \r\nL 64.885938 22.318125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 399.685938 81.619943 \r\nL 399.685938 22.318125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 64.885937 81.619943 \r\nL 399.685937 81.619943 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 64.885937 22.318125 \r\nL 399.685937 22.318125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_5\">\r\n    <!-- Model(cars_expt_synth) -->\r\n    <g transform=\"translate(161.086563 16.318125)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 24.515625 72.90625 \r\nL 43.109375 23.296875 \r\nL 61.8125 72.90625 \r\nL 76.515625 72.90625 \r\nL 76.515625 0 \r\nL 66.890625 0 \r\nL 66.890625 64.015625 \r\nL 48.09375 14.015625 \r\nL 38.1875 14.015625 \r\nL 19.390625 64.015625 \r\nL 19.390625 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-77\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-111\"/>\r\n      <path d=\"M 31 75.875 \r\nQ 24.46875 64.65625 21.28125 53.65625 \r\nQ 18.109375 42.671875 18.109375 31.390625 \r\nQ 18.109375 20.125 21.3125 9.0625 \r\nQ 24.515625 -2 31 -13.1875 \r\nL 23.1875 -13.1875 \r\nQ 15.875 -1.703125 12.234375 9.375 \r\nQ 8.59375 20.453125 8.59375 31.390625 \r\nQ 8.59375 42.28125 12.203125 53.3125 \r\nQ 15.828125 64.359375 23.1875 75.875 \r\nz\r\n\" id=\"DejaVuSans-40\"/>\r\n      <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-99\"/>\r\n      <path d=\"M 50.984375 -16.609375 \r\nL 50.984375 -23.578125 \r\nL -0.984375 -23.578125 \r\nL -0.984375 -16.609375 \r\nz\r\n\" id=\"DejaVuSans-95\"/>\r\n      <path d=\"M 54.890625 54.6875 \r\nL 35.109375 28.078125 \r\nL 55.90625 0 \r\nL 45.3125 0 \r\nL 29.390625 21.484375 \r\nL 13.484375 0 \r\nL 2.875 0 \r\nL 24.125 28.609375 \r\nL 4.6875 54.6875 \r\nL 15.28125 54.6875 \r\nL 29.78125 35.203125 \r\nL 44.28125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-120\"/>\r\n      <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-112\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-116\"/>\r\n      <path d=\"M 32.171875 -5.078125 \r\nQ 28.375 -14.84375 24.75 -17.8125 \r\nQ 21.140625 -20.796875 15.09375 -20.796875 \r\nL 7.90625 -20.796875 \r\nL 7.90625 -13.28125 \r\nL 13.1875 -13.28125 \r\nQ 16.890625 -13.28125 18.9375 -11.515625 \r\nQ 21 -9.765625 23.484375 -3.21875 \r\nL 25.09375 0.875 \r\nL 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 11.921875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-121\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-110\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-104\"/>\r\n      <path d=\"M 8.015625 75.875 \r\nL 15.828125 75.875 \r\nQ 23.140625 64.359375 26.78125 53.3125 \r\nQ 30.421875 42.28125 30.421875 31.390625 \r\nQ 30.421875 20.453125 26.78125 9.375 \r\nQ 23.140625 -1.703125 15.828125 -13.1875 \r\nL 8.015625 -13.1875 \r\nQ 14.5 -2 17.703125 9.0625 \r\nQ 20.90625 20.125 20.90625 31.390625 \r\nQ 20.90625 42.671875 17.703125 53.65625 \r\nQ 14.5 64.65625 8.015625 75.875 \r\nz\r\n\" id=\"DejaVuSans-41\"/>\r\n     </defs>\r\n     <use xlink:href=\"#DejaVuSans-77\"/>\r\n     <use x=\"86.279297\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"147.460938\" xlink:href=\"#DejaVuSans-100\"/>\r\n     <use x=\"210.9375\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"272.460938\" xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"300.244141\" xlink:href=\"#DejaVuSans-40\"/>\r\n     <use x=\"339.257812\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"394.238281\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"455.517578\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"496.630859\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"548.730469\" xlink:href=\"#DejaVuSans-95\"/>\r\n     <use x=\"598.730469\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"658.503906\" xlink:href=\"#DejaVuSans-120\"/>\r\n     <use x=\"717.683594\" xlink:href=\"#DejaVuSans-112\"/>\r\n     <use x=\"781.160156\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"820.369141\" xlink:href=\"#DejaVuSans-95\"/>\r\n     <use x=\"870.369141\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"922.46875\" xlink:href=\"#DejaVuSans-121\"/>\r\n     <use