test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "from validation_scripts.mlso_utils import *\n",
    "from pathlib import Path\n",
    "os.chdir(\"Recipes\")\n",
    "import glob\n",
    "\n",
    "import glob\n",
    "import numpy as np\n",
    "import matplotlib.pylab as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c:\\ucomp-configuration\\Recipes\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[5.28000610e+02, 9.49500000e-01, 1.98770000e+02],\n",
       "       [5.28001280e+02, 9.40490000e-01, 1.96880000e+02],\n",
       "       [5.28001950e+02, 9.29430000e-01, 1.94570000e+02],\n",
       "       ...,\n",
       "       [1.08809595e+03, 9.97420000e-01, 6.41000000e+01],\n",
       "       [1.08809741e+03, 9.97720000e-01, 6.41200000e+01],\n",
       "       [1.08809875e+03, 9.97860000e-01, 6.41200000e+01]])"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(os.getcwd())\n",
    "def get_kitt_peak_atlas():\n",
    "    atlas = np.zeros([0,3])\n",
    "    for atlas_name in glob.glob(\"../resource/lm*\"):\n",
    "        atlas1 = np.loadtxt(atlas_name)\n",
    "        atlas = np.concatenate((atlas,atlas1),axis=0)\n",
    "    return atlas\n",
    "atlas = get_kitt_peak_atlas()\n",
    "atlas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [],
   "source": [
    "key= 1074\n",
    "temp = np.loadtxt(glob.glob(f\"../resource/{key}*.csv\")[0],delimiter=\",\",skiprows =10)\n",
    "temp[:,0] = temp[:,0]+.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1070 ../resource/1070*.csv ../resource\\tuning_calibration_1070.ini\n",
      "1074 ../resource/1074*.csv ../resource\\tuning_calibration_1074.7.ini\n",
      "1079 ../resource/1079*.csv ../resource\\tuning_calibration_1079.8.ini\n",
      "1083 ../resource/1083*.csv ../resource\\tuning_calibration_1083.0.ini\n",
      "530 ../resource/530*.csv ../resource\\tuning_calibration_530.3.ini\n",
      "637 ../resource/637*.csv ../resource\\tuning_calibration_637.4.ini\n",
      "656 ../resource/656*.csv ../resource\\tuning_calibration_656.3.ini\n",
      "670 ../resource/670*.csv ../resource\\tuning_calibration_670.2.ini\n",
      "691 ../resource/691*.csv ../resource\\tuning_calibration_691.8.ini\n",
      "706 ../resource/706*.csv ../resource\\tuning_calibration_706.2.ini\n",
      "761 ../resource/761*.csv ../resource\\tuning_calibration_761.2.ini\n",
      "789 ../resource/789*.csv ../resource\\tuning_calibration_789.4.ini\n",
      "802 ../resource/802*.csv ../resource\\tuning_calibration_802.4.ini\n",
      "991 ../resource/991*.csv ../resource\\tuning_calibration_991.3.ini\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1603d229a90>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(*createStages(filterConfig=tuning_configs[\"1074\"],wavelength=1074.7))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1074.0, 1075.0)"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(wave,np.interp(wave,tuning_configs[\"1074\"][\"prefilter\"][:,0],tuning_configs[\"1074\"][\"prefilter\"][:,1]),\".\")\n",
    "plt.plot(tuning_configs[\"1074\"][\"prefilter\"][:,0],tuning_configs[\"1074\"][\"prefilter\"][:,1]+1,\".\")\n",
    "plt.xlim(1074,1075)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16078384e10>]"
      ]
     },
     "execution_count": 352,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.sum(*convolve_filters(1074.7,config=tuning_configs[\"1074\"],cam=\"offband\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Wavelength [nm]')"
      ]
     },
     "execution_count": 350,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(*createStages(filterConfig=tuning_configs[\"1074\"],wavelength=1074.7))\n",
    "plt.plot(*createStages(filterConfig=tuning_configs[\"1074\"],wavelength=1074.7,cam=\"offband\"))\n",
    "#plt.xlim(1074.55,1074.85)\n",
    "plt.title(\"Ideal 1074.7 onband and continuum tunings\")\n",
    "plt.ylabel(\"% Transmission\")\n",
    "plt.xlabel(\"Wavelength [nm]\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(156.25000000697685)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wavelng = []\n",
    "convolve_sum_on = []\n",
    "tuning_waves,tuning_values = createStages(filterConfig=filterConfig1074,wavelength=1074.7,cam=\"onband\")\n",
    "profile_power = np.sum(tuning_values)\n",
    "for waveoff in range(-80,80):\n",
    "    tuning_waves,tuning_values = createStages(filterConfig=filterConfig1074,wavelength=1074.7+waveoff/20,cam=\"onband\")\n",
    "    convolved = []\n",
    "    \n",
    "    for i in range(len(tuning_waves)):\n",
    "        prefilter_value = filter1074[find_nearest(filter1074[:,0],tuning_waves[i]),1]\n",
    "        atlas_value =    atlas[find_nearest(atlas[:,0],tuning_waves[i]),1]\n",
    "        convolved.append(tuning_values[i]*prefilter_value*atlas_value)\n",
    "    wavelng.append(1074.7+waveoff/20)\n",
    "    convolve_sum_on.append(np.sum(convolved)/profile_power)\n",
    "plt.plot(wavelng,convolve_sum_on,label=\"Convolved onband\")\n",
    "plt.plot(wavelng,convolve_sum_off,label=\"Convolved onband\")\n",
    "plt.xlabel(\"Recipe commanded lyot tuning\")\n",
    "plt.title(\"Convolved, pre-filter and lyot filter tuning transmission profiles vs recipe tuning\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(1.4043619805963796)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(convolve_filters(1074.7,config=tuning_configs[\"1074\"],cam=\"onband\")[1])/np.sum(convolve_filters(1074.7,config=tuning_configs[\"1074\"],cam=\"offband\")[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(5105.187554863249)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(convolve_filters(1074.7,config=tuning_configs[\"1074\"],cam=\"offband\")[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1603f3a4050>]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(*convolve_filters(1074.7,config=tuning_configs[\"1074\"],cam=\"onband\"))\n",
    "plt.plot(*convolve_filters(1074.7,config=tuning_configs[\"1074\"],cam=\"offband\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 362,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n",
      "0.4547540195915311\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1608520bb10>]"
      ]
     },
     "execution_count": 362,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(*convolve_filters(1074.7,config=tuning_configs[\"1074\"],cam=\"onband\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 363,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def convolve_filters(wave,config,cam=\"onband\",cont=\"both\"):\n",
    "    tuning_wave,tuning_trans = createStages(filterConfig=config,wavelength=wave,cam=cam,cont=cont)#,offsets=[0,0,0,0,-np.pi/4])# [0,np.pi/9,-np.pi/16,-np.pi/4,0])\n",
    "    print(max(tuning_trans))\n",
    "    tuning_trans = tuning_trans*np.interp(tuning_wave,config[\"prefilter\"][:,0],config[\"prefilter\"][:,1])/100\n",
    "    print(max(tuning_trans))\n",
    "    #for i in range(len(tuning_wave)):\n",
    "        #tuning_trans[i] = tuning_trans[i]*config[\"prefilter\"][find_nearest(config[\"prefilter\"][:,0],tuning_wave[i]),1]\n",
    "    return tuning_wave,tuning_trans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 364,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9999784974374972\n",
      "0.01975279107826129\n",
      "0.5014635434209223\n",
      "0.20696730729943905\n",
      "0.9999784974374972\n",
      "0.01975279107826129\n",
      "0.5014635434209223\n",
      "0.20696730729943905\n",
      "0.9999782513965615\n",
      "0.019815108018008388\n",
      "0.5014635273920555\n",
      "0.20753582468713702\n",
      "0.9999782513965615\n",
      "0.019815108018008388\n",
      "0.5014635273920555\n",
      "0.20753582468713702\n",
      "0.9999944229560448\n",
      "0.019554118853803787\n",
      "0.5014622830117149\n",
      "0.20808540390078611\n",
      "0.9999944229560448\n",
      "0.019554118853803787\n",
      "0.5014622830117149\n",
      "0.20808540390078611\n",
      "0.9999999964480357\n",
      "0.018985971670380325\n",
      "0.5014556987514356\n",
      "0.20840388471551619\n",
      "0.9999999964480357\n",
      "0.018985971670380325\n",
      "0.5014556987514356\n",
      "0.20840388471551619\n",
      "0.9999949717308265\n",
      "0.018218839274716337\n",
      "0.5014620731705796\n",
      "0.2087055617514518\n",
      "0.9999949717308265\n",
      "0.018218839274716337\n",
      "0.5014620731705796\n",
      "0.2087055617514518\n",
      "0.9999793489321736\n",
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    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1608fda1f90>"
