{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Spectra\n",
    "---\n",
    "\n",
    "Download all the Jupyter notebooks from: https://github.com/HeloiseS/hoki/tree/master/tutorials"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Initial Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from hoki import load\n",
    "from hoki.spec import dopcor\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "%matplotlib inline\n",
    "plt.style.use('tuto.mplstyle')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### In this tutorial you will:\n",
    "\n",
    "- Load BPASS synthetic spectra through `hoki`\n",
    "- Manipulated an plot these synthetic spectra\n",
    "- Compare them to observational data and find best matches. \n",
    "- Get more familiar with `pandas` if you are not already."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading Spectra in `hoki`\n",
    "\n",
    "The synthetic spectra returned by BPASS are given in ASCII files, grouped by metallicity (`zXXX`) and whether the population is made up of just single stars (`-sin-`) or also contains binary stars (`-bin`).\n",
    "Each file contains the wavelenght bin in its first column and the following 51 columns are the synthetic spectra of the population at each BPASS time bins. The wavelength ranges from 1 to 100,000 Angstrom.\n",
    "\n",
    "We can load each file into a `pandas.DataFrame` using the `hoki.load.model_output()` function.\n",
    "**This may take a few seconds.**\n",
    "For the purposes of this tutorial we are only going to load two sets of synthetic spectra: solar metallicity and a tenth solar  - both including binary stars. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ss_z002 = load.model_output('./data/spectra/spectra-bin-imf135_300.z002.dat')\n",
    "ss_z020 = load.model_output('./data/spectra/spectra-bin-imf135_300.z020.dat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>WL</th>\n",
       "      <th>6.0</th>\n",
       "      <th>6.1</th>\n",
       "      <th>6.2</th>\n",
       "      <th>6.3</th>\n",
       "      <th>6.4</th>\n",
       "      <th>6.5</th>\n",
       "      <th>6.6</th>\n",
       "      <th>6.7</th>\n",
       "      <th>6.8</th>\n",
       "      <th>...</th>\n",
       "      <th>10.1</th>\n",
       "      <th>10.2</th>\n",
       "      <th>10.3</th>\n",
       "      <th>10.4</th>\n",
       "      <th>10.5</th>\n",
       "      <th>10.6</th>\n",
       "      <th>10.7</th>\n",
       "      <th>10.8</th>\n",
       "      <th>10.9</th>\n",
       "      <th>11.0</th>\n",
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       "      <td>5.478071e-38</td>\n",
       "      <td>...</td>\n",
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       "      <td>2.407628e-40</td>\n",
       "      <td>1.854254e-40</td>\n",
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       "      <td>7.912627e-38</td>\n",
       "      <td>2.884525e-38</td>\n",
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       "      <td>5.478071e-38</td>\n",
       "      <td>...</td>\n",
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       "      <td>4.732241e-40</td>\n",
       "      <td>2.407628e-40</td>\n",
       "      <td>1.854254e-40</td>\n",
       "      <td>1.770071e-40</td>\n",
       "      <td>3.505892e-40</td>\n",
       "      <td>1.656219e-40</td>\n",
       "      <td>1.040945e-40</td>\n",
       "      <td>2.193011e-40</td>\n",
       "      <td>3.402488e-41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.0</td>\n",
       "      <td>2.745775e-40</td>\n",
       "      <td>2.702434e-40</td>\n",
       "      <td>3.047202e-40</td>\n",
       "      <td>4.195247e-38</td>\n",
       "      <td>7.912627e-38</td>\n",
       "      <td>2.884525e-38</td>\n",
       "      <td>9.237552e-39</td>\n",
       "      <td>1.976199e-38</td>\n",
       "      <td>5.478071e-38</td>\n",
       "      <td>...</td>\n",
       "      <td>3.143051e-40</td>\n",
       "      <td>4.732241e-40</td>\n",
       "      <td>2.407628e-40</td>\n",
       "      <td>1.854254e-40</td>\n",
       "      <td>1.770071e-40</td>\n",
       "      <td>3.505892e-40</td>\n",
       "      <td>1.656219e-40</td>\n",
       "      <td>1.040945e-40</td>\n",
       "      <td>2.193011e-40</td>\n",
       "      <td>3.402488e-41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2.745775e-40</td>\n",
       "      <td>2.702434e-40</td>\n",
       "      <td>3.047202e-40</td>\n",
       "      <td>4.195247e-38</td>\n",
       "      <td>7.912627e-38</td>\n",
       "      <td>2.884525e-38</td>\n",
       "      <td>9.237552e-39</td>\n",
       "      <td>1.976199e-38</td>\n",
       "      <td>5.478071e-38</td>\n",
       "      <td>...</td>\n",
       "      <td>3.143051e-40</td>\n",
       "      <td>4.732241e-40</td>\n",
       "      <td>2.407628e-40</td>\n",
       "      <td>1.854254e-40</td>\n",
       "      <td>1.770071e-40</td>\n",
       "      <td>3.505892e-40</td>\n",
       "      <td>1.656219e-40</td>\n",
       "      <td>1.040945e-40</td>\n",
       "      <td>2.193011e-40</td>\n",
       "      <td>3.402488e-41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>2.745775e-40</td>\n",
       "      <td>2.702434e-40</td>\n",
       "      <td>3.047202e-40</td>\n",
       "      <td>4.195247e-38</td>\n",
       "      <td>7.912627e-38</td>\n",
       "      <td>2.884525e-38</td>\n",
       "      <td>9.237552e-39</td>\n",
       "      <td>1.976199e-38</td>\n",
       "      <td>5.478071e-38</td>\n",
       "      <td>...</td>\n",
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       "      <td>4.732241e-40</td>\n",
       "      <td>2.407628e-40</td>\n",
       "      <td>1.854254e-40</td>\n",
       "      <td>1.770071e-40</td>\n",
       "      <td>3.505892e-40</td>\n",
       "      <td>1.656219e-40</td>\n",
       "      <td>1.040945e-40</td>\n",
       "      <td>2.193011e-40</td>\n",
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      "text/plain": [
       "    WL           6.0           6.1           6.2           6.3           6.4  \\\n",
       "0  1.0  2.745775e-40  2.702434e-40  3.047202e-40  4.195247e-38  7.912627e-38   \n",
       "1  2.0  2.745775e-40  2.702434e-40  3.047202e-40  4.195247e-38  7.912627e-38   \n",
       "2  3.0  2.745775e-40  2.702434e-40  3.047202e-40  4.195247e-38  7.912627e-38   \n",
       "3  4.0  2.745775e-40  2.702434e-40  3.047202e-40  4.195247e-38  7.912627e-38   \n",
       "4  5.0  2.745775e-40  2.702434e-40  3.047202e-40  4.195247e-38  7.912627e-38   \n",
       "\n",
       "            6.5           6.6           6.7           6.8  ...          10.1  \\\n",
       "0  2.884525e-38  9.237552e-39  1.976199e-38  5.478071e-38  ...  3.143051e-40   \n",
       "1  2.884525e-38  9.237552e-39  1.976199e-38  5.478071e-38  ...  3.143051e-40   \n",
       "2  2.884525e-38  9.237552e-39  1.976199e-38  5.478071e-38  ...  3.143051e-40   \n",
       "3  2.884525e-38  9.237552e-39  1.976199e-38  5.478071e-38  ...  3.143051e-40   \n",
       "4  2.884525e-38  9.237552e-39  1.976199e-38  5.478071e-38  ...  3.143051e-40   \n",
       "\n",
       "           10.2          10.3          10.4          10.5          10.6  \\\n",
       "0  4.732241e-40  2.407628e-40  1.854254e-40  1.770071e-40  3.505892e-40   \n",
       "1  4.732241e-40  2.407628e-40  1.854254e-40  1.770071e-40  3.505892e-40   \n",
       "2  4.732241e-40  2.407628e-40  1.854254e-40  1.770071e-40  3.505892e-40   \n",
       "3  4.732241e-40  2.407628e-40  1.854254e-40  1.770071e-40  3.505892e-40   \n",
       "4  4.732241e-40  2.407628e-40  1.854254e-40  1.770071e-40  3.505892e-40   \n",
       "\n",
       "           10.7          10.8          10.9          11.0  \n",
       "0  1.656219e-40  1.040945e-40  2.193011e-40  3.402488e-41  \n",
       "1  1.656219e-40  1.040945e-40  2.193011e-40  3.402488e-41  \n",
       "2  1.656219e-40  1.040945e-40  2.193011e-40  3.402488e-41  \n",
       "3  1.656219e-40  1.040945e-40  2.193011e-40  3.402488e-41  \n",
       "4  1.656219e-40  1.040945e-40  2.193011e-40  3.402488e-41  \n",
       "\n",
       "[5 rows x 52 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ss_z002.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Additionally, we're going to be working with optical data, so let's crop our spectra. \n",
    "\n",
    "Because we are using `pandas`, we don't have to individually crope each spectrum, we can easily take care of the whole DataFrames."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ss_z002 = ss_z002[(ss_z002.WL>4000) & (ss_z002.WL<9000)]\n",
    "ss_z020 = ss_z020[(ss_z020.WL>4000) & (ss_z020.WL<9000)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting a spectrum\n",
    "\n",
    "Now that we have loaded our spectra we can plot them!\n",
    "\n",
    "**At different metallicities**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff5920e3278>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "plt.plot(ss_z002.WL, ss_z002['9.0'], label='Z=0.1 Z_sun', lw=0.5)\n",
    "plt.plot(ss_z002.WL, ss_z020['9.0'], label='Z=Z_sun', lw=0.5)\n",
    "\n",
    "plt.title('Different Metallicities - log(Age)=9.0')\n",
    "plt.xlabel(r'Wavelength ($\\AA$)')\n",
    "plt.ylabel(r'Flux')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**At different ages**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff5a99af390>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "plt.plot(ss_z002.WL, ss_z020['6.0'], label='1 Myr', lw=1)\n",
    "plt.plot(ss_z002.WL, ss_z020['8.0'], label='100 Myr', lw=1)\n",
    "plt.plot(ss_z002.WL, ss_z020['9.0'], label='1 Gr', lw=1)\n",
    "plt.plot(ss_z002.WL, ss_z020['10.0'], label='10 Gyr', lw=1)\n",
    "\n",
    "plt.title('Different Ages - Z=Z_sun')\n",
    "plt.xlabel(r'Wavelength ($\\AA$)')\n",
    "plt.ylabel(r'Flux')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The vast difference in scales makes it tough to see the older spectra (and their forests of lines) so let's **normalise** everything. We could write a little function but why re-invent the wheel? `sklearn` has some great statistical tools including a variety of normalising methods. Let's use `MinMaxScaler()`, which simply makes sure the top values == 1 and lowest value == 0. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "WL = ss_z020.WL.values # Since all the wavelength ranges are the same let's give it a single name\n",
    "\n",
    "\n",
    "# The 'fit_transform()' function might sound like a weird name but it makes sense when \n",
    "# you are familiar with the whole sklearn framework: it is consistent with all their other tools.\n",
    "# Also note that sklearn takes in numpy arrays and returns numpy arrays. That means we have to\n",
    "# input our dataframe with .values, and place the output back into a DataFrame (if that's the format we want).\n",
    "\n",
    "ss_z020_scaled = pd.DataFrame(MinMaxScaler().fit_transform(ss_z020.values)[:,1:], # Not doing the wavelength column\n",
    "                              columns = ss_z020.columns[1:]) # We also have to provide column names.\n",
    "\n",
    "# And now we do the same for a tenth solar!\n",
    "ss_z002_scaled = pd.DataFrame(MinMaxScaler().fit_transform(ss_z002.values)[:,1:], \n",
    "                              columns = ss_z002.columns[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff5a9999320>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "plt.plot(WL, ss_z020_scaled['6.0'], label='1 Myr', lw=2, zorder=5)\n",
    "plt.plot(WL, ss_z020_scaled['8.0'], label='100 Myr', lw=0.5, zorder=4)\n",
    "plt.plot(WL, ss_z020_scaled['9.0'], label='1 Gr', lw=0.5, zorder=3)\n",
    "plt.plot(WL, ss_z020_scaled['10.0'], label='10 Gyr', lw=0.5, zorder=2)\n",
    "\n",
    "plt.title('Different Ages (Normalised)')\n",
    "plt.xlabel(r'Wavelength ($\\AA$)')\n",
    "plt.ylabel(r'Flux')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now you can try to make a similar plot for a tenth solar and a different range of ages!\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Comparing to some real data\n",
