{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Colour Magnitude Diagrams\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": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from hoki.cmd import CMD\n",
    "from hoki.load import set_models_path, unpickle\n",
    "import pickle\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib inline\n",
    "plt.style.use('tuto.mplstyle')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting the Stellar models\n",
    "\n",
    "Colour Magnitude Diagrams (CMDs) are created by reading in the [BPASS](https://bpass.auckland.ac.nz/9.html) stellar models listed in the `model_input` files that can be found in the BPASS output folders (e.g. *bpass_v2.2.1_imf135_300*). These stellar models are in a separate directory (because it is absolutely massive), so you will have to download it separately if you want to run the following cells or make your own CMDs.\n",
    "\n",
    "**NOTE: You will be able to run the cells in the section \"Loading a pickled CMD file\" even if you can't download the full set of stellar models**\n",
    "\n",
    "The stellar models can be downloaded from [the google drive](https://drive.google.com/drive/folders/1BS2w9hpdaJeul6-YtZum--F4gxWIPYXl) (*bpass-v2.2-newmodels*).\n",
    "Then you will have to change the path to the models in the `settings.yaml` file -- this can be done using the `set_models_path` function contained in the `hoki.load` module: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looks like everything went well! You can check the path was correctly updated by looking at this file:\n",
      "/home/fste075/hoki/hoki/data/settings.yaml\n"
     ]
    }
   ],
   "source": [
    "# The following path is valid on my machine - make sure you put the right ABSOLUTE path for your system\n",
    "set_models_path(path='/home/fste075/BPASS_hoki_dev/bpass-v2.2-newmodels/')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**NOTE: You'll probably have to reload hoki or restart the kernel at this point if you've jsut updated the yaml file :)**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CMD objects\n",
    "\n",
    "### Making the CMDs\n",
    "\n",
    "To create a synthetic CMD, `hoki` creates a grid in colour-magnitude space and then consults the entire set of stellar models to fill that grid. It is basically a histogram - the value of each cell/bin increases according to the proportion of the stellar population that falls into that bin. You could just plot this grid with a colour-map like an image, but we traditionally create contour plots for visualisation. \n",
    "\n",
    "In `hoki` you will be creating a `CMD()` object instanciated with a model of your choosing (a particular IMF and metallicity)- for this you need to provide the **location of a BPASS input file**.\n",
    "\n",
    "To know WHAT to do with this information, we also need to give the **two broad-band filters** we are interested in to make the plot filter2 Vs filter1-filter2 (e.g. V Vs B-V). This is given in the `CMD.make()` method, which actually creates and fills the CMD grids. \n",
    "\n",
    "**NOTE: This step is the most time consuming because there are thousands and thousands of models to look at. For that reason it also take much longer for the binary stellar models than the single star models to make a CMD. In the next section we will show you how to avoid having to go repeat his step in the future**\n",
    "\n",
    "The good news is that **once you have instanciated and 'made' the CMD object, plotting it is VERY fast** and you have a CMD for **each time bin**, which are also trivial and quick to access. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fste075/hoki/hoki/cmd.py:157: RuntimeWarning: divide by zero encountered in log10\n",
      "  self._log_ages = np.log10(my_data[1])\n",
      "/home/fste075/hoki/hoki/cmd.py:173: RuntimeWarning: divide by zero encountered in log10\n",
      "  self._log_ages = np.log10(my_data[1])\n",
      "/home/fste075/hoki/hoki/cmd.py:198: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  dt_i = self._ages[i] - self._ages[i-1]\n"
     ]
    }
   ],
   "source": [
    "# ONLY RUN IF YOU HAVE THE MODELS IN YOUR MACHINE\n",
    "\n",
    "# Update this path if you want to run this cell\n",
    "input_file = '/home/fste075/BPASS_hoki_dev/bpass_v2.2.1_imf135_300/input_bpass_z020_bin_imf135_300'\n",
    "mycmd = CMD(input_file)\n",
    "\n",
    "# actually makes and fills the grids - this is the time and memory consuming step\n",
    "mycmd.make(filter1='B', filter2='V')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below is a summary illustration of what the synthetic CMDs are and what a `CMD()` instance is. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![acmdimage](cmds.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can easily access the grid by simply calling the attribute `CMD.grid`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mycmd.grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(51, 240, 100)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mycmd.grid.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Changing the resolution of the CMD grids"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see we have 51  time bins, 240 magnitude intervals and 100 colour intervals. \n",
    "\n",
    "The number of time bins is fixed by BPASS but you can chose the size of your colour-magnitude grid and its resolution when you instanciate a `CMD` object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fste075/hoki/hoki/cmd.py:157: RuntimeWarning: divide by zero encountered in log10\n",
      "  self._log_ages = np.log10(my_data[1])\n",
      "/home/fste075/hoki/hoki/cmd.py:173: RuntimeWarning: divide by zero encountered in log10\n",
      "  self._log_ages = np.log10(my_data[1])\n",
      "/home/fste075/hoki/hoki/cmd.py:198: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  dt_i = self._ages[i] - self._ages[i-1]\n"
     ]
    }
   ],
   "source": [
    "blurry_cmd = CMD(input_file, col_lim=[-3, 7], mag_lim=[-14, 10], res_el=0.75)\n",
    "blurry_cmd.make(filter1='B', filter2='V')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting the CMDs\n",
    "\n",
    "Like I said above, once the grid is made and filled, plotting is quick and straight forward. As in other `hoki` tools the plotting function returns the plot, which you can store in a variable to add your own labels and customize limits. \n",
    "\n",
    "Similarly to the `hoki.HRDiagrams` plots, the contours are on a log scale. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, -10)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "myplot = mycmd.plot(log_age=6.8) # Here you can chose the time bin you want to plot.\n",
