{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(quickstart)=\n",
    "\n",
    "# Quickstart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "hide-cell"
    ]
   },
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = \"png\"\n",
    "\n",
    "from matplotlib import rcParams\n",
    "\n",
    "rcParams[\"savefig.dpi\"] = 100\n",
    "rcParams[\"figure.dpi\"] = 300\n",
    "\n",
    "rcParams[\"font.family\"] = \"serif\"\n",
    "rcParams[\"mathtext.fontset\"] = \"dejavuserif\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get you started, here’s an annotated, fully-functional example that demonstrates the usage of pyLick using a spectrum of an individual galaxy taken from the LEGA-C DR3 survey (data from the [ESO portal](https://eso.org/rm/publicAccess#/dataReleases); data release paper: [van der Wel et al., 2021](https://ui.adsabs.harvard.edu/abs/2021ApJS..256...44V/abstract)).\n",
    "\n",
    "The first thing that we need to do is to import the necessary modules: \n",
    "- `os` and `pylick.io` to deal with data I/O,\n",
    "- `numpy` to perform spectrum manipulation,\n",
    "- the `Galaxy` class to measure spectral indices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pylick.io as io \n",
    "import pylick.plot as plot\n",
    "from pylick.analysis import Galaxy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, we create a folder and download a LEGA-C DR3 (van de Wel et al. 2021) spectrum from the ESO archive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dir_data = os.path.dirname(io.__file__) + \"/../docs/tutorials/data/\"\n",
    "\n",
    "# Test with different galaxies!\n",
    "k = 2\n",
    "\n",
    "if k==0:\n",
    "    # ID M10_213772\n",
    "    filename = \"legac_M10_213772_v3.0.fits\"\n",
    "    os.system(\"wget https://dataportal.eso.org/dataportal_new/file/ADP.2021-07-29T07:33:58.941 -P {:s} >/dev/null 2>&1\".format(dir_data))\n",
    "    os.system(\"mv {:s}/ADP.2021-07-29T07:33:58.941 {:s}/{:s}\".format(dir_data,dir_data,filename))\n",
    "    z = 0.6999\n",
    "\n",
    "elif k==1:\n",
    "    # ID M11_217260\n",
    "    filename = \"legac_M11_217260_v3.0.fits\"\n",
    "    os.system(\"wget https://dataportal.eso.org/dataportal_new/file/ADP.2021-07-29T07:33:59.128 -P {:s} >/dev/null 2>&1\".format(dir_data))\n",
    "    os.system(\"mv {:s}/ADP.2021-07-29T07:33:59.128 {:s}/{:s}\".format(dir_data,dir_data,filename))\n",
    "    z = 0.6987\n",
    "\n",
    "elif k==2:\n",
    "    # ID M2_132048\n",
    "    filename = \"legac_M2_132048_v3.0.fits\"\n",
    "    os.system(\"wget https://dataportal.eso.org/dataportal_new/file/ADP.2021-07-29T07:34:01.368 -P {:s} >/dev/null 2>&1\".format(dir_data))\n",
    "    os.system(\"mv {:s}/ADP.2021-07-29T07:34:01.368 {:s}/{:s}\".format(dir_data,dir_data,filename))\n",
    "    z= 0.6686"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We load the *.fits* spectrum by using the `io.load_spec_fits()` function. The spectrum is assumed to be (and usually it is) at the 1st extension of the Header Data Unit (HDU), this can be changed by passing, e.g. `hdul=0`. We then pass the column names for the data that we want to extract (in this case the wavelenght sampling, flux, flux uncertainties, and the pixels' quality flag). We may also want to mask out the side regions where the flux is equal to 0 by setting `reduce_window=True`.\n",
    "\n",
    "We mask bad pixels (flagged or flux equal to 0) and call `io.spec_stats()` in the final spectrum arrays: this is useful to check if there are some problems with the spectrum before measuring indices on it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " wave)\t range: 6060.1--8500.3\t mean: 7274.02\t median: 7277.8\n",
      " flux)\t range: 80.41--410.43\t mean: 276.14\t median: 302.73\n",
      " ferr)\t range: 1.74--9.12\t mean: 2.33\t median: 2.08\n",
      " delta_wave_mean: 0.64\n"
     ]
    }
   ],
   "source": [
    "colnames = ['wave', 'flux', 'err', 'qual']\n",
    "spec_raw = io.load_spec_fits(dir_spec=dir_data, filename=filename, colnames=colnames, reduce_window=False, hdul=1)\n",
    "\n",
    "# Mask bad pixels and ferr==0 pixels\n",
    "bad_pixels       = np.logical_or(spec_raw[3]==1,spec_raw[2]==0)\n",
    "wave, flux, ferr = [spec_raw[i][~bad_pixels] for i in [0,1,2]]\n",
    "\n",
    "# Quick look\n",
    "io.spec_stats(wave, flux, ferr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's have a quick look at the spectrum. First of all the raw version, where bad pixels have been assigned a flux error of 9e9 (producing the vertical lines). Then, the cleaned version, where bad pixels are removed. The code can handle both cases, but in the first one it will be possible to retrieve the bad/total pixel fraction inside each measured index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x345.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x345.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_raw   = plot.spectrum_simple(spec_raw[0], spec_raw[1], spec_raw[2], mask=bad_pixels)\n",
    "plot_clean = plot.spectrum_simple(wave, flux, ferr)\n",
    "\n",
    "plot_raw.gca().set_title(\"Original spectrum\", fontsize=15)\n",
    "plot_raw.gca().set_ylabel(r\"Flux (10$^{-18}$ erg s$^{-1}$ cm$^{-2}$ $\\AA^{-1}$)\")\n",
    "plot_raw.gca().set_xlabel(r\"Observed wavelength [$\\AA$]\")\n",
    "\n",
    "plot_clean.gca().set_title(\"Original spectrum + bad pixels masked\", fontsize=15)\n",
    "plot_clean.gca().set_ylabel(r\"Flux (10$^{-18}$ erg s$^{-1}$ cm$^{-2}$ $\\AA^{-1}$)\")\n",
    "plot_clean.gca().set_xlabel(r\"Observed wavelength [$\\AA$]\")\n",
    "\n",
    "plot_clean.gca().grid(color=\"silver\", lw=.4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Optional.* By importing the `IndexLibrary` class, we can have a first look at the available indices and their keys to be passed to pyLick. The full library of the available indices can be retrieved by setting `keys=None`. In the documentation, we also provide a separate tutorial on how to define and measure a *new* set of spectral indices with pyLick."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ID  name     unit      blue               centr              red                tex_name  \n",
      "-------------------------------------------------------------------------------------------\n",
      "22  CaII_K   A         3845.000-3880.000  3925.650-3945.000  3950.000-3954.000  CaII~K\n",
      "23  CaII_H   A         3950.000-3954.000  3959.400-3975.000  3983.000-3993.000  CaII~H\n",
      "24  D4000    break_nu  3750.000-3950.000     0.000-   0.000  4050.000-4250.000  D4000\n",
      "25  Dn4000   break_nu  3850.000-3950.000     0.000-   0.000  4000.000-4100.000  D_{n}4000\n",
      "26  Hdelta_A A         4041.600-4079.750  4083.500-4122.250  4128.500-4161.000  H\\delta_A\n",
      "27  Hdelta_F A         4057.250-4088.500  4091.000-4112.250  4114.750-4137.250  H\\delta_F\n",
      "28  CN1      mag       4080.125-4117.625  4142.125-4177.125  4244.125-4284.125  CN_1\n",
      "29  CN2      mag       4083.875-4096.375  4142.125-4177.125  4244.125-4284.125  CN_2\n",
      "30  Ca4227   A         4211.000-4219.750  4222.250-4234.750  4241.000-4251.000  Ca4227\n",
      "31  G4300    A         4266.375-4282.625  4281.375-4316.375  4318.875-4335.125  G4300\n",
      "32  Hgamma_A A         4283.500-4319.750  4319.750-4363.500  4367.250-4419.750  H\\gamma_A\n",
      "33  Hgamma_F A         4283.500-4319.750  4331.250-4352.250  4354.750-4384.750  H\\gamma_F\n",
      "34  Fe4383   A         4359.125-4370.375  4369.125-4420.375  4442.875-4455.375  Fe4383\n",
      "35  Ca4455   A         4445.875-4454.625  4452.125-4474.625  4477.125-4492.125  Ca4455\n",
      "36  Fe4531   A         4504.250-4514.250  4514.250-4559.250  4560.500-4579.250  Fe4531\n",
      "37  C2_4668  A         4611.500-4630.250  4634.000-4720.250  4742.750-4756.500  C_{2}4668\n",
      "38  Hbeta    A         4827.875-4847.875  4847.875-4876.625  4876.625-4891.625  H_\\beta\n",
      "39  Fe5015   A         4946.500-4977.750  4977.750-5054.000  5054.000-5065.250  Fe5015\n",
      "40  Mg1      mag       4895.125-4957.625  5069.125-5134.125  5301.125-5366.125  Mg_1\n",
      "41  Mg2      mag       4895.125-4957.625  5154.125-5196.625  5301.125-5366.125  Mg_2\n",
      "42  Mgb      A         5142.625-5161.375  5160.125-5192.625  5191.375-5206.375  Mg_b\n",
      "43  Fe5270   A         5233.150-5248.150  5245.650-5285.650  5285.650-5318.150  Fe5270\n",
      "44  Fe5335   A         5304.625-5315.875  5312.125-5352.125  5353.375-5363.375  Fe5335\n",
      "45  Fe5406   A         5376.250-5387.500  5387.500-5415.000  5415.000-5425.000  Fe5406\n",
      "46  Fe5709   A         5672.875-5696.625  5696.625-5720.375  5722.875-5736.625  Fe5709\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from pylick.indices import IndexLibrary\n",
    "\n",
    "index_keys = np.arange(22, 47)\n",
    "lib        = IndexLibrary(index_keys=index_keys)\n",
    "\n",
    "print(lib)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now pyLick can work for us! Note that if `z` is not passed, the spectrum is assumed to be already rest frame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> Index outside of the spectrum (3631.85 < lambda < 5094.27)\n",
      "> Index outside of the spectrum (3631.85 < lambda < 5094.27)\n",
      "> Index outside of the spectrum (3631.85 < lambda < 5094.27)\n",
      "> Index outside of the spectrum (3631.85 < lambda < 5094.27)\n",
      "> Index outside of the spectrum (3631.85 < lambda < 5094.27)\n",
      "> Index outside of the spectrum (3631.85 < lambda < 5094.27)\n",
      "> Index outside of the spectrum (3631.85 < lambda < 5094.27)\n",
      "\u001b[91mElapsed time: 0.01 s\n",
      "\u001b[0m\n",
      "names           vals       errs \n",
      "---------------------------------\n",
      "CaII_K         2.0039     0.0458\n",
      "CaII_H        -0.0235     0.0317\n",
      "D4000          1.4795     0.0008\n",
      "Dn4000         1.1666     0.0009\n",
      "Hdelta_A       1.3758     0.0379\n",
      "Hdelta_F      -0.7634     0.0293\n",
      "CN1            0.0564     0.0011\n",
      "CN2            0.0703     0.0012\n",
      "Ca4227        -0.1843     0.0199\n",
      "G4300         -0.4446     0.0337\n",
      "Hgamma_A       0.7180     0.0341\n",
      "Hgamma_F       1.1900     0.0215\n",
      "Fe4383        -1.0463     0.0589\n",
      "Ca4455        -0.1048     0.0290\n",
      "Fe4531        -0.9484     0.0545\n",
      "C2_4668        5.9379     0.0801\n",
      "Hbeta          0.1699     0.0309\n",
      "Fe5015        -2.0909     0.0886\n",
      "\n"
     ]
    }
   ],
   "source": [
    "index_keys = np.arange(22, 47)\n",
    "indices    = Galaxy(filename, index_keys, \n",