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     },
     "execution_count": 364,
     "metadata": {},
     "output_type": "execute_result"
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tuning_configs = {}\n",
    "for tuning_config in glob.glob(\"../resource/*ini\"):\n",
    "    key = Path(tuning_config).name.split(\"_\")[-1].split(\".\")[0]\n",
    "    tuning_configs[key] =  getFilterConfig(tuning_config)\n",
    "    if len(glob.glob(f\"../resource/{key}*.csv\")) == 1:\n",
    "        #print(key,f\"../resource/{key}*.csv\",tuning_config)\n",
    "        tuning_configs[key][\"prefilter\"] = np.loadtxt(glob.glob(f\"../resource/{key}*.csv\")[0],delimiter=\",\",skiprows =10)\n",
    "        tuning_configs[key][\"prefilter\"][:,0] = tuning_configs[key][\"prefilter\"][:,0] +.05\n",
    "        for tune_number in range(len(tuning_configs[key][\"prefilter\"][:,0])):\n",
    "            atlas_value =    atlas[find_nearest(atlas[:,0],tuning_configs[key][\"prefilter\"][tune_number,0]),1]\n",
    "            tuning_configs[key][\"prefilter\"][tune_number,1] = atlas_value*tuning_configs[key][\"prefilter\"][tune_number,1]\n",
    "        #tuning_configs[key][\"prefilter\"] = np.array([tuning_configs[key][\"prefilter\"][:,0],tune_values])\n",
    "        #print(tuning_configs[key][\"prefilter\"].shape)\n",
    "\n",
    "wave_list_ucomp = sorted([1073.8,\n",
    " 1073.9199999999998,\n",
    " 1074.04,\n",
    " 1074.1599999999999,\n",
    " 1074.28,\n",
    " 1074.3999999999999,\n",
    " 1074.52,\n",
    " 1074.6399999999999,\n",
    " 1074.76,\n",
    " 1074.82,\n",
    " 1074.84,\n",
    " 1074.84,\n",
    " 1074.84,\n",
    " 1074.8799999999999,\n",
    " 1074.8899999999999,\n",
    " 1074.8899999999999,\n",
    " 1074.8899999999999,\n",
    " 1074.9399999999998,\n",
    " 1074.94,\n",
    " 1074.94,\n",
    " 1074.94,\n",
    " 1075.0,\n",
    " 1075.0,\n",
    " 1075.0,\n",
    " 1075.0,\n",
    " 1075.06,\n",
    " 1075.06,\n",
    " 1075.06,\n",
    " 1075.11,\n",
    " 1075.11,\n",
    " 1075.11,\n",
    " 1075.12,\n",
    " 1075.1599999999999,\n",
    " 1075.1599999999999,\n",
    " 1075.1599999999999,\n",
    " 1075.24,\n",
    " 1075.36,\n",
    " 1075.48,\n",
    " 1075.6,\n",
    " 1075.72,\n",
    " 1075.84,\n",
    " 1075.96,\n",
    " 1076.08,\n",
    " 1076.2,\n",
    " 1076.4,\n",
    " 1076.6,\n",
    " 1076.8,\n",
    " 1077,\n",
    " 1077.2,\n",
    "\n",
    " \n",
    " 1075.5,1075.52,1075.54,1075.56,1075.58,1075.62,1075.64,1075.68,1075.46,1075.44])\n",
    "on = []\n",
    "off = []\n",
    "wave_list_ucomp = []\n",
    "wave_width = 4\n",
    "steps = 500\n",
    "for w in range(steps):\n",
    "    wave_list_ucomp.append(w/steps*wave_width -wave_width/2+ 1074.7)\n",
    "#print(wave_list_ucomp)\n",
    "#wave_list_ucomp = sorted([1074.54, 1074.59, 1074.64, 1074.7, 1074.76, 1074.81, 1074.86])\n",
    "for wave in wave_list_ucomp:\n",
    "    #wave = wave -.6\n",
    "    on.append(np.sum(convolve_filters(wave,config=tuning_configs[\"1074\"],cam=\"onband\")[1]))\n",
    "    off.append(np.sum(convolve_filters(wave,config=tuning_configs[\"1074\"],cam=\"offband\")[1]))\n",
    "    \n",
    "    plt.plot(*convolve_filters(wave,config=tuning_configs[\"1074\"],cam=\"onband\"),\".\")\n",
    "    plt.plot(*convolve_filters(wave,config=tuning_configs[\"1074\"],cam=\"offband\"),\".\")\n",
    "w,t = convolve_filters(1074.7,config=tuning_configs[\"1074\"],cam=\"onband\")\n",
    "plt.plot(w,np.interp(w,tuning_configs[\"1074\"]['prefilter'][:,0],tuning_configs[\"1074\"]['prefilter'][:,1]),\".-\")\n",
    "#plt.xlim(1073.5,1076.5)\n",
    "plt.figure()\n",
    "plt.plot(wave_list_ucomp,np.array(on),\".-\",label=\"on\")\n",
    "plt.plot(wave_list_ucomp,np.array(off),\".-\",label=\"off\")\n",
    "#plt.xlim(1073.5,1076.5)\n",
    "#plt.ylim(0,500)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 371,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x160c68011d0>"
      ]
     },
     "execution_count": 371,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(wave_list_ucomp,np.array(on),\".-\",label=\"on band\")\n",
    "plt.plot(wave_list_ucomp,np.array(off),\".-\",label=\"off band\")\n",
    "plt.xlim(1073,1077)\n",
    "plt.gca().yaxis.set_visible(False)\n",
    "plt.legend()\n",
    "#plt.ylim(0,500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.099999999999909"
      ]
     },
     "execution_count": 271,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Z5/f7lZaWFrI+ISFBHTp0CClT1zZqf8aZZs6cKY/H47y6desWTtMARBkm5AMQrrDmqTl9+rQGDBigp59+WpJ09dVXa9u2bVqwYIHGjh17QSrYUNOmTdOkSZOcnwOBAMEGiFENnW+GifYA1BZWT03nzp2VlZUVsqxPnz4qKyuTJGVkZEiSKioqQspUVFQ46zIyMnTw4MGQ9SdPntQXX3wRUqaubdT+jDO5XC653e6QF4DY09D5Zl7ZUqbBswp1zx83a/CsQr2ypSwCtQUQTcIKNYMHD1ZpaWnIsr///e/q0aOHJCkzM1MZGRlat26dsz4QCGjz5s3yer2SJK/Xq8rKShUXFztlCgsLdfr0aQ0cONAps3HjRp04ccIpU1BQoF69eoWMtAJgn4bMN8NEewDqElaoyc3N1bvvvqunn35an3zyiZYsWaI//OEPysnJkSTFxcVp4sSJ+q//+i+98cYb2rp1q+677z516dJFt99+u6RvenZuvvlmPfjgg3rvvff017/+VY888ojuuusudenSRZJ0zz33KDExUePGjdP27dv1yiuvaN68eSGXlwDYqb75ZpIT4517bJhoD0Bdwrqn5pprrtFrr72madOmacaMGcrMzNT//M//aPTo0U6ZKVOm6KuvvtJPf/pTVVZW6rrrrtOaNWvUpk0bp8yLL76oRx55RDfddJPi4+M1cuRI/eY3v3HWezwevfnmm8rJyVH//v3VqVMnTZ8+PWQuGwB2Cs438x+vbtMpY9QqLk63X91FP56/ybnHZurNvRUfp5Bgw0R7AOKMMeb8xWJPIBCQx+NRVVUV99cAMehA1THt/cfXSk6MdwJNUKu4OE25pZdmry51gs/TI67g4ZWABZpy/uYp3QCiUmdPkjp7krRp9z/qvNR05bdS9M6/D9Xef3ytSzslM/oJAKEGQHQL3mNT16WmYPABAImndAOIcjzTCUBD0VMDIOrdeU13DbkslUtNAM6JUAMgJnCpCcD5cPkJAABYgVADAACsQKgBAABWINQAAAArEGoAAIAVCDUAAMAKhBoAAGAFQg0AALACoQYAAFiBUAMAAKxAqAEAAFYg1AAAACsQagAAgBUINQAAwAqEGgAAYAVCDQAAsAKhBgAAWIFQAwAArECoAQAAViDUAAAAKxBqAACAFQg1AADACoQaAABgBUINAACwAqEGAABYgVADAACsQKgBAABWINQAAAArEGoAAIAVCDUAAMAKhBoAAGAFQg0AALACoQYAAFiBUAMAAKxAqAEAAFYg1AAAACsQagAAgBUINQAAwAqEGgAAYAVCDQAAsAKhBgAAWIFQAwAArECoAQAAViDUAAAAKxBqAACAFQg1AADACoQaAABgBUINAACwAqEGAABYgVADAACsEFao+eUvf6m4uLiQV+/evZ31x48fV05Ojjp27Kh27dpp5MiRqqioCNlGWVmZsrOzlZycrLS0NE2ePFknT54MKbN+/Xr169dPLpdLPXv2VF5eXuNbCAAAWoSwe2ouv/xyHThwwHm98847zrrc3FytWLFCy5Yt04YNG1ReXq4RI0Y460+dOqXs7GzV1NRo06ZNWrx4sfLy8jR9+nSnzJ49e5Sdna2hQ4eqpKREEydO1Pjx47V27domNhUAANgszhhjGlr4l7/8pZYvX66SkpKz1lVVVSk1NVVLlizRqFGjJEm7du1Snz59VFRUpEGDBmn16tW69dZbVV5ervT0dEnSggULNHXqVB06dEiJiYmaOnWq8vPztW3bNmfbd911lyorK7VmzZoGNywQCMjj8aiqqkput7vB7wMAAJHTlPN32D01H3/8sbp06aJvf/vbGj16tMrKyiRJxcXFOnHihIYNG+aU7d27t7p3766ioiJJUlFRkfr27esEGkny+XwKBALavn27U6b2NoJlgtuoT3V1tQKBQMgLAAC0HGGFmoEDByovL09r1qzRc889pz179uj666/XkSNH5Pf7lZiYqJSUlJD3pKeny+/3S5L8fn9IoAmuD647V5lAIKBjx47VW7eZM2fK4/E4r27duoXTNAAAEOMSwil8yy23OP++8sorNXDgQPXo0UNLly5VUlJSs1cuHNOmTdOkSZOcnwOBAMEGAIAWpElDulNSUnTZZZfpk08+UUZGhmpqalRZWRlSpqKiQhkZGZKkjIyMs0ZDBX8+Xxm3233O4ORyueR2u0NeAACg5WhSqDl69Kh2796tzp07q3///mrdurXWrVvnrC8tLVVZWZm8Xq8kyev1auvWrTp48KBTpqCgQG63W1lZWU6Z2tsIlgluAwAAoC5hhZp/+7d/04YNG7R3715t2rRJP/7xj9WqVSvdfffd8ng8GjdunCZNmqS3335bxcXF+slPfiKv16tBgwZJkoYPH66srCyNGTNGH374odauXavHH39cOTk5crlckqSHHnpIn376qaZMmaJdu3Zp/vz5Wrp0qXJzc5u/9QAAwBph3VOzf/9+3X333Tp8+LBSU1N13XXX6d1331Vqaqokae7cuYqPj9fIkSNVXV0tn8+n+fPnO+9v1aqVVq5cqQkTJsjr9apt27YaO3asZsyY4ZTJzMxUfn6+cnNzNW/ePHXt2lULFy6Uz+drpiYDAAAbhTVPTSxhnhoAAGLPRZ2nBgAAIBoRagAAgBUINQAAwAqEGgAAYAVCDQAAsAKhBgAAWIFQAwAArECoAQAAViDUAAAAKxBqAACAFQg1AADACoQaAABgBUINAACwAqEGAABYgVADAACsQKgBAABWINQAAAArEGoAAIAVCDUAAMAKhBoAAGAFQg0AALACoQYAAFiBUAMAAKxAqAEAAFYg1AAAACsQagAAgBUINQAAwAqEGgAAYAVCDQAAsAKhBgAAWIFQAwAArECoAQAAViDUAAAAKxBqAACAFQg1AADACoQaAABgBUINAACwAqEGAABYgVADAACsQKgBAABWINQAAAArEGoAAIAVCDUAAMAKhBoAAGAFQg0AALACoQYAAFiBUAMAAKxAqAEAAFYg1AAAACsQagAAgBUINQAAwAqEGgAAYAVCDQAAsAKhBgAAWIFQAwAArNCkUDNr1izFxcVp4sSJzrLjx48rJydHHTt2VLt27TRy5EhVVFSEvK+srEzZ2dlKTk5WWlqaJk+erJMnT4aUWb9+vfr16yeXy6WePXsqLy+vKVUFAACWa3So2bJli37/+9/ryiuvDFmem5urFStWaNmyZdqwYYPKy8s1YsQIZ/2pU6eUnZ2tmpoabdq0SYsXL1ZeXp6mT5/ulNmzZ4+ys7M1dOhQlZSUaOLEiRo/frzWrl3b2OoCAADbmUY4cuSI+e53v2sKCgrMD37wA/Ozn/3MGGNMZWWlad26tVm2bJlTdufOnUaSKSoqMsYYs2rVKhMfH2/8fr9T5rnnnjNut9tUV1cbY4yZMmWKufzyy0M+88477zQ+n6/BdayqqjKSTFVVVWOaCAAAIqAp5+9G9dTk5OQoOztbw4YNC1leXFysEydOhCzv3bu3unfvrqKiIklSUVGR+vbtq/T0dKeMz+dTIBDQ9u3bnTJnbtvn8znbqEt1dbUCgUDICwAAtBwJ4b7h5Zdf1t/+9jdt2bLlrHV+v1+JiYlKSUkJWZ6eni6/3++UqR1oguuD685VJhAI6NixY0pKSjrrs2fOnKn//M//DLc5AADAEmH11Ozbt08/+9nP9OKLL6pNmzYXqk6NMm3aNFVVVTmvffv2RbpKAADgIgor1BQXF+vgwYPq16+fEhISlJCQoA0bNug3v/mNEhISlJ6erpqaGlVWVoa8r6KiQhkZGZKkjIyMs0ZDBX8+Xxm3211nL40kuVwuud3ukBcAAGg5wgo1N910k7Zu3aqSkhLnNWDAAI0ePdr5d+vWrbVu3TrnPaWlpSorK5PX65Ukeb1ebd26VQcPHnTKFBQUyO12KysryylTexvBMsFtAAAAnCmse2rat2+vK664ImRZ27Zt1bFjR2f5uHHjNGnSJHXo0EFut1uPPvqovF6vBg0aJEkaPny4srKyNGbMGM2ePVt+v1+PP/64cnJy5HK5JEkPPfSQfvvb32rKlCl64IEHVFhYqKVLlyo/P7852gwAACwU9o3C5zN37lzFx8dr5MiRqq6uls/n0/z58531rVq10sqVKzVhwgR5vV61bdtWY8eO1YwZM5wymZmZys/PV25urubNm6euXbtq4cKF8vl8zV1dAABgiThjjIl0JS6EQCAgj8ejqqoq7q8BACBGNOX8zbOfAACAFQg1AADACoQaAABgBUINAACwAqEGAABYgVADAACsQKgBAABWINQAAAArEGoAAIAVCDUAAMAKhBoAAGAFQg0AALACoQYAAFiBUAMAAKxAqAEAAFYg1AAAACsQagAAgBUINQAAwAqEGgAAYAVCDQAAsAKhBgAAWIFQAwAArECoAQAAViDUAAAAKxBqAACAFQg1AADACoQaAABgBUINAACwAqEGAABYgVADAACsQKgBAABWINQAAAArEGoAAIAVCDUAAMAKhBoAAGAFQg0AALACoQYAAFiBUAMAAKxAqAEAAFYg1AAAACsQagAAgBUINQAAwAqEGgAAYAVCDQAAsAKhBgAAWIFQAwAArECoAQAAViDUAAAAKxBqAACAFQg1AADACoQaAABgBUINAACwAqEGAABYgVADAACsQKgBAABWCCvUPPfcc7ryyivldrvldrvl9Xq1evVqZ/3x48eVk5Ojjh07ql27dho5cqQqKipCtlFWVqbs7GwlJycrLS1NkydP1smTJ0PKrF+/Xv369ZPL5VLPnj2Vl5fX+BYCAIAWIaxQ07VrV82aNUvFxcV6//33deONN+pHP/qRtm/fLknKzc3VihUrtGzZMm3YsEHl5eUaMWKE8/5Tp04pOztbNTU12rRpkxYvXqy8vDxNnz7dKbNnzx5lZ2dr6NChKikp0cSJEzV+/HitXbu2mZoMAABsFGeMMU3ZQIcOHTRnzhyNGjVKqampWrJkiUaNGiVJ2rVrl/r06aOioiINGjRIq1ev1q233qry8nKlp6dLkhYsWKCpU6fq0KFDSkxM1NSpU5Wfn69t27Y5n3HXXXepsrJSa9asaXC9AoGAPB6Pqqqq5Ha7m9JEAABwkTTl/N3oe2pOnTqll19+WV999ZW8Xq+Ki4t14sQJDRs2zCnTu3dvde/eXUVFRZKkoqIi9e3b1wk0kuTz+RQIBJzenqKiopBtBMsEt1Gf6upqBQKBkBcAAGg5wg41W7duVbt27eRyufTQQw/ptddeU1ZWlvx+vxITE5WSkhJSPj09XX6/X5Lk9/tDAk1wfXDducoEAgEdO3as3nrNnDlTHo/HeXXr1i3cpgEAgBgWdqjp1auXSkpKtHnzZk2YMEFjx47Vjh07LkTdwjJt2jRVVVU5r3379kW6SgAA4CJKCPcNiYmJ6tmzpySpf//+2rJli+bNm6c777xTNTU1qqysDOmtqaioUEZGhiQpIyND7733Xsj2gqOjapc5c8RURUWF3G63kpKS6q2Xy+WSy+UKtzkAAMASTZ6n5vTp06qurlb//v3VunVrrVu3zllXWlqqsrIyeb1eSZLX69XWrVt18OBBp0xBQYHcbreysrKcMrW3ESwT3AYAAEBdwuqpmTZtmm655RZ1795dR44c0ZIlS7R+/XqtXbtWHo9H48aN06RJk9ShQwe53W49+uij8nq9GjRokCRp+PDhysrK0pgxYzR79mz5/X49/vjjysnJcXpZHnroIf32t7/VlClT9MADD6iwsFBLly5Vfn5+87ceAABYI6xQc/DgQd133306cOCAPB6PrrzySq1du1Y//OEPJUlz585VfHy8Ro4cqerqavl8Ps2fP995f6tWrbRy5UpNmDBBXq9Xbdu21dixYzVjxgynTGZmpvLz85Wbm6t58+apa9euWrhwoXw+XzM1GQAA2KjJ89REK+apAQAg9kRknhoAAIBoQqgBAABWINQAAAArEGoAAIAVCDUAAMAKhBoAAGAFQg0AALACoQYAAFiBUAMAAKxAqAEAAFYg1AAAACsQagAAgBUINQAAwAqEGgAAYAVCDQAAsAKhBgAAWIFQAwAArECoAQAAViDUAAAAKxBqAACAFQg1AADACoQaAABgBUINAACwAqEGAABYgVADAACsQKgBAABWINQAAAArEGoAAIAVCDUAAMAKhBoAAGAFQg0AALACoQYAAFiBUAMAAKxAqAEAAFYg1AAAACsQagAAgBUINQAAwAqEGgAAYAVCDQAAsAKhBgAAWIFQAwAArECoAQAAViDUAAAAKxBqAACAFQg1AADACoQaAABgBUINAACwAqEGAABYgVADAACsQKgBAABWINQAAAArEGoAAIAVCDUAAMAKhBoAAGAFQg0AALBCWKFm5syZuuaaa9S+fXulpaXp9ttvV2lpaUiZ48ePKycnRx07dlS7du00cuRIVVRUhJQpKytTdna2kpOTlZaWpsmTJ+vkyZMhZdavX69+/frJ5XKpZ8+eysvLa1wLAQBAixBWqNmwYYNycnL07rvvqqCgQCdOnNDw4cP11VdfOWVyc3O1YsUKLVu2TBs2bFB5eblGjBjhrD916pSys7NVU1OjTZs2afHixcrLy9P06dOdMnv27FF2draGDh2qkpISTZw4UePHj9fatWubockAAMBGccYY09g3Hzp0SGlpadqwYYOGDBmiqqoqpaamasmSJRo1apQkadeuXerTp4+Kioo0aNAgrV69WrfeeqvKy8uVnp4uSVqwYIGmTp2qQ4cOKTExUVOnTlV+fr62bdvmfNZdd92lyspKrVmzpkF1CwQC8ng8qqqqktvtbmwTAQDARdSU83eT7qmpqqqSJHXo0EGSVFxcrBMnTmjYsGFOmd69e6t79+4qKiqSJBUVFalv375OoJEkn8+nQCCg7du3O2VqbyNYJriNulRXVysQCIS8AABAy9HoUHP69GlNnDhRgwcP1hVXXCFJ8vv9SkxMVEpKSkjZ9PR0+f1+p0ztQBNcH1x3rjKBQEDHjh2rsz4zZ86Ux+NxXt26dWts0wAAQAxqdKjJycnRtm3b9PLLLzdnfRpt2rRpqqqqcl779u2LdJUAAMBFlNCYNz3yyCNauXKlNm7cqK5duzrLMzIyVFNTo8rKypDemoqKCmVkZDhl3nvvvZDtBUdH1S5z5oipiooKud1uJSUl1Vknl8sll8vVmOYAAAALhNVTY4zRI488otdee02FhYXKzMwMWd+/f3+1bt1a69atc5aVlpaqrKxMXq9XkuT1erV161YdPHjQKVNQUCC3262srCynTO1tBMsEtwEAAHCmsEY/Pfzww1qyZIlef/119erVy1nu8XicHpQJEyZo1apVysvLk9vt1qOPPipJ2rRpk6RvhnRfddVV6tKli2bPni2/368xY8Zo/PjxevrppyV9M6T7iiuuUE5Ojh544AEVFhbqscceU35+vnw+X4PqyugnAABiT1PO32GFmri4uDqXL1q0SPfff7+kbybf+/nPf66XXnpJ1dXV8vl8mj9/vnNpSZI+++wzTZgwQevXr1fbtm01duxYzZo1SwkJ/7watn79euXm5mrHjh3q2rWrnnjiCeczGoJQAwBA7LlooSaWEGoAAIg9EZunBgAAIFoQagAAgBUINQAAwAqEGgAAYAVCDQAAsAKhBgAAWIFQAwAArECoAQAAViDUAAAAKxBqAACAFQg1AADACoQaAABgBUINAACwAqEGAABYgVADAACskBDpClwoxhhJUiAQiHBNAABAQwXP28HzeDisDTWHDx+WJHXr1i3CNQEAAOE6cuSIPB5PWO+xNtR06NBBklRWVhb2LyXWBAIBdevWTfv27ZPb7Y50dS4o2mon2mon2mqnC91WY4yOHDmiLl26hP1ea0NNfPw3twt5PB7rv2BBbrebtlqIttqJttqJtjaPxnZGcKMwAACwAqEGAABYwdpQ43K59OSTT8rlckW6KhccbbUTbbUTbbUTbY0OcaYxY6YAAACijLU9NQAAoGUh1AAAACsQagAAgBUINQAAwAoXPdRs3LhR//Iv/6IuXbooLi5Oy5cvD1lvjNH06dPVuXNnJSUladiwYfr444+d9evXr1dcXFydry1btpz1eZ988onat2+vlJSU89atrm2+/PLLIWXWr1+vfv36yeVyqWfPnsrLy4u5tubl5dW73YMHD57zs/1+f8Taunfv3jrXv/vuu+dsb1lZmbKzs5WcnKy0tDRNnjxZJ0+eDCkTbfu1MW398MMPdffdd6tbt25KSkpSnz59NG/evLPaact+jcXjtTFtjdXjNbidZ555RpdddplcLpe+9a1v6amnnqq3rZL0xRdfaPTo0XK73UpJSdG4ceN09OjRkDIfffSRrr/+erVp00bdunXT7Nmz691etLZ17969GjdunDIzM5WUlKTvfOc7evLJJ1VTUxNSJpzvS7S2VZIuvfTSs7Y5a9askDLh7Nd6mYts1apV5he/+IV59dVXjSTz2muvhayfNWuW8Xg8Zvny5ebDDz80t912m8nMzDTHjh0zxhhTXV1tDhw4EPIaP368yczMNKdPnw7ZVk1NjRkwYIC55ZZbjMfjOW/dJJlFixaFbDv4ucYY8+mnn5rk5GQzadIks2PHDvPss8+aVq1amTVr1sRUW7/++uuztuvz+cwPfvADp8zbb79tJJnS0tKQcqdOnYpYW/fs2WMkmbfeeiukXE1NTb1tPXnypLniiivMsGHDzAcffGBWrVplOnXqZKZNm+aUicb92pi2/ulPfzKPPfaYWb9+vdm9e7f585//bJKSksyzzz7rlLFlvxoTm8drY9oaq8erMcY8+uijplevXub11183n376qXn//ffNm2++WW9bjTHm5ptvNt/73vfMu+++a/7v//7P9OzZ09x9993O+qqqKpOenm5Gjx5ttm3bZl566SWTlJRkfv/738dUW1evXm3uv/9+s3btWrN7927z+uuvm7S0NPPzn//cKRPu9yVa22qMMT169DAzZswI2fbRo0ed9eHu1/pc9FAT8uFn/NJPnz5tMjIyzJw5c5xllZWVxuVymZdeeqnObdTU1JjU1FQzY8aMs9ZNmTLF3HvvvWbRokUNDjVnfgnO3N7ll18esuzOO+80Pp8v7G1Huq21HTx40LRu3dq88MILzrLgH8kvv/wyrG0Zc+HaGjzAP/jggwbXZdWqVSY+Pt74/X5n2XPPPWfcbreprq42xkTnfm1MW+vy8MMPm6FDhzo/27Jf66rPmWzdr7FyvO7YscMkJCSYXbt2NbguO3bsMJLMli1bnGWrV682cXFx5vPPPzfGGDN//nxzySWXOMevMcZMnTrV9OrVK6baWpfZs2ebzMxM5+emfF+ira09evQwc+fOrXd9U/ZrbVF1T82ePXvk9/s1bNgwZ5nH49HAgQNVVFRU53veeOMNHT58WD/5yU9ClhcWFmrZsmX63e9+F1YdcnJy1KlTJ33/+9/X888/H/Lo86KiopC6SZLP56u3bucSDW0NeuGFF5ScnKxRo0adte6qq65S586d9cMf/lB//etfG7X95myrJN12221KS0vTddddpzfeeOOcn11UVKS+ffsqPT3dWebz+RQIBLR9+3anTDTuVym8ttalqqrKebhrbbG+X4Ni8XiVmrZfY+V4XbFihb797W9r5cqVyszM1KWXXqrx48friy++qPezi4qKlJKSogEDBjjLhg0bpvj4eG3evNkpM2TIECUmJjplfD6fSktL9eWXX8ZMW+tS3/Ha1L8DUnS0ddasWerYsaOuvvpqzZkzJ+Q2gObar1H1QMvg9d/aJ6Dgz/VdG/7Tn/4kn8+nrl27OssOHz6s+++/X3/5y1/CetjWjBkzdOONNyo5OVlvvvmmHn74YR09elSPPfaYU7+66hYIBHTs2DElJSU1+LMi3dYzt3vPPfeE1L9z585asGCBBgwYoOrqai1cuFA33HCDNm/erH79+oW1/eZqa7t27fSrX/1KgwcPVnx8vP73f/9Xt99+u5YvX67bbrut3s+u63Nr1ysa92tj2nqmTZs26ZVXXlF+fr6zzJb9KsXm8doc+zVWjtdPP/1Un332mZYtW6YXXnhBp06dUm5urkaNGqXCwsJ6PzstLS1kWUJCgjp06BByvGZmZp5Vt+C6Sy65JCbaeqZPPvlEzz77rJ555hlnWXN8X6KlrY899pj69eunDh06aNOmTZo2bZoOHDigX//61079mmO/RlWoCdf+/fu1du1aLV26NGT5gw8+qHvuuUdDhgwJa3tPPPGE8++rr75aX331lebMmeP8kYyk5m5rUFFRkXbu3Kk///nPIct79eqlXr16OT9fe+212r17t+bOnXtW2eZWX1s7deqkSZMmOT9fc801Ki8v15w5c8I+wKPFhWrrtm3b9KMf/UhPPvmkhg8f7iy3ab/G4vHa1P0aS8fr6dOnVV1drRdeeEGXXXaZpG9Okv3791dpaWlIfWPFhWrr559/rptvvll33HGHHnzwQWd5JP/mNXdba7fjyiuvVGJiov71X/9VM2fObNbHLUTV5aeMjAxJUkVFRcjyiooKZ11tixYtUseOHc/auYWFhXrmmWeUkJCghIQEjRs3TlVVVUpISNDzzz/f4PoMHDhQ+/fvV3V1tVO/uurmdrvD+l9fcFvB95+5vYvZ1oULF+qqq65S//79z1v2+9//vj755JPzljtTc7W1LgMHDjxnnerbZ7XrFY37tS7na2vQjh07dNNNN+mnP/2pHn/88fOWj8X9Wt97ov14ra/eDW1rLB2vnTt3VkJCgnPik6Q+ffpI+mZEYn2fHRzRFXTy5El98cUX5z1ea9e9oSLZ1qDy8nINHTpU1157rf7whz+ct86NOTak6GhrbQMHDtTJkye1d+9ep37NsV+jKtRkZmYqIyND69atc5YFAgFt3rxZXq83pKwxRosWLdJ9992n1q1bh6wrKipSSUmJ85oxY4bat2+vkpIS/fjHP25wfUpKSnTJJZc4KdLr9YbUTZIKCgrOqltDRENbjx49qqVLl2rcuHENqnNJSYk6d+7cwBb+U3O1tTF18nq92rp1a8gfyoKCArndbmVlZTllom2/1qUhv//t27dr6NChGjt27HmHWIaz3bpEuq11vSfaj9f66t2Qtsba8Tp48GCdPHlSu3fvdpb9/e9/lyT16NGjzs/2er2qrKxUcXGxs6ywsFCnT5/WwIEDnTIbN27UiRMnnDIFBQXq1atXWJeeIt1W6ZsemhtuuEH9+/fXokWLFB9//lNyLO7X+toRHx/vXG5stv0a1m3FzeDIkSPmgw8+MB988IGRZH7961+bDz74wHz22WfGmG+GnKWkpJjXX3/dfPTRR+ZHP/pRyJCzoLfeestIMjt37jzvZ9Y1IujVV18Nuav6jTfeMH/84x/N1q1bzccff2zmz59vkpOTzfTp050ywSGikydPNjt37jS/+93vzjlENFrbGrRw4ULTpk2bOkdMzJ071yxfvtx8/PHHZuvWreZnP/uZiY+PN2+99VbE2pqXl2eWLFlidu7caXbu3GmeeuopEx8fb55//vl62xoc0j18+HBTUlJi1qxZY1JTU+sc0h1N+7Uxbd26datJTU019957b8iwyYMHDzplbNmvsXq8NqatQbF2vJ46dcr069fPDBkyxPztb38z77//vhk4cKD54Q9/6JTZvHmz6dWrl9m/f7+z7OabbzZXX3212bx5s3nnnXfMd7/73ZAh3ZWVlSY9Pd2MGTPGbNu2zbz88ssmOTm53qG/0drW/fv3m549e5qbbrrJ7N+/P+SYDWrI9yUW2rpp0yYzd+5cU1JSYnbv3m3+8pe/mNTUVHPfffc57wl3v9bnooea4NDDM19jx441xnwz7OyJJ54w6enpxuVymZtuusmUlpaetZ27777bXHvttQ36zLpO9IsWLTK1M93q1avNVVddZdq1a2fatm1rvve975kFCxacNc/D22+/ba666iqTmJhovv3tb5tFixbFXFuDvF6vueeee+rczn//93+b73znO6ZNmzamQ4cO5oYbbjCFhYURbWteXp7p06ePSU5ONm6323z/+983y5YtO29b9+7da2655RaTlJRkOnXqZH7+85+bEydOnFX/aNqvjWnrk08+WWe9evTo4ZSxZb/G6vHa2O+wMbF3vBpjzOeff25GjBhh2rVrZ9LT0839999vDh8+fFY99uzZ4yw7fPiwufvuu027du2M2+02P/nJT8yRI0dCtvvhhx+a6667zrhcLvOtb33LzJo1K+baGtzPdb2CGvJ9iYW2FhcXm4EDBxqPx2PatGlj+vTpY55++mlz/PjxkO2Gs1/rE2dMrTGQAAAAMSqq7qkBAABoLEINAACwAqEGAABYgVADAACsQKgBAABWINQAAAArEGoAAIAVCDUAAMAKhBoAAGAFQg0AALACoQYAAFiBUAMAAKzw/wHwtTtaq5f3ggAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(wave_list_ucomp,np.array(on),\".\",label=\"on\")\n",