    "myplot.set_xlabel('B-V', fontsize=14)\n",
    "myplot.set_ylabel('V', fontsize=14)\n",
    "myplot.set_xlim([-1,2.0])\n",
    "myplot.set_ylim([2,-10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As with the HRDiagrams, you can also tell the plotting function where your want it to plot your data!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Bad resolution')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1/Vv7ju2+8cYbbhQ/lJyenrK5uel3MXwhrNqNG261WqVa7e0hbNykjZsOYJoO6N3sBlEoFGZVzIFYy+dXGQDu7+9JpVITn28MqFZyuRy5XO87djabnfjasyas7d4tkslkWA2i5+Pj49+6b7755rTFDyVB7ivWL952McYJu1QqFZaXl80vwCrRaDTIZEZ1t3CzsbEx9G9GvbvNoHHTLdwcc4Pc72eNE4PoaQRR1/VbehuPTssvAL/e+EXTtBjwxcA/dOHakcJ48qYiYdZumMNxxnAYsVgMP/Y49cMMDqLT6fhdBN8Ic7tXGRkfvWcSE+YFXpXLiEpNghGpgLdmBYSJh4cHv4swU6ymv98sTlPvo7A+oHDbLBp9wg2jGNR+HzSCus3FHL2yJYGYpmkZAF3XG4+H/DXgI5qm/S3gp4E/Qu/Jq5qPQUcwTRQl7IRRe61We2IOnRrDfgZF9MBdI9c/EBhRNqvB9RpjKuwkzPIpqBeEsd0L9pHx0T1U7ytzc3MTRQ+t5nDQ75PipdGMx8OagsM5/WZxbm72X/1nZRat5m5Ss6h6v7dLIA0i8EF6ezgZGI/EYwC6rv9LTdO+id5AaOzz9Dt0Xa96WsoQYKxNUxGVtY+LHlqN4zRmcZg57P8/OJ/+NA3GusRJGFTOfD5vGvdcLmf+C8Gbbqpyu1cEGR9dYnt72+8i+Mrq6mqgppe6YTTtmkxjHaVqGPV9dnY2chqqmwTNLKre7+3i6RpEP1B9DeLNzY2ZrEQ1wqi9P4II9qeXDluH6BbjjOSoG7/XkcSHhwcSicRMrm3VaZjEXC4XGKMYxnbvJmFdg+gXKq9BDGpf8WL9IfTW4Rnr3J3gVsQwKIRxiuw0GIlprHhlFq3MYraOnXE4qP3eCwK7BlHwnsvLS2U7Qpi1G8ajf9AvlUq+rUE8Pz8faRL9mk46iFar9ZJBNIz2tNNrB+m0RhT9NothbveC4CUXFxdK95Xj42MWFhYcnRM1cwjDNUXVON7f379kEI3IopdG0RhLvY4qqt7v7SIGURACyKj1e4NM4iyih5MYqf41j06vMWygcMN8ziKBjrVc5XLZnIoaFLMoCIIgTIZqxhFGJ7eZFUGbgir0EIMYcVSeax0F7cOSzFhN4iBz6CR6OMw4GfvTGWvu+rfcsFPOaaJ21m0ljDJY33vUtf1ahD7KyHo1QEWh3QuCF0T5i74dnK7Di2L0cBLCbhzt1ntUzWJY6slvxCBGHJUydfUTFe3DooVuRQ2HRf3K5bIZFTN+H4ZxzjQRRMOQwvjIm1GWYdefJotp2IlKuxeEWaNyXzk7O1P6PjkLwmIcJ6l3P82i22sVG40GrVZLoopjEIMYcfb393n+/LnfxfCFqGq3GsZhJnGaNYj9kTkn0zsnnVI6ySb0o96r2WxGehPkUUS13QuC20Slr0w6Bb9Wq9legyjRw8kZ9Nn5aRqd1PsgvDaLbkcVj4+P2dnZkSmoYxCDKAgh5vj4eGbZS4dNG+1nmrV91nV7Bsb/J8muJwiCYJeoZ3EXgsvBwUHgIouT0L9NyqwNo3VWkzBbxCBGnNXVVb+L4BuqaB9kEod98bETfXTKtIlpjKeD5XJ5rCk1rp3P54c+NTeucXNzM5PENHbwcxBTpd0LwrSo/kVTNgz3FyOy6LVRnGW9e2EYpx1fl5eXXSxNdBGDGHFU7ggqazcYtSWGne0y7NBvNCc1jIPM4ahEPP0mcdD547bmmCXWNZxGkh0vsppKuxcEe6jaV4wv8f1bHQj+4LVR9LLevY4w2mHQFhe1Wk2mmfYhBjHinJycUCwW/S6GL6ii3TBPVsOXyWRoNBqevP8go2k1dKOyjVpN3aC/WyOGVsYZwyBhNYqGSXS63tIJqrR7QZiWWU7RDwP1et1WRktZf+gNXk07tVvvs8Ct/RaniSL6+eA4TIhBjDhemYQgoor2QQatf5N4rxk0lXWckeu/aVuzmg7bYmNY1HFhYcE8d5RBtZOh1S363yOXy83kqaUq7V4QpkX1vtLpdPwugtCHF9HEINS7G0ZxUpPYbDYnfk+VEIMYcdLptN9F8A0VtFv3Q7QShAHAYNQ00X6sZs6IvI07dhCD9A8yil4Yw2EY0US3UaHdC4IbqN5XVN7mI+jM0igGqd7Pzs48N4nD1mDKNNOniEGMOCpPn4m6dut+iP0msV6v+1GkkUxiFCelXq+zsrIy8tqzmmJiZ/rKrMwhRL/dC4JbbG1t+V0EX/FrmqFgn1lMOw1avXttEoOwDjIMiEGMOLP8Ihp0oq59VJKZZDJJq9WayfsOMyDDyuO1YbHzfrM0h8a/fq1xiHq7FwS3UL2vtFotSVQTAtyOJgax3r00iTc3NwMT1QhPEYMYccrlsrIDoMraU6mUawbRrsFz2wiOS34zilgs9tJWH04N26jEOIPoj3oOM4n9A5nb01pUbveC4ITLy8vQ9xWn0+StWSXv7+/HGgVJUBMc3DKKdurdD7wyiZVKRQyiDcQgCkIAqNVqVKvVJ8lYzs/PXduKwilRnKZoZ9pq//rEUfstTvL+xvX92gJDEARBCDf9pt3rfRRnybTJa6bdI1HWIb6FGMSIE6Ubh1OCrr1WqwFvZeisVqumGZl2DZ5xbacM2jJj0N/dplAovKTZWhan79sfPbSL3SjgIEYdZ516aj12FltgBL3dC0JQ2N3d9bsILzHpvXsSgrYWTZiMSaK8CwsLMyiJe0wbTRxFFB+AzwIxiILgA1Zz2B81BPc2sbeL3zfMUYbYjbJNM1110vWETky+1SQCoZ/2JgiCIASXSUyl1w8fJzWJ46KIkz5AVg0xiBHn4OCA58+f+10MXwi6dsMc9kcN3TCH2WyWu7u7gX+zY4z8NozTYqxBHPVZ2o1MOjWHdozhINPp1trEoLd7QQgK+/v7vP3tb/e7GL5Rr9dHRpJk/aFgxQ9TOQuTeHJyMrJcMs20hxhEQQgAXqw3DLvpmwXWz3zY52M1fP2mbpqpwH5mOhUEQRCEWTPMVDoxjpOuS5x2PaLqiEGMOCp3DpW1N5tN8/8qGkNjCsmgPSKH4dQsusEs9mRUud0LghPW1tb8LoKnWDOYwvANwwVh1kySkXWSaOIgkzhsj2ThKWIQI47Ka5lU1t5ut5U0hoOwfg5OzaJXn6Gb0USV270gOEH1vhLErQ5mzThDItNqveXg4MBzk7i4uOjofFURgxhxJskAGRVU1j4/P2/bDEXxMxq0DyI4iyiC90bRYJoNvFVu94LghKOjI7a2tvwuhm/U6/WhmUyjaJSsRmSY9mFmJYqfR1DwwiRaOT09ZXNzc+Qxsg5RDGLksU41VA2VtcfjcdvHjjJMUTQa47byGISXRnEacwhqt3tBcILqfaXT6fhdBE8YZD6cah90DTGN4cEaRWy1Wj6XJhyIQYw4Ku9zpLL2h4cHv4vgK3bSWDuNJsJ022WM4/z83Jxqagxmk+yLqHK7FwQnqN5XnDxIDCvDIlNuaN/Z2RGT6BJeRhHT6fRE56mGGMSIMy6MHmXCpn0SwzKMRqPh6H1VZZJoYj/95077eRqJa6zrEq1mcZxRDFu7FwS/KBaLfhdhKowtkiYl6gZ5lOFwS7vxHmIUw4NkD7eHGMSIU6lUWF5e9rsYvqCy9mQy+dI0iigYQTe3mbAy7LOZxDjOcjpqtVoFRkcTVW73guCE6+trpTMa3t/fK5vJ1G3tEk0MD9Mu41CF6M8vUJyrqyu/i+AbKmvvH/iiYA7hrWmYxs8wYrGYK+9XKpXMH6ccHx9PHRGexACr3O4FwQkq9ZX+LS4g2muxxk1XnIX2nZ2dqTeGVxmvDLbxoFUYjRhEQQgIbk0v7Scq5tBvJjWLhlGctn5lUBMEd3HrQVLUCHskzG+T5vf7q8Kghx6Ce8gU04izu7vrdxF8Q2Xtd3d3to3MNPPx3d443i3sJKmZhknXLlqPd2I0B232OwyV270gOEH1vhLFNP52zdmstcvaxOBhjKPy0NweYhAjTqfTIZFI+F0MX4iKdsOEOTFyo26Abi7QtnutoBrJaZkmsZBds2hNVmOHqLR7QZg1Dw8PSveVbrcbqSiqk8idV9plbaIznGYznQQZI+0hU0wjzuHhod9F8I2oaC8UCo7NYdAGfUND/8+sCJr+cbg5vTgq7V4QZo3qfaVer/tdBNdwaiq81C5rE4PF6emp30UIBWIQBSFC2Jk6MS7Bi5fM2ih6gVvTVWa1BlUQBCHKhMV8haWcYULWIc4OmWIacdbX1/0ugm+ESbvb5mDWa/Dcxo5JdGJqvdbv1h6WbmyREaZ2Lwh+EvaHU9MShS0uJjVdfmmXKafjmfU009XV1ZldO0qIQYw4i4uLfhfBN8KifZzxmWQN4ijC+qXIWu6gRECtTJq4ZhDTGMWwtHtB8BvV+0oymXzpNVXMyyDtXiEJbPxlYWHB7yKEApliGnFUXmMRBe1WI+TEFA1agxeF6ZwG43T4uQbRqakbNeV3ErMZhXYvCF6gSl8ZNg2vVqt5XBJ3mSbKFATtMuXUH05OTvwuQigIZQRR07R3An8B+I1AF/gZ4HVd1/f8LFcQifJGuOMIi3bD7MgaNGcUCgVbpnnY5zrLVNduRhOdEpZ2L8wGGR/tc39/73cRfCVsSxGsTGuugqJdoomDcTLN9OzsjI2NDVvHlstl2u32NEVThrBGEP8ecAHsAm8DboD/3dcSBZQo7nNkl7BrH2R+7EYR+we/qEQOrYz6LLrd7tjN6b0wb37stxT2di9MjYyPNlG9r4Q11b8bkbegaZdoondkMhlbxwUhyuwnoYwgAu8Avl3X9RqApml/B3jD3yIFE7tPVaJI0LVXq1XK5TLn5+cvmZVJ1tgNMyP95tDuhuvTUC6XZ3Ztu5+NW4ljpsXraGLQ270wc2R8tMnm5qbfRZgYN+6xdr8oBwm3jFQQtUs08SmzSlYjidzsEVaD+IPAH9Q07V8DMeD9wJu+liigXF9fs7Ky4ncxfCHI2qvV6tC/jTJATiOBxvH5fJ5cLgdg/jtLjPcwTLAbTGqag2ASYXhZJs3gOiz6EeR2L3iCjI82ubq6Ujqj4f39/ZNsnkE3Jm6ahX7tQUIync6WSqXC8vKy38UIPIEyiJqmfRh434hDPqTr+geBjwBfB1zTGwA/AfzWYSe9/vrrxGIxkskkr732Gq+++irQ+8KWTCbZ39+n2+2ysrLCysoKZ2dn1Go1kskk29vb3N7ecnFxAcD29jbxeJz9/X2gly53eXmZ09NT6vU66XSaUqn05Itx/1Mh48v68fExzWaTTCZDsVikUqlwdXUFwO7uLp1Ox1xEv7a2xtLSEkdHR9zf3zM/P8/m5ibX19dcX18Ti8XY3d2l3W5zdHQE9J6SXF9fc3d3R6vVIpvNsrGxwdXVFZVKxTyn1WqZX1w3NjaYn5/n8PCQdrvNwsIChUKBcrlMtVolHo+zu7tLs9k0F/pubm6SyWQ4ODjg4eGBpaUl1tbWuLi44Pb2lkQiwc7ODvV63VwsXywWSafT7O/v0+l0yOVy5PN5zs/Pubu7Y25uju3tbWq1mvnl2Gl9lctl3vWudwWyvm5ubkilUnQ6HWKxGAsLCzSbTdrtNqurqyQSCe7v76lWqywsLDA/P29OG43H48zPzwPQaDR4eHggm80Si8XMY2KxGIuLi+Zn32q1qFarpFIplpeXPauvxcVFms2mWa5MJsPJyYmpO51O8/DwYK6bS6VSxGIxms0mAHNzc+ZnbCSesWoc9rvxWcRiMdOYJZNJ8wvB3d0dpVJp7DWdvu+4c4yyGPXVbrdpNpukUikzq97d3d2TOjbWV1xcXNBoNMxpL1dXV9zd3TE/P/+kvsrlMl/0RV808/4FwbwfRnE6NcxufAT4wAc+QCwWI5VKPRkjt7a2SCaTvHjxwmwTq6urnJ6eUqvVSKVSZpsw2tH29jaJRMJsR6urq6ysrHBycmK2ia2tLarVKpeXl0CvfgGzHa2trZHL5Tg6OjLbRKlUolKpUC6XzbGr0+mY7Wh9fZ2lpSUODw+5v78nm82abeLq6opYLMazZ89ot9tmO2o2m6yurnJwcECr1WJhYYGNjQ3K5TKVSsUc71qtljmubmxskM1mOTg4oN1us7i4SKFQ4PLy0hwjnz17RvId1w0AACAASURBVKPRMMfIYrFIJpNhf3/fvOeur69zcXHBzc0NiUSC3d1d6vW6qadQKJBKpTg6OqLb7bK4uMjKygqXl5fU63UajQarq6vmOAGYY8fl5SXdbpdsNsvCwoI5TsRiMbLZLK1Wi/v7e5rNJisrK8RiMUfT6T73uc8BsLS05MmMFOhpa7fbzM3NUavV6Ha7JBIJMpkM9/f35hiSzWbpdDo0Gg0A0uk0iUSCer3+5Jx6vT70nEwmQzweNz+Tubk50um0OUbHYjHm5+d5eHgwx6ph51g/+3HnGGOUUbfG/S9K7O3tmeOCHRqNBplMxvzsYXB9nZ6eMjc3R6fTIZPJsLS0xM3NDY1Gg3g8Tj6fN/vK/f09r7zyysj+lUgkKBaL3N3dmd+DonA/dEIsKAt1ATRNWwRGxf1rQBr4DPDnHn9iwLcBvxd4t67rjb5rdt94Q93ZNZ/73Od429ve5ncxfCHI2mu1GgcHBwOnmE4SQey/2S4tLZHJZMwv30ZEz881N7Va7UnktD+KOijS6CRqaP0MFxYWTBMYJEZFM4dpNerc0FIoFMwvZf1R4Ww2G+h27wXJZNK/FLYzZBbj4+N1u2++qWaAcW9vj+fPn/tdjCfYNWp2Z2aM2kj87u7uScp/u1Grvb098/9efn5uRhD7tQeRKEURrW0GnLUbu/Vud3lFrVazfc2orVNOJBK2x8dARRB1Xb8Fbkcdo2naFwErwJ/Tdb3++NqfA74H+ALg52ddzjBhPIlQkSBrHzbF1I39/QqFAt1u17Mnu3bJZrPmzbZWq5HL5QZ+Dm5MSb27u5v6Gm7j5lTXcrk8tH6D3O6FyZHx0X2ePXvmdxF8xfrld1IzEkSTbYeoffEPMv3m0HjNr3aztbXly/uGjUAZRJv8ClAGXtc07c/Te0L6rUAV+LSfBQsirVaLdDrtdzF8IWzaJzWH1sgS9Kbszc/Ps7a2BgRzIDTKlM1mnzwxr1ar5PP5iUyidY1fPB73PAHFtAbQ7rYd4whbuxdcRcZHB6jeVzqdjuNsnkH7sj8pk2gXnDGorQSBi4sLSeZmg9Btc/H4FPVrgN8GnDz+fDXwNY9/EywEJUGHH0RN+6Dppf3TDp8/f87Ozo65LjGI5rAfo5zGVFhjvdwklEolSqUSxWLR5VKOxq225sb6uai1e8E+Mj46w1hXqCrGGi43CKoZGIab2oWXsdMe7LYZu9HtUdOprURxbecsCGMEEV3X/zXwXr/LIQh+0m8OvchOOksMMzsqw2tQGbXW0YlhG7b3pR9blQjhRMbH6OPG+kMrk6w9HPb3sEUSg0pY1x+G7UGBMJzQRRAFZ0Q1o58doqbdyfTDsGmv1WqcnJxQrVaf7A85KUFKvmVENcclzHGqd1CCGghf3QuCXwRtmpnXG3PPYnptWAyCylOLZ0VY6j7sD9O9IpQRRME+YZhiOCuipt3OF/8gZCt1gpHZ1A1TGFTcmvJ5fHxsmkwjgmAk+snlctRqtdBMKxaEIKB6X0kkEq5FD8OGrD90j2naht2o88HBgWtZbIO6/2XQEIMYcQ4PD11NDR0moqx9XDQqyNq9MIXGPojDzNm0219YrzvoWrNcB2hMOR1kEiHYdS8IQUL1vlKv12dy3TBMNa3X68o/IHCDoD04MPYNHsXV1ZWZxE8YjhjEiGNsLKoioj04+BUptGY2tb7mx/t6RdDqXhCCirFRehSxs/7Q7lT8SUxA0E1ikJYhhBE3jaHXbeXh4WHkVlFCDzGIESfoG8HOEtHuL4YpBMYaQ+v0STewDv6zMISGARx1bevf7JhFt7a5CELdC0IYUL2vzDqbY5BN4trammQynRC/ooZuTTOV9af2EIMYcVROWCHag8Ewc9hvmpxG+tw2lbPEKOekUUVjWumw862L7oNU94IQZIKWpMYOk+wROw3TmoEgmkSj3nO5nO1Mr8JsjaGX7USS1NhDsphGHK8HkyAh2oPH8fGx+ePk2EHH+20O7b6/Hc3n5+djo4fWvw+7Vq1WC2zdC0LQiGpfEdMzntvb3ragQXxIEMQtLoK21nAU49q/UffCaMQgRpww7innFipoHxQtymazkdRu11hCL0nNoHO9XBc4i/frN4nn5+eUy2VzfSeo0e4FwQ0qlYrfRfANOybELVMQJHNhGEJrgp4gmsSgsLe3F6j6c8M8zyo5U9SQKaYRJx5X9xlAVLX3R64GLbQOgvZBGeJGTX8cFyFzEjGsVCrc3d0N/JsbU1P9SkADb31Owz7LINS9IIQB6SveEbSppv0PETc2NiTy2ofXxtCrNtJf98JgxCBGnN3dXb+L4BtR1241CP1z6oOi3diXr1gsjt0E2prldBKcmLZJTKKfpnAQw4xiUOpeEILOs2fP/C6CL3gZPey/pp8m0RopHLTNgZjEHkGKGM4C2eLCHmIQI06z2SSTyfhdDF8Ik3an2SsNU5DP501zmMvlzKhdELUPiii6sf3FIOMWj8fpdDoTlXPUdd1mFtt9BLHuBSGIRLGvBN3g+G0SDdrtNslk8qXXVTeJfptDO+3DTjbTUfshDqt74SkyvyLinJyc+F0E3wiq9nGRtFGUSiUKhQL5fJ7nz5+zs7NDsVikWCw+MWBB1Q49/ScnJ3zqU5/i4OCAvb09PvnJT7pmDgHm5+cnLp9XaxVntRdkkOteEIJE0GYFqIBf5rDfLFxfX4881s91iW5s5TApfpt3O+9v5/MZVX+j6l54C4kgCoLP2N0jz2oOc7nck4hhWPEji+CoqaV2vzA63eOwH7vm0NjeQhAEwav7pd9RJLeZ1Oz1n+dlZLHfBHmZ2bTfpHnVHtwyh4I7iEGMOCpn5xLt4WCaSNogs3d8fGwaaCuGuR42ldWraIKT7Sysv9s1imGqe0Hwk83NTb+LEFr29/c9Xe88qTEYdj+cZC88MYyzM4tumsNxY2AulxuY3E94ihjEiDPNVLuwEzbtbkaLgqi9f72hEwqFgm0jaZhGwxDC8C8Dk5jTaTa9d2oO7ZbFShDrXhCCiIp9xQ1jsb+/70JJZs8oo5BKpVy/vgqGcRbRRS/NIbhT9yogBjHiHBwcKJvVMGza3ZxKGBTtdkzhKPNnNWGDPp9hTwGr1epLA0p/Gfrfs99sWd/biymlkyYq6icodS8IQWd/f1/ZTKZu4FUUcZLo4TijUC6XXc9mGRTDGKbpqF6bQ+glpxLGIwYx4jw8PPhdBN8Q7f5iN0NpoVAYaBKHGbFxazBrtRqf/vSngfGmcBTDpq/OArfMIQSj7gUhDEhfeZkorD+0YxSmzXI9STm8MoxBmY4Ko9uTH+YQvKn7KCAGMeIsLi76XQTfCJt2N6eYhkW7Ve873/lO8//lcvnJ3+yYQnhrL8VKpUKtVps6U2i/cS2VShOZREPLKJM8qqzWz2JcGwlL3QuC3ywtLfldBFfxwoB4Pb10VklJrEsQvEr+I4bxLcPolzl0svYw7EkAp0UMYsRZX1/3uwi+IdqDy7B9HA0GDQyT7qM4ytCNymg66pxJI4mjjKKTdZZGOQYR9LoXhKAgfWV6vE5WMw47ZqHfJPT/7pdhBG9Mo1/TUcH+NhqzzFYqCWrsIQYx4lxeXro+zz4shEH7oIyVbkQRg6B91NO3abbqsDt11WCYobNjDq3Xdmt66bhIYf/fR0UPB217EoS6F4QwcHFxoZRJ9NoMTItTk+DEHF5dXbG6ujryGAMvt2PyIsrYbDZJp9OAv9HFYTip90mih6PqXngLMYgR5+bmRtkvi1HRPolhDIr2bDZLNpulWCyaxs4NUwijjVYsFqPb7Zq/O40UurnWcNpprgZGO3j3u9890mAHpe4FIejc3NwoZRDHEeb1h04jh3d3d7ZNQtQMY7vdNg1iP34bxlmZQytO6l5lxCBGnEQi4XcRfCNM2q0mwo0oYhC1G2bRa8Z9lm4ZOLcYFkUcZwwNglj3ghBEpK84Y9j6w1lMM3XbKPSbvHg87rhMw67ll2H0ejoqzNYwztIcWutsmrpXCTGIEWeW87iDTtC1z3JQCbr2aTA2ux+EMeWy2+2yvLz80t+r1Sow/rN3M4Op07WFw449Pz+3tXYiynUvCG4SpLVzwmRMYg5hsvXndq8f9KQ30zyoncX6xVlMJR6Fm3UfZcQgRpxGo6HkZsAQbu3WKOIkEcUwax9FLpczTd6wLKfQm2I6SL9xvvGvk4F8kkHFMJVOTeI0RLXuBcFtpK94i9sJSsYZhVEP1JrNJplMxtb7OCXohrHT6bgSPXcjuuiFOeyvDzt1r3oGUxCDGHlOT09t35SjRlS0TzLdNCraDYzpqcZ2FlajZ/xuvaHv7e0N1G8cY5hML7FrEofVt912ELW6F4RZcXJywtvf/na/i2GLcSZjXPRo3Jf3cesPvd7eYhzTmEPoJSjyarZFEAyjtX00Gg0WFhZcfz+nhtGv2S5e1n2YEYMoCB5jJFuBXoRp2JYHwstY1zEWi0WfS+OcSSOJ/dFLebopCNHCePgVVtxah2jni/u05jCbzZJMJp/cR738/P0wjNbP7Pz8/EkSt1kxajrqJAbNjeihYB8xiBEnjF+i3SJI2q0buRtPamc55TBI2v1glH7rl4JcLjdyTSO4X0+j9kIcdbxdVK97QbCL9JXw4YY5hJfrvv+hW5QN4/LyMqlU6slrs054M23Ebtp1h1bkAbw9xCBGnGGpjFUgCNqN7RmAl7ZomHYrhVFRpCBo95Nx+q2RyFwuN3LwcrLnohNGRRMHDWD96yyHoXrdC4JdZrUGTZiMcSbCLXMI4+s+yoYxmUy+9JrX2VGdMKk5HNYe+s2xMBgxiBFnf3+fZ8+e+V0MXwiq9v4tLUbRbxTsmoSgavcKJ/rHTdfMZrPmZ/78+fOhyW0G1eWoxDbHx8cDjeCgc5w88VS97gXBLi9evOBtb3ub38UIPHbXH46bZjpsbbjBwcHBSJN4dnY20iyUy2XbUwrDVPduG8ZyuTxyr9xZ7L04KW6bQ4CjoyO2t7eH/l2WcPQQgxhxOp2O30XwjSBpd5IUZZhpcGISgqTdD9zW3x9xHGTQnSaGGdYmBl171L6H/ahe94JgF+kralGr1cz7qJ26D+q60GHmx65xdNruh5m0WRnHaaaT2nlAMGj9pZjClxGDGHHGRZqiTJC1j5peOsm2Fv0EWbsXzFK/1SxOw6zWP6le94JgF+krPcZlMPWSWUcRDZM4rO6DagrtMEj3INPo1tYug+phUtM4a1NoxcjgKqZwNGIQI47KGZyCpt2r1NYQPO1eo7J+lbULghNGTbMTZsO4aaZ2cMMkWus+zKZwHF6PB05Mo5em0MCtB7wqIAYx4rgRjQorYdFurF27uLhgfX39pb8VCoUnEUdj8DOmOg662YVF+6xQWb/K2gXBCdJX3MeN7S7GRRHtMM4kHhwcKP0wzW600Q3cykA6TX1ZvydJv7dH3O8CCLPl7u7O7yL4RhC1282COew44/Vyucze3h4HBwecnJxQq9WePAUNonYvUVm/ytoFwQm3t7d+F8ETxm1YHkamXf8W5ajhOIZpz+fzL/34zTRlMaKF/Q/RVen30yIGMeLMzakbJA66dqsJvLi4ePKv3fPK5bK5DUO1WjVv/EHXPmtU1q+ydkFwgvQVf7Cz5tGOqR1nEkdFxBKJxNjrRxUn2v0yjW6bQivS7+0hn1LEGZXKN+qESfv6+vrAKabj6N/2wrgphkn7LFBZv8raBcEJ005jFILPsKmms0oSFgam1T5tFlWn1x2H0zWF0u/tEVqDqGna7wG+E/h84Ab4y7quf8jfUgWPer2u7ILcKGo35s2PW4MYRe1OUFm/ytqFHjI+2qNWq5kZDQVvsZOsxs5axHEJa2CwSWw0Gq5l8wwbs9I+ybpGt9YVOkH6vT1COcVU07Q/APwF4FuAZeDXALqvhQoofm5w6jd+ax82z3/UFhcGoxZQ5/N5dnZ2KBaLQ2+Qfmv3G5X1q6xdkPHRCdJXxrO/v+/JOdNgpx77jcrl5eWsihN4vNQ+aIrqLNYVOkH6vT1CF0HUNC0O/CDwfbquf+zx5RvgF/0rlSBMx7i1h6VSiUKhYEYOBUEQ+pHxUYgabmQ0FcKNzIjxh9AZROAVYAsoapr2K0Ae+DfAH9V1/dODTnj99deJxWIkk0lee+01Xn31VaD3pTuZTLK/v0+322VlZYWVlRXOzs6o1Wokk0m2t7e5vb01v8Bvb28Tj8fNJ2Srq6ssLy9zenpKvV4nnU5TKpWoVqvmEyvj5mYsuja+5B8fH9NsNslkMhSLRSqVCldXVwDs7u7S6XQ4PDwEevs1LS0tcXR0xP39PfPz82xubnJ9fc319TWxWIzd3V3a7TZHR0dAb11bqVTi8PCQVqtFNptlY2ODq6srKpWKeU6r1TKjWhsbG8zPz3N4eEi73WZhYYFCoWAmQ4nH4+zu7tJsNjk5OQFgc3OTTCbDwcEBDw8PLC0tsba2xsXFBbe3tyQSCXZ2dqjX6+aTm2KxSDqdZn9/n06nQy6XI5/Pc35+zt3dHXNzc2xvb1Or1cykLE7rq91u02q1fKuvRCLB3t4et7e3NBoNKpUKFxcXLCwscHt7SywW4+rqit3dXfL5PMfHx1xcXPCud72LlZUV7u/vSafTpFIpYrEYFxcXnJ+fs7a2xtzcHJlMhu3tbTKZDFdXV0/qK5PJsLe3F6r6crN/lUolT/rX4uJi4PpXu92m0WiEqr7cvB8qnr7c8fgI8IEPfIBYLEYqlXoyRm5tbZFMJnnx4oXZJlZXVzk9PaVWq5FKpcw2YbSj7e1tEomE2Y5WV1dZWVnh5OTEbBNbW1tUq1UzkmFsi2C0o7W1NXK5HEdHR2abKJVKVCoVyuWy2bc6nY7ZjtbX11laWuLw8JD7+3uy2azZJq6urojFYjx79ox2u222o+XlZaDXFlutFgsLC2xsbFAul6lUKmZ/bLVaZr/f2Nggm81ycHBAu91mcXGRQqHA5eWl2YefPXtGo9Ew+3CxWCSTybC/v2/2YWPd+c3NDYlEgrW1NRqNhvmZFAoFUqkUR0dHdLtdOp0Oi4uLVKtVms0miUSC1dVV7u/vzbJlMhni8bg5eyWZTJJKpcY2mlgsxtLSEtCbfmh8fnNzcxQKBc7Pz1lYWDA/r9PTU7rdrrmWrVKpcHd3x/r6OqlUimazCUAqlSKTyQBwc3MDYL5PvV63vSeikZk5nU4zNzdHrVaj2+2SSCTIZDLc39/z2c9+1rw3ttttrq+vAcjlcqRSKcrlsrm9QT6fJ51Oc3BwQCwWY2tri/v7e7MNr6+vk06nOT4+ptPpsLCwwOrqKuVymVqtRjwep1QqjayvxcVFVlZWuLy8pF6vk0gkKBaL1Ot18164sbHB3NycWX9LS0ssLy9zcXFBo9Fgbm6OYrHI3d2deS/c3NwkHo+bY4qx1OT8/Jxms0kymWRzc5Pb21vzMygWi8RiMfMcw3CdnZ2Z3zMKhQI3NzdUKhWgNx50u12zDa+urrKwsMDp6SmtVotMJsP6+rqZIA9694uHhwdOT0+B3r09m81ycnJCu91mfn6etbU1KpUKNzc3xGIxSqUS7Xbb/K6xtrZGJpOhXC6b/SubzU7dv3Z3d6nX65yenj4ZI1+8eEGn02F5eZl8Ps/Z2Rl3d3fmeFer1cyyReF+6IRYt9t1dMIs0TTtw8D7RhzyIeAjwE8DvwRowCnwZ4GvBN6l63q775rdN954YyblDQOdTod4PJQziafGb+21Ws28eRqDk3GDNm4e1j0QDdbX180vuca/pVLpybWtaxGBl9Yj+q3db1TWr7J2gGQyGfO7DLNgFuPj43W7b775puvlDQNB6ivjtl0YtZZr3JS5cRlBR2UVnXS6qN29EO0YRLCXWMTufnv5fD5QdW8XtyJpt7e3gdTuVaQwjHXvFolEwvb4GLRP6JuBwoifP0lvugzAD+u6/lld12v0FuN/Ab2np4IFr9cCBImgare7F6Kda5TL5SdbXRhfMoKq3StU1q+y9ogj46PLSF+xt+XEJNj9bN18f7try8rlsq1cAEFh2jV3/VxeXj5Zy+fkZxbM8tqDkH5vj0BNMdV1/RYYuYOlpmmfBOrAoNBncMKhASFIEWKvCap2Y8rOtBjTZQYRVO1eobJ+lbVHGRkf3afT6fhdBMEmdtci2slqCsG/T87SME3T7qctl/EQ2891hdLv7RG0COJYdF1vAH8TeF3TtF1N09LA9wP/H/ApXwsXQIw1AyoSRu1O90EcRK1WC6V2N1FZv8raVUfGR2dIX1GXbrdrzsAJEl5E0/xs915HCwch/d4eoTOIj3wr8C+BXwAOgbcBX6vr+oOvpQogq6urfhfBN8Ko3ViL2L9Gcdh0mGGRyDBqdxOV9ausXQBkfLTNNHuwCe5hd5rpuLWUBnammlr3wTOMol9mcdZTOPtRvd2rrt8ugZpiahdd15vANz3+CCOwO90iigRV+6TTS4+Pj19KVjOMoGr3CpX1q6xdkPHRCdJXZsv+/r7tZDV2M5o6mWoKwxPXVKvVgVtGlctlTw2EH9E01du96vrtEtYIomCTcZnRooxoVxeV9ausXRCcYGyfIMwOJwlBnEQSp40mGltxDCJo007dRvV2r7p+u4hBjDjJZNLvIvhGULV7sU9bULV7hcr6VdYuCE6QvjIaP7I9OslqOo1JTCQSI8/xasqpHw/0VG/3quu3ixjEiLO9ve13EXwjqNrdyGA6jqBq9wqV9ausXRCcYGeqojA9To2mFybR7jTSKEYTVW/3quu3ixjEiHN7OzIreqSJmvZB6w8HRSOz2WzktDtFZf0qaxcEJ6jQV+waqKAxK5NoGMVGo2H7+rM2iV5HEVVo96NQXb9dxCBGHCMrpooEXbubkcRyuUy1WqVarXJycsLR0ZFr1w4jQa/7WaKydkFwghezOYQes56u6nRd4s3NjaPrB3FLjElRvd2rrt8uYhAFISQM2urCeqMrl8vs7e2xt7fH9fU1Jycn1Go1SVoiCIIghA4nUUQDuyZx0ijSrEyijNNC0BCDGHG2trb8LoJvBFH7tE+uhpnE/uu222329vY4ODigWq0qZxSDWPdeobJ2QXCCrNf1lkmiiLMyifPz80+mnDoh7NFE1du96vrtIgYx4szNhXKrS1cImvZhm927hWEUz8/PicViT/5WrVZn+t5BI2h17yUqaxcEJ0hfCQezMInWMXISkwjuRxO9eoirertXXb9dxCBGHD/SVAeFIGnvj/BNE0m0YzQvLy8nvn4UCFLde43K2gXBCS9evPC7CMox6f1pUpM4zCj2m7FpoolhQ/V2r7p+u4hBjDjdbtfvIviGytpVR+W6V1m7IDhB+kq4mMQkgrNMrn5POfUiiqh6u1ddv13EIEaclZUVv4vgG2HRPousk6rfAMNS97NAZe2C4ITV1VW/i2CLWUWpZr3sYRjTzHJwyySO2iw96tHEsLT7WaG6fruIQYw4Kn9ZjIr2QdNR7Q7s1u0vjGQ1KhCVup8ElbULghNU7yvNZtO39/bbJKZSqbHH+xVNnPU4rXq7V12/XcQgRpzT01O/i+AbQdVud/3huOOcmETgyT6JUc9qGtS69wKVtQuCE1TvK9lsduJznUzbnAXTmMSDgwMajYat46MYTVS93auu3y5iECNOvV73uwi+ESXtw8ziMJMYi8WebH9hPNU0TKKx/UVUzWKU6t4pKmsXBCdE7b7nFL+zOU6bUGtSkwjOl3ZMYhSnMYmzbJuqt3vV9dtFcr1GHDvTKKKKCtpLpdLYY4aZy3K5TD6fN7fAyOVyT/7e//sgpnkCPUtUqPthqKxdEJygel95eHgY+rewZEPe29vj+fPnE517cHDAzs6Oo3POzs7Y2NiwfbxhEvP5vKP3mSWqt3vV9dtFDGLEUXnT7ChpLxQKL702yhwOS1JjmEXjetYnnP0D2TDjaJDL5V56EhcUwxiluneKytoFwQmqb5h9d3c31fmTGKx+9vf32d3dneoa05pEwJEOpyYR3nogGwRUb/eq67eLGMSIc3Nzw9LSkt/F8IWoaz8+PrYVQRzE+fn5QNM5aAAzjOKo1w0TOexYK8axszSTUa/7UaisXRCcoHpfSSaTtFotv4sheIzq7V51/XYRgxhxLi8vle0IQdHuxmL1/sifgbEGsd8oxmKxqba6cFpmJ8cbJjSXy83MLAal7v1AZe2C4ISLiwul+8r8/PxEBtHvBDXCdKje7lXXbxcxiIIQASaJJlrXJg6acioIgiAIUWfaabKCEEXEIEYcledah1X7xcUF6+vrA/82bGooPDWJTqOH/Ylshr3HNOTzeTNimMvlZjrFNKx17wYqaxcEJ6huDG5ubvwuguADqrd71fXbRQxixInH1d3JJAraRxnCQQybctq/Hca4aKNbhrF/OqlXSWyiUPeTorJ2QXBCFPrKJHv0RY1JE9SoShTa/TSort8u8ilFnLCkqp4FKmuvVqscHx+bP/0M2z9xGMO2yhhEPp8nn8/z/PlzdnZ2eOWVVygWi55mOFW57lXWLghOUL2vyDosNVG93auu3y4SQRQED+k3Wk436zWu4cYUUKtJdLqfovX9rVFC679B2fJCEARhENMk8hJ6uLHVheAtqrd71fXbRQxixFldXfW7CL4RZe3Dspoa3N/fO7reoIjiKNNofX8jsY11H8VcLke1WvV0WqmVKNf9OFTWLghOCMq+dH7RaDT8LoLgA6q3e9X120UMYsRZXl72uwi+oYL2YUbRjb2t7KxbHLRWsVwum5sCGybRa6OoQt0PQ2XtguAE1fuK0weJwuQEyZSo3u5V128XWYMYcU5OTvwugm+opL3fqGUyGdffw7qmcdgaRidrFWeJSnXfj8raBcEJTtdiRw1ZBqAmqrd71fXbRQxixFF5Colq2q3mLJFIzPz9hhlFoxx+7qmoWt1bUVm7IDgh6n1l3Ib2c3MyiWwSNjY2/C7CVES93Y9Ddf12EYMYSlzDGgAAIABJREFUcdLptN9F8A2VtXc6Hb+L8BK1Ws2z91K57lXWLghOUL2vPDw8+F0E31ExwY7q7V51/XaRx0cRx052yqgSFO35fP7JWkFrpG99fX2iTKb99K9BrNfrU19zFNbPtv+9jSQ1gG9JaoJS936gsnZBcMLW1pbfRfCVu7s7v4sg+IDq7V51/XYRgxhxjCQhKhJU7f0mcdprDSKZTLqSqMbKMFNo3eYiKFtcBLXuvUBl7YLgBJX7yt7eHqlUypVENbLVRbhQud2D6LeLGMSIUy6Xle0IQdJeKBRmsjB6mNE0IpPT7pc4yBRas7EFyRRaCVLde43K2gXBCZeXl0r3lUwmI5lMFUT1dq+6fruIQRQED/Aru+egbSjsYBjDflNonToKwTKFgiAIwvTs7+/7XQRBEHxGDGLEUXnahwrarYbPagaNDKKTRBDHrWELgzlUoe6HobJ2QXDC7u6u30XwlZubG8fnjMuMKgQf1du96vrtIgZREALMIIM3zPRZX4/FYnS73anf32o6jSiizN8XBEEQgsDz588nPneSh2mTbHFhXZZhlyA/gBXUQLa5iDgqP+2Lona7EcFpBpdRayWr1erE1/WSKNa9XVTWLghOUH0q5dLSkt9FmIpJzeHOzg6rq6u2j9/Y2DB/nJDP5x2bw2w2O3NzqHq7V12/XUZGEDVN+2pd1z/qVWGcomnaAvAJ4G26rks0VIg85+fnjqeN9k8ZtZMs5/j4+Ml5RiRxkiehghBVgjxGyvgohIFJp/tNYw7tItFCQWXGDRo/oWnaHvAjwId1XT+cfZEc8YPAZ4G3+V2QoKLyF3qVtTebzaFrCUul0kwyqgYJleteZe0+EOQxUsbHMaytrfldBF+Z9X65s2ISc9hvDFOp1MDjVDCFqrd71fXbZZxB/E+APwR8APheTdN+AvjrgK7r+sOsCzcKTdO+Avhy4H8C3utnWYKMymvFoqbdSeSw3W5PZQLDvtl61OreCSpr94FAjpEyPtpD9b7i9l65TpkkeuiGOYTeXsEGKphCK6q3e9X12yVmJ5GFpmlzgAb8N8BvBS6BvwX8DV3XPznTEg4uTxb498DvAxaBjw6bQqNpWndnZ4dYLEYymeS1117j1VdfBXpfgpPJJPv7+3S7XVZWVlhZWeHs7IxarUYymWR7e5vb21suLi4A2N7eJh6Pm3OYV1dXWV5e5vT0lHq9TjqdplQqUa1WzUySxs3JWBuUz+fJ5XIcHx/TbDbJZDIUi0UqlQpXV1dA78bZ6XQ4POw9kF5bW2NpaYmjoyPu7++Zn59nc3OT6+trrq+vicVi7O7u0m63OTo6Anp74d3c3NDpdGi1WmSzWTY2Nri6uqJSqZjntFot00xsbGwwPz/P4eEh7XabhYUFCoUC5XKZarVKPB5nd3eXZrPJyckJAJubm2QyGQ4ODnh4eGBpaYm1tTUuLi64vb0lkUiws7NDvV7n7OwMgGKxSDqdZn9/n06nQy6XI5/Pc35+zt3dHXNzc2xvb1Or1czpjU7rq1qt8oVf+IW+1VcikWBvb4/b21tOT085Pj7m7u6ObDbL7e0tBwcHzM3NmetAjo+Pubm54fnz56yurlKv14nFYmYdANzd3RGPx5mfnweg0Wjw8PBANpslFovRbrdpNpssLS3R6XQcnZNOp5mbm2N5edlMcBOLxczPIBaLMTc3RzqdZn19na2tLVfry83+dXd3BzDz/rW4uMjh4WGg+le1WuWVV16Zef8K6v2wUCj0Gq2HBGmMdDI+Ph5vjpGpVOrJGLm1tUUymeTFixdmm1hdXeX09JRarUYqlTLbhNGOtre3SSQSZjtaXV1lZWWFk5MTs01sbW1RrVa5vLwE3jIKRjtaW1sjl8txdHRktolSqUSlUqFcLpt9q9PpmO1ofX2dpaUlDg8Pub+/J5vNmm3i6uqKWCzGs2fPaLfbZjvqdrt83ud9HgcHB7RaLRYWFtjY2KBcLlOpVMz+2Gq1zH6/sbFBNpvl4OCAdrvN4uIihUKBy8tLsw8/e/aMRqNh9uFisUgmk2F/f9/sw8ZetTc3NyQSCdbW1mg0GuZnUigUSKVSHB0dcXt7y/z8PIuLi1SrVZrNJolEgtXVVbPfQG9fw3g8Tq1WAzD7zyDK5TKpVIpyuUy32zXHoUajwa/+6q+ytrZGOp2m1Wpxfn7OwsICy8vLXF9f85nPfIZut8vnf/7nA3B2dsbi4iLr6+ukUimazSaXl5csLi6aX8ZPTk6IxWJsbm4CcH19zdraGgsLCyQSCdrtNrVajXQ6TTqdBjA/z8XFRcC5KVtdXSWdTpNIJKjX63S7XRKJBJlMhoeHB+bm5ojH4+TzeVqtFpVKBYDl5WWSySTlcplOp0MmkzE/n1qtRjwep1QqDa2vbrfL4uIiKysr3N7ecnd3Z94/a7Wa+T3Ir/718PDAO97xjpn3r0KhwOLiYiD61+7uLvV6ndPTUyqVCl/wBV9AOp3mxYsXdDodlpeXyefznJ2dBa6+3LwfJhIJ2+OjLYNoRdO0LeD9wDcAnwf8jK7rX+HoIsOv/WHgfSMO+ZCu6x/UNO2HgZau639M07T3MsYgvvHGG24UL5Ts7e1NleUrzPitvVarUa1WqVarfPKTn+T4+Jjz8/MnmUGNL9r9rK+vAy9HDe1GERcWFkyTZJdRUcNCoWB+kYfeE7igPA0dhN917ycqawdIJpOeG0QrsxojZzE+Pl63++abb05bvFDy2c9+lre//e1+FwPANHWDMB6uDML48jqIUQmr9vb2yOVyAxOPjUriMeyaTjOCOo0eOr2njSrPxsaGo/X8YY4WDiJI7d4PVNbvxCA6Xriu6/qRpml/BbgBvhf4TU6vMYJvBv7YiL/XNE37MuC3A1/s4vtGFiNqpCJR1G534/uHB3uz28ZNJR10/TBMz4hi3dtFZe1BYIZjpIyPLqN6X2m3234XwRZumUPrVNJhaxANomYKraje7lXXbxdHBlHTtK+mN4XmdwEN4O/RW2/hCrqu3wK3NsqwC7zQNA0gCSQ0TbsAvkHX9X/sVnmigDGdQ0Wirn3U089GozH0b05NoTFQ5nI50xwGfSCMet2PQmXtfjPLMVLGR/cpFot+F8FXRkUtZ4mT6KETczguamhleXn5pWOibAqtqN7uVddvl7EGUdO0Z/SmyryfXja0nwK+EfgHuq4P/xY6O/48Twfc99AbhL+Y3roPwUKlUhl4I1SBMGg35sk7wc60mGQy+VICgmHGcND1wmgKrYSh7meFytr9IGBjpIyPDri+vmZlZcXvYvhGKpXi/v7e72IMxQ1zOCwBTa1WI5vNKmMKraje7lXXb5dx+yB+lF4GtDN6C+5/RNf1T3tQrqHoul4FzEnzmqadP74uu0MP4OrqStkvi2HVbqw/tOJ078NUKmUaRLvGMOym0EpY694NVNbuNUEbI2V8dMbV1ZXSXxQzmYznBtFu9NCuOXQSNezHiTkM61g4CNXbver67TIugngHfB3wT/ze1mIYuq7/JBOspRSEIDAoenhxcTHQJDpheXl54FrBUabQ+DdKA6EgzJhAj5EyPo7GyNIsBItZmkNjzLM7vTaK46Hq7V51/XYZOXDouv5feFUQYTZMss9QVFBJe3+U0JqdWEVTqFLd96Oydq+RMTLcqN5Xbm5uHB0/KiuqHex83nbM4aRRQ2vEcNRa/KiNh/2o3u5V128XebIYcTqdDolEwu9i+ELYtRvGbtj00lED3NraGvF43Px9kCmE6A6EYa/7aVBZuyA44eHhQem+EovF6N/qbNQWF9PgpzkcNJW0/z4Z1bFwEKq3e9X12yU+/hAhzBgblqpIWLWPm15aKpVeMoeFQuHJz/39Pfl8nnw+z/Pnz8nlcuzs7JDL5SgWi2Sz2UgPiGGtezdQWbsgOEH1vmJsQB8ExpnDnZ2dkYlonJhDgNPTU3McjPJYOAjV273q+u0iEURBmDGjNjl2wiBTOGjwy+VynJ2dRSLZjCAIguAue3t7nr7fuOihHXM4DLtTSq1ks1mSyeTI9xQE1RGDGHGmTXYSZqKq3TCGVgPYTyKRcJz5NEpEte7toLJ2QXCCyvdIgHq97ncRRppDt40hvPWwVOW6V1k7iH67iEGMOEGaQuI1QdR+fn7uynWsUclBSWZUjxgGse69QmXtguAE1ftK/165XuOXOQS1615l7SD67SJrECOOynOtg6590BYXo143MExmuVxmb2+Pg4MDTk5OODk5MVN3B137rFFZv8raBcEJUe4rdjKOLiwseFCSYBLluh+HytpB9NtFDGLE8fsJoZ+IdnVRWb/K2gXBCV5vEh80/M7k6PVaSCsq173K2kH020WmmEYclacahlX7oDVk1gQ1xvx56zpEmWL6FJX1q6xdEJygel9R+WGSynWvsnYQ/XYRgxhxRs3VjzpR0G5dTG3HGBpEQfs0qKxfZe2C4ITNzU2/i+ArQUhS4xcq173K2kH020WmmEac6+trv4vgG0HXPkm2STvmEIKvfdaorF9l7YLghKurK7+L4CvpdNrvIviGynWvsnYQ/XYRgxhxVP6yGBXt/fsf2iEq2idFZf0qaxcEJ6jeV1Q2iCrXvcraQfTbRQxixInFYn4XwTeCqN3u/juFQuHJse985zttRw8hmNq9RGX9KmsXBCeo3le63a7fRRiKnSys06By3ausHUS/XWQNYsTZ3d31uwi+EWbthUKBUqlEoVDg+fPntkyhlTBrdwOV9ausXRCc8OzZM7+LMBVnZ2dTnX9zc+NSScJH2Ot+GlTWDqLfLhJBjDgqZykLo/b19fWpzSGEU7ubqKxfZe2C4ATV+0o8ru5XQJXrXmXtIPrtou7dQRGOj4/9LoJvBEV7Pp/3/D2Dot0vVNavsnZBcMLR0ZHfRfCVxcVFv4vgGyrXvcraQfTbRQyiIHiMdW3hJJlMBUEQBEEQBGFWiEGMOHaTokSRIGkfVpaLiwvz/0dHR09+n8X7qYLK+lXWLghOUH3P0FqtZvvYWSeN8RqV615l7SD67SIGMeI4XbsWJUS7uqisX2XtguAE1ftKu932uwi+oXLdq6wdRL9dxCBGnMPDQ7+L4BuiXV1U1q+ydkFwgup9ReU1iCrXvcraQfTbRQxixFH5CWHQtA/a8H5WaxCDpt1rVNavsnZBcILq2QzdzGIatimoKte9ytpB9NtFDGLEWVhY8LsIvhE07V5mlwyadq9RWb/K2gXBCar3FZW/KKtc9yprB9FvFzGIEUflhBVh0761teVaRDFs2t1GZf0qaxcEJ6ierKJerz/5fX9/36eSOOPs7Gzqa6hc9yprB9FvFzGIEadcLvtdBN8Q7eqisn6VtQuCE1TvK+l02u8i+IbKda+ydhD9dhGDGHGq1arfRfCNoGkftAbRipvbXARNu9eorF9l7YLghEql4ncRfEVlg6hy3ausHUS/XcQgRhw3F6GHjSBqN6b/zXoaYBC1e4nK+lXWLghOUL2vdLtdT94niFNXVa57lbWD6LeLfEoRZ3d31+8i+IZoVxeV9ausXRCc8OzZM7+L4Cs3Nzd+F8E3VK57lbWD6LeLGMSI02w2/S6Cb4RV+y//8i/zsY99jE984hP83M/9HAcHB5ycnDi6Rli1u4XK+lXWLghOCENfcXu91N7envn/RCLh6rXDRBjqflaorB1Ev13EIEYcp8YiSoRZ+8XFBR//+Mf50R/9UX7sx34MXdf52Z/9WT71qU9Rq9XGnh9m7W6gsn6VtQuCE7zceiiIqJzuX+W6V1k7iH67zPldAEEQ3uLo6Iitra0nr/3yL/8y5+fnnJ+f8+53v5tyuczz58/J5XJks1mfSioIgiAIgiBEEYkgRhyV93sR7eqisn6VtQuCEzY3N/0ugq/YmY0SVVSue5W1g+i3ixjEiDM/P+93EXwjqNpHZTDtjx5OSlC1e4XK+lXWLghOUL2vtNttv4vwZE2kl6hc9yprB9FvFzGIEefg4MDvIvhGGLUfHR0NfN3YH9GYOz9ur7swancTlfWrrF0QnBDE7Re8ZGlpydZxUbynqFz3KmsH0W8XWYMYcR4eHvwugm8EQXsul3vpNcPkFQoFzs/PZ/K+QdDuJyrrV1m7IDhB9b4Si8X8LoJvqFz3KmsH0W8XiSBGnMXFRb+L4Bt+ax+VQMY6zXR9fd319/Zbu9+orF9l7YLgBLsRtKhyf3/v6vXCFGlUue5V1g6i3y6hiyBqmpYG/hLwVUARuAJ+FPhuXdcbfpYtiMzCfISFsGg3po+6SVi0zwqV9ausXXVkfHRGVPuKXaPWaKjbJKJa93ZQWTuIfruEMYI4B1wAXwusAF9ObzD8IT8LFVQuLy/9LoJv+K19VIa4QVNLt7a2XEtS47d2v1FZv8raBRkfnTCLh3NhIpPJ+F0E31C57lXWDqLfLqGLIOq6fgd8l+Wlz2ma9teAb/KpSIHm5uaGtbU1v4vhC0HQPi6ZjBUjQY0bJjEI2v1EZf0qa1cdGR+dcXNzo3Q0IZVKRS6KWC6XyefzY49Tue5V1g6i3y5hjCAO4jcDv+B3IYJIIpHwuwi+ERTt1WqVcrlsOyHNsEymTgiKdr9QWb/K2oWByPg4BNX7SrfbNf+vWmZHleteZe0g+u0SqAiipmkfBt434pAP6br+wb5z/ijwGvCfDTvp9ddfJxaLkUwmee2113j11VcBKJVKJJNJ9vf36Xa7rKyssLKywtnZGbVajWQyyfb2Nre3t2ZIent7m3g8bt5MV1dXWV5e5vT0lHq9TjqdplQqmaYAYGdnB3hrXUA+nyeXy3F8fEyz2SSTyVAsFqlUKlxdXQGwu7tLp9Ph8PAQgLW1NZaWljg6OuL+/p75+Xk2Nze5vr7m+vqaWCzG7u4u7XbbNBjr6+vs7OxweHhIq9Uim82ysbHB1dUVlUrFPKfVapmZNTc2Npifn+fw8JB2u83CwgKFQoFyuUy1WiUej7O7u0uz2eTk5ATobTqayWQ4ODjg4eGBpaUl1tbWuLi44Pb2lkQiwc7ODvV6nbOzMwCKxSLpdJr9/X06nQ65XI58Ps/5+Tl3d3fMzc2xvb1NrVYzjdUk9dVqtXyrr0QiQblc5vb2lnQ6bWYtXVhYoNvtcnl5STKZ5JVXXgGgXq9zdXXFl37pl5JKpbi5ueH4+Jj19XXy+bwZFep0OlxfX5tlHVRf2WyWvb290NWXW/1rZ2fHk/61uLgYyP7VaDRCVV9u3g9H7TMaZmY1PgJ84AMfIBaLkUqlnoyRW1tbJJNJ/v/27j22sey+D/iXeouSqCc1IiXNatcdz65mV4GNBi4CpFukbusWzUmBwmnruojjBHbhxnGTGrHRxHXRNsVunD7Soi/bcN26Deqg2zVOahfe1HC6XcMNDK9jrT3ewe7MaCSKlESKkiiJ1Jv9g7p3KYqk7qVInnvv7/sBBjNDiZzznXsvj348556zvLxsnxOjo6NYX19HPp9HT0+PfU5Y59H09DQ6Ozvt82h0dBQjIyNYW1uzz4l4PI5cLmdPh56dnQXwVpEyPj6OSCSCZDJpnxOxWAw7OzvIZrP2tXV2dmafRxMTExgaGsLq6iqOjo4QDoftc2JrawuhUAg3b97EycmJfR5ZowiJRALHx8cYGBjA5OQkstksdnZ27Ovx+PjYvu4nJycRDoeRSCRwcnKCwcFBRKNRbG5u2tfwzZs3cXBwYF/DU1NT6Ovrw8rKin0NT0xMIJPJYHd3F52dnRgfH8fBwYH9fxKNRtHT04NMJoNisYj+/n4MDg4il8vh8PAQnZ2dKBaLOD09xeHhIYDSlNGOjqs/9+/u7rb3guvo6ECxWLRnruRyOezt7WF8fBy9vb04Pj5GIpHAyMgIJicnAQAPHjxAsVjE2972NgDAxsYGtre3MTs7i1gshsPDQ2xubmJwcNBeydtaMdVaIKRQKNj/57UUi0UUi0UUCgUAQG9vL7q6uuz3rd7eXkQiEezv7yOfzyMUCmF8fBxHR0f2e+H4+Dj6+vqwtraGjo4O+3iFw2E8fPiw4eM1OzuLQqGA9fV1AKX3z97eXiwvL+Ps7AzDw8MYGxvDxsYG9vf37ffPfD5vt83U9WWNsLb6+opGoxgcHPTE9VV5vKw+0g/Hq5nvh26Eyj9BMk0pNQig3qT4vNY6X/b9vwLgEwDerbX+QY3XLL7wwgvNbaiPFAoFsZuCms5u3YOYy+UujCKmUin7zSOdTtecD18+khiPxzExMYH5+XksLCzYRVCtlVJNZzdNcn7J2QGgu7s7kGv3t6J/PP++4osvvti8hvqIl66VWvesWx+sVGP94Fqp3iI15RvTd3Z22kv+1xtBdLM6qfUBUCXrh95q5ubmXL+eVaxWU2uKaXl/6aVj326SswOy83d2djruHz01gqi13gOw5+R7lVKfAvBhAM9qre+1tGE+tr6+XvfNN8hMZw+HwzU7/fI9EK1PuprJdHbTJOeXnD3I2D8239raGh5//HHTzTBmYGDA1X3y17GyslK3SGw3ycdecnaA+Z3yVIHolFLqMwB+FqXO777p9hA5Uf6ppjXlsJ54PN6U+xGJSA72j0REdF2+KxCVUo8B+DiAIwDfV0pZX3qktb5jrGEeNTU1ZboJxngpeyQSufBJbSwWs//sdPEaN7yU3QTJ+SVnl479ozvSr5X9/X3TTTBG8rGXnB1gfqd8VyBqrR8BCOQ9Jq3Q29trugnGeCV7eXFojSI6KQqvM3roleymSM4vObt07B/dkbwPIAD7/kOJJB97ydkB5ncqKNtcUA3Slq4u57Xs1mpu7eC17O0mOb/k7ERuLC8vm26CUdaKohJJPvaSswPM75TvRhDJnbOzM9NNMMbr2cunmQJo6kI1Xs/eapLzS85O5Ib0a8XaekIiycdecnaA+Z3iCGLAtXPUymu8nL1yr7ZoNGrvyWWx9qVqhJezt4Pk/JKzE7kh/Vo5Ojq68nvcbHHhJ5KPveTsAPM7xQIx4GrtBySBV7OXtysWi9nFolUklheKjRaJXs3eLpLzS85O5Mb4+LjpJhh1cHBgugnGSD72krMDzO8UC8SAa8UKmX7h9exWYVhZJAK4NJpYvmCNk1xez95qkvNLzk7khrRrZWlp6cLfpW4WDsg79uUkZweY3ykWiAEneRlrP2SvVyRehx+yt5Lk/JKzE7mxt7dnuglGdXd3N/01/TIlVfKxl5wdYH6nWCAGXFeX3HWI/JDd6SdZ5VNNnRSQfsjeSpLzS85O5Ib0a0XyYh2Sj73k7ADzO8UCMeCmp6dNN8EYZpdLcn7