    "                    wave=wave, flux=flux, ferr=ferr, \n",
    "                    mask=None, meas_method='int', z=z, plot=True)\n",
    "\n",
    "print(indices)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we plot the spectrum with the measured indices. In the following cell, we do it manually by calling variables defined previously. However it can be automatically saved when calling the `Galaxy` class by setting the parameter `plot=True`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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736XNvZzzBS5f57iegDH2+/bj5nHOZwLIB/BVd30DhBDij/42tautrXuzJR475kzfX1kpTC2trhYuvtesOYUdO0oV14Hu31+OLVsKJYXMxVIR7uv2tm0rwOnTxmB33YFzjl27alBQYJKMILrbu9c51XTPnhIcOlQu2R8drXM8/uKL4/jyyxMAgNra0K6j7G8sFt+/82vXOqcEr1t3ymf7H344jqYmM5Yv/1Rxf1mZGe+8U4Aff6yCxcIxdmwqAOC//50FABg/PkrxOEII8aU7A8QXATwnPuGc7wdgBDDUn4MZYyoADwN4mXMu3k77F4DZjLHFQe0pIYQQv1itdvz3v9t8ToMLpnffLXY8jorSSfaZzTZ8+qk8sycAXHjhx3jzzYOO53Y7dwTz27c7R/KsVjvWrcvF558fCma3JX77zTniWVhoxIkTvrN9bttWgrY2aSDruuZs06ZibN0qfB8aDU11DhVfs023bKlFba0ZDQ2tOHmy2mN7s9kGk8mCw4elo9s33pjoeHzqlHA5dOBAA/R64Wdh+HBhuin9DBBCOqrb/npwzo9yzhsBIdhjjN0KwAzgMz9PMR5ACoDdLuesAFAEYEmQu0sIIb1aW5sN9fWtivvsdo4tW/KDMtL58su78MsvBZKpjj1VSUkjamud78l33+XgwAEh6+S2bc4Acd26Ajz22BYYjV2XcGjfPmdAeOpUjV91Dz//XFq6wm7nkqyVnpSWNgTewRA7cKAUubk1vhv2ADt2FKGoyFkaxWbzPqL+88/VKCtrxa5dxTh6tBJNTYH9nA0YoPe6PyJCi5Urh0GvpwCRENIx3f7XgzH2FwClAO4DcC7n3HUBxk3taw+3MsbeY4wNd9k3uP3fMrdTlrvsI4QQAuDo0Ups2JCnuK+tzYpdu4plo1Ed8eijv2LtWuXXCZa2NluHg9m2Nht+++008vNrHdssFuF8L774G6qrhbV6Y8YkoqRECKSqqsTpqic72XPPSkud02Rd69j5q6mpDbt2FUOt9v3f+CefHPB4s6Cn+uabHGzYkBvqbsjk5tZI1g+azTb8+GMJqquFqc4jRkR4OlQmJ6chaMltBg8OdzzWalXQ6zVQq70cQAghXnR7gMg5/zuANABPAtjIGJvdvqsIwAEAZwKYC+AogD2Msez2/eJfXfdbbWYA4VBQWloKxpjka+XKlcH7ZgghpIfyJ/jbuDF4gZ3ZHHiw2dBg9lpIvaqqCTk5lfj+++PYvbtYsY2nkcsjR4S1erW1Ldi8OR+vv74LgDDq1tYmTN37+ecCNDcLU2NPnqzDiRPCKN6+fUIG0JaWrps2u2aNs17eCy8UoKbGv3qBubk14Jzjv//dhp9/LkBdnXLgJ9ZEfPjhjThwoNLxfijpygycHVFVZcajj27ukaPShw9XoKnJ+Vnl5jbiq6+cGWPj46VTnisqGtHQIP+MrFaO118vQmNj4DcHRo1KcTwWE9RcdVU6VCpnXcypUzMwfXpmwOcmhPR+K1eulMU/ANIDOUdI5h9wwQcANgF4un3bW5zzZzjnVi78b/U0gFoAYqZTsTqs+9wKPQDFdG3p6engnEu+KEAkhPR333xzAps3F6O4OHi1/8QRlEB8910+9u2TBy579hSjpKQBGzcWYNeuMnz1VbnHEbDmZuXAqqXFArudY+PGQvz6axGeemqHY9/69accI3hieYz8/HpHsNjVysqkUz5bWmzYtcvo17F1dSZUV7fgz3/e2H4u5QyXotZWG95557DHIDAvrxYvvbTVr9fuqJYW/4JfkWsSod5ux47TKCys9dIi8CDYNSmUmIxJp1NBq3UOGSYlRSI5OTLgcxNCer+VK1fK4h8Iszf91p1lLnQKm48CGKPUvj1IzIcziY14qzvVrWkqgJ43D4UQQkLo88+L0dBggclkkazl+vjj/bj88s/x1VcngvI64tRPxnw0VPD00zk4eNA9WLJiy5ZyPPHEAfz976fw/PP52L+/wWPQUFHRqLgdAN5/fy+uvPILrF0r/S+iqqoZJpMw8vL99/mBd7yTfvtNPhr622/+Bevh4Tpccokzq2VkpNJ/rU7i5+JpkNBoNMlG6jjnHjOrNjaa8cknB3z2U5yGWVzc2OHA27XeZU9QUNCMvLwWxenOjY1tkseuNy46MoVYZDbLf+7FZDQAoNF04BePEEJ86M4RxD2MyS4h0gGUAABj7AWFYzIgTD0FgIMAKgBMFXe210DMBLAu6L0lhBA/VVX1rAtZAPjppwqUlJjx3Xen8NVXzhGksjJnQBWMkZohQ+IABF7aQ5y+6R6cfP99Md5+uxjHjze07xe2NzcrX2Tn5RkVt1utdtTUKNcCbG21Yv163/cVbTbeJdMvO3PO5uY2bN7sLIA+Y0aarE1mprP+HedCkOhpCrDSz8DOnafx2ms7Fdvn5FQhL8/biJhAnIb59dcnJcFTb/bccyfwzjvFPkdEt28vxM6dp9HYaMFjj51AZaX3vw/19a2ykfD160vx/feV2L5dmqjnjjsmSp6PGCGMEqanU0kLQkjwdGeAGAXgHvEJY2wKgEsBvNm+6QLG2AUu+68FkAXgdQDgnNsB/APAnYwxcT3igwC2AVjf1Z0nhBBP2tp65pS4xkYrXnqpAlu2lOD557fguee24ccfnSNmer0maK8V6HTV9947DEA+siVOn3Pf7mlEq65O+eJ7//5KPPjgr4r72tpsuP/+n2XbT52qkzxPSgrHu+/uQUtLW1DrCra2dvznxWp1vg+MAQsXDvLruP37y/D99zmy0h1XXfUFDhyolGx7/fW9juQ97hYseNev0ec//Ul+39ZoVJ4mfPhwOXbtKobdzrFnT3GPrSMq3qSQ3+uW4lyYViuOHH79dYXHtgcPNmLPnhLs2VMi2f7114XYscOI8nJh6vY990zB5MkpGD48XtIuOlqD+fPjffaJEEIC0Z0B4sMALmKMbWeMbQHwGoAHINRHBIBHANzbnsV0G4DbACzlnO8TT8A5fxHABwC2MMZ2QJh+upz3tBX2hBDSA4iFuVevPonCwno8//xOSYBYV9f5oEe8mA/kr/DmzeV45ZVChXPZHecxGju3HrChwewx0DCZrIr9LSiQl4OorTXh2LFKbN4cnKmoVVWtePrpjq+KcP3vjnNApWK49NIRkjYGg3L6yk8/PYKjR6XBYF5evWwU9q23DsiCZVFLiwXV1b5/bl57bY9sm/trA8L389VXhTh9uh5GoxmnTtX5lZwmFEGk+N67JoMRWSzS/vibYOfnn6vx2GMn0Nqq/PP+9dfViIszIDs7BtdeK1+R8+uvNairsyj2iRBCOqo76yB+yDlfxDmfxTmfyzmfwjl/WQzuXPYv4JzP5pzP45zLbv9yzp/knE/inM/knF/MOZf/j0MIIX3M0aMVKCoy+tVWqWj93r0VKCoKfj08cYppILZtU/6zvX59LsrLPa8p9GTYsMD64G9wsWNHKVpaLPjvf4s9TnH11759pWhubnNkF+0o1/VsmZnRSE6OxOzZGZI27usSOQcefPBXrFp1GDt2OEeqWluFaaeuSU+6UnJyhOy9t1o5vviiDE1NVtx330589JH3PAo2mx07dxbhhRe2dHvpDjHwVvr5eeut0wGd6+efpdl7Pd1gsdngMVOtqLTUjNGjU7y2IYSQQFAVVUII6QVOnqzBqVOeS0K4+vJL+RTArhpxEae2NTd3bB2m2K+qqla8/XYhamuVpzZarZ77HxXlPVGLSAyknnhim9/9O3GiFnl5rWhutmLt2pyAynns3y8Ehbt2nUZRkRFGY6ukhh4ALFqU4PUc7msEX3/dmSBmxow0LF06DDNmSMsZiJlZlYgjWzabHceOCVMfLRY7Pv1UmnhGTOLTWenpkfjDH6YAAKqqWvDNN8c8Tkc+cKAORUUmNDR4Hj2uqGjCqlX7cOxYDerrTfj00wOKawJ/++20ZDpuMIh1Bb0lz7FY7HjxxXyfI4hVVdI++yqpcs45I3DzzdMAyEcwIyLUMBiCN12cEEIoQCSEkD7mX/+SF3jfurVEoWXwdDThjb39sOLiZhw50iQLBMWlVUpBw8cfH2vf519wet55g5GQEBZQ/8TRuLIyM44dawxotK2w0IicnFrs3es5sK+v9x6InTolHfXNzTVKnuv1GsTHS7+n6Gj3alByNTUt+P574UbC3r0VOHasSrK/qcmiWL9PdPRoBV59dYfP8iY2mx2DBsVAq2UoLTVh+/Y6j6VJnK/t+T254IKP8eqr+/H66wfQ3GzB8ePVsvOZzVasX39KMTlOUZER3357zOvre+LrswKE9cg1NRavNzQ6IjJSj+hoAy69dBwSEyMk+xIStEF9LUIIoQCREEI6yG7nQa0l6O11Skq6dzpdVzIanWvYdDrpf0M//CANVEaOFLI0KiXh+O23MgDAOecMke2rqlIeiXzkkVmYMCEpsA4DWLOmAu+/LwTZp07VoKnJv6D0pZeO45VXCrFxY42sFMjkydGwWLyvHdPrhffn979XnkIYHW0AACxZkuXY5ikZDOAcXfzTn9bhhRd2O7YfPlyNpiazIwCurzfjzTd3eTzP++8fwt695T5HvgBg8uQMWCwcr75aJPt8lXgLIPfsKXM8vu++H/HMM/I+3nLLN3jxRfkaSAD48ceTOHzYc9IYb7Ra4bPyp+an+wjiLbcMDOi1PE05HTgwFmo1XboRQroW/ZUhhJAOKixsxNatRcjLq/HduIOMxlYUFjbhtdeKFPdXVTVJRtACmQLpTV2dyWuNwY7inOP778t8NwQwY0YsVCrf/00lJBhk28LDpaMqmZnR0GrVmDp1gOI54uLk5wCcI3auI0JHjlT4fWOgpkb4bNavr0FFRaOj9MaUKTG48MJUn9Nja2qEYMlXEpJZs9L96o84urhpUyEqK51BdESEFq+//hs2bRJKDu/YUYrTpz2vWX3qqa1Yt65Atv2VV7Y7SlyI5s8fLHmek1OF1laLx8Qs/v4+HTxYifp6eaC+Y0cxysqUg7jbbvvOcWOho7wlZDp4UPidaWhw/h5eeGEKsrPDA3qN2Fj/pk0TQkhXoACREEI66Oabt+LllwuxYYM0kOps0o/c3BpHWYeNG/O8TvXbtq0IBw86L3gPHizv1GuL9u0rxY4dgSXe8Ed+vvTC3Wq1e52eeuONQx2Pa2paFEfudDp51k6tViUJqu69dyq0WhXmzs1CVla8rP0f/zhd8fVds74CztEtX6M4X31VgDfekAb1BQVGrFsnZG8VRwbT0vyb8qrTyQPE7OxYAEBsrPQcMTG+p5i6999oNOPDD49KEr8cOeJ9zSvnwC+/OKczFxTUoabGhM2b83y+/k8/ncSmTfLMsHY7YDT69/tTVtYEALLEP2K2UU83S9raOnYTRWltp8Xie2p1Y6MVjHn/eTl2rEnyPCrK+7TRyEhac0gI6ToUIBJCSAfV1ppl65Lq660ea/b5w2hsxf79lWhoMKO4uBlFRSafJSRsNufrffSRvHzEnXdOwpAhsYrHeqoStH17jd+p+gPhXg6gttaC+vpWj0l0Fi/ORHq6EPBs2VKAX36Rl4jQ69WYOTMdY8YkOra5r9UDgCFDEsAYc4ziiZ59dpHfST7E98tXDcndu6tx+rQ0sH/88ZP48MPS9vMAs2dnQqPx779hvV6FyEhp0JCaGtH+bxRuummaY7s4HXfChGTZecQRN/dkOatXn8Tu3eU4caLWsc13opUWlJQ4b44sX/4xHn10M3JyvE8j3bXLiBdfzPdYw3LtWqPidk83ElxvoJSVNTiC3GCUcXEVFye8/65ThYuLfU83DQtTY8YM71NM9+2Tjta6/1pGREhHFKnsISGkK1GASAghQdTRZC2AUHPvrru+w8svV+Do0Qr87W/78OabvkfxXEsfrF8vvzgfOjQOLS3yUZOcnBrF4JNzjs8+K5VMkwsW1xmjs2bFoqLCDLPZisLCJsX2/l4IX375SFxzzWjHc/cA8aKLxuD880cBUF6fOHJkEgYMiPL5OoWFRp9t/KHXMyQlRSI6WrjwVxohdPf3vy/yuE9pRHP06ATExxuwaNEgxzar1e51GvJHHx1xPDYY1Ni167THmwjNzRasXn0SJSX1sNs59u8Xypfcf/96r9/Ht99WorragtZW5++KyST/vTl2TDrV9MCBUowc6Tnrq9Vqx1//+oujTqOnKawdJWZLtbt01Z8Af/LkaCQkBDbF1PUtT02NgFot/fkQ+zB5cjRGj/b9c0sIIYGgAJEQQoJIpWIeL6h92bevGMeOVcFmE4LFmhphJGT/fmEKqXtWRpPJip07jX6NWIq11FzXvH36aY5jtKW+vhX79gWe6TTQgLiqSni9889PRmZmGGprLbDbueL0PTE49Ccpx6xZzlIPERHCSI/rqKRKxRwja2PGyEfWli4dju++uxqPPDLL6+ts3lyOd94p9tkfXyIihBHIG28chkmTovF//zfUxxHy+oYDB8Yo7ouLE6acTpuWhr/8ZbbkmOpqk9fPrLnZGVRZrRwbNuR5nTJdU2PCp58eRGFhnc/+e2M2y/tUUyMdAbz33p9QW+t5VPCf/9yCN9442Kl+eCPeZPG3pEt9vfD76hpExsQ4R54nT4726zwPPDBNtk28KXThhakYNixCtp8QQjqDAkRCCAmyztSQE4PLxx474XgsBlXuCgqa8N13lYoZPl0tXz4Gb799Ia6/fiwefNC51s5g0ODtt3dhz55iPPPMFnz33XHZsatXH/VavL6gwOjrW5L46acyJCXpMG1aLAYPjkZEhNrjmrDp02MBAKdPm5CXJ4z6ffSRchA7ebKzWPycOdLC8StWjJE8d3+7li8fA7VahezsOJ9lMHbtqnf0xRvxHoGv5DJhYRpcdFGqYjv3+wxarbDWUizYHhfnHJWKjTXg738/A5dfPtIxXXbsWCHzaXy8PAGPp6A7L8/oePzjj/lYteqQYjvxPbRYhBHJ/HyjYjtf37/IaPQ92rdly2lJYh13//qX//UtA2Wz2XHihPB7aDbbHGsPxbWkSn79VZoMZ9SoGIwZ4xzti4pyBosaDYPJpPweKH1WQ4cK53GfdkwIIcFAASIhhHRAMAvPcw6sXVuEDz+slqynEkduPvigtMN9ueaaBERG6nHRRSMxYUIyzjtvhGNfeXkzvvnmFF56aSeeeGIrtm2TBl+bNtXgvfeKsXOn52mu7mvZAODXX3NRWak8ZXTDhlpHkfDx41MBKK8VO/vsJCQkOEfF1q2rxp499cjJUV7zpVI5k9K4vx/uSWzEgHrx4kG4/vqxjudKyW7cnTghvL6/60w9jdaJ69m8WbPmqONxSkqkIyibMCEZjz02RxboxsToMXOmM5tpVJQBF188FitWTHRMZRWP8Wc6LQAcP17rdX9xcSOefXa3x/2XXDLC4z5XSoPuRqN/I3Xi5+5+o8RTwNURrv2rqDDDavX9+be0WDFmTCQmTEgDALz88gyccYY8QRIg1E/0NFKrVjOEhytnNU1Li/a5vpEQQgJFASIhhHRAU1PwLj6rq5uwZk0ecnPNAJwXucXF3msfitMyGxs9j1gOHKhDeLgWGo04vTIVL7641LF/w4bTeOedwwDkGRn37m3AqVMtXjM1uo9ulJU1YtWqfcjL8x5YTJiQ5nX9VnS0Bu4VLrZu9XxOjUaFhx5agGefXeSYCjhpknMqaViYPCA777whmDAh2RFI6HTeE89cfHGq47G/5UQ8XfS7TwsURwdFubnOkbLERC0MBp1j6qhGo1LMVCp+Tq5TkQcNisMFF4zEH/84A4AQTInfb0qKfF2cGEiKbDYumzItrvETeao5CQCDB8d63AcAOTmVHvfZbHYUFtbhgw/2SgIy95IeYlwYFib9/DqbTdiTt96S3jAZPjwCsbHS196zx4iammbExDh/7twD2LAw52eem9vi8Wfq6qsnefxd0WpVSE2lNYiEkOCiAJEQQjqgsjJ4hetdk164TvHzxmy2+pnAhUGn00CjUeO++86AwaDBsmUjA+rfjh1Gj6OU7mUnXnttD95994hiW1eupRmKixtkF8dWK8c550j76c/STr1e7RhRGjXKmdU0OTlSsX1qapSkL+ed5/m9iYx0XtD7mjopll4QR0u9WbhwCObOHYTwcGmQ+NJLQhmIO+/MAgDH9Ne4OAPmzBmEsWNTJe0NBg0MBg2effYs3HLLeMm+iAgtFi0aBK1WjRMnvJevcJWUFC67QSAGoK6jle6lJgD5VF93e/bU4/hx73154okNOHSoUnL+jAzlgCgtTfoZG42mTmUUdvXWW/scj1tb7ZJp10q/h1qtCqWlzdBomKMPVqtd0ratzfm+pqToJKPxYlCemEjlLAgh3Y8CREII6QD3C+JzzonBmDHKQUiwiEFaRUUjfvjhhGO7eGHpHqwlJelgMKj9LqXgycGDDaiqUp7a6R48iFMqt28vlNTUcyeuo2tqEt5H1+QjS5YkYtSoSFm//QmIzzlnJLKz4wD4njKalhaFq66aKBmBGT48CQBw443jcOutEzwe6ytYLS72PKqmUkGS1TI6Wo/oaPk6wepq5yi1exKf6dMzZUHv5ZePx1VXTURWVhxGj06Eu5gYPXJyarBzZ5Fsnyg8XDrS6uk95xyYO3eA47nJJA+Ezz9/KIYNk/dDtGlTrSOTaV2dcPy8efG44ALh88vPr8ebbx7E+vXS0i16vfRzdc3i6yo/vw67dgWnlucXXxxzPNZomKPeqKeEVGFhauzeXY+tW+scJVH0eg0iItS4/nrhfROzBM+YEYvGRhsqKpy/Y8eP1wMAbropyevNiA7mwyKEEK8oQCSEkE7KztZj/PhwjB8vZCWsqlJef+fJkSNGv0pKiDUXPU2d+/HHk5LnkyZFQ+U+TxPCFMUnnjjDw2uYZHUCa2rasGOHNKg4fLgceXk1KC4WRlLMZhuMRmeQd+JELYqKlDNbJiZqoVarERurR0uLDd99VylZs5iVFQadrmP/PWVnx/usUTh8eDy0WpUksY07jUaFUaM8l1TwlbXTW/KS8eOjkZIiv5ngXiNSFB2tw4ABMYr7XCUkREhGQwHn+S64YDQ4Z6itbcWYMSkeR4QNBjVuvHGcY/qpGIDY7Ryffy5NWBMX5wxqlX4m9Xo1xo1LlW1XIr7OkCHhmDBBeG3xZ0ujUeHVV3c42rpm4gWA9etPtfdd+rk/99yuoNXydF0bbLVyNDUJv4vV1Wa0tNhkQZx448Rm445APipKj2XLRmPwYOH7E6eGx8drYbdzST1TMcutXq9CdLR8OrHIYKAkNYSQ4KMAkRBCOumqqxLaAxqG48eb0dDgX3IN0f3378axY76DytZWGzgHXnwxBzk50vbbt5fiiSdOSbbNmhWHUaOSZOfJyIjGvHnZiq9x6FA5vv9eWozeZgMaGqRrLn/++SRWr3YmUamsbMLbbzuTlbz66n7ZubdsEYLMq68WArPISOEieOdOI4qKpEHp6NHO9YMvvTQZgP+jJYWFwujL4MFxivtXrlyAxx6b4/M8M2dmSp67jlwpTan01+HDyllh4+LkiUimTIlBamoU1GoVhgxRTnDiieuayiFDEvCnPwnf85EjFaipafH4PajVTDZ6azJZcPq00fH8kUdmYcQI+c8WACxc6HzfBg1S/gyc5xVHkIWfL/dptpGRWhw/XotNmzyPBB4+LNT+TE2VBt2nTzcqrj0NREtLG155ZTvMZunPvzjy/eSTB3D6tHyk3PVn1T1wHTkyCddck46lS4X3LyVFj9ZWO2prTaiokP8dUMpSLG7zpwQMIYQEiv6yEEJIEKSlRWPWLCGbYFSU5zv+nWEy2cE5x88/l+PIkUbH9DbOgVWrTsnaq1RCMXZ3jDHMm5eN2bMzJIGAzcbx2mvlWLu2QnaM6zrJxkYLHnhgvWTN1P/7fztlJQjcR6leeUUIIGNj5Rftv/1WL3nuOjVR7KNSrTwlYnsx86P79bVWq5ZNpXQXGanFrFmDJNtcL9QVBmY7LSZGOVOlKDlZSGzjz6jYWWcNlwTZABw/n01NbSgpaXSsJZw/X54F88knFzoer117DD/9lIs1a6Qj1ImJzmmylZXOoDc7W3m084wz4vHnPw+RbBOD5RMnmqHTMcTH6zB7tvN9j48PQ21tK9askf58z5/vDEJ/+CEfnMuT6QBAY6PzZs1bb+1S7Jc3JpMFpaWN2LfPczIdJd5KoYwYkYSLLx6CxEQd/vOfCcjIMECrZWhpsWDHjiLY7VyyJlcpCBRHLN2DT0IICQYKEAkhpJM0GhVGj07B9OlJ0GgYqquV1+t1FuccLS3CSEZ1dRsqK4XXqa21YOdO71lDlZw4UScpw6