    "#plt.plot(wave_list_ucomp,np.array(off),\".\",label=\"off\")\n",
    "plt.xlim(1074.5,1076.6)\n",
    "1076.6-1074.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#1074.29 offband 1075.55  all models   1.259999999999991,\n",
    "##offband dip 1074.4  Onband dip 1075.6 all data   1.199999999999818)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.259999999999991, 1.199999999999818)"
      ]
     },
     "execution_count": 249,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1075.55-1074.29,1075.6-1074.4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 9.10860614e+02, -9.71761045e+05]),\n",
       " array([ 2.11565092e+03, -2.26863164e+06]))"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.polyfit(wave_list_ucomp,on,1),np.polyfit(wave_list_ucomp,off,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "ratio = []\n",
    "#wave_list_ucomp = sorted([1074.54, 1074.59, 1074.64, 1074.7, 1074.76, 1074.81, 1074.86])\n",
    "for wave in wave_list_ucomp:\n",
    "    ratio.append(np.sum(convolve_filters(wave,config=tuning_configs[\"1074\"],cam=\"onband\")[1])/np.sum(convolve_filters(wave,config=tuning_configs[\"1074\"],cam=\"offband\")[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1604abfdd10>]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.array(wave_list_ucomp),np.array(ratio),\".\",label=\"ucomp\")\n",
    "#plt.plot(wavelist,compratio,\".\",label=\"comp\")\n",
    "#plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x160469e0b90>]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(*convolve_filters(1074.74,config=tuning_configs[\"1070\"],cam=\"onband\"))\n",
    "plt.plot(*convolve_filters(1074.74+.585,config=tuning_configs[\"1070\"],cam=\"onband\"))\n",
    "plt.plot(*convolve_filters(1074.74-.585,config=tuning_configs[\"1070\"],cam=\"onband\"))\n",
    "\n",
    "plt.plot(*convolve_filters(1074.5,config=tuning_configs[\"1070\"],cam=\"onband\"))\n",
    "plt.plot(*convolve_filters(1074.5+.585,config=tuning_configs[\"1070\"],cam=\"onband\"))\n",
    "plt.plot(*convolve_filters(1074.5-.585,config=tuning_configs[\"1070\"],cam=\"onband\"))\n",
    "\n",
    "plt.plot(*convolve_filters(1074.62,config=tuning_configs[\"1070\"],cam=\"onband\"))\n",
    "plt.plot(*convolve_filters(1074.62+.585,config=tuning_configs[\"1070\"],cam=\"onband\"))\n",
    "plt.plot(*convolve_filters(1074.62-.585,config=tuning_configs[\"1070\"],cam=\"onband\"))\n",
    "\n",
    "plt.plot(tuning_configs[\"1070\"]['prefilter'][:,0],tuning_configs[\"1070\"]['prefilter'][:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "compratio = []\n",
    "comp_off = []\n",
    "comp_on = []\n",
    "#wavelist = sorted([1074.5,1074.62,1074.74])\n",
    "for wave in wave_list_ucomp:\n",
    "    comp_on.append(np.sum(convolve_filters(wave,config=tuning_configs[\"1070\"],cam=\"onband\")[1]))\n",
    "    off1 = np.sum(convolve_filters(wave-.585,config=tuning_configs[\"1070\"],cam=\"onband\")[1])\n",
    "    off2 = np.sum(convolve_filters(wave+.585,config=tuning_configs[\"1070\"],cam=\"onband\")[1])\n",
    "    #compratio.append(on/(off1/2+off2/2))\n",
    "    comp_off.append(off1/2+off2/2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16050740550>]"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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a53orVqyQv7+/vYWGhnozNAAAYBCvTiEVFxdr4MCBSkhIkCT169dPhw8f1po1azR16lRJ0vjx4+364eHh6tOnj7p27aqUlBSNGDGiGrvuaeHChZo3b56973a7CTEAADRQXq3ABAcHq1evXh5lPXv2VHZ2drmv6dKli9q3b6+MjAxJksvl0pkzZzzqXL16VefOnbOvm3G5XMrNzfWoU7pf3rU1DodDTqfTYwMAAA2TVwFmyJAhSk9P9yj75ptv1Llz53Jfc/LkSZ09e1bBwcGSpMjISOXl5SktLc2us2vXLhUXFysiIsKu8/nnn+vKlSt2naSkJHXv3v2GO54AAEDj41WAiY+P1549e5SQkKCMjAxt3LhRa9euVVxcnCTp4sWLmj9/vvbs2aNvv/1WycnJevDBB9WtWzdFR0dLKlmxGTVqlGbOnKkvv/xSX3zxhR5//HGNHz9eISEhkqSJEyfKz89PM2bM0JEjR/THP/5Rr732mscpIgAA0IhZXvroo4+s3r17Ww6Hw+rRo4e1du1a+9gPP/xgjRw50urQoYPVrFkzq3PnztbMmTOtnJwcjzbOnj1rTZgwwWrdurXldDqtadOmWRcuXPCoc+DAAWvo0KGWw+Gwbr31Vuv555/3qp/5+fmWJCs/P9/bIQIAgDpS0c9vH8uyrLoOUTXB7XbL399f+fn5XA8DAIAhKvr5zXchAQAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAN45mSbt/l3JzzrStM5+MwAAMM+f50gHNv6033eiNGZ1rXeDFRgAAFAxJ9M8w4tUsl8HKzEEGAAAUDHZqWWXn9hTu/0QAQYAAFRUp8iyy0MH1W4/RIABAAAV1XFAyTUv1+o7saS8lnkdYL777js9+uijateunVq0aKHw8HB99dVX9nHLsrR48WIFBwerRYsWioqK0rFjxzzaOHfunCZNmiSn06mAgADNmDFDFy9e9Khz8OBBDRs2TM2bN1doaKhefPHFSg4RAABUmzGrpdhdUnRCyc86uIBX8jLAnD9/XkOGDFGzZs20bds2ff3113r55ZfVtm1bu86LL76o3/zmN1qzZo327t2rVq1aKTo6WpcvX7brTJo0SUeOHFFSUpK2bNmizz//XLNmzbKPu91ujRw5Up07d1ZaWppWrlyppUuXau3atdUwZAAAUCUdB0iRcXWy8mKzvLBgwQJr6NCh5R4vLi62XC6XtXLlSrssLy/Pcjgc1jvvvGNZlmV9/fXXliRr3759dp1t27ZZPj4+1nfffWdZlmWtWrXKatu2rVVQUODxu7t3717hvubn51uSrPz8/Aq/BgAA1K2Kfn57tQKzefNmDRw4UA8//LACAwPVr18/vfHGG/bxrKws5eTkKCoqyi7z9/dXRESEUlNLrlxOTU1VQECABg4caNeJiopSkyZNtHfvXrvOPffcIz8/P7tOdHS00tPTdf78+TL7VlBQILfb7bEBAICGyasAc/z4ca1evVq33367duzYoTlz5uiJJ57Q22+/LUnKycmRJAUFBXm8LigoyD6Wk5OjwMBAj+NNmzbVLbfc4lGnrDau/R3XW7Fihfz9/e0tNDTUm6EBAACDeBVgiouL1b9/fyUkJKhfv36aNWuWZs6cqTVr1tRU/yps4cKFys/Pt7cTJ07UdZcAAEAN8SrABAcHq1evXh5lPXv2VHZ2tiTJ5XJJknJzcz3q5Obm2sdcLpfOnDnjcfzq1as6d+6cR52y2rj2d1zP4XDI6XR6bAAAoGHyKsAMGTJE6enpHmXffPONOnfuLEkKCwuTy+VScnKyfdztdmvv3r2KjCx5+E1kZKTy8vKUlvbTY4d37dql4uJiRURE2HU+//xzXblyxa6TlJSk7t27e9zxBAAAGievAkx8fLz27NmjhIQEZWRkaOPGjVq7dq3i4uIkST4+Ppo7d66effZZbd68WYcOHdKUKVMUEhKin//855JKVmxGjRqlmTNn6ssvv9QXX3yhxx9/XOPHj1dISIgkaeLEifLz89OMGTN05MgR/fGPf9Rrr72mefPmVe/oAQCAmby9vemjjz6yevfubTkcDqtHjx7W2rVrPY4XFxdbixYtsoKCgiyHw2GNGDHCSk9P96hz9uxZa8KECVbr1q0tp9NpTZs2zbpw4YJHnQMHDlhDhw61HA6Hdeutt1rPP/+8V/3kNmoAAMxT0c9vH8uyrLoOUTXB7XbL399f+fn5XA8DAIAhKvr5zXchAQAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAIDynEyTdv+u5CfqlaZ13QEAAOqlP8+RDmz8ab/vRGnM6rrrDzywAgMAwPVOpnmGF6lkn5WYeoMAAwDA9bJTyy4/sad2+4FyEWAAALhep8iyy0MH1W4/UC4CDAAA1+s4oOSal2v1nVhSjnqBi3gBACjLmNXSv8WWnDYKHUR4qWcIMAAAlKfjAIJLPcUpJAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAjd3JNGn370p+AoZoWtcdAADUoT/PkQ5s/Gm/70RpzOq66w9QQazAAEBjdTLNM7xIJfusxMAABBgAaKyyU8suP7GndvsBVAIBBgAaq06RZZeHDqrdfgCVQIABgMaq44CSa16u1XdiSTlQz3ERLwA0ZmNWS/8WW3LaKHQQ4QXGIMAAQGPXcQDBBcbhFBIAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAON4FWCWLl0qHx8fj61Hjx728eHDh99wfPbs2R5tZGdnKyYmRi1btlRgYKDmz5+vq1evetRJSUlR//795XA41K1bNyUmJlZ+hAAAoMHx+jbqO++8Uzt37vypgaaeTcycOVPLly+391u2bGn/u6ioSDExMXK5XNq9e7dOnz6tKVOmqFmzZkpISJAkZWVlKSYmRrNnz9aGDRuUnJys2NhYBQcHKzo62usBAgCAhsfrANO0aVO5XK5yj7ds2bLc45988om+/vpr7dy5U0FBQbrrrrv0zDPPaMGCBVq6dKn8/Py0Zs0ahYWF6eWXX5Yk9ezZU3/961/1yiuvEGAAAICkSlwDc+zYMYWEhKhLly6aNGmSsrOzPY5v2LBB7du3V+/evbVw4UL98MMP9rHU1FSFh4crKCjILouOjpbb7daRI0fsOlFRUR5tRkdHKzW1nC8d+/8KCgrkdrs9NgAA0DB5tQITERGhxMREde/eXadPn9ayZcs0bNgwHT58WG3atNHEiRPVuXNnhYSE6ODBg1qwYIHS09P1/vvvS5JycnI8woskez8nJ+emddxut3788Ue1aNGizL6tWLFCy5Yt82Y4AADAUF4FmNGjR9v/7tOnjyIiItS5c2dt2rRJM2bM0KxZs+zj4eHhCg4O1ogRI5SZmamuXbtWX6/LsHDhQs2bN8/ed7vdCg0NrdHfCQAA6kaVbqMOCAjQHXfcoYyMjDKPR0RESJJ93OVyKTc316NO6X7pdTPl1XE6neWuvkiSw+GQ0+n02AAAQMNUpQBz8eJFZWZmKjg4uMzj+/fvlyT7eGRkpA4dOqQzZ87YdZKSkuR0OtWrVy+7TnJyskc7SUlJioyMrEpXAQBAA+JVgHnyySf12Wef6dtvv9Xu3bs1ZswY+fr6asKECcrMzNQzzzyjtLQ0ffvtt9q8ebOmTJmie+65R3369JEkjRw5Ur169dLkyZN14MAB7dixQ08//bTi4uLkcDgkSbNnz9bx48f11FNP6ejRo1q1apU2bdqk+Pj46h89AAAwklfXwJw8eVITJkzQ2bNn1aFDBw0dOlR79uxRhw4ddPnyZe3cuVOvvvqqLl26pNDQUI0bN05PP/20/XpfX19t2bJFc+bMUWRkpFq1aqWpU6d6PDcmLCxMW7duVXx8vF577TV17NhRb775JrdQAwAAm49lWVZdd6ImuN1u+fv7Kz8/n+thAAAwREU/v/kuJAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAOY5mSbt/l3JTwCNkldfJQAAde7Pc6QDG3/a7ztRGrO67voDoE6wAgPAHCfTPMOLVLLPSgzQ6BBgAJgjO7Xs8hN7arcfAOocAQaAOTpFll0eOqh2+wGgzhFgAJij44CSa16u1XdiSTmARoWLeAGYZcxq6d9iS04bhQ4ivACNFAEGgHk6DiC4AI0cp5AAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAANe1kmrT7dyU/AQDVomlddwBo0P48Rzqw8af9vhOlMavrrj8A0ECwAgPUlJNpnuFFKtlnJQYAqowAA9SU7NSyy0/sqd1+AEADRIABakqnyLLLQwfVbj8AoAEiwAA1peOAkmtertV3Ykk5AKBKvAowS5culY+Pj8fWo0cP+/jly5cVFxendu3aqXXr1ho3bpxyc3M92sjOzlZMTIxatmypwMBAzZ8/X1evXvWok5KSov79+8vhcKhbt25KTEys/AiBujRmtRS7S4pOKPnJBbwAUC28vgvpzjvv1M6dO39qoOlPTcTHx2vr1q1677335O/vr8cff1xjx47VF198IUkqKipSTEyMXC6Xdu/erdOnT2vKlClq1qyZEhISJElZWVmKiYnR7NmztWHDBiUnJys2NlbBwcGKjo6u6niB2tdxAKsuAFDNfCzLsipaeenSpfrggw+0f//+G47l5+erQ4cO2rhxox566CFJ0tGjR9WzZ0+lpqZq0KBB2rZtm+6//36dOnVKQUFBkqQ1a9ZowYIF+v777+Xn56cFCxZo69atOnz4sN32+PHjlZeXp+3bt1d4YG63W/7+/srPz5fT6azw6wAAQN2p6Oe319fAHDt2TCEhIerSpYsmTZqk7OxsSVJaWpquXLmiqKgou26PHj3UqVMnpaaW3I2Rmpqq8PBwO7xIUnR0tNxut44cOWLXubaN0jqlbZSnoKBAbrfbYwMAAA2TVwEmIiJCiYmJ2r59u1avXq2srCwNGzZMFy5cUE5Ojvz8/BQQEODxmqCgIOXk5EiScnJyPMJL6fHSYzer43a79eOPP5bbtxUrVsjf39/eQkNDvRkaAAAwiFfXwIwePdr+d58+fRQREaHOnTtr06ZNatGiRbV3zhsLFy7UvHnz7H23202IAQCggarSbdQBAQG64447lJGRIZfLpcLCQuXl5XnUyc3NlcvlkiS5XK4b7koq3f9XdZxO501DksPhkNPp9NgAAEDDVKUAc/HiRWVmZio4OFgDBgxQs2bNlJycbB9PT09Xdna2IiNLHugVGRmpQ4cO6cyZM3adpKQkOZ1O9erVy65zbRuldUrbAAAA8CrAPPnkk/rss8/07bffavfu3RozZox8fX01YcIE+fv7a8aMGZo3b54+/fRTpaWladq0aYqMjNSgQSVPHh05cqR69eqlyZMn68CBA9qxY4eefvppxcXFyeFwSJJmz56t48eP66mnntLRo0e1atUqbdq0SfHx8dU/egAAYCSvroE5efKkJkyYoLNnz6pDhw4aOnSo9uzZow4dOkiSXnnlFTVp0kTjxo1TQUGBoqOjtWrVKvv1vr6+2rJli+bMmaPIyEi1atVKU6dO1fLly+06YWFh2rp1q+Lj4/Xaa6+pY8eOevPNN3kGDAAAsHn1HBiT8BwYAADMU2PPgQEAAKhrBBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgEH1OZkm7f5dyU8AAGqQV8+BAcr15znSgY0/7fedKI1ZXXf9AQA0aKzAoOpOpnmGF6lkn5UYAEANIcCg6rJTyy4/sad2+wEAaDQIMKi6TuV80WbooNrtBwCg0SDAoOo6Dii55uVafSeWlAMAUAO4iBfVY8xq6d9iS04bhQ4ivAAAahQBBtWn4wCCCwCgVnAKCQAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDDeOpkm7f5dyU8AAFAnmtZ1B4zy5znSgY0/7fedKI1ZXXf9AQCgkWIFpqJOpnmGF6lkn5UYAABqHQGmorJTyy4/sad2+wEAAAgwFdYpsuzy0EG12w8AAECAqbCOA0queblW34kl5QAAoFZxEa83xqyW/i225LRR6CDCCwAAdYQA462OAwguAADUMU4hAQAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4Dfa7kCzLkiS53e467gkAAKio0s/t0s/x8jTYAHPhwgVJUmhoaB33BAAAeOvChQvy9/cv97iP9a8ijqGKi4t16tQptWnTRj4+PnXdHbndboWGhurEiRNyOp113Z16hbkpG/NSPuambMxL+ZibstXHebEsSxcuXFBISIiaNCn/SpcGuwLTpEkTdezYsa67cQOn01lv/kjqG+ambMxL+ZibsjEv5WNuylbf5uVmKy+luIgXAAAYhwADAACMQ4CpJQ6HQ0uWLJHD4ajrrtQ7zE3ZmJfyMTdlY17Kx9yUzeR5abAX8QIAgIaLFRgAAGAcAgwAADAOAQYAABiHAAMAAIxDgKmC119/XbfddpuaN2+uiIgIffnll+XWTUxMlI+Pj8fWvHlzjzqPPfbYDXVGjRpV08Oodt7MiyTl5eUpLi5OwcHBcjgcuuOOO/Txxx9Xqc36qrrnZunSpTf8zfTo0aOmh1HtvJmX4cOH3zBmHx8fxcTE2HUsy9LixYsVHBysFi1aKCoqSseOHauNoVS76p6bxvo+8+qrr6p79+5q0aKFQkNDFR8fr8uXL1epzfqquuem3r7PWKiUd9991/Lz87Peeust68iRI9bMmTOtgIAAKzc3t8z669evt5xOp3X69Gl7y8nJ8agzdepUa9SoUR51zp07VxvDqTbezktBQYE1cOBA67777rP++te/WllZWVZKSoq1f//+SrdZX9XE3CxZssS68847Pf5mvv/++9oaUrXwdl7Onj3rMd7Dhw9bvr6+1vr16+06zz//vOXv72998MEH1oEDB6wHHnjACgsLs3788cdaGlX1qIm5aYzvMxs2bLAcDoe1YcMGKysry9qxY4cVHBxsxcfHV7rN+qom5qa+vs8QYCrp7rvvtuLi4uz9oqIiKyQkxFqxYkWZ9devX2/5+/vftM2pU6daDz74YDX2svZ5Oy+rV6+2unTpYhUWFlZbm/VVTczNkiVLrL59+1Z3V2tVVf/7vvLKK1abNm2sixcvWpZlWcXFxZbL5bJWrlxp18nLy7McDof1zjvvVG/na1h1z41lNc73mbi4OOvf//3fPcrmzZtnDRkypNJt1lc1MTf19X2GU0iVUFhYqLS0NEVFRdllTZo0UVRUlFJTU8t93cWLF9W5c2eFhobqwQcf1JEjR26ok5KSosDAQHXv3l1z5szR2bNna2QMNaEy87J582ZFRkYqLi5OQUFB6t27txISElRUVFTpNuujmpibUseOHVNISIi6dOmiSZMmKTs7u0bHUp2q47/vunXrNH78eLVq1UqSlJWVpZycHI82/f39FRER0eD/Zq53/dyUamzvM4MHD1ZaWpp9KuX48eP6+OOPdd9991W6zfqoJuamVH18n2mwX+ZYk/75z3+qqKhIQUFBHuVBQUE6evRoma/p3r273nrrLfXp00f5+fl66aWXNHjwYB05csT+0slRo0Zp7NixCgsLU2Zmpn79619r9OjRSk1Nla+vb42Pq6oqMy/Hjx/Xrl27NGnSJH388cfKyMjQL3/5S125ckVLliypVJv1UU3MjSRFREQoMTFR3bt31+nTp7Vs2TINGzZMhw8fVps2bWp8XFVV1f++X375pQ4fPqx169bZZTk5OXYb17dZeswENTE3UuN8n5k4caL++c9/aujQobIsS1evXtXs2bP161//utJt1kc1MTdS/X2fIcDUksjISEVGRtr7gwcPVs+ePfX73/9ezzzzjCRp/Pjx9vHw8HD16dNHXbt2VUpKikaMGFHrfa4NxcXFCgwM1Nq1a+Xr66sBAwbou+++08qVK+0P6caqInMzevRou36fPn0UERGhzp07a9OmTZoxY0Zddb3WrFu3TuHh4br77rvruiv1Tnlz0xjfZ1JSUpSQkKBVq1YpIiJCGRkZ+s///E8988wzWrRoUV13r05VZG7q6/sMAaYS2rdvL19fX+Xm5nqU5+bmyuVyVaiNZs2aqV+/fsrIyCi3TpcuXdS+fXtlZGQY8cZSmXkJDg5Ws2bNPP6fX8+ePZWTk6PCwsJqmev6oCbmxs/P74bXBAQE6I477rjp31V9UpX/vpcuXdK7776r5cuXe5SXvi43N1fBwcEebd51113V0/FaUBNzU5bG8D6zaNEiTZ48WbGxsZJKgtulS5c0a9Ys/fd//3ejfp/5V3PTpMmNV5rUl/cZroGpBD8/Pw0YMEDJycl2WXFxsZKTkz1WWW6mqKhIhw4d8niDvd7Jkyd19uzZm9apTyozL0OGDFFGRoaKi4vtsm+++UbBwcHy8/OrlrmuD2pibspy8eJFZWZmNui/mVLvvfeeCgoK9Oijj3qUh4WFyeVyebTpdru1d+/eBv83U6q8uSlLY3if+eGHH274IC79PwaWZTXq95l/NTdlqTfvM3V7DbG53n33XcvhcFiJiYnW119/bc2aNcsKCAiwb42ePHmy9V//9V92/WXLllk7duywMjMzrbS0NGv8+PFW8+bNrSNHjliWZVkXLlywnnzySSs1NdXKysqydu7cafXv39+6/fbbrcuXL9fJGCvD23nJzs622rRpYz3++ONWenq6tWXLFiswMNB69tlnK9ymKWpibn71q19ZKSkpVlZWlvXFF19YUVFRVvv27a0zZ87U+vgqy9t5KTV06FDrkUceKbPN559/3goICLA+/PBD6+DBg9aDDz5o7G3U1Tk3jfV9ZsmSJVabNm2sd955xzp+/Lj1ySefWF27drV+8YtfVLhNU9TE3NTX9xkCTBX89re/tTp16mT5+flZd999t7Vnzx772M9+9jNr6tSp9v7cuXPtukFBQdZ9991n/e1vf7OP//DDD9bIkSOtDh06WM2aNbM6d+5szZw507j/8ViWd/NiWZa1e/duKyIiwnI4HFaXLl2s5557zrp69WqF2zRJdc/NI488YgUHB1t+fn7Wrbfeaj3yyCNWRkZGbQ2n2ng7L0ePHrUkWZ988kmZ7RUXF1uLFi2ygoKCLIfDYY0YMcJKT0+vySHUmOqcm8b6PnPlyhVr6dKlVteuXa3mzZtboaGh1i9/+Uvr/PnzFW7TJNU9N/X1fcbHsspZIwIAAKinuAYGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAAIZ57rnnNHjwYLVs2VIBAQEVeo1lWVq8eLGCg4PVokULRUVF6dixY/bxlJQU+fj4lLnt27fvhvYyMjLUpk2bCv/+az3wwAPq1KmTmjdvruDgYE2ePFmnTp3yqg0CDAAA9dDw4cOVmJhY5rHCwkI9/PDDmjNnToXbe/HFF/Wb3/xGa9as0d69e9WqVStFR0fr8uXLkqTBgwfr9OnTHltsbKzCwsI0cOBAj7auXLmiCRMmaNiwYZUa27333qtNmzYpPT1df/rTn5SZmamHHnrIu0bq+EnAAACgDD/72c+s9evX37TO+vXrLX9//3/ZVnFxseVyuayVK1faZXl5eZbD4bDeeeedMl9TWFhodejQwVq+fPkNx5566inr0UcfLff3v/HGG1aPHj0sh8Nhde/e3Xr99ddv2r8PP/zQ8vHxsQoLC//lWEqxAgMAQAOXlZWlnJwcRUVF2WX+/v6KiIhQampqma/ZvHmzzp49q2nTpnmU79q1S++9955ef/31Ml+3YcMGLV68WM8995z+/ve/KyEhQYsWLdLbb79dZv1z585pw4YNGjx4sJo1a1bhMRFgAABo4HJyciRJQUFBHuVBQUH2seutW7dO0dHR6tixo1129uxZPfbYY0pMTJTT6SzzdUuWLNHLL7+ssWPHKiwsTGPHjlV8fLx+//vfe9RbsGCBWrVqpXbt2ik7O1sffvihV2MiwAAAUA8kJCSodevW9vaXv/xFs2fP9ijLzs6ulb6cPHlSO3bs0IwZMzzKZ86cqYkTJ+qee+4p83WXLl1SZmamZsyY4dHvZ599VpmZmR5158+fr//7v//TJ598Il9fX02ZMkWWF98v3dT7YQEAgOo2e/Zs/eIXv7D3J02apHHjxmns2LF2WUhISKXadrlckqTc3FwFBwfb5bm5ubrrrrtuqL9+/Xq1a9dODzzwgEf5rl27tHnzZr300kuSSu5sKi4uVtOmTbV27VrFxMRIkt544w1FRER4vNbX19djv3379mrfvr3uuOMO9ezZU6GhodqzZ48iIyMrNCYCDAAA9cAtt9yiW265xd5v0aKFAgMD1a1btyq3HRYWJpfLpeTkZDuwuN1u7d2794Y7mSzL0vr16zVlypQbrklJTU1VUVGRvf/hhx/qhRde0O7du3Xrrbeqbdu2CgkJ0fHjxzVp0qQK96+4uFiSVFBQUOHXEGAAADBMdna2zp07p+zsbBUVFWn//v2SpG7duql169aSpB49emjFihUaM2aMfHx8NHfuXD377LO6/fbbFRYWpkWLFikkJEQ///nPPdretWuXsrKyFBsbe8Pv7dmzp8f+V199pSZNmqh379522bJly/TEE0/I399fo0aNUkFBgb766iudP39e8+bN0969e7Vv3z4NHTpUbdu2VWZmphYtWqSuXbtWePVFIsAAAGCcxYsXe9zV069fP0nSp59+quHDh0uS0tPTlZ+fb9d56qmndOnSJc2aNUt5eXkaOnSotm/frubNm3u0vW7dOg0ePFg9evSoVN9iY2PVsmVLrVy5UvPnz1erVq0UHh6uuXPnSpJatmyp999/X0uWLNGlS5cUHBysUaNG6emnn5bD4ajw7/GxvLliBgAAoB7gLiQAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjPP/AJwatm8xBBGXAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.plot(wave_list_ucomp,comp_on,\".\")\n",
    "plt.plot(wave_list_ucomp,comp_off,\".\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16045fefd90>]"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(wavelist,compratio,\".\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1604aac4690>]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = [\"b\",\"g\",\"r\",\"y\",\"c\",\"m\",\"k\"]\n",
    "for i, wave in enumerate(wavelist):\n",
    "    plt.plot(*convolve_filters(wave,config=tuning_configs[\"1070\"],cam=\"onband\"),color=colors[i])\n",
    "    \n",
    "    tuning_waves,tuning_trans=convolve_filters(wave + .585,config=tuning_configs[\"1070\"],cam=\"onband\")\n",
    "    #plt.plot(tuning_waves,tuning_trans/2)\n",
    "    tuning_waves2,tuning_trans2=convolve_filters(wave - .585,config=tuning_configs[\"1070\"],cam=\"onband\")\n",
    "    plt.plot(tuning_waves,(tuning_trans+tuning_trans2)/2,color=colors[i])\n",
    "\n",
    "\n",
    "plt.plot(tuning_configs[\"1070\"]['prefilter'][:,0],tuning_configs[\"1070\"]['prefilter'][:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1074.03, 1074.38, 1074.5, 1074.62, 1074.74, 1074.86, 1075.21]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wavelist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1608fd01bd0>"
      ]
     },
     "execution_count": 325,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "on = []\n",
    "off = []\n",
    "wave_list_ucomp = []\n",
    "wave_width = 2.5\n",
    "steps = 100\n",
    "for w in range(steps):\n",
    "    wave_list_ucomp.append(w/steps*wave_width -wave_width/2+ 1079.8)\n",
    "#print(wave_list_ucomp)\n",
    "#    wave =\n",
    "#wave_list_ucomp = sorted([1074.54, 1074.59, 1074.64, 1074.7, 1074.76, 1074.81, 1074.86])\n",
    "for wave in wave_list_ucomp:\n",
    "    #wave = wave -.6\n",
    "    on.append(np.sum(convolve_filters(wave,config=tuning_configs[\"1079\"],cam=\"onband\")[1]))\n",
    "    off.append(np.sum(convolve_filters(wave,config=tuning_configs[\"1079\"],cam=\"offband\")[1]))\n",
    "    \n",
    "    plt.plot(*convolve_filters(wave,config=tuning_configs[\"1079\"],cam=\"onband\"),\".\")\n",
    "    plt.plot(*convolve_filters(wave,config=tuning_configs[\"1079\"],cam=\"offband\"),\".\")\n",
    "w,t = convolve_filters(1074.7,config=tuning_configs[\"1079\"],cam=\"onband\")\n",
    "plt.plot(w,np.interp(w,tuning_configs[\"1079\"]['prefilter'][:,0],tuning_configs[\"1079\"]['prefilter'][:,1]),\".\")\n",
    "#plt.xlim(1073.5,1076.5)\n",
    "plt.figure()\n",
    "plt.plot(wave_list_ucomp,np.array(on),\".\",label=\"on\")\n",