    "\n",
    "Now let's play with some real data! We're going to be looking at NGC 4993 (the host galaxy of GW1708017) and then at some SDSS templates.\n",
    "\n",
    "### NGC 4993\n",
    "\n",
    "First, let's put it in a `pandas.DataFrame` and see what we've got. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "ngc4993 = pd.read_csv('./data/spectra/ngc4993.dat', sep=r\"\\s+\", engine='python')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>WL</th>\n",
       "      <th>Counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4036.82</td>\n",
       "      <td>5437.012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4038.36</td>\n",
       "      <td>5506.620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4039.90</td>\n",
       "      <td>5747.366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4041.44</td>\n",
       "      <td>5748.782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4042.99</td>\n",
       "      <td>5761.701</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        WL    Counts\n",
       "0  4036.82  5437.012\n",
       "1  4038.36  5506.620\n",
       "2  4039.90  5747.366\n",
       "3  4041.44  5748.782\n",
       "4  4042.99  5761.701"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Just to see what the Data Frame looks like\n",
    "ngc4993.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'NGC 4993')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# and now we plot it\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.plot(ngc4993.WL, ngc4993.Counts)\n",
    "plt.xlabel(r'Wavelength ($\\AA$)')\n",
    "plt.ylabel(r'Flux (Counts)')\n",
    "plt.title('NGC 4993')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This spectrum is in counts and obviously the amplitude is not going to match that of our synthetic spectra. So let's normalise this too!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "ngc4993_scaled = pd.DataFrame(MinMaxScaler().fit_transform(ngc4993.values), columns = ['WL', 'Counts'])\n",
    "ngc4993_scaled['WL'] = ngc4993['WL'] # Because with the operation above we also scaled the WL -- makes no sense. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another thing to remember is that a real spectrum will be redshifted. **There is a basic doppler correction within `hoki`** which you can use to take care of that. Note it will **change in place**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "dopcor(ngc4993_scaled, z=0.009727)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finding the best match\n",
    "\n",
    "The goal here is to find the best synthetic spectrum corresponding to our observed spectrum. In this tutorial we will do this visually. Let's plot a range of ages and see what we get."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff5a547eb38>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(11,5))\n",
    "\n",
    "WL = ss_z002.WL\n",
    "# The BPASS spectra\n",
    "plt.plot( WL, ss_z020_scaled['7.0'], alpha=0.95, lw=0.5, label='log(age)=7.0')\n",
    "plt.plot( WL, ss_z020_scaled['8.0'], alpha=0.95, lw=0.5, label='log(age)=8.0')\n",
    "plt.plot( WL, ss_z020_scaled['8.7'], alpha=0.95, lw=0.5, label='log(age)=8.7')\n",
    "plt.plot( WL, ss_z020_scaled['9.0'], alpha=0.95, lw=0.5, label='log(age)=9.0')\n",
    "plt.plot( WL, ss_z020_scaled['10.0'], alpha=0.95, color='grey', lw=0.5, label='log(age)=10.0')\n",
    "\n",
    "# The observational data\n",
    "plt.plot(ngc4993_scaled.WL, ngc4993_scaled.Counts, alpha=0.95, c='k', label='NGC4993')\n",
    "\n",
    "# Polishing the plot\n",
    "plt.xlabel(r'Wavelength ($\\AA$)')\n",
    "plt.ylabel(r'Normalised Flux')\n",
    "plt.xlim([4000,10500])\n",
    "plt.title('Synthetic Spectra and NGC 4993')\n",
    "plt.legend(loc='right', fontsize='large')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is an obvious drop in the flux in the red part of our NGC 4993 spectrum. That's not the galaxy - it could be something to do with the filter used or another observational reason, so let's focus on the short wavelengths. \n",
    "\n",
    "It looks like older ages are a better match. Here is the one I thought fitted best, but feel free to make your own plots and see if you can get a better result!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff5a53d6cf8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(11,5))\n",
    "plt.plot( WL, ss_z020_scaled['10.4'],\n",
    "         alpha=0.95, lw=0.5, label='log(age)=10.4')\n",
    "\n",
    "plt.plot(ngc4993_scaled.WL, ngc4993_scaled.Counts-0.1, alpha=0.95, c='k', label='NGC4993')\n",
    "plt.xlabel(r'Wavelength ($\\AA$)')\n",
    "plt.ylabel(r'Normalised Flux')\n",
    "plt.xlim([4000,10500])\n",
    "plt.title('Best (?) Synthetic Spectra and NGC 4993')\n",
    "plt.legend(loc='right', fontsize='large')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SDSS data \n",
    "\n",
    "Now let's take a look at some SDSS templates. In the folder `./data/spectra` you should have two fits files corresponding to an early-type galaxy and an indescriminate galaxy template (`spDR2-023.fit` and `spDR2-024.fit`, respectively).\n",
    "\n",
    "Note that these spectra are given as fits files and it's beyond the scope of this tutorial to walk you through turning them into a pythonic data structure, so I've made the `extract_sdss_spectrum()` function which you can simply run to turn these spectra into a simple and convenient DataFrame.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from astropy.io import fits\n",
    "\n",
    "def extract_sdss_spectrum(dataloc):\n",
    "    \"\"\"\n",
    "    Some Python magic to turn sdss fits files into dataframes ;) \n",
    "    \n",
    "    You don't have to pay too much attention. \n",
    "    If you're curious read the comments or feel free to send me an email: hfstevance@gmail.com or DM me @sydonahi\n",
    "    \"\"\"\n",
    "    sdss_data = fits.open(dataloc)\n",
    "    \n",
    "    # Normalising with sklearn\n",
    "    scaled_flux = MinMaxScaler().fit_transform(sdss_data[0].data[0].reshape(-1,1))\n",
    "    \n",
    "    # A list comprehension incantation to make the wavelength appear **** wizard ****\n",
    "    wl = [10**(sdss_data[0].header['COEFF0']+sdss_data[0].header['COEFF1']*i) \n",
    "          for i in range(sdss_data[0].data.shape[1])]\n",
    "    \n",
    "    # Making the dataframe\n",
    "    df = pd.DataFrame(np.array([wl,scaled_flux.reshape(sdss_data[0].data[0].shape[0])]).T, \n",
    "                      columns=['WL', 'Flux'])\n",
    "    return df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's get our SDSS spectra and take a look at them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "early_type_gal = extract_sdss_spectrum('./data/spectra/spDR2-023.fit')\n",
    "gal = extract_sdss_spectrum('./data/spectra/spDR2-024.fit')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff5e2a37908>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jyc/Pp7KyEr1eT+fOnamqqiI/P79R+rLb7QBCX21EX3/l/jIajaSnpwt9efS1bvkBAA7t3Uv5H79R/sdvxF56ZavR11+5v8xmM06ns13p62TuL1C8lg6Hg5LV31G66htAg9vlAgCNBo1Gg9vtBrcbNKDRaMHtVrYBGq2mnj4uoi8dQ8wlV2A0GtXjgBJ7qtFosNlsWK1WJk+erB7nmmuu4aKLLmLMmDFcd911OJ1OFi1axObNmzn33HNxuVxYrVZeeukldDod//3vf3E4HMTFxREaGsqBAwdISUnh+++/Z9SoUbhcLvV7XK/Xo9PpsNvtuN1u7HY7BoOBjh07YjAYOHDgAD169GDVqlUMHz4cq9UKQFhYGHPnzmXNmjW8+eabPP300yxdupSrrrqKXr16UVJSwqxZs5g3b57f+R05coRLLrlEPY7dbsfl+ZyMRiN9+/Zl1qxZaDQafvzxR7744gtuvPFGHA6H2q53795+bVasWMFNN93EjTfeyBNPPEGfPn146623ePLJJzGZTPTt25fNmzdz9tlns2bNGjUEwnsuffv25ZxzzmHIkCEMGTIEnU7HjBkzmDBhAgkJCezbt4+lS5cyY8YMXC4XFRUVvPjii2zatImZM2cye/ZsUlJSmDp1KgcPHqRTp05UVVXRt29f7rjjDj788EOWLVvGhAkTACXlmtVq5corr+Smm27CarWyYMECNm/ezLBhw1i5ciV33HEHXbt2xe1288Ybb/Doo48SERHBL7/8wocffsj48eNxu91otVoMBgMul4v09HS/+ysoKIhTRWs2XMOBslrbSoGAOVNee+21BgernaqhY8eO/gcLDyc8PNxvW+2pq8TERL/3ERERdZ5iavfp1KmT3/uoqCi/JzidTlenT+3pgujoaL8nHKPRWKdP7cUNMTExxMTEqO+DgoLq9Kk9NRIXF0dcXJz6Pjg4uE4f39gngA4dOtChQwf1fUhISJ0+Xbp08XsfHx9PfHy8+j4sLIywsDC/NkJfQl+Bps1Ob30phmtyZDglni0ajabV6EvcX3/9/kpLS0On06HT6TyGrBITqqkVA6zRaMA3XtRjnPq1qdNHi16vV6tXeY/ji8lkwmQysWjRImrzxx9/8L///Q+r1UpFRQVdu3blvPPOQ6vVMmLECHUsr+wGg4FLLrmEtWvXcscdd7Bp0ybmzp2LVqutkxLLa1h6F2/p9XouvfRS1q9fT7du3di4cSMLFixQ+w0fPhyTycTo0aNZtmwZADt37lQfLAAqKyvVc/Ki0+kwGAzqcR577DHMZjODBw/mzjvvpLi4mLfffpvS0lLsdrv6sKHX69U47NLSUubPn1+njclk4r777uOpp55i/Pjx6vV06aWXsnLlSi644ALWrl3LQw89FPCzNxgMmEwmKisr2bdvn2p0g/Iwo9Pp0Gq1DBkyBK1WS5cuXYiNjaVHjx6Acs2XlJTQtWtXdDodQ4cORavVMnr0aObNm6deH97j/P7776xYsQKbzUZFRQW9evXyXCcajEYjJpOJ9PR0MjMzmTVrFqDk4Y2Nja1TAU2r1fpd56fSaIXWbbhWAF1qbYsCyptfFEFrITs7u86Pn6B9InQdGJfHW9WeELquS9xlY1pNKIjNZmPx4sXMnz+fDh06sGzZMmw2m7q/vtysF154IcuXL2fAgAF07979hAyaiy66iM8++4y+ffvSp0+fOg9ftXG73cydO7fBzAWdO3fm0KFDnHvuuQDMnz+f9evXs337dkBZLPbPf/6TwYMHs23bNj7//PM6YzTUJiMjg/DwcHXWB5RQhKVLl7Jjxw70en2j4lgjIiLqDanwnp+voe99f7wYYy9Wq5WlS5eyYMECYmNj+eCDD/z06cXtdtOlSxdeeOGFRo3bXLTmpZzbgUG1tp3l2S44TWmvFWUEdRG6DozbM73bnhC6bt14jZqIiAjMZjMbN25sVD+j0chZZ53FkiVLGD16tBrO0BhMJhMDBgzgjTfe4G9/+5vfvg0bNgCwfv16+vbtC8CZZ57JN998o7bxhhn58n//93+sWrWKvXv3qtu8U/YA1dXVxMbG4na7WbNmTUC56muTm5vLV199xcKFC/ntt984cOCAum/EiBHMnz+/znl4CQ4Oxmw2A8oMSXR0NJs2KUt5XC4Xhw8fDtivPpxOp9p/3bp19OvXz2+/1WpFq9USERFBdXW1nz59ZUlJSaGoqIj9+/cDSpiBN/ynJWnudFg6wAAYPe+9j1/WWrGsACuAFyVJmgosRMks8HfgkmYSV9AKOdVTEILWg9B1YNqjx1XouvVgs9mYMmWK+v7ss89m3LhxXHbZZUyaNImoqCh69uzZ6PGGDx/Or7/+yqBBgxrtEfQyYsQItmzZwplnnum3vby8nEmTJqmLs0DJULB48WJWr16Ny+ViwIABatYCL7GxsTzyyCO8++67lJSUEBkZSUREBDfeeCMAN954I88//zzh4eH079+fkpISahOojdvtZtGiRdx5553ExMQwadIkXnnlFebNm4fBYGD48OEsX77cb/GaLxdffDGvv/66uqBr6tSpLF68mI8++giHw8GIESNOqDJVaGgoe/bsYdmyZeriLF8iIiIYNWoUEydOJDo6Wg0TABg9ejSvvvqqujjr8ccf54033qC6uhqXy8U111zTohkYADQn8gT0V5Ek6TbgnQC7ugKdUdJf9ZNl+ain/bnAa8AAlDyu0wPlcZUkyS3L8qkSWyAQCFqcxVNWA3Dz3Qnsn3QnAIN/2tySIgmamLS0NNWD2F5YsWIFVVVVjB079oT7elfvew1LgNtvv51XXnnluKEDrYn169ezdetWvweCU4U3q8BHH310yo/lpZ7r9pRVJmjudFjvAu/Ws/sI4HclyrL8OzDklAolaFOUlZURGRnZ0mIImgGh68C42mGogNB1++T5558nJyeH2bNnA+BwONTsCcdj5syZFBYWqguD2iqvv/4627dv55lnnmlpUdoNrXlxlkBQh6KiIvEDd5ogdB0Yt739Ga5C1+2TadOm+b13Op2NNlyffvrpgNvfeSfQpG3r5b777mvW4+l0umb1trYErXlxlkAgEAhq0R5jXAUCgaCxCMNV0KZo6aBwQfMhdB2Y9hgqIHR9elA7/6dAcDIIw1XQpmjOxYSClkXoOjCudhgqIHR9eiD0LGgKhOEqaFN4y0EK2j9C14FxOU4spVBbQOj69MAuwlwETYAwXAUCgaAN4bLXGK7CgyVoaq655hqmTJnC/fffz8yZM9XSqX+VvLw8HnrooSYZqzY//fQTkyZNYuLEiUyePJlXXnnluHIvWLCAX3755ZTIA/Dll1/6FTc4Vdx1112UlzdcUPSTTz455XI0J8JwFbQpfGuHC9o3QteBcTtrQgXc7cSDJXTdejAajSxcuJBXX32VsLAwv2pUrZEtW7YgyzLPPPMMr732Gi+//DJ9+vShtLS0ReVauXJlsxiujeGzzz5raRGaFJEOS9CmiIiIaGkRBM2E0HVgfGNc3Q47tIMFL0LXrZM+ffpw5MgRAMxmM7Nnz6ayshKn08nNN9/M+eefT15eHs8++yz9+vUjLS2N2NhYnnzySUwmEwcPHmTRokUAnHXWWWg0Sk56m83G4sWLOXjwIFqtljvvvJOBAwfy448/8uuvv2KxWMjJyeGaa67B4XDw008/YTAYmDFjBuHh4X4yfvrpp9x+++3ExsYCSjqoSy6pKbC5fPlyNm/ejM1mo0+fPkycOFGVo6E2LpeLqVOncvvttzNgwADee+89tFotAwcO5KuvvuLJJ58EYOvWrXz77bd+qb9WrlxJcXExTz75JBEREcyePZutW7eybNky7HY7HTt2ZMqUKQQHB3PXXXcxbNgw/vzzT3Q6HRMnTuT9998nJyeHa6+9liuuuIKdO3fy4YcfEhISQk5OjloVTKv19z3Onj2bwsJCbDYbV111FZdffjnvvfeeWg0tJSWFhx9+mJ9++omvvvoKh8NBr169uOeee9DpdE1wxTQPwnAVtCmOHTtGUlJSS4shaAaErv3RaMDt9jdcXXY7befnpn6Eruuyb3M2e3/LbtIx+5zXid5DOjWqrdPpZPv27aoRaDQamTZtGiEhIZSXl/PII49w3nnnAZCdnc0jjzzC/fffz5w5c9i4cSMjR45k4cKFTJgwgf79+/POO++ooS1ff/01AK+88gpZWVlMnz6dJUuWAJCRkcGCBQuw2+1MmDCBcePGsXDhQt566y3WrFnD1Vdf7Sfn0aNH6d69e73nMWbMGP71r38BMH/+fH7//XeGDBnSqDYPPPAAL7zwAuPHj+fPP/9k7ty56PV6lixZohbN+PHHHxk9erTfeFdddRVffvkls2fPJiIigvLycj7++GNmzpxJUFAQn3/+OV9++aV6zA4dOqjnuGDBAubMmYPdbuf+++/niiuuAODAgQO89tprdOjQgWeeeYZNmzYxdOhQv+NOnjyZ8PBwrFYrDz/8MBdeeCHjxo3j66+/ZuHChYAST75hwwbmzJmDXq9n8eLFrFu3jlGjRh33mmgtCMNV0KZoLVMvglOP0LU/Go0Gt9uNy6fee3sJFRC6bj14vXNFRUUkJyczaNAgQImnfv/999m9ezdarZbi4mJ1Oj4hIYFu3boB0KNHD/Lz86msrKSqqor+/fsDMGLECP744w9AKRE6ZswYAJKTk4mPj+fYsWMADBw4kJCQEABCQkJUIzM1NVX1/tbHkSNHePnllzGbzdxyyy0MGzaMnTt38r///Q+r1UpFRQUpKSl1DNf62qSkpDBixAhmzpzJiy++iMFgAGDkyJGsXbuWv/3tb+zdu5cHH3ywQbn27dtHZmYmjz32GKBUEOvdu7e63/sAkJqaisViUc/fYDCosbo9e/akY8eOAFx88cXs2bOnjuG6cuVKfv31VwAKCwvJzs6uM5uxfft2Dh06xMMPPwwo+m5rxT+E4SpoUwQHB7e0CIJmQui6Fp7ZTbfD13C1tZAwTYvQdV16D2m8d7Qp8ca4Wq1WZsyYwTfffMNVV13FunXrKC8v5+WXX0av13PXXXdhsynXn9egA9BqtTidJ5/5wreyllarVceub9yUlBQOHTrEwIED6dKlCwsXLmTJkiXYbDY1JGH+/Pl06NCBZcuWqTJ7OV6bjIwMQkNDKSsrU7f97W9/Y9asWRgMBoYOHXrcaXa3282gQYOYOnVqwP2+51j7/F0uF0Cd8Iba73fu3Mn27dt56aWXMJlMTJs2rd4sDiNHjmTcuHENytyaEYuzBG2KxMTElhZB0EwIXQfG5We4to+crkLXrQ+TycTdd9/NF198gdPppKqqisjISPR6PTt27CA/P7/B/mFhYYSGhrJnzx4A1q1bpxpb/fr1Y926dYASJlJQUEBycvJJyXndddfxzjvvUFhYqG7zGp7e14iICMxmMxs3bqzTv6E2GzdupLKykn//+9+88cYbqvczNjaWmJgYPvnkkzphAl6Cg4Oprq4GoHfv3qSlpZGdrYR+WCwW1cPcWA4cOEBubi4ul4sNGzbQr18/v/1VVVWEhYVhMpnIyspi37596j6dTofDU7hk4MCBbNy4UfWWV1RUHFeXrQ3hcRW0KUpLS4mKimppMQTNgNB1YFyOGi+Kq514XIWuWyfdu3enS5curF+/Xp0ynzRpEj169GiUoTllyhQWLVqERqNh0KBBaozrlVdeyeLFi5k0aRJarZYpU6b4eW1PhMGDB1NWVsazzz6Ly+UiNDSUlJQUzjrrLMLCwrjsssuYNGkSUVFR9OzZs07/+tqUl5fz/vvvM3PmTDp06MCYMWN488031bCA4cOHU1ZWRufOnQPKddlll/Hss88SExPD7NmzmTJlCnPnzlW9oGPHjj2huO4ePXrwxhtvqIuzzj//fL/955xzDt999x333XcfSUlJfqEIl112GZMnT6Z79+48/PDDjB07lhkzZuByudDr9UyYMIH4+PhGy9LSaNpDHkBJktyyLLe0GIJmID09XY2lErRvhK79WfrQj7icbkb2OkzlZ28C0Hfxu4T26Xecnq0foWuFtLQ0+vbt29JinDKsVismk6mlxWgSlixZQrdu3bj00ktP+bF27tzJihUrmD59+ik/1slQz3WrCdS2Kf4PdSwAACAASURBVBChAgKBQNCG8I1xdbWTxVkCQVviwQcf5MiRI4wcObKlRTktEaECgjZFampqS4sgaCaErgPjdvgWIGgfoQJC16cHxnaQcxjg5ZdfbtbjDRgwgAEDBjTrMVszwuMqaFP8ldWqzY3b7cblaB+LZxqics9OzEfSm3zctqTr5sQvq0A7ub6Erk8P2kNooqDlEYaroE2RlZXV0iI0mmNvvc6fl1zoV6KzvWDLz8NpNlP6y3r2TryTPXePZdvfL6fwm6aLNT+errPeeJWMBS822fFaK5ajGRyZ+7z63uVzPbls7cPj2pbu61NNezbu6kvPJGi7tMT1KgxXgeAUkbvsPQCsubktLEnjcdntOKurGmzjNFez44arOPzvGZRu+hlQPH+OkuJTbkhW7t5BxfY/Acj96H0KvvwMtyfPYXsl681XKfz6C6VsFrVCBRzCEGhPBAUFUVRU1K6NV0H7we12U1RURFBQULMeV8S4CtoUHTp0aGkRThhHWSkknVyOwuYmfeZTVO7cxsBPv0brSYTtsts58Nhk4q+5nuiLR1J9cD8ApT+vxRAXT/g5Q8DppGLbFozxCU0mS21du51O9k+djMtczZmff6tutxcXYYxre9dFY3FUVHj+cwMaxXDV6sDlbDeVs9rifX0qSE5OJisri4KCgpYW5ZTgcrnQaoW/rD0RFBR00jl4TxZhuAraFOHh4S0tQkCcFgu6ep46nRXlzSzNyVP6808A5Lz/FqaOnYgedSnm9INUbN1C5Y5tnLN6E2aP4QpgL8wnZtQlJE+YxLE3XyPvs49wu1xomuDHyVfXlswM9oy/BZfFosi58Wd1nzUnu10bri6vB9zjhHM7neiCg3FWVbYbw7W13tfNjcFgoGvXri0thkDQqhGPPoI2RWuMhStZt4atY0aonsjaONqI4eo75Z7z37c58tIsji58EXuh4v1xexbQVOzcjj4ikqCULgCEdO+JRqvFmJCI2+HAXlLcJPL46jr/i89UoxWgdMM69X9bbk6THK+14r1+3C7l83c7HGg9tczbSwGC1nhfC5oeoWdBUyAMV0Gbonad6dZA8ZofwOWiYvvWgPud6lRv/ViOnfgXutvlatJYOEdpSc0bjYbI84ZS+st6P4PcXlyI+fAhwgacyRlvL6PHv18mZvTlAGqYgC0/74SP7Xa7KV67GqfZrG7z1XXlzm0Ed+tB/w/+hz4qmrLffqlpl1djuFam7aZ825YTPn5rxWk2Y/OWY/So2uVwogtWDNf2UvK1Nd7XgqZH6FnQFAjDVdCmCPF4mloTXo+YraDGYPP1XjoqG/a4lm7awK6xf6fEx4vYGPZMuJX0Z584oT5ebIUFHHv3Db8E9vYipdZ3yuSpnPHOcqIuHIazopyc//5HbVN98AC23GxMiUlodHqizh+qhgUYOyglA+0F+TgqKyn8Rm50RoWi778m/dlp5H++XN3m1bXb7caSlUn4WYMJSkomcsgFahtdeATWvFy13d77bmf/g/e2m0wOeZ8uA5d/qqiqPTvbnce1Nd7XgqZH6FnQFIgYV0GbomPHji0tgkr+ik/RGAyqwWcvyFf3uczVNf9XV9fp60v1IcWjWblrO9EXDW/UsZ1VlZgP7sd8cD9utxuNxr+6Xv6KT6nYuY1uT8+qsw8ga+krFK/+Dn1EJPmfLyf14Wm4rFYAQnr3JTi1Ky6LuU6/im1bcFksGBM71dln8PG45n/xCdn/WYI2NJSY4X9r8Fzcbje5H3+g9C3IU/LfVlepunaWl+EyV2PqmAhAl0efouiHbwAwdUrClpvNoWcex5J5VB3TmpNNUHIK1uxjuJ0Ogjq3zgT3bpeL6gP7COnZO2BccMnPPxHSp596jSlo0AUHK/3bSYxra7qvBacOoWdBUyA8roI2RXFx08RPNgVHF71ExrzncXqMVN8pcqePseqsqiTztZfV1FF18MSOak+gqoz5aIb6v724KKBsJT+tqndhmC1f8VIWr1mFNfsYeZ8sU0MFDNHRAAR37eHXR6PTUbV3DwCmAIarPiISjdGErTCfim1KyipHA/pyORyYMw5TlbYbi6eAgSXzKLnL/8u2ay8jd+d2AKyeGFZjQkePHHoGfvIVAz9eSVBSZ8r/+I2SdWswpx+s+XyOpGPLz2Pnzdey69Z/1itDc+N2ucj95EP1Wjn0zBOk3TOOwq++8GtnLynm4PRHMR/cT/TQ4Wi0upoxAK0xCLTadpMOqzXd14JTh9CzoCkQhqugTVFaWtrSItTB5YnLtPl5XGu8leaMw+R99hEHpz2sbnO73ZRsWOeJ6dR4Nzb6mGU+RnD1gX31tvOVKZDM1fv3Ku8ddpxVyup1XWgYoBjSZ7z3CSkPPkbvRW+gC4/AknEYAENs3VX8Go0GY4d4bPl52HKyleMX1U3r4ygvw15awp67x7L7thvIfmcpAOFnn4s1N5uiH77BbbdTtGG9MobHcDV1rDGWjR3iMcYnEHVx4Frhh55+lB03XFVzzMrjxxk3BVX79lD04/f17q/YtoWsxQs59tbr2AoL1CwOZb9tVNsUr/mB3bfdQOnPawGIumg4aH285hoNGoMercGgFiAo+vF7Jda6jdIa72tB0yP0LGgKhOEqaFMEmvZuCXxLuTo9RpG9MF9dee801yTxt2QcUf83Hz4EKAbjoaencvTlF1Tjw3Wcad/KtN3snzoJZ1UlRT/U5DGtPli/4eqsx2CzegxLb617l8WiyqwNCVXbBad0IV76B+EDBqEPj1C9u4ao6IDjGuPjqUrbhTVbWWxWe6GWo6KcXbf+k+3XXqZ6Wcv/+A19dAyhfc/Alpen9nHs3a3I6ll8ZfSECvgSffEouk57luDuPev9DAAsRw43uL+p2P/wRA7Peprdd9xIxc5t6na300HxT6vUBwVL5lH2TRkPgCmpM1UHlO3WvFzSZz6Fo7wMY0IiZ37+DcFduvl5XAE0egMavQG3w4HLauHwrKfVfm2R2vd1xY6t7Lz1OvV+EbQPWsv3t6BtIwxXQZsiNbV1xCr6xrACGBM74XY6sXkWCvmGCjjKarwMJevXAGDNOQZA6a+/qLGktcesTeaiuZT/8Rtlv23ElpdD4tjbMXVKxnxgPy6bLWA6LmdVFYXffUXppg2U/voLB558GFtRYR2D1l5ciLOqCo3RpBYeqI0uIkL9Xx8VFbCNMS5e9ZAa4uKp2r3Tb3/ljm3q5xGU0oWQ3n0BCOnZm/CBZ4HLqeYtde7fg6OyEltuDrrQUHRhdXN9ajQaYi+5gm5PPhdQHi/mjPQG9zcFbpdL9VqbDx8i5/3/YC8twWW1ULTqO9Kfe5Kspa8AULV3N9Zs5RqIu1LCXpBP5Z5dVGz9A4DICy6ix8wXMcTEKYNr/X/wNQYDGqMRe0E+JR7PrDLunlN8lqeG2vd14bdfYc08StGqb+vpIWiLtJbvb0HbRhiuglZH1puvs2f8rar30pfWUuvaNxQAILRXHwDMR48AqAaMIS7er52tsNCzv1J5rSiv+d9cdzGU3zE98YzeaeXwQecQ0rMX1Qf3k/vJB+y5e2wdw8VRXsaROc9xcNpDHJr+KGUbf6Zk3Y+Av2fVXliIq7oKXWgo9eE1HLUhoWiNpoBtvAu00GqJvexKrNlZqnc6641XOfjUIwDEjLqUbk/PIuKcIcq5DBhExDnnquN0nvggLouFvM+WYc0+hjEhsUFvjTExCQBTcueA+0+Fx9WccdgvHVntfL3mI+nsuuU6Djz5SL2ew7j/u1YJBQByl/+X6gP70AYF02PWXEJ69lbb+XtcNWiNJjR6PSXr13B49nR1T2WtB4WGcNlsZL3xKoXff93oPqeK2ve1NTsTAEtWZkuI0yJYjmVSuXtHS4txSmkt39+Cto0wXAWtjtxl71J9YG/Aac9jx461gER1cdbyjpqSFIPJu8DJ6zX0pogC0JpMOEqUqXZfj2zZ5k1+fepDo1Fu1/I/Fa9cSI9ehPTojTU7i+JV3wFQlbbLLxWX9VjND793BXrlDmUKO2LQOT77bFhzstX8oIHQe2JfDfV4WwFMHgNSFxqm5nX1elhzP3pfOQ+DkW5PzyKkRy86jbub7s/NIeH6m9Do9MRdcRUanY64KyUAct57i7LffiG4a/cGPxtdUBC9Fy6l97zXA+43ZwQ2XJ3H+czro2zzJnbfdgOFX31B9vv/Ye+ku3F4wii6PT2bpLsnYi8swFlZQcWWzX4PFMHdlEVvIb370uXhJwhO6ULURcOxHD2Co7wMQ0xMnQwDvu/dgC4kpE74QHC3HlTtaZzhWrTqO/K/+JTcj97nyAvP4vQp7nCqsRcXYi8twVldRcHXX2AvKfa7r91uN2ZPGIl3EWF7xlldhdvp4MCjk9l7/10cfOoRbAV5xw0daou0lu9vQdtGGK6CVoWvB6sxiftbCmetFFdGj2fVVpDH4TkzVc+Xr+Fq6pSM3bOq1tdj6/BUmqo9Jvjng/VmoLcX5mOMT0AfGUVwj14AWDyeXltBvp8xFsjTV5W2C4Bwj4fT60m1ZGY07HH17NNHBo5vBTAlKTWrg7t2xxAVo56fy1pjGBliY9X/tUYj0cNGqh7clIee4Mz/fYcuJJSQm29X24V4PNoNET7wLIzxCSSNv5+I8y5Ut4eeMRBrrmexWH4eh5+fga2okIodW9k6ZiTlf/7e4Lhup5PcT5f5ZW+oPnQAUBZFZb+zlMpd26lKU2Jy9TExhNSKua3csZXws86h33+WEXn+RQAEJdV4h40d4rEXFeKoKA8YEoGft1mDNiTEr/ACQNgZA6hK203h919zYNpDFMj/C3g+TouFw89PJ2vxQnWbI0BmihPFVpDP3injSbv3dvaMv5VqnywPXko3/cz2f1zJrlv/SebiRWTMfZ79j9zvd53b8nJwlivea0c7X8xTsf1Pto4ZyaHpj6uhI6W/rGfH9Vex44arSJt4BxU7Ahc2EQhOV4ThKmhyHBXljVok4igvqxMO4PVIQuDE/fHx8XW2tQS141ENcUosYsWff1D03UoK5M+V7T6GqzGxk+p9dFYr8aS+Roqzugpbfh77H5tCyYZ1uN1uDjz+ADtuuArLsUw/wza0zxkAftPJoCzG8o1f9YYu+GLLz0MfGUXc5f9HwnU30uWRJ5Xtebl+4QO18WYbMETH1NsmrF9/YkZdStJd96H3tLMXF2HLUxZcBaV2pecLC+rtr9Xr0UdEApDyr1sY+OnXdLptPB2uurbePrVJvPFWevkcIzi1C84y5XrMfu9NilZ9S+nPayn8RgZQ40rro2rvbrJeX8ChZ6dRnX4QS2aGGsts8fl8vdO8hugYws8ZQuLY2+k88SGS7roPgPhrryekWw90Yd4HgBrPtS40DGd1Fc7ycvX8fal9n+iCQ9R20SMvodfcVwntNwBnVSVHXniWsk0byHj5BSxHM8h+703l+qmqxO12Y83MqDO+zS9P7MlRtPo7Kndsw5qXQ/WBveR++C6gpDNLn/kU1pxjZL/zJqCEyJT8tAoAc/pBwouV47scDtKfewqNXk/khcNwlLbu9EmBwpl8seZmk3bfHVRsV9LDuWxWyrdsxu1246ispGTDWgBKN64nqEs3zv7+Z5InTAKNBkdJMVV7dnHszcCzCG2R1vL9LWjbiAIEgibBZbXgrKrEEBPH7jtuwl6Yz+CfNtfb3lFRzrarLyFp/P0k3nirMobNhr2kpuxoII9raAMeweaktndUFxKKNjgEe0nND61Gr/dbxGSM70ilpyysy1yNLiQEfXiEamhW70tTUziVb95Ex5tuo/z3XwEo/OoLP4PU64E0xsaBVqdWV3JUVuKsrFTbWX2S8oNSacpZUY4pMQldSCidJz6oVp5SzqP+UAGv4dqQV1ZrNNHt6VlAjbfXWVmpZgZIffgJglO71tvfl9DQUDRhYXQad1ej2teHIbYDjsoKZfFcoZKey3osk/ItyvXpOs40uXfRW+WOrey5eyygIfLc84EabznUpCUzRMeg1etJuvNedV/izbep/xs9qcSCu3RTt+lCw8DlwlaQT1jCwDoyRF88CryON40GfVQ0XR6bTvWBfern4/uQknzfA2S/vYQjc2dRuXM72e++iUanI/GWO1WvuC/24hrD1eVwULJ2NVFDh6uFDhrCG8NsPnQAY3wCAz9eyZG5z1P49RdEnDOE8i2bKV7zA2W/bcRZVUncmKsp/PpLnFWVRJ4/lPLff6XiO5mwmBjspSVUpe2iy9SnsJeVULbxZ5xmc6PkaG7SZz5F6cb1nPHuJ5gS/BPrZ3/wNmWbNhB2xkCq0nZxaPpjBHXphqO0BMvRIyTddR85//2PWvTDGJ9Ayv0PoTWa6PivW0i4YSzOinKyliyieM0PuF2ugAUq2hqt5ftb0LZp+3eCoFWQtfQVtv/jSsX4LFRyh/pPc/vjTXmUu1yJe3TZbPx52UVk+kxfehc4+ZKZ2fyLNZwWS52FU7UXZ2mDQ9CFhvlVONJHx6hxoaCkkHJWVeJyOHBWewzXBryX3upQQaldqT64389wNcbX/FD2fOFluk57jpA+/XBWVQbMWdrt6dn0efUt1Vtq6pRUI1dsnDoVrWvA4+otM6oxGOpt499eGctprlY/F3WVfCNoKl3rIyLB5cJZWaGmJiteuxq7x4i1l5bU29ftdGL2hAUA4HKBy4kl6yjaWvHA1Qf2odHr0YVH0BDRoy6l17zXiBsjqdu8DwX2wnz04XVDBTrddrffe0N0DFEXDvMz6oOSUwAlJKXjP28i/KzBVHqKOHjPJXf5++rDkC/2okLcLhflW/+gZM0PHJ49XY1J9lK8djUHn56qxp+CEtqTNv4W0u69jYptW9T43WhPft0jL81S88t6FyEm3nKn2j+4a3fCBgyi5KfV7Ll7LAenPYQ2KIjoUZdi8ISkOMrq109LYT58iOI1P+CyWKjYshmXzUbBV1/grKrEXlxI9n+WULVnl1KyF2V2qXLHVtVDf+yt11WjNWXKowz8eKW6UBGUbBn6iEhCevXFZbXWqpzWdmmJ729B+0N4XAUnhNvpoHLPLsL6n+m3yjt/xaeA/2IKZ1Ul+np+xL1GmNuTw9Tr8anYUuOlDVSH3eFo/hr0O2+6Bl1wMAM+XKFu883TCqALDkYXHKwa7QAh3Xr6Tb17p4ad5WW4qqvRBofUO+2uMShVtGIv/z9wuylZ/5PftKQxIUH93+v9K/rha0+oQCW1iRl1iSKDZ3rZt2SrVq9HHxWNo6Q4cHylB1OCkkfVu+jqeHi9ty5ztRrDqjUFzkYQiL+q635vfoBGp6P6oGJ42gry1bhQr9EalNrVz0vui9vtZs+EWzEfOoApuTNWnxXu1mOZxP/jX4T26kPEeReya+w/cFZWoI+OOW6uSq1eT8TZ5/pt8/Vi68Lrhgr4L87SBFysptFqGfjxStApi7YizjmPsk0b/Nq4LBb1gQgg4bobyV/xCfaiIso2b+LgEw+q+yxHlQVtlXt24awo5+jCl3CUllC6YR29Fy4luGt3HOVlfnHUoVf/A4DIIRdwxjvLSbvvDgwxsfSa+wrps6aTeOOtindSowG3G2N8RyLOPZ+KbVuUc7Pb6XT7BHRBQeg9uYIdpaV+xSdaArfLRf6KT4kZORpDTCzmwzXGuznjMLtv/xfW7CwsmRmEDzrbr68hroN6vSX88yasudmU/rwWU6dkuj83p8GFh94sGdZjWX7x8m2Vlvj+FrQ/hMdVcFwqtv1JyXqlwk/uJ8vYN3k8FbUWtGg8uT+rfbxTDcW5eqdn1VeP98EXr1HrS1hYWJ1tpxKX1YKjpFipee+zcKyuxzUYbZD/dGaHq//uZ5DoIxWDxFFWitNcVa/HNWroxbjtiufa2CGe4G496sTUBvoh14WGYck6yqGnpwJg9BiaXR6bXqdtUCf/6WJjnDJ9rWvg8408fyjdps+m40231dvGTx6P4eqsrlZXSGsb6a2Fv67rkB69CO7aXT0nr4Gl8Rh2+ohIgpI6+033+2I+uF/1tgYlpZB4612E9u2v7jclJhF76ZUYIqMweD6/huJ/G0Ln45kP5HH1Jfbyq+o1YozxCUr4CBBx7nl++yIG17yP8DzsdJ74IProWOzFheriMi/WvFwsRzPYO/EODjz+AI7SElI98dD7pkxg+98vJ+8TxaMYd6WERqcjYvD5av/gLt3o/94n9HvjfUwdO9H31beIGnqxstNj3BsTEog4azCdl32JNigYQ1wHOv7rFuVz8ITZ1Pdg0ZxU7dlF5qvzODj9MQAsmUdAo8GYkEjphrVqwY3KXdup2pcGWi1RwxSvc9Id9xA98hL6vPY2ne97gNDe/QDl4TGke88GQwCCPGEdlmPtw1PZ3N/fgvaJ8LieRthLSzj25msUfiMTd6VEl6lPNarfvgfvAeCc1Rup8ixAsWQdJeKcIVTtS0NrNKILDcNRVkr6M0+o/Rzl5ZAUcEi/VC9upzNgnKErgOHa3MH9jvKaBWLlmzdhjE8gKKULWUsW+bXTBgWjDfL3JgZ37a6uFIYab6ejvAxndTX6qGi1AlXC9TdT+O1KnBXlhPTsQ+kvSrlTY1w8URePVFeAJ42fiCEmLqDXUxcWpq7GBujx/Dw0ej3BKV3UbRqPx9NYKybPazjpG/C4anQ6YkZeUu/+uu31aIwmZSGax2DVGI2N7t9UulYNV08u19B+/ancuR1DbBz6yEiq9qcF7Of1TIb06kPCDTcTcdZgEv5xA9uuVj4Dk08lL2NcByxH0jFExwYc67gy+hiuuuMYriHHSQ3mJahzKp1un0BQSioFX35O6oOPU7x2NWH9BhDafyBum/KwaIiNxV5UWGc6unrvHnbddj0AcVdchSk5hQ5jrib/8+WYDx/C7XBQIH+ONiiI1IceJ2XKo2hr6bchA9uWm0OQ59pMSEwk8q0P0BqNqsdazUpR1vKZBbwr+6t278DtdGA5moExoSPBXburXu3oEaMp3bAWbVAwQSld6PLwE5RecBGxl15B3BU15YfDzlBimMP6141lro0xPgGNXu+X1q4tIxZnCZoCYbieRhT98I26krrwG5nkex9AfwJPwNZjx3B4VmfbS4qV+LZ7xqGPjEIbHAy1fmCcDXhc3T5hABkvv0DspVfWaZO77F3C+g9AHx6pxmQWFRURGxvYOChYuYLws89VvRRNgW9c6YHHHwDgjLc/qtNOFxLq53HtdPsEjAmJfj+63lABR5kSKqBLTFINObfdTpeHp1G87ke1mhQoWQkMUdHqdGNYvwGEn+k/FanKEOqvy+Cu3etMWyfdeS954RGEDRjkt10bFKSM0YDhejLoQkJwmatxe0Imahs2DdGQrk9IBs/nYvFUzwrtN0CJ/dTplBCJslLcbrffZ+V2uylZv4aooRfTY9Zcdbvvin/fErTeQhOGmJP1uPp45gOECvji1jaubKZGo6HTrUo8acyI0QAk3jSupoFnliS4a3dKf16L2+kguFsP3E4n4WeerWTGcLtJGj+RxBtr+gWldvULDwjp1Vd5SPFPK9sgvea+qk6Xg0fXSf7FI7weV0cDMcjNhW9KqrLfNmHJPEpQ51SCkjpThnJvx46+nJK1q6n483diL71SydzhY7B6CTvzLHq/vISQPv2Oe1yNTo8pMQnrsaymPJ0Wo6nuacHpTbOGCkiSpJMk6SVJkgokSaqQJOlzSZLqXa0hSdIjkiQd8rQ9IEnSfc0pb2un8LuvTsgbodH5P6eUrF19QsdzVFZg8aTScRQXqYunHGWlAaf6fb2VtXH7xDoV/fBtwP724iLS7rmNnTdfq07Tl5UFNoZtRYVkzP83h6Y/2vgTagSBwh1qFx8AxSDzGn8AibfcgUaj8VvspBqupSU4PVkFwgcqBmT0xaOIHj6K7tNnY4iuyZPq9VjFX/NPQDEa6sPXcO3+7JyAsZZhfc+g+4zn6xiQeo93S2sKqtPnr6ALCcFpNisPKlptnWuwIerT9QnL4PlcvEUIwnym+/WRUbjt9jrFH6xZR7Hl56k5VwNh8gm3MHrSofmmuDohGcMa73HV0LT13mMvuUJZNGixEP/36+n/7sdq+rGE6270M1qhJvWbN165MZ7D2gQldabjv25Rr9FAutYGh6AxGLGXllB9cD/7H5vSIt5Xt9NJ5c7txF0poY+OoWjVt1iyFMPVG4NqiI0j1OdziL54VL3jaTQawgedjS6ocfeaKSm53YQKNNU9LTi9ae4Y18eBq4HzAO+3/n8DNZQkSQKeBW6WZTkcuBV4SZKkxs9VtmMsx7I4Muc50mc93eg+Xi9nv7c+JLh7Twq/+0rdV/rrL2pam/qwZmepPxz2oiI/j6qzvIygzv51qBuKcXX7hAqE9u3nl6A+EC6LElOqrScezBuLeLKVkOrDESAll9cgr/3j5PW4aoOC1B9kXw+dN5414+UXsBcWoA0JIeyMgZz9/c9+Czp8jR9vHtiON97KoJU/qqEFgfAaPxqjSV3V3Vg6jbuLmEuuIGrosBPqdzw0BqNiGNpsJxTfCvXr+kTxGq7WrEx0oWGqsRE+4Ez1sy74+kvK//ydsj9+A2rymvpmX/DS59W3SH1kml+KJm8Ihr4B/TQoo+8DznGyErg1Tfu1HX7WYCLPG4o2OITIIUrhhpAevej31ock3zulTvuO199M7KVX0nfxuyTcMJaO19/8l2UIpGuNRoM+KgpHaQmZixdSvnmTmve0OXDZbBx65gkyX5uPq7qK8LPPJXzgIErWrsZlriakZ2912r+D9HcMkVGEnzMEU3JnvwIYf5Wg5BSsWUdbRcjEX6Wp7mnB6U1zhwqMB56TZTkdQJKkR4GDkiSlyrJcOyt2D2C7LMu/AsiyvEmSpB3AmcCq5hS6NeJdvV5ffF4gnNVVoNEQ3K0HIT16qRWDKnZs5eATD9LxpnEk3z2x3v5qOUmNBntxEY6KGsPU7XRiSu6semQBjr31GhFnDw64atabMSBs4FlUjJBY+AAAIABJREFU7tiK21mTOktjNKnxd6rsFRXogkNITfU3jr14Qxi8q9ebCmeA1FJOT036pLvupWT9GnW711vp67X0pkYK6tINrd7/dtMFe6fP/WX2NVy9hq9Gq20w/hR88qyeRM5LU8dEuk179oT7HQ+NXo/bbsNtt6E5Qd3Up+sTRRcSoq5iN3VKIqR7T3rNe42wgWdR/rtSbte3itTZP/yiTk8HMkTDzhioGixe4q++DkdxkZIF4iTwTa11vHRax8tacKJoNBq6z3oJV1Wl37VXu/qXF2OHBLo+8QwAne+Z3CQy1KdrQ1QMjtJSNTTBcrRu8YRTQdGq78hd/j5mn+pf4Weejb0gn5J1yj0fPugcTB0TOfPzb9QZi57/fhmNVnNCMwvHI/ayMeR/+Rnps56m54uL0Gg0lG3eREjvvhhO0sPfUjTVPS04vWk2w1WSpCggBdji3SbL8iFJkspRjNHa30jLgTskSRoKbAKGAr2A7wKNP3GiYnAZjUZGjBjBgAEDAEhKSsJgMJCRkYHb7SYqKoqYmBhyc3Oprq7GaDSSnJxMRUUFBQVKypLk5GR0Oh0ZGYpIMTExREVFkZOTg9lsxmQykZSURHl5OYWFimemc+fOaDQajh5VEr7HxsYSGRlJdnY2FouFoKAgOnXqRGlpKcWesp+pqam4XC41t11cXBwRERFkZWVhs9kICQmhY8eOlJSUUFJSgkajITU1FYfDQdYepfa5dzFOZmYmdrud0NBQQnKOcXjRS4ROna4snEhNxWazUZyTgyYoiOrqagwxsdiLizh08CB6T/3osj27sKWno9VqSU1NxWKxkO2Td6/6kPIlru/RC0thfp1QgKDUrpRt2oAuqTPOY5m4LBZ233EjsW9/jNvtJjIyktjYWPLz8ynMVdJmGWKUeCfvoi8AjUFfx3DNO3IYe6XiTe3WrVsdfdk9RrTNbqe0tPQv68tQVYHmt1+wB/gByktXfkSra5IMkJ6ejs2bt9ZgJD09XdVXz9fepsCltPGl1GJBn5dHQkICxcXFlJaWotFoSElJUdscPnyYhIQEQkJCyMzMxOFwEBYWRnx8PIWFhZSXl6v6cnpSaLn0esxmM0FBQRw9ehSn00lERARxcXEUFBRQUVGBTqcjJSUFs9lMrkcXnTp1wmQykZGRgcvl8tNXZWUler2ezp07U1VVRX6+8uB0vPvL4XZjcDiwVlXj0mpJT09v9P1VWFhIhcfj/VfvL01QEG6zGVOnZOX+ioqlurCQsADla4s3bSBvj7LC3mYwEoL//VVbX6mpqTgMRhz/9w8yi4pJ0BsapS+LxUJOjpKeKzGxJl42q7CISJ2+jr68FBYVoU1Pb1J95RcWKt+HFZUt8n3ocDjo3r17ne9DQ1wcFfv34vJkFrDl5QT+PsxSYkDj4+MJCws7rr5sNhvZ2UoZ4ISEBAzmarLz83EFBROMm2PPK5k49H3OwNCtBzGdknCGhlEenwgaDWHnno8xoSMZGRnK/eVS5C0qLW3y+yuoWw9Crr+F8g/fZtt1Y4i75HLyPv4Afe++hFw4nJj4eExDh7eJ36+EhAT0ev1f1tfJ3F+t4fuwzdobJ6GvoEaGwpwMGt8UP6cSSZI6A0eBbrIsH/bZngE8KcvyB7Xa64GngGnUhDQ8IMvyqwHGdsuyfMpkb40UfPUFGfOeB6hToWr3nTdhTj9Ir7mvEty1m5r0/fCcmZT/8RtnfvoVeZ99xP+zd97xbdTnH39rWvLedhzb2TuMhE2BAiWUUcQshTLLKGW3/BiFlkJLaaGUsvemrAItIEYZDTshBEL2IImTON57ytq63x+nO99p2JItJ7J079crr0inu9PX+mo893w/z+epe+ge9n7zQ/pWfUfNrb8NK0QBcblfqqI2lZTibWul6JgT6Hj/bYqOPk7lCTn5elG2kDVvD/pWfMPO++8CIO+AHzDput/JNj0ATS8/T8PjD1JwxCK59aOE3mKVpQESs+57jJw9F7Bt2zamTp1KKI3/fIrGpx/DMmkK85/9V+wvZBS23fZ7Oj/+kKx5e+BYv1b1WMX5F9P47BMsePcTPC3NCD4fmTNm0fDUIzS98AyWqknMf/61iOd1bq9h/QVnAlD9mxsotZ0acb/6Jx7GVFhE2ak/i3nMvatWsPk3lybsNUgEm668GJ3ZjLm4hL7VK9nzlbdiPjbaXI+E1T89Hm97G+U/P5/Kiwel8t6eblafdHTU4xZ+tDQsUz5WfHuEaEC/z8dfR8yqPnrl+wh6I0cdl8eMH+8X9vh4Jtpc1z/xMM0vPSvfz5oznzkPP53Q5w54PKw6cRE6o5E5Dz+Nc1sNNbf+lqm3/pW8/Q8OW8HwdndhyMxM+OrOUAh+HxuvuIiBTRsiPr7gvc+SsrtYKIn8TGskPYldGlKwKwUn0ppraMlsPhCpiudm4OfA3oAJMSv7G5vNdmGEfdMOZWAXZhsV1BFtvvYKVp96nFzYFHA65OpluVCot0futBRpKVepGfW2taIzZ5B3wEEAqqAVRJ1e8bEnYK2eTP6hh8vbe75eErav4AtqXAPhvb4jddySuu4oCXi9csGNZLovaWUFv4+6R+7DFazGdW6vidhRKhqeoBTD19UZVq0vPZfOnIF1yjQyZ8wCBjWuDKHjUsomjNnRl4QrL74srqAVkC8M8g78QVzHjSU6kwnBJ2pcdeb4NK6JRPLdzZig9r815eUz/7nXmHDOBWHHGHJyd1nQCmDIFd8Pw0sBxuz3IOnInDlLvp01bw88bS2jPqcgCHQv/YK+tavZef9drD37FAIuJ/7+PppefBZXo5iRytv3gIjBoCm/YJcGrSAW1s6+/wkqL7lS3lZwxCJZStS3+rtdOh4Njd3JLgtc7XZ7N2LGVa5CsdlsU4FcYE2EQ/YB3rDb7Rvsdrtgt9vXA28C4f4iaYiyst3fr4779UZ1gCCZ1/sHBjAEtXQqT9FgUBipeMY/oK6gN+XnU3j4URF9RPUKSx9zcYkqextaWCB4vaDTUR5SsSwO2A96tbdOwO2m6eXnyFPoausevpf15/8Mb2e7rEWVnA6cO7bT8uqLbP/zzfj6ell/wZnUPXB3+HNFwR9conY3N4fpHP2O/mCFvHqM8VbkD1c9Hi+WqknMfeolJl6UPOYbOpMJweNF8HrQm2K3wgIoLy8ffqcYkd7jSgsrCUv1JCaccyHVV6sdKSQ7pl3FHi++yV7/iaiEUpOCcWu0uc47QLwI05lM5C7cH29Hu8oDeiT0rljO1t/9H99fdTGtb7yGt6012DDgcLqXfoG7oR5jXn7YBevuRm8yUXDEItDpyD/4MKb94XbmBVd2lLUFyUwiP9Ma6cuuLvF7HLjBZrNNsdlsucCdwAd2u31HhH2XACfZbLYZADabbQ5wEgqNbDqjNOwPrXzXmdRZIimY8w845ODSoApcg1lVfbgRYyA0cJU6LAW/1JXepaHV0Fnz9pBvu+tFLY6nrYVVJx1N1+efoDOayJo1h/xDfqg6TggEwoLCjvffpeHxh2i69055m9S9y9PaKmdB/Q4HgiDIZuq+3m5cwVadnYs/CPv7oiG/pgE/piK1Y5vf4VAZpUvorfEFrsbcoYtwRkLm1Om7NEs4HHqjiYDPS8Drjav5AIB1DJY+QzOuEnqTidKTTqPi/IvlbcbcXRu4GrOzY+u8lWBXgWQg2lwbLBbmP/8a8558SWyaIQh4O9pG9VzS6k/RomOp/vX1zP/n68x/7lXyDzoUf18vPV99qbI6SyYyysqZ/8/XmfrHOwAxAWHIzlG1Ix4tfWtXsfm6K/G0j+51jsRYfKY10o9d/Q14B/A28A3QABiAswFsNttZNptNuR58F/AG8FFw+weIGdc7dumIkxRlC9DQIildSMa15dUX6V7yuWh6nxmSce3pwT8gvuyhBVEQbi9lKlIHrsoqZEtliIF4Xr7sOyoFj66dtfh6unHVbkcfXDoOW3YLBNAZxLdm6alnAKLcAMCn+NskWcDGS88frO4P+Am4nHJvcH2GRc726uMQiyuz2ObiEiouuESu/PYPOCIGYXFnXIeQCqQKOpMRwetFGIEdllR4kAis02cCYC4dOuNTcd7FVF35f8F7u0b/HzcJdhVIBoaaa0vVJCzVk+RVHk/ryOUCQiBA7/KvKFx0LFNu+iOlJ56GpbIaS2W13NjD29kR0QYtWbBMrJIvTnU6nejmEoPPq7uxgR1/uw3vMA0dml9+nt5vv6bp+ScTMl4lifxMa6QvuzQ1Y7fb/cC1wX+hj70IvKi470P0ff3tLhvgOMLvHMy4dn70Htnz91RkANU/uC2vv0zL6y9jKi4lM0tcnlZqXKWsakARuPr6etEZjeGBazAjJGVujbm5FB9nw7ltS9jSmk6nY95TL1J791/p+WaZ+ByKTLGkqdVFCmiC2V+pr7eEoND2hsoY5O0OB55gVkZvtcrL/hiGb+3jaqjDmJOrGqcxL5+Kcy7EUj2ZbbfeiL+/P6LGTc4+D1PwaJk0BVftdtm0PpXRGU0IPh8Br0eVnY8Fvz9c/zxSZvzlH/j6emMKnqVsW0zZz91BCgauscy1FLg6Nq6n69PFlJ70UyzVke2V/I5+Ah5P2Bw6Nm3A19NN3v4HhR2TUTGRwiOPpvPjD8NaIiczlolV9K+LpLZTU/fIvXR/+RnWqTMoO+2MiPsEPG55Jav9/Xepuvw3CW1KksjPtEb6knprTmlCwDmALnjV3fb2G3QrjLkjdaECUWdqCur2DFlZ6AwGfD09uFtE+w9vVyfbbvs9rfZ/s8p2FNv+fHO4VCDY0tIoeYbm5FJx7oVMuzVyIlxnMKLPzFLobAcDYSmIkLo4ST8WOQv2lfeRMsQyjsHjwzxWg8Gu39GPL2ifI3i98n6xeCuuO/tU1p51imqbZOwvaTT9jv6IrUtjzejOvOt+Zv7j4YR3qUpGxAYEHgSPN+6Ma04CNcDmklIyp06P7Xn33oeio4+j4ryLh995VyLFqykYuMYy11LgWv/o/bS+8Sobr7iQxuefwu90hu1be99drD7lGJW2XhAEml54WiwwjRC4Aky69iZKTz5d7hw2HsiomIinrQXB72Ng21a+v+YyOj5Sa6X9Aw56lomrVq66WoRAgOZXX6Tt3UGXD8HvZ+OlvyDgdlN8nA3B68G5fdDCr/WN12h49vFRjTWRn2mN9CV5xHAacRFwuTCXluFuFD1YlV2qAi4X5rIJTLr2JrZcN1iFKng9cqZVp9NhyM3D29FG3wrRTsuxfi2O9Wvp/PhDAHqWfiEvn+kMBgS/Xy5U0mdKGdeh+6qDaIjvd7oQBEEVuErL7bpgQGjIymbuEy+QMaGC1aeLNXi6jAzRxD7Y1SvQ14Ovt0c0aQ/JbBpzc8V2qo5+fJLmdWAAnyO2wNUfzLKGBsRSVyMpM+x39Ec0iTfEmHE1l5RhLgkvbktF9CYjAa+XgNcjz3OslJSUjNGohsZgscgG+8lJ6gWuscy1wZqJ3mIh4HJhLCjE19VJ4zOPYczPD7OV6/zov+L/n/6P0hNPA6B/7Sp6vvqSykuvjvq9ZbBmUn1V2IJgUmMuKYNAAE9bG1uuuxJvZwd9K78ld78D5E57vd99K3+HOmu30/7ft+WmG+3vvsWEs3/B1t+JEpn8Qw+n5MTTaH/PzsDmTbS8/jJ6i5X2d98EoOSEU1TWhvGwuz7TGqmFlnEdR3R9+alcWOB3DsiFUiKDP2YBl4vs+XtGLERRHuPr6qTjg3eHfE53/U4xkxjMZpqCHWIMCqnAcOitmRDwI3g9IRlXKXANZl4zLGROn6mSHOiMRlVmUvD5WHXiIppefCbseaTs7KbLL5SLFfwDDrlwS/APtrQVBIGaW2+kzf4feVskyy3xvFmq8YoZ1whSgWDbz1TMiI0USSowEo2rZLatEUIKvr9inevKX15BzsL9mPfUS5QFW832r14pP+5ubKAtGGABcpcrwe+n64tP0JkzxlU2NRaklareb5bh7eyQW1FvvfEaVp24COeObXQu/gBDbi6Fi47FtXMHjU8/Sta8PSg88mgcG9fJQWtGRSXTbvkLliqxCUrTS8/SufgDOWgFcKxbg7uxYURaY+0zrZEItIzrOKLmZtGup2f5VwScTkxFRZiKS/C2t6k0mQG3C73FGtGDMHv+YKtKKWsRDUNuLs4d28icOYf+NSuDx4hX8Ma8YCtS4/DBiDQOv9M56GDAYMZVCgLlwE+BzmBAn5GB39GvagXb9ka4wb8xr0DOQDs2rgMgMOCQM6gBpxNvVyc6vR6dyUTXZ4vp+mwxJbZTgo9H1szqgwGx5NYQcLsjFmdJNj16rXJWRmcyIUgZ1zi9L3t7eylOAx1w/KRe4BrrXJeefDqlJ58OQNWlV+Npacaxab38+JabrsEV9HbOnDWHvtUrafnPv2h85nH8/X3k7LO/bAmYKphLSgHoXfktAOU/PxdPW6v8Hdjy+it0L/mMkhNOwVRcLGejJ5z9C0pPPp3i42y0vP4yE869CEtVNTqDEYPViDG/AE9QRgZQcsLJtH/wHn1rV1Fzq1h6Etr8Zji0z7RGItAyruOQzsUf4OvtQW/NZI8XxYxhwOWk/omH6PryUwIuJ/qMjIjFMOayQR/LGX/9h3zbGNLzuuDwo/D39+NubiJD4X0pZVz1ZjELKi0/DYU0joBzgIBSKhDU6Mp60QjG/TqDQd5uVOijvJ0dYftO+s0NlP9c7QsbcLvlL9+Ay8nqU45h1UlHy1lYJdGKvaTssnKpO1KQnTl9Bjl778Ok32j1hBI6o0nUuHq9sotErBhiKKZLK5LU5CARjHSurdNn4G5soPnVF9l+xx/loBVg4oWXQsBP3QN3yxevOXsvjHaqcYuk/e0PNiHIqKhkoqI7XPu7byJ4vRQf8xMslYPtpK1TRM137j77M+Ov95A9Zx7G7MHvWMlZIe/gQ5l68+1UXXENOQv2ofXfr8j7xNsQInSeBUFQrYRpaMSCFriOU7wdbRgsFjGY0uvxDzhofuk5am6+Hr/Thd5qDSv+sU6drvIeNSi+pIwh1bfWqdMgEMDb1opZITkwFRWJ++eo3QmGQspABkIyrlKWWBcMAnWKwFUaps5gkDWj0tJgJMp+djaZM2ZRcf4vwx7r/fbrsG2RumiFFqJJDEoFBgOviMVZ5gxm3fMIWbPmRB1nuiFpowOe+DWu1dXVw++UjqSgj+tI5zpz2gwA6h+5T5Y9Ze+1kBLbKeTue4C8X4ntVKxTp1N4RPT2vuMVQ1Y2hqxsvJ0dGLJzMObkkrtgX2bd9xgFhx8l7pObi3X6THXgOnVatFMCg+4aOXstpPDIRejNGVRd9mss1ZPlfRxRWtAqUbaVr66uxrm9hk1X/5L+9WtoePIRVp9yLN5OTUKgETuaVGCcIIQU/Ag+H3prJjqdDr3Fiq9nsDiLgB+DNVNl4l956dXk/0Bt9C8FZACmwiJcOwYrSM3FpfJta/UUJt/wBzr+976sPy04/Ci83V2UnqguioiEtDTndzpVHb+kpXk5CIyg3dMZjHIL2NAGByBmPgNutxyk600muYBDKS0IJZKe1R9FKiD9zUp5wK5u+ThekbLqAZcrYrA/FC6XSzMsVyJfze3eYYwFI53rzGkzw7bN/Nt98uez+qrr6F35DdVXXRvW1CSVMJeW4dzer/KfzdlzAZ7WFro+/R+mvALR83XiYGOF4Qpry392Njq9nqKjj5O3WasnM/+5V/EPOFh5/BHU/OEGZt3zaMRMthAI0PD0o3R9upg5Dz+NMTcPl8vFttv/gLNmC43PP0Xv8q8A6F+3Fuu0GXjaWsjde5/RvhwaKY4WuI4TIgVg0hK8PiMDX6+6pWqozrI8QrbSoGjRKvkdWqdOZ84jz9CzfJn8mGXSZDKnzaD4mJ8Mnt9sjnjOSAxmXAdUGVfJxkbODCsCVylOV/7YhNpN6TMyMOTmEWhrVS3dG7KyCbhcmAoK8bQ0RRxTJKlBNI1raHEWEHcXqHRFnr+AP+6Ma1NTE1OnTh2DUY1Xgh+KCJKa8c5I59pUUipr9ec88qy40qS4qCw9+aeUnvzTRA41KTGXlePcXkPGBHXjhNyF+2GZNIXqX4v1EXpzBlNu+qNqtS0amdNnRnXXMGRmkTV7Ho5N62l8/glm7f1I2D41f7ie7iWfA7DqxEXM/PuDtOqNOGu2AKIfr0T/hrXU3HIDAHu+/t6IXQs00gMtcB0nKIuvJKSiJ705I6x7lmTNNPepl6L6uiq/4KWiK0N2NnpzhkpPKlWYjpTBjOsA/gEHGRWVuBvryZo9VzUOXaQlUFXgqg7GTcWlssZW+bdIBWPmsrKogWukFonKoFqJ1GxBp2ilGm/2MF1RvWZxugpohCAAutj8iNMFnU7HnAefQm/JwFSYvsGOdco0epYtCWtPbSosYv6z/1JtK1p0bEKec/ZDT9H47BM0vfA03p5uTArZmHN7Dd1LPqfEdirerg66v/iULTf+BsuJ4kVE4Y9+rGrB3aootnVsXIf5kMMTMkaN1CT1Lt1TDKlfdKTgU2pBqs/IwN/XG/KYGORlTp1O9px5wz6PJMqXsp9Kn9LRLosrNa4Bh4PMGbOo/vX1VP7qKgB0UtGOPpJUIHrG1VRULLeGVRdLiZmpwiOOZtK1vwOg+NgTVMe66sNbD4Z2CZOQAm9lljXeCvl0RRlkxZulnjBhwvA7pSGpGLiOZq4zKiamddAKyK21LVWRO4mNBTq9nrwDDwZBoPvLT+lbs1J2Vml++Xn01kwqzruQqTffzoy7HkDw+3G+/hKW6skUH2dTjV25ojjw/caYnl+SkGmkH6n3DZhCOLfXsP6CM6m++npyF+4X9rgUyOnMZlWHGCCiQf5QyM0AgoGiOej3Glq0NRL0IRlXQ3a2bAquHkSUwDWoGwjNuJqLS/B2iKJ+ZeAq+MUvNENODkU/+jElx59I/7o1tP/3bXkfablKuewaqnut+MUl9K3+Ts6uDlecpRGO6sIjTqmAJcZOZGlHCgau2lyPjqKjjsGYm0veAT/Ypc+bNWsO+owMav/+FwAmXnQZ5WeeS9eXn1F4xFHyBUXevgeQPXcP+tetpmjRsXJRHUD+D35Ic+12zBMq0OkNuBrqxUKznFzVd+5AzRZ23v93+teslOUhxcefRO6++2MuKSV73p5opAdaxjWJ8QSDsq7PFhNwR5AKBP1F9WZzWMbVOmlyXM+lNwWX64OBhjE3j4m/vJypv/tTvMMOH2cw49r8yj/xdrSrisKAwcA0giesMvAxRMi4SllanTJw9XrEx4NdYyA8Wzuw5XvxRiAgF76FSgUmnP0LZt390OBYlHZYWuAaE0qpgC5OO6za2tpEDycl0BlTr8hIm+vRoTMYyD/oUJUzy655XqPK5aL55edwbFhHwDlA1pz5qn0n/vIKjLPmUHTMTzDm5WOdOp3cfQ/AOkXUNhssVkyFhXR98hGrTz2WTVdehCAI9K5Yjt/lYvtfbpH9xCX/8fZ332TbH29i0xUXEYjBmlEjNRj1u9xms2nCtTFCbnPq9cjtSJXIRUMZGSoNrM6cEXNL0T1ffZs9X31bDsSUy5ATzjyP3H32H/H4JST5gaepMbhB/bbLXbgfhUceTdUV18jblHZYUjZVH2IcbioukXWxSjmDtFyltOpSHpsTkr0WvF4EQaD1P2otWOiPgMquK87sYbqi1rjG95oFtKXAyOhSL3DV5nr8MuHcCwGYde+jBFwudtwtZl8tIcmTnD32Ivf6W+TVvLmP/5MZf7uf7Hl7AFB+xjmq7+mB7zfS9clHbL72ClYeexjObVupvORK9nz1bfZZvIwpIUkVx4a1Y/UnaiQZMQWuNpvNbrPZiiJsnwPE1zpDI2Yks36dXk/A5Qx7XO7opAjaZt79EHu++nbYvtEwl5RhLikb1B+OgWWMzmBQLfOHyRqyspl685/lDjDqB41Mvu73FB97gtzaUB57cYkcBCulApJtltTdS3yOwSzvlBv+oDpPwOOWJQexEqkBgUY4yox5vBrX3BjaCacVKegmIKHN9fil/IxzWPDfz8nZayE5++wv2ypaFX6vEsp51hkMokXXhIks/GgpRUcfx+Rrf0fWnPlMvu73ANQ9cr/q+MIjjxZ/r/R68g86hKKjj2PG38R9nAo7R43UJtZvwgJgrc1mk92bbTbbFcAKYM1YDEwDubuTzmCMGLhKRUPKZWtTUbGqujNWpGziWHkdGhVfWHn7HRjzcTq9ntx99mfy9TermidAsDgrQuA68+4HmXD2LzApvGil7Kt16nTMpWXs/fbHVF0uZngFn0+WWhQcsSimcWk+rrExmoyr1hpSjfTZDPV0TgW0uR6/6HQ6WcalLIKN1Jwm2jzrg98T5pJS5jz8NEU/Pg6d0Yi3vZX8Qw+X95O6hIGY8Jhy463kBH1ffd3qhIhG6hKryv+HwO+Bt2022+PANOAg4EK73f7yWA0u3ZGq3HVGI4Gg56mpuISsWXPoXvI5pmCGUhlEjTQTKPj94nONUeAqmvi3UHz8iRQeGUf3miG6BJmKSwbtsBRLTJaJVWK7R+VpdDrmPfeqLFswZmfLr5Xg9cr6VuukyXTFMixN4xobyoxrnHZYra2tlJZGyMJrpBzaXKcG+YccTubM2RGLiSH2edYZjBjzC/G2t1Jy/ElUnHuR/BsVit5kwpCdg6+7c1Rj1xg/xBS42u32APAnm81mAG4GfMBhdrt92dBHaowGZZW7P5hxnfvYcxjz8vH19sqZVWXGNbTyPlbk9qsRCqQSguRWEEkOEIGchfvT/cUn6E3R36LmkjKM+fmwc7BQbShCl66kbKDg9xHwibpYQ3ZsS5aaVCA2lJrpeLPU/f39WjCTJmhznRrojUbmPPpc1Mfjmedpf7yDzo8/JHe/A4ctOjMWFOANybj6envYdvsfyD/40MguNhrjlpgCV5vNlgH8HbgYuBU4FDH7epHdbn9r7IaXvji319AnR5BbAAAgAElEQVT0wjOAqMGUMq56ixWdwSh3ugK1xnWkAVXOwn0BKDnhpJEOeUjkZf4YdXpTf/dH3C2XDnbVCmHCeRehN5uZ+oe/0LPkczLKK+IfUzBIF3w+BK8UuGbHdKwmFYiN0bgKGI2pZ/uUEFJPKaDNdQoRKulSEs88Z8+dT/bc+cPvCJjyCuj65CMap0yl4hyxWKx76Rf0Lv+KvhXLKT7+JHQ6XUq3/U0nYn0XrQjue4jdbv8WwGaz/R/wis1me8Fut188VgNMV3qCPZxBzIb6g+1IIwVyqozrCAMq66Qp7PvJ2NfZxWqers+wRBT3S+TuLQba5qJiSmynjGwsQVshwesdDFyzYgxctYxrTIzGx7WqqirRw0kJUjBu1eY6TRirefYFaxQan36MCT8/H53BgLtB7I4o+P18t+hgcvc7EOuUaVgnTVE1QNAYf8RanLUMWCgFrQB2u/1u4MDgP40E4e3qxLm9RmXGH3C78XV3Y8jOiXjFKAVROpM5ia8og36riaqMjn5RH/spZKmAXw5cjTH08AZN4xorqoxrnBrXgYGBRA8nNUjB4ixtrtODsZpnZSDqaW0GwN3YgKm4FOuUaQD0frOMlldfZMddfw5rNqMxvogpirDb7RfZ7fawd5zdbl8N7JvwUaU4Pcu/YvVpx+F3hjsFfH/NZay/4ExVx5CAx427oY6MiZURzyd3vUrm5TYp0ExU4JqA8yilAoFg0wJDTrD17TCdfLSMa2wM1bJ3OFpaWhI9nJQg9cJWba7ThbGa57Kf/pwZd9wLgGtnLYIgMFCzBevkKcx+8Ekm/vJy1f59a1aNyTg0dg2xalyH6/vpHuZxDQU7/n473o52PM2N8tWghOSB56rbKW8T3G4Gtm4m74CDI55PlgcMoS3a7QTHlqg+67oh3AZiPkcw0A94vbI7gSEzk9LTziB7zh5DHjvSIrh0Q3kxZcwrGGJPjZhJxchVQ2MU6HQ6smbPBWDLb39N9p4LcNVup+y0MzFkZlF68s9oeHywC2LfqhXkH3TI7hquxiiJNYpoZ+ivy2Rdn05K/L09gJhJVeLtGrTzaH3jVQAyZ89lYPP3EPBjnTw14vmkwFWf1BnXBEsF9KMP0qWgqumFp+kNaop1JjPVl18T9Zis2fNwbFqv8hPUiI7yQkVq/RsrFRXxF9ylAymoFNDmOk0Yy3k25uWTvcde9K9dTf+alZSfcQ7Fx58IiO3CMyoq8fX1Yp08hZZXX8RSPZmS4OMa44tYI50jQu6bgAXApYj+rhojQPIOlVh3/ulh++TstZCBTRuAwRavoUhSgUiGz8mCTtIKGBKlcU2