BWMxQVmVFU5LkYOQAUFra0l+ZwjjSWlzejoKAee/c6S3KcPFkjOc617EAg6yJHjEjAnDlxaG72b9Tu0ktHY9KkZIwenYgFCwYqlnRYunQ4MjOVR7c+++xiDBwoTBc+++zBAIDZs+MkffY1jdUX9zWFAHD99UMV27rHPXV1vhMkjR6d4nH64eefH5eUkLjwwmGyNtdcI6y/rKpqQVlZIy677DNs2CAdxXOdPpqTI3zWQ4bEOqZEuq6RnDkzFsOHRyAsTI0LLkiRvZ7NxnH55enQaBjCwpyBclOTcpKfW25xrg/lnKOx0YyqqhZZzcf9+0tx/Hgliorq8fPPeYrn8qWwsCHgY1pahJ/VqCjldbDiVGClKeCAc4qqRuO79AohhAQbBYiEENJJ8fHOkRRhfZIQCDU1mZGTUxXw+RISlIOPoiIT1q0TRnFMJjv27RMKcfuXzVTOvUZfZKT3ESyRmH3x0CHp9/bzz/k4caLGpZ1zFOT773OwYUMBAGH0LZA+x8eHYeLEaI/73afg3XTTJKxYMRbp6VG44IJhiiUhxoxJ8Tj6olY7z3f99eNx/fWJOPPMRKSlOQNNk8kqWXPpztd0WKUAc8mSdDz44GDZdvd++lt8XkliYpjjc3bNBnrxxdJ6he6Bi/uoZVSUTpJY55VXhCyfFRXNyMqKwZVXjpJ8xrfeOhCZmWEYPToZ11473PEei4GU1coREaGWTRMVb4i4c12TWVbWjPr6VsTEGDB1qnTNY16eEfv2leH11/fg449zAAg/T4FwLRviqrTU8yihOGXW01rahIRwXHjhaIwenYyJE9MC6g8hhHQ1ChAJIcRFW5sNFRXSNWL79pXKyjBwLiSQuOyyNEcwIGbm3L+/ASaTBVu21KKoKLCENQBw3nmxsm06HcP27Ua8+GIBAKCuzoI1a+RTQUV3353l83VSUyMUt7e0eJ/KWVLivDB2DaZqalpx6pTR8byioslR7P2jjw47Rr7EgE58v7qKGMB0JtPj3LlZyMzUQ61m0OmcAXRRkQl1dZ4DRE9JYAAgNlYjuakg0us1iIqSB46+1vEFSqNRYerUVEmSmcsvH4WwMI0jGPIVhHrKEMsYw+23z8D06cpBz7BhiRg+PAGzZsUCcAaIohkzpOs+3UtXiObPH4z775/u8rpAa6tF9ln/5z97AQCnTjlH2HU6tcfso0qUEvCo1cDTTx/w+xyexMaGOYJdo9HiGDl0rZGoxFtwSgghnUUBIiGEuDh2rAZbtzozdhYVNWHTplI0N0tHMvburQJjwNixUbJRjx9+qEJOThVefbUCO3cGVi/xzjsnYdAgYcRrwgTnqFlMjBZms90xMgEAFRWea+wlJekUgxBXvvYDQGqq0BfXESRxBNFisXtdD7dmzUkcO1aJG2/8Eu+956yNKAaVSsk3ACgGSR2h06lx4YWjcdFFYzp8jgEDYpCUFImYGD3S050B9Ztvdrx8gkrFOj1FtaOqq03YtOk0TCbpDY+0tCiYTFbU1LQ6PlMxyPNUQ1KJRsOg1aoxYkQSRo50roFMSYnE8OHOrLDiGtAjR5RvoFx+uVCP0lMmWcYYBg2KbT+XBjYbR1VVs6zsisg9yDMa/fu9vPvu7/Hdd/KpqS0tNhQU1CscIaU0lViJxcLx3HP52LJFCGRjY7U46yzlJECA5/IahBASDBQgEkKIiz/84Sh27TLi+HFh+uQ//3kQb79dLGv37LNHHTXc3JPSWK0cb7whjC7Z/curokgMzh55ZCjGjlUuDq5k6VLPtedcievsvLnhBqFmm9HoDEzz84W1jw0N3ovAb9hwGk1Nbdi+vUSy3dcUv5iYzqfuv+OOmUhPj8bgwQnIzg4s++eYMSmYMME5AjZ+fBoWLBiCceP8H8nzNjrqOuoaqKSkcGRkdL7eps1md3wOw4cnYu5cZ1bbyEjh/R85UgjOXEuQAMDNN4/HkiXydYuRkVpcdpkQ2J177khJGZHISD1GjXKuPYyLUx69Fi1cOAh33DERBw44k8Pcc88UnH/+EAwaFOPoNwDExhrw4ovbcfBgFVJT5Tc9ysoa8OWXOY7nH398DKtW7Za1c8U5R1OTWVKb0FVubgsqK50//57WEp5/frLidk/EShdVVWbYbNzjSG5aWjgiImh9IiGka1CASAjpN1pa2vy6856X14ItW0pgsdjR2CgERu7HRUVpER+vxfTpAxAZ6QwQxfp39fUdv8M/c6aQxTE9XY+77hoEnU6F4mLPIx4HDkiTaMyZIwREvtYUehrBE91wwwBMmZKG7OwwSVtxjaU/Cgrqcfy4c3rfVVclSJLDREZKL3LFqYfuBg8OLMgLC9P6/P48GT48CYsWKSeMceUtGVF0tBBkZWfLg+FAA0TXIOHrry/HrFme6zf6y2bjjiyvQ4YkSF5DHN18+OF5iseOGZOIwYPjodGocNNNzmQxU6akOoJKX9LSvI9eX3DBaAwfHi9JDMQYsGjRIEe5kcREIcgsLW1CbW0rsrJiMG1aGmbOTPd67uZmC1pbrbI1uK4aG814/fXfZGtlDQahPxs31jpuEKWl6T2uqR04MLD1jqI9e+qwd2+9x2RO//znNMfNG0IICTYKEAkh/carr+7wK8Po8ePN+PBD6ahXTo40zf28eSmYOzfecZEtGjbM96icLxERwjm1WhWSk/WIjdV7LYi9d688y+LixUMwfrx/RcqVTJ4cjezscCQlSUd6GhrMyM31P0vr++8flTzPyNBJyiP885/jJfuzspQDh6ws+eidUnbS7uRaQsFdXp6wjjUmRusYCRZ5m0J75pnSwJRzLgk+IiKCUxj95Mk6xw0ET4H0wIGx0GpVsmREgDNoHTjQ+Rm4rmn0xWiUjz673oNJT49GdLReMhWXc2DKlAzZzyQA7NlTDr1eDcYYRo/2HaSuWnXI636lNaTLlsVi4UL5uZcuTepU4iD3IFC8KdXSYvMSeEYgOblryukQQggFiISQfmHlyg3473/3eVyj5M5otMJqda5bqqpqxvr1uSgvFy78xQyd7sk6/vGPqV7PW1/fitpa3wkm/vrXUUhL02P69AGYNGkARo70f3rjkCHxiIzU+yyi7X5R63pRPGOG8HoxMWGOIHjbtkL8+msuWlqk69cC5RrsugaLIqVgUImvkaJQiowUApuzzkrCW2/Nlew77zzP0w7FmwOijo5A+eNf/1qCv/xlls92u3eXS54PHBjj+AzT0503RMTfLX9GbpUCKvf6mDffPB06nTNAbG5uw7x5g3HttZNlx4pJpEaOTMKcOdL6la7lVUStrTZJll1/pKfrFJPHDB4cjnvvHYmrrkpHWprz8xJnE/jivk5x1SpnvclhwzyvQySEkK5CASIhpF/48cdc5OUZ/W5vswk1B00mIUg8erQJP/1Ujvr6Vhw/XoVDh2phtdoRFia9qBXXb3ly7FglTpyoxqFD5Vi9+qjHaW4ZGWFQqRjS0qIddeX8NXSof9P8HnpojuS5e0mBCRNSwRhw5Eg93nmnGDk5dXjssROoqel4gGgwSAODESPkF8Djxsnr5PVE/hSs1+tVCA/X4E9/cpav8DcJzyWXpGLyZOWi88EQHa1vX4fo+fuwWOyorpbe0HAd1XP9/AwGNW69dYZfo2mXX56FYcOkI4FKy/iuuWacz3MBzpqeEyem44orpMe4TnEWmc1WxcDRnb+5YObMScPIkZEYN875eS1ZkoiZMzO9HKWsqMg5IyAhwXciKUIICTYKEAkh/Yq3aYHytq2OC8Q9e+rxww9VsFjsePHFowBYwFO82trseP/9BvzySwtefrkZlZVmlJYqT9ccPz4N8+c7E4dERPgXVGg0zOt0VOlrSAMx94GfQYOk6/7q6z0Hhv4WvvdvdMn3uaKjnSNtYWGhyQjqKcCwWu2OTK8i8fNLSOjcFNEhQxIwf768VmKgpk1zTj9ubfUe8JeVOX9GR4yIx7BhziRIc+Y4AyCTyep3Lc3U1HBMn+47+P3972dg6dIsxX3u022XLx/evl3ah59+KgAgTRxUW9vqNcD/5Zd8nD7dgNJSZ7DGOaDVev/5df/x9lQOxJtDh4wBtKZspoSQ4KMAkRDSrzQ1+R8gHjhQ7ihvIV741daasXVrHcrL/T+PqKKiDcXFVuza1YrGRo7//rdQln4/NlYIOsPCtIiNdU5X8yNmAiBP+tIZ7he7/uZ88WcNmL+v6cmNN47H3LlZAIChQ/3L2hpsnoJioY6m8LkaDGqEhWkRFSUELYsXB95X16A6MlIvyQ4aqAcfFKaUimUkVqyYjDFjpDcK4uM9ryVcujRbUr7C9T2YPDmwkd9Jk3xPJQ4P1+Lsswc7HrtKSYmUtVVSXi4EuK4jnzqdGs3NnrPwXnrpZ/j44xxJgGezcdx4o7xkSmZmDKKi9JgxY6AkYRUgz3Dsj8pK//+2uK+BJoSQYKAAkRBCPGhutqK8XChXYbEId+oLC+sc+5WyUcbEBHbBtn+/NAGI0pq8UFAaXXGdOjh7tjNISUgwIDk5HLGxQmBxyy0TZMeKYmI8Bx9aLcPgwf59/2FhGp9rLLua+/Ri0f3378HJky247LI0R81Df7KiKrnwwtGdSoDiTvz5Et+7xMQIaDTSmwoGQ8dGZGNiAguGzjxzGMaNi0JWlvd1lgkJ4Xj66fkYPDhWsj06Wo8JE6RTlOPinOeaOFG61nPRokwsXCiMeLa0WNDU5L1MS1lZkyxBj3vN02nTYgAwMAakpkZJPiuNhvk9sp6S4n+CH1cdTNRLCCFeUYBICOlXNm3Kx08/nfCrrd0O6HTCn8nGRmEantnsDJySkuTBoLcSBr/+Kl8L9fe/H1Fo2b3Ei1pxKh4AxMV5nwp59tnO6a+33z4RN900DmvXXu3ztZRGPJYtE2oOTpgQ7XdhcQCYP38QzjgjdKn+LRab4vbjx53TEl0DFpG3GoldzbUGpa/RrUAC0wULMjsUsD/xxCRccYX3ZEMrVkzG2LHy0UmNRuWYVipynV49d+4ADBvmHKU8++whOPdcYTSSc6C11fcaRNcsrUo8rRG96aYBGDPG/yy7Y8YIyX7276/3q71KxTBlSgb0+uBktSWEEFcUIBJC+pW//W2rZF0RALS12bBzZ5Fi+wEDhEQatbXCxeR//lMAQAgOlTIaAsp39TkHiotNkm1hYf7/CY6Kcl9v1fESFq6uv34CVqyQT5sLD3d+b9deKwSDYsIerZZJpvMlJoYjPj4M48en4NlnFwW87mrp0hTceecgLF6c6LHeYXy8PJgZMyZZFiB0B52OISJC7cic6c2UKfIA9qyzRng9RrzJMGSI92LyHVFV5Uw44ysA9Hck8eqrx2DixGTZlE9/ZGTEQKtlSEzUelzfxxjD7NlZuOCC0bJ9I0YkISVFPup8ww3jkJ4eKSl0P21a4DcTlKat3n679PNTugkwaFC44+aSP556ajoWLkxAY6PyTQclAwbE0AgiIaRLUIBICOlXjEYzTCbphf3PP5/C6tXHZG3z86XZG13XAXpb67dq1VzZttZWC6KipBd/48f7XzPxiis8JyYxGFSYNy+wQvKiv/51HiZM8Fx2AQDuums0YmM1KC1tBQCce26sLLg444wsx8W0t6L2Slkh4+PDkJKiR3i4GuPGKQe+cXF63HWX8z3gnAd16mUgxJFjux8VU/ydYujqsccm4pJLUhEREfyRRl8JaTrippsmIjMzGuedNyrgY7VaNebMycQ992R7fa/i4sIwZIh8bevy5WNQUSEvG3P22UNgMGgwfbowFXrMmEQYDFpccYVz+nN+vnxE35voaHV7n6X9VCrLkpISiQED/P/91us1fq8zJoSQrhaa1G+EEBJC5eVNkufnn/8xhg6NxT/+cZZk+7ffVmLevBTk5gq1D6OjNTAaxammdsyblw0lmZnykZ+cnBbU1DgDxEDv/IeHa/Dgg4Px2WdlKCx0jkRGRanx4INDAACbNgV2wSucV3mKWnq6c3qcRqOSjChmZeklQaBer8HUqQMBAHffPVsxcFOpGOx2rphxdMyYFAwdmiD7XPwVqkCxq5xzzgBw3oykpJ6xHtUXccTY2/pSb9LSohETo/crw60718QzroYOTYBer8b770/Cf/6zzTG1duDAWKxcORdvvHEAJSUNiscqmTt3ACIjhbsbroGs+w0PcfpwamoksrICu2mTnBwBoMbxXFz3TAgh3a3bAkTG2DwA9wKIA6Bu//cNzvkLLm1uAfA7AKb2rzs457lu53kYwKUA2gCUAPgd57yyO74HQkjf1dwsH1kxm+2orlYuQ2G1clk6fVFUlB5nnBGGzZudgdzjj+dL2sTEBH4xPGlSCg4ebEBhoQnx8UJgl5QUeJZEV6mpUfjDH+bi/vvXO7ZNnSpdV6XVqlFaakZpqRnDh0cgOlqNCy4YjdmzB+DIkSpJYh2tVnnUKzExDI2NbYiLUw569HoNBg2KDbj/55wzAqmp/q/1CgaViqG52dahTLaBmDZtYJeeP1hmzx6ECRPSOnWOWbMG+W7kQVycAXV1rZJtU6YMwJQpA8A5dwSHYiCr06lRXNyI3bvLZOc6frxKso64udmCyZNTMHx4HAD5DZjoaOll1PXXDwNjrbJ2/hg4sOtqXhJCSCC6c0LD1QD2c84Xcs7nAVgB4FnG2PkAwBi7EMA/AJzHOZ8LYDWAnxhjjluSjLHftx83j3M+E0A+gK+68XsghPRhXGH+4759yqMM3qb/aTQqXHKJ53IGF18ciUmTlEfusrM9jzqMGpWMzMxYAEBmpnDRGx6uxvz52Vi2LPDpfSKlEThfQRdjDA8/PBv33TcVc+cqj6S6uvzykXjggWkdmnIpUsr0OHJksqQcSHcQ156ePm2C3e7/KM9VV2UiK6t3jAqKZs2Srttra5PfSFGrVYiO7tjooUiv13gcDfRl585bvO5PTY3CeeeNdEwFFX9Xfv21SPb5ffddDtauzXE8HzAgCv/3f3MwdmwSJk8W3ovZs5MxY0YsLrggRTbVPDHR0OG1o1dd1fn6loQQEgzdGSC+COA58QnnfD8AIwAx9/ejAN7jnJe3P/8fgEQA1wAAY0wF4GEAL3POxXlI/wIwmzG2uKs7Twjp+3ylvRenl4q8JWMJD/d8savTCQHZzp1G/zsHIZCLjnaOGL744nQsWZKIiAh9p6dZupcoGDgwVrFda6sdY8cK6wSXLBmG6Gi94oW9+/TI8HCtJINmR2RmBp4EpauMGxeNiAg1Kiv9nxa7aFGyX+sK1WoVBgyIDnkZDwBYs+ZKyXNvxeVDxVtpGMYYrrpqIoYPT3K8n2Kg2NZml9VC1OvVkqDRNamPmIxm+PAYnHtuMqZMienQtFhvfSWEkJ7A6/8+jLH1AX594OlcnPOjnPPG9vOqGGO3AjAD+IwxFgdgCoDdLu0tAPYDWNK+aTyAFLc2FQCKXNoQQkiH/eEPPwBAhxO+uBITWSglZVGpgPh46UUtY8CiRf4ntQCA8ePjEBvrHIlMSTEgObljU07Xr7/Or3YWi91RN0+n02D06GRERsqn2q5fv0LxeG9lQHyZODEdDz7YM0ZZbDYhQ437qHNtredppzExer8ygwolDAb0iLWV7lOGR4zo/O9GsEVE6HDmmYMQGelfyQfx57WmRppVeO3ao/j3v39zfLaAkNRn2LBEj8mTRo5MUtxOCCG9ma//qbIBrArgfBf6asAY+wuAuyFM5j+Xc17CGJvcvtt9QUA5APFqYLAfbQghBBaLTXZh6z5SoOTtt/cDABYsSJAlfGFMOdjzRKtlyMjQICNDI5vGFhOjgtEo7d9DDw2BVhvY2iWxDp8YdP3vf7OxfXthQOcQuSal8UYsdSHyVLJBKfX/nXfOwo4dWwPvnIuoqJ6RW02lUqOyUv4ztX27c0m81SpNczp8eBKGDvU89bg7BTJYdemlI7B1azHKypp7xKimO51OjeXLR/hVdsSTpqY2fP31ceTn18NicX5unAsjjhMmpGHjxlLH9iVLhsFg0CgG8Xq9GpGRnVsbTAghoeTrf9oCzvnj/p6MMbbAVxvO+d8ZY09CWJO4kTF2DoSkNYAwoujKDEC8zR7hRxtCCMF//rMNV189ESkpzqAnJ6da0ua334owfXqm4vFKo1yBBIei2FgVGAMOHy6X7TOZpMFDWJga1gCvbw0GLcLDtY6L1KQkgyTbaCASE/1bN8UYg17v+zXS0qLxxBPz8eijGx3bOrrGzN0VV8QjMbF71x26O3xYKGj+hz9IA+bISA0yM8NQVGRCW5v8h6YnjAoGQq/XYPbsDMWELj3JyJFJft0EEk2blobm5jZHEP/mm3vxxhsHAQBHjjj/VpSXN8vKWgCes/8CwNlne69zSQghPZ2vW4FPB3g+v9pzwQcANrUfI6YJdL/lpgcgLgDwp41EaWkpGGOSr5UrV/rTRUJIL/Wf//yGt98+hLY254V7eXmjZFRgzZqT+PXXvE69ztChvgMqrVaLb79tRnm5fGRwwgTl+1ruawE9SU6ORFSUHkuWDHNs60zw4Zo8ZtIk71Nd/RlFUqkYLr1UXtg8GIYPD+sxI1nuo4QbNxb3inp2SiO8IteMpAaDBrNnD0JiYrhfNwZCZdGioVi2zP+ft3nzMhEZqYPJZAEgXX9cVtbkWNcYHa2cqbg7dEUdTEJI37dy5UpZ/AMgPZBzeP1vjHP+YyAn89aeMab0V/YogDEQspECgPsk/1QAYpmLPD/aSKSnp4NzLvmiAJGQvu2LL47h0KEqx3Oz2YoHH/zB8TwqSof9+yu9JqSJjw/H738vBF5nnZXkKCWxZEkSYmM1WLgwAXPn+l6LNWiQcBHe2CivqJ6aKv2TqNerMXt2FubM8Z0RVPg+5IFkWJgWixcP8et4T1JTtRgwQB48xMc7X8/fTKQpKZG4554pneqPu7lzs4J6vs5qbbU4HtvtHNXVJiQnC59tQ0Pwi9IHy4gRntfOuSdfmjEjE7/8cgMeemhGV3er2yQkCAFgU5PSmlHmqNcZEeHfusauEBcXutcmhPReK1eulMU/AEp9HefK7/ucjLFhjLHrGGNp7c8vYIytZoz9izHmzxTPPUyeoisdQAnnvA5C8pmpLq+nBTABwLr2TQcBVLi1SQaQ6dKGENLPGY1C4onGRuHC78YbV+ODD44GdI7ISJ1jhGr27DhHdsGzzkrGffcNxoIFCX6dR6PxPKIXFSW9CDebbQgL03rNjAoAkycnYtw4z+sFO7P26Y9/nI0zz4xRnGK7ZIlw8zEmxv9ponFx4TjvvOEAgnehnZAQjvj4CI/1Frub60hmeXkLNm2qRXW1EDT2xIyf/mhslN88iY7WIzbWgMsuGx+CHgVfcnIk6uvNshFgd/PmDYRO1zPWvRJCSHcJZCLM3wEsBMAYY8MAfAagFcAQCCUsfIkCcI/4hDE2BULB+zddzr+CMZbS/vxWADUAPgAAzrkdQp3EOxlj4tyuBwFsA+Cs8EwI6beamtqwf38FAKChQQgQP/rocEDnuO66RERH6zF2rDOZiDh1c+hQZ2C4cKHvkTpxpO2775ol28XznXVW4BkQx46Nw6WXdq4ouSe33z4Z2dl6nHvuSNm+hx4aj3vvzcZVVwU0SwWzZw/COecM9jvDpD9Gj07GNddMCtr5OqOqyvnZPv74PgDOaac9sWqBP33y1qa3raH0xGDQwGTyPcI7fnxyp2p3EkJIbxTIbbG09gL3YIw9BeAA5/yK9ufb/Tj+YQC3MMauAmADEAbgAQCvAADnfDVjLAnA94yxFgjB51mcc8fiHc75i4yxKABbGGNmCMOly7lSdWtCSI9VW9sClYoFtcC52WzFP/+5wfHcPbHEpZeOQEyMHp9+mgMl4prFuDgN1GoVpkxJwCOPDEVSUoTjojgiQocLLwx8XV1NjXOUYvJkPaKihL5dd91w/PhjlafDul1MjAFhYVrFIIAx5pjyFkiQEBWlx7nnDpasAe0svV7jdQ1dd3ItibBzp5DcxGLhuOGGLMTG9rxg6oYbJuLo0QrFfa+/fl7AN1R6q4yMaMXkM6JQXVWcf34Gvv22BFFRasdUZUII6W6BBIh2wFGw/koIo3kik+IRLjjnHwL40EebNwC84aPNkwCe9PV6hJCe6+WXd2DQoFisWDHZd2M//e9/J9HUJA0aNm92lnyYPTsDgLxunaimxgStVoXwcBUGDIgBAOh0KkREdN1FWlycoUPHxcToO110XkliYgRmz85S3McYMH9+NsrKGgNOEONrGl9fk5ysw5w5iSgtbQh1V2Sys+McvwvuJk5MRWOj5//OZ8wY2CU/d6HU0KBcWkacot6Zup0dsWBBCr79tgR33ZXlNYAlhJCuFMhfHxNjbCWA1wHEA/gYABhjo0BlJgghfmpstOHRRzejrCy4F89fflmBn34qcDy3WOzYuDFf0uaMM7LQ1GSBJ8OGxSEiQuuYUrZo0RCMHp3c4T4p1cmzWrkjM2J6ehQuuihF1saXBQuGID3de6bRrhAbG4ZRowJ/PzQaVZ+apue6DlOsRemqtbVvBsSzZ2fBYOhbiVNcpwi7amkR/k5098+tWi2srQ0LU3tdw0wIIV0pkL98dwKYBmAKgOs4542MsUsAfIP2dYKEEOKLWOsvWFO49uwpxq5d8hpt69adwqpVBwAAWVnRWLRoCKZOHYjrrhvn8VyFhQ2SYttRUXpotWrHqGOgySp+/bVOts1mA0aNciZj7soRyp7iqqsm4brrgpvNNFRWrZqNJUuca0eV1rG1tdkRG9ux0WHSPex2jqqqFmg0PSPZkUgsr0EIIaHkd4DIOc/nnJ/HOZ/IOV/dvu0LzvlQzvlLXddFQkhfkpMjFBivrVWe2hWIigoTnnvuONavPy3b9+ijm5GbawQAXHHFKEcm0smTPSd4aW62YPDgRNn2888fiPHjowIeTRgzRl4rkXNpEhAx8Y23wtu9XUJCOGJi+kbAlJoaBr1eBa3W+SEqTaGVJ+3uWZSy3faVBDT+GDgwGmazfPQXAJqb24K6ZjYQo0fH4ne/GxSS1yaEEFEgZS6SGWPzGGOx7c+nMcZeYIzdqVC+ghBCZDjnWLdOCAzt9s4PIRYUNOHw4UZ89JH38j4pKREYPlwI/G6/fRp0OrXHDIZKf83uums0Lrkk8Myh114rPea88yKwZIl0hED885mYKA8mSc/11ltzAQClpa1obm5DQ4MZAwcK6/MMBjViYvSIiuqZo8O/+90sjBkjn9o8enQK1GqG7Oy4EPSqexkMGoSFaWC1CkGi64yG6mqfaRW6jFrNkJra8VI1hBASDIHMl3oKwCAAt7fXPVwH4AiAWQCyAfwx+N0jhPQl+fkmFBUFLz1gfb1/o5ARETrH2imDQYOoKC2am4U1Ru5ryMQC2UoCHWGxWqXfa3y8GmFhfWctXn+WkSEE+v/7XxEuuWQ4jh6tQGurDTNnxmLmzDgkJUVi0aKhIe6lMoNB+WfcYNDg97+f2829CS2xHE5mZoxjW01N6AJEAMjMjAXnHKdP14e0H4SQ/iuQK5WRAJZwznMB3ASgBMBcALMBzOuCvhFC+pjycmnSlry8WjQ2mjs0mmi3c7zxhnLJCnfudf3S052F5l2LgqtUzGMB9rPPHo6wsMCmgTY2yqewiRlSRQZDz1oDRQJnNltx8mQjdDqGceOiHOVASM8nZinV6Zy/h0aj2fE4Kan7R/YnTUrHoEF9fxSXENJzBRIgml3qDV4F4HXOuZ1zbgXQFPyuEdK/2O0cmzfnS+qq9TVms/N7s9s56utNeO21ncjNrQn4XHl5jThxQjkDoS+eyjTcdJPnBDZ6fWAJagBApfAy7gHiwoVpuO22zIDPTUJDXIcaHu78edi9uwT//W8B6uuFacs9pUYj8a2srBG//SZfwywK1drZ/rQelBDS8wRyxaNijN0AYZrpYADvA0B7cfsoL8cRQvzw22/F+PLLo5gyJQPh4T1z7VJnGQzOiOnttw9Cq9Xif//bg7POGh7QeWw2O44cMSruS0uLRFmZ9J6V+8gfYwz19Wa4s9t5UC/MJkyQ/ml0DZBFer0aGRl9I4FLf5CYGIGzzx4uuWFQVib8LIm3UOfNyw5F10iAzGYb1q0rQFJSBDSanvU3Ny4uDGeeORQWS0uou0II6YcCGUG8D8I6w/sA3M85r2ovc3EcwE9d0TlC+pPLL/8cr79+INTd6DZmsw05OdUwGs2S6V3+yMurwVtvHZdtf/TR2ViyRJoBMCsrRpYsJCpK58g8eexYlWM758EdMQgLk35fNuWkiaSXcR9NbmpSTnhEejaTyYrvvsvzuP+88wZ3Y2/k+kMJHEJIz+T3CCLnfB+AMW7bvgDwRbA7RUh/VFHRjLa2vh1BVFVJ1yCePFkLwP9kM6I33zyNwkJ5Iom4OAMqK6V33JcsyZK1S0mJBGDDzp1F+PvfNzu2c86DXp5gyBA9cnPlo5Wk7/jmmwoAQHNz3/797assFhs0CldDMTGUTZQQ0j8FlE6PMaZmjJ3fPtUUjLHxjDFajU9IEHkqv9DT2O084IDWbgdGjGB49NHZAIDWVuF7raoKbC3hjh0NHvedffYIyXPGAJXbYsCSkgZ89tlx5OfXwWQSspmuWDEGo0fLayB21pw5sT7bpKREtgetpDdyTUbkPmpMej6jsfM1WQkhpC8JpA5iFoAcAGsAPNq+eRmAA4yxwBYQEUK8CF4ZiK50/HgV8vKqAz4uMlJYd9faakNenhEAkJtbg2++OarYvqSkHt98c9QRyHmSna3HmDEpGDgwWrI9Pt4gK3AvjlzW1rbAbBaC1EmTUmTtusvMmZlIT4/23ZD0eJSVtm8ZNiz4N40IIaSnC+Rq6HkA/4WQkKYIADjnTwK4DsAzQe8ZIcShtdWK48erfDfsRldf/SVycjqWcfXSS8fhz3+e5Xj+4YdHsW1bkWLbhx/+BRs3FuDVV3c4ilqLRoxwpqCPiFD5nT1y/HihSHhubh0qK50JbQJNluMPsXg66R9cEzGRnis2VrrWuLHROQ180SLnOuaRI5O7rU+EENJTBPI/WTTn/HnOeTNchjg457sBhAe9Z4QQh7Vrj+OLLw6FuhsS+/dXoLg4sNFOcRRwwIAYjBuX5Ni+Y0cpCgqUp42+++4hPPPMLnz3XS7sdjiSywDAeecl47HHhuHaazOwdGkMpk4d4NcaQjFT6bPP7kJeXj00GhXS0qIwenRKQN+PPzyV1CB9k1hXj/RsUVHS9YU//ywkq7nqqlGK65YJIaQ/CeTKJVZpI2PMACA9KL0hhCi69NLP8fPPBaHuRqd98kkVjh8Xgsq5cwMrBWA0mtHaakFLi3OqaXi4GjExegwbFoGICDUYYxg/PgXXXjva0UYpQPvww0skz0eOjKe6Y4T0Y599JkxxnzYtLcQ9IYSQ0AskQPyNMfYxY2w6AB1jbDBj7FwA3wNY3zXdI4SImpu9r8HrLm1tNlRUNPlu6EFT+6HuBeN90enUePPNXbLtixYNxfTpAzBwYCwAoZD58OHxAIA//3km4uPlZSsSE6WTHmJjDZg0KSOg/hBCejf38jeim2+eCkBIqkUIIf1RIAHi/QAsALYDmA3gJISENUUAHgx+1wghPdHWrQX48MN9km0tLRZUV3vPRNqREgB2u3MK67ZtJfjtt1LJ/szMWABAWlo0hg93TlldvHgoACA6WufXlNOBA6MweHB8wP0LxOLF4RgwwO/KQqQXuPLKQTjnnCTfDUmPdPbZwt8J18zR558/ComJwtrmnnJTjhBCupvfASLnvIVzvgLAEAAXALgIwFDO+fWcc3lBMkJIn/SPf2xGSUmjZFtxsRGnTtV4Pa6x0XkR5m+pwa1bCyXPv/rqpOQ5Y8prIF0zD65YMdmv1wp2/UN306YZEBZG6xH7kuuvH4KZM+Mk27r4x4gEkcEg3LA5dkzIxpyVFY2YGEOX/y0ghJCeLuDb2ZzzAgAFrtsYYxdzzr8MUp8IIT0U5xzr1hXKLqDa2vxPVqPVAhqNcimA48crMWJEsuO15s17R7JfTFCj0zE88sgwlJY2ys4BCFNIb711AsLDtY7RAG+ysmJoDSIJWFiYFm4lNhEZqTxtkfQ8RUX1AICqKuEe95Il2QgPp8+PEEK83s5mjM3z5wvAX7qpv4SQDmhrs8Ji6fyCmsrK5vbzSaeL/uUvpSgpsSodAkDIXtrQIOxfsMD5Z2f5cmdR++LiRnz9tbMW4uHDlbLzxMZKMw9mZ8fJ2gBoT1aT5Bgh8CUpiRIxk8DFxoZh2bLRkm0DBwa2tpaEjlYrv1Gl0zm3uZfVIYSQ/sLX1dMGP8/TOyp7E9JPbdtWhNTUFsycmdmp85jNwgXTxo2nZftMJs8B6IEDZeA8AomJaowf7xypu+22yfjqq+MAgC1bijFmjHNqaGurPODU6dSSi7Zx4zxnHFy+fGyPmCpWXe1cx0SjS33brbcOBBD6nzkSGNe1zq4BYlKS79kHhBDSF/laELORc67y9QVgU3d0lhASuPLyJqxcWYS6us4vFf73v7cF1L6goA6vv16A999vAOdAZKRw8SzGbe4jgJwr32v6f/9vAQBAr1fjb3/b5JjS6i3+y8iIQXp6tNf+paVF4M9/nolFi4b48d10jDgtNjY2DGPHpnbZ65DQefXVWTjnnCQMGBAW6q6QAIjTypVKCN1yy0QMGRLbvR0ihJAewtcI4u3edjLh9vxIALcFrUeEkA6x27niOjqzWRiJM5mscI2/PLX3xj05jS/l5Y04eLAJxcVWNDaaAQAGg9YxtWvECM8ZIMUpsXPnDoBGo8K0aamIitLhhRd2AoDP4M+Xr766FHl5NWCMdWkx+/HjozBtmrzUBuk7Ro2KQUWFcLMj0PItJHRWrpyPn37KVdy3YsU47NlT0s09IoSQnsHrVRHn/IT4mDH2lUITA4BnATwU5H4RQgLQ2mrBCy9sgc3meZpnXZ3FMZoFAAcOlKK4uL7L+mS3cxw4YHZ5vQYAQFSUdB3hvHkDFY/Py6sDAEycmIz4+DAkJkZg/foix34x8O0oMVthfHwYxoxJ6dS5vBkwwIDFi2mNY18m3ngZMCAaYWHa0HaG+G3WLOW/PYQQ0t8FcttcdluUc27inJ8DYGjwukQICdQll3yMdesKcOhQucc2b77pDK7y8lrwzDPVaGlp6/RrFxUJU1fdszk2Ndnw/ffNMJuFq+dt21pRUGCF1SqdRrpoUZbj8cGDVY7HbW3OAPDCC8egtrZVclxNTUun+j179iBce+0kXH/91G5aq0hLtfuq6GjhpkdSUmSIe0I6w9sNNkII6U+8TjFljM0HML/9aRZj7K8KzeIBJCpsJ6TTCgrqkJ4eBZ2OCox7sn9/Ob77Lg8AMGdOBkaMSJKMYjQ0CKN4LS3Oi5/KyjY0NQUesCgFlBaLcB6DoWPTNJOToxyPd+woBSCsRfz662OO7bGxYRg/PgU7dzqnfE2Y4DlBjT/0ek23XtCr1ZS8pK9SqRguvHC074akR0tMdI70B2PNNiGE9Fa+ruiyACxs/4pzeSx+zQeQAuDWrusi6a845/jkkwM4edJ7Afb+bssW58jg11+fxKlT1ZL9YmmKQYPCYLNJ07YbjdJROW9sNjtOnaqVbW9uDmwUMiJCmslTKVtpSUkjvvnmlGTbuHHJjsdnnBGFmJjeta4vIkLvuxEhJGRcJxKMGZOC8eM7dxOKEEJ6K6/DMpzzdwC8AwCMsfc559d2S68IAfDMM9vx6KObce65I3w37sM++GCf1/2u6wp37SqX3fk2mYQALC1Nj+Zmi2Sfa3p3X3744RROnarDgAFRKC52Jqv517+Ekhc1Nb5rhi1bFgH3qZZnnjnY8Xj48Dg0NLRKpno1NgoB6N13T0drayv+9KcNGDeud2WLnDw5AxpN1yXCIYR0nuvv6NChiRg6lCZHEUL6J7+vWLwFh4yxi4PTHUKcjh+vDkpxdwCoqGjE7t3y2n093Y4dxfjoo8Ne21RUNEmex8ZKgydxBLa83KxYRuLYMXlBeiUWix0TJybj/vunSbY3NgqBYV2dcoBYWencPnSoDna3j3TcOGeCmKgoHdauzZHsF4NYIduocItfpWKIjOw9I3I6nTrgjLGEkO5z2WUjkJDQu248EUJIV/EaIDLGdO2lLMAYm+fpC8BfuqW3pF+qqmru9DleeWUXfv75lO+GPURLSxsKC+vw3//uwtq1eR7b2Wx2xMUJUy1vuGEcACA3Vzol9/PPjwIAtFrnr7sYdJ082YbSUv+TvbiOVrpTqxmamswe94sMBvnEhcRE4cJsz54K1NZ67s/tt8/AhRcOQ1SUWvL9EEJIZ3RPoipCCOkdfF1hnQLwY/vjDV6+JgS9Z4S0Ky8PrPaekscf34zDh6t9N+whVq8+hk8+OeCxcLxo375SfP/9ScyalY5Bg6IRHa1DRYX0/dq2rRiAkGXUbBZG86qrhSDsiy+acPCg76DO1ejRyYrbN282wWSyKO4T6XTCaJq7X3+93vG4pcXiSKwDABERWpfHeixbNhQaDV3MEUI6b+pUYZ0h5xyXXDI2xL0hhJCewVeAeDGAe9ofb+Scq5S+AGzq2m4S0nm+gq2e5Oqrv8auXeU4ccJ7gp6ZM9/Chg1FsNs54uOFUbjwcGcSGLGW4DnnCFVqxBFAq9X3ekFPBgyI9bjPW8H5a66J8niXfuBAZ9H7+nqzI1vqBRcMxfDh8ZK2M2cOwuDB0m2EENIRN988CYBw8ywzMy7EvSGEkJ7Ba4DIOd/NOT/e/vQeL0297SPEK7udew3eelNgF0wmk9XnujWbTXhvRo1KxLnnjgTgDNKsVhuGDHkRgHN66f79QhmJd9+VZyMNBm91xAwGhmHDlJM+REcbMHVqKgDgySe3Q9VeVDEpSV5gfsyYFGRnJwSht4SQ/m7SJOHvjvi3lBBCiI8spq44594yZTwM4GpvxzPGzgdwJwA9gAgAdQAe4pwfdGmzEsBFAIwuh5o45+e4nethAJcCaANQAuB3nHP/Mm2QHufjj/djwIBYzJuXrbi/trZv1qMqLKxDUVEdzjhjsGS7awH4xkbP0z9dRwEZAwwGYSpmZWUTnntus6St3c5x/HgzWlpsAII3PbPNpcLFgAEa5ObWeqwtGBamQkJCuOKaUsYYysrk25ub23DbbTOC1l9CCHE1Y8ZAPPjgdCQk9K6yOYQQ0pX8DhAZY7EA/gBgIoBoSK8yJ/pxilUAfs85/7D9fE8D+IUxNpZzXuHS7l7O+QYv/fg9gBUApnHOmxhj/wbwFYA5/n4vpOdYtWoP/vGPrXjssTPQ1mZDYWGdY5RJHDjsq+UB3nvvALRayALEV1/9zfG4oMAo2dfWZnOs4XOtfzhsWBxUKoaGhjb86187UVbWjMmTndlBs7OFjJ+bNtVi3Ljgjb41u8R0xcVWmM0dvwtfUuJcO9na2tb+r01WN5EQQoIpPV35phYhhPRXgVx5fwTgPAB5ADYD2OjyZfTj+E1icNjuGQCJAJb62wHGmArCaOXLnHMxt/+/AMxmjC329zykZ8jNrcUHHxzCyZN1qKxswoEDZfj66yOO/UOG9O31II8+uhEnTsinej733G4AwA8/5EmmPZWVNUtKUixc+K7jsevaPnEkbu9e532XiAjhV721teNrD1395z9LAABFRdKAsLxcXvTeX643AnJz6zp8HkIICcT110/B7NmDQt0NQgjpMQIJENMAzOScP8A5X8k5f1z8AvC8r4M55+61EsV5g4EUMxsPIAXAbpfzVgAoArAkgPOQHuCJJzZh3bpCAEBrqxXz5r2D775zlnQQg57W1o4HHT2dt3UvNht3ZB0FgOLiRq9r/LwT3kv35ZxhYR2bbpqRESN5fuGFEQCAQ4cCy4jq6rXXznc83ry5oMPnIYSQQMTHh2PGjMxQd4MQQnqMQALEEwA8Xc0e9LDdm1kAWgGscdt+E2NsA2NsK2PsPcbYcJd94ly8Mrdjyl32kV6irc0Z/KxbV4jWViuqqpRr4Pkqn9BfaLXC9FKjUb4uMyzM84xxMdiOi9M6aiACQGKis+REcbFRVkPRk4ULh0iep6VpMHWqHikpfs9al4mOdq4BEm8cEEIIIYSQ7hVIgPgTgK8YY1czxhYyxuaJXwCeDeRFmXC1+iiAv7gllykCcADAmQDmAjgKYA9jTMxeEtH+r/swhRmALN1haWkpGGOSr5UrVwbSVdJNxABQqfj5p5/m9NtMpu6Ki40AgNtu+0a2Ly4uTPGYs8/ORmyssE+lAgoLnb8+GRlCQMc5x6efVqKsrAlNTW2or2/12g+l7Koajby+oavwcO+jlRdeOMLxuKiowWtbQgghhBAit3LlSln8AyA9kHMEcrv/tfZ/L1DYF+jV+z8AFHLOn5GchPO3XJ+3J7K5A0JynHsBiCkx3Kel6gHIhp7S09NRWloaYNdId6mrc46Cbd8ufE4xMXpUVTUjKSnCse/gwY4nqD11qloyYtZZFRVN0OnUHoMxwFmWw1PNv85oamqD2WzFZ58d8/uYefMGwmAQ3kOj0QqrVf5+FBUZsWlTC8aM0SIvrwbNzcVYvHhoQH2LiwtDW5tyxlm1WjmodKWUjKgr3kNCCCGEkL5q5cqVsgExxlhAAVEgI4gbOecqpS8Am/w9CWPsXgCjANzoqy0XrrTzAYhXquICtVS3pqkAcv3tA+ladXUmlJc3em1jt3P88IP8I9u48TQsFmkiFa1WDXsHlt5xzvH005uxdq3/wZTFYoPdw4txzvHxxznYtCnf6zlWrz6Cn346GVBf/aVSMWzdetrv9llZMTAYNBg1SsgMGxamcryXGg0QGalDebkVR44YAQhrFKuq7JLpv53husYxKys24ONdM7ESQgghhJCuF0iAeLuXfdf4cwLG2C0AzgVwBefcyhgbzBg702X/CwqHZUCYegoIax0rAEx1OSYZQCaAdf70gXS9L744jI8+2u+1zaFD5R73iSNJZrMzOc233x4NuB8NDWa8+eZBNDX5v37xxx9P4Ndfc3HyZLVs39dfl+Ltt4u9ZgJtaDDjqqtW48SJwEY9/Z1CGx2tR36+7wyf2dlCEhm1mmH27EHQ6TRYuDABzc02R/1Emw3Q6zU4ftyCDz4QpnQ2N3O8/bZJcZQxUC0tbZLncXHyovfunntOmmsqIkLb6X4QQgghhBD/+R0gcs5PeNl9h6/jGWNXAngEwJMAxjHGpkLIPDrXpdkFjLELXI65FkAWgNfb+2CHMD31TsaYOAfxQQDbAKz393shXevWW79DXZ3nNWx2O8dXXx1R3JeYGAarVRjiKi0VKpnU15tRWGgEIAQdvkYn3bnW1/PGYrFj3756rFtXj9OnjbL9OTliEOU5QDQaW9HaakVLi/+ZVw8dKsebb+7yuP+885wJYRhjKC72vT6vsVEIzgYMiHJk5xswIAZtbc7R0bAw5pj22dwsBITOQDWwAFGjkU8FXbWqBCZTYOcZOzZJ8jwtLSqg4wkhhBBCSOf4vQaRMfZXL7uvBeBtPwC81/56G9y2P+7y+BEA9zLG7gegA2AFsJRzvk9swDl/kTEWBWALY8wMoBTAck5ZTHoUMchT8sgjv+D553cq7ktJiUBFRSPS06ORnOwccWpqEgKenTuLsH9/Ge677wy/+/K//x3wq9327ZX44gvPI5sis9mO2loT4uPl6xBvuOFLAEBOTg3MZiv0et+/Yldf/SUWL/acYj01NQJjxyaisLABdjv3a11ebKwe1dUmnH++M7gcOTIO+/dXOUpliLURO2vECC0iI+Xn2rGjWaG1d2PGOKeUDh8eh8mTMzrVN0IIIYQQEphArhDvA7DQ5etMANcD+COAAl8Hc861nHOm8LXSpc2HnPNFnPMFnPPZnPN5nPNfFc71JOd8Eud8Juf8YrdMqKSH27OnzGttQ2/ZMD/44AgaGsyorGxCa2twS1+4rrtrbJTX8xOT3bzxRpHilNBjx6rw66/CbOhPPsnBF18c8ut1Dx+uQklJk8f9Gg3D4sVZiI3V48iRCsk+g0EagP7nP+cAAKKi9Hj22UVQq6W/4maz3TECeeWVUYqJYQAEtAZRp2OO7LMWC3dMYXXnK0kNACQkOJMT3XHHpKAmGCKEEEIIIb4FEiB+xTlf6PI1j3M+BMBFAH7omu6RvsZoNHkNPhjzvh7vzTf348SJWqxatRs7dhR5bAfIi8IHIi+vVrbNZmtr/xdobm6T7X/pJeeoqMlkRUWF56BP9M47hwEAtbXey0pMnJiG06cbJe/dddeNwd13T8a55w5GeLgQKF5wgbNsaHS0Hunp0Y7njY0WnDjRjLo6OxIT1YiIUCEpSeezj0pcRzE5B8aOTYXVymE02mTve1SUCpGRKr9GPnU6Nc4+ezD++tc57d+DwccRhBBCCCEkmAJZg3iTh+2/QFhLSIhPa9YcRVmZ9zV0R48KA8IVFU2OaaYNDW2O0aScnFo89NBGr6OQAPDzz6ckz8PCNCgqMvrd13XrTqK2VqieYrHYsH6981hxyquIc45XXtkj2WY0ykchPQkLc46aLl48CCtWjJPsT04W1uLZbMJ7sGRJFiZOTEF6eiTOPDPLMerqWn7jhhum4rLLxjuei9N+DxywIi5O+NU/++xEXHNN4Ov8IiN1uOuuyQCEEUS9XoOBAw2ytYiJiWpcfXUMLrkk0u9zr1gxFrGxemRkREsCXEIIIYQQ0vU6tQiJMRbOGFsCIYsoIT6dPFkjm/bo6tQpo6MY/Ouv70N1tVBXr63Nhhde2ALAmYDFl3vukQ5sb9hwGpWVvkf1AKCmxoT33z+I0lIhmK2tldb3EzOsHjtWgYYG5UCwurrF7+ykYWHObJ2zZqVjxoyM9u0axMYqj6LFxYXhjDOycNZZw7FkiVAJJjJSKBHKGKBWqxSndZaWCoGiuD6yo6UGx49PBgBER6sk53GdFhoZyTBwoA7Jyf6XXJ0+fSCysuJwzjkjO9YxQgghhBDSYYEkqbFDObVhM4B7gtYj0medPFmDv/99OwYNko8KjRmTiCNHqtHaasUnn+TgwQfnAxCymtbWtuLo0RrHaKKYZCU/Xz4N1FVFhTRJSl6eEeHh/pVNePLJ7QCARx9dgIKCOpSXC+fS61UwGFSorzehpqYV33xTiIUL4xXP8eOP+aitNSEhQVregXOOL788LGvvOn301lunoKGhRbbG0NV1101RDAAffngOTCZ50OoeqyYlRUClYhg5MhlAYJlhAWDZslH46af1yMgQg1KhL3Y7d5TJ0OkYBg9OxMGDZX6tQQSAoUMTMXRoYsD9IYQQQgghnef/bX3gAIB7XZ5zCFeVJznn/g3LkH5NHGlzDVTuvnsy6uvNMJmsOHJEqD2Yl2d07Nfp1GAM2LTpNMrLm9r31wOAY4rpunUnER1twPTpA3324ccfT2Do0ATFfadPy7NuVlY24fPPjyA7Ow4AoGof/Kyra8Vrrx3BJ5+UegwQc3ONiiOIR49WYvXq4177qdNpHMFhUlIEJk5M9dre1YoV4/H99/LzR0U5g+P6ejv0emFaqj9rA5WkpUVjypQwNDTIR4S3bBFqNer1DOHhWsycSZMMCCGEEEJ6g0ACxEc45xu7rCek34iKciZGGTw4FgCwfXuJpI3rNEWLRRgxVKqt2NTUhoce+gW33z7RrwDxxIlamM3KSXLKy02ybZ9/fgTPPrsLzz23GABgMtlhMtnxxBMnMXu2EDRyzmGxyM85eHAs3ntvL1asmIzERGd2zrFjX/XZTwC48capiIzUQa0WErwYDEJAl5PjPWlvcnIkhg2Tj8DFxTnf98pK5fegqSmwzD4xMWFISJCuLzx5shrV1cEpoUEIIYQQQrqX16s4xliy+Jhz/p2vk7m2J8QTcaQQALKz4zF0aALGjZOOkFVVCaOFERHep4RWV7dg794KAAwNDa3gnCMvr0bS5qKLhjkev/rqfo/nEhPAuGppEUppuA8E2u3OUbLTp434z3+2OfZNmiTU8svLM2LTptN47729Lsdxx9o9X2Jjw6DRqCUjfM3Nbfjoo6Mwmawe1w7Gx4fj/PNHybaLI4befP11YJMBdDo1UlKEAPH48Wbs3WtGQ0MbMjMp+yghhBBCSG/k6zb/xwGeL9D2pB+bPDkFc+dmYdmy0bjjjmm45BKhRENtbStuvnmN47HIU80+QKhb+Oabu7BtWxE+/fSgZERv3jzpyKKnxDFKm8WA8pdf8j2+9ssvV+CXXwodzy+8cKjje/n665PYt89Zu7C4uB4nT9Zi+vQ0zJnjLALv2sYTxphjLWRMTODlKaZNSwr4mEAcOSL0rbnZ7tgWFkYjiYQQQgghvYmvKaaxjLEzAPi7SImGDYhHhw+XOR4PHBiFa68d43ielBSBOXMG4IsvTgAA1q49JTu+rEy+RlC0dm0u9uwpR2ysAWFhGjzwwDyPbZVqGArb5VNMRWLweMMNA7BqVbFkX02NFT/9VOB4HhtrwKBBMY7n4tRYq9WO66//EiaTFTExepxzzmDU15tx+HA1cnONjvZxcZ5/jUwmq6Q/gVCrpb/G4ohpRITvkcVAmM3CeaOjVZg9m/4kEEIIIYT0Jr4CxIkAAll3WNDhnpA+i3OO3buL8eyzzkLyt902EYC0xMLEiWkBn1vMaPrrr0UAhHqJvqZSGo3ytYwWix0//OB5FG/z5mJMmxaB7Oxwxf3x8QZUVrbgzjsnITExAqmpMQB2OfYfPlyOXbvKsHOnECRrNCrExYXhiivG4PBh6a+YP0ljIiN1HUouYzCo0NoqvGdarfA+ZWWFeTvEb2J3Wlo47HaOpCQ1DAYaQSSEEEII6U28Xr1xzlUBfg3uro6T3sFoNOG3305j1ap9OHiwyrE9IkKLa66ZhPh4Z8C1cOFQxXM8+ugZsm0ajQqtrVaPdQ3dk8Zcc42z8LzSFFMxEY4njY1tsNuBqCi94n4x4+jQoXGYNCldkin1229zsXdvCW66aQ1MJisWLszEnDkZuOGGqfjLXxZ4fV1XYrdHj07AzJnpfh/nyrUGZViY8/7Q8uWRmDmzc6N9o0cLiXgYAz75pBy5uRZERyu/X4QQQgghpGei2/ukS+3adRo33rgGL7+8T7YvOTlSNgqWmhoheR4bq8ftt0+RHWu12vH00zscBevduSacYQy4++5pAISRvo5KSNDgjDOyFPe5BpijR6cgLS1K1l/RsmVDvdZjzM5WLpvR2mrFnj3lHrOw+kOsRTh/fpgkU+zVV2dj5MjA1zW6uummDOjaT5GfL4zSxsYGZ3SSEEIIIYR0DwoQSZdauvQjHDtWI9s+Y4ZySYp3371Q8vzKK0d5TE7T0NCGX36Rr1U0m22or3dOI1WrVcjMjMasWemIjTV4DCrdXX21NBMo51y2jk9UViYdyXQPAF37AwBLlw6DJzExnkfdTpyog9Vqx0UXjfHYxh8zZxpgdxk0VatVkvIjHREXp0VqqnTWuqeEQIQQQgghpGeiAJEEVUlJg+PxgQNlHts1N1sUt2dkxEiex8UZYDB4Hm0TSlzIHTni3K5SMaSnx2DKlFQwJozEeSMOao4cmSDZXldng0rVsV+Z//f/nOsvly0bhTFjnGU9xFqQAHDHHRN9nquwsAF6fSAlTJ2Sk4URVPeRW5WKYcYMZ586GtfZ7YDF4jzY22dHCCGEEEJ6HgoQSVC5Tn9ctUo+rRQAhg6NRVyc8tTD0aOTMWxYnGSbt3Vs332Xp7j9zTedtQdHjxbqEs6cmQkAKCtrlLUXR7omTozGZZcJUzx1OmmyG9cpmZ7MmpWpuF0sT7FgQabsvPv33+F4nJUlDZBd/eEPUx2PPa2F9KWkpMXx2L3GZFiYs19Go3+jrO70eg0aGuzIyNAhNlYFjSbwRDqEEEIIISR0ghIgMsZig3Ee0rc8//wu2TatVoXbb5+I4cMTPR6XnR3reDxxYlqHsnV+9tlxAMCZZw5yTPfMyIiB3c5RWFgna19WJpS40GiYo3ZfoAlW5szJwLhx3jOxzpgh36/VqqDTCa/JGBARofy6F13knPLqHmT6y3WKrGvCGnHfvffGAuj41NC0NB3q6mxITmaYOpVKXBBCCCGE9DZ+B4iMsVe87F4ThL6QfiAjI0oWmLjLynKOIColOfm//5vp83XEDJ3nnjvEsa26ugX5+fWKI4HitnHjorB0aSbuvHOSJNENIJ12yRgwalQkkpOd6/aGDXMml4mJ0WPx4izF14mLk5bKMBi0uO++mRgyJBZarRqTJ2cofk8LFgzGmWcOwk03jVPc74+77hqFefO0yMxUHqkcODAKCQlCELl/f2mHXmPXLjOKi4URSJpiSgghhBDSuwQygngFY+wS1w2MsUTG2CcA5gS3W6Qvuvnm8bjuurE499yRXqdI5uUZAQDTp6cpjpR5Slpz3nnOKitiQXlAyJYKONcWupZ3EDU3W5CYqEVWVjgyMqIxdGgcMjKikZkZ7WgzZIhzRIwx4NJL03Drrc4ppZxzx9pAxhiWLx8ue52oKJ3i9/7UU2firrsmQ6tVefz+ACHgHTs2yeN+X664IhszZugQGak8ujd4cAKamjjq6iwoLDQGfH4xS2pVlTDVuKNrJQkhhBBCSGgEEiDmAJjOGPuUMZbCGLsawFEAgwHIU0mSfq2iolm2LSHBgNhYPYYMSfA6bVRcI3jllaNko20AMHu28jq/7OxYxeBKLBuxbNkIAEBLizxBzr337kR1tXP7RReNwbx5g/Haa+cBEMpvjBolHc0844xB0OlUyM4W+lhb2yp5/aVL5XUdIyO9Zwpdvnys1/033TQNOp3aUeS+o7Ra5V99xoD0dDU+/LAUZWWtim381YGZwYQQQgghJMT8DhA557M55w8B+BZAAYC3APw/ADMAXN4lvSO9VkVFi2ybVqvB7NmDPJaKEA0Z4pyqqTSCOHJkssdj//znGR73ieeqrzfL9tXXC8HhoEGxAISgMiEhHNHReqSmRmDQoGjZMTExBsyfn41bbskGAMyaJS1eP2yY/yN9jDHce+9cWRZXpde8667ZjpG6QDHGoFIxr2sY8/OF0b/KyrYOvYYoNpZyYBFCCCGE9DaBrEF8lTF2N4BXAOwG8AaAsQBiAMjn0pF+LTxcOrVw8OAYZGXFYMaMTJ9JZ8TdaWlRSEyMAAAsWZLl2O9tCuY998yWPHfPlpqcHC4pau/OfX3k9OkDsWHD9bj00hFYuFBYzzhhQjyyssKhUqkQGxvmqCdoMMinU86aNQDR0cKo4YgR8TjrLM+/Kh1JxhMolYph3LhUn+tAg2HQIFp/SAghhBDS2wRylXgrgCcB/Ilzfgbn/G4A/wPwFYBnu6JzpPdyDeJiY/W4++4pXgM7V4mJwpTNKVMGOLbdfvtkx+OYGAMeeEBIVJOQ4B4ARjoe//nP8mQ2YqIZm005SHRPYKNWq5CQEA61WuWogfj88zNw5ZXpLm08B3ZffHEZ7rtvGgDgxhvHdUsQGEqu356YmZUQQgghhPQegWSQKACwkHNeJG7gnG9njJ0FYKfHo0i/tHt3uePxX/8q5DAaPty/KZdPPrkI0dFqSbARGamDSsXAOYdWq8Jdd01DfX0LwsI0eOmlvYrniY83yEb1qqpasHlzMc48c7DiMUpr8+LiwrBs2SiUlBwBAEREaKDXO9tNmRKH22+fiCFDEhSPjYnR49lnFwEIvHRGKEVEBL7O8cQJk+NxSkqkl5aEEEIIIaQnCuQW//+5BocizrkZwF3B6xLpC06elNYazMqKw+zZg/w6NiUlEgMHStf8nXFGNv71rzNxxRUjAQiF4kePTpTUTHR1/vlDoNGosHSpfErntm0lkucVFa5BTZSsvVqtwtChzrqNOp0ac+cOcgSTer0aI0bEK44k6vUaLF8+FsOGJWL48ESfawx7gmnThGm9vtaKKjnjjFjH4/h4eYIhQgghhBDSswWSpOZTL7uvD0JfSB+0YMFAZGbGYtmyUb4bu5g7Nwvp6c4gMTxchzvvnIbp04WpnYmJEbjzzllIT4/G6tVXAADMZpujfXJyONLToz0GKXa7c4rp3/62HwBw880D/e5fQkKE5Pn554/ErFnyAJgxhqysOJx33kice+5Iv88fSjfckKi4vbZWnnjIncvb6jURDiGEEEII6Zn8nmLKGHvLy+6zg9AX0gddcMEwxMWFQaMJLFiYNs13sKbXa3DFFROQm1sDQBogAvAalDY3O+skDhoUga1bgczMMI/tffGVsbQ3rT2MjFQjK0v+XmzZUuDz2KVLE/H555XIzKT6h4QQQgghvVEgV3HnAPjB5bkaQAaAiRBKXxCiSGnaZkfo9RosXTpcVnw9I0NeggIQRh09MZudNQ8jIhimTBGmfkZG6mAyda68Q28nJuNx9csvefjxx3zExxu8HpucrMOf/hTnSAZECCGEEEJ6l0DWIL7NOb/R5es6zvliAHMAlPs6mPRPixYNxZgxKUE5F2MMY8akyEbjDAb/yym8/PK5yMiIhM3mjGBefz0Xe/fWIz09ShZ89keMyUuJvPzyLpSWNvl1fEpKZIfWLxJCCCGEkNDz+2qYc/6wh+05jLHpwesS6Ut62szK2Fg9mposMJutku0qFcPYsakh6lXP4x4oHzpU6fexQ4YkwGKx+13WhBBCCCGE9ByBrEHMVNgcCWEEMThDRKTPiY72PiWxK/zhD9OQkqK8nnDkyEQYDGrFOogqVQ+LZkPIarWjpcW5pvPkyVrHY39KdYwc6V9JE0IIIYQQ0rMEWgfRfWURA1AI4HfB6hDp3b755jgAIdi67LIR0Gi6J+gyGDSO9XELFw5CXl6tYju9XpiOajJZJNsTErQ0vdSFXq9Ga6sddrv0Vz4tLZLeJ0IIIYSQPiyQK72dAK50ec4BNHLO6zy0J/3QO+8cAACkpkZgxox0REZ2T2H4zz67GCdPVgMAJkxIQ0KC9xp87usYr7wyvcv61hulpYWjrc0C13tCKhXDOecMDl2nCCGEEEJIlwskQLyLc17Y0RdijJ0P4E4AegARAOoAPMQ5P+jW7hYII5Km9q87OOe5bm0eBnApgDYAJQB+xzn3f5EU6XLDhsUBkCc76Q5ZWfHIyor3q21jozCSGBlJo2KubDYuKQXiSqultYWEEEIIIX2V31d6nPO9nvYxxtb4cYpVAN7nnC/mnM8EcADAL4wxx/pFxtiFAP4B4DzO+VwAqwH8xBgzuLT5PYAVAOa1nycfwFf+fh+ka6WnRwIAzjlnMO65Z3a3jSCOGZOCSZMCHwV8992TXdCb3i87O0pxevCdd85CXJz30VlCCCGEENJ7eR02YYyt9/M8E/1os4lz/qHL82cAPARgKYD32rc9CuA9zrlYNuN/AJ4EcA2ANxljKgAPA3iScy7m3P8XgHLG2GLO+S9+9pd0kbAwNWbOTIdOp4ZGo+62183Ojkd2tn+jhq7EEUQi5SlhD60/JIQQQgjp23xd7WVDGPnzJctXA875xW6bTO3/6gGAMRYHYAqEwFE8xsIY2w9gCYA3AYyHkDF1t0ubCsZYUXsbChBDbM2ak9Dp1Lj88pGh7opXYpkLk0nI1KlQG75fE6cG2+XJXgkhhBBCSB/mK0D8iHP+uK+TMMY6Mo9wFoBWAOL01Oz2f8vc2pUDEDNjDPajDQmRlhYL2trsaGuz4/LLx4e6Ox7V17c5snOKASKtq5MSc/i4ZzElhBBCCCF9m6+r4h8YY/MYY7HeGnHOHw7kRZmQQvJRAH9xSS4T0f6v2a25GUB4AG1IkFVXNyMvr8Znu3vu+d7xuDunlwYiOTkCra1WNDWZ0djo/mNE3G3enAeLxea7ISGEEEII6RN8BYifALgBQEaQX/cfAAo558+4bGtu/9d9NFIPoCWANg6lpaVgjEm+Vq5c2bme90Nvv70HX311xGe7L7442g296RyxyHtbmx3r1+f6aN1/2e0cmzfXwmi04qef6H0ihBBCCOkNVq5cKYt/AASUydFXgJjDOb+Jc36EMZbPGMsTvzraacbYvQBGAbjRbVd++7+pbttTAYhXqHl+tHFIT08H51zyRQFi4P70p19RWtrku2EvoNOpoderUVtrRVubHZzTFEol27YJA/u1tVasXp0DAEhJoUF6QgghhJCebOXKlbL4B0BpIOfwFSA6rp4559mc88EQRv46tN6vvcbhuQCu4JxbGWODGWNntp+/DkLymaku7bUAJgBY177pIIAKtzbJADJd2hAFu3adxqZNHY7rYbP1nWwlYWEavP56FdaurUR+fiMAIXAkTgMHCrO5W1rsOH68GkBoaloSQgghhJDu1ZErPtmQC2MszddBjLErATwCoWzFOMbYVAiZR+e6NPs7gBUutRFvBVAD4AMA4JzbIUxPvZMxJq5HfBDANgD+luTod+x2jscf34jffut4kNjc7LscRH29c01feLi2Q6/Tnfbvb8C4cbHQaBgFiG7apyPgq6/qUFMjJBweOTIhlF0ihBBCCCHdIFhFzT4AsMhHm/faX2+D23ZHllTO+WrGWBKA7xljLRCynJ7FOW91afMiYywKwBbGmBnCkOlyTnMFPWpubsPatbmorzdDrVZh3rzAB4BNJqvfbS+9dIQjwOiJXGv8hYerMWdOXAh70zNdddVgrFlTBABobbXigguGYsGCzBD3ihBCCCGEdDWfdRAZY39125altM3XC3HO/RpS4py/AeANH22ehDASSQKwZUsxzj4723fDDgoL08BksmL27GDnNAou11sJpaXCFNMRI5JC1JueadSoWIwYEYHjx5uRm2vEmDGJoe4SIYQQQgjpBr4CxFTIk8lAYVuKQhvSQ0gDoq5JNnPoUAVMJiuys2MA9Oz1ao2NbY7Hv/5ag/nz45GRERPCHvVMx483S57r9cGacEAIIYQQQnoqX1d8OzjnC32dhDH2a5D6Q7pAfn6d4/Hq1Sfx3/8G/zUOHxayXs6cmY5Bg+JgMPTcYMJqlSbc2bKlNkQ96T3Gjk3EnXfOCnU3CCGEEEJIF/M1zKM0etiZdiQEXEcQa2tbPTdUUF3tHEVqaPB8bElJo+Px6NHJAb1GqNlsQA9eMhlyt98+EYmJVOKCEEIIIaQ/8Bogcs4L/DmJv+1IaBQV1TseBxoIvf/+Qcfj/fs9l1Axm51JbEaO7F0BYmQkZTBV8sADo5GZqcOIEfGIiwsLdXcIIYQQQkg36LkLxUjQ3HXXd5Lnra0W1NS0+HXsfff9BAD44IOjiIzUB71vPcE55/SugLa7XHhhJq6/Xkjec9FFY0LcG0IIIYQQ0h0oQOwHqqudweCwYXHYvDkf7767J6ivYbNRlZG+JirKAAC44ILRiI2lEURCCCGEkP6AAsR+wG4Xgrf58wdi0KAY/O1vm2E0mn0cJeee3MXVyZOU6KWvYQyYMycLgwfHh7orhBBCCCGkm1CA2A+0tdkcjxsa2rBlS7Gj/l8gdu8u9rivNyV5ufJKmi7pL4NBC9abPlxCCCGEENIpFCD2cd98cxwAkJQkTBHcsKHI72NbW62S595qG/amGOLCC0dInicn60LUE0IIIYQQQnoWChD7uNOnGwAABoMGMTEGx3aVyndE5z6ltLm5zUPL3rUGcerUdMfjc89NRnJy30y+QwghhBBCSKAoQOwnbDYOk8k5IhgWpg34HMXFgU9L7YmSkiJC3QVCCCGEEEJ6JAoQ+5Gff87v1PG//lros41W2/N/pFxHUgFgypSMEPWEEEIIIYSQnqXnX82TTmlqCjxbqaikpB4A8M9/zgcgZEMVM6J6Eh3du6Zrcs4xYEBMqLtBCCGEEEJIj0ABYh/37rsHAQCcA9deOz6gY594YjMAQK1WOf612z2XuuiN1OpelF2HEEIIIYSQLkYBYh935EgVACA+3oB7750Z0LEffHBI8txm8x0cequV2BNFR2tC3QVCCCGEEEJ6DLo67qOsVruk9MTVV4/C0KFxAIDISN8JamprTY7HcXFCiQxvZS40GuHFelO5CwBobLT6bkQIIYQQQkg/QQFiH/Xxx/uhUjkDurAwLQwG4eP2p8TFHXescTwePz4NZ52VjbY2G6xWDo3CT83p0w04//whGDYsvvOd70YWS+8pz0EIIYQQQkhXoymmfRDnHAcPVuCpp7ZKtuv1Gvz97/MQE+M9kUxLiwWffZbjeN7Q0IqoKKGYvKc1iCaTFeHhgZfOIIQQQgghhPQcFCAGmdVqx6pVu0O6Fu/06Qb861+/4cSJWgDAjBlpjn0DBkT7PL6pqU3ynDFg6NBEcM5RWtqgeIxGo/IZeBJCCCGEEEJ6NgoQgywnpwonT9aENEB0TyazbNlQLFo0BABw1lnDHWsJfZWsEI0enQqDQYPcXCM2bMhTbNPSYulEj7vfqFHhAICICHWIe0IIIYQQQkjPQQFikF100Sd4442Doe4GAKCtTQgUw8O1GD48CQCQmhoFnU5YRPjCC1tQUdHo8zxRUTqYzTacPt2IxkbluoqHD1cCANLTfY9Q9gS33JKOP/5xMMaOjQp1VwghhBBCCOkxKEAMstzcOlRVtfhVEqKrcC4fGQwLc64PZAzIyanBjz/mw2TyncVTo1Ghrc0GAMjIUC4qb7NxJCSE4YorJnSw190vMlLjV8IeQgghhBBC+gsKELvIa6/tDNlr//jjSa/76+vN+PHHfPz4Y75iofjy8ibH4/T0SDDG8NBDcwAAx49XwWyWB5VWq71XrUHMyorDsGEJWLx4SKi7QgghhBBCSI9BZS66AOdAQ4PyVMzucOedP3jdP2ZMEsrKmjzub252Jqn5/e+nAACSkiIQESGMQra2WqHXS390GAO02t5zvyEhIQKxsbGh7gYhhBBCCCE9Su+5ou9lTp2qC3UXPBIT6KSkRChmJa2sbHY81umcSVyamy3YurWk6ztICCGEEEIICQkKELtIQ0Ob70bdJCsrTvJcHP2LjzcothdHP2+4YSwMBg3UauePyY8/5ndRLwkhhBBCCCGhRgFiF7FYbEE9n81mx8svb+/QeV0DPAB4+unFWLo0CwCg1crLPDDGMHlyCsaPT8Z1102hRC6EEEIIIYT0ExQg9hLr1+chJ6cm4ABx5sx02bbMzBhkZgrlKJSS1PjiXuNx27bT4ByIju49SWoIIYQQQgghchQgdiGj0RS0cy1d+gFefnmvz3YlJdI1hZMmpSAqSifZFhmpQ1padHsfW2XnsNudZTKURhhbWqTTZ8Wsp1FRFCASQgghhBDSm1GAGEQbNhQ4Hu/cWQaTyRLU82u1ap/ZUZ98crPj8cSJyRg2LA5z5mRJ2uh0GkyfPhBNTW3Yu1eedKaiohEAsHz5GEmSGk9iYw0YOjQWCuUXCSGEEEIIIb0IBYhBVFhodDyurW3Fxx8fCOr5W1ut+Oij/V7bvPLKbsdjm02I2HQ6eTWTU6dqcfp0o2Mk0ZX7FFJ37oFvW5sw7bW8vNHrcYQQQgghhJCejeogdiGz2Ya2NqtigNZRvspnJCaGo7q6BVdeOQrp6ZEe2y1alA0ACA/XemyjNL0UcAaEouZmYVRz/Pg0r30jhBBCCCGE9Gw0ghhECQnhkucffnhUFkz50tpqAXebq/nss1sdj7duLfZ6fHp6JC69dASmT0/DgAFRuO22GYrtRo1KhErFkJtbI9v34YeHUVtrQni4TuFIudtvX4tTp4yIiPCvPSGEEEIIIaRn6vYAkTGmY4w9xRizMsay3PatZIztZ4xtcPn6XuEcDzPG9jLGdjDGvmCMJXfbN+AF53YMGRLreH7oUFXA53jllR34+eeTjumadXUmPPDAOsd+u/fZn7DZOBITwxAbK9Q47EjQdvhwFQoKGnw3bFdTIyTj8TYaSQghhBBCCOn5ujVAbA8INwJIB+Ap+8m9nPMFLl/nuJ3j9wBWAJjHOZ8JIB/AV13Ybb998MFh5OYaO3z8gQPl+OabUzh8uNyx1vC11/ZI2iQmhnk9h1argkajwuzZWX69pkbj/4+Ar7b+JLQhhBBCCCGE9FzdPYIYCSG4e7sjBzPGVAAeBvAy57ypffO/AMxmjC0OThc77pNPjgAAPv/8Ysc2s9nq9/EvvrgTv/5ahAce+BVHj1YDcCaacVVV1YStWwsUz1FfL5StGDYsEStWTPb7tZW4jz5+/vllyM6OCXjaLCGEEEIIIaR36NYAkXN+mHN+qhOnGA8gBYAjVSfnvAJAEYAlnexe0IwcmeR4fOhQud/HWSzO+aPV1cK0TTEYGzgwyrHv/fcPYuPGPNnxhw9XIj+/HgCgUjEkJkYE1nE3Wq30x0OlYmBMnsWUEEIIIYQQ0jf0xCQ1N7WvPdzKGHuPMTbcZd/g9n/L3I4pd9kXUhMnJiMqyoArrhiJtLQI7NtXCpvNx8LBdq4BoujxxzcCAObOHQBAKGx///0/Y+dO97cA+Oab4wH311dJC1fuASMhhBBCiLuysjLs2bMHZWXyaxVCSM/X0674iwAcAHAmgLkAjgLYwxjLbt8vDom5V4s3Awh324bS0lIwxiRfK1eu7JKOi6NqCxdmwmKxoba2DWVlzbDbud/1AWNi9JLnrtlMxammYiIYpcCusbGtQ333l6+sprGx3tdHkr7v1KlT+Otf/4p//OMfyMsTRrn37t2LP//5zyHuGSGEkO7w0Ucf4cUXX8TGjRvxwgsv4MMPPwx1lwjpV1auXCmLfyDkf/Fbj6qDyDl/y/U