J2YncmJmZMd0EoySPpEg+9pKzA8zvFAvEgCsUCqabYIwfsjudTur2HkQ/ZG8lyfklZydyI5/Pm26CUV4ZSam8N7IdJB97ydkB5neKBWLAbWxsmG6CMcwul+T8krMTueHna6UZbQ+Hw01oiT/5+dhfl+TsAPM7xQKRiIiIiIiIALBADLxYLGa6Ccb4IXurFqnxQ/ZWkpxfcnYiNxrdZzYoJK94LPnYS84OML9T3piATi3TimWs/cJr2XO5HLLZLIDahWE0Gm3KHj1ey95ukvNLzk7khvRr5fT0FACwsrJiuCXtJ/nYS84OML9THEEMOIlv/BavZM/lcnZxmE6n27JJq1eymyI5v+TsRG5Iv1aGhoZMN8EYycdecnaA+Z1igRhwxWLRdBOM8Vv2elMD3a5i6rfszSY5v+TsRG5I3gcQAEKhkOkmGCP52EvODjC/UywQA254eNh0E4xhdrkk55ecncgN6dfK4eFhW/+9Zo7cXHclSsnHXnJ2gPmdYoEYcKOjo6abYIwXszvd9/C6vJi9nSTnl5ydyI2xsTHTTTDqOgXiG2+80cSWtJ/kYy85O8D8TrFADDjJ+714MXu96aGpVKpp/44Xs7eT5PySsxO5If1a6e/vr/v1RCLRppa0n+RjLzk7wPxOsUAMuHw+b7oJxjC7XJLzS85O5IbkbR4A2as5Sj72krMDzO8UC8SAk9wBMLtckvNLzk7kRhCvFTejfpIX6wjisXdKcnaA+Z1igRhw09PTpptgjBez17sHsZkbnHsxeztJzi85O5EbMzMzpptg1N7eXkte1w9TUyUfe8nZAeZ3igViwLWqA/ADr2Zvx0I1Xs3eLpLzS85O5Ib0a6XRkRS/L1ADyD72krMDzO8UC8SAy2QypptgDLPLJTm/5OxEbjjZUzbIrlqkJsgkH3vJ2QHmd4oFIhERERG50o6RRD9MVyUKIhaIARePx003wRivZS/fe6fV00y9lr3dJOeXnJ3IDUn36y4tLV16TPJUO0nHvpLk7ADzO8UCMeC6urpMN8EYL2WPRCKXHotGoy0rFL2U3QTJ+SVnJ3JD+rUieRVTycdecnaA+Z1igRhwKysrpptgjBeyh8NhRCIR+1f5KKKlXpGYTCYb+ne9kN0kyfklZydyY3l52XQTjKr2waUUko+95OwA8zvFAjHgisWi6SYY45Xs4XAY4XAYU1NTmJmZwdzcHObm5i4Vi6lUqu7rZDIZ3L17F6lUCtlsFolEouam6F7Jbork/JKzE7nBa6V1at07WOsDrGpTYK+ysbFR9fFsNlv18fL+UvKxl5wdYH6nOM4acCMjI6abYIwXs1vFYnlHZXVmsVisbpFojSa+/PLLuHv3LqLRKBYWFhCNRjE3N4dIJIJwOAzAm9nbSXJ+ydmJ3BgdHTXdBKMODw+v/RpvvPEGbt26VfVrVpFYue+cVSTOzs5eeLy8SJybm7v0OtVeyyoSJycnLzxu9auVH8Rafa/kYy85O8D8TrFADDjJPyz6IXv5FJ9qSy/H4/EL00yTySTi8TgymQwymQx+9KMfYWJiAvPz84jFYrh9+zZmZmZ8kb2VJOeXnJ3IDenXSjMKRCdqFXjlo4m1isXyQrH8tdwWisDFYrGnp8cuFq0PVqWQft5Lz+8Up5gG3Pr6uukmGOP37BMTE1Ufv+q+xFwu5/vs1yU5v+TsRG46Gb5CAAAdmklEQVRIv1bC4XBT7ll2s91FIpGoOv10ZWWlaluWlpaqTj+1XqfytTY2NuxflbLZrF0wlu8Xm8/n7V8SSD/vped3iiOIAVcoFEw3wRg/ZM/lcjW/Vm/Dc2sksRY/ZG8lyfklZydyQ0pBUIvJ1Ryvmn4KXBxVrDX9tN5r1RtV3NzcREdHR80pqEBwRxaln/fS8zvFAjHgenp6TDfBGC9mt96YcrkccrlczZvpnahXJHoxeztJzi85O5Eb0q+V09NT002oe3/hVfcqui0UgbeKRas4rnWvIhDcYlH6eS89v1MsEANO8qbZXsleXhSW/+6kOLxqOmkymaw6FdUr2U2RnF9ydiI3pG+Yvb+/37TXqrdYjVNeWNQGqF8sBqFQlH7eS8/vFAvEgNvd3cXQ0JDpZhjhheyVI4aAs8LQrXQ6jVgsZv/dC9lNkpxfcnYiN6RfK93d3aabUFU7FrVZXV2187spFoMwqij9vJee3ykuUhNwm5ubpptgjFeyl99n2IrisBqvZDdFcn7J2YncqHeftwT9/f1NfT03i9U41apFbY6OjuyvOVnYplrf7dfFbaSf99LzO+XbEUSlVCeA5wB8AEAfgJcAfFhrzSNPntPo/YaV21wQETnBPpKCpBWL2gwMDFz6d2pNQQWCP7JIVM7PI4ifBPAzAN4FwHrH+JK55niT5LnWXsyeTqer7ndYTa1tLpzwYvZ2kpxfcna6gH3kFSqLDWl2d3eb/pqtGEUsV2t7C6B5W2UA9UcVAdQcVQS8P7Io/byXnt8pPxeIHwLwvNb6gdZ6B8CvAXiPUuoxw+3ylI4OPx/i6/FydjeFYiO8nL0dJOeXnJ0uYB95BV4r/tZoodjMYrHeFFQAniwUpZ/30vM75csppkqpEQA3AXzXekxrfV8plQPwYwAelX//xz72MYRCIXR3d+PZZ5/F008/DQCIxWLo7u7GysoKisUiRkZGMDIygo2NDeTzeXR3d2N6ehp7e3v2nOXp6Wl0dHTYbz6jo6MYHh7G+vo6CoUCent7EYvFLkwptD6tsN54xsbGEIlEkEqlcHh4iL6+PkxNTWFnZwdbW1sASlMlzs7OsLq6CgAYHx/H0NAQkskkjo6O0N/fjxs3bmB7exvb29sIhUKYnZ3FycmJPSVxYmICmUwG3d3dOD4+RjgcxuTkJLa2trCzs2M/5/j4GKlUCkBpWkV/fz9WV1dxcnKCgYEBRKNRZLNZ5HI5dHR0YHZ2FoeHh1hbWwMA3LhxA319fUgkEjg9PcXQ0BDGx8eRyWSwt7eHzs5OzMzMoFAo2G+wU1NT6O3txcrKCs7OzhCJRDA2NoZ0Oo39/X10dXVhenoa+XzeLqTcHq9sNotnnnnG6PFaX1/H7u7uheXEQ6EQAKBYLOLs7OzCvRBWG/v6+lAoFJDJZBCPx3Hjxg2cnZ1hcXER/f39uH37NgDgwYMHdhtDoRDy+TwikQhef/11DAwM+Op4NfP6ymaz6O3tbfn1NTg4iNXVVU9dX9lsFvPz8746Xs18P4xGo5DObR/50Y9+FKFQCD09PRf6yHg8ju7ubiwvL9vnxOjoKNbX15HP59HT02OfE9Z5ND09jc7OTvs8Gh0dxcjICNbW1uxzIh6PI5fL2ffLWlMDrfNofHwckUgEyWTSPidisRh2dnaQzWbta+vs7Mw+jyYmJjA0NITV1VUcHR0hHA7b58TW1hZCoRBu3ryJk5MT+zw6OjrC7du3kUgkcHx8jIGBAUxOTiKbzWJnZ8e+Ho+Pj+3rfnJyEuFwGIlEAicnJxgcHEQ0GsXm5qZ9Dd+8eRMHBwf2NTw1NYW+vj6srKzY17DVP+/u7qKzsxPj4+M4ODiw/0+i0Sh6enqQyWRQLBbR39+PwcFB5HI5HB4eIp/Po7+/H6enpzg8PAQA9PX11TwnIpEITk9Psb+/j+7ubvT396Ovrw/JZBKnp6f2Ime5XA57e3sAgLe//e04ODjA8vIyRkZG7GmXjx49QrFYxDve8Q777+vr65ifn7fbeHp6itHRUft6vH//Pjo6OvD4448DANbW1pDL5fDYY4+ht7cX+/v7WF1dxdjYGCYmJlAsFnH//n10dXXZU0RTqRR2d3cxNzeHnp4e7O3tIZlM4uDgAGNjYygWiygUCuju7kY0GsXp6Smy2SwODg7w1FNPoaOjA8fHxygUCsjlcjg5Oam6Yml5kTg6Ooquri67P3n48CFCoRD6+/sxMjJirzEwMjKCzc1NbG5uolgs4saNG/ZjhUIBnZ2dmJqaQqFQsEduTV1f1v9Hq6+vaDSKwcFBT1xfs7OzKBQKWF9fRzabxZ07d9Db24vl5WWcnZ1heHgYY2Nj2NjYsK8Rq4+0fg4KwvuhG6FisejqCV6glJoFsAzgCa31w7LHHwH4da31fyl7rPjCCy8YaKU3LC0tXZp/L4WXsjvZ/zCdTiOVStlvLOl0GplM5sp7EBcWFhCNRrGwsIDbt28jEong4ODAM9lN8NKxbzfJ2QGgu7s7ZLoNprntI1988UUDrTTv4cOHdsFiWq1RplojU7WmPlYbAQNQddQsEonghz/8oavXAZxNI73ulhfXVWsaofXDdyQSubCAHHD5XkUnr2epds+ipVoRajFxv6KXznsTJOfv7Ox03D/6cgQRgDVxfrji8REAOZBtdHTUdBOM8VJ2qxMIh8OIRCKYmZmpWyxel5eymyA5v+TsZGMf6UC9H9wlODg4aNlrN2NfxOu4alGbwcHBS++VTha2qfaagL8Wt5F+3kvP75QvJ+JqrbdR+nT0ndZjSqknAEQALJpqlxcND1f+fCCHV7OXdwLW1L9K170/0avZ20VyfsnZqYR9pDPSr5XK2xuCqNa9hXt7ezXvVQRac78i4I3FbaSf99LzO+XXEUQA+CyATyilvglgE8DzAL6utV4y2iqPWVtbw9TUlOlmGOH37NfZq8fv2a9Lcn7J2ekC9pFXSKVS9r13ErV6xMr0KGKl8lHF8fFx+56vWltlWBodWSwvEitHFuuNKgJvjSy24hhJP++l53fKzwXicwBGAXwHQC+APwDwfqMt8qBWTiHxOi9nd/qm32iR6OXs7SA5v+TsdAH7yCtIv1a6uvz8I2DjEolEzT7YKharFYpA/Xu8a01rBZxNQW1XoSj9vJee3ynfvjtorU8BfPz8F9XQ29trugnGeD175X2JkUjkwtedTjPNZDKXVm70evZWk5xfcnZ6C/vIq0m/VspX15amUCjU/frKykpDRaIfSD/vped3ypf3IJJzkofR/ZI9n8/bC9YApaWhY7EYotEoJiYmXL2W9UmkX7K3iuT8krMTuRGPx003waj9/f2aX2vGZuJeml5aaWVlpe5KrUEm/byXnt8p344gkjO5XO7SyJQUXs5uFYUAqq5kam1bkUqlEI1GHW95YfFy9naQnF9ydiI3pF8rPT09LXttLxeHQGnfwu3tbdPNMEL6eS89v1McQQy4Vmyh4Bd+z26NJC4sLGB+fh5PPfUUFhYWHH365ffs1yU5v+TsRG5Yi5RI1dfXV3MaZdBZ9wLWG0WstcIpUH1fSYvXRyaln/fS8zvFEUQiA8LhsH0PonX/oTWiWP4DvjV6aP25nNPRRCIionbx+uihSRsbG1UXqgFKfT/36COvYIEYcM24j8Cv/JLdKhanpqaQz+cvFYtWYZhKpao+3yoU0+k05ufnkU6ncevWLeTz+bZtvOs1fjn2rSA5O5EbUkfPLLu7u01/Tb8Uh/fv3zfdBGOkn/fS8zvFApHIY6y58VaRmE6nkUql6q5qmkwmkUwm7W0x7ty5g/HxcSwsLGBsbAwzMzNii0UiIunm5ubqTotsBr8UhwAQCoXsPycSiZofrNVbzZQoyHgPYsB5fS58K/k1u1UYNsIqFI+Pj3H37l184xvfwL1797C4uIi1tTV7T6Wg8+uxbwbJ2YncqHePmQRDQ0NNey0/FYcA8MQTT1z7NVpdcJdrZt8t/byXnt8pFohEHtOM1bV2dnbs0UQiIqJm8Vsx6ESzP1jjB3XkdywQA07yDc+Ss5d/Qlbr3sUgk3zsJWcncmN8fNx0E4y6arN4p/xYMG5sbDj+3qCNOEk/76Xnd4oFYsBJ3utFcvby0UOJG6dLPvaSsxO5EcRrxc0iVcfHx9f+9/xYHAIwugeim+K0FYJ43rshPb9TLBADTuLokSWI2estVFPu9u3bLW6JtwXx2DslOTuRG9K3ChoYGKj79auKTb8WhwBw8+bNS481Mi20nfchNov08156fqdYIAbc4eGh6SYYIzl7LBbDxMSE6WYYI/nYS85O5Ib0a6Wzs7Ph5/q5OASAvr4+V98fpGmm0s976fmdYoEYcP39/aabYEwQs1t7ItYTj8exv7/fhtZ4VxCPvVOSsxO5If1aOTk5Md0EY2qtCtrMxWW8ulCN9PNeen6nuA9iwN24ccN0E4wJWvZoNOp4iunq6qroEcSgHXs3JGcncmNqasp0E4yyiqTZ2dlAjZABwBtvvHHl15s1Crq0tIS5ubmmvFY7SD/vped3igViwO3s7GB4eNh0M4wIWnanxWEymcSdO3da3BpvC9qxd0NydiI3tre3MTIyYroZxvT09ODo6Mh0Mxy5quBzq5HF21ZWVjA7O9vUdlTKZrMtX4la+nkvPb9TLBADbmtrS+wPi0HM7rRI7Onpwfr6uqMpqUEUxGPvlOTsRG5sbW2J/kGxr6/PMwViswvAq8zOzmJra6vq1xKJhKvVYP1G+nkvPb9TvAeRyEecFnzFYtH+M1e1JCK6LBQKmW7ClWqNJk1OTtZ8Tq3ippFpkEEtlMr7SGn8cN63kvT8TrFADLhWT4fwsqBldzMa+Nprr7WwJd4XtGPvhuTsRG745VqpVyTWKhRnZmaqFndzc3N2obi7u2s/Pjs7a/9y+lrNdOvWrbaujPq9732v7aOWXuGX875VpOd3igViwJ2dnZlugjGSs3d1lWaPp9Np+9fS0hISiQTy+XzNFdyCQvKxl5ydyI3T01PTTbCFw+G