x=\"981.648438\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"1045.027344\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"1084.236328\" xlink:href=\"#DejaVuSans-104\"/>\r\n     <use x=\"1147.615234\" xlink:href=\"#DejaVuSans-41\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"patch_7\">\r\n     <path d=\"M 315.857813 44.99625 \r\nL 392.685938 44.99625 \r\nQ 394.685938 44.99625 394.685938 42.99625 \r\nL 394.685938 29.318125 \r\nQ 394.685938 27.318125 392.685938 27.318125 \r\nL 315.857813 27.318125 \r\nQ 313.857813 27.318125 313.857813 29.318125 \r\nL 313.857813 42.99625 \r\nQ 313.857813 44.99625 315.857813 44.99625 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"line2d_13\"/>\r\n    <g id=\"line2d_14\">\r\n     <g>\r\n      <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"327.857813\" xlink:href=\"#mf138234b5c\" y=\"35.416562\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_6\">\r\n     <!-- residuals -->\r\n     <g transform=\"translate(345.857813 38.916562)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"38.863281\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"100.386719\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"152.486328\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"180.269531\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"243.746094\" xlink:href=\"#DejaVuSans-117\"/>\r\n      <use x=\"307.125\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"368.404297\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"396.1875\" xlink:href=\"#DejaVuSans-115\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_2\">\r\n   <g id=\"patch_8\">\r\n    <path d=\"M 64.885938 348.478125 \r\nL 399.685938 348.478125 \r\nL 399.685938 111.270852 \r\nL 64.885938 111.270852 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_3\">\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"80.104119\" xlink:href=\"#m69c84a2d15\" y=\"348.478125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 2280 -->\r\n      <g transform=\"translate(67.379119 363.076562)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-56\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"126.929294\" xlink:href=\"#m69c84a2d15\" y=\"348.478125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 2290 -->\r\n      <g transform=\"translate(114.204294 363.076562)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 10.984375 1.515625 \r\nL 10.984375 10.5 \r\nQ 14.703125 8.734375 18.5 7.8125 \r\nQ 22.3125 6.890625 25.984375 6.890625 \r\nQ 35.75 6.890625 40.890625 13.453125 \r\nQ 46.046875 20.015625 46.78125 33.40625 \r\nQ 43.953125 29.203125 39.59375 26.953125 \r\nQ 35.25 24.703125 29.984375 24.703125 \r\nQ 19.046875 24.703125 12.671875 31.3125 \r\nQ 6.296875 37.9375 6.296875 49.421875 \r\nQ 6.296875 60.640625 12.9375 67.421875 \r\nQ 19.578125 74.21875 30.609375 74.21875 \r\nQ 43.265625 74.21875 49.921875 64.515625 \r\nQ 56.59375 54.828125 56.59375 36.375 \r\nQ 56.59375 19.140625 48.40625 8.859375 \r\nQ 40.234375 -1.421875 26.421875 -1.421875 \r\nQ 22.703125 -1.421875 18.890625 -0.6875 \r\nQ 15.09375 0.046875 10.984375 1.515625 \r\nz\r\nM 30.609375 32.421875 \r\nQ 37.25 32.421875 41.125 36.953125 \r\nQ 45.015625 41.5 45.015625 49.421875 \r\nQ 45.015625 57.28125 41.125 61.84375 \r\nQ 37.25 66.40625 30.609375 66.40625 \r\nQ 23.96875 66.40625 20.09375 61.84375 \r\nQ 16.21875 57.28125 16.21875 49.421875 \r\nQ 16.21875 41.5 20.09375 36.953125 \r\nQ 23.96875 32.421875 30.609375 32.421875 \r\nz\r\n\" id=\"DejaVuSans-57\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_10\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"173.754469\" xlink:href=\"#m69c84a2d15\" y=\"348.478125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 2300 -->\r\n      <g transform=\"translate(161.029469 363.076562)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-51\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_11\">\r\n     <g id=\"line2d_18\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"220.579644\" xlink:href=\"#m69c84a2d15\" y=\"348.478125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 2310 -->\r\n      <g transform=\"translate(207.854644 363.076562)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_12\">\r\n     <g id=\"line2d_19\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"267.404819\" xlink:href=\"#m69c84a2d15\" y=\"348.478125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 2320 -->\r\n      <g transform=\"translate(254.679819 363.076562)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_13\">\r\n     <g id=\"line2d_20\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"314.229993\" xlink:href=\"#m69c84a2d15\" y=\"348.478125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 2330 -->\r\n      <g transform=\"translate(301.504993 363.076562)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_14\">\r\n     <g id=\"line2d_21\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"361.055168\" xlink:href=\"#m69c84a2d15\" y=\"348.478125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 2340 -->\r\n      <g transform=\"translate(348.330168 363.076562)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_14\">\r\n     <!-- nu_expt -->\r\n     <g transform=\"translate(212.365625 376.476562)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"63.378906\" xlink:href=\"#DejaVuSans-117\"/>\r\n      <use x=\"126.757812\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"176.757812\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"236.53125\" xlink:href=\"#DejaVuSans-120\"/>\r\n      <use x=\"295.710938\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"359.1875\" xlink:href=\"#DejaVuSans-116\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_4\">\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_22\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.885938\" xlink:href=\"#m4723b9e077\" y=\"337.695976\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- 0.0 -->\r\n      <g transform=\"translate(41.982813 341.495195)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_23\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.885938\" xlink:href=\"#m4723b9e077\" y=\"294.567381\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- 0.2 -->\r\n      <g transform=\"translate(41.982813 298.3666)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_24\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.885938\" xlink:href=\"#m4723b9e077\" y=\"251.438786\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- 0.4 -->\r\n      <g transform=\"translate(41.982813 255.238005)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_25\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.885938\" xlink:href=\"#m4723b9e077\" y=\"208.310191\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- 0.6 -->\r\n      <g transform=\"translate(41.982813 212.10941)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-54\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_26\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.885938\" xlink:href=\"#m4723b9e077\" y=\"165.181596\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      <!-- 0.8 -->\r\n      <g transform=\"translate(41.982813 168.980815)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_27\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.885938\" xlink:href=\"#m4723b9e077\" y=\"122.053001\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      <!-- 1.0 -->\r\n      <g transform=\"translate(41.982813 125.85222)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_21\">\r\n     <!-- y -->\r\n     <g transform=\"translate(35.903125 232.833864)rotate(-90)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-121\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_28\">\r\n    <g clip-path=\"url(#p2a95359769)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"80.104119\" xlink:href=\"#mf138234b5c\" y=\"331.601972\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"82.661797\" xlink:href=\"#mf138234b5c\" y=\"324.389058\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"85.219475\" xlink:href=\"#mf138234b5c\" y=\"326.997879\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.777152\" xlink:href=\"#mf138234b5c\" y=\"328.228028\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.33483\" xlink:href=\"#mf138234b5c\" y=\"333.000015\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.892507\" xlink:href=\"#mf138234b5c\" y=\"332