    "plt.plot(wave_list_ucomp,np.array(off),\".\",label=\"off\")\n",
    "#plt.xlim(1073.5,1076.5)\n",
    "#plt.ylim(0,500)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {},
   "outputs": [],
   "source": [
    "tune_region = \"706\"\n",
    "center = 1074.7\n",
    "def plot_prefitler(tune_region=\"1074\",center=1074.7,wave_width=2.5):\n",
    "    on = []\n",
    "    off = []\n",
    "    wave_list_ucomp = []\n",
    "    #wave_width = 2.5\n",
    "    steps = 100\n",
    "    for w in range(steps):\n",
    "        wave_list_ucomp.append(w/steps*wave_width -wave_width/2+ center)\n",
    "    #print(wave_list_ucomp)\n",
    "    #    wave =\n",
    "    #wave_list_ucomp = sorted([1074.54, 1074.59, 1074.64, 1074.7, 1074.76, 1074.81, 1074.86])\n",
    "    for wave in wave_list_ucomp:\n",
    "        #wave = wave -.6\n",
    "        on.append(np.sum(convolve_filters(wave,config=tuning_configs[tune_region],cam=\"onband\")[1]))\n",
    "        off.append(np.sum(convolve_filters(wave,config=tuning_configs[tune_region],cam=\"offband\")[1]))\n",
    "        \n",
    "       # plt.plot(*convolve_filters(wave,config=tuning_configs[tune_region],cam=\"onband\"),\".\")\n",
    "       # plt.plot(*convolve_filters(wave,config=tuning_configs[tune_region],cam=\"offband\"),\".\")\n",
    "    #w,t = convolve_filters(1074.7,config=tuning_configs[tune_region],cam=\"onband\")\n",
    "    #plt.plot(w,np.interp(w,tuning_configs[tune_region]['prefilter'][:,0],tuning_configs[tune_region]['prefilter'][:,1]),\".\")\n",
    "    #plt.xlim(1073.5,1076.5)\n",
    "    plt.figure()\n",
    "    plt.plot(wave_list_ucomp,np.array(on),\".\",label=\"on\")\n",
    "    plt.plot(wave_list_ucomp,np.array(off),\".\",label=\"off\")\n",
    "    plt.title(tune_region)\n",
    "    #plt.xlim(1073.5,1076.5)\n",
    "    #plt.ylim(0,500)\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 347,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7v/8DAMyfPx/Z2dnYtGkTNBoNHnzwQUyaNAl79uwBADQ2NiItLQ1xcXHIz89HZWUl7r77bgQFBWHZsmUAgPLycqSlpWHWrFl47733kJubi/vuuw/x8fFITU111nET+Q3TXhJrPSDtnctiz528q2qqyBWcmzg4QZrsa+twibPOkTfy5WPzC5rLgZtXAZ/Na+55UQUCN7/iFRN5PcGuAKZLly5mv69YsQI9e/bE9ddfD71ej7Vr12LDhg244YYbAADr1q1D3759sXfvXowcORL/+c9/8O2332LHjh2IjY3FoEGD8Oyzz2LhwoVYunQpgoODsWbNGiQnJ+PFF18EAPTt2xe7d+/Gyy+/zACGyE5y8x2cUVXWnhRduWGmtoarHGUaHFlmKrVWkM9yH72x8q4z+PKx+Y0hdwM9b2weNorq4fLgpWfPnggODsaePXvQrVs3AEBDQwOKioowb948l752WxyeA1NfX493330XmZmZUKlUKC4uRkNDA1JSUqQ2ffr0QVJSEgoKCjBy5EgUFBRgwIABiI2NldqkpqZi9uzZOHLkCAYPHoyCggKz5zC2aetE1dXVoa6uTvrdYDA4emhEimb8Mg4PDpTtJdm9aCx2Lxrbrh4QW+/kPTFh1BgcWZsTs273UammTYAKuG3w5fj46+Mt9tEbK+86gy8fm9/QXO62Xpfw8HDMnj0bCxYsQFRUFJKSkrBy5UqcP38eM2fOdMs+WONwALN582ZUV1fjnnvuAQDodDoEBwcjMjLSrF1sbCx0Op3UxjR4MT5ufKy1NgaDAbW1tS1mMhstX74cTz/9tKOHQ6RIra0hZFlfBbjUS9LeirKt3cm3FUC5a8KoXJAlV5DvwwPHpcftmdSsZJbH5s+1c6htK1asQFNTE6ZNm4azZ89i2LBh2L59Ozp16uTR/XI4gFm7di0mTJiAhIQEZ+6PwxYvXozMzEzpd4PBgMTERA/uEZFrtbWGkFx9BGfOd5C7k7c1gHLHl6RckCVXkM+Sv1WrZVo1taVDhw549dVX8eqrr8o+Xl1dbdM2Z3MogPnf//6HHTt24KOPPpK2xcXFob6+HtXV1Wa9MFVVVVIaVVxcHPbt22f2XMYsJdM2lplLVVVVUKvVVntfACAkJAQhISGOHA6R4lhdQ0imbYBJRV1nz3doLUXX1QGULSyDLAB4e3d5q0sn+NOkVqZVk5I5VIl33bp1iImJQVpamrRt6NChCAoKQm5urrSttLQUFRUV0Gq1AACtVovDhw/j5MmTUpucnByo1Wr069dPamP6HMY2xucg8mfGCqrF//vVpgUPA1UqfDzn2hYVbV3B2ppKllV23f3FaJr6LZfGnT7kcpekdSsB06pJyezugWlqasK6deswffp0XHbZpT/XaDSYOXMmMjMzERUVBbVajYceegharRYjR44EAIwbNw79+vXDtGnTsHLlSuh0Ovz5z39GRkaG1Hsya9YsvPbaa3jssccwY8YM5OXl4YMPPkB2draTDplImRxdQ+jqRPeMU1ub2PvRHC3O1zd5zYRRuaGvR1N7++WkVqZVk5LZHcDs2LEDFRUVmDFjRovHXn75ZQQEBCA9PR11dXVITU3F6tWrpccDAwOxZcsWzJ49G1qtFuHh4Zg+fTqeeeYZqU1ycjKys7Mxf/58rFq1Cl27dsXbb7/NFGrya3LDMyq0HB4yXfDQ3V/G1ib2uiuAsoflJFZfnrDbGqZVk5JxLSQiBXD2GkKu1NaaSuR9+G/mWsZ1f7p3797qXE5/Ultbi6NHj3ItJCJf5+w1hFzJX3szlEzu34yp1c4TFBQEADh//jwDmN+cP988z8p4bhzBAIZIAdjVT+7E1GrnCgwMRGRkpJTAEhYWBpXljHs/IYTA+fPncfLkSURGRiIwMNDh5+IQEpGCsKufXK1SX4tRK/Ja9PbtXjSW77l2EEJAp9O5pT6KEkRGRiIuLk42kOMQEpHCuXMNISIje9a5ItupVCrEx8cjJiYGDQ0Nnt4djwoKCmpXz4sRAxgiL8QufPIUpla7VmBgoFO+vMnBQnZE5DrWqqNW6ms9u2PkF+SK/XG+FXkj9sAQeRl24ZOnyRX7Y1YSeRsGMERehl345A1M51txSJO8EYeQiLwMu/DJm3BIk7wVe2CIvJBcFz6RJ3BIk7wVAxgiL8WUafIGHNIkb8UhJCIvUamvRX7ZaXbNk1fhkCZ5K/bAEHkBTpIkb8YhTfJG7IEh8jBOkiQliNeEQtszmsELeQ0GMEQe1tokSSJvxmFP8iQOIRF5GCdJkhJx2JM8jT0wRB7GSZKkNBz2JG/AHhgiL8BJkqQkrA1D3oABDJGXYN0XUgoOe5I34BASERHZhcOe5A3YA0PkAVzZl5SOw57kaQxgiNyM2RvkKzjsSZ7EISQiN2L2BhGRczCAIXIjFq0jInIOBjBEbmTM3jDF7A0iIvsxgCFyI2ZvEBE5ByfxErkZszfIVzG7jtyJAQyRBzB7g3wNs+vI3TiERERE7cLsOvIEBjBERNQuzK4jT2AAQ0RE7cLsOvIEBjBERNQuzK4jT+AkXiI3YHYG+Tpm15G7MYAhcjFmZ5C/YHYduROHkIhciNkZRESuYXcAc/z4cdx1112Ijo5GaGgoBgwYgP3790uPCyGwZMkSxMfHIzQ0FCkpKfjxxx/NnuPMmTOYOnUq1Go1IiMjMXPmTJw7d86szaFDh3DdddehQ4cOSExMxMqVKx08RCLPYXYGEZFr2BXA/Prrrxg1ahSCgoKwdetWfPvtt3jxxRfRqVMnqc3KlSvx6quvYs2aNSgsLER4eDhSU1Nx4cIFqc3UqVNx5MgR5OTkYMuWLdi1axceeOAB6XGDwYBx48ahW7duKC4uxgsvvIClS5fizTffdMIhE7kPszOIiFxDJYQQbTdrtmjRIuzZswdfffWV7ONCCCQkJOCRRx7Bo48+CgDQ6/WIjY1FVlYWpkyZgu+++w79+vVDUVERhg0bBgDYtm0bfv/73+Pnn39GQkICXn/9dTzxxBPQ6XQIDg6WXnvz5s34/vvvZV+7rq4OdXV10u8GgwGJiYnQ6/VQq9W2HiKR020sqsDjH5WgUQgpO4NzYIiI5BkMBmg0mja/v+3qgfn0008xbNgw/N///R9iYmIwePBgvPXWW9Lj5eXl0Ol0SElJkbZpNBqMGDECBQUFAICCggJERkZKwQsApKSkICAgAIWFhVKbMWPGSMELAKSmpqK0tBS//vqr7L4tX74cGo1G+klMTLTn0IhcZvLwJOxeNBb/un8kdi8ay+CFiMgJ7Apg/vvf/+L111/HFVdcge3bt2P27NmYO3cu1q9fDwDQ6XQAgNjYWLO/i42NlR7T6XSIiYkxe/yyyy5DVFSUWRu55zB9DUuLFy+GXq+Xfo4dO2bPoRG5VLwmFNqe0czQIL9Tqa9FftlpTlwnp7MrjbqpqQnDhg3DsmXLAACDBw9GSUkJ1qxZg+nTp7tkB20VEhKCkJAQj+4DERFdwhIC5Ep29cDEx8ejX79+Ztv69u2LiooKAEBcXBwAoKqqyqxNVVWV9FhcXBxOnjxp9vjFixdx5swZszZyz2H6GkRE5L1YQoBcza4AZtSoUSgtLTXb9sMPP6Bbt24AgOTkZMTFxSE3N1d63GAwoLCwEFqtFgCg1WpRXV2N4uJiqU1eXh6ampowYsQIqc2uXbvQ0NAgtcnJyUHv3r3NMp6IiMg7sYQAuZpdAcz8+fOxd+9eLFu2DD/99BM2bNiAN998ExkZGQAAlUqFefPm4S9/+Qs+/fRTHD58GHfffTcSEhIwceJEAM09NuPHj8f999+Pffv2Yc+ePXjwwQcxZcoUJCQkAADuvPNOBAcHY+bMmThy5Ag2btyIVatWITMz07lHT0RELsESAuRywk6fffaZ6N+/vwgJCRF9+vQRb775ptnjTU1N4sknnxSxsbEiJCRE3HjjjaK0tNSszS+//CLuuOMOERERIdRqtbj33nvF2bNnzdp88803YvTo0SIkJERcfvnlYsWKFXbtp16vFwCEXq+39xCJiMgJ3t/3P9FjUbbotnCL6LEoW7y/73+e3iVSAFu/v+2qA6MktuaRExGR61Tqa7nAI9nF1u9vLuZI5GRceZroEi7wSK7CAIbIiZg2SkTkHlyNmshJmDZKROQ+DGCInIRpo0RtY2VechYOIRE5iTFt1DSIYdoo0SUcYiVnYg8MkZPEa0KxfNIABKqai18YV57mBEYiDrGS87EHhsiJJg9PwpgruzBtlMhCa0Os/JyQIxjAEDkZ00aJWuIQKzkbh5CIiMjlOMRKzsYeGCIicgsOsZIzMYAhIiK34RArOQuHkIiIiEhxGMAQERGR4jCAISIiIsVhAENERB7F5QXIEZzES0REHsPlBchR7IEhIiKP4PIC1B4MYIjagV3fRI7jCu7UHhxCInIQu76J2ofLC1B7sAeGyAHs+iZqPy4vQO3BHhgiB3BlXSLn4PIC5CgGMEQOYNc3kfNweQFyBIeQiBzArm8iIs9iDwyRg9j1TUTkOQxgiNqBXd9ERJ7BISQiIiJSHAYwREREpDgMYIiIiEhxGMAQERGR4jCAISIiIsVhAENERESKwwCGiIiIFIcBDBEReZ1KfS3yy05zgVSyioXsiIjIq2wsqpBWew9QAcsnDcDk4Ume3i3yMnb1wCxduhQqlcrsp0+fPtLjFy5cQEZGBqKjoxEREYH09HRUVVWZPUdFRQXS0tIQFhaGmJgYLFiwABcvXjRrs3PnTgwZMgQhISHo1asXsrKyHD9CIiJSjEp9rRS8AM0Lpj7+UQl7YqgFu4eQrrrqKlRWVko/u3fvlh6bP38+PvvsM2zatAlffvklTpw4gUmTJkmPNzY2Ii0tDfX19cjPz8f69euRlZWFJUuWSG3Ky8uRlpaGsWPH4uDBg5g3bx7uu+8+bN++vZ2HSkRkB/1xoHxX83/JbcpP15it8g4AjULg6Onzntkh8lp2DyFddtlliIuLa7Fdr9dj7dq12LBhA2644QYAwLp169C3b1/s3bsXI0eOxH/+8x98++232LFjB2JjYzFo0CA8++yzWLhwIZYuXYrg4GCsWbMGycnJePHFFwEAffv2xe7du/Hyyy8jNTW1nYdL1D6V+lqUn65BcudwroHkyw68A3z2MCCaAFUAcPMqoOeNwJkyIKonoLnc03vos5I7hyNABbMgJlClQvfOYZ7bKfJKdvfA/Pjjj0hISECPHj0wdepUVFRUAACKi4vR0NCAlJQUqW2fPn2QlJSEgoICAEBBQQEGDBiA2NhYqU1qaioMBgOOHDkitTF9DmMb43NYU1dXB4PBYPZD5EwbiyowakUe7nyrEKNW5GFjUYWnd4mcxbS3RX/8UvACNP/307nAK/2B9Tc3//fAO57dXx8WrwnF8kkDEKhSAWgOXpZN6s8bBmrBrh6YESNGICsrC71790ZlZSWefvppXHfddSgpKYFOp0NwcDAiIyPN/iY2NhY6nQ4AoNPpzIIX4+PGx1prYzAYUFtbi9BQ+Tfx8uXL8fTTT9tzOEQ2szYuP+bKLrywKp1lb4s241LwIhGA+O0fXzQBn81r7pFhT4xLTB6ehDFXdsHR0+fRvXMYP2Mky64AZsKECdL/Dxw4ECNGjEC3bt3wwQcfWA0s3GXx4sXIzMyUfjcYDEhMTPTgHpEvaW1cnhdXBZPrbcn/e3Mg0yKIMSEagTP/bf5/Diu5RLwmlJ8talW76sBERkbiyiuvxE8//YS4uDjU19ejurrarE1VVZU0ZyYuLq5FVpLx97baqNXqVoOkkJAQqNVqsx8iZzGOy5viuLwPOFMmE6g0AdoHAVXgb78HALD4x1cFAie+5rASkQe1K4A5d+4cysrKEB8fj6FDhyIoKAi5ubnS46WlpaioqIBWqwUAaLVaHD58GCdPnpTa5OTkQK1Wo1+/flIb0+cwtjE+B5EncFzeR0X1bO5tMaUKBEbMAuYdBqZvAeaXALe8eimgUQUCKU8BO54y77n5bB4zlojcSCWEEG03a/boo4/i5ptvRrdu3XDixAk89dRTOHjwIL799lt06dIFs2fPxueff46srCyo1Wo89NBDAID8/HwAzWnUgwYNQkJCAlauXAmdTodp06bhvvvuw7JlywA0p1H3798fGRkZmDFjBvLy8jB37lxkZ2fblYVkMBig0Wig1+vZG0NOU6mv5bi8L9AfvzT0U5bbHHyIxubg5OZXgCF3W/mb/wJRPZr/dv3NLdtM33LpcQ4rETnE1u9vu+bA/Pzzz7jjjjvwyy+/oEuXLhg9ejT27t2LLl26AABefvllBAQEID09HXV1dUhNTcXq1aulvw8MDMSWLVswe/ZsaLVahIeHY/r06XjmmWekNsnJycjOzsb8+fOxatUqdO3aFW+//TZTqMkrcFzeB8ilSM87fCk4sRZ0aC43f8xynoxxWOmdW8yfWy4YIqJ2s6sHRknYA0PkB0x7UozBhdw20/av9G8ZeMw7bH9vyYF3zHtuUp4Cdix1znMT+TGX9MAQEXkNuZ4UoOU20x4QuUm7xowie4OMIXf/VtzOZFhJ7rmP7QPORHNIicjJGMAQkfLIFpt7uDlZyHJibcxVQENNcwBhnLRr2UsS1cOx/WhrWAkq4MMZHFIicoF2ZSGRk3HtFSLbWEt/lusBWXvjpVTnstzmIMI0o+jmV5zTM6K53Py5jZdXZioRuQR7YLyFXHf4kLtbH88n8jfGz0NQuExvR4B5D4yRZQXdeYdtm7TrCNNhpZpTwL/vtdgXFsAjchYGMN5Arjv8s3lAbfWlWhPsfiZ/ZxnkD5wCHNponv4MXJpYiwAAVua7JF/nusDBOKykP85MJSIXYhaSJxnvJmtOt7xTAwCV6tLdI9B88ZuZc2k8n3du5C+sZQ/NzAEazpv3pBjrtQSFAWtTPJsVxEwlIrsxC8nbmd5NQvXbj2ksKbMWi3E8XwjeuZF/sZbh03C+uTfFlOnE2ptXtSxS585AwdZMJUeyoIj8HAMYT7AcMoIAoLrU3WztTg2QXxEX4Hg6+R7T+V+OZg9ZBhCe+HzYUgDP0SwoP1Kpr0X56Rokdw5nMUkCwADGM2QzKASQvg4I73zpQhvaqe3x/MI1QMFrHE8n3yI3qd3R3hTLAMKTjJlKlscBNGcg8iZE1saiCiz+6DCaBBCgApZPGoDJw5M8vVvkYZwD4wn2VANtbTxfLuuC4+mkRKa9LYD1zwfg2d4UZzFdV6kst/Xie36uUl+LUSvy0GTyTRWoUmH3orHsifFRtn5/sw6MJ1jWi2jtblJzefMYf9ehLf/m2gzrlT9ZT4aU4sA7zQGLsVZL4eutzxNxZQaRuxiPA5DPQORnV1J+usYseAGARiFw9PR5z+wQeQ0OIbmLZT0XR8bmLf8GAAr+zsqfLsIxdxcyredi+QWe/3f/mSfCSb1tSu4cjgAVWvTAdO8c5rmdIq/AAMZe9i4eB1gvUufI2Lzl35iOpyMAgGh5N9fzRl4M7cQxdxdqkYFnOYrdBGjn/haceyh7yF2cvbSBD4rXhGL5pAF4/KMSNAqBQJUKyyb1500FcQ6MXRxZPM6Zq99aYxxPl6v8CQDTt1xK4eQkwTZxzN2F5D4PlnxtvktbLGvF3PwKe01lVOprcfT0eXTvHMbPoY9jHRhns2fxONPU5prTru8iZuVPp2ptzJ0XznaSzcCDeQkB094WXw5cjKwNJ3MZETPxmlB+/ryJF7w/GcDYyuricRabLFOb5YrUuaqLWC5FM+WpS8sRABxWsgHH3J3MlnouchV1/Ynl0LC1YWcib+Al709mIdnKeOE1EyC/TQpeAClwMbZz9Xj+kLubu9+nb2n+b8JgZirZyTjmHqhSAQDH3NvDMsPI2mrQXYf6RnaRM1hbG42fVfIGXvT+ZA+MrVorQGW6TTsHyP+bxR/LFKlz9b62VvmTmUptmjw8CWOu7MIx9/awdqFz5WrQvoCZSeTNvOj9yQDGHtbGqttKbVYFAonXeK6MOTOVHMIx93Zq7ULH3hbrrA2zBYWxWi95nhdlznEIyV5yhbRMt9lTpM5dTIeVbl+LFhN3jF8qRM6gP978RRsU3nKIlSnCbZO7hgyc3FyJ2zgUd+Adz+6jl6jU1yK/7DQq9bWe3hXfZ/xcA17zHcceGFfwhgXkLLWVqcQvFXIGy8l9A6cAhzb6fj0XZzO9hlguI8KFXAGwVpNbyU3a9YJhYNaB8UfW6k54QVocKZi1mkf+nmHUXuW7mnteLF07128XcmWtJhezdW0yF32eWQeGrJPrIfKStDhSGNMLnbU5Lw3nL637Q/aTm3Ngme1o7JWJuQpoqPH5mxDWanIy08+x5eKiWitr7nnBpHIGMP7KNFPJWrYIJ/aSpdYudClLOTzpCnIZkHLZjqIRWHsjIITP34SwVpMTtVjaA5DmSXr52mScxEutZ4uQ/zJO2jPWdzCt6fLyVcCnc82D3h1PAylPe8XkPp9jWd9pxGyZGlRoDl4An68dw1pNTmJ58woB+bXJHvTKzzV7YKj1tDjOi/FPlkOKKUuBHUtbFmg0JRqbCyd6weQ+n9TmQq6t3IT44GeYtZoc1NawryVVIDBiVvOPl32uGcCQ9SJ9lkMEPtwlTbh0YQsKbzmkmLMULb4gLRmDXkdWWSf7tZapBPjFOmis1WQnuRsTuUKnKpUi1iZjFhJdYlzV2ji2aTWjxPcnCfqdFuPgMpcFlerSEEXzhpYXOh/6clQcy+zClKcses3g8uwRT6vU16L8dA2SO4czsLFkLUtQ6l01uXn1cBkQZiGR/UzvnMt3yc+LkZsk6CPDTH518bNMk2wxDm7BSy90ZMIyu9CLSr67A+vCWGH8rNecln8/WBv2VcB7hAEMyZNN3UTLSYK11ZdWu1ZwF7VPX/wsA0zLbmS5NEng0r+/ae9K/3RFXuj8RlvroHlJ9oizVeprpc8v0Jyd9PhHJRhzZRffvxlpTYueVYveVYUP+zKAIXmyayjJRO87lrQMahSWfq3oi59c71dbqc6mwwqtpUnKFaBT6IXOL1mb22asyO0DvaZGrAsjQzbDSNXyxkTB//4MYMi6tiYJQq6HphE4tg84E62Yi6OiLn6tBSc3r2pu01pNB9nJuE2Adu5vi5CafNF1HeqOIyJX8pOilX5ZF6atmxfZDCMBpK8Dwjv7xLAvAxhqnekdt+XdnNwkQaiAD2co6uLotRe/1oZ+5IKTTx/+rYe4lbksaGo5GdeL0yTJCfygaKWxLszjH5WgUQjfrAtjz81La4UlE69R9L+1KQYwZDu5u7nQThbDTEJxF0evvPg5UocFTfKbTVmbjMv5LP7Bhyf2+lRdmPbevJgWlrT2WfcBTKOm9jOmX9ecAv59b8vHp29RxFo4lfpaz178TOuwyA3XtVWHBQEWPTCA1VRn05R5H7qgURuspdL6cGq1Itgzb80e07f8lpGmrM+6rd/f7VpKYMWKFVCpVJg3b5607cKFC8jIyEB0dDQiIiKQnp6Oqqoqs7+rqKhAWloawsLCEBMTgwULFuDixYtmbXbu3IkhQ4YgJCQEvXr1QlZWVnt2lVxJc3lzgJI4omV5c9OKvqZl6b1QvCYU2p7RngleTMv0v32jzMXqt6EfM6pL51sVCNyyqrkr2bTk9y2vAvNKLpWgNw7nGf/NFHJBIycxTuz1wrLwXk/uGma5zZE2bS3RkbPUhuAlwPq114c/6w4PIRUVFeGNN97AwIEDzbbPnz8f2dnZ2LRpEzQaDR588EFMmjQJe/bsAQA0NjYiLS0NcXFxyM/PR2VlJe6++24EBQVh2bJlAIDy8nKkpaVh1qxZeO+995Cbm4v77rsP8fHxSE1Nbcfhkkuxoq9jZLMFLNhTh0Vumw9evMhBckPBPpaV1G5tlR6Qm3MycApw6H372tg6NGxLEUlAPuPMhzk0hHTu3DkMGTIEq1evxl/+8hcMGjQIr7zyCvR6Pbp06YINGzbg9ttvBwB8//336Nu3LwoKCjBy5Ehs3boVf/jDH3DixAnExsYCANasWYOFCxfi1KlTCA4OxsKFC5GdnY2SkhLpNadMmYLq6mps27bNpn3kEJIH2VLRl13Wl5Tvar77siRXh4VDP+RsPpiV1C5tzj8D5IdrLdnYxpYlOmy9efGR64NLh5AyMjKQlpaGlJQUs+3FxcVoaGgw296nTx8kJSWhoKAAAFBQUIABAwZIwQsApKamwmAw4MiRI1Iby+dOTU2VnkNOXV0dDAaD2Q95iGmXJVe6lmfajWwsGmhKFQjM3MGhH3Ita1lJXjzU61Jy50N2CKfJhmEdG9u0NTR88yvAqLnmq5EPuVv+WuBn1we7h5Def/99HDhwAEVFRS0e0+l0CA4ORmRkpNn22NhY6HQ6qY1p8GJ83PhYa20MBgNqa2sRGtpyjsLy5cvx9NNP23s45GqtrXTtr+TueOWG3liHhVzNh7OSjGxaIqS1cvuyQzhO6oGxp3eFRSRbsCuAOXbsGB5++GHk5OSgQ4cOrtonhyxevBiZmZnS7waDAYmJiR7cIwJgfV4M0NwD4W9j7tbueOcdll+PhMiVfPwGw6YlQmwpty8XZADm17WBk4FDG+1vwyU6HGZXAFNcXIyTJ09iyJAh0rbGxkbs2rULr732GrZv3476+npUV1eb9cJUVVUhLi4OABAXF4d9+/aZPa8xS8m0jWXmUlVVFdRqtWzvCwCEhIQgJCTEnsMhd7GcNFiWe2lejL+Nubd2x+tHXb/kJXx4uQGblgixtdy+tSDDsqfkhj871oa9Kw6xK4C58cYbcfjwYbNt9957L/r06YOFCxciMTERQUFByM3NRXp6OgCgtLQUFRUV0Gq1AACtVovnnnsOJ0+eRExMDAAgJycHarUa/fr1k9p8/vnnZq+Tk5MjPQcpkPED6qOVQG3m43e8pEA+utyATUuE2FNuXy7IsNzmaBtyiF0BTMeOHdG/f3+zbeHh4YiOjpa2z5w5E5mZmYiKioJarcZDDz0ErVaLkSNHAgDGjRuHfv36Ydq0aVi5ciV0Oh3+/Oc/IyMjQ+pBmTVrFl577TU89thjmDFjBvLy8vDBBx8gOzvbGcdMnuQHY+6yTO9mrd3xEnmKLcsNxFwFNNQopkfG2hIhPUKqgfIjzcdh7YbCh8rt+zKnLyXw8ssvIyAgAOnp6airq0NqaipWr14tPR4YGIgtW7Zg9uzZ0Gq1CA8Px/Tp0/HMM89IbZKTk5GdnY358+dj1apV6Nq1K95++23WgPEFXtIDYdPEPmeRu5vlfBfyVtZuMtbe2DyR1bRHxouHmeSWCPnXsB8Qu3Zq2xPovexYSB6XEiD3O/BOywuGGy+GNk3scxaWbielkXvPWpImtj7l9cNMxiVCeoRUI3btMPnPIsAbCi9i6/c3F3Mk9/PgmLtNE/ucyV+HzEi5LCf2yhVbE43AjiWXUou9eJgpXhPa/NkuP8IJ9D6GAQx5hofG3G2a2OdMXjJkRmQX05uMoDD5xUUdHWby1LATP4s+hwEMeZ4bx9ytTezr3jmsnQdhRWtpqkTezPQmw/I9nPKU/ArJlj0ytdXmw0xy6wW5a/iYn0Wfwzkw5HntHXO35Q7PZNvGHxrx6kdfIklViQoRj7mTrnfuHBirr88xdlIwy/ew6Vw2a2v6tKhga/m4G+bSyF4f+Fn0ZrZ+fzOAIe/gyMVQ7uJn44qw4tD7UIkmCFUAVM68C/SB+hlENjMGA9aGmdpaqBCQ/1xLE2v5efRHDGAYwCiPIxfDtu7w7FqPpJ13gcw4In9mmV1obZjJjJXP9bVzgYLX+Hn0Uy5djZrIJYwrqXYd2nzBUgU2b1cFAjctbbliMwLaCF4Am1aElTIqLCYR/1x8acVoa0xXlebK2+TPhtxtvmLyqIdbfo6vvtO2z7UxeAH4eSSrOImXvJNcqnVoJ8fu8GxZNdaRScRluebd0ylLmeVA/s2yTL7c59hyLSDLz7V2DpD/N/Pn5eeRZHAIiZSltYmEjq4Ia0sgZDnMBNVvD9iwai3H3IlaZ/q5Buyf1M/Po0/hHBgGMP7DMqiRyzJoq40zMiqA5u7zqB7MciBqD34e/RoDGAYwZK/2ZlRwgiCR87jo8+jWddDIIZzES2QvuycRqy5tY1EsIudywedxY1EFRq3Iw51vFWLUijxsLKpw9VGQC3ESL5EcWyYR3/xKyzZE5HxO+Dy6fR00cjkGMETW2JJRYWxHRK7Vzs+j29dBI5djAENkD8uLKBF5jh2fR7evg0YuxzkwRETk8+I1oVg+aQACVc0p14EqFZZN6s/eFwVjDwz5BWYeENHk4UkYc2UXHD19Ht07h/FaoHAMYMjnbSyqkCbvBaiA5ZMGOHf1aSJSjHhNKAMXH8EhJPJp1jIPKvW1nt0xIiJqFwYw5NNayzwgIiLlYgBDPs2YeWCKmQdERMrHAIZ8GjMPiIh8Eyfxks9j5gERke9hAEN+gZkHRES+hUNIREREpDgMYIiIiEhxGMAQEZFfq9TXIr/sNOtDKQznwBARkd9ipW7lYg8MERH5JVbqVjYGMERE5JdYqVvZGMAQEZFfYqVuZWMAQ0REfomVupWNk3iJiMhvsVK3cjGAISIiv8ZK3crEISTyOazpQETk++wKYF5//XUMHDgQarUaarUaWq0WW7dulR6/cOECMjIyEB0djYiICKSnp6OqqsrsOSoqKpCWloawsDDExMRgwYIFuHjxolmbnTt3YsiQIQgJCUGvXr2QlZXl+BGSX9lYVIFRK/Jw51uFGLUiDxuLKjy9S0RE5AJ2BTBdu3bFihUrUFxcjP379+OGG27ArbfeiiNHjgAA5s+fj88++wybNm3Cl19+iRMnTmDSpEnS3zc2NiItLQ319fXIz8/H+vXrkZWVhSVLlkhtysvLkZaWhrFjx+LgwYOYN28e7rvvPmzfvt1Jh0y+ijUdiIj8h0oIIdpuZl1UVBReeOEF3H777ejSpQs2bNiA22+/HQDw/fffo2/fvigoKMDIkSOxdetW/OEPf8CJEycQGxsLAFizZg0WLlyIU6dOITg4GAsXLkR2djZKSkqk15gyZQqqq6uxbds2q/tRV1eHuro66XeDwYDExETo9Xqo1er2HCIpRH7Zadz5VmGL7f+6fyS0PaM9sEdERGQvg8EAjUbT5ve3w3NgGhsb8f7776OmpgZarRbFxcVoaGhASkqK1KZPnz5ISkpCQUEBAKCgoAADBgyQghcASE1NhcFgkHpxCgoKzJ7D2Mb4HNYsX74cGo1G+klMTHT00EihWNOBiMh/2B3AHD58GBEREQgJCcGsWbPw8ccfo1+/ftDpdAgODkZkZKRZ+9jYWOh0OgCATqczC16Mjxsfa62NwWBAba31oYDFixdDr9dLP8eOHbP30EjhWNOBiMh/2J1G3bt3bxw8eBB6vR7//ve/MX36dHz55Zeu2De7hISEICQkxNO7QR7Gmg5ERP7B7gAmODgYvXr1AgAMHToURUVFWLVqFSZPnoz6+npUV1eb9cJUVVUhLi4OABAXF4d9+/aZPZ8xS8m0jWXmUlVVFdRqNUJD+WVEbWNNByJqj0p9LcpP1yC5czivJV6s3XVgmpqaUFdXh6FDhyIoKAi5ubnSY6WlpaioqIBWqwUAaLVaHD58GCdPnpTa5OTkQK1Wo1+/flIb0+cwtjE+BxERkauwFINy2NUDs3jxYkyYMAFJSUk4e/YsNmzYgJ07d2L79u3QaDSYOXMmMjMzERUVBbVajYceegharRYjR44EAIwbNw79+vXDtGnTsHLlSuh0Ovz5z39GRkaGNPwza9YsvPbaa3jssccwY8YM5OXl4YMPPkB2drbzj56IiOg31koxjLmyC3tivJBdAczJkydx9913o7KyEhqNBgMHDsT27dtx0003AQBefvllBAQEID09HXV1dUhNTcXq1aulvw8MDMSWLVswe/ZsaLVahIeHY/r06XjmmWekNsnJycjOzsb8+fOxatUqdO3aFW+//TZSU1OddMhEREQtlZ+ukYIXo0YhcPT0eQYwXqjddWC8la155EREREBzD8yoFXlmQUygSoXdi8YygHEjl9eBISIi8iUsxaAsXI2aiIjoNyzFoBwMYIiIiEywFIMycAiJiIiIFIcBDBERESkOAxhSvEp9LfLLTqNSb32tLCIi8i2cA0OKtrGoQio8FaAClk8agMnDkzy9W0RE5GLsgSHFslY1kz0xRES+jwEMKVZrVTOJiJyJQ9Xeh0NIpFjJncMRoEKLqpndO4d5bqeIyOdwqNo7sQeGFItVM4nI1ThU7b3YA0OKxqqZRORKXODRezGAIcVj1UwichUOVXsvDiERERFZwaFq78UeGCIiolZwqNo7MYAhIiJqA4eqvQ+HkIiIiEhxGMAQERGR4jCAISIiIsVhAENERESKwwCGiIiIFIcBDCkKF1QjIm/B65FnMY2aFIMLqhGRt+D1yPPYA0OKwAXViMhb8HrkHRjAkCK0tqAaEZE78XrkHRjAkCIYF1QzxQXViMgTeD3yDgxgSBG4oBoReQtej7yDSggh2m6mPAaDARqNBnq9Hmq12tO7Q05Sqa/lgmpE5BV4PXINW7+/mYVEisIF1YjIW/B65FkcQiIiIiLFYQBDREREisMAhoiIiBSHAQwREREpDgMYIiIiJ+DaSO5lVwCzfPlyDB8+HB07dkRMTAwmTpyI0tJSszYXLlxARkYGoqOjERERgfT0dFRVVZm1qaioQFpaGsLCwhATE4MFCxbg4sWLZm127tyJIUOGICQkBL169UJWVpZjR0hERORiG4sqMGpFHu58qxCjVuRhY1GFp3fJ59kVwHz55ZfIyMjA3r17kZOTg4aGBowbNw41NTVSm/nz5+Ozzz7Dpk2b8OWXX+LEiROYNGmS9HhjYyPS0tJQX1+P/Px8rF+/HllZWViyZInUpry8HGlpaRg7diwOHjyIefPm4b777sP27dudcMikFLybISIl4NpIntGuQnanTp1CTEwMvvzyS4wZMwZ6vR5dunTBhg0bcPvttwMAvv/+e/Tt2xcFBQUYOXIktm7dij/84Q84ceIEYmNjAQBr1qzBwoULcerUKQQHB2PhwoXIzs5GSUmJ9FpTpkxBdXU1tm3bZtO+sZCdsnGlVyJSivyy07jzrcIW2/91/0hoe0Z7YI+Uzdbv73bNgdHr9QCAqKgoAEBxcTEaGhqQkpIitenTpw+SkpJQUFAAACgoKMCAAQOk4AUAUlNTYTAYcOTIEamN6XMY2xifQ05dXR0MBoPZDykT72aISEm4NpJnOBzANDU1Yd68eRg1ahT69+8PANDpdAgODkZkZKRZ29jYWOh0OqmNafBifNz4WGttDAYDamvlv8SWL18OjUYj/SQmJjp6aORhXOmViJSEayN5hsNLCWRkZKCkpAS7d+925v44bPHixcjMzJR+NxgMDGIUyng3YxrE8G6GiLzZ5OFJGHNlF66N5EYO9cA8+OCD2LJlC7744gt07dpV2h4XF4f6+npUV1ebta+qqkJcXJzUxjIryfh7W23UajVCQ+XfFCEhIVCr1WY/pEy8myEiJYrXhELbM5rXKjexqwdGCIGHHnoIH3/8MXbu3Ink5GSzx4cOHYqgoCDk5uYiPT0dAFBaWoqKigpotVoAgFarxXPPPYeTJ08iJiYGAJCTkwO1Wo1+/fpJbT7//HOz587JyZGeg3wf72aIiKg1dmUhzZkzBxs2bMAnn3yC3r17S9s1Go3UMzJ79mx8/vnnyMrKglqtxkMPPQQAyM/PB9CcRj1o0CAkJCRg5cqV0Ol0mDZtGu677z4sW7YMQHMadf/+/ZGRkYEZM2YgLy8Pc+fORXZ2NlJTU23aV2YhERERKY/N39/CDgBkf9atWye1qa2tFXPmzBGdOnUSYWFh4rbbbhOVlZVmz3P06FExYcIEERoaKjp37iweeeQR0dDQYNbmiy++EIMGDRLBwcGiR48eZq9hC71eLwAIvV5v198RERE5y4nq82LPT6fEierznt4VxbD1+7tddWC8GXtgiIjIk1jPyjFuqQNDRERELbGelesxgCEiInIy1rNyPQYwRERETsbqvK7HAIa8BhdvJCJfwXpWrudwJV4iZ+JkNyLyNaxn5VrsgSGP42Q3IvJVrM7rOgxgyOM42Y2IiOzFAIY8jpPdiIjIXgxgyOM42Y2I/AWTFZyHk3jJK3CyGxH5OiYrOBd7YMhrcLIbEfkqJis4HwMYIiIiF2OygvMxgCEiInIxJis4HwMYIiIiF2OygvNxEi8REZEbMFnBuRjAkEdU6mtRfroGyZ3D+SEmIr8RrwnlNc9JGMCQ2zGVkIjoEt7QOYYBDLmVtVTCMVd24QeXiPwOb+gcx0m85FZMJSQiasbaMO3DAIbciqmERETNeEPXPgxgyK2YSkhE1Iw3dO3DOTDkdkwlJCK6dEP3+EclaBSCN3R2YgBDHsFUQiIi3tC1BwMYcgumCRIRyeMNnWMYwJDLMU2QiMh2vOGzDQMYcinWfSEish1v+GzHLCRyKaYJEhHZhnVh7MMAhlyKaYJERLbhDZ99GMCQS7HuCxGRbXjDZx/OgSGns5yAxjRBIqK2sS6MfRjAkFNZm4DGNEEiorbxhs92HEIip+EENCKi9ovXhELbM9oseKnU1yK/7DSvpybYA0NO09oENN5FEBE5hqnV8tgDQ07DCWhERM7Fnm3rGMCQ0zDjiIjIuZhabZ3dAcyuXbtw8803IyEhASqVCps3bzZ7XAiBJUuWID4+HqGhoUhJScGPP/5o1ubMmTOYOnUq1Go1IiMjMXPmTJw7d86szaFDh3DdddehQ4cOSExMxMqVK+0/OnK7ycOTsHvRWPzr/pHYvWgsuzmJiNqBPdvW2R3A1NTU4Oqrr8bf//532cdXrlyJV199FWvWrEFhYSHCw8ORmpqKCxcuSG2mTp2KI0eOICcnB1u2bMGuXbvwwAMPSI8bDAaMGzcO3bp1Q3FxMV544QUsXboUb775pgOHSK5mOblMbgIaERHZjz3b1qmEEKLtZlb+WKXCxx9/jIkTJwJo7n1JSEjAI488gkcffRQAoNfrERsbi6ysLEyZMgXfffcd+vXrh6KiIgwbNgwAsG3bNvz+97/Hzz//jISEBLz++ut44oknoNPpEBwcDABYtGgRNm/ejO+//96mfTMYDNBoNNDr9VCr1Y4eIrWBk8uIiFyvUl9rllrtyws+2vr97dQ5MOXl5dDpdEhJSZG2aTQajBgxAgUFBQCAgoICREZGSsELAKSkpCAgIACFhYVSmzFjxkjBCwCkpqaitLQUv/76q+xr19XVwWAwmP2Qa3FyGRGRe5j2bG8sqsCoFXm4861CjFqRh41FFZ7ePY9wagCj0+kAALGxsWbbY2Njpcd0Oh1iYmLMHr/ssssQFRVl1kbuOUxfw9Ly5cuh0Wikn8TExPYfELWKk8uIiNyLN46X+EwW0uLFi6HX66WfY8eOeXqXfB4nlxERuRdvHC9xagATFxcHAKiqqjLbXlVVJT0WFxeHkydPmj1+8eJFnDlzxqyN3HOYvoalkJAQqNVqsx9yPtMJu5xcRkTkXrxxvMSplXiTk5MRFxeH3NxcDBo0CEDzZJzCwkLMnj0bAKDValFdXY3i4mIMHToUAJCXl4empiaMGDFCavPEE0+goaEBQUFBAICcnBz07t0bnTp1cuYukx2sTdjluh1ERO7BBR8vsTsL6dy5c/jpp58AAIMHD8ZLL72EsWPHIioqCklJSXj++eexYsUKrF+/HsnJyXjyySdx6NAhfPvtt+jQoQMAYMKECaiqqsKaNWvQ0NCAe++9F8OGDcOGDRsANGcu9e7dG+PGjcPChQtRUlKCGTNm4OWXXzZLt24Ns5Ccq1Jfi1Er8sy6LgNVKuxeNNYvPzhERJ5kmZVk3OYLmUm2fn/b3QOzf/9+jB07Vvo9MzMTADB9+nRkZWXhscceQ01NDR544AFUV1dj9OjR2LZtmxS8AMB7772HBx98EDfeeCMCAgKQnp6OV199VXpco9HgP//5DzIyMjB06FB07twZS5YssTl4IefjOkdERN4jXhNqdu31x5IW7aoD483YA+Nc7IEhIvJOvnZ99kgdGPI9xkm7ADhhl4jIC/lrZpJTJ/GSb5Hrkty9aCwn7BIReRFjZpJlD4yvZyaxB4ZkWSuWBIDrHBEReZHWSlpYrlXnS9gDQ7I4aZeISDnkSlr4+sReBjAkMU3B89cuSSIipTLNTLLWiz7myi4+cxPKAIYAyM93YbEkIiJl8odedAYwZDVS371oLCftEhEpkD/0onMSL7UZqXPSLhGRsvjDWnXsgfFTnO9CROTb5Cb2+spyAwADGL/E+S5ERP7BdGKvr2UlcSkBP9NayWkAnO9CROSDlLTcgMsWcyRlMnYbnqmptzrfhXNdiIh8ky9mJTGA8QOm3YYqNP+Yvo8534WIyLf54lxHZiH5OMsUaeN7N6B5YjrnuxAR+QFfzEpiD4wPMp1lLtdtKAD8bcpgREeEcL4LEZGfkMtKUjIGMD7Gcpb5wvF9ZLsNh3bvpPg3LxER2cc0K0npOITkA4yrjX5z7NcWFXVXbivFwgl9fKrbkIiInEepK1azB0ZhLIsQWU7QtcyJbxQCAy+P5JIARETUgpJrwzCAURC54aHnt33fYoKuKeMsc1/qNiQiovZT+orVDGC8nLHHJTw4sMUb7fmt36NJ5m+Mc144XERERNYovTYMAxgvYu/wUBMAlQoQFhN0P5qjxfn6Jg4XERGRVUqvDcMAxoNMA5ZdP5xyaHjosQm9sXJrqdkaRlcndnLrcRARkfIYa8ModR08roXkJm31rgDmQUoAYNPw0OThSajU13KCLhEROcTyO8TTK1ZzLSQPa2/vij3DQ5ygS0REjlLqitUMYOwkF5na07vS2uRbUxweIiIid2otKwmA2fecp3tpAAYwdpGLTAE4pXdF9ds2y+GhW65O4PAQERG5nLWspHW7j+Lt3f+VvuduG3w5Pv76uMd7aTgHxkaV+lqMWpFn9o8bAAAWM7itzV0xZa13xZfWqCAiImWx9XvOUqBKhd2Lxjrte4tzYJxMLjJtAlp0sbS3d4WBCxEReYJcVtLM0d3x5lflrf6dp2rHMICxkVy+vFxkak/vCiffEhGRN7FcsRoA3t5d3mYPjCdqxzCAsZG1fHkALbaxd4WIiJTK8uba8rtv4uAEbP76hMdrx3AOjJ3kaq6wDgsREfkyuVoxrvres/X7mwEMEREReQ1bv78D3LhPRERERE7BAIaIiIgUx6sDmL///e/o3r07OnTogBEjRmDfvn2e3iUiIiLyAl4bwGzcuBGZmZl46qmncODAAVx99dVITU3FyZMnPb1rRERE5GFeG8C89NJLuP/++3HvvfeiX79+WLNmDcLCwvCPf/zD07tGREREHuaVAUx9fT2Ki4uRkpIibQsICEBKSgoKCgpk/6aurg4Gg8Hsh4iIiHyTVwYwp0+fRmNjI2JjY822x8bGQqfTyf7N8uXLodFopJ/ExER37CoRERF5gFcGMI5YvHgx9Hq99HPs2DFP7xIRERG5iFcuJdC5c2cEBgaiqqrKbHtVVRXi4uJk/yYkJAQhISHu2D0iIiLyMK/sgQkODsbQoUORm5srbWtqakJubi60Wq0H94yIiIi8gVf2wABAZmYmpk+fjmHDhuGaa67BK6+8gpqaGtx7772e3jUiIiLyMK8NYCZPnoxTp05hyZIl0Ol0GDRoELZt29ZiYq81xiWemI1ERESkHMbv7baWavTZxRx//vlnZiIREREp1LFjx9C1a1erj/tsANPU1IQTJ06gY8eOUKlUnt4djzMYDEhMTMSxY8e4OreL8Vy7D8+1+/Bcu4+/n2shBM6ePYuEhAQEBFifquu1Q0jtFRAQ0Grk5q/UarVffiA8gefafXiu3Yfn2n38+VxrNJo223hlFhIRERFRaxjAEBERkeIwgPETISEheOqpp1jszw14rt2H59p9eK7dh+faNj47iZeIiIh8F3tgiIiISHEYwBAREZHiMIAhIiIixWEAQ0RERIrDAIaIiIgUhwGMl+vevTtUKlWLn4yMDACATqfDtGnTEBcXh/DwcAwZMgQffvih2XP88MMPuPXWW9G5c2eo1WqMHj0aX3zxRauve88997R4zfHjx7vsOL2BM871gQMHcNNNNyEyMhLR0dF44IEHcO7cuVZfVwiBJUuWID4+HqGhoUhJScGPP/7osuP0Bp461/74vgbaPt9lZWW47bbb0KVLF6jVavzxj39EVVWV2XOcOXMGU6dOhVqtRmRkJGbOnNnm+b5w4QIyMjIQHR2NiIgIpKent3heX+Opc/273/2uxWvOmjXLZcfpFQR5tZMnT4rKykrpJycnRwAQX3zxhRBCiJtuukkMHz5cFBYWirKyMvHss8+KgIAAceDAAek5rrjiCvH73/9efPPNN+KHH34Qc+bMEWFhYaKystLq606fPl2MHz/e7LXPnDnj6sP1qPae6+PHj4tOnTqJWbNmie+//17s27dPXHvttSI9Pb3V112xYoXQaDRi8+bN4ptvvhG33HKLSE5OFrW1ta4+ZI/x1Ln2x/e1EK2f73PnzokePXqI2267TRw6dEgcOnRI3HrrrWL48OGisbFReo7x48eLq6++Wuzdu1d89dVXolevXuKOO+5o9XVnzZolEhMTRW5urti/f78YOXKkuPbaa119uB7lqXN9/fXXi/vvv9/stfV6vasP16MYwCjMww8/LHr27CmampqEEEKEh4eLd955x6xNVFSUeOutt4QQQpw6dUoAELt27ZIeNxgMAoDIycmx+jrTp08Xt956q/MPQEHsPddvvPGGiImJMbsQHTp0SAAQP/74o+xrNDU1ibi4OPHCCy9I26qrq0VISIj417/+5exD8lruONdC8H1tZHq+t2/fLgICAsy+7Kqrq4VKpZKuEd9++60AIIqKiqQ2W7duFSqVShw/flz2Naqrq0VQUJDYtGmTtO27774TAERBQYGLjsz7uONcC9EcwDz88MMuOw5vxCEkBamvr8e7776LGTNmSCtsX3vttdi4cSPOnDmDpqYmvP/++7hw4QJ+97vfAQCio6PRu3dvvPPOO6ipqcHFixfxxhtvICYmBkOHDm319Xbu3ImYmBj07t0bs2fPxi+//OLqQ/Qajpzruro6BAcHm62eGhoaCgDYvXu37OuUl5dDp9MhJSVF2qbRaDBixAgUFBS46Oi8i7vOtZE/v6+Blue7rq4OKpXKrOprhw4dEBAQIJ3LgoICREZGYtiwYVKblJQUBAQEoLCwUPZ1iouL0dDQYPbe7tOnD5KSkvz2ve2qc2303nvvoXPnzujfvz8WL16M8+fPu+bAvAQDGAXZvHkzqqurcc8990jbPvjgAzQ0NCA6OhohISH405/+hI8//hi9evUCAKhUKuzYsQNff/01OnbsiA4dOuCll17Ctm3b0KlTJ6uvNX78eLzzzjvIzc3F888/jy+//BITJkxAY2Ojqw/TKzhyrm+44QbodDq88MILqK+vx6+//opFixYBACorK2VfR6fTAQBiY2PNtsfGxkqP+Tp3nWuA72ug5fkeOXIkwsPDsXDhQpw/fx41NTV49NFH0djYKJ1LnU6HmJgYs+e57LLLEBUVZfV9qtPpEBwcjMjISLPt/vzedtW5BoA777wT7777Lr744gssXrwY//znP3HXXXe57Ni8AQMYBVm7di0mTJiAhIQEaduTTz6J6upq7NixA/v370dmZib++Mc/4vDhwwCaJ4hmZGQgJiYGX331Ffbt24eJEyfi5ptvbvVCP2XKFNxyyy0YMGAAJk6ciC1btqCoqAg7d+509WF6BUfO9VVXXYX169fjxRdfRFhYGOLi4pCcnIzY2FizngIy585z7e/va6Dl+e7SpQs2bdqEzz77DBEREdBoNKiursaQIUP4vm0nd57rBx54AKmpqRgwYACmTp2Kd955Bx9//DHKysqccSjeydNjWGSbo0ePioCAALF582Zp208//SQAiJKSErO2N954o/jTn/4khBBix44dLcZchRCiV69eYvny5XbtQ+fOncWaNWscPALlcPRcm9LpdOLs2bPi3LlzIiAgQHzwwQeyr1VWViYAiK+//tps+5gxY8TcuXPbfzBezp3n2hp/eV8LIX++TZ06dUr8+uuvQgghYmNjxcqVK4UQQqxdu1ZERkaatW1oaBCBgYHio48+kn2u3NxcAUB6PqOkpCTx0ksvte9AFMCd51rOuXPnBACxbds2xw5AARheK8S6desQExODtLQ0aZtxfNMycg8MDERTU1OrbQICAqQ2tvj555/xyy+/ID4+3qH9VxJHz7Wp2NhYREREYOPGjejQoQNuuukm2ddKTk5GXFwccnNzpW0GgwGFhYXQarXOOByv5s5zLcef3teA/Pk21blzZ0RGRiIvLw8nT57ELbfcAgDQarWorq5GcXGx1DYvLw9NTU0YMWKE7HMNHToUQUFBZu/t0tJSVFRU+O1725Qzz7WcgwcPAoBvv7c9HUFR2xobG0VSUpJYuHCh2fb6+nrRq1cvcd1114nCwkLx008/ib/+9a9CpVKJ7OxsIURzlB8dHS0mTZokDh48KEpLS8Wjjz4qgoKCxMGDB6Xn6t27txTdnz17Vjz66KOioKBAlJeXix07doghQ4aIK664Qly4cMF9B+4B7TnXQgjxt7/9TRQXF4vS0lLx2muvidDQULFq1Sqz5zI910I0p1FHRkaKTz75REqr9PU0aiHcf679+X0thPXzLYQQ//jHP0RBQYH46aefxD//+U8RFRUlMjMzzdqMHz9eDB48WBQWFordu3eLK664wiy19+effxa9e/cWhYWF0rZZs2aJpKQkkZeXJ/bv3y+0Wq3QarWuO0gv4e5z/dNPP4lnnnlG7N+/X5SXl4tPPvlE9OjRQ4wZM8a1B+phDGAUYPv27QKAKC0tbfHYDz/8ICZNmiRiYmJEWFiYGDhwYIv006KiIjFu3DgRFRUlOnbsKEaOHCk+//xzszYAxLp164QQQpw/f16MGzdOdOnSRQQFBYlu3bqJ+++/X+h0Opcdo7do77meNm2aiIqKEsHBwbKPC2F+roVoTqV+8sknRWxsrAgJCRE33nij7Ov7Gnefa39+XwvR+vleuHChiI2NFUFBQeKKK64QL774opTSbvTLL7+IO+64Q0RERAi1Wi3uvfdecfbsWenx8vJys1o+QghRW1sr5syZIzp16iTCwsLEbbfd1mr9KV/h7nNdUVEhxowZI6KiokRISIjo1auXWLBggc/XgVEJIYSnen+IiIiIHME5MERERKQ4DGCIiIhIcRjAEBERkeIwgCEiIiLFYQBDREREisMAhoiIiBSHAQwREREpDgMYIiIiUhwGMERERKQ4DGCIiIhIcRjAEBERkeL8PwpucXaFsNeuAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_prefitler(tune_region=\"789\",center=789.5)\n",
    "plot_prefitler(tune_region=\"691\",center=691.9,wave_width=1.5)\n",
    "plot_prefitler(tune_region=\"637\",center=637.5,wave_width=1.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}