6Xx8bG2t6ofjYY49VfY7pQrEdrD5SIi+d9yZIz+8UC8SAW11dNd0EY4KU3e0N9fPz8xf+nkqlkE6nkc1mkUgkkEgksLa2FthiMUjH3i3J2Ync8Nq1clWRCDgrFKsVi05GFCuZKhTbMZq4sLDQ0te/ysbGhrF/22vnfbtJz++U3I9QiHzCzfYW5ZLJJJLJJOLxONLpNO7evYtoNIpoNHqhc4xEIs1sLhERtdjY2Biy2WzNr1tFYmUhYhV2lXv0WUXi0tLSpdeyisTKrTDKi8RW7Pl369YtsdNAiUxjgRhwkvfCk5z90aNH9p+tQhGAXSwCpVHJ27dv29/n5NNrv5B87CVnJ3LDi6s8h8Nhx7M6rJHERgvF4+NjrK+vX3i8fDSxslisVShar2dpZrHYqiLxwYMHTX9Nv/Died9O0vM7xQIx4AYHB003wRjJ2Wv9wGAVinfv3gXw1htl0EYRJR97ydmJ3AjKtdJoodjd3V1zRBGoPapYr1AEao9SNsqabtrMQjGTyTTtterx4pYZQTnvGyU9v1O8BzHgJM+1Dkr28hG/hYUFzM/P46mnnsLCwgLi8XjV5zz55JNVH4/H45iYmMD8/DxisRjGxsYCVxwCwTn2jZCcncgNr14rjc7mcLLBevk9iuUjlfXuK6x1n2K9lU/LX7NZBVIz70t85plnmvZafuPV875dpOd3iiOIAXd8fGy6CcYENXssFkMsFrNH/xYXF3H37l1kMhl7hLC/v9/+fqsotL5/YWEB0WjULg4jkUigppcCwT32TkjOTuSGVzaJbyYno4lAqVBMp9OX9gNsZEQRaN+oYrNGE8v7yGZYWlpqaJ9JE4J43rshPb9TLBADLmg/+LsRpOxWcVdZ1OXzeYyNjWFhYcEuFBcXF7Gzs2M/t3yxmomJCSwuLlZdwS1I/19ByuKW5OxEbnj5WnFzL2I1TgrFnp4eDA8PA3C+mA3grFAEWnuv4nXvTdza2mroeSsrK77fR8/L5307SM/vFAvEgKu1N5IEQcleXhzWUrnK6SuvvHJp+mnlqqbz8/N2oRi0aaZBOfaNkJydyI0bN26YbkJd1y0SgfqrnVrFIXD1qqdA7ZVPATOjitcZTbzqOV68d7BZvH7et5r0/E7xHsSA297eNt0EY4KWPZvNIpvNIpfL2fsYJhIJZLNZe59Dy82bN698vXQ6jcXFRdy7d+/CvohBELRj74bk7ERuNDqK5De19k7c39+/9FitfRSBxu5TBFp/r2Ij9yZOT08DaO7CN34h5byvRXp+p1ggBpzkHxaDmt36NDiXyyGbzdqFYTqdtldmc3IDfjqdRjqdRiqVwr1797C0tHShUPRzsRjUY++E5OxEbvjhWmnmdLjKQrHee/x1C8XrFotuuS0SrQJRIj+c960kPb9TnGIacKFQyHQTjAly9mw2e6Gjr5xienZ2VvO51fZFTKfTiEajF+5NjEQiyOfzvpyvH+RjfxXJ2YnckHqtWNNOneSvNfUUuHqKaL17FYHm76voZsppvT4y6KSe9xbp+Z1igRhwfr+Z+jokZ3/ttdccfV/lfYnpdNpe5XRubs639yZKPvaSsxO54WQqvhc0417ESmNjYxgZGXE8muKkUATqL2oDtGdhGycL2Lz66qtXvk5Q+eW8bxXp+Z3iFNOAk7zkfdCzW9NLU6nUpa/19va6eq1kMonFxUX7vsR0Oo1cLodcLtes5rZV0I99PZKzE7kh/Vo5OTmpeX9iLdbU06umnzZyryKAutNPy1//Krdu3ao77bSvr+/K1wgq6ee99PxOsUAMuGrFgxSSsz/55JMNP9daNdXPJB97ydmJ3LCm2vtBK6b6l48GuikSLfUKRaA99ypeVSzWKhKffvrpus8LMj+d960gPb9TLBCJfKryvsPrqtwWg4iI5GikSASuVygCzkYV62m0SCSi2lggBlwQRoMa5cfs5Z8SRyKRhjvshw8fun6O9alaswtPE/x47JtFcnYiN6TvGdpo/9IKtRayaZU333yzrf+el0g/76Xnd8qXBaJS6nml1A+VUjmlVFIp9TmllHfe6TzkW9/6lukmGOPX7OFwGFNTU5iamsLMzAzm5uaq3idSrxDw8xYVzeDXY98MkrMDgFLqQ6bbYBr7SGdeeeUV000w6tvf/rbpJhhzeHhougnGSD/vJed30z/6skAEcArg/QDGAfwYgBkAXzTZIK/62te+ZroJxgQpeyQSQSQSqVkslovH4xgZGbnWv1e+N6K1L6KfBOnYuyU5+znxBSLYRzry1a9+1XQTjHrppZdMN8EYyTMtpJ/3wvM77h99uc2F1vrvl/01rZT6HQC/Z6o9XlYsFk03wRi/Zs/n8/bqoblcDtlsFkBpOpBVKAKwC8bylUatlU2/8pWvYGFhAYuLi67+7UwmU/VxqyC1/n2v743o12PfDJKzUwn7SGekXyuS83d0+HV85PokH3eA+Z0KBeE/Sin1GQB/Smv9k1W+5v+ARETkmNaaOyGXYR9JRESA8/7RlyOI5ZRSfxXA3wbwbLWv8wcFIiKSin0kERG55esxdqXUewF8DoDSWr9quj1ERERewT6SiIga4dsCUSn18wD+A4Cf1lp/03R7iIiIvIJ9JBERNcqXBaJS6pcB/DaAv6C1lr2mOxERURn2kUREdB2+XKTm/Kb6EwAXNrLRWg/Wec4XAPw5AMMA9gH8LwB/T2u91cKmGqeU6gXwrwD8FIApAFsAvgzgU1rrA5Nta5fzH5b+JoBnACS11n/CcJNaRinVCeA5AB8A0AfgJQAf1lpXX540QJRSfx3A30FpWf+w1tr391g7pZR6HsBfBjALYA/AVwF8QmudNdqwNlJK/SaA96G0tcMBgJcB/KrWetlowwxgH+mc9D5SUv8IsI8E+0iRfWQj/aMvT44Gb6r/5wA+qrXeV0qNAPj3AP4NSv9hQdYFIAPgpwG8gdJ+WP8DQC+AXzbYrnZKAvgtAE8C+HnDbWm1TwL4GQDvArAJ4AsAvgTgL5psVJtsAfi3APoBfNZwW9rN2vfuBwBGAPxnlPa9Uwbb1G5fAvBbWusdpVQYwD8B8N8A/ITZZrUf+0hXpPeRkvpHgH0k+0iZfaTr/tGXBWIjtNY/qHjoDMBtE21pJ631PoBfL3vokVLqcwA+YqhJbae1/u8AoJT6gOGmtMOHAPwjrfUDAFBK/RqAN5VSj2mtH5ltWmtprb8OAEqpP2O4KW3Hfe8ArfXrZX8NQch7fLOwj7SJ6iOF9Y8A+0j2kQL7yEb6RzEFIgAopT6JUkcwCKCA0qcJEv1ZAN833QhqrvNP/W8C+K71mNb6vlIqh9KUkkB3fnSByGtcKfU+AP8OQASlKZa/arZF/sI+0iby+gk69pFURtw17rZ/9H2BqJT6IoCfq/Mtv6m1/g0A0Fo/B+A5pdTjAD4I4M3Wt7B13GQve87fRWk/rD/Zwqa1RSP5A27o/Pedise3UXpDIAGu2vcuyLTWvwvgd5VSUwB+AcBrhptkHPtImX0k+8eq2EeS2D7Sbf/oy1VMK/wSgGidX/+08gla64cAfh/A15RSfv4/cJVdKfUrKM2//6mALNzg+tgH3O7578MVj48AyLW5LWQA970r0VqvofT/8D+VUmOm22MY+0iZfST7x8vYRwrHPtJ5/+j7EUSt9R5KKxK51QVgGsAA3nrT8BU32ZVSnwLwYQDPaq3vtbRhbXKNYx9IWuttpdQygHcC+GMAUEo9gdIno4sm20atd77v3T9Dad87bm1Qeo8fABAHIGKlumrYR8rsI9k/XsY+Ujb2kRdc2T/6vkB0Qik1CeA9APT5G8TbUVq16xWttS87PjeUUp8B8LModXz3Tben3ZRSXSid690AQkqpPgAI6BLmnwXwCaXUN1Faoe15AF/XWi8ZbVUbnC9f3g2g5/zvfedfOtRa+28/HxfOl6r/NEr73n3HdHva7XyU6yMAfk9rvaGUmgHwrwEsAXi93nOJfaTkPlJY/wiwj2QfKayPbLR/FFEgAiiitOfNvzzf8yiD0h5PnzbZqHZQSj0G4OMAjgB8Xyl7Rd9HWus7xhrWXr+Bi8e6cP57I0vBe91zAEYBfAelZdr/AHIWmvhbAP5j2d+t4/w4Sm+EQfY7KN10/s2ya7zuvncB9JcA/AOl1ABK9xT9IYB3a61PjLbKH9hHyu0jJfWPAPtI9pEy+0jX/WOoWAz0hwZERERERETkkJ9vPiciIiIiIqImYoFIREREREREAFggEhERERER0TkWiERERERERASABSIRERERERGdY4FIREREREREAFggEhERERER0bku0w0gIueUUl8E8HNlD20C+H8APq61fr3K978TwHcB/Gmt9f+t8vUvA5jVWv9Ea1pMRETUeuwfiZqHI4hE/vO/AcTOf/15AP0AXqz2jVrrVwH8MYAPVn5NKTUO4K8A+HzLWkpERNQ+7B+JmoAFIpH/HGqt185/vQrgXwB4UinVX+P7Pw/gvUqpwYrH3w/gEMCXW9hWIiKidmH/SNQELBCJfEwpNQTgrwF4TWtdqPFt/xVA5/n3lfsFAF/WWu+3sIlERERtx/6RqHEsEIn85z1KqT2l1B6AHIBnAbyv1jdrrbcBvIBShwcAUEr9OIBnwOkzREQUHOwfiZqAi9QQ+c/LAD50/udRAB8B8JJS6l0APgvgJ8+/9khrfef8z58H8E2l1JPnN+t/EMAPtNZ/1MZ2ExERtRL7R6ImYIFI5D95rfWb1l+UUr8IYAelTvEXUbopHwCOy57zfwC8CeCDSqlPA/gbAP5hW1pLRETUHuwfiZqABSKR/xUBnAEIa61Xq32D1rqolPoCgI8BeB2lTvJL7WsiERFR27F/JGoAC0Qi/+lVSk2d/3kUwC8BGATw+1c87z8B+McAfhvAV7TWm61rIhERUduxfyRqAi5SQ+Q/7waQOv/1RwB+HMB7tdZ/WO9JWuskgK+h1Gny5nsiIgoa9o9ETRAqFoum20BEREREREQewBFEIiIiIiIiAsACkYiIiIiIiM6xQCQiIiIiIiIALBCJiIiIiIjoHAtEIiIiIiIiAsACkYiIiIiIiM6xQCQiIiIiIiIALBCJiIiIiIjoHAtEIiIiIiIiAgD8fzts065aHXvNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2, figsize=(15,5))\n",
    "\n",
    "mycmd.plot(log_age=6.8, loc=ax[0]) # Here you can chose the time bin you want to plot.\n",
    "ax[0].set_xlabel('B-V', fontsize=14)\n",
    "ax[0].set_ylabel('V', fontsize=14)\n",
    "ax[0].set_xlim([-3,3.0])\n",
    "ax[0].set_ylim([2,-10])\n",
    "ax[0].set_title('High resolution')\n",
    "\n",
    "blurry_cmd.plot(log_age=6.8, loc=ax[1]) # Here you can chose the time bin you want to plot.\n",
    "ax[1].set_xlabel('B-V', fontsize=14)\n",
    "ax[1].set_ylabel('V', fontsize=14)\n",
    "ax[1].set_xlim([-3,3.0])\n",
    "ax[1].set_ylim([2,-10])\n",
    "ax[1].set_title('Low resolution')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Pickle CMDs  - don't make them twice!\n",
    "\n",
    "Because it is a little time consuming to create the synthetic CMDs, we actually recommend you [pickle](https://www.datacamp.com/community/tutorials/pickle-python-tutorial) your CMD objects. This will allow you to re-use them in the future and plot them virtually instantly, by-passing the `CMD.make()` step. \n",
    "\n",
    "### Loading a pickled CMD file\n",
    "\n",