5Y+xpAHcA+AOAewE0t++SRlLC8xb386Wnp6O0tDT4HVWwbdtpx2OViiElRahBuGrVIQwdmoCMjBif50hJcU4JbW62YNu2QgwcGIXTpxsdyWlKS5s8HY4tWwoBQFYmwxO7naOqSva2+VRYWIc5c7ICPo70fd988w2uu+46cM7x/fffY+rUqZgxYwa+/PLLUHeNEEJIN2hsbMRTTz3leP7yyy+HsDeE9D8rV66UDYgxxgIKiHraCKIEFyKdfABD2zeJC+9S3ZqmAsjtrn4psdudQVlWVhwef3wBAODw4Wrk5dX6PL6lpQ0HDjinYmzfXoIXX9yJ06cbkZkZjeRkYYBUXGOoZPNmIUiNinKPnz0rLFQ+X3i48r0DzoUv0rs99thj2LdvH1paWtDS0gK7r/opfsrOzsbQoUMxbNgw3HXXXaisrMSWLVvEu1f9Ule914QQ0hOlp6fDYhFmVVksFiQlJfk4ghDS0/SoEUTG2Auc8z+4bc4A8HP744MAKgBMBbCj/ZhkAJkA1qGHYIxh8OC4gI7Zt68Mq1efdDxvarLg009zAABTpqQiOlqPs8/Oxg8/5Ps8lz/lJrRaNRgDYmIMsn2JiWG46KJhsu02mx35+fUe1y1SmYveY+zYsZg0aRK+/PJL7N69G/fdd19Q/hMvLCzEqVOnMHSocE9n2bJl+PHHH1FQUNDpc/dWXfVeE0JIT3LbbbeBMQar1Yr3338f0dHRqK+vR3h4OC677LJQd48QEoAeFSACuIAx9gvnfA0AMMauBZAF4HUA4JzbGWP/AHAnY+xtznkzgAcBbAOwPkR9Doq5c1d53Dd6dAImT87ARx8dk2y3Wm3QaDoelA0eHAulgZ2oKB0MBvmPxvz5WQAAo1F5WioFiL3PxRdfjLq6OkfAcvr0acTFBXZzw9Xy5cvR0NAg2XbWWWchPT2gqe99kvt7XVJSgrFjx4a4V4QQEhxXXnklFi1aJNu+fn2vvjwjpF/q1gCRMaYD8BOA2PZNHzPGSjnnYuHARwDcyxi7H4AOgBXAUs75PvEcnPMXGWNRALYwxswASgEs5/4uvOsipaX+JaLpiISEMMyfPxhJSZGObZwDe/eWYvr0gR0+r1arlk0Xzc+v8ziNVaUSosmWFmltx8TEcAwZ4nuNJek5Tp8+je3btwMAysvLHY+3b9+O2267rcPnzczMVNw+bty4Dp+zt/P0Xm/evBlnnXVWKLtGCCGd9swzz+CBBx5QDA4BeNxOCOm5ujVA5Jy3AVjgZf+HAHymu+KcPwngyeD1rPNMJqvvRp00aVIqvvvuJLKzY/D993lYsiQLAwfGIC0tukPnU6tVKC9vhs1mh1otLEetrGx27FdaN6bRqFBX1yrZNnlyKlJTZUlkSQ9WXFyMXbt2AQCioqIcj0tKSvw+x913342JEyd2Rff6FE/vNaV/J4T0BXv37sWjjz6quC8uLg7Tpk3DGWec0c29IoR0Rk+bYtoncc7R3NyGiAjvZSKUzJyZjrlzswAA8fFCJtNx45KQn1+P1lYrtm0rxCWXdGx0JjMzBtXVgWUxTU4Ol01LbWgwU4DYy9x2220YOXKkbHtOTo7f51i7di1Onz6NiIgIr+2uuOKKgPvXl3h6r/ft26fQmhBCepezzjoLhw4dwpw5cxAdHY2GhgZs374dkyZNgl6vx1dffYWqqipcfPHFvk9GCOkRenQW095IHIlz1dRkwerVR/w6PixMg/vvn+Z4PnVqKiIjhaykd9wxFX/60wzHvocf3uR3SQslo0cnQqsNbN2ge3Bosdhw9GgVAN6hAJiExsiRI2VrBcXt/oqNjcWIESMwZswYydfo0aNx7NgxfPzxx6iurg5mt3sds9mM4cOHK+4bNkyeCIoQQnqb4uJiPPnkk7jooouwaNEiXHTRRfjb3/6GgoICLF++HE899ZRjaj0hpHegEcQgi42Vl5h47LEtePZZ/+bg//GP0xEbK80sGh6udfybmhqB8ePTsGbNqU73NTxcB8YCK1uhUkkD4Bdf3ImGhjZERGj7dSmDnuzkyZPIzc3FlClTYLFY8PHHH2PdunVoa2uDTqfDWWedhRUrVkCjCezPwZ133gnGmCQjZ11dHZ599lmcOnUK9957L+bPnx/sb6fX+PTTT7F27VoYDAYsXrwYl112GaKiokLdLUIICar6+nrodNIbxHq9HrW1tY7HBoM8YzohpOeiEcQgaWlp87o/LEwb0PkmTEh2PM7MjHU8XrBgCM4/f4TjeVmZMzkOY8Dy5cMQFeXfa+n1wuihaw3HQNXXmwEE/v2R7nPnnXdi06ZNAIBXX30V+fn5uOuuu/D444/jzjvvRH5+Pj744IOAz3vrrbdKnu/Zswf33nsvGhsb8e9//zuoweHq1athNpuDdr7u0NLSgmeeeQZPPfUUEhMT8dhjj2HLli2h7pbfjEYjjh492u9HgQkh3qnVanzxxReorxcS3BmNRnz22WeOm44lJSVoaQlsOQshJLRoBDFI1qw5AcAZdLmrqzP5PMcZZwxAZKQOd901C9HREbjllm+QkREpGZmbNElaLsC1JiFjDLNnZyhOc1XiPK8zQAw0G2tysrD+LMRJZIkXTU1NuPHGGwEIyQQeeughREc7ExvNnj0bjzzySIfPb7PZ8M477+Dbb7/F4sWLceutt8ruJnfWddddh6ioKCxfvhw333xzUM/dVW644QZERgqZhzMzM3H22WfjmWeewaZNmxAREYH6+nqcffbZuPzyywM+9969e2EymTBu3DjJZ9lR7777Lq677joAQmHrhx9+GD/88AM45+1/V2bjH//4R1Bei5D+wmg0orS0FMnJyUhMTAx1d7rMXXfdhSeffFJyozE1NRWPPPIIGhoa8Pbbb+Pss8/u8n6UlJRg//79qKmpAQAkJCRgwoQJGDBgQJe8Xnd8vhaLBZs3b0ZpaSlSU1MxZ84chIWFdclrka6zf/9+fPvtt7BardDpdBgwYACmTJniM4dDKFGAGCQbNxYCkK5BTEmJQEVFs6dDHFpbhQyoy5YNRViYBjqdBjffPBkNDZ6PHT48HidO1CrumzcvO5Cuo6HBjMREjaQv/oqLM3ToONJ9xJE3o9GIpqYm2TRhjUYT8PRSUWVlJZ5++mmUlpbi3nvvxbx58zrdXyWTJ0/G6tWr8dFHH+H222+H0WjEpZdeinPPPdcRhPVELS0tOHDgAPbu3Yt9+/ahrq4Ow4cPR1lZGYqLi1FVVeU1QCwsLMTDDz+M0tJSXHnllbjlllvwu9/9zpEJNS4uDi+//HJAa0eVrFq1yhEgvv/++6isrMSrr76K9PR0VFVV4f3338dzzz2Hxx57rFOvE4hNmzZ12c9TV6mvr0dMjLPkz+7du9HU1ITx48cjPj4+hD0jXe2bb77BsmXLAAgX9Y899li/ucmSkZGBl156CcePH0dtbS0SEhIwfPhwqNXCDfO//OUvXfr6jY2NePTRR7Fx40YYDAbHe9zQ0ACz2YwFCxbg8ccf79QU/+76fC+55BI0NTXh4YcfRllZGW6++WZUVVUhNjYWDQ0NiI+Px6uvvopBgwZ16nVI96ioqMAll1yCbdu2ObZp/n975x0eVdE18N8kIQkQIBBaIIggYkAEMSgIShEFkY6AqHThA5USUV9RUFpoCqiAUl5UQBAEEWkKvqCAUgQpFjrSJXRChJCQhPn+2OIm2U12s7t3N3B+z7NPcu89d2bumdnZe6acExRESEgIaWlp9OzZ063QYt5EDEQPEhERSljYvzMn69Z1oVq16QDcuJHu8L7z56+hlCmEROaQFbbp2VKqVBgHD17i0iXTzGRioin0RFBQADExzo2WJSencfbsNbdm/yyxEQX/JSQkhLi4OBITEzl9+jTffPMNLVq0IDw8nISEBL777rsML7XOMn/+fOLi4ihdujSTJk0iMjIyi8zYsWN588033X4GpRSFCxemT58+9OnTh9mzZ7Nu3To6dOhATEwMbdu25a677nI7H08yatQo/vrrL8LCwqhZsybdu3fn/vvvtxq0e/fupV69etmm8e6771K+fHlatmzJt99+y+XLl4mMjOT7778nf/78LFiwgClTpvDRRx+5VVbbPmD37t1Mnz7dOkodFRXFfffdZ52FNorPP/88zxiIBw8e5JVXXiE+Pp4777yT6dOnExcXx08//QRAWFgYkydPpmbNmj4uqeAtli9fbjUg/vvf//rFIIs3mT9/Pi+//LL1ODAwkKpVq2aQWb58Oa1atfJ6WeLi4oiMjGT58uWUK5cxNvTJkydZuHAho0aN4t133811HkbV74EDB/j111/55ZdfmDJlCq1ataJnz54EBweTnp7O0qVLeffdd93u8wVjePHFF7n33nv5+OOPOXLkCCkpKcyePZuGDRtSo0YNpk6dymeffWb476sziIHoBt9+u5+6dctToEAwtWpF8uCDpWnRoor1emjov+rdvDn7+HJFioQQEhJE27bVrOdefvlhh15GLSEvrlxJYceOU3zyyS5u3tTcf39Zp8tfsWJRjzmWKVNGnG/4K3PmzOGtt94iOjqaN954g379+vH1119br1esWDFXS0y7dOlCQEAAUVFRfPXVV1mua605ePCgW2V3RIUKFXjttdeIjY1lw4YNzJ49m+PHj3P8+HGv5Jcb/vnnH8aNG0elSpXsXr/jjjtyNMwvXbpkfRFo0qQJLVu2ZP369eTLZ9rz27t3b+vMnzvY9gNKqSxLmIKCgjzqZCLz/lV7HDhwwGP5eZv33nuPZs2aERMTw9q1a3n99depWbMmo0ePJigoiG+++YYpU6bw6aef+rqogpewHWTZsWMHU6dO9fkgizf5/vvvKV++PCdPnnTYN3z//feGGIjx8fGMHz/e7rVy5crx+uuvu91PGlW/xYoVs+ozPj6eMWPGWK8FBgbSvn17vvvuO7fzEYzhxIkT1vety5cvEx4eTlxcHC+//DJPPvkkI0eOpEePHn7ZN4iB6AYHDpznwIHzVKtW2rrH0NagK1u2CGXKhHH69FVOnHBub5/tjFxwsOPqseQTEBDAqlUH+PnnkzRoUI6gIOf9DuXPH0RgoCI93b39gzVrlqRgQXFS469UrlyZ/v37Ex4eDsD48eM5deoUly9fpkSJEtx99925GiioXbs2bdq0cbh0TmvN339nPzDiLkFBQTRu3JjGjRvz119/eTUvV2nWrJlD49BZbHVbrFgxYmJirMahhZCQrJ6TXeXy5cts3GgKm1O8eHG++uor2rdvb72+bds2bt68mU0KrhEQEEDx4sWzjPbbcvr0aY/l521u3LhBv379ANP3okWLFsTGxlqvP/vss6xZs8ZHpROMwOhBFl9z4sSJHGfLjPJNkJqaSlJSEgUK2I/HnJSURGpqqlt5GFW/oaGhnD17FoDChQtz/vz5DJ7Cr169ajdEleCfhISEWJchW0hOTiY52bTqLzAwMMtvur8gBmIuefXVNezaddoceqIQ//xj8mJarNi/HVRoaBBDhjzKyy9/R9GiISQnpxIa6rghWGYFXWHfvgt8//0xKlYsQs2aJbF1OOMs585dpXRp92YAIyLsd8yC75kyZQrVq1e3HgcEBGRZCrRy5UpatGjhUrpvvfUWZ8+ezfDjZSElJYWQkBCefvrp3BU6E/Hx8bRq1Yrly5c7lImIiPBIXu6wYMECnn32WQAaNWpkV8ZVXdvuxZs8eXKGa5YlK+4SGxvL0aNHAahVqxZlyvzrDGvSpEmsW7eOl156ye18LLzzzjvExcUxevRohzK//vqrx/LzNunp6daXgOTkZJKSkkhOTra+MGqtSUuTfdq3MomJiezYsQOtNSVLlvT6IIuvee+991i5ciX58uWjY8eOdn8HvL330ELz5s3p2LEjrVq1onLlyhQuXBilFFeuXOHQoUMsX77c2i/nFqPqd9iwYTRp0oTHH3+cunXr0rNnT1q2bEnx4sW5ePEi3377Lc2bN3c7H8EY6tatS7NmzejVqxenTp3i2rVrLFiwgEcffRSA7du3k5CQ4NtCOkAMxFxSpkwh5s27wLlzSSilOHcuiXz5ArLsyevV6wEWLvyDGzfS2bz5OI89lnVG4fz5JJKSUilSxHUD8fvvjwH/hpuoWNG1l2StYePGI1SvnnX/mCvUq3enW/f7I1OmTKF///7ZyixYsIBmzZoZVKLcMW3aNNq2bWsd8Tx16lSWkc7Vq1e7bCCGhYXRqVMnChYsyOTJkzOMqI4ZM4bo6Gi3f5Qt7Nu3zyPpOEtuveEtXryYQoUKobW2q2dwTdft27fnyy+/pGTJklkc0Xz66afMnDkzxzbqDN26dbP+v2HDButsM8CgQYMYNGiQ23nYUrZsWXr27MnZs2cpVaqUXZkRI0Z4NE9vEh0dTa9evahRowZbtmyhdevWDBgwgOeff57AwEBWrFhB2bLOL/8X8h7PP/+8dcVEnTp1Mni19MYgi6+pVasWjz/+OCtWrODzzz8nX758tGnTJsOqANs9it6kc+fOlCxZknnz5jFz5kzS000+Hyz7IgcMGMATTzzhVh5G1W+9evX4/PPPGTBgADt27ODatWtMmzYNMG2tePbZZ3Pl+VrwDXFxcbz66qt07dqV5ORk68C5ZZvFli1beO6553xcSvuIgZhLQkODsMwYHztmiv1TtmxWb4rBwUEUKhTM4cOX2bbtJA0aVMwShuLKlWTCw0NJS3PsyCYnLl5MJigogDJlnPegtXv3GX777Rypqc6Pel27doMLF3IO2eGPfP3117Rr1y5bmYEDB1pfTKdNm0Z4eLh1mcz+/fuzLGFZvHix3xuI+/fvZ/z48dYlDunp6Vk8meZmKdC8efOIiYlhwIABWZZIDBgwgGnTprFmzRqaNm2a+8IbzJUrVxgyZAibN2/OlTe8o0ePMnz4cMCk08xLSyznnaVRo0YOZyJ79uxJz549nU7LVbztwv3BBx/M9npeMqhef/11ZsyYweHDh3n66adp37497777LoMGDeLmzZvUrFmTsWPH+rqYghfJbq+dNwZZ/IUKFSowaNAg4uPjWbZsGVevXrXO5NlzXOYtmjRpQpMmTUhLS+Py5csAhIeHe2z5npH1W716dUaMGEF4eDiXL1/mxo0bFC5cWMJb5EFCQkKYOnUqU6ZMYfny5dx5550Zrg8YMMA3BXMCMRA9QEqKaemQI4cyjRpV5Ntv1/LFF/sYNKg+gZnEEhNTCAoKcDtURJEiru1FOnfOFEajSpWSTt9TqlQYZ89eIy3tpkv7Hf2B0aNHZ2sg7tu3j927d1uP9+/fn+EF/ObNm1kMq7ywZKhBgwYMHz7cOiv07LPPZnlZzc1SoH379tG1a1e7P8ARERG8+uqrjBw50iMGYlpaGnFxcXz77beULFmSxx9/3Go4HT58mDFjxrB7927ryHFu6dOnD6VLl861N7yYmBhmzZoFwJ9//sm4ceOIi4vLIJMbXTsKn1CjRg2KFi3qcnqZ8Zc4iJ6O72gUISEhWX7o//Of/zBgwADS09P9OtaVIHiCyMhIevfuzbJlyxg8eDC9evXiqaeeMiTvH3/8kXr16hEcHExQUJDd5a7ewlt9Vnx8PJs2bbKuYilevDg1atTIUwNnwr8cO3aM7du3s3HjRsD7MTo9gRiIbnD2bBIA8fFXs5UrUsS0zMxikGWma9elJCbecCnvQoWyhr9wdQ9j587V+fTT3Zw965wDHYCYmEiOHbtMamp6njMQDx06xH/+8x+7L/e//fYb/fr1o0aNGtZzDRo04Mcff7Qe16xZk9mzZ2e4r1evXl4rr6eYO3cuR44csR7bc0gzcOBAl9MNDQ3NNn5i/vz5cx1fMTPvvPMOX331Fa1ateL69euMGzeOXbt2MWjQICpVqsTUqVNzDBnhDCdOnGDs2LEZllhacMYbXmZj0F1dGxU+weg4iEbFd/QVtsGtIyMjqVu3roz+C3kytqczpKSk8L///Y9ly5aRmJhIkyZNeOihhwzL/+2336ZAgQI89thjtGnTxiv9hlF91pUrV+jWrRvLly/3WkxHwThs6zMkJMQ60GupzwYNGjBy5Ei/rE8xED1AvnzZG0p33hkOQESE/RcEi3FoMSSd4YMPnmTfvnNs3fqvp7/AQNc8UdaoUZr8+YOssRSdoXBhk0em9HT/nznLTL9+/ShQoADjx4+nTp061vPbt29n4MCB1K1bl7Fjx3LtmsmQnzt3bob77b3sZzYI/JFy5cplMBDtkZsRV2eco9y44drAhyNWr17N9u3brZ1ru3btmDdvHkOHDiUuLg6llEdCtqSkpJCUlGTXQIScveGVLl06xzxc0bVR4ROMjoNoVHxHo3j11VdJSkpi2rRpEtxacEheiu3pDImJiSxdupT//e9/pKWl0axZM1q2bOmw//QW0dHRfPDBB6xevZq4uDhu3rxJmzZteOqpp6xxZ93FqD6rT58+lC9fnnnz5nHvvfdmuOapmI6CcVjq89ChQ5w6dSrDd8Pf61MMxFxStWoJwsNDSEhIAbJ/MX3iCVMA7wIF8pGWlk5wsP2lqGlpzhtdhQuHEBqaMR3buIve4q67irFt2yn++SeFsDD33esbiSWe0MCBA1m1ahXPP/88Gzdu5PXXX6dJkyaMGDEiwxLS7FzwWyhdurTfeqCysHLlyhxHp7Zv357jnrDMREdHs3nzZlq3bm33+g8//JDBG6Y7FC1aNMMSy6CgIGJjY1m0aBGDBw9myJAhHnGp3qVLF3r16kWbNm1y5Q3PmRkCV3RtVPgEo130GxXf0SiOHTvGF198ASDBrW9TbrXYnjnx8ccfs2rVKqtzmmbNmmXpN5xx9OYJlFKEhYXRvn172rdvz+HDh/nmm2/o0KEDMTExtG3blpiYGLfyMKrPOnHiBAsXLmTDhg1ZrnkqpqNgHJb6BJODQFv8vT7FQMwljRpV4PXXazNkyEanXkxbtqzEP/+kkJCQTIECWZeHApQo4do+lR49anDgwCXi4+0vXXWHmzftP1NgoOLSpetu75f0BYsXL6ZDhw58+OGHNG3alPj4eBYtWkS7du0YPHgwYArsa1ka40w4go0bN2YIIeGPDBs2jBdeeMG6DyopKYn9+/dnkFmwYIHLBuKIESOoVq0a+/bt48EHH7Q6Mrlw4QLbt2/n8OHDHh0VO378eJYZmI4dOxISEsLgwYM9MoMYGxvLlStX+Prrr3PlDW/atGkUKVIErTVHjhzh2rVrbunaqPAJRsdBNCq+o1EUKVLEWl4Jbn17cqvF9syJxYsXExoaSnR0NKdOnbLuvbagtWbXrl0+KVulSpV47bXXiI2NZcOGDcyePZu4uDiWLl2a6zSN6rNSUlK4etXxtiVPxHQUjMNSn45msv25PsVAdIOQENMMniNjypbAQEVCQgoJCdcdehotWNC+4eiIrl1j+PHHY8ye/SeASx5MLVy/npbBwM2f39ThXb1qv8HefXcEwcF5s9mMGzeOqKgotNY0a9aMSZMm8cADD/Dkk09andN89tlnVgNx2LBhREREWPVz7do1fvvttwz6mjZtmtUFtb+ya9cu+vfvn6Hcb775ZgaZ3BhXUVFRDB48mCVLllhHVi3GTK1atRg3blyGH1V36Ny5M9WrV2fkyJFZ9vC1bt2aoKAgtm7d6pG8GjZsSJs2bXLlDW///v306NHDY7o2KnyC0XEQwZj4jkYRHBzMxYsXiYiIkODWtym3WmzPnKhSpQoTJkzg4MGDdgPUa62tYSF8RVBQEI0bN6Zx48acP3/e7fSM6LO6dOlCjRo1aNiwIdWrV/dKTEfBOCz12b17dwIDA4mMjMwz9Zk33/T9hM6dH2DYsJ8pUiSExMQb3HWX4xiEdercwZo1WZcMWPb/tW6dNT6iMxQv/u+sY6lSrq21tzi6sZ0NPHYswal7ExOTAZNxfPOmMctb3WXXrl088sgjViPGEqtu27Zt1hd625d3W3kL3bt3z5CmJ2atvE3t2rWJjY21bnbP/IOutWbSpEm5Srt48eIMHTqUq1evcvr0aZRSREZGemzfh4UePXrQsWNHh0Za8+bNqVKlikfzzI03vPvuu49x48YBWfUMruvaqPAJRsdBNCq+o1H06dOHF198kY4dO0pw69uUWy22Z0507tyZMmXKcOnSJYf9vVFL5y5cuMDAgQP58MMPHcq469nUqD4rNjaWsmXLMmLECObOneuVmI6CcVjq8/3332f79u15qj79/63ej7EYZCVKFKBChXAuXUpyKPvkk5X48MNfWLPmIFWr/vvjceTIZXNauXOD/vDD5YFfAAgNdS3eT758geTPH4TtCtlt2046da/lnj/+OEdqajohIf7flGrXrm1dC75169YsLqm11hlme2zl7d2TWd5fGT9+PFpr60u/vR90d3/Iw8LCqFy5sltp5EROoQI8NVsJ8Pfff7N7926ri3FnXVIPHDjQOvvm6MXJFV3fquETfBnf0RvUrFmTuLg4Zs6cydatWyW49W3KrRTbMyfq1q2bo0xmJyvewp2lo85iZJ/VoUMHSpYsSVhYmFdiOgrG0qFDBzp06MC6deusEw55oT79/63ez7l2LZWdO8/SvPldDuMgWoiPv8qpUxlDSlgmoAoXDqF8effimVmWvOaW9PSbLFiw16V7wsKCKVPGs7NF3mL8+PHWPWzHjh2z62nNdvmirbyje3ITHsJo6tevb3fDuy1G/ZD7O1euXGHIkCFs3rw5Vy7GnXGE4Alde9JhTE58+eWXPPPMM+zZs0faSTZUrlyZCRMmAEhwa0EQ3MbomI6CdwkKCjLcw6875K1Adn5MuXKFaNiwosPrlmWcc+b8keVaVFQhypQJc3kPYmYKF3b9pdF29vDkydzvkckLMRGdcS9u+4LvqrzgPdLT