.326028\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.450185\" xlink:href=\"#mf138234b5c\" y=\"333.532792\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.007863\" xlink:href=\"#mf138234b5c\" y=\"323.868886\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.56554\" xlink:href=\"#mf138234b5c\" y=\"326.380088\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.123218\" xlink:href=\"#mf138234b5c\" y=\"323.976328\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.680895\" xlink:href=\"#mf138234b5c\" y=\"331.945499\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.238573\" xlink:href=\"#mf138234b5c\" y=\"320.734163\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.796251\" xlink:href=\"#mf138234b5c\" y=\"321.510507\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.353928\" xlink:href=\"#mf138234b5c\" y=\"327.399475\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.911606\" xlink:href=\"#mf138234b5c\" y=\"327.419641\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.469284\" xlink:href=\"#mf138234b5c\" y=\"325.954477\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.026961\" xlink:href=\"#mf138234b5c\" y=\"321.810468\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.584639\" xlink:href=\"#mf138234b5c\" y=\"318.717247\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.142316\" xlink:href=\"#mf138234b5c\" y=\"320.750502\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.699994\" xlink:href=\"#mf138234b5c\" y=\"321.866965\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.257672\" xlink:href=\"#mf138234b5c\" y=\"317.31512\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.815349\" xlink:href=\"#mf138234b5c\" y=\"322.738624\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.373027\" xlink:href=\"#mf138234b5c\" y=\"319.238885\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.930704\" xlink:href=\"#mf138234b5c\" y=\"317.090408\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.488382\" xlink:href=\"#mf138234b5c\" y=\"316.134036\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.04606\" xlink:href=\"#mf138234b5c\" y=\"310.410175\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.603737\" xlink:href=\"#mf138234b5c\" y=\"316.382481\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.161415\" xlink:href=\"#mf138234b5c\" y=\"312.359212\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.719093\" xlink:href=\"#mf138234b5c\" y=\"309.652403\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.27677\" xlink:href=\"#mf138234b5c\" y=\"316.654783\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.834448\" xlink:href=\"#mf138234b5c\" y=\"309.550062\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.392125\" xlink:href=\"#mf138234b5c\" y=\"314.214521\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.949803\" xlink:href=\"#mf138234b5c\" y=\"314.099281\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.507481\" xlink:href=\"#mf138234b5c\" y=\"301.966731\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.065158\" xlink:href=\"#mf138234b5c\" y=\"300.236164\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.622836\" xlink:href=\"#mf138234b5c\" y=\"304.925153\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.180514\" xlink:href=\"#mf138234b5c\" y=\"313.404582\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"174.738191\" xlink:href=\"#mf138234b5c\" y=\"318.552222\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.295869\" xlink:href=\"#mf138234b5c\" y=\"314.720889\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.853546\" xlink:href=\"#mf138234b5c\" y=\"319.597699\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.411224\" xlink:href=\"#mf138234b5c\" y=\"326.75793\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.968902\" xlink:href=\"#mf138234b5c\" y=\"324.771258\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.526579\" xlink:href=\"#mf138234b5c\" y=\"330.484533\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.084257\" xlink:href=\"#mf138234b5c\" y=\"318.990279\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.641934\" xlink:href=\"#mf138234b5c\" y=\"323.614707\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