cVKBXUQg3nA5zxl3349i0IWYtbLoTrzxAiVnTEUch9SJXba7Tg7Ge55l3P4yrdjvu5kYKDjlc9di8Z17B7+in8+OP6F+7mtq/307W7LlkTpsxpmPSSDyx+rh+FmHz/2w22zbgIuClhI4q1QlmH/0hQnV/b2/YrkoXAaXJvmqfYMY1mQNXiUQVj+kSmHFVoh8mcDVm55C37wGjfu50IZqdWSzU1tYyZcqUBI5mnCMM/t/b4cSSZcJsSeJVljjQ5jo9GOt51ptMZE6fSeb0meGPmc3ozYWUnnI61qnT2HzNZfSt/k4LXMcho01brQIOS8RAUhVXQ13UFo3RKhtNxSXybWURUDSTfV0wi2nMHweBqz5BqpIEZFwjSSvGrAFDmqKPUx6gJBVbmyaKF/+0hLceWLG7h5EwtLlOD5JhnnU6HbkLxJryugfujtqRSyN5GfGvv81mywZ+DdQlbjiphauhjnVnn0rT80+FPBLMuEYJXI35g0UsKo/WYYKAaBrYZECQ0kUJ0rgmQisbKeOa1M4M4xBJ15o5c3bcx+aPgwux3YH0099e37dbx5FItLlOD5JpnqWW6f0b1u7mkWjES6yuAn2ohVU6IBNwAGeNwbhSAl+X2PW+Z/lSKs67aPAB3TCBa26efFvZUCCaxjXv4MOovPRqio89YbRDHnMS5jObAAeFiIFroorHNADx/Tv7gSexTpse97GFhcOZmaQZ0ls+CbJWiUab6/QgmeZ59gNPsvYMG1uuu5IF735C/WMPUnLiqVgmas0wkp1Yf6WvDPl3GXA8MMlut789RmMb9wR8oqm9r7eH2nvuJOBxIwgCAbfoJiAVZ7mbGqh79H75OKU8QBdDxtVgsVB++lkYc3IT/jckmkRJBcYq46qReLLn74khij57KDRvz8ikXtiqzXW6kEzznFFWTt6BPyDgdtP91Ze0vPYSW66/encPSyMGYi3OenaMx5GSCMEA1V1fR1t9Hdnz9yT/4EMhIGpq/P1ixrXh6cfo/N/78nFKj1KVxnUEP/5Jg5QlSpirQCIyrpqeNZlxhLhuaARJwchVm+v0INnmufzn59GzbAkd778DgLuxHkEQ0Cl+X5y12xF8PlURV+g+GruWqIFrDE0HZOx2e+fwe6UfYaJvvR5vd7d8V5IK+Lq7VLtNOPdC3E0NZEysVEkF9FGKs8YTCZMKaBnXlMcUZ4vYdCEZClwSjTbX6UGyzXPWnPkYsrLpXvK5vM21YxvWKdMQBIH+davZct2VBNxu9nj5LTLKJ+Dt7mL9BWdSce5FlJ502m4cffoy1C/3cE0HQFRdCWgNCCIi+H2q+91ffML2P98s35c1roort+LjbGTNmsO8p18GoOfbr+XHxnXGNUjCpAJjpHHVSB6qqjStWSSEwO4eQeLR5jo9SLZ51huNlJx0Gs0vPovOZELweulfuxrrlGms/MmRBAYGM8Tt776Jdco0tt0mWtc3/fMpLXDdTQz1yx3adEAjTkIzrl2ffSzfNmRly1IBZfZQZ1IbNKv0ronKVu4OhMS6CiQm45pcV/8aavr7+8nOzt7dw0g6AoHUy7hqc50eJOM8T7zwUjImVGCpnsyWG35N7T13UPfwPXItisRAzRb6Vn8n3/d2duCq34mlsnpXDzntiRq4Rmk6oBEHQ/nDmUvL8PWLDQfkrlKEG+DrU6yjTMIaECSkc5aWcU1mWltbk+5HLhkQAqmXctXmOj1IxnnW6XSUHH8SIHqhe5wDctBafdW1ODZtwNPRjnPbVowFhZgnVDDxwkvZ/uebWXfe6ey7eNnuHH5aMuSvv81m+4fNZstS3K+02WyaX1CsDBG4mkrL8PeJPoxCYHA/XUigakix1qIJs5sao85ZGhpJSzDRGvCnXsZVQyMZmPx/N1F+xjlMvOgycvc7kOITTmHKjbeSu89+eFqaGfh+I3kH/ICCw44UDwgEwiSBGmPPcFHE1YDSPHQDMHnMRpNiDJlxLSnD193F5huuJuByytt1IRnXjIpKMiZWUbjo2DEb5y5B+q1NmI9rAjKuOt34ll+kOJWVlbt7CElJCtZmaXOdJiT7POfusz+Vl1zJhLPOZ+bf7pe7K2ZOC7aQFQRMhYXoTSam/P42AJzbt+2u4aYtw/36h6a1NP+HOBgycC0uBqB3+VeynyuAPkR3qdPpmPfMK0z57S1jM8hdhvhrmzCpQAIyrqBlXZMZozY3EUnFjKs21+nBeJ3nzFlz5NumgiIAsuftCcDOB/6O3+mMeJzG2KAt+48hQy0hGBTNAny9vfLtUKkAiLrXVOnolLC/IwEZV9AKtJKZ2tra3T2EpCQVNa7aXKcH43WeTXmDrWrNpWUAZJRPAKB/zSra7P/eLeNKV4a7/BGAApvN5lPczw/1eE13H9fOjz+kd+UKJv/fjartQ2VcldZWvt4e+bbelFrFWBKy92TCOmdpGddUJxX9SkdF8C2fiq4C2lynB+N5nnP22Z++FcuxVE+Wt1VeejX1j9yHr6c7+oEaCWe4X20doq5Vef+bkPsx+7jabDYDcAdwPmABPgQusdvt7VH2LwXuAn4CmIBtwHF2u70xlucbS3w93dTecyeVv7pS9nWLJ3BV7ecZtN2IlHFNJRKXOU5Q4KppXJOWgoKC3T2EpCQVA1dtrtOD8TzPk6/7Pe6GOjnTClB++lm0/udV3A31tL39BjqzGXNxCca8fLqXfcmEM8/TfmPGgOEC10R7uf4WOBE4AOgAngb+CYRVHtlsNguwGFgGzAI6gTlAf4LHNCJ6V62g67PF6C0WeZsQCKgDsyEC12hvZmWnrFQkca4CiW8da8jKGmJHjV3NeP6RG0uEFNS4anOdHoznec4oKyejrDxsuzE/n67PP6br84/DHutZtoTpt92FqSDmRqQaMTBk4DoGXq6/BP5kt9u3AdhstuuBrTabbZLdbg8Vv5wH5AOX2e12b3Db+gSPZ8QIPlE9EfB45G0BjwdDSCAbjYIfHsn2v94atl1nTlHNZYKXiBLdJ7rgsCOpvua3CT2nxuhobm6mvDz8hyLdScWMqzbX6UEqzrPsKa7TkbNwP/pWLJcfc6xfS9eniyk9+ae7aXSpyS6r+LHZbPlANbBC2ma322uAXmCvCIccAWwBnrXZbB02m22TzWb7zS4Z7BB4OzuAwcBVSei2oYqz9BkWys86P3x7iksFEkaCi9Wy99hbJcDX2P0MDAzs7iEkJakYuGpznR6k4jz7g3aWs+55hJl33idvr/719RhycnHu0OyyEs2urEyRnPR7QrZ3A7mEU4wYvP4a+AWwJ/C+zWZrtdvtL4bufPnllwNgNps5/PDD2WOPPQCYOHEiJpOJ2tpavPU7cT56L7PuuJduUwYDAwOYzWYqKyvp6+ujra0NEL3mDAaDXAFZWFhIfn4+Oz5ZTPufbiT/quvIDWb8HAobDJ/Lyc7WVgCKioqG1Lhu27YNsyH85debM6ivr8fj8ZCZmUl5eTldXV10dXWh0+mYNGkSPp+P+vp6AEpLS8nOzqaurg6v10tWVhZlZWV0dnbS3d0tH+PxeGhsFKXBZWVlZGZmUldXh8/nIzs7m9LSUtrb2+nt7UWv1zNp0iRcLhdNTU0ATJgwAYvFws6dO/H7/eTm5lJcXExbWxt9fX0YDAaqq6txOp00NzcDUFFRQUZGBrW1tXikzLROR2trK/39/RiNRqqqqnA4HLQGXzflfAmCQH5+PoWFhTQ3NzMwMIDHmIsro4h+h4POtvYh56upqQmn00lGRgYTJ06kt7eX9nbxmKqqKnQ6HT6fOEeu4EVHY2MjLpcLi8VCRUUF3d3ddHaKtYeTJk0iEAhQV1cnvkGLi8nNzU3J+QoEAuTl5VFUVDSq+Yrn8xU6X36/n23btqnma+fOnfLnKy8vL63mS/JC7uke/AoVBCFp5ivS5yvW+eru7sbv96fUfCX752s08zXSz5fRaMTj8aTUfJVffT2NLz9PqzUbsyJ51akzYCgswtveRs2rL9H7/tsU3XAL1bNmq+ar2Oeh4YG7MV10Ofqc3KSar9F8viyK1edEo9tVVX7BjGsXsMBut69SbO8BzrHb7faQ/d8A9rPb7ZWKbfcCFXa7/fSQfYWQwyPS8MzjND3/JBUXXELFORfG/Te0vf0Gtf/4K0XHnIClupqGxx+i6MfH0/HBuwDs+dq7mItLBp/vqUdoeuGZsPNYp05n3lMv0fTiszQ8+TAAhqxs/I5+Zt33GDl7Loh7bMnO+ovOwlmzhblPvEDm9JkjPs8Tl7+Fz5jFL/96EIbM0WtSV592HN6OdiZde5Pc9k9DIxl57DeLCQQE5v2gkvVLxB+SS+87ajePSkNDQ8m3R+wPwPwX/sPO++/C19PNwPcbASj/+XkU/fh4rEFnAsfmTWy85FzxsTPPpeKCX8lNDwA8bS30LFtK23tvMe2Wv6oKw8YBY+b7v8ukAna7vRvYCSyUttlstqmI2dY1EQ5ZxWC/JSUjj7SDQbrgi63aPxo6g55AhCWPcKlA+POUnHgacx4Rg1lllyyptasuRe2wEqVx9RmDwWqCfFwlHXKq2pCNZ3oV/sYag6SiVECb6/QgHea57GdnYywoJKNiIsbsHPx9g39z80vPsf680/H1izXmDU88NPjYy89Tc/N19K9bQ8DjxtvdxZrTT6D2H39lYNMG1b7pzq42sXwcuMFms32C6CpwJ/CB3W7fEWHfZ4P7Xg48CswHzgKuGOmTS56dkfSpsSAdpzMY8QcD14DbrXjcq94/QuBqzM2TnQOUHqKSy4A+I7VdBRJFonxcJR2yTnvdk4729nZycyOpiNKbVGxAoM11epAO81z1q6uo+tVVgNhoyB2UHijp/uITio89AXdjA4VHHk3mrDnUP3IfPcuW0LNsCSC2e1fS+fGH5B96OIWHa6ssUQNXm832dKwnsdvtF8S46x1AAaIXbAbwEXB28PnOAh6z2+3ZwXPW2my244B7gL8BjcCtdrv9X7GOKxQp8ByqaCoazp07aHv3TUAMOAPOYOCq8GB11ddhKirBYLWKzxMID1yVNljK9q6FRx1D0/NPqqQGqUTBEUfh3LYVU1FxYk6YoIwr/mDGNWPs9DgaGokkFTOuGhqpiDEnByLEAQNbNiEc8xO8HW2YiksoP/0ssmbOof7Jh3GsFxeg3Y2iHGjhh0vo+XopNTdfR9PzT2mBK0NnXEMjqMOAALA2eH8+otTg81ifzG63+4Frg/9CH3sReDFk26dA3ILPvlXf0fDMY8y86wFVlb7f6QDUhv+xsuX6q/C0iFdOOmPkjOvWG39D/iE/ZPptdwWfMIIkwTAYcCkzrhXnXUTZT8/EmJ0TfkwKMOGsX1B28ukYsrITc8IEuQpIGm8t0518VFVV7e4hJCWBFPRx1eY6PUi3edZHqMPInr8XA1s34+/vI+B2Ywomq3L2XsicB5+k5fWX0ZlM7Lz3b+I5TCYKDvkhpaeeQfs7byD4fegiFHanE1H/ervdfoJ022az3Qg4gV/Y7XZHcFsW8BSDgWzSsP2OW/G0NONubpRF0ICsS1UGm7EiBa0gZk39wYyrEHKu7i8HrW8Ff/iSnjLjqtS46vT6lA1aQfRdTVjQCqNROqswZGURGHCk9Gs/XtEn2PJsvCO95YUUzLhqc50epNs8K33d8w89gqKjj6Xrs49xbFiLt110FTAXqXOEZaedieD3sfPev1F0jByGkTVrLq3/fgVn7Q4yp05XHSMlYBLtb56sxPouugpxmd4hbQjevg24ciwGNhIcmzfh3F4jL/v6+/tUj8tZUpcr6jn8LhdNLzwjB6aRcNXV0rfyWwC8PV1R94ukcVVeKSkzrhrxEUhQwWLVpVeD3kDGxMrhd9bYpUh2PhpBgj9OqSgV0OY6PUi3eVZK0EpPOZ2CQw4XHYT6+2VPeFNhUdhxOoORvd9ezORrB9vIZ82aAyA7FCipe+ge1px2HN6ebga2bk70n5F0xBq4ZgMVEbZPADITN5yR4+3qZOMl57L+gjNx7dwBgK9HbRnrD9Gl9q5aga+nG19vDzW3/BZXQx3t775Fw1OP0PbOm6pjdYpWrN1ffobgFQux3HU7w8bikwLmSBpXxRWnMuOqEScJ+u0uPGIR+y7+KiHWWhoau4JUDFw1NFIRZUt4qfZFsr70D4h5QEN25JVIY3aOKtGVUVmFPjMLR0jg6uvvo/Xfr+Dt7GDTZRew4eKz8Tv6E/2nJBWxpvz+DTxjs9muA5YFtx2I6Arwn7EYWLy0vvV62LatN11D+c/Pp/LiywDo/XopIEoFfL09bP7NpeQs2IeCw35E1+cfk1FZhTHYPcnTqq4E1JtM+GPUxvp6ujFm50TJuCqkAmmuUxkNu8p/WGP3UVio9fdWIksFUlDjqs11epBu86zMuOqtYo7PkJ2F4Pfj7eoMbrfGdC6dXo9lYiWeFrGpghAI0LfyW7bd9nt5H6mgy7FpA7n77J+QvyEZiTXjeinwNqJFVU3w33PAu8BlYzKyOBnYFJ4+B2h+6VkA3M1N8raA242vuxuAvpVi1hUQ/daCVjOCR8yo9iz/ip0P/oN4Unz+PjHjGtG2JorGVSM+UtARSCOE/HytBa+K4FdQKl60aXOdHqTbPEfMuAZX97wdHcHtsS9aG/ML5IC348P32HztFXL8oqR3xfIRj3k8EFPgarfbnXa7/TKgCLHKfwFQaLfbL7Pb7UnRfNjX30fW7HlRHw8oNKsBtwtf36CMoPHZxwGx6EHWwQazq1tuuJrWf7+C3+EgViSpwHAZV6UdVqrTvL2b/9zzDX5fYiLOVCxQ0VAjtXjUUJOKrgLaXKcH6TbPysBVbxUDVikL6+sOZlzjkKmZ8gvwdXfRv24NO+78k7x90rW/A/1gbNH73TejGneyE2+JnzX473tloVYyEBhwYCopIe/AH0R+PFj9rzOZxYxrX1+EvQRZG+Lr7YnweGzInTIialyVGdf0kQp89q9NtOzooaslMW+bVMw6aahxDVFEmc6kosZVm+v0IN3mWSkVMFgtwW1ivYy3qxP0+risGPVZ2fgHBth8w9Wq7abCQox5efL9ge83ykVaXV9+Ru09d474b0hGYgpcbTZbjs1mew1oBZYCE4PbH7XZbLeO3fBixz/gwJCVHbVlquQkYMzNRfC4VW3YBncKyIJpX3e4W0DFhb/CPEGsUctZsA8z7rwPQ26ueLWjGkvQKms4javmKjBiUjHrpKHGYtGaQkQiFVcbtLlOD9JtnpUZV6mmRdrm6+rCYLXGZWFlsFgIuJxhSTFTQRFzHnyKrLnzqfjFJQBsuPhser5ZRs3N19Fm/3dKddyLNeN6J6KrwEJEP1eJd4CTEz2okeBpacaQmaVqOKBEWvo35uYFM66ReyZLkgBfdzeOzZtUj5nyCmQ9SsaEieTtfxAL3vofuQv3VZ8jGPwOq3FNI6lAotEyrqlPRUUkIxONVMy4anOdHqTbPEfqyCht83Z1yvKBmM9nsSJ4vZhLy8mcMVu20jLm5ZFRMZE5Dz1NxbkXkhMszGp98zX52J5lS2h5/eWR/ilJRayBqw34td1uX4W6SmkjMDXhoxohhqysiBlXQRAIuMWMqyEYuEoZ14oLLpH3C/h8gxnXni62//lm1Xn0Fot81aTMloYGoAEpcI2UcU1zO6xE2SOnYtZJQ01Pz8jlOqlMKq42aHOdHqTbPOsjZJilbd6uTrlgK+bzBff3tLVinTaDaX+8k/yDD8NcWqbab+ZdD1B66hn0LP1C3rb1d/9H3UP3pETSJ9bAtQDoiLA9B4jQ13T3EC3j2rNsCR0fvQ+IUoGA20Xnp4sxFhTK9lcgdsEKBDOufocDb4hcQJ9hkQNWVSOBkAC064tPRc/Y4RoQpJUdVmI/LFrgmvp0dET6ytFIxHu/ra6XTcuTp1BGm+v0IN3mOWLGNegJHxhwoM+MzwZfCnoDzgH0GRlkz9+T6bf/PSyW0Ol0FB65KOI5UsHjNdbA9RvErKuE9M15CaLmNSkwZGahM4dnMbfedA3dX3wCgDEnF8HrxbVjG7n77K9q9dn1+cc4Nq2X7+tDAlIx4you9Q+VcXXWbKH2738Z3lUgDTOuiSKF5DoaGnGRCKnA639fzicvbkjAaDQ0NKIRaVVVp0iuRQpsh0LlCxtFFimRNWd+xO1brr+agM8X1/MmG7EGrjcBt9lsticQmxZcY7PZPgbOAX4/5JG7EH1Wlnw1Ew1DTq582zp1GoYIPeqlfbydHWTvtXDw/FarIuM6dJGVc3tNZI2rUiogHZdm/ZsTQSosd2gMTXV19e4eQtKgfL+nosZVm+v0IN3mWafTkb3XQgoOP0repkxYDRd8hqJXSCGjFaIrn3v6X+5myk1/Um13bFzHd4sOxvH9+L1wjdXHdSlwMGBGbD7wI6AROMhut383dsOLD1EqMEzgqmivpjOaIgauGRMGBeTW6kmq88uBqyJY1UewtdIZTeD3k7NgX+Y9/TLWKdPE7REC3njfvBqpqfPTUKNdnChQvBSpKJPR5jo9SMd5nn3vo0y75S/yfWXAGa+zkNJCUx9hdTmU/IMOpfDIRRQeeTTlZ56reu7ml56n8YWn8bS1xjWGZCDmV81ut68FzhvDsYwaQ1bWsJ5oxuzBjKveZMaYEx64mssmMBB0FLBMHqw9M2RlydlR1RtO4c0qb8rMRPB60BssctAKkQPXaCl9jeik4xdgulFXV8fUqUlT+7lbUb7fUzFw1eY6PdDmWZ1xHS5rGopKohhjwktnMDD15j8DUPnLK+hdsZzN116Bt6ebrqcepWfpl8x5+Om4xrG7iSlwtdlscwG/3W7/Pnh/EWIQux74m91uT4oCLVHjOvRkqnzVTJEzrsrg0jp1+uD5Fa3ZVEVWEXzYDFYrXpdTZX8lPjB435CZxax7H8U6beaQY04lEhVvpuKPt4ZGNJTv9kSuNggBAZ0+UV4fGhoaw6FTrArHW+eirKfRxxn0SuTusz/WqdPl5Jy7oW5E59mdxCqufBqxzSs2m60KeAsoBC4H/jw2Q4ufWDKuSrG03mRSaV4lihYdK9+2VFQO7q9ozTZcil9vzYRAQBUEA2H3c/ZaiFEhX0h1EpUp1QLX1Ke4uHh3DyF5ULzdlRrX0X4OXrnjK5a+sXlU50gE2lynB9o8q5f445cKmCLejhdzSRkBp9goSW+Nz9kgGYg1cJ0NSFrW04Cv7Xb7cYjFWWeOxcBGgqmoJEzjmqEIPEGtJ9WZTOiNRnL3PUDetvebH5Kz1wLFOQc/aHqTSU4ZRnvDmcvK5duC3z/o2xrMyoYGrumCFK8mKuDU4tbUJzc3/KIyXRGiBKujvRDsbhlg9ac7R3WORKDNdXqgzXNwtVaSHMYrFTAoNa6xt4oNxaS4gNAZjbS++Trenu4Rn29XE2vgagA8wds/At4L3q4ByiIesYvZ4+W30JvN4X5mIQGmcrKlK5aZdz1A5szZgNigQG8ZNAXWGQwYcnJVWldxe+TAdc7DzwAgeNxi4BqacY2gh00nEhVwClpxVsrT0NCwu4eQFNRt6uCJ6z6R76syrinyMdDmOj3Q5llEkgjEmzXVJyjjalSsNLsb6th539/Y+Y87Rny+XU2seep1wKU2m+0dxMD1xuD2iUD7WAwsXjLKJ4g3Qm3RVz0AACAASURBVORaoYGrWioweLUz864H8HZ1inrVkGBzz3/ZB38hpMxplIyrqbCIzNlzCXi9CAF/WOFWumZcZRIlFUiVX2yNqLjd7t09hKRg63ctqvtKjWuqSGa0uU4PtHkW0ZnM4Hajj1cqoHIzGrkbkSErXJ7Yt3bViM+3q4n1VbsBeBO4Fngu6DAAYlOC5WMxsBETUiglGfaaCovImjtfnXFVvAmMuXkYc/Pk+8U/OZns+XsC6qKs4aQCIF4VCV4PRMi4prtna6I8KFPRy1JDjTXOdoipSuhFWiKlAsmCNtfpgTbPIlICLVZngNDjRnKskkiBq6+rk4GaLWROmzHi8+4qYvVx/RwoAYrtdvsFioceAy4di4GNFCGkI4Tk21p11bVMv+0u1WQPNfGT/+9Gin98fNTHhwpcdSYzAY8XwR8Y1LhqiGiuAhoxMmHChN09hKTE7x9sbJIqHeS0uU4PtHkWkWptQrtuDocq4zqawFVyUwpZEd5w0Vm4m5OnFXQ0Yo6q7Ha73263d4Vs22G325PKvTb/4ENVXSoyZ8wCBrOm+ihSgXgJzaTu8dIb7PHSG/J5Ba9HpXGVxmEqKBzxc6YCsWZKa9e38+KfluD1RHZaS5VMk0Z0urvHT7HALkX51k+Rz4E21+mBNs9Bggmt0dhhjUbjasgWHZIM1vCWszvvvWvE591VRE0b2mw2O3C23W7vDd6Oit1utyV8ZCPEkJnFtFv+wref/g+Ail9cQubM2eTudyCg9lCL14pCSWhxVsaEiYOPmYxi5lehca2++jpKT/kZpsKiET9nShDjD+3X72ylt8NJd4uDkqrwSlQhRTJNGtHp7OwkPz9/dw8jqUkVyYw21+mBNs9q4i/OSoyrgCwV0OnJ3f8gBJ+Pvu++AaDn6yURC8uTiaEyrh0MXtt3DPMv6ZBsrPRGI4U//JHcJEDloTaSVHsMGled0YTg86km32DNJCvoXJDOxLq0KZmiRzNbD6TKGqmGxihIkYSrhkZaoZOLvOPMuCobH40m4xoMXPUWKzPvvI9JV1+vetzdlNzuD1GjL7vd/otIt8cLc596CX9PT9h2VdeKON80qvMMqXE1Ifi8CBEaEKQtcfq4Sh9svy9ygDpeMq6BgIBe60w0IiZNmrS7h5AUDBWcporWW5vr9ECbZ4lgIi1eqUCCpI7SsRlBzbExZCV4+x1/ZM6DT434/GNNylYOmfLysVSHf0hCGxDEjeRaEKHNq/wcRqNoh+X3gyFlX+IREas2VRd82XzeKBrXcfCDvfy9Gv55yxdRg2+NofH7k6KT9G5nqPd6qmi9tblOD7R5DiJlXEejcR1FcVZGVTWVl1zJ1Fv+CoAxO5t5z7zC3Mf/CYBj/Vr8LhedH39I//o1I36esWI4jWtMJJPGdTiUnSpGIxUY+jlMssY1WqOCdCXmwFXKuHojB32BJPrBFgSB/i43OYVqofuKD7YD0NnUH1Gnm+o01XRjzTGRX5o1/M4RqK+vZ+rUqcPvmOIMdeETTUoz3tDmOj3Q5jmIlP8alavAKFaMdTrKzzhHtc0a0mTJsX4N2277PXqLhcpfXknJiacmjUvSUFFVUmpXR4vOYBAr+gKBuM1/Y34OownB41G3fNUAYlvid/S4adkhyjx8UaUCu/8HWxAEEGDjskY++9dGTrpqXyZMCy886Ot0DRm4CoJAd+sABWUjC/ASSWNNF/2dLmbup7atcfZ7sGSaZO3xig+2UT41H583wNdvb0UQBLLyLMw/tJLJ80sAePP+bwG49L6j0Bg50S7eIPqKxFCkSpZWQ2PcImVc4ww+lfFEvO1iY2XGnfex5Yar6f1O/P4OuFzsvP8uzKVl5P/gsDF5zniJSeOaSuh0OvRmMwGXa0QTL/nExqRx9Y+dxtXr8fP121tZcNRksvJiqy4c6HWz+pOdzD6gAp2eEWfCIlG7vp2mmi4OtM2go7GfgD8Q2Q0ghh/N959cLd/2e5I3cH3/ydX4vAE5I7ZzU7scuAYUXpt9Xa4hta47N3Tw3uOrWHTefKYvLI/5+Ru3dmG2GCmuzBnFX6HmrQdWgAAttT3kFlmZulcpggAv376UPX5YzcEnzqC3fYDl720LO7azyUFP+wCT55fgcnhHPZaSkpKwbQO9bgIBgex8C0vf2IzX4+eHP5sz6udKZqJdvAH4onw+hiJSlnZ3a7EjzbVG6qHNs4hO0riOos5mND6uQ2EuE3+D+lavUG3v+Oi/ZM3fE29bK5nTZ47Jc8dKWqYDpYB1JHZYMQWuQY0rEVq+Jormbd2s/byOL17fFPMxX79Tw6qPa3nlr1/x8u1f4XWL2RpBENi6siVq9mbJG5v575OrEQICLTt6ePP+b+nvcsnHCoLAB8+sYeXiWpz9HuwPreD1vy+PGFxKcavH5eONe7+hdv1gx+CGLZ30tA3QurNX3hbtR3t32wB53X52rGun/vtO2oLjbdvZJz8+0OeRb7fX9/Lc7z9nxYfbVedw9LgRBIH2+uDxdX3Eit8X4K0HVvDaXV9HfJ23r23j63e2Rr1Q6G0f4Ot3t+Lz+Gna1o0QEBjodctFdOu+qGfpm1t48balvPinJQT8Aqs/rsXvC/Dd/3aozrXPj6dgu2IhZZPz6O1w4h7w0t3qiPlviUZOzmBA7nJ4gprhL3nlL1/h6HGz+tOdbFjagLPfM8RZxj/+IbKqvig+x0OhvKiSt+1mHbZyrjVSF22e1YzGGWCsMq7G/AJA1Lkq6fpsMevP/SkbLj572HP0rVk5JmOTiDlys9lsRwBnAtWA6hWz2+1HJnhcY4rebCZgNI5oGT9zxkz6160espGA3mSSfZ/GSirgGhAzWtvXtIU95nH5aNjSxeR5xfLSLoDBpB7LO498x8m/3o8d69r56Nm17HfsVPY9Jlx/tObTnQC0N/Sx8n87aKrppmZ1K3sdXs1/7vmG3EKrvJz5ziMrcfWLY3P0usnOV+s+pSCro7Gf5u09fPrKBs677TAx4H3wO4xmdaAf7Yd5d7sKDPQN9tz2Bf/2ppou/P4ABoMeR8/g47XrO3APeFn+bg1FFdlMnl9Cd6uDl2//iv2PnyYfP9yyb/33naz7oo4fnTtflZVu2NpF5Uz1+3HpG5vp7XAya/8K8kszQ0/FsndqqFnZQn+Xm83fNLHvMVMorhQz5HMOmogly4TRpOeb/6ozq98vb2TLimamLShjryOq2fhVI3MOnEhOoYUDfgL2B7+jaVs3vR3OWF5Gmbb6Xj5+YQOH/nQWFdPEL876+noqKysB+OK179m6sgWAgNvPC7d+KR/bVNPN1L1KAbGrlN8bwGxJHW252+mL+thIpAJ+X/jFjN8vxP5jMAYo51ojddHmWUQIxgd6S3gDgFgZq9jCmJMryylD8fWKEr6A16tyRBACAVbZfiRqYW2n8P3Vl7DvJ8vHZHwQY+Bqs9nOBx4F3gAOB94CZgJTgBfGaGxjhs5sjlsULVH5q6spXHQclqroth6J6m4xFM7ewSyT1+PHpAj4Vi7ewXcf7gDggJ9MY+GiKcBgEHjMRXvxv+fX0by9h0BAwB0MgnvaBoZ8zq5mB/WbOwHobOzH2e+htbaX1trBDGl7/WDWsL/LJQeuQjCVJ2UApaXkgV4PzTt6MAaD6tBAdaDXjdftx5ShDmh3t1QgdCm8em4ROzd0sOWbZny+AAaDeMFgthrl1xdgzWd1TJ5fImt4l79bw4x9yiOeM5SV/9tB/eZONi1roP57cR50eh3ffbidrLwMVi3ewUEnzsCSZZYDx/4uF0v+8z0l1bnM3Lec+u87mfeDSnmeNn/TBED95i452DvwhOlYskwIgkDzjh7qNopyd6NZz9rP6/B5Aszct5yySXmUTcqTx1c2KQ+9QUfTtm7579MbdAiCIBfbgfh+1et1bF3ZQk/bADP2Kec/d39DICCw7vM69Hodm75upHxP8bPjcfnYtrqV6jlF7HXkJL56a4vqfdayowf3gBefN8D6L+vxuHyc+fuDMZkNYntUAQzG8bu4pHz/hCKtmsRDpIzr7na+8HhSO2uuIaLNs4jgFy9G9Rbrbh5JODq9HmNePr6uzqj7+Pt60SsstNyN9fgdDmrvuYP+jevHfIyxXmRfC1xht9uftNlsfcCNdrt9m81mexDoH7vhjQ16kzluUbR8rNlM9px5Q+6jDFbHLHB1DH4B9HU4KZyQLd9vVyw5f/1ODXscVoUpw4jL4aVoYjZT9ijhkFNm8ukrG+nvdA7++EWQuClbrm7+tgmv249Or2PT8kamLSgbcoxNNd2UT1EXK0kBpzJAfeOebzj24r0inmP1JzvZuKyR828/DIPCWix0CdzvC/Dxi+uZe/BEJs5IbFvdvk4nggC5RYNfMlJWWWL+IVXUbepkzWc76Wgc/EiUTc6TA7+JMwpw9IgSi+7WwYuELSuaAdj6XQt5JZn0BTOlE6bn01TTTXt9H3scVoXHLX7ZfWXfCsDpNxzI9rWtfPPeNj55aQMtO3ooqcpl3iGDGY22+l52buxg58YONn7VwECvB7PVGHaR0tXcT19VDkaznoxM8WtBp9Pxk18toHZ9O5ZsE5++vIHOJlECUDG9IOx1MpoNlFbnsmpxLQDZ+Rn0d7txObxYs8Vgunl7D5+/ulEVcK36uJZAQCCnyErNqlZadvTQ3+3G4yti9lzxfRQICOx15CQqZxZy/K8W8P6TqzGY9OiCx4eyzL4FnV5HV7OD/m4XZ950cPjExsn6L+vxef3sdcSu86Ls63SpZCcSliwTLodXztbHQ6SMa6RgdleSmRm+KqCRemjzLCIEbcEMSRi4ApjyC4YMXJ2129EZDBhy83Bu3YyrsV5+rOP9t8d8fLEGrlOB/wVvuwEpSnoQ+BT4bWKHNbbozOZRmfcOe36lZcUoxNeh9He5cDo85JdmqQKn1+76mvP/fBgZmeJz6UKKLJa8sYXyKXk4etxyIVdBuViY1dUygNspnUuH1+3D4/Ljdfswmg2qiua67zvRG3TMPqCCDUsbePdRtY5l7sET2bC0gbxiKz3tTpa9LbZtVRbPSPFmaKbov08MLn3r9ToyMk2ydtHj9NHX4VQVk4VqXJtqutn6XQvdrQP89LoDhn4h48DvD/DCH5dgNOv58QV74nL4mLlvuRyASlhzzFizTaqgFaC0OlcOXMsm57FysagTdfS4sWSbwgJgyUJrx/p2svIy6GoWA0W308tAMMvu9wbIL8ukqCIbISDwzXvb5Axn685epg8MLi1//3WTfFs6/vNXN4EOpi8oY+t34vK7e8BHw+ZOsgssquwowKR5Yhe6nCIrnU0OcoqsUZfiJ0wroHl7D3qDjgNOmMHif66jv9uFJdPEG/d+I49BOp/RpKer2UHV7EL2PnIybz/8Hf3dosxi27cdrJ5YS3+3G71BR9lkMbubmWPm5F/vi06no62ul09e3kBHg/p1X/dFvep+V4tj1K4Nn78m6smHClzb6nppqe1l1n4TMJr0YZ9FZ7+H9x5fxX7HTqNyZgHL3qmhcUsXB/xkGlWzxQxGICDg8/jZsa6NDUsb0Ot0YfZv1myzGLimiMa1vDz2okSN8Ys2z0GCgaveOnKpwFhiDLblzZw9l4FNG8Ie33zNZegzMph8/R/YdtvvsO7iYq1YA9cOQFJVNwDzgTVAEZCclwxDoDeNXCoQ6/klEplx/adC1zdljxI58An4BWpWtzL3oInBJ1Uft/GrBjZ+1YAly0RptahjlHSPaz7dSWudVBzUy5PXfyofZzDq+cmlCwZPJEBJVS57HVHNhqViSzgp8wNQPaeIkqocJs4o5KU/LwVgw9IGZu47aK0kZVylTG7xxGzaQ4KOjEwT5952KB88vYYda0UNb+gyuhAQZJmDNdtMW7DAaYi+ECPCESxC83kCvPvoKgDKp+Tx2b/URXGZuWas2WZVYFY9p0ilLy0oFwPNnrYBBno95BZaKanMpW5TuPOcx+nDo9A2StIPiYVHTQagaGI21XOK6Gx2oDfo6O1wqs7X1TJYJGW2Ggn4A3jdfiZMy+ewn85Gb9BRObOQj18Us6mVs6Jnq7PzxC/ZwiECwAlT81mJGMDml4hfDf1dLgwGvfza5BRaOOaivSgsz6Kvy8XGrxqZ94NKcgotVM0upP77Ts646WBevn0pS9/cAkDFjAKVHEYKrkuqcjn9+gNxD3h5+sbPoo5r9Se1HH7GXEDMzhuMegL+AB2N/RRX5oQF60MhVeD3d7vIys1AEMT3otFk4MNn19Lb7uSL1zax1xHVlE3OI780C6/bx0fPraOkKofW2l6+eH0Tzj6PfAH3/lNrOOfWQ/B5/bz90HeqjPxBJ87gm/dqVNlVa46ZrhYHPo8fISDw3ydW43R4/p+98w5v47ry9osOgiAIgr2LFCWqd8mqltxLnHGJEzu2N86m2Emcvulls2mbOImTTfbb9O6SxHHs5LrGtiIXyZZVLKtXUmKnSLA3EET5/hgABFjEIhIsc9/n4UNy5mJwgR8Gc+bcU7jp42tGDIsYytj1T3E92ObmZlyuiV0pkUw/pM4qYY/reOyQvA9/gp6zZRM9pVhCSeWJCxYPabgCBHp76a2vBaDnzKnJnc8ARmu4vgpcDRwGHgV+oijKVcAVwAuTNLdJQ2cef6jAqI4fh1CBhsp2MvIdVIa8eb5eP3/9/hssuCSb3pDHzWjWx5TL8XT14cpWjQ5rompch2NWgYh3L4zfF+B8RWzb3LxSF86MRHLnu6g51Uxyug2bw0dzXReubDvJ6aqh9sEfXMZD/7WLnk5vpJ4nELnIhy+e+qE6i+lUr2u0F6inw8uLfzwS+T8QCHL45Upe+/tpbvjwSiqPqe9DuNRPb3cff/nubtZcV8zC9Tlsf/AoxcszIkk8I9Hd3svJvXWk5Q7Ogm2qGZz9b0tSDddornzPkhjD0RXych96uYrOVk/ovRvs+c8ocEQqK2y9fSF6g44dD8d+eYTDIXQ6HW/70EqCwSAv/vEIZ948T11Z66Bj3vGVjeh08NxvD9FU00lWkROLzcQVdy0hGAiy8/FTeHt8g5LpYl5jsjrXxJThy6/llbpYcXkh89dmR15bR5OH7jbVaF24IZfl2woiHv/kNBvr314Sefy1719OT2cfSS4ry6/P4NSrrSTYzawdImkwGovNxPJtBWSXODm4ozLmPXBm2Kg+1QLAuSONPPebQ1x/zwpa6jt57e+nueKuxYPq1kYTCAQ5uKM/HKG1oQt3VQfbHzrK6quL6O7o5eyhRq79wHLa3f1JaQd3VEb+zl+QSmeLJ1KNI3rcyisKObC9gud+c5DsYmfEaE1Ot7HyikJK12UPSpKzJanv7Wt/Px0x7gEqj7kpWnbhz/hQyV5THePa2toaY9B4PT4qjrqZszQ95oZFMrMZqLNWmfPZr1Dz259jdIy9MU3Wu+6chBkNIKBen+2LltL4978OO6z71OirGk0kozVcPwqEr2jfAXzAJlQj9luTMK9JRW82T+gS/uDj91/Yx9qLeDgGXli62nqZuyKDS24o4a/ff4PG6nbc1R3srO7AkZpAVrGT6z6wnN99KdYLVbi4v45eVlEy9WdjDdOB7A7FU4YJG3KJISMmKcXK8ssKaGnojhitAEaTgdu/tGHQ87c29vCrz/yLxGQLeoOO5ZcV8MIfjsSMCXsaU3OTIob5c7+JbTsXDMDJfeoy+FM/6w9ZCIcX1J9to6utl7dePEdmgYPT++s5vb9+xGL4Zw834khN4PT+eg68eG5IQ7ez1TNom96gJyGp3wi99gPLsNhMJCb3G4Jh7+vx11VvdfZcJzklKRzbVcOiTblUHHXT0+Fl3dvmRl5Tel4SaXlJ7HmqjK62XrbethC/L4A9JdbA1Ol0JA4wOpduzaelrotL37Ugoo3Xo34h5c7rj1HV6XWk5SVRe7oF+wWM0rC3fmAFg2gMRj0bbpwHqDcpJouB9qYedHodRrOBrbctuKB302g2kORSDZXs+UlsvGbZsGMHsvFmdbkqPd9Bn8fPn7/zOgAlqzLZ99xZ+np9HNxRSTAQZPeTpyPhBbVlrcMarj6vn+pTzTHnwV++s5usIjVsIbrE2b8ePorBpOc9X99C5XE32x/sT1KI9oKbLIaIp3Xd2+ayZEs+B7ZXUFemliXLKkrm6n9fRoLdFLmxCycQW2xGert9Q97wJCSZ2fNMOfXn2miobGfO4jSWbSug8lgT6flJ2Byqtl7PYMP1QglgY6Gj2YPdacHr8UVCl0bDwM/EG0+d4cir1Szbms+mW0onZG6SqWcsKxuzGeemS6dNMf+hMDrU7zdjcig8a8EirDl5BINBWnb0+ypbXt4+NfMbzSAhRHPU3wHg/kmbURywL1uBr3nyGoOZM/qTli4mJKGv18f2B4+y8eb5Qy7/JTqtpOUlYbIY6GjuN6bam3rIX5iKNTH2udddXxyTYHTtB5bz+y+/Aqgxr9Ee1/VKSeRinZaXFMniDscJJoYugolOCxmFyWREZZeHsSaa2HTzfHY90b+M0FTdQcAfpKPZgznBSMmqLOrPtXH45arImLCRvu5tcylYmKoWxR9AMBjEO0RGdU9nH4FAkIZK1SA3Wgw0h16XOeHCH/eAPxApMxWON2ysah80rr1Jfa/f9blLePR7b/S/Xrv6fjszbBQtVQ3esJcyIck8qNSX3WmlZGUm9mQrGYUOtr5rIX1ef8xSbmqOHZ1Oxy2fXkvFUTcLN+QM++Vvj2pEMX9tFpuHuOBf9u6FHNxROSi5ypluo/Z0C+aE4T+vBQvTeO+3Lx3kWR4OnU6HLdlCd3svJosRS4JxTBeuwsLxJUEN9BqnZKkh+S31XZEVhLDRqtPraKodun6u1+Pj0ft3R84ti80UMfDqz7ZhMOpjbijb3T3klbqwJpqYuzITd00ntiQzyWkJHHu9hiWb88me6+TYazW8/o/TrLiikNVXqxU/Ntw4j9f/cZqm2k6Kl2cMaiqiGrB+7E4rvd2dJCRZ1JCg0Ar/ki155JSk8PzvDtNcFzLIT7dwcm9d5LWaLAYWrs8Z9L0A0BWKKw4GgwQDQY69XkvR0vRB8wgGgoPidoOBIOjUJiTP/uogeoOOgD/IlltLWbw5D19fgLID5ylenkH5oQb2PF1Ggt1MwcJUDr9SRf7CVK64a1HkeD2dXk7uUW9Kq04OnyAimXmM95yWxJf8j30Gc3omSavWsvKZl9AZjOjNZnrOlkUMV3NGJt6G81MyvzGV7lMUxQVkMKBxgRBi6CCIaUrOXe+b1ONb5xRF/taZxl8dseZ0C2cPN9LX62fjTfMG7Q97Xax2Mx0D6maGL07J6Tba3N3c+8Dlg5bloy9grijD9bJ3L8Jk7Tey5q3Ooq2xm75eP4401fDVhwzpIZf6o1i2rYCGyvZI5ny0tzJc4iqc6JOaY1cv3CtUo0+v15E91xm5EEYTDARjYkCjtz/ziwMRg8LX64+UhopecgwGg7zxVBmZhY7I0mp0HG3tGXVpuaPZg07Xn1SmbutBb9DhyrFz/T0rItvD72d06S6DQc/W2xaQ5FLft83vKGXn304CRBKhotvEmsyGSGkw9bWrf9udVhZvunD9w0SnJTTWwhV3LRlyTO4815BVFxZtyqX+bCtFS9Iu+ByjNVrDWKxGvL1+gjDm2qp9fX1YLKPrCjcUb//IKnT6ft3PvHkef18AV7ad5rpO0nLtZBQmU36wYdBjg4Eg2x86GjFabQ4zd3/zUjxdfZFVhI03zaOzxcPclZnseORYJF4WVN033th/zkYv3xcvS8dd3cGKy/sv4vaQdn29/kHedIDr71nB8d21ESM7OT2Bt927ktaGLhZvzsNg0BMMBnFm2AgGgrz9vlXse+4sJ96ojRyjr9fPodANYlpeEjaHGX9fgJrTLXS19dJQ2c7TPz9ARqGDymNN1Jxq5pr3LYs0qDhz4Dwn36glr9TFllsX4PcFsNhMPPaDN7AmmiM3eQsuyaGuvJVXHzvJq4+djMTi73jkWOS1uqs7IjfD5W814OnyUrQ0A1dWIs///oj6PjgttDV2E/AHRvyemSrCdZvHSzAYDIVZJXJqXz3+vgDpBUmk5Y4t7nqmcLHntCQ+mFPTyL/vU+o/UcnmuqhuXanXvI26B38b+d++bCWdk9x4IMxo67iuBH4HLA1tCt/rh3+PKghJURQD8F3gvaihB88D9woh3CM87sPAT4GvCiGmfWiC0Z6EKS2DPnfDuLtb9Pb42P2k6vH0dPfRM0SNz3Ccm9VmGuQZDC8LXn/Pcvx9Q3/xR38xhj2xxcszWLA+JyY2M6ckhXd+7hKaajojnt/StdmcPdTAgktyRnwttqgl9OjC/OFjhQ09k8XAe76xJcag1ul0mCxqLdRweSVQvWEDlzfNCUa8PT6qTvR7adrcPex5Wg1k9/X5OfxKJbYkC3mlLg68eA6DUc89D6j9M6Jj/6I9aXmlqWQUOjj8ShXeHh+dLR6siSZ0Ol0k4x5UHSDWyAVYtLHf4Fx6aX7EcE1yDR1PqtPp+Lf/2hy5ORgtYe/YeFrApuc5uO0LG8b8uJEwWY30eXwEA8ERPd4Dqampobj4wrGtFyKcaBYuJ3VqXz3oYPm2Anb86Rh6gx5HagKerj7++r3duGs6cWUn8q7Praexqp1zhxtZe10xXW29kVq70Z/NnHkpuELe3HAJseiydMPhSLNx5XtibyyiQ0qGMlwz5ySTOSeZ6pNN7H22nPwFqZitRgoW9tdS1Ol03PqZdaDTYTIbWHt9MSfeqGX5ZQXMXZFJotPC33+8j7xSFxtvmh85737/5Vdw13TQWN2Bp6svEi9efrCBJ368j/ry2Jjpc0fcnDuiJopmz3XS0eyJGPgbbpzHissLaTnfxTO/fIt2dw+ezr5IeITZauCmT6zlkW/uIhAIsvqaIurKWqg93Urt6f7nue6Dy/F0qcZu+4CKItOBQCDIq4+d4NTeem751FpSc2J1VyPgJgAAIABJREFUb67vxNPZh9Vu4oXfH2bRRjVxtmhZBg0V7eQvcFF2oAGvx8euJ06R5LLGrJrZHGZSc9TydPNWZzF3xYVLD84ULvaclkwt0Ynnade+ndZdr1Dy3z/EEmoT2/DEo1T+5AeTPo/RXkl+i1pN4BPAeSILVGPmC8CNwCWolQp+CzwIXDfcAxRFKQT+AzUxbMZgdDjoczcMGUvrrung3JFGVl9dNOxd9bFd1TFL90MVpzeFPFhDLf2F4xBH+sIPezPDS8RGsz70OBsGo56CRamR2MbktP4Y1uR026gNnfASOsSWwQovT5osxtBc9IOWJqNZdXURXd5W3nq6gVN76wftv+bfl9LT2ReTxBVNb7ePnX9TwxZu+8J6INZAHS7Ob/7abOavySKnJIUn/+9NOpo9MfGskdeZGDZcR3d6hI2eoRjKeBmJjAIH65WSUd1MxAuz1UBbRy+BQBDLGA3XiSIh0YROr6On00tqrp3iFRmc3FvHppvnR7zx4coWzXVd/Onbr+EMhcSUrMoa1HlsyzsXcO5wIylR59ba6+fy6l9PxhiSYyEcMw5q3Phw5JWmklc6/HOEzyVQvfTv/bZaJk8fWt6/62ubBz2mdG02B0Pd8TLnJNPZ6iEtJ4mKY27qy1spWZXJvNVZJCSZySxM5p+/O0T5W6qXuq6slbS8JG76+GpOv3me+SEDPyUzkTu/uon6s63YHBYSnRZ6u32YLAZMZkPkHMksTGbZ1gJee+4IJ19RDeabP7mGrCJnpMRby/kunBmJ+Lz+QeE28aK1oZsdfzrGqqvmULgojbMHGzi2S41VP72vjkOdXqpPNrP51lKMJkNM3D0Q+d4J/7Y5YiuQdDR7KF6RQenabHY9fopAIMj5c614PX61M9yyjEEhGhJJvIn2uFpycln8m0di9mfc/K5pZbjOA94pxIBMnbFzD/ANIUQ5gKIonwPOKIpSKIQYXEVc5TfAl4EPX+Rzx5WwwNE1XcPsFqepOtHM/DXZMTGnfl+A/c+fpfV8V8wdfMAfxBPVj91iM7L00gLS8x2R/8OsV0owW41Dtvkcind/WS3MHq41GjakdTod7/vu1sgF72IYaFgbTHr8fYFIPUlzyPNjMA73XOpFLsFupnDuHI5tb6anw4vJYkCnUxOOttxaGrmgv/rYCXq7fSSlJgwKoQgT7fkNM1znKmui+v6Gl7o9XX0Rw2ao1zlSV6+r7l7CmQPnh7zhuBj0Bj0rr5gzoce8WMxWI16PX20wMEZjPCNjdBUgRkKn10U0WbI5D7PVyI0fWw2AIy2BnJIU2hq7I5+JNncPbe4eDCZ9JDQmmiWb81iyOTZsI2duSuRmaDyEV0hgfDctwzGa0I5LlBKCwSB15W1c/e9LQ3G0fex/4RxLNuXiSIv9Lpm/JpvytxrU0mWnWli+rQCTxdhfji+K6AYk0Ssvl9+5mP0vnCWnJAWTxcC6a+axemspJosxMi5Sa7q+i7bGCnaL07ztQysj8efxoP5sK7VnWji5p47Whm5e+tMxbvzYasoPNZBgN5PotHBge/+l642nyiJOg3BMtNGkj5Qyy1/gorO1N+KUSEy2sO76ubhy7KTnq+EBc5aoCbR9Xj+n9tbxyqMnaK7vGuTVnYlM1DktmRqMSUkkrVpL+g03Te08RjluJ7AQGLfhqiiKEygAIpk2QogyRVHageXAIMNVUZR7gS4hxF9C4QLDct999wFgNpvZtm0bS5eqUQ25ubmYTCYqKirUGDCnE5fLRX19Pd3d3ZjNZvLy8ujo6KCxUa0ZmpeXh8FgoKJCnZLL5cLpdFJXV0dPTw8Wi4Xc3Fza29txu9Uoh/z8fHQ6HZWVqufCtn4z3SeO0ewP0FBejtVqJScnh9bWVmrL1PjJrnYPCQ4jVVVq3NnhZ5qoPa16GTo6+muberp6OX2wv6B6ZlEyqaVw7txZMjIyYgygtBIz+YU5NDc309raqi5nFxbi9XqprVXj3TIzM7HZbFRVVeHz+bDb7ehCq9KdXZ2cO3eOwsJC+nxe6urUJIns7GysViuVlZX4/X4cDgdpaWk0NjbS0dGBwWCgoKCAnp4e6utVb2hOTg4Wi4W2ztilxrR8GwYLZBTZCQaD+AKqwejxeOjt7R2kV9iB2dLeiKnFgTnBSE+HF3u6ia5m9bEGk57ycrVkUPgiYU810hHKwUtIMtMT1YGoqa4/IaesrIy0tLRhDVd3SwO+8naSE/orMvjx0t7ejsPhoLq6Gq/XS2/IQe73+ykvL4+89z6fj+pqVb+MjAxKVmVhSe+jvLycxMREMjMzx6xXRkYGbreb9vZ29Ho9hYWFeDyeCdGroqKCQCBAcnIyqampNDQ00NnZidFoJD8/n66uLhoaVI/bSOeX1+fB6/Hh9+nw9PVQXl4+6vMr/D7C4PMrNTWV5ORkamtr8Xg8MedXc7MaKlJYWEggEIicXwC5810RvWw2G1lZWVx6VzHna90c2+6m/byXnlBTiIRkI93dXdjtdqqqqujr65tUvcI0ttbhNzjjqtfcjclkrzDR2unG7szD6/eQtdSAu70eq2OAXvku7vjKRrp9bSzsTsZqVc+3C30fDtTLnmvl3V/aqOpVE6tXWPO0tDSSM2wc+Nc5vN3qSs2pffXYM/W0tLQMe35NhF4WvZ26qgZefrAsEl9fuDiViqNNPPvbN+ls6qNkVRa9fd24qyEhycT6t89jxyPHaKnvIn2OjWvuXsnBVypInavn/Jkulm2aS0p6Env+dZQW0UXJunSuunN5SC83nqrWQXplzVWN9IOvnWbOquS4Xb/Gc36lpaXFfB+Gz6+WlpaIXgUFBXi93gnXa6Z8H840vYY6v0of+D+qqqpoHeb6FQ90o1nWVBQlF/g18BxwBIi5wgshXhnFMfKBSqBYCHE2ansF8GUhxEMDxhcAu4D1QogaRVFeAl4cKsZVUZSgEGLE1xFPgsEgPY1N/OvxKjbeNC9mWfgXn95OwB/k+ntXULioP0byZ594cahDxXiMLrtjEcXLM2ISXfY8UxbpuHTPDy8fV7LAqX31bH/wCGuvK2bNCDUzx0r1ySae/Gn/0lnpumwuv7O/be6ZA+d54feHKVqWzrXvH9z69def20Ffr5/bv7SBjt4mdj1YTWtDNysuL6TsrfN0NHu45n3LIqWrfvGp7QQCQW78+Go8oZqgPm8gpp5sNB/43mWYLAZ2/u0kh1+pGrT/jq9sJDndRldbL3/8z1eHfA2gJp49+LWdkTg/iVrW6MD2CowmPQs35LLp5tF3WKmsrKSgoGBC5vHUzw5QdaKJD/3oigsuuXq6vBx/vZbdT55hzpI0rvvgimHHTjTh83+kkm2zkeG0fvOFc7zxVL+/JCUrkdu/eHGx2MFgkJrTLbiyEmlt6Kan08ubz5/Fmmhm0y3z8fUFePxHe2NWTsLJebufPMOBF88BcPOn1hIMBPn7j/ex6eb5LNmSx98e2EN7s4ebPraa1CFqQIefv/J4E9nFzlElLD56/2662nrZcmspJavUUIw2dzd2p3XEZhPTjYk8pyXTk32XrQNgzY49k2bFjiVUYCVwzRD7RpucFXZxDayb5AQG1xxSDeVvCSFqRjnHaYVOp6O13UDV8SZe9vi4+ZNrI/vCX4jh5X+/LxDTKWcg4fEFi1KHjF+Mrpc43gzXuSsz6OtdMCnxkQPrOUYviwKRpgjDPfeKKwrZ+0w5jtQEWip9kS4/eaUuzh1V71rNUVUQ0gscnD/XhsOVQM5ctexTdDWDgoWpkfqwoJYd6+v1DWm0Rs8/+jmsQ9SotDutvO87W8echDSbMZr0BAPBUGLO2N4Xn29w1Yjxcu37l+H3BUaME7Qmmll6aT5d7b1DLn1PJnf+56ZBrZC1wnBaL9uWT2tD/7L6gRfP0dfri4nlHStHXq2KxJoO5KmfH6BkRSbBQJCVVxSSUagmxekN6udmyZY8zp9ro3RdNlmhFsTv+cYWbA4zOp2OGz++hmAgeMEatjqdLsZhMRJrr5/LjkeO8cIfjrDzb6dITk+g/mwbyWkJuLLtpGQlcskNJSMfaBowkee0ZHqiMxoJTrLOoz37fwG8iNp8YFzJWUKIVkVRKoFVwFsAiqIUAw7U9rEDuQpYrSjKt0P/JwNrFUW5RgixZazPP5UEBsY8huorhWPqjrxaFdP9JjrDdOWVcyJ3+EsvHfpOtb+s1PgTFwwG/YjllsbLwKScgX3RXVl27v3h4HJdYdZcU8yqK+egN+ix2+1su20hHS095C9IjRjqxqgL2eZ3lFJzujlSHgrUi97SrflkFDiYvyabxqp2Tu6t4/DLVfi8frravIOeN39hKlXHmyKGaHRiSHRcccxrHUPRdS0Q/Z6N9fNpt09cTJ/RbBh1Yo/RbBiyBu5kEx3vrjWG09poMkRWNiqOugkG4YU/HOH8uTaKl2eQN9/FnGXpHHmlipJVWZHkzrK3ztPa0M2qq+bELF92d3jZ99xZNbZ5bgqtjd2YzHqS023MWZLOUz87wMGXKsmck8x6ZXAJQrvTGomPDhOdUDrWm7PRULQ0ncJvbWHfP89yYndtpGlMOBb77OFG8kqHLnM33ZjIc1oyPTHYk/C1tkzqc4z2LMsDrhdCXGyD3F8Cn1cUZQdqVYH7gX8KIc4NMTZ/wP9/RW09+8BFzmHC6Wzx0NnqiUlEgKE71PR0eiMe1PYmD8FAcFCvekdqQsRwDbcJBYbslgNE6n4uv2x6Lk8P7OgUXWUgzEh1GsP7MzIy1ErCIbLnOmmq7YxJ/MkocEQqIYTR6XQxxkh6voN2dw+HX66iqa6LipDnNq/URXWo6PkVdy2mu90bSVCLvgBeqFC/pB+DKcpwHaMnWiZyaIfRaJ05x4HeoKPiqBuTxcCx12o49loN81ZncXp/PWVvNbD1toW4azr410Nq17JEh4UF69WVnKbaTv7+k314e3xc/e9LBxl6wWCQxZvzOLqzOq4JYKNBb9Cz7vq5rLxyDn/93htkFDjYetsCuju8PPaDPZzcUzei4drX66PiWBNFy9IvuDJXfbKZw69UcsnbSy5Y+WQ8yHN69jP/gf/j2PvvmNTnGO2V5AVgNXCxhut3gRRgL2AJHfcuAEVR7gR+IYSwAwghqqMfqChKL9AuhJiaVg0D6On0suPhY2y+tZRH799NX69/UGxauL1mMACN1e288LvDkSUdg1HP8ddraKnvHHSXHl2/M9qDZxuiBBOotVd7u30s3DB9yiBFYzDqufubW6g46qatsfuiDOympiZSU/svKhtvms+SzfkXLKM1HGEPXLhbFsC8NVkRwzXBbh42K3uqSjvNNMI3VTB2b9RArSWzl9FobU00c/09K2iu62TRxlzefOEcR3dVR5qbnD/XxqP37455zEt/PkblCbWZgqerD5vDzHUfWD2ocxyoN6Zbbi1l/pqsQTe+0wWT2cBtX1iP3qBDp9ORbDFSuCiNymNNBANBak43U1vWiisrMRIPC2q42XO/PkT1qWYuuaGElVcUUn2qGZvDEqlWEAwGKX+rgRf+cJhgUO0Od+d/boqct16Pj2Dw4r775Dk9+7EVl+C6/OpJfY7RfgKfAx5QFGUZaj3VgclZj4/mIEIIP/CZ0M/AfQ8DD1/gsdtGOVe62npxV3fEFIefCLrbe3n2Vwe5/K7FNFS0UXHMTcI/zZG4tIHtEH1e1ePaWNXOY9/fAxDpZFO4JI3ytxqoP9s2KN7p0ncuoLasBavNFLMkbR3GiDKaDCy9dKCDenphc1hYOAExg21tbTFffAajPlI2Z6xEd7gKM9rlWhnHOjouxnAdqLVk9jJarfMXpEa8oZfcUEL2XCdP//ytIce+6/PreeJ/9lJ2oN/XseqqoiGN1jA6nW7Qytl0Y2BCVl6pi9P766k+1cwzv3wrUgXh1P56Opp6uPLfllBb1kr1KfWG/Myb9VQed1NX1orBqGfhhhy62no5e6gxcsyNN83jtb+fZu+z5VQccxP0B+nu6MVg1PPuL2/EYNSHmsOMLfxHntOSiWC0V5Kfhn5/aYh9o+6cFS9ee+IUZw6c5+5vXTrISxkMBsddsqHimJuGynYOvHguUkNVH1V71Nvrj7kb9XkDg44RTgpyZSVSHtrW1tSfmLX2+mIcqQkRAyrc9ceVbZ+QmqozHb1+4rJoo42qMM50GzklzhE71UjDdXTEhAqM0XCdSK0l05vxap0330WSy0pKViKZhck013ex5dZStT11akLICdDKuuuLKT/UyML103NV6mIId4h7/veHCfiD3PrZdWx/8CgVR9TSSU/8eB99vX7ySl3kzHWy5xn1yrP8sgKqTjRzZGc1BNXmMyWrsrjkbXNJsJvZ98+zHAo1poD+koLP/uogrQ3dWBKM3P6lDWOqbCDPaclEMKoriRBiRnzanvzpmxjNBhoq1OD11vNdWBP7u8bUnG5G/L83edfn1w8q5txY1U5qbhJ6vY7e7r5BSTYVR93se1Y94fUGfaTLUvRJ29vdF2O4+v2DDdcwSSn9nr3W8/2Gq2VA7KQtycw9D1w+6m5Ms53CwomL4zUO4S0wWQzc+LE1wz5mxRWFHHmlKqaLmGR4LsbjOpFaS6Y349Vab9Bz2xc3oDfoYuI2E0Jf7/PXZjN/rVojd2DTiNmC3aka7i31XWQUOEjPc3DzJ9bw0p+P01TTQZu7hwS7GmbRUt8VMVzXv72EjTep75mnqw+LzRjj1MkudlJx1M2yrflYE00sWJ/LgRfPRaqv9Hb3sfNvJ1kXMnSHorNVbQecVZQcqQva7u7m0MtVzF+TRXeHlxNv1HLZHYtl+JVk1Iz4SVEUxYTagOA9QoiTkz+l8VF53B2JTQzzj//dz7zVWZG+4GdCS0bVp5pjDNem2k4e+8EeVl09h+JlGTz2gz0xdUEBdv39FJ2hFqUGo46udvXv6PI1T//8AJtuKY20ffT3DW+4GsxD3wsMla0+02r1TSa9vb1YrRPTWchoGmy4DrUtmvVvL2HVVUXyS3aURL+fdtfYdJtIrSXTm4vR2jRFbWCnE7nzUmip78KVrV7XLDYT17xvGU01HTz+o72se9tcDEY9qbl2lm8rIHe+KyYhdqgufhuUebiyEll1dVHkpnPzO0pZsiVfrV/7k30ce62Ghoo2bv7k2piqHV6Pj389fJSzhxsjNYguuWEu+YtTeOZnh+hu91JzuoWW810EA0EKFp2n3d1DV1sv2969cNxlHSXThEluRDDip0MI0QcUMY4SWPFkqN71QCRwH6Ap1I98YEvOng7VCK0ra40s5YfjgapPNvPqYyfoi6oQcOTV6kif6nNH+uOCWhu6efrn/YX2/b7hDdfcYeKsJroN6Gwj3D1lIhgqPmukOp86nU4arWMg+j0eq4ExkVpLpjdS64ujYKGaJxEOGwiTmpvEv39nK4s2qvkFOp2OjTfPH1X+R0pWIuuVeYNWSpwZNlKyErnpE2tYfnkh7ppOnv7lWzzy7dc4e6iBYDDIk//3JmcPNTJ3RWZkTm88VcZj96tVHRZtyqW5rjNyLX75z8c58OI5Tu2ti4lJlsxQJtlwHe0V+A/AB4HPTuJcLorT++vRG3SRwPRotj90lIbKtsiSfE+Hl2AwyKt/PUlniydSnsloMtATagrQG2r/ueORo3S29kYKUA/E0zl0m1C4sOFqc1i49F0LeOXRE4BaIsrT2YctaezZ8ZLxMZJ3VXLxDFfCTSKRTByFi9O446sbhwxhmqzvuZTMRDbeOI/muk6qQg6f539/mOWXFdJQ2c4lN5Sw6qo5BINBgoEgu544xZFXq1lzbTGLNuZGnD/z12Zzam8dyek2/L4A2x88ypkD58kucrLiikLqyltxpts4e7iR/f88S0+nl8LFaXQ0e8id7yIpxYIr2z4j6thKJobRGq6JwJ2KolwF7Ae6oncKIT4+0RMbDyuvnMPBHRWDkqJO7a2L+b+3p4/udi9Hd8VU3MJo0tMdagrQ3txDX68/Eh4wlEE8HH1ePyaz4YKGa/j5wmQVOTl3uHHIGqeSfrKyskYeNEqGSs6STCwJdjMLN+SwYP3YK0pMpNaS6Y3U+uKZqrj7re9aSNlb55m/JovnfnMo0jBn/lpVU51Oh86gY9PN8ylYkkJBaQY6nY71by/B7wuQU5LCqb11LNmcR3N9F8dfr6HiiJuKI2rlg4pj7shzWRNNBPxB3NUddDR7cFd3hJ4D3vEf6yJJ05IpZpp4XBcCb4b+HtjIftqEECTYzZSuy+HozuoLjuvt9tHTMbhT0tnD/cv+7qoOXvj94XHNw13VQfZc5ygM1/474cvvXEx9eSt2p4zpuxAJCRPXXUin12E06fFdIBZZcnHo9Dq23b5oXI+dSK0l0xup9cwlyWVlxeVqct2171/GX767G2dm4qBrmd6gjxitoDqawoQrAHk9PjIKHRQsSOXB/9pJxTF3zEpqdF3ZrrZeXn70OCUrs9j+4BEqjzcNMlz7en0YzYZxVxKSTE9GW1XgssmeyESQkGSmK6on/XBjerv7ImWmhkKnU9u0Rt/pAVzxb4s59FIljVUd6A06LrmhhNf/cXrQ49sau1XDdRiD6Pp7VgBgiPL4WRKME153djZSWVk5sZUFzAZpuE5TJlpryfRFaj07sDks3PGVjcO2Vx5O53DZSrPVyKJQve+NN8/n9L56bvzYaprqOgn6gzHxtonJFq7/oHot3fP0GfY8XUZzXSdX3b0UgNqyFsT/7mfx5jy23LrgokphSsbGZL/LY8oyURTFCpSgelnLhBAXthLjTILdNGJBZLvTSm+PLxLLmpyWQJu7J2ZMSpad5rrOQY+1JZkjmZhrrilixeWFLNmSx7nDjbzwhyORcW/tqGDuyswhPa46HREDVcZYjh2/3z/yoLEgv8emLROutWTaIrWePQwsJRnNWHRevq2A5dsKAMiak3zBsYnJFjqaPZx58zwbbpyH3WnlxO5agkE1mfrsoUZc2Yn4fQHSC5LZoJRII3YGM6ogP0VRTIqifB9oAQ6ids9qURTle6FyWdMCa6IZo+XCtrg9xUJvdx+dzaqxuvnW0kFj0vL6S2VtvX1h5O/oWnXhtqxGk2FQsfqW+i7eeOoMviEM18So5RPjMCWxJMOTlJQ0ocfTRVmu0737mNaYaK0l0xeptTaYLJ0331pK9ly149mf//t1Hv3ebk7uqSMt107pumy623upOtFM7ZlWDv6rgoqj7hGOKLkoprocVoj7gbuADwHzgXnAh4F/A74zOVMbO4nJFgwDsv8HtgNNSFJbtLac78aeYo3UvQuz+poiVlw+J/J/dNkqR1pCRI/o2qpDlVBqbegmMITheu37l0X+NsjkoDGTnp4+KcfdevtCNr9j8E2MZOqYLK0l0w+ptTaYLJ3T8xwoH11N7rwU+nr9NNV0kpZr58q7l3L5nYu594dXkGA3o9frsKdYefZXB3nkm7voHCG0UDJOpkly1h3A+4QQz0RtK1MUpRH4NfCZCZ/ZGFl7XXEk4zCagcX7zVYjXo+PlvNdpGQmkuiILT+16qo5McdwpPUnDZiivLkjZaQHg8EhQwWig8dlqMDYcbvdpKVNXCxwOGRE1madfky01pLpi9RaG0ymznq9DuWjq/F0efF6/JG26aA6l975uUvo6/XR2drLy385Tpu7hyd+tJc7vrpJNvmZYYxWrWSgbIjtZYBz4qYzftZcqxY7yA91rQrjzIgtEWK2GAj4gzTXdpKSaUOn1/GB721jw43zSMlMxGgyxMTJ6nQ6bvn0Wm77wnr1/5B3VT/CB12ni63jOn9tFrd/aUPMGFmOaey0t7dPynEHttqVTD2TpbVk+iG11gbx0NmaaI4xWsMkJltwZiSSN9/FnV/dxPLLCuhs7eXZXx+kp9PL3364h6oTTZM+P00wTTyuB4GPA/cN2P4J4K0JndFFkpKZyId/fCU/+8SLAKy6qiji2fR0eSNe00AgiC1Z9baaLEZWXF4YKemh0+lYeUUhWcWqTZ5ZODgwfKQ7tGCAmFABV7adlMzYsAVDaF7DNTeQDMZgmFgv9R1f2cipffXkzBu6k5lk6phorSXTF6m1NphOOm+8aT4mi5F9z5Xz0Nd34fP6eepnB7j3h5dHkrDbm3qoOd1MR7OHVVfOwWg2EAwGqT7ZTHq+Q3a6nCJGa7h+DnhGUZQrgd2hbeuBHOC6yZjYxbJ0az5lB86TmmPnsjv660ge310T+dt8gUSu9cq8IbdHYlyH6aV82xfX85fv7Mbb68MXKq7szLCxZHPeoLGmUHJWVtG0cFrPCAoKCib0eMnpNtZeN7A0sWQ6MNFaS6YvUmttMN10XntdMZ0tHk680d9y+LV/nMZoMlD+1vmYikPBYJBEh4VXHzsJQMHCVK79wHIZZjAk08DjKoR4RVGU+age1wWhzX8FfiqEmJZNpjffUsrmWwYn20QbqybreOIaVUEGJlbd+PHVEARXlp3iFRm01HXh9wWxOy1svW3hUAfCZDHy9vtWyW4fY8Dj8chi5RpBaq0dpNbaYDrqvO32hWTPdZKWl8STP32Twy9XDTnu5J66SCt4gMrjTTz7q7e44cOr4jXVGcNkVxobteUWMlC/PIlziQsma/9Shdk6jmWLYTyuOXP7l5rNFgPeXh/BQHDEygF582V/5bFQV1dHcbH0kGoBqbV2kFprg+mos06vY8ElOQBc9Z6ltJzvIsllpb68lWXbCqg80YRep2P7Q0cBuOSGEpZemsffHthL1Ylmfvfll7nxo6sHVSiSTB4XNFwVRRmVVSWEaJ6Y6Uw+0ZUBzOPIJO+/kRi+063JYqSv1w/B4LAdRCQSiUQikUwf8kpd5JWqZs+cJWrprgXrcgj4AxHDNSXLhsli5B3/sZZff+4lPJ19HH6lisyiZFIyEkEHznQbTXWdZBc7tdnoYIqTs9xcyEJTCY7iONMGsyXa4zr2aQcC6tuhHybGNXzcPo8PAJM0XCeU7OxVVgCeAAAgAElEQVTsqZ6CJE5IrbWD1FobzFSd9QY917xvGbseP0l2KGnbZDFy62fW8dgP9nDstRqOvVYz6HE6Hdz8ybVkjtD5SzI2RrLcLrvAvmtRqwr4Jm46k090XGt0J6zRYg91vrpQ3U+T1UAwZO5Lj+vEYrVaRx4kmRVIrbWD1FobzGSdi5dnULw8I2Zber4DR1oC7e4ecualkDffxZ6n1cqhGYUOGiraObKzCq/Hx9lDjWy4aR5Goz6maVFbYzdn3qxn3uos7K4E9FH7gsEgLee7sCSo7ezH42ybEqbS4yqEeHngNkVRVgLfB7YAvwC+OTlTmxyiDcnEZMsFRg7Npe9aQNGydFJzh29dF5MAJg3XCaWiooI5c+ZM9TQkcUBqrR2k1tpgNup86TsXcHJPHdvevRCjyRAxXLfdtpA9z5bTWNXBuSNuvD0+ju6qJqPQwXUfXIEtycyhlyrZ9cQpAPY8U45Or4scJ6somQe/tjPyPMlpCdz8qbXjcrjFn2lQVQBAUZQi4NvAO4HHgUVCiKGaEkxrrIkmcuelsOKKwnE93mw1MndF5gXHRCeAGS3ScJ1IAoHB3cgksxOptXaQWmuD2ahz/oJU8hf0Nz666u4l1Ja14sqx40hN4NzhxpjxDRXt7HuunC23lnJg+zkSky2k5SZRccxNMBBkx8PHhnyeNncP2x86yg0fWjloX293H+6aDnLnaSPZe0TDVVGUVOA/gQ8Bu4CNQoi9kz2xySLcFm4yMUmP66ThcMjSYVpBaq0dpNbaQAs6l6zKomRVFjD0qm7hkjSqTjTR2tBNd7uXrbctZNHGXPz+AM21nWx/6CgBX4A2dw8pWYmRrp0Hd1Ty+j9OU3WiKcZQbqrp4IU/HqGlvoutty2ksbqdLe8ovWAezqQzlaECiqJ8GfgscA64UQjx3KTOZpYQ3cpVxrhOLLKfuXaQWmsHqbU20JrOFlu/ibXu+mKyip1UnWim6ngTzXWdAKTnq2GHBoOe9HwHt39RbQ1fedyNK9seqUqw9NJ8Dr1UyZGd1eQvSKXN3c3JN+rY//zZyHO8/JfjAKRkJLJsm9rswe8L0Nvjw5Y0E0IMRsdIHtdvAj1ANfARRVE+MtQgIYQy0RObyWTP7e+EFe6OJZkYGhoayMjIGHmgZMYjtdYOUmttoDWdo1vCFi3LwJVtp6W+i4A/SFONargOl2tTsDDWyDcY9WTPdXL+XBsn9tQOG1IAsOuJU3g9PlZfU8RTPz9A7ekW7v7mFjpaPEO2sJ9oJrsC2EhW1R+BR4FGoOkCP5IojCYD89eqSwXGC7SVlYydzs7OqZ6CJE5IrbWD1FobaE1ni63fcE0IeTzDv921Hej0OqxjSLZKSrHS1dbLS386HrP95k+u4boPLgdgxeVq/s7eZ8t5+S8nqD3dAsDD39jF4z/ci6fLO/4XNFqmuKrAeyf12Wcxm9+xgJy5KWQWzv6YnnhiNMobAa0gtdYOUmttoDWdrVGGa/jvcFWApppObEnmmPJXI5GQZCbgD2JzmOnp7GPJ5jwOv1JFSmYiFpuJD//4SkCNo339H6c5/np/bVlfn5oY97svvYLNYeaGD6+ir9dHer4Dg3FmrQzPrNnOICwJRhZuyNVm14xJJD8/f6qnIIkTUmvtILXWBlrTOdrjGq7dGt7W2eLB5hhbSc5w6EF3u5ell+az8eb53P3NLTHPA2oL+ls+uRZHWsKQx+lu9/LaE6d44n/28a9QR7CJZZqUw5JIpgPd3d0kJiZO9TQkcUBqrR2k1tpAazpHx7iGMUeVy4xO3hoN0RWL7ClW9HrdsMavTq/jts+vR6fX4esL0Nvdhz3FSm93Hw99fSfVp5oBOHukkdfFaZZemh9psDTdkR5XyYzi/PnzUz0FSZyQWmsHqbU20JrOBqOerKJkFm3MjWyLKZc5xjrvxqhk79E0IjCaDRiMeiwJRhypaleuBLuZxZvyImP8fQHe2l7B9geP0tXWO6b5DMtUxrhKJBKJRCKRSMbHzZ9cG/N/dIOisRuu439sNEmuwZ7V2jMt/PE/X2XDjfMiCV7jZpINV+lxlcwocnJypnoKkjghtdYOUmttIHVW67WGk6FM5jGGCkQbrhdRI96eosa+mhMGP//r/zhNZ6tn3MeOB9JwlcwozObZU0RZcmGk1tpBaq0NpM4qYW9ptPd1NER7XC+mnbzdqcbFmi0GLrtjEde+f1lMdYMHv7YTvy/A33+yj/3Pn6WtsXtMx5/qOq4SybSioqJiqqcgiRNSa+0gtdYGUmeVsAE65lAB08R4XJ2ZiSS5rGy9fSELLsmhaFkGH/j+ZWy5tTQyZv8/z1JX1sqep8t45FuvUXHUjd8fwOvxjXj8Fo9t3HMbDTLGVTKjCAaDUz0FSZyQWmsHqbU2kDqrhD2SYzU+TZZ+X+PFdOU0mQ3c9bXNMdsMRj1LtuSTvzCVR775WkwrWYBnfvkWOSUp1J5pidSLDePr8/PQ13exbGs+iU4rr9WUsnzcsxsZabhKZhROp3PkQZJZgdRaO0ittYHUORbTGDtrRntcjRfhcb0QDlcCJouBvl7/oH21Z9QuXB3NHqx2EyazAZ/Xz9kjjfR0eHnjqbJJmdNApOEqmVG4XK6pnoIkTkittYPUWhtInUOEXK5jDRUwmKI8rhcR43ohdHodqTl26s+2kZKVSEt916AxD319JylZiWy7fSFP/M++SZnHhZAxrpIZhdbqAGoZqbV2kFprA6mzSjh3aazGZ3Qnzmjv60Rjsqo+zcWbcocd01LfNSVGK0iPq2SG0dU1+O5PMjuRWmsHqbU2kDqrhGN9zdbxm2A6/eSl7mcUOKg63kR6voMlW/JIyUyk+lQzeoOesgNTf/MRV8NVURQD8F3gvYAVeB64VwjhHmLs9cBngGWAATgCfEkI8WrcJiyZdphMg1voSWYnUmvtILXWBlJnlYBfNVwttun5fqy+pojceSlkFTnJKlLjkpdsyaejuSdiuN708TX8/Sf7WLY1n4QkM/NWZ/O6OB0XwzbeoQJfAG4ELgHCPcceHGZsCvC/QAmQDjwCPKsoSv5kT1IyfcnPl/JrBam1dpBaawOps4rfHwDAYhu779CRljDR0xmEwaAnd97geGRrqM3s4k15ZM918qEfXcGmW0pZdVURSS4rV7936aTPDeIfKnAP8A0hRDmAoiifA84oilIohIgp8CaEeHjAY3+mKMrXgLVAVVxmK5l2dHZ2Yrfbp3oakjggtdYOUmttIHVWWbwpj/3/PIs1cewe13d9fj3+vsEZ//HAZDbw/vu3RWJzJzNc4ULEzeOqKIoTKAD2h7cJIcqAdhi55JeiKEuBNODwZM1RMv1paGiY6ilI4oTUWjtIrbWB1Fll7XXF3PPA5eNKsDKZDVgTp64DmdlqjEkSG0h0E4PJIp4e16TQ77YB21sBx4UeqChKBvA34AdCiNNDjbnvvvsAtaXctm3bWLpUdVnn5uZiMpmoqKggGAzidDpxuVzU19fT3d2N2WwmLy+Pjo4OGhsbAcjLy8NgMES6fLhcLpxOJ3V1dfT09GCxWMjNzaW9vR23Ww3Pzc/PR6fTUVlZCUBqairJycnU1tbi8XiwWq3k5OTQ2tpKc3MzAIWFhQQCAaqqVAdyWloaDoeD6upqvF4vNpuNrKwsWlpaaGlpQafTUVhYiM/no7q6GoCMjAzsdjtVVVX09fWRmJhIZmYmzc3NtLa2Rh7j9Xqpra0FIDMzE5vNRlVVFT6fD7vdTkZGBm63m/b2dvR6PYWFhXg8Hurq6gDIzs7GarVSWVmJ3+/H4XCQlpZGY2MjHR0dGAwGCgoK6Onpob6+HlD7UlssFioqKggEAiQnJ5OamkpDQwOdnZ0YjUby8/Pp6uqKfKGNpFdrayuA1GuG6HUx55fH46G8vFzqNUP0upjzq6mpSeo1g/Qa7/kVCATwer2a16uzs3NG6DWe82vRpkJOP7ebyUQXr04WIY9rC7BSCPFW1PY24N+EEGKYx+UALwA7gI8JIQZNWFGU4DAPl8wyvF6v7HetEaTW2kFqrQ2kztrgH199jBu/eeukxRHELVRACNEKVAKrwtsURSlG9bYeGuoxiqLMAV4FnhVCfHQoo1WiLYxGWcFNK0ittYPUWhtInbXC5Ma+xruqwC+BzyuKUqQoigO4H/inEOLcwIGKoiwAdgJ/EkJ8Jr7TlExXwsspktmP1Fo7SK21gdRZG+iYXB9jvG9/vota5movYEENAbgLQFGUO4FfCCHCKYefB3KBTyqK8smoY9w7RMUBiUaIV2iLZOqRWmsHqbU2kDpLJoK4xbhOJjLGVTu0tLSQkpIy1dOQxAGptXaQWmsDqbM2EP/5GMo3ZkGMq0QyEcgvPe0gtdYOUmttIHXWBpNd3VUarpIZRbhUiWT2I7XWDlJrbSB11gYXKPM6IUjDVTKj6O7unuopSOKE1Fo7SK21gdRZMhFIw1Uyo5A1ALWD1Fo7SK21gdRZMhFIw1Uyo8jLy5vqKUjihNRaO0ittYHUWRvIUAGJJIr29vapnoIkTkittYPUWhtInbXC7GpAIJFcFOFezZLZj9RaO0ittYHUWStMbplVabhKJBKJRCKRSCYEGSogkUSRn58/1VOQxAmptXaQWmsDqbNkIpCGq2RGodfLj6xWkFprB6m1NpA6awPpcZVIoqioqJjqKUjihNRaO0ittYHUWTIRSMNVIpFIJBKJRDIjkIarZEbhcrmmegqSOCG11g5Sa20gddYGOlkOSyLpx+l0TvUUJHFCaq0dpNbaQOqsEWSMq0TST21t7VRPQRInpNbaQWqtDaTO2mCS7VZpuEpmFh6PZ6qnIIkTUmvtILXWBlJnjSA9rhJJP1ardaqnIIkTUmvtILXWBlJnrSA7Z0kkEXJycqZ6CpI4IbXWDlJrbSB11ga6SS7kKg1XyYyira1tqqcgiRNSa+0gtdYGUmfJRCANV8mMoqmpaaqnIIkTUmvtILXWBlJnbSCTsyQSiUQikUgkMwOZnCWR9FNQUDDVU5DECam1dpBaawOps2QikIarZEYRDE5utqJk+iC11g5Sa20gddYGk5ybJQ1XycyiqqpqqqcgiRNSa+0gtdYGUmeNIA1XiUQikUgkEolEGq6SGUZaWtpUT0ESJ6TW2kFqrQ2kztpAVhWQSKJwOBxTPQVJnJBaaweptTaQOksmAmm4SmYUNTU1Uz0FSZyQWmsHqbU2kDprA9k5SyKJore3d6qnIIkTUmvtILXWBlJnjSCTsySSfhISEqZ6CpI4IbXWDlJrbSB11gYyxlUiiSI7O3uqpyCJE1Jr7SC11gZSZ40gPa4SST+tra1TPQVJnJBaaweptTaQOksmAmm4SmYUzc3NUz0FSZyQWmsHqbU2kDprAxkqIJFIJBKJRCKZEciqAhJJFIWFhVM9BUmckFprB6m1NpA6a4XgpB5dGq6SGYXf75/qKUjihNRaO0ittYHUWSNIj6tE0k91dfVUT0ESJ6TW2kFqrQ2kztpAxrhKJBKJRCKRSGYGshyWRNJPenr6VE9BEiek1tpBaq0NpM6SiUAarpIZRVJS0lRPQRInpNbaQWqtDaTO2mCSQ1wxTu7hY1EUxQB8F3gvYAWeB+4VQriHGX8t8ABQDJQBnxZCPB+f2UqmI9XV1eTl5U31NCRxQGqtHaTW2kDqLJkI4u1x/QJwI3AJEP70PjjUQEVRioHHge8AyaHfTyiKMmfypymZrni93qmegiROSK21g9RaG0idNcIsi3G9B7hfCFEuhGgDPgdcqyjKUMXd7gb2CyEeEkJ4hRAPA2+Gtks0is1mm+opSOKE1Fo7SK21gdRZG+gnOVYgbqECiqI4gQJgf3ibEKJMUZR2YDlQMeAhy6PHhngztH0Q9913HwBms5lt27axdOlSAHJzczGZTFRUVBAMBnE6nbhcLurr6+nu7sZsNpOXl0dHRweNjY0A5OXlYTAYqKhQp+RyuXA6ndTV1dHT04PFYiE3N5f29nbcbjXKIT8/H51OR2VlJQCpqakkJydTW1uLx+PBarWSk5NDa2trpO1dYWEhgUCAqqoqANLS0nA4HFRXV+P1erHZbGRlZdHS0kJLSws6nY7CwkJ8Pl+krEhGRgZ2u52qqir6+vpITEwkMzOT5uZmWltbI4/xer3U1tYCkJmZic1mo6qqCp/Ph91uJyMjA7fbTXt7O3q9nsLCQjweD3V1dQBkZ2djtVqprKzE7/fjcDhIS0ujsbGRjo4ODAYDBQUF9PT0UF9fD0BOTg4Wi4WKigoCgQDJycmkpqbS0NBAZ2cnRqOR/Px8urq6aGhoGLVegNRrBuk13vPLZrNRXl4u9Zohel3s+eX3+6VeM0iv8Z5fXq9X6jWD9BrP+VW4pZTJRBcMTm6HgzCKouQDlUCxEOJs1PYK4MtCiIcGjN8O7BRCfC1q29eBTUKIKweMDQohJnX+kulBc3MzLpdrqqchiQNSa+0gtdYGUmdNMWlu13iGCnSEficP2O4E2ocZP9qxEo3Q2to61VOQxAmptXaQWmsDqbNkIoib4SqEaEX1uK4KbwslYDmAQ0M85GD02BArQ9slGkU32XU2JNMGqbV2kFprA6mzZCKIazks4JfA5xVF2QE0AfcD/xRCnBti7B+BzyqK8m7gMeBWYDXwnjjNVTINKSwcKo9PMhuRWmsHqbU2kDpLJoJ4VxX4LvAksBeoAQzAXQCKotypKEpneKAQogy4BfgKanjAV4CbhzFyJRqhr69vqqcgiRNSa+0gtdYGUmfJRBC35KzJRCZnaYfy8nKKi4unehqSOCC11g5Sa20gddYUsyI5SyKRSCQSiUQiGTfScJXMKDIyMqZ6CpI4IbXWDlJrbSB1lkwE0nCVzCh27tw51VOQxAmptXaQWmsDqbN2UBTlnsk6tjRcJTOKJ598cqqnIIkTUmvtILXWBlJnTSENV4lEIpFIJBKJtpk1VQWmeg4SiUQikUgkEhUhxKRUFpgVhqtEIpFIJBKJZPYjQwUkEolEIpFIJDMCabhKJBKJRCKRSGYE0nCVSCQSiUQikcwIjFM9gaFQFEUP7AQ2APlCiOrQ9vcAXwOygcPAR4QQ+6Metwb4KbAEqAO+JoR4KGp/BvBz4CrAA/wW+KIQIhCP1yVRURTl98CdQG/U5s8JIX4aNUZqPUtQFOVK4FuoWnmAR4UQHwntkzrPAhRFOQoURm0yAFZgtRDiTUVRrgUeAIqBMuDTQojnox5fgqrjBqAF+JEQ4oGo/Tbg/wG3hDb9DfioEKJn8l6VZDgURckCfgxcjmpHHAA+JYQ4GNovz+tZgqIoqcAPgWuABOBp4D4hREtof9y1nq4e108B3dEbFEXZDPwM+DCQgvrF9YyiKI7Q/mTg2dD2FOBDwM8VRdkQdZiHQ7/zgEuAm4HPTt7LkFyAPwgh7FE/0Uar1HqWoCjKNuAx4AdAKqoevw7tkzrPEoQQi6PPZ9QL3bGQ0VoMPA58B0gO/X5CUZQ5AIqiGIAngeNAOqAAn1cU5baop/gxsAAoBeYDC0PPIZkafgq4ULXIBPYBTymKopPn9azjj4AdmAcUoX6PPwhT9x0+7QxXRVHmAx8BPjNg1weBx4UQzwsheoHvo3rsbg7tvwXV2P2eEKJXCPEC8AShIriKohQBVwKfFUK0CSHKgftR30jJ9EJqPXv4DvBzIcRjIa08Qog3Q/ukzrMQRVGMwPuAX4Q23Q3sF0I8JITwCiEeBt4MbQe4FNVb+0UhRHfo8/ELQjoqipIA3AV8VQhxXgjRAHwVuFtRFGvcXpgkmhLgr0KIFiGEF/gNquGRijyvZw2KoiQC1wHfEEJ0CCGagf8G3qYoSgFTpPW0MlxDIQK/RTVaWwfsXg5E3M9CiCDq8sTyqP0HQtvDvDlgf5sQomzA/jnhuwNJXHmHoijNiqKcUhTl+4qi2KP2Sa1nAaEvvXWAUVGUNxVFcSuK8lJo6QikzrOVm1A9q38M/R+jc4iBOp4SQnQOs78UNexg/4D9CageP0n8+T7qd3h66ObhHmCnEMKNPK9nE7qonzBhu3EFU6T1tDJcgU8A9UKIJ4bYlwS0DdjWCjgucj9RYyTx4X9Rl/3SUO/MtgK/itovtZ4dpKB+x7wbeC+QAzyPupTkROo8W7kX+IsQIqzFROjMgDHhv6XOU8Mu1DjmBqAT1bP2wdA+eV7PEkI3ky8B/6UoilNRlHTgS6HdDqZI62ljuIaC8/8D+OgwQzpQ7+KjcQLtF7k/vE8SJ4QQ+0NLfgEhxFHUmOZbFUWxhIZIrWcH4ff6d0KIQ6Elxe8AJmAjUudZh6Ioc4ErUJMtwkyEzgwYE/67HUlcCa2MvgicQtXBBnwbeFVRlEzkeT3buAt1+f84sAf4R2i7mynSetoYrsBm1MD8I4qiuFHdxQCHFEX5CHAQWBUerCiKDtVVfTC06WDo/2hWDtifHEoUiN5/Tggx0OKXxJdw9mB4OUJqPQsIvdfngIHt+YKhH6nz7ONe4KAQ4o2obTE6hxio4/xQaMlQ+0+iZhuvGrC/B9V4ksQXF2qSzv8KIdpDccu/RrUnNiDP61mFEKJGCHGbECJbCFEEnEU9H3czRVpPm5avoXInrqhNecDrwFrgBOqLfw64EXgV+Dhq5tk8IUR7aOnxNPA91AzULah3BlcJIV4PPccLqG7p96EGkT+H6g367qS/QEkERVFuB54TQrQqijIP+ANQJ4R4R2j/ZqTWswJFUT6LGgJ0NaqR8WlUD/sCYClS51mDoihmoBo1ieoXUdvnopbJeT9qhYlbUStLLBZCnAtVFTiCGkbyBdSY1n8CnxBC/Dl0jF+hVhIIl8N6HDgihJAJO1OAoign6derF3gPqpd9AWpI0P9v795jrKquOI5/h9YXogYfTX1Ea9CAZGKtRnw01KHiC3WhGB8tjVEUMcVGorRNKxpfqUHAYAMaRW01iFHjP0slGAIDFaNiqY0iWqs8qiAKykMGBSrjH2sfOXNyZ5i5MlzO8PskN3Nn77P32fdMZmbddfbeV7/XXYSZ9QZWEbfwTwKmAVPd/Y5a/a/eZTKuaTXpx9kDWJmqVrr7BnefR+w2MIV4kZcBg9x9fWq/FhgEXJrqpwDXZxcnGUq85uXAG8QFvLfzX50UXA8sNrMm4o/fa8DVWaV+1l3KeGLB5Wzi1tJ5wHlpBal+zl3LEGIR1ZP5wrTwYggwhrhFOAa42N2XpvpvgAuJfR4/B6YD47KgNRlFvPHJHv8h3gBJbVxEZF2XET+zkcCl7r5Yv9ddzi+Ad4i5zNOASe5+B9Tuf/Uuk3EVEREREWnLLpNxFRERERFpiwJXERERESkFBa4iIiIiUgoKXEVERESkFBS4ioiIiEgpKHAVERERkVJQ4CoiIiIipaDAVURERERK4Ye1HoCIiJSTmQ0EHgSagCvd/a0aD0lEujgFriIiUq37gRuBQ4mPaTy3tsMRka5OgauISCcws78DB7v7BbUeC4CZzQEWuvsNHWzXE3gPON3dPyxUrwE+AL4CNhfaPQu85u4Tqh60iEiBAlcRKSUzGwHcB/R0982pbE9gLbDY3etzxx4D/BcY6O6zajHenaXaALUNfwamVwhaAR4A3gW+BPoU6u4E5prZI+6+bgeNRUR2c1qcJSJl1Qh0B/rlyk4B1gHHmtkhufIBwCbglZ03vPIzs+7AtcCjFeq6ATcDY4F9iTcM33H3t4HFwG86f6QisrtQxlVESsnd3zezFURQOi8VDwBmAUcDDcCzufJX3f1rMzsXuAWoB5qBN4BR7v4ugJldB9wFHObu32TnM7NpQA93NzOrA34PjAAOI26Xj3X3qa2Nd3ttUqZ0EREAXgdsBZ4A/uDuW9Mx+xKLoYYQC6ImAj8HVrv7VWl6whnAGWY2Mp36aHdfmp53M7O/tNZ/BYPSNaoU8A9LY70X+FO6nv8sHOPAr4DJrV0XEZGOUMZVRMqskQhKMwOAOemRL29Ix0JkBycSmdoGIkP7fJpmABHsHgCclTU2sx7AYCALTO8GrgFGAn2Be4CHzOz8NsbanjZDgf8DpwM3AKOAy3P1E4jA9GLgl8BPgf65+huBV4G/EQumDgU+6kD/Rf2BBe7enC80swOI4H60u68FVgAnVGg/H+hnZvu0cQ4RkXZTxlVEyqwRmGRmewF1wGnAcOB/xIp3zKwPEcDNBnD35/IdmNnVwHoikJ3n7mvMbDoR5M1Ih11EBHyesp43AWe7+8upfomZ9SOC0heLg+xAm0Xuflt6/r6ZDQfOBJ5KwfMwYtupmanfa4CPs/O4+zoz2wxsdPeVFa5Xq/1XOBbgKCIoLboNmOnub6bv36Fy4LoC2IPIMFeaIysi0iEKXEWkzGYDexMBax2wyt0/MLNPgF5m9mMi87oReB3AzHoR2cJTgEOIO0/dgCNz/U4FHjez7u6+kQhin0tTDU5O55xhZvlM5B7A0lbG2bedbYr7oK4AfpSe90rHz88q3b3JzBa2cs5K2uq/kn2AT/MFZtabmPdanyteSMu5xpmvcv2IiHxvClxFpLTcfYmZLSNu+dcBc1N5k5ktSOUNRCZ1S2r2ApGlHAEsJzKpi4A9c12/mMoHm9ksYCBwTqrLplhdSGR287ZQWXvbFNs3s2OndHW0/9VAz0LZRGB/ImOcldUBTWZWV5hWcGD6uqq64YqItKTAVUTKLpvnWkcsNsrMIeaBNhDbZmFmBxHbNv3W3RtT2YkU/ha6+6a0D+lQ4GBgZeoPIsjdBBzl7rPbOcZq2hR9SASeJxOr9bNV//W0vA2/GfhBlecoehO4KvvGzC4gMtUn0XLf1j7E3OBexKKzTD2w3N1bZG1FRKqlwFVEyq4R+HV6PixXPhd4BtiPbQuz1hBZxOFm9hFwODCOyK4WTWXbDgVPZSvv3f1LMxsPjE87BfwD6AGcCmx194eLHVXTpkIfG8zsMWCsma0GPgHGEBnTfJZzKbEg6ifABo/Yrh4AAAFlSURBVOCLNnYN2J6X0vkOIvZqvQ+Y4O7/yh9kZlkW+QRaBq79Ux8iIjuEdhUQkbJrJG7zf+bu+aBpHjG3cj2wACAFcJcDxxPzMicDtxLZ0KKXiakEfdm2m0DmVuB2YDSxMGkmcAmwpI1xVtOmaHQalxOv+y1iC6qvc8eMJ7Khi4hb9EdSpbQX63zgCmIHggOBv1Y4bj2Rlf5ugZaZ7U3sfjCl2vOLiBTVNTc3b/8oERHZ5aTdFJYB4zrro1XTvrf3A33z+9q2o91IYLC7n90Z4xKR3ZOmCoiIlISZ/Qw4jsiC7gf8MX19urPO6e4zzGwycAQRJLfXFuB3nTMqEdldKeMqIlISKXCdAvQm5uX+m/gQgAU1HZiIyE6iwFVERERESkGLs0RERESkFBS4ioiIiEgpKHAVERERkVJQ4CoiIiIipaDAVURERERKQYGriIiIiJSCAlcRERERKQUFriIiIiJSCt8Cowfti5ATG5sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 792x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(11,5))\n",
    "plt.plot(early_type_gal.WL, early_type_gal.Flux, label='Early Type Galaxy template')\n",
    "plt.plot(gal.WL, gal.Flux, label='Random Galaxy template')\n",
    "\n",
    "\n",
    "plt.xlabel(r'Wavelength ($\\AA$)')\n",
    "plt.ylabel(r'Normalised Flux')\n",
    "plt.xlim([4000,9000])\n",
    "plt.title('SDSS templates')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note a very interesting effect here in our Random Galaxy template: the large nebular line is messing with our scaler and when we want to fit it we're probably going to have to go and add a scale factor by hand so that the other features are of the same kind of amplitude as those in our synthetic spectra!\n",
    "\n",
    "Anyway, for now we're going to focus on the Early Type Galaxy and see if we can find a template that matches. Again, let's just do it by eye. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(3, figsize=(10,15))\n",
    "\n",
    "ax[0].plot( WL, ss_z020_scaled['9.0'],\n",
    "         alpha=0.95, lw=0.5, label='log(age)=9.0', color='grey')\n",
    "ax[0].text(6000, 0.2, 'Too Young', fontsize=20)\n",
    "ax[1].plot( WL, ss_z020_scaled['11.0'],\n",
    "         alpha=0.95, lw=0.5, label='log(age)=11.0', color='grey')\n",
    "ax[1].text(6000, 0.2, 'Too Old', fontsize=20)\n",
    "ax[2].plot( WL, ss_z020_scaled['10.4'],\n",
    "         alpha=0.95, lw=0.5, label='log(age)=10.4', color='grey')\n",
    "ax[2].text(6000, 0.2, 'Not Bad ;)', fontsize=20)\n",
    "\n",
    "\n",
    "for axis in ax:\n",
    "    axis.plot(early_type_gal.WL, early_type_gal.Flux-0.05, label='Early type galaxy')\n",
    "    axis.set_xlabel(r'Wavelength ($\\AA$)')\n",
    "    axis.set_ylabel(r'Norm. Flux')\n",
    "    axis.set_xlim([4000,9000])\n",
    "    axis.legend()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Feel free to play around with other ages (or even metalicities!) but a log(age) = 10.4 is not unsurprising for an Early Type Galaxy which we expect to have a relatively old stellar population (and log(age)=11.0 is much older than the age of the Universe so that was never going to work haha)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Doing operations on Spectra\n",
    "\n",
    "Within the `pandas` framework it is trivial to add spectra and perform mathematical operations on them. \n",
    "\n",
    "As an example, let's add together an old and a very young stellar population. Arbitrarily I've picked a log(age) of 6.2 and 10.5, but feel free to play around with it yourself!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "old_and_young = ss_z020_scaled['6.2'] + ss_z020_scaled['10.5']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(3, figsize=(10,15))\n",
    "\n",
    "ax[0].plot( WL, ss_z020_scaled['6.2'],\n",
    "         alpha=0.95, color='grey')\n",
    "ax[0].text(6000, 0.6, 'log(Age)=6.2', fontsize=20)\n",
    "\n",
    "ax[1].plot( WL, ss_z020_scaled['10.5'],\n",
    "         alpha=0.95, lw=0.5, color='grey')\n",
    "ax[1].text(6000, 0.2, 'log(Age)=10.5', fontsize=20)\n",
    "\n",
    "ax[2].plot( WL, old_and_young,\n",
    "         alpha=0.95, lw=0.5, color='grey')\n",
    "ax[2].text(6000, 0.4, 'log(Age)= 6.2 + 10.5', fontsize=20)\n",
    "\n",
    "\n",
    "for axis in ax:\n",
    "    axis.set_xlabel(r'Wavelength ($\\AA$)')\n",
    "    axis.set_ylabel(r'Norm. Flux')\n",
    "    axis.set_xlim([4000,9000])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also add spectra in **different proportions** by simply adding **scale factors**. Multiplications, divisions and most daily mathematical operations are easily done:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff5e27cf828>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,7))\n",
    "\n",
    "plt.plot(WL, (ss_z020_scaled['6.2'] + ss_z020_scaled['10.5']*0.5)+1,\n",
    "         lw=0.5, alpha=0.8, label='Old*0.5 + Young')\n",
    "\n",
    "plt.plot(WL, (ss_z020_scaled['6.2'] + ss_z020_scaled['10.5'])+0.3, \n",
    "         lw=0.5, alpha=0.8, label='Old + Young')\n",
    "\n",
    "plt.plot(WL, (ss_z020_scaled['6.2']*0.5 + ss_z020_scaled['10.5']),\n",
    "         lw=0.5, alpha=0.8, label='Old + Young * 0.5')\n",
    "\n",
    "plt.xlabel(r'Wavelength ($\\AA$)')\n",
    "plt.ylabel(r'Normalised Flux + Offset')\n",
    "plt.xlim([4000,9000])\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# It's your turn now!\n",
    "\n",
    "Remember the random galaxy with the naughty nebular line that messed with the effectivnes of our normalisation? \n",
    "\n",
    "Let's go back to it!\n",
    "\n",
    "**You now know how to select different synthetic spectra and how to scale them, now go ahead and find the best synthetic spectrum and scale factor combination!** \n",
    "\n",
    "*(You ca just assume a stellar population with a single age, but feel free to have fun and combine stuff if you feel like it)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Your code here\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "**YOU'RE ALL SET!**\n",
    "\n",
    "I hope you found this tutorial useful. If you encountered any problems, or would like to make a suggestion, feel free to open an issue on `hoki` GitHub page [here](https://github.com/HeloiseS/hoki) or on the `hoki_tutorials` GitHub [there](https://github.com/HeloiseS/hoki_tutorials)."
   ]
  }
 ],
 "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