0xk+fDgPPfQQLVq0yOD84PDhw/Ts2ZPHHnvM7Xz69OlD6dKlWb58OVu2bGHNmjWsWbOGLVu2sGzZMiIjIxk1apTb+bjLzp072bRpkyH72tauXQvABx984NV8EhIS2Lt3LxcuXPBqPkYQFhbGnj17WLJkCevWreP6dedDCQl5m7///ptVq1Yxd+5c5s6dy6pVq7J4LxRuHYzsi7/88ksA9uzZ4/W8BM+wbNmyPLWf3haZQfQQhQuHULZsEYfXCxTI3vmLu7RqVcmlOIoWkpPTuHQpOVf32ZLXQl4IeYu3336br776ilatWnH9+nXGjRvHrl27GDRoEJUqVWLq1KnUq1fP7XxOnDjB2LFj7Y7y+cIltVHBmW2N64SEBIKC/v1pOHDgAL179/aoi/4VK1bQsmVLwBRUftiwYaxevdq6P7hu3bqMGTMmyzJwf0XiIAr//PMPb7/9Nhs2bJAA5waTnp7OzJkz+fnnnylWrBhdu3a1Lvc9fPgwY8aM4bfffmPHjh25zsOovjg71q5dyzPPPMMHH3zAf//7X6/lI3iOrl27UqhQIdq2bUuNGjVc9hbvS8RA9BA5OWm57z77m9YtlC3r3otQWFju1jJXrBjucvy4lJQ0fv89njp17shVnoLgKqtXr2b79u3WWIjt2rVj3rx5DB06lLi4OJRSHnEYlJKSQlJSksNlIEa7pDYqOHNKSgp79+6ld+/enD9/PsMS1r///puYmBiPuuhfvny51UD873//y7lz55g+fTplypTh/PnzzJs3j/fff59hw4Z5LE9vInEQhbi4OCIjI1m+fHmWUBf+HhA7r/PRRx+xdu1aGjZsSHJyMu+88w5PPPGERwcQjeqLLYN1mQfqwDuDdYJ3eeCBB1i2bBkLFixg0qRJKKVo06YNTz31lMed+XkaMRA9hLMGWv78QVy9eoOwMNNyUq1Ne/8iI90fKS9a1PW9LmlpN7FnHxYsaL9pXLt2g6NHr7jsMVUQ3KFo0aJW4xBMa/ljY2NZtGgRgwcPZsiQIS4PdNijS5cu9OrVizZt2lC5cmWfuxg3Kjjzpk2bmDdvHpMnT+aJJ57I4FBlx44d9O3b16Mu+m3raseOHUydOtW6Vy8qKor77ruPHj16eCw/byNxEIX4+HjGjx9v95q/B8TO62zevJn58+dbZ2dTU1P56KOPPDqAaFRfbBmse/LJJ7MMVHpjsE7wLkopChcuTJ8+fYiOjubChQt88803dOjQgZiYGNq2beu3W5X8f+OYn/Pcc1VdkldKceTIRevxvn3nuXEjPddhItLTTcGrw8KCCQzMXXWePXvN+n/RoqGMHVufu++27xGydWvvLZ8QhOw4fvx4lnMdO3bk4YcfZvDgwR6ZQYyNjeX//u//+Pnnn3nttdd44YUX6NmzJ6+99ho//fQTAwYM4LnnnnM7H2cxMqB8586dWb9+PSdOnOCFF17gzz//zHB95syZHskHMoaHUUplceQSFBRkqCMed7HEQQSscRBtkTiItz6pqakkJTn2ZO7PAbHzOoULF86wdDdfvnzExsZSvXp1Bg8eTFpamtsDiEb1xZs2bWLKlCns3r2bqKgo+vbta/2ULVuWvn37EhkZ6XY+gm+oVKkSr732GitWrKBRo0bMnj2btm3b+rpYdpEZRDd55pl7+eKLvQQG5vxy2qlTVZYuPcDu3aepXt30BQ8JCSIqqjABAbl7ubXELYyOdhyDMTsqV47gyhXTBtr4+ESSklKzDVkREKAICFAcOXIJwCOzNkaxePFiOnTokK3M999/z0MPPZQrecF7dO7cmerVqzNy5MgsnmNbt25NUFAQW7du9UheDRs2pE2bNqSlpfmFi3EjA8oXKFCAXr16cfXqVSZNmkSBAgVITjbtUQ4I8Nx4YmJiIjt27EBrTcmSJfnqq69o37699fq2bdu4efOmx/LzNhIHUWjevDkdO3akVatWfrH64Hbj9OnT1hBDFjp27EhISIjHBhCN6os7d+5MiRIlWLx4MS+88AKvvPIK1apVs1735GCd4BuCgoJo3LgxjRs3zjKg6C+IgegmzZtHM3FiI6c6n5MnE0lJSefixSSSk9MIDQ3iwIEL3LypfebkpUiREK5fv4HWmrp1P3P5/n/+uQH8G67Dnxk3bhxRUVForfnzzz/trv/+7LPPrAafrTxg9x5b+VuBX375xSuhDHbs2OHWMooePXrQsWNHh0Za8+bNqVKlSq7Tt4eti/GdO3eSnJxMtWrVPOY4ZceOHRl+9O3hq4DyUVFRTJo0ia1bt7JlyxaPp//888/z999/A1CnTh2KFy9uvTZp0iTWrVvHSy+95PF8vYXEQRQ6d+5MyZIlmTdvHjNnzvTrgNg///wzjzzyiMfTPXz4MHPnziU0NJROnTpRsWJFdu7cyaJFixg3bpzH87Pw1FNP0bFjR1588UWef/75DNcsA4i//PKLW3kY3ReHhobSv39/Tp065dXBOsG7xMfH06pVK5YvX+5Qxl9DmYiB6CaBgQEEBgY4tf9vwIA6bNr0FT/8cJw+fWoDsGLFQRITU3LlgRSgadNKLF++n/z5c1eVZcsWZu/es1y7dsOl+ywzpgcPXiQt7aZHRue8za5du3jkkUeynfW0fQ5X5fMyv//+Oz/++CO//PKLW6OTy5Ytc5i+u+vsHQWFt8TpO3funFvpAxw8eJC+ffty9uxZr3mqs+h669atdOvWLVtZXweUr1OnjnVpryfjILZq1crhtUGDBjFo0CCP5GMkEgdRaNKkCU2aNPGb1Qeff/653fO//PKLVwzEFStW0LVrV7TWfPfdd9SqVYvatWvz9ddfezwvW9q0aUPTpk2zOHWx0Lx5c+rUqeNWHr7qi709WCd4l3379vm6CLlGDEQP0KnT/U7FAaxf3+TifOXKv6zntm8/TXR0MfLly92IUPXqpWjXrnK2ITayQynFxYvX0RpKlizg9F7I9HST0VSoUDChoXnDSKpduzYLFy4EYOvWrVlmgrTWvPnmm3bl7d2TWT6vcfz4cauhEhwcTMeOHalcubJbaW7bto1q1aplMZy9uffG4vp7xowZ9OnTx620Bg4cSFRUFG3atPGopzp7unY35IFRAeyNdq1u1HN5k6JFi1r/vxWeR3ANy+qDhIQEDh06RMmSJTPMkhvF+vXriYmJyTLj5K3+uEKFClSqVAmAu+++mxUrVvDzzz8bMpCaeSAmISGB06dPW3UfEZG7bTjZkTkPb5GQkEDhwoXp0qWL1/IQjMOoduMuYiB6gNx49LRsr3n44Sjuv79Erh3MWIiKyp2BWLVqCbZuPcG5c1c5dy6JZ5/NeZnezZuamzdNBmJaWt7ZJzR+/HjrS/mxY8fshjKw3d9mK+/onsz74fIKsbGxBAQE8PjjjzNhwgRWrlxpHVG+evVqrtPt27cvJ06cyOJS3N39gbZx+iCjC3CL6+/Dhw+7lQfAuXPnmDRpEuHh4R7zVOdI1+7oGTxruBkdBzE7brVYX7fa8wj28cfYnkOGDOHw4cM0adIkw/kffvjBK/kdP36cw4cPW43Eli1bsmbNGo4dO+aV/CwYoXuj6nfu3LnW3xjbfCzktRixtzuZ6/Ott97yeb/gLGIgGkjx4gWs/ycnpxIWFsz166aRPHf2IL74Yh2Cg3PrBVVz5EgCly9fB+DEiURatapMfPw/2d63Z88F4F8nNbl1smMkZ8+ezVHm4sWL3HXXXbmSz0t07tyZAwcOkJaWRnJyssdGeMuVK5clBhjg9vIe2zh9BQsW5NixY1YvlxbX36dOnXIrD4CSJUta//eUpzp3dN27d2+H1zxpuBkdB9Go5zKKW+15BNfxx9ieFStWpGLFilnOZx5w8xRt27bN4q23adOmWZzHeBojdG9U/c6ePdtqUPhLOxJyj219zps3L0/Vp+EGolIqGBgBvA5U0lofy3S9F/AicN386au1/iuTzFtAe+AG8Dfwotba/Q1IXsayDNV2GadlJs6ZJaqOCA3N/f6Ge+6J4NKlZNLSTBvqtYY2be61Op/JjKWcISGBgKn8eWW/tDip+ZdatWpRq1Ytrl+/ztatW7lw4QJr164lMTExy2izP2Abp69///40bNjQOptridPnCS+mSik2b97MU089BXjGU50jXZ8/fz5HJzU3btzgyJEjtGvXLssSKk8abkbHQTTquYziVnsewXX8Kbbn4MGDveoUJjMTJ07k1Vdf5Y477rB7/b777vNq/kbo3qj69ad2JLiPbX3u3r2b6dOn55n6NNRAVErdCSwADgKBdq63BsYA1bXWZ5RS/YDvlVL3aq2TzTIDgC7Ag1rrq0qpCcBSoF7m9PIC+/ZdoF49746uZUelSsUoVCiYpCTTTGZQUAChofmyNTrvuivcOgty+XIyERG+8cDqKuKkJiv58+e3br6/ePEis2bNctpA7NevH/fff793C2hD586dadeuHaNHj2bixIm8/vrrGQysSZMmuZ1Hnz59GDNmDBUrVvS4p7rMup4+fXqO98yZM4dVq1bxxRdf8Oyzz9KiRQvrNU8bbhb99unTx+uu1Y18LiO41Z5HcB1/iu25adMmu7PaSikiIiKoX78+zZo181h+O3fu5O2337Z7rWjRojz44IM8+uijHssvM0bo3qj69ad2JLhPXq5Po2cQwzAZd1GAvY08bwOfa63PmI9nAKOB54FPlFIBwFvAaK21ZQPPe8AZpVRjrfU6r5beCxQuHEJEhO+93J05Y1pSWq9e2Rxl8+f/13g8cuQyxYvnjaCt4qQmI4mJiRmeJyIigtdee43r1687df+qVas4efKkQ++iFp555hm3ymlLgQIFGD16NNWqVWPWrFked/3dunVrwsPD7e5PzY2nupSUFPLly5elbBEREfTr18+pNJo3b85jjz3GrFmzvG64GRUHEYx9LiO41Z5HcA1/iu3Zvn17tm3bRtOmTQkPDychIYG1a9dSt25dQkNDmTt3LmfOnPHYzEXTpk35448/qFevHoULFyYxMZEtW7ZQs2ZNQkJCWLp0KefPn6ddu3YeyS8zRujeqPq9fPkyGzduZPfu3T5vR4L7WOpTa03x4sXzVH0aaiBqrf8EUEpFZb6mlCoKxAATbeRTlVK7gSeAT4DqQCngVxuZs0qpE2aZPGEgWpZnmvCPQPOBgQGEhgYSFhaco2xw8L/lT01Np1gx/xz9yMzt6qTm0KFD/PXXX8TExJCamsrChQtZu3YtN27cIDg4mKZNm9KlSxeCgoIIDMwyse+Q8PBw7rnnHooUyeggSWvNkiVL+O2333j88cc9/TgAlClTxnDX3656o1y0aBGrVq0iNDSUxo0b06FDBwoVKmS97oqu8+fPb2hMLKNcqxv9XN7mVnsewXn8Kbbn0aNH+fTTTzPsl+7YsSNDhgxh4sSJPPPMM/Tu3dtjBuKpU6cYPXo0wcH/vj80a9aM999/n8GDB/PUU08xdOhQrxmIRujeqPqNjY3l6NGjnDlzxuftSHAfS32CabuJ7X5cf69Pf3JSU8H8Nz7T+TOAZZd1RSdk/J6oqELMn7+LgQMfITHRtfiD3uLChWsu33Po0EVOnszemY0/Ub9+/RxlbH/gXJX3V1566SXKli1LTEwM06dP5+jRo7z88suEh4dz+fJl1q5dy/z583OMyWcvXaVUhiCvly9fZtKkSRw+fJjY2FgaNGjg6cfJQJ06dawOcPbu3evV/Fz1RpmUlMTEiRMJCAhg9+7dDBs2jHbt2rkVf8zomFi2+v3jjz+8tpfoVov1ZXmeLVu2eGRvrOD/+FNsz0uXLmVxphUaGmqNFZs/f36Pxue8cuVKlt/CkJAQLl26ZP3fm8vojNC9UfVr+R3esGFDlgHpvBoj9nbG9r0qc536e336k4FoWaeW2QNEClDABRm/plu3+5gz5w8uXbrOhQvXSE29ScGCvgmiC6Y9hwkJKSQnp7m8n+7qVf8wbnPL9evXOXr0aIYlle+9957DvWHJycns3bvXaXl/4erVq9aR4p07d/LGG29kWFpat25dhgwZ4nK6vXv3ZtasWdbjHTt2MHnyZIoWLcqECRMoWzbn5cq5xV5dvP/++7z44otupfvYY49lCfNgwVVvlN27d7c6Nbrjjjt48sknmThxIhs3bqRgwYJcuXKFJ598MoNDmJxYuHAhS5cuRWvNjBkzGDp0KG+++WaOy3xdxdF3w3bJtScx6rmM5uGHH+bhhx/2dTH8ip07dxIeHk5kZCRDhw7l9OnT9OvXL0tonLyObZueOXMmEyZMMKxNBwUF8emnn9KmTRuKFSvGpUuXWLJkidUj8/Hjx7l2zfVBYUcEBgayZMkSHn/8cYoUKUJCQgL/+9//rP3o33//TVJSksfyywkjdG9U/fqyHQmeJy/Vpz8ZiJbeKrPHkxAgyQUZK6dPn85i9AwbNozhw4e7VVB3KFzYVPRRozbTpMk9AISE+K4aypQxLXm7eVNn64zlVuPXX39l4sSJXL58mWLFipGamsrFixcdBtNdu3Yt3bp148qVK07J+xMWr5sJCQlcvXo1y1K3oKAguwaRs6SnpzNnzhxWrlxJ48aN6d27t1dnVh3VRbFixdxOOyUlhUOHDvH00097xBtlUlISv/32Gzt37mTXrl1cvnyZypUrEx8fz6lTpzh//rzTBuKMGTPYvHkzbdq0YdWqVRQtWpSHHnqIMWPGMHr0aJeeMztc/W64i1HPZTR79+7lww8/JH/+/PTt25fo6Gg2bdrEzJkzmTNnjq+L5xNGjRrF6dOnSU1NpVy5cjz99NOULVuW6dOn31IGYuY2HR4ebmibfueddxgwYABTp061nitXrhwffvghCQkJTJgwIcM+KHd5+eWXGT16NPPnz7eeK126NEOGDCExMZHPPvuMJ5980mP5ZYcRujeqfn3djgTPMmfOHHbu3GlIfQ4fPpwRI0ZkPu2SR0x/MhCPmv+WznS+NGAJc3HE5tyxTDJZIr+WKVPG71yL3323aT251jBgwLcAFCni+z18ly4lk5KS7pRsaupNLl++nqdnEOfPn8+iRYt45ZVXrLNge/bs4bvvvrMrP2bMGD755BOGDx/ulLw/ERISQlxcHImJiZw+fZpvvvmGFi1aWJ0XfPfdd1n2ETrLuXPnGDduHKdPnyY2NtapZbnu4qguvvnmG7fT3rRpE0OGDGHZsmVue6McNWoUf/31F2FhYdSsWZPu3btz//33W2cV9+7d69JL8datW5k1axb58uVj3TrTdutWrVqxYsUKF54wZ1z9briLUc9lNPPnz2fAgAForVm0aBGPPvoojRo14rPPPvN10XxG0aJFrd4ux4wZQ926dQG4++67fVksj2Pbpi1B6Y1s03feeSdLly7l999/59y5c5QsWZLq1atb9z1PmTLFo/mVLVuWKVOmcODAAS5dukRERASVK1e25jd06FCP5pcdRujeqPr1dTsSPMuvv/7Kp59+akh9Dh8+PMtkmFLKJYPIb3bNa60vY3I+U8tyTimVD6gBrDWf+h04m0mmJHCHjYxfYzujaZmwq1ChqI9KY6JUqQLs2XMBZycQ//jjHN9+e4Tt202ByQsV8v99eJkJDAykUKFCGWZN7733Xutm4swEBQURFhbmtLw/MWfOHIoUKcJDDz3E3Llz2bRpEz179qRdu3b07NmTHTt2ZBvo2xHz588nLi6OmzdvMmnSJLvG4dixYz3xCBlwVBcnTpzwSPpNmjRh1qxZHD16lBdeeIE///wzw3VnvVH+888/jBs3jtmzZzNw4EAeeeSRDHE077jjDpcMc6WUdYmYLenpzg3sOIur3w13Meq5jOaee+7h3nvvpVq1arzzzjucPn2aNWvW5PnQOO5w9OhRxo8fz4wZMwgLC2PGjBnMmDGDn376yfr/rYBtm7b9HnmzTX/yyScZjgMDA6lZsyZNmzalZs2aBAYGMm/ePI/lZztbaMmvatWqPPLII1SpUoXAwECWL1/usfycxQjdG1W/vmhHgvfIa/XpTzOIAHHATKXUe1rrs0Bv4CIwH0BrfVMpNQZ4SSn1mdb6GvAasBk7M4j+iCXeIMCuXWd55JEoDhy4QKNGlXxWJqUU16+n5ixoQ2LiDW7eNDXw8PC8EQfRlvT0dNLS0ggJCeGHH36gQYMG7Nixw+FLcFpamkvy/kTlypXp37+/dXP0+PHjOXXqFJcvX6ZEiRLcfffduXpp7dKlCwEBAURFRfHVV19lua615uDBg+4WPwuO6uL48eMey8MT3iibNWtGpUqe+14XK1aMKVOm0KlTJ/N39jqLFy/2+NJPV78b7mLUcxnNoUOH2Lt3L1WrVgVMXhC/+uorDh065OOS+Y4xY8awbds2EhISMrwgtW3b1oel8jy+aNOrVq2iVKlS2W4V+frrr+ncubNH8vv+++8pX748J0+edOiA5vvvv8/WuYs3MEL3RtXvrdo33q6Eh4fnqfo01EBUSgUD3wPh5lMLlVKntdbtALTWy5RSJYDvlFJJQDLQVGudbElDaz1ZKVUI+FkplQKcBtrqPLKBrkqV4hmOtdbccUe4bwpjJjAwdxPJWmuqVo3w6R7K3FK3bl0WLVpE165dGThwIKmpJgP5lVdesSvfsmVLli1b5rS8PzFlyhSqV69uPQ4ICLC+tFpYuXJlhuWUzlC7dm2rEwR7aK2tbsE9iaO6cNdBjT1c9a65YMECnn32WQAaNWpkVyY3ugZ44403GDhwIJ999hlaa+rVq0d0dDSTJ092Oa3scPW74S5GPZfRdOvWjYSEhAzn2rdvnyF0zq3MlClT6N+/f4ZzISEhGQKm235fbiV80aaPHj3KsGHDsh3s82S8tRMnTjBs2LBsZXzxWmaE7o2q31u1b7xdGThwIG+//XaeqU+j4yDeABrmIDMLmJWDzGggT+7Qtcy6WUhNvUmjRnf5qDQmkpPTuH49zWn5++4ryR9/nOP338+6dJ8/0aFDB+uM2tdff83OnTuJjo7m7rvvzvJSB6aXY4uLYmfk/Ylp06bRtm1bq9OVU6dOZRnxXb16tctGy1tvvcXZs2czhLmwkJKSQkhICE8//XTuC+4AR3Vhrxy5ITU1ldTUVOtSkHXr1pGUlESlSpVYtWoVzZs3d3jv4sWLrcsz7ekZcqdrgBIlSjB//nz++OMPzpw5Q2RkJNWqVfP4ksXsvhvewKjnMhrL7HFycnKGdvDggw/6qkiGMm3aNMLDw61Gwv79+ylQIKOz8cWLF9+SBqIv2vS0adNYuHAhpUuXplu3bkRGRmaR6dWrl8fye++991i5ciX58uWjY8eOdvtfI/ceWjBC90bV763aN96uRERE5Kn6zHtTP3mcEyeuZDiOjPS9a9urV2+waZNppickJOfg3UuXPsO9935MSko6pUoVpEWLKt4uokf48ccfadeuHUWKFLG+vIBpg/3IkSM5efJkhpdgW3nbfWiO5P2V/fv3M378eGsnlJ6enmWZZG5GesPCwujUqRMFCxZk8uTJGbx+jhkzhujoaI+9/DlTF88995zb+SxcuJDnnnuOu+66y7psdtKkSZw9exYw6alAgQIOZwePHj1q3RiutckzcObO3xVdWzav16lThxIlSqCUonr16hlmhD2Bq98NdzHquYxi+/btDBo0iLCwMJYsWZLBEBo4cCA1atTw22DI3mL//v307NnTenzz5s0s/Y4nZ7R8ja/btCVm6b59+5g8eTLBwcF069aNihX/DRGd04yfK9SqVYvHH3+cFStW8Pnnn5MvXz7atGlDuXLlrDIvv/yyx/LLDiN0b1T9zp07FzD9voaHh+f5vvF2x1KfTzzxBECeqk+/cVJzuxAUlFHlqak3fT56ULCgycnMPfcUIyAg57KEhAQSEKAICIB8+QIIDs7ZqPQH5s2bR4cOHThw4ECWkeyRI0eyf/9+Fi9ebFfe1rmII3l/pUGDBqxbt45ff/2VX3/9lejoaJYsWZLhk3nJqTPMmzePmJgYPv744ywhIQYMGMBff/3FmjVrPPIMztTFsmXL3M5n0aJF9OjRI8OeysjISKvupk6dane/pYWYmBir7Jw5c6hatapbuv7000+t/8fHx1s/nsbV74a7GPVcRrFq1SqeeOIJli1b5lB/2bWbW5EGDRpYZ+NTU1OpXr269bth+TzwwAO+LqbH8Jc2XaVKFcaOHUuvXr1YsGABb7zxBn/88QdABuPNU1SoUIFBgwbRvn17Vq1axYQJE6x7z+3NYnoDI3RvVP3aOna7FfrG2x3b+jx79myeqk8xEA2mU6dq9Ox5Hy+/XBOAq1dTCQ317URuUJAyl8W5sBUWg9LRsb+yb98+pk6dSkhIVqc6pUqVYuzYsXz77be5lvdXLCNYFuwNSAwcONDldPft28dzzz1n1wNlREQEr776KuvXr3c5XUd55VQXa9e678j4zJkzdOnSJcM5W4Pu4Ycf5vz58w7vj4uLy3Dsrq4jIiJo2bIlJUqUYNq0aXTt2pXp06c7fb+zGN3WjXouozhy5Ahvvvmm3fifFv2tWrXKByXzHc70O5m/L3kZf2vT5cqV44033iA6Opru3bvz5ZdfejW/yMhIevfuTcWKFRk8eLChv41G6N6o+i1dujRdu3YlIiLCL9qR4B6W+oyMjOSzzz7LU/UpBqLBFC2an2rVSlCwoOmluk4dl+JWeoX0dG3926BBxRyk/8USNzHzrKi/Ehoamm0A94IFC2YwdlyV91ecGTXOzf690NBQgoIcD27kz58/2+uu5mVEXYSGhmZ5kR00aFCG40KFCjm8v3TpzGFcs+KKrm3LMnLkSMqXL28v+K3bGN3WjXouowgJCclWP3mlr/AkzvQ7znxf8gr+1KaTk5P54osvaNmyJTNmzKBdu3Y0bNjQa/mlpKSwcuVK+vbty5dffkmTJk146KGHvJZfZozQvVH160/tSHAf2/ocPHhwnqrPvPFmf4sRExNFz561uOeeYpQokT/nG7xMmTKmF94bN9IpUsS+u2pbgoMDuX49jW++OZTF6Y4/k5KSkqOMJZRBbuT9lZUrV+Yos337dpfTdUY/N244Nyvtibw8URfOlDc7mY0bN+Z4f250bcHeLIwngl77uq1767mMwpl2kxf6Ck/iTL/jzPclr+KLNp2YmMiMGTNo1qwZH3/8Mc2aNePbb79lyJAhlCpVyiv5LV26lN69e/PFF19Qv359ZsyYQd++fSlevHjOCXgJI3RvVP3m9b5RyEheqk9xUuMD6tevAECfPvf7tiBmqlc3eSVNSEhxarmr7ZJSrSEoKG/sQYyOjmbOnDl069bN7vXly5dncEHvqry/MmzYMF544QUKFjQ5REpKSmL//v0ZZBYsWOCyd8Xo6Gg2b95M69at7V7/4YcfKFPGMzPkztSFJ/bXVK1aldWrV9OpUye717/88stsYxtOmzaNIkWKoLXmyJEjXLt2zS1dX716ld9++83q2CbzMcDmzZuzhBNwFaPbulHPZRQVKlRg+fLlDmO+5ZW+wpMMGzaMiIgIa51eu3YtSx1PmzaN+vXr+6qIHsXXbXrixIl8/fXXFChQgK5du9KxY0drn29h+PDhVida7vLxxx+zatUqq3OaZs2aZdmLbi/UiTcwQvdG1e+VK1fYsmULf/75J2FhYXm+b7zdsdSn1po///wzT9WnGIg+pHLl4qSl+d6LmyWO4Z13FnbZYU5ycpp1D6O/M2LECB566CGWL1/O3XffTYUKFVBKER8fz08//cSePXv4/PPP7cq3aNGCS5cuUahQIYfy/squXbvo379/hg7pzTffzCCTG0dJI0aMoFq1auzbt48HH3zQOmJ84cIFtm/fzuHDh3n33XfdK7xNXjnVxUcffeR2Pu+88w41atTg119/5dFHH6V06dJorTlz5gw//vgje/bsYf78+Q7v379/Pz169PCYru2l171791yn5whXvxvuYtRzGcWLL75I586d2bBhg7XdeFN/eYFdu3bxyCOP3DJ1nBO+btPz5s0jNDSUmJgYjh49mqXv1Vo7FcvVWRYvXkxoaCjR0dGcOnWKWbMyRifTWrNr1y6P5ZcdRujeqPq93b43tzp5uT7FQPQhzZv7R3gIS7u9666iLnsk9YcwHc4SFRXF5s2b6devH++99x5g+hELCAjg0UcfZc6cOZQoUcIa19BWvnfv3tawBY7k/ZXatWsTGxtL4cKFATh48GAGT4taayZNmuRyulFRUQwePJglS5ZYjTNLWIdatWoxbtw4ihUr5pFncKYu7DlYyU0+U6dO5aOPPrLuE7A808MPP8zs2bOzXap13333MW7cOCCrni1puaJr2/TsobXOYoDmBme/G57CqOcyilKlSjF79mzGjRvHqFGjHPYVtxO1a9dm4cKF1uOtW7da+yDIe3WcE75u087kf+zYMY/lV6VKFavH0sz9nCW/v//+22P5ZYcRujeqfi3fm8zfF0/nIxiDbT9or079uT7FQBQoVcpk5DVrVpFixbJ29Nnx++/n/Xb0wx533nknK1euZOXKlSQkJKCU4o477rDbEdvKJyQksHDhQgoVKpStvD8yfvx4tNbW2HaXLl3KEiqia9euuUq7ePHiDB06lKtXr3L69GmUUkRGRmZJ3xPkVBeeMtTLlCnDRx99RGJiIsePHwegfPnyTtX5wIEDrctq7ekZXNO1bXrZyXgCV78b7mDkcxlF2bJlmTJlirXdeFN/eYHx48dnWFZ77Ngxax9kIa/VcXb4uk2/8MILhubfuXNnypQp47Cfg9z/rriKEbo3qn4t3xt73xdP5iMYg20/6KhO/bU+xUAUCA/P2TGNI/LnD7IuUc1LFCpUyKU9a+Hh4VSpUsVhh+3P1K9fnw0bNmQrc++997qVR1hYGJUrV3YrDWcxqi4KFy7Mfffd59I9MTExOcq4omtn0nNGxhVc/W7kBl88l1Hkpt3cijiztzCv1rE9fN2mGzRoYGj+devWzVHG3d8VZzFC90bV7+32vbnVycv1KV5MhQxOZwICXJsNrF3b92E6BEEQBEEQBEHwDHlv6kfwOD163M+RI+epVSvK6XteeukBypULy5Ozh4IgCIIgCIIg2EdmEAUKFgymXDnX9sk0blxBjENBEARBEARBuMWQN3zBSpEizu9FrFu3PJUrF6datdJeLJEgCIIgCIIgCEYiBqIAQP/+dQkMdH5CuXTpQpQuXciLJRIEQRAEQRAEwWjEQBQACApyLf6hIAiCIAiCIAi3HrIHURAEQRAEQRAEQQDEQBQEQRAEQRAEQRDMiIEoCIIgCIIgCIIgAGIgCoIgCIIgCIIgCGbEQLzNGD58uK+LcFsievcdonvfIHr3HaJ737BgwQJfF+G2RXTvG6Sv8R3e1r0YiLcZI0aM8HURbktE775DdO8bRO++Q3TvG8RI8R2ie98gfY3v8LbuxUAUBEEQBEEQBEEQADEQBUEQBEEQBEEQBDNiIAqCIAiCIAiCIAgAKK21r8vgNZRS54Hjvi6Hn1EGOO3rQtyGiN59h+jeN4jefYfo3jeI3n2H6N43iN59h6u6L6+1LuGs8C1tIAqCIAiCIAiCIAjOI0tMBUEQBEEQBEEQBEAMREEQBEEQBEEQBMFMkK8LIDiPUqo+EAsUBQLNf2dprT80X08Adme6rQKwW2vd2iwzG4gGkm1kjmqte9jkkw8YDzQAbprTjNVaX/PwI+VJlFL9gclAI631epvzvYAXgevmT1+t9V+Z7n0LaA/cAP4GXtRan7O5Lrp3QGa9K6UU8DxgabuFgGPAf7TWx2zum420ebew1+aVUsOBNkCCjeh1rXWzTPdKm88lDvSegPTzXkEp1R0YDJzJdKm11vqKWUb6eQ+Tnd6BRKSf9xo5tXnp572DE3pPwNf9vNZaPnnkA0wH3rE5vh9IB1qYj9fbuWcD8JzN8WzgzhzymQT8iGkAQQGLgS98/fz+8MG0Kfg4oIGGNudbA+eA0ubjfsBfQKiNzABgHxBmPp4AbBLd507vQBiQBjxqPg4E5gMHgPw290qb97DuzeeH2x47uFfavOf1vt6OrPTzntF5d6B7NtelnzdY79LP+0735uvSz/tG7+vtnDO0n/e5kuTj/AeoChTKdO4iptEAgAqZrlUALmX68cq2QWGalbwBtLQ59xCml5RKvtaBrz/AEqAvWV/afgUm2hznA64AL5iPAzCNFPW3kSllTqex6N51vQP5gXmZ5B40yzxqc07avId1bz6f7YuDtHmv6V36ee/pvDvZv7RJP2+w3qWf953uzdeln/eN3n3ez8sexDyE1nqv1vofAKVUgFKqN5CCaUQArfXRTLd0BxZorZNxngaYfvR+tTm3C9NM5eO5LPotgVKqJZAKrM50vigQg43OtNapmKbynzCfqo6p07SVOQucsJER3dvBkd611te11p0ziV83/w1xIQvRuwMc6d5JpM3nkuz0Lv28b5B+3jdIP+/3SJv3Av7Qz8sexDyIUmoopqUtl4CntNZ/25FRQDfgaTtJvKmUugdTw/kDGKm1tsRSqYhpdMG6LlprnaqUumi+dluilCoIjAaakvVHqYL5b3ym82f4V2cVnZQR3duQg97t8TAm/f2U6by0eRdxUvc9zXtU8gFHgFFa64Pma9Lmc4ErbV76ea/QQinVFQjGpJ/xWuvtSD/vbRzp3R7Sz3uWnHQv/bx3cKrN+6qflxnEPIjWOg6IxPQSsUEpVdeOWCMgQWu9I9P5g8DPwGNAQ0ybVrcppcLN1wsCqdo8F21DClDAIw+QNxkFTNdaZ+4EwaQzMOnIFludOSsjus9IdnrPgFIqFPgP0E9rbatnafO5IyfdnwB+wzQS+QiwF9ihlLK8SEubzx1Ot3mkn/c0Z4HDmAZeHwGWAluUUnWQft6bZKf3DEg/73Fy0r30897B6TaPj/p5MRDzKNrEfGAjMM6OSA/gUzv3jdFaf661vmleHvMaUBzT9DXANSCfecTClhAgyVPlz0sopWoCtTE5CbKHxRtU5tF+W505KyO6N+OE3m1lFab2/qXWeontNWnzruOM7rXWn2qtJ2qt08w/QOMwrWoYaBaRNu8irrR5M9LPexCt9Xda68GWZVzm39gtmLwNSj/vJXLQuxXp5z1PTrqXft47ONvmzfiknxcDMQ+hlAq2c3ovcG8muUJAc0yevrJFa52Eafq5kvnUEUyejkrZpBcERGDy1nY70gLTRvkflFLrgYXm8x+Yj/OZj0tnuq80/+rsiJMyovt/yVbv5mUVFt4HLmuth+aUqLR5p3BF94Bp0Ao4Ska9grR5V3Ba79LPG8ZfmPRm2RMk/bwxWPRui/TzxmBP94D0814mi9592c+LgZi32GFnJKAMppgztnQE/qe1vpg5AaXUh5mO8wElMS0jAJMb3RtALRuxmphcS6/LfdHzLlrrUVrrB7TWDbXWDYFO5kux5nO/YNoEbNWZWa81gLXmU79jWlJgK1MSuMNGRnRvgxN6PwCglBqFyVtXP/NxjFIqxpKOtHnXcUb3mfVqpiz/6lXavIs42+bNSD/vYZRSY5VSmZdelQVOaK0vI/28V8hO7zYy0s97gZx0L/28d3CmzZvxXT+v/cDdq3ycdot7DBhgcxyDyZvXwExyPwNNHaSRAtSyOR6KKQBqlM25SebGY4mb8iW3cbwaOzq8E/txEM8CpczHL2E/PtZeoKD5+F1gE6BE97nW++uYvAjWNneCtTC55e5uIyNt3ju6Pwq0sjnujMnzZk2bc9LmPax3m2vSz3te3+vJ6K6/AaYYfJZYw9LP+0bv0s/7TvfSz/tA7zbnfdbPK3MCQh5AKfUc0AvTEqR0899PgGnaXJFKqUqYGkMFrfVNO2n0xzQikWa+/zLwptZ6t41MMDAeqI/p5WQ3JiP0Wub0bjeUUh8AdTD9UP0GHNJadzBf64XphSEJSAb6aq0PZ7p/CNAe0xf7tFnmnM110b0d7OkdiAVOObilh9Z6tvleafNu4KjN2/RHAZi8sKUBw7TWP2a6X9p8Lsihr5F+3gsopZphmqEqhKldBwETtNZf2chIP+9hstO7Uqos0s97jZzavPTz3sHJvsan/bwYiIIgCIIgCIIgCAIgexAFQRAEQRAEQRAEM2IgCoIgCIIgCIIgCIAYiIIgCIIgCIIgCIIZMRAFQRAEQRAEQRAEQAxEQRAEQRAEQRAEwYwYiIIgCIIgCIIgCAIgBqIgCIIgCIIgCIJgRgxEQRAEQRAEQRAEARADURAEQRAEP0cpVVwpNVsp9bNS6ilfl0cQBOFWRmmtfV0GQRAEQRAEhyilvgSGA4nA11rr2r4tkSAIwq2LzCAKgiAIguDvPAJcAp4Advi4LIIgCLc0YiAKgiDcZiilKiil1iulkpVSx8z/b1JKHVJKLVFKRXkwr4ZKqe52zr+ilNqtlNqolPpFKVXAU3neLiilBiql9iuljvko/wx1q5R6xlynLi9NMrdBS1t80o7IeuAM8DzwRqZ7F5rv00qphq7mLQiCIGREDERBEITbDK31Ua11Q0wv3LO11g211vWAGKAasMCD2TUEutueUErdCUwC2mit6wNzAdnv4CJa6w+BcT4sQkNs6lZr/SUQ60Z6lra42s61y8AN4JjW+h/bC1rrTub2LAiCIHgAMRAFQRAEALTWicBK4BGlVCEvZlXenN8x89+PtNbXvZifkIdRSlUCwoHfgPt8WxpBEIRbHzEQBUEQBFvymf9qAKVUoFJqrHnp4Hql1Fql1P0WYaXUc0qp7UqpH5VSW5RSY2yuvY5phul+873rlVJvAB+ar1vOWZcmKqWaKaWWK6VOKqXWm+WeNi+B/dG8HPV9pVSI+ZrtvS2UUiuUUkeVUkOUUkWUUp8opXYqpdYopYraPmhOz5ZJdopS6oZ5SecL5nOtlVJ/2ch8ppRKVErNcKLc+c160+a/D5vPz1dK/WN2yuJSGZ2sr8z6Wm5eWjwlUzphSqkvzLpcq5R61bwEdL95aau9uq1gc78l7YOZ084FI4E44E/gXqWUcjM9QRAEITu01vKRj3zkI5/b8AMcA4bbHJcH/gbm25wbBfwMhJqP22Ja7lcMKAOkARXN10oAFzPlMRxYn+lcQ9PPT9ZzwCjzcSTwrfn/hUAr8//5gNXAO3buHWQ+rgzcBKYCBTANhm4ChmXK0+GzOdDXWuADm+P/mvOtaj4uAKyzuZ5TufMB54GXbM4VAzY6W0ZMRtoxV57JRl//MR+XBJKBRjYy04FtQH7z8evmuu7uTN3apF0cuG6btgPdrsemLdqcrwV8Yv5/kDntOx2koYGGvv5eyUc+8pFPXv/IDKIgCMLtTXfz7M8e4ACmPW1dwDTLBbwKTNVaJwNorZdiMhQ6A6WAQOBO87XzgLsx6j4xpxWvtbak9Rqwwnw+FVgKNLNz7yKzzEHgAnBGa52ktb4JbAZqWgSdeDZ7rARamO9XQEVMOmthvv44JiPSQrblNp9bCHSzuaeT+ZzLZczFMy0wy5wD9gL3m9MJA3oAM/S/S3+n4No+UUvaF4B9lrRzwSjzB2CP+a8sMxUEQfAiQb4ugCAIguBTZmuthyulgoD5mAyMT4FrQCUgP/AfpVRfm3sSMO0J2w18Dqw1LwddaE7DHU7aOVcEeE8pVR6To5LSQIgduXib/5MyHV8zp2Mhp2ezx0rgfaVUNFAI2IlJBy2Bd81/P3Sx3HOBfkqpe7TWBzAZiG1yWUZX5U/b/P8PUNj8/11AMHDUclFrnayUOmcnDUfYpp1ok7bTKJM307+0ea8qpiWmYHKktMLV9ARBEATnEANREARBQGudppQaBBwB+gITActerze01v9zcGtXpdR4TEsdRwOvK6Ue1Fon5LIc6bbHSqmCwA/AEqCz1jpdmUIrDM/pXiDzsbLzf3bPljn9w0qpg5hmDAtjMlICgYFKqQjgXq31n66UW2u9XSm1D+imlJoNnNdaX8plGV2Sz6QvbXO/oz1+Ts8g2qkLl/YNmmdoRwLBSqmtNpfSMBmIgiAIgpeQJaaCIAgCAFrrv4EvgFjzjOIhTHvT7rGVU0r1UUo9oZQqq5R6WGu9R2v9OnAvpn2JjW3Eb9rcF2xx0uIC0Zj2yC22MTqCXUzDHtk+Wzb3WZaZPoJpX+NPwFXgbTIGcHel3HMxLQHtYf4/t2XM7TNl5jCQimkJrSWNEExLim1xt26z4zlgtdb6fq11HcsHk85liakgCIIXEQNREARBsGUCUBboZN5/NgF42TxDhtlT5WvAH8DdwHizMQmm3xSFycCwcA6T4xUwORnp5WJ5jmFyctLYnH8gpqWcbuHEszliFSbjMF5rna61TgO+B14m47JHV8o9D5POOwPf5raMbjxT5nSuYlpm/H/mfY0AL2GavbPF3bq1i1IqGOgPvGfn8h/APTZtThAEQfAw0sEKgiDcZpiNhs8w7YnrrpSqpbVuAaC13qOUWg1MVEp1AlpjMvo2KaXOYppZ6qq1PmOONvAXsEUpdQ0oCLystf7NJruvMC2f3ASkADOAD8zlWI/Js+cfmJanWs7N1Fp/YS7PRaXUc5gM0SaYvKyeB0qbZd/LdG87THshSwODlVKWvX/dgXCl1GKtdQdz2YY7erZs1GeZMVxlc24lJucz6y0nciq3tgnsrrU+pZT6Adhvdlxji8MyKqUGAi/a6KJFTs+klGpuR18TMTmRuVMplay1HofJqJwJ7DUvq12MySC0LV/muv2EjHXrKG2HKKVqmfMtA/yf+X7LtaGYnCAFAxuVUk3MxqwgCILgQZTWrjglEwRBEAThVkeZYkb+Y54hRSkVgMnRz+Na601eyG89ppAZw91IQ2MKp7HeQ8USBEG4LZElpoIgCIIgZGYIGcNv9AJOANu9lN8ZoI055MqTrtyolFpoNjCPY9qDKQiCILiBzCAKgiAIgpABs5H2DqbwHEGYQmW8orU+5MtyCYIgCN5HDERBEARBEARBEAQBkCWmgiAIgiAIgiAIghkxEAVBEARBEARBEARADERBEARBEARBEATBjBiIgiAIgiAIgiAIAiAGoiAIgiAIgiAIgmBGDERBEARBEARBEAQBEANREARBEARBEARBMCMGoiAIgiAIgiAIggDA/wPmfePAHA7Y4gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_spec = plot.spectrum_with_indices(wave, flux, ferr=ferr, \n",
    "                                       index_regions=lib.regions, \n",
    "                                       index_names=lib.tex_names, \n",
    "                                       index_units=lib.units, \n",
    "                                       z=z, mask=None, ax=None, \n",
    "                                       index_done=None, \n",
    "                                       settings={'figsize': (15,6)})                               "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot can be further modified. To display only the mesured indices we can pass a boolean mask using `index_done`, while if set `settings['inspect']=True` non-measured indices will be displayed in red. We can also change other properties using the `settings` dictionary. In this last plot we will display the original (raw) spectrum and its bad pixels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3600.0, 5450.0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "index_done    = np.isfinite(indices.vals)\n",
    "user_plParams = {'figsize': (15,6),\n",
    "                'xlab': r\"Restframe wavelength ($\\AA$)\",\n",
    "                'ylab': r\"Flux (10$^{-18}$ erg s$^{-1}$ cm$^{-2}$ $\\AA^{-1}$)\",\n",
    "                # Colors of: flux, ferr, indices\n",
    "                'spec_colors': ['k', 'silver', '#33A980'],\n",
    "                # Fontsizes of: title, labels, indices \n",
    "                'spec_fontsizes': [14, 14, 13],\n",
    "                'format': '.pdf',\n",
    "                # Debug\n",
    "                'inspect': True,\n",
    "                }\n",
    "                \n",
    "plot_spec = plot.spectrum_with_indices(spec_raw[0], spec_raw[1], ferr=spec_raw[2], \n",
    "                                       index_regions=lib.regions, \n",
    "                                       index_names=lib.tex_names, \n",
    "                                       index_units=lib.units, \n",
    "                                       z=z, mask=bad_pixels, ax=None, \n",
    "                                       index_done=index_done, \n",
    "                                       settings=user_plParams)\n",
    "plot_spec.gca().set_xlim(3600, 5450)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "e66883aae12c4601dd81d6d0c512a7849a9670fe1c3d0d1b18f75932270c3267"
  },
  "kernelspec": {
   "display_name": "Python 3.9.5 ('base': conda)",
   "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": "3.9.5"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