"195.199612\" xlink:href=\"#mf138234b5c\" y=\"319.473143\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.75729\" xlink:href=\"#mf138234b5c\" y=\"323.958984\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"200.314967\" xlink:href=\"#mf138234b5c\" y=\"320.209589\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"202.872645\" xlink:href=\"#mf138234b5c\" y=\"316.692185\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"205.430323\" xlink:href=\"#mf138234b5c\" y=\"316.836941\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"207.988\" xlink:href=\"#mf138234b5c\" y=\"309.054665\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"210.545678\" xlink:href=\"#mf138234b5c\" y=\"310.884787\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"213.103355\" xlink:href=\"#mf138234b5c\" y=\"306.459001\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"215.661033\" xlink:href=\"#mf138234b5c\" y=\"301.087185\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"218.218711\" xlink:href=\"#mf138234b5c\" y=\"302.687385\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"220.776388\" xlink:href=\"#mf138234b5c\" y=\"300.307214\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"223.334066\" xlink:href=\"#mf138234b5c\" y=\"307.714587\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"225.891743\" xlink:href=\"#mf138234b5c\" y=\"300.17875\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.449421\" xlink:href=\"#mf138234b5c\" y=\"296.251018\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"231.007099\" xlink:href=\"#mf138234b5c\" y=\"295.310686\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"233.564776\" xlink:href=\"#mf138234b5c\" y=\"292.047119\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"236.122454\" xlink:href=\"#mf138234b5c\" y=\"285.820669\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"238.680132\" xlink:href=\"#mf138234b5c\" y=\"271.768716\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"241.237809\" xlink:href=\"#mf138234b5c\" y=\"279.752824\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"243.795487\" xlink:href=\"#mf138234b5c\" y=\"276.819302\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"246.353164\" xlink:href=\"#mf138234b5c\" y=\"262.659675\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"248.910842\" xlink:href=\"#mf138234b5c\" y=\"262.012442\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"251.46852\" xlink:href=\"#mf138234b5c\" y=\"255.26947\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"254.026197\" xlink:href=\"#mf138234b5c\" y=\"256.111937\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"256.583875\" xlink:href=\"#mf138234b5c\" y=\"231.233147\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"259.141552\" xlink:href=\"#mf138234b5c\" y=\"234.957786\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"261.69923\" xlink:href=\"#mf138234b5c\" y=\"236.287184\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"264.256908\" xlink:href=\"#mf138234b5c\" y=\"222.615108\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"266.814585\" xlink:href=\"#mf138234b5c\" y=\"210.272692\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"269.372263\" xlink:href=\"#mf138234b5c\" y=\"207.324794\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"271.929941\" xlink:href=\"#mf138234b5c\" y=\"190.200933\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"274.487618\" xlink:href=\"#mf138234b5c\" y=\"186.03078\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"277.045296\" xlink:href=\"#mf138234b5c\" y=\"188.034524\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"279.602973\" xlink:href=\"#mf138234b5c\" y=\"167.48835\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"282.160651\" xlink:href=\"#mf138234b5c\" y=\"169.346485\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"284.718329\" xlink:href=\"#mf138234b5c\" y=\"148.195899\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"287.276006\" xlink:href=\"#mf138234b5c\" y=\"142.448292\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"289.833684\" xlink:href=\"#mf138234b5c\" y=\"141.371795\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"292.391361\" xlink:href=\"#mf138234b5c\" y=\"133.927959\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"294.949039\" xlink:href=\"#mf138234b5c\" y=\"130.252942\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"297.506717\" xlink:href=\"#mf138234b5c\" y=\"124.602544\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"300.064394\" xlink:href=\"#mf138234b5c\" y=\"122.053001\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"302.622072\" xlink:href=\"#mf138234b5c\" y=\"127.604526\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"305.17975\" xlink:href=\"#mf138234b5c\" y=\"133.068337\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"307.737427\" xlink:href=\"#mf138234b5c\" y=\"153.263871\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"310.295105\" xlink:href=\"#mf138234b5c\" y=\"178.715732\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"312.852782\" xlink:href=\"#mf138234b5c\" y=\"199.41923\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"315.41046\" xlink:href=\"#mf138234b5c\" y=\"233.674501\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"317.968138\" xlink:href=\"#mf138234b5c\" y=\"267.346199\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"320.525815\" xlink:href=\"#mf138234b5c\" y=\"287.215281\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"323.083493\" xlink:href=\"#mf138234b5c\" y=\"305.847249\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"325.641171\" xlink:href=\"#mf138234b5c\" y=\"315.579009\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"328.198848\" xlink:href=\"#mf138234b5c\" y=\"323.096919\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"330.756526\" xlink:href=\"#mf138234b5c\" y=\"332.000081\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"333.314203\" xlink:href=\"#mf138234b5c\" y=\"333.749651\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"335.871881\" xlink:href=\"#mf138234b5c\" y=\"336.40603\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"338.429559\" xlink:href=\"#mf138234b5c\" y=\"330.537951\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"340.987236\" xlink:href=\"#mf138234b5c\" y=\"335.149523\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"343.544914\" xlink:href=\"#mf138234b5c\" y=\"333.483562\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"346.102591\" xlink:href=\"#mf138234b5c\" y=\"329.260255\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"348.660269\" xlink:href=\"#mf138234b5c\" y=\"337.313311\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"351.217947\" xlink:href=\"#mf138234b5c\" y=\"335.704821\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"353.775624\" xlink:href=\"#mf138234b5c\" y=\"331.886205\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"356.333302\" xlink:href=\"#mf138234b5c\" y=\"337.695976\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"358.89098\" xlink:href=\"#mf138234b5c\" y=\"337.695976\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"361.448657\" xlink:href=\"#mf138234b5c\" y=\"337.695976\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"364.006335\" xlink:href=\"#mf138234b5c\" y=\"337.695976\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"366.564012\" xlink:href=\"#mf138234b5c\" y=\"330.527065\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"369.12169\" xlink:href=\"#mf138234b5c\" y=\"332.032237\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"371.679368\" xlink:href=\"#mf138234b5c\" y=\"334.14981\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"374.237045\" xlink:href=\"#mf138234b5c\" y=\"331.427694\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"376.794723\" xlink:href=\"#mf138234b5c\" y=\"332.275966\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"379.3524\" xlink:href=\"#mf138234b5c\" y=\"337.695976\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"381.910078\" xlink:href=\"#mf138234b5c\" y=\"331.328285\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"384.467756\" xlink:href=\"#mf138234b5c\" y=\"335.500032\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_29\">\r\n    <path clip-path=\"url(#p2a95359769)\" d=\"M 80.104119 331.742779 \r\nL 82.661797 331.064438 \r\nL 85.219475 331.086853 \r\nL 87.777152 330.764133 \r\nL 90.33483 330.337992 \r\nL 92.892507 329.59952 \r\nL 95.450185 329.575174 \r\nL 98.007863 329.461936 \r\nL 100.56554 328.921279 \r\nL 103.123218 327.690886 \r\nL 105.680895 327.406285 \r\nL 108.238573 327.419907 \r\nL 110.796251 326.718271 \r\nL 113.353928 325.205934 \r\nL 115.911606 324.87816 \r\nL 118.469284 323.616898 \r\nL 121.026961 320.979183 \r\nL 123.584639 319.744438 \r\nL 126.142316 320.898584 \r\nL 128.699994 320.547797 \r\nL 131.257672 319.436062 \r\nL 133.815349 319.467096 \r\nL 136.373027 317.878319 \r\nL 138.930704 316.102661 \r\nL 141.488382 316.428513 \r\nL 144.04606 314.83944 \r\nL 146.603737 313.452796 \r\nL 149.161415 313.31653 \r\nL 151.719093 311.294966 \r\nL 154.27677 311.617533 \r\nL 156.834448 311.393277 \r\nL 159.392125 310.853856 \r\nL 161.949803 309.734281 \r\nL 164.507481 307.990799 \r\nL 167.065158 305.987291 \r\nL 169.622836 308.596296 \r\nL 172.180514 311.303419 \r\nL 174.738191 313.962594 \r\nL 177.295869 317.076619 \r\nL 179.853546 319.022628 \r\nL 182.411224 322.362891 \r\nL 184.968902 325.251329 \r\nL 187.526579 325.797624 \r\nL 190.084257 324.787289 \r\nL 192.641934 321.57061 \r\nL 195.199612 321.583538 \r\nL 197.75729 322.466354 \r\nL 200.314967 321.274324 \r\nL 202.872645 318.38149 \r\nL 205.430323 313.553295 \r\nL 207.988 314.604444 \r\nL 210.545678 314.720693 \r\nL 213.103355 312.486287 \r\nL 215.661033 306.779407 \r\nL 218.218711 303.345866 \r\nL 220.776388 305.439811 \r\nL 223.334066 303.446014 \r\nL 225.891743 297.807692 \r\nL 228.449421 290.457661 \r\nL 231.007099 292.941415 \r\nL 233.564776 291.095728 \r\nL 236.122454 284.385627 \r\nL 238.680132 274.885302 \r\nL 241.237809 277.499084 \r\nL 243.795487 274.593698 \r\nL 246.353164 264.621196 \r\nL 248.910842 256.257474 \r\nL 251.46852 258.484163 \r\nL 254.026197 252.076544 \r\nL 256.583875 236.966674 \r\nL 259.141552 236.834852 \r\nL 261.69923 233.207021 \r\nL 264.256908 218.021595 \r\nL 266.814585 212.102397 \r\nL 269.372263 210.077505 \r\nL 271.929941 194.198303 \r\nL 274.487618 187.457261 \r\nL 277.045296 183.827564 \r\nL 279.602973 166.160203 \r\nL 282.160651 164.057259 \r\nL 284.718329 154.338167 \r\nL 287.276006 142.619689 \r\nL 289.833684 140.464349 \r\nL 292.391361 128.316321 \r\nL 294.949039 128.812589 \r\nL 297.506717 122.053001 \r\nL 300.064394 125.328448 \r\nL 302.622072 128.286203 \r\nL 305.17975 137.228771 \r\nL 307.737427 152.441556 \r\nL 310.295105 173.506284 \r\nL 312.852782 201.315571 \r\nL 315.41046 235.627045 \r\nL 317.968138 267.566016 \r\nL 320.525815 290.870961 \r\nL 323.083493 306.667931 \r\nL 325.641171 317.014771 \r\nL 328.198848 323.677451 \r\nL 330.756526 327.947064 \r\nL 333.314203 330.698705 \r\nL 335.871881 332.499493 \r\nL 338.429559 333.706575 \r\nL 340.987236 334.540865 \r\nL 343.544914 335.137749 \r\nL 346.102591 335.580065 \r\nL 348.660269 335.918818 \r\nL 351.217947 336.185842 \r\nL 353.775624 336.40143 \r\nL 356.333302 336.578873 \r\nL 358.89098 336.727153 \r\nL 361.448657 336.852549 \r\nL 364.006335 336.959594 \r\nL 366.564012 337.051661 \r\nL 369.12169 337.131332 \r\nL 371.679368 337.200625 \r\nL 374.237045 337.261155 \r\nL 376.794723 337.314244 \r\nL 379.3524 337.361004 \r\nL 381.910078 337.402426 \r\nL 384.467756 337.439471 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path d=\"M 64.885938 348.478125 \r\nL 64.885938 111.270852 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path d=\"M 399.685938 348.478125 \r\nL 399.685938 111.270852 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path d=\"M 64.885937 348.478125 \r\nL 399.685937 348.478125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_12\">\r\n    <path d=\"M 64.885937 111.270852 \r\nL 399.685937 111.270852 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"legend_2\">\r\n    <g id=\"patch_13\">\r\n     <path d=\"M 325.228125 148.627102 \r\nL 392.685938 148.627102 \r\nQ 394.685938 148.627102 394.685938 146.627102 \r\nL 394.685938 118.270852 \r\nQ 394.685938 116.270852 392.685938 116.270852 \r\nL 325.228125 116.270852 \r\nQ 323.228125 116.270852 323.228125 118.270852 \r\nL 323.228125 146.627102 \r\nQ 323.228125 148.627102 325.228125 148.627102 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"line2d_30\"/>\r\n    <g id=\"line2d_31\">\r\n     <g>\r\n      <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"337.228125\" xlink:href=\"#mf138234b5c\" y=\"124.36929\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_22\">\r\n     <!-- data -->\r\n     <g transform=\"translate(355.228125 127.86929)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"124.755859\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"163.964844\" xlink:href=\"#DejaVuSans-97\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_32\">\r\n     <path d=\"M 327.228125 139.047415 \r\nL 347.228125 139.047415 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_33\"/>\r\n    <g id=\"text_23\">\r\n     <!-- best-fit -->\r\n     <g transform=\"translate(355.228125 142.547415)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\nM 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-98\"/>\r\n       <path d=\"M 4.890625 31.390625 \r\nL 31.203125 31.390625 \r\nL 31.203125 23.390625 \r\nL 4.890625 23.390625 \r\nz\r\n\" id=\"DejaVuSans-45\"/>\r\n       <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-102\"/>\r\n      </defs>\r\n      <use xlink:href=\"#DejaVuSans-98\"/>\r\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"125\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"177.099609\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"216.308594\" xlink:href=\"#DejaVuSans-45\"/>\r\n      <use x=\"252.392578\" xlink:href=\"#DejaVuSans-102\"/>\r\n      <use x=\"287.597656\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"315.380859\" xlink:href=\"#DejaVuSans-116\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pbdba9fef0d\">\r\n   <rect height=\"59.301818\" width=\"334.8\" x=\"64.885938\" y=\"22.318125\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p2a95359769\">\r\n   <rect height=\"237.207273\" width=\"334.8\" x=\"64.885938\" y=\"111.270852\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fit_expt.ls_fit(add_params=params, show_fit=True)"
   ]
  },
  {
   "source": [
    "## Batch processing\n",
    "\n",
    "Although there is no built-in method for batch fitting single-shot CARS spectra, it is relatively easy to parallelize the fitting processes to speed up computation. The following is an example implementation with [`joblib`](https://joblib.readthedocs.io/en/latest/).\n",
    "\n",
    "First, define a function that wraps around the module `carspy.CarsFit` used above:"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from joblib import Parallel, delayed\n",
    "\n",
    "def single_fit(expt_spec, nu, modes, params):\n",
    "    fit_expt = CarsFit(expt_spec, nu_expt, fit_mode=modes, ref_fac=80)\n",
    "    fit_expt.preprocess()\n",
    "    fit_expt.ls_fit(add_params=params, show_fit=False)\n",
    "    # optionally save the single fits to a specific directory 'save_dir'\n",
    "    # fit_expt.save_fit(save_dir, \"%d\" % (frame,))"
   ]
  },
  {
   "source": [
    "Then, initiate parallel computation by assigning a larger than 1 integer value to *n_jobs* `joblib.Parallel` (check the number of available CPU cores first):"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n",
      "[Parallel(n_jobs=4)]: Done   2 out of   8 | elapsed:    9.9s remaining:   29.8s\n",
      "[Parallel(n_jobs=4)]: Done   3 out of   8 | elapsed:    9.9s remaining:   16.6s\n",
      "[Parallel(n_jobs=4)]: Done   4 out of   8 | elapsed:    9.9s remaining:    9.9s\n",
      "[Parallel(n_jobs=4)]: Done   5 out of   8 | elapsed:   18.1s remaining:   10.8s\n",
      "[Parallel(n_jobs=4)]: Done   6 out of   8 | elapsed:   18.1s remaining:    6.0s\n",
      "[Parallel(n_jobs=4)]: Done   8 out of   8 | elapsed:   18.2s remaining:    0.0s\n",
      "[Parallel(n_jobs=4)]: Done   8 out of   8 | elapsed:   18.2s finished\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[None, None, None, None, None, None, None, None]"
      ]
     },
     "metadata": {},
     "execution_count": 12
    }
   ],
   "source": [
    "Parallel(n_jobs=4, verbose=10)(delayed(single_fit)(\n",
    "         expt_spec, nu, modes, params) for _ in range(8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}