    "We've provided a couple of pickled CMD files in the `./data/cmds/` directory for you to try even if you couldn't download the full sets of stellar models. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickled_cmd = unpickle(path='./data/cmds/cmd_bv_z020_bin_imf135_300')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, -10)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Z2bibkAqsizXpPhHpOtmEcfecljviJDDMWoWZ96C6UFqSEiKtJkF1waekQINAJA8ePIi7Calgfn4+tH0l9e5CtV1pG28nySBovYYgC6U54fa9Oo1DGoos0SAQyeHhIZaWliL/nrAWa9JZAjWME0dSzcAgeP1NNzc3GB8fD7xvmo/hx69RKBaLuL6+jqw9URWA6jfUkFSzQINAJGGUD7YT5WJNcRmDoAllaR+P9IvqbA83+mk1TAYiTUmKUaA6i2lsbExDa+6yt7eXmJwG3dAgEEmU0xyt84FHmVFaJS6TyUS6f7t+w2QYRhGVaELcidSjZhRoEIiEizXdxe1kENZJatgjCoVCQev3hamlbrMxytEDO15GIYoopx+SsGCVTmgQiKRarWJ6ejruZgw9w2wKrLTb7VhCwmHg9RsxUqEHpxLRuVwOrVYrribdIWi+QppmMtAgEMnx8XHkBiGMk6t9H1FccL0O9CDjxaNiCqw0m83UGgQvohjaGPUchH6Yx2OlUtFqEPwOCXrVY3CKGCY1OdGEBoGkCqeTsc7ZDH5IWntINFh/Z0YXomV2dlZeUKMuwBTGb5n2BEcaBCJZW1uL/DusKzmGja4xfZU7PZoDDDTFcdRQ6VN+Lohpvih5YdVJ9yqVw54z5EQqDYIQ4o0A/imALwPQBfBRAC8YhvE0znalnVwuuu5QLpcHnsmgYiySEE0YtZOIG1HPYkgaYRrfQS94SS09HBVRmIUob2bSQioNAoB/CeBTADYBZAD8cwC/CuC/i7NRaSfKxZqCmoMgB+igF+h+J1Ov8eIg3x1FwlISppU2Gg0Ui8W4mxEZYV48mIOghopOUUUWgp5X/A4zJGlFx7QahC8E8KOGYdQAQAjxKwCexNuk9DPoCUplCpJ5UvU6cNPo2t1OHm5rwEdNEhKfDg8P7xmEJBiXoOjsl0FLEXvtaxQZ1CxEFUVIy0yGtBqE9wH4diHEH6IXQXgngA/F2qIhYG5uLpT9eFVP7MegB2PU0QPgNSNl/y43M2B9nJQ7Ax0Ui8U7eQj2jG1rP0micdBpCNzMeZhGYRgY5CYmqFkIY8jQjCI4LdxkHhfm8VAqlRITRUiUQRBCfBDAOzw2ea9hGO8B8NsAvgHAOXoG4RMA/rLbh1544QVkMhnk83k8fvwYzz//PIBeh8nn89ja2kK328Xc3Bzm5uZweHiIWq2GfD6P9fV1VKtVHB8fA+gVE8pms9ja2gLQW+BodnYWBwcHqNfrKBQKWF1dRaVSkSe9jY0NAMD29jaA3oWkVCphb29PhmFXVlZwcXGBs7MzAMDm5iY6nQ52dnYA9BYImpmZwe7uLm5ubjAxMYHl5WWcn5/j/PwcmUwGm5ubaLVa2N3dBQAsLCxgenoaOzs7aDabmJycxNLSEs7OznBxcSE/02w25QEzPj6OiYkJ7OzsoNVqYWpqCouLizg9PUWlUkE2m8Xm5iYajQb29/cBAMvLyygWi9jd3UWn00Emk8HMzAwqlQrOz8+RzWbR7XblewCQzWbR6XQwNTUFoDcl7ubmBjMzMygUCuh0Ojg9PcX4+Li8qJyfn6PVamFhYQFAL2JRq9VQKpUwPj6OdrsNoJdLYRbpqdVq6Ha78ntubm7QbDZRLBYxNjaGTqeDer2OXC4n16EwT0JmW60npUwmI7+v1WrJC2CpVMLU1BROTk5kv5iamsLBwQGur68j+72WlpYC/17b29tot9uYmZnB/Pw8jo+PUa1WMTY2ho2NDdTrdRweHgIAVlZWUCgUsLW1hU6ng1KphHK5jKOjI1xdXSGXy2F9fR21Wk1eWL2Or/Pzc+TzeSwvL+Pw8FCeDMvlMqrVqjxZFotFFItFVKtVtFoteYy1Wi053c38rRuNhvz9c7kcbm5u0Ol0kM1m5e9l/Uy325WL/+TzeYyNjcnj3P6be/ULt34S5mdWV1fl85OTEzQaDRQKBeRyOXS7XdRqNYyNjcmIjXnM6Ghb2J/R8b1TU1Not9u4vr7G+Pi4rCJ7dXWFbDaLiYkJAMD19TXa7TYmJyeRyWTQarXQaDQCfeb09FQeZ91uF+VyWR77x8fHmJ+fR6VSke9NT0+j1WqhVqshl8theXkZAJSOr1qthmeffRaDkknSuJcQYhqA16BlDUABwGcB/PTtvwyAHwbwtwC8xTCMOyt5CCG6T55w9EGFg4MD2QmDYB1iME/w5v+mWdIxxBDU8feLHpj7NRchUokYAKMVNbDitz/Zh6icIlGq0akgEQmdEQN7/7cvQjTKwwJRE2Y0RrXP2M9J9t/X+r596MF+PlE9v+Tz+YGzhBMVQTAMowqg6rWNEOKLAMwB+GnDMOq3r/00gJ8A8ByAj0XdzmGlXq/H3YTY8g+8Tsj2g7vT6SiPH46qOQD89ye7VtbnpnlwG6KwUqlUHH8fL9Ogq9+5XZzsBaXSPn8+KgZJ5gzDGOjoJ/b8BKehOevzKIcjEmUQFHkZwCmAF4QQP4NeBOEHAVQAfDrOhqWdsOat+81BCPOg8xs9cDsJO+3HPGhbrRZzDBQIsw6Ck66Tk5N9E2OtfdH8/eLMd3DLKbCvfElzcJ+9vT1MTEzEeiNjnhfSmEgdhNQZBMMwqkKIrwXwj9AbWsigN+Xxa28jECQgOgol2YnLHDidgN2SDmkGgqGjP/n5DUyz4GQUdM95txuFer1OU4D+d/lJiHIC+qtnxhVFSJ1BAADDMP4QwFfE3Y5h4/LyEjMzM6Htb5DZDH5RNQeqY3/mwedkCMLWaViJSyenE6X1hGo1CvbcGN3QFNyl36yNJC3WpJOgeQiDkkqDQKLh5OQkkhO6jpCuShlU1ZNxvxoCUek0bCRdpyRNrWShpLu4Hatx5yBY8WMqBynTHGdNExoEog2VGQxJhcMJ6cLMTbBGsewzaoDRGUsm4dWUiLrP9CuuptMw0CAQyfr6utbvi2PM1w0/Vc1065RWdOjkNbUWuD+9NqkweqBGEJ2SeENin6XiVEAJwJ3iSSY6l4imQSCSbDYbdxMCo3OBpDTrpJOwdWJUoIfTBW+Ucxl0GoBB+pZ9mKGfSQBwxygwSZHEytbWFh4+fBh3M0LHz1RGFYZVp7AJqtOwRAX84Da2rnrxS0vdhEHNjalTEqMCYWA3EfZogu5IAg0CISQ2RtEM+CENF/1BCPr3OX1Oh2mIewloncMLAA0CsfDgwYO4mxCYQbKE3XA7ENOsk07sOnkNEQDhmAHzIpG2C+uo5CCsrq4O9Bt56eS1vyiWfdZlFOJc+ZEGgUhmZ2fjbkIqoE5qWHUK2xz0O+F7vR+FeUirMYkL3TolZVVMpzwEE7ON1mPALXHRWtPDfBxFHgINApHs7+9jZWUl7mYEIqzogUr4Ls066URVJ7d6BFGdzPvtN8jFi8ZAHV1aRdF/wogamPuwn7Ps7TWXhza39cpHiAoaBCKxriY3LKgkKPoN3w2jTlHgpZNTlc2k1MnQHX0AWChJlUGTOYMQ1VCCm1EwsUalzMiDk0mI0izQIBBJoVCIuwmpgDqpYdXJXFjJekKzlzw2E8D8XoR1GIqo73q9zIHq3zcKUQxTp7hNZJjYDYhTZMHNJNgJe5iBBoFIhu0E42dBJkC9Qtmw6RQVdp3ME5f5/8rKyr1lnB8+fOh7DY83vvGN915Ly+yHMC90TuPZSSKtF3XdMxecchDsmCYh6igCDQKR6J5CExZOB5Ffc2DHS4e06qQbFZ3spgG4axyCsrGxgUqlcs9wxF1Qye0imc/n0Ww2Q/2eOExC1CYgbJ1UiNNkmlEDexRBFzQIRHJ6ejoUFz6vFRsB96iB6gppw6JT1Ayik2qYNOnVFVUvmOPj49ovfEGIOwqgS6ekR550QYNAhgqrOXBKRPRaxpkkF9WCSkD8J/e4L6JAOEMMSfg7dBJ3v0kiNAhEsrGxoe27wjoYTRPgZAzcTMGghkCnTmkmLJ2SHiWwEvSiOuiQSphEZQzCKGQUhU5J6DdJhQaBaCXqu5KozQEhXvS7cw/S/732GWZVvyiPzX66WCss6iLq6Yt2dOYOhAUNApFsb29HtgiR20GjO+kmDKLUaZgIQyenO0avGgqDoKOErtuF0qsOglvNDuswmfX1IDM44jQHfpicnMTV1dVA+wjz9/WzL5XZCUmDBoEQkghUhxKiwqtwjY4wtFfOjBv2KW6VSuVOXQkrukPputZGUCUuY5BmaBCIJI4FQdLipK3EtXBK2vAq5mLSL+FQlTDu/u0XLWvf7NdPB+0TjUbD97FQqVSUDJSKJqp3+U7lgIN8LiiNRsP3Z9JqDKz9wdTZbQg1KmgQiCTKzhb3MqlhwimOalh1iirR0H5R9WsUnC5c/eacO4X5w+oTTsMn9tcGNQOD4Ge4IIooQavVUt42bC3CTqxWfV9Fc5ZaJpETZXGVYTEHQHxFaNJG1Dp5nWj7nYTN/thvrQ4vMxA04dUpgnJ2doaxsTH5upMJSMIx5GfYIorEw4mJCdTrdaVtrW0NK0cl6t9gkD4NhJ+ETYNAJEHCd4PSb8ESL+IanohDpzSiqpM5Zq6C6h19P6zJk/Y79DBrZagOp1xfX+Py8lJpn1GsRtkPt2Ot30Uz7GWWs9lsoM+FlY8x6FDWoAYA0DvESYNAJBMTE6HvU0dymW6i0GkYcdLJukiTE04XHJUs/kHu6sNYutvJCFgfDzKM4vfi6rT9oKZh0DvnsKZ/ttvtgdphMmh0Icjng5iDuCOVNAhEsry8rPX7rAeW3+mOcSY36tYprVh1crpwW82C0+qO/cb646pp4ZVPAYRfvMntIhE0YTAqdMxMCGup9TCHClSGHrwiME6oJCXqqO1Cg0AkFxcXmJ2dDWVfflfkA4LXRNB9YgxTp2HGTSfrCc362H7yi9sMRBkVCAOd/T4pZZeDLNaUhNwNO06JiP2KvAH6jwMaBCI5OzvTcuHzOmBVTIJfNx42unRKO351cjMOceMWKTAJ4wLkVSjJJIz+HaStSTEHgPpiTUk0BcDd0vBpqPpKg0C0oXqi6WcS3N5PY1VGkn6CZLfb+2k2m8Xc3Jzy5613lX6KSQVpaxTlo6MmydOqvfRMkjkAaBCIhc3NzUj263Sg9jt4k3yxj0qnYWNYdHLLleiHn2XG2+32nWmOQdpnraYI6EsQHqRYUpBhEvPv7GdMdJTOHnZoEIik0+kEPkmNEtRJjbTrNDk5KfMQnEyCecG3lzXuN9PC3LeVZrOJfD4falvtZiZMwxBFJMIv9v25GQZd9QuG0YjQIBDJzs5Oqhch0hVxSLtOuhgGnZzyImq12p27dafaC34Ty9KmVVwXQ5VcDSd0RBOC5k4Bya3OSoNAQqFWq90rBHN6eioPSNPdD6PLJqNFUpMpVRnWu10V4lrAypqcaH2e9HVdaBCIZGFhQWk7r+pwTkvNhp3EFPXCOf1Q1WnUoU7qhKGVbrMSh8kIEj3wgnkK3tAgEMn09PSd51YjAPgvDGM3Bn4OwqQmKAL3dSLOUCd1wtbKNAtedSYGxWrE464JAQy29kOY6zYMUvwoadAgEMnOzg7W19cBuBeJsT9XPTGEZQ78GIeoDjyrTsQd6qSODq3CHhpZWVm5kxhpYk3eNAnLNATNQfBDP7MwSDG3tOUh0CAQiUoBEtWs6DCcvMp7cRx4fiu5jSrUSZ20auUVqdjY2LhTPluFfjMtrq+vUSwWXd8PM/J4dHTkOPMiyHcktWx4P2gQiGSQTqo7O9h64LpNMYuKpB7MSYM6qTNMWjlFKlRN+sbGhuf7JycnmJ+fl8+DlHRXJcxZJUkrgKQKDQKRLC0tRbJfu3nwayaSVjQpKp2GDeqkzrBrFdaF0b6ftF1w00awxbXJUHJ+fg6g/yI1gPf44iCzFtzMg9N3OE2d1FE9ztSJeEOd1KFWalAnvdAgEImOg08leqBqEoC79RXM902TYJ2CaT62z8wIAk9SalAndaiVGtRJLxxiIJJMJjPwPvxObTw+PnacAx50WMH+faZZKJfLd8rP2sdE/YQqw9BpFKBO6lArNaiTXmgQiCTqxXXsF+/j42P5v2qhGCfjsLe3dy/b2Pwuc1vTKJyenkqzAODeAjcqmcXDsghR1FAndaiVGtRJLxxiIJIgU62SXoHMqX2np6d3hiHseRbW4QinIfIdMQYAACAASURBVIm0TknTDXVSh1qpQZ30QoNAJKrJhbqWkR2UxcVFx2GKcrmMcrmMUqkk/wG483xyclL+sxN26ehhhTqpQ63UoE56Se0QgxDimwH8GIDXA7gE8M8Mw3hvvK0abQYprTwI9uEFuylwKmmahiIlhBASJ6k0CEKItwN4P4BvA/AHACYAPIyzTcOAV1JglAVJ/KBaadFuCsIsVJKkmgxJhjqpQ63UoE56SZ1BEEJkAbwPwD8wDOP3bl++BPDJ+Fo1HPi9eCYh/8CpFGrUi6Aw4qAGdVKHWqlBnfSSxhyENwBYA7AihHhZCHEohPh/hRBfGHfD0s7Ozs6d536iBv2GF8IwE37XaYgq6mHXiThDndShVmpQJ70kKoIghPgggHd4bPJeAL99+/gbAfwVAAcA/gmADwsh3mwYRsv+oRdeeAGZTAb5fB6PHz/G888/D6B395nP57G1tYVut4u5uTnMzc3h8PAQtVoN+Xwe6+vrqFarckre+vo6stkstra2AAAPHjzA7OwsDg4OUK/XUSgUsLq6ikqlIpP5zPri29vbACAT5Pb29tBoNFAsFrGysoKLiwucnZ0B6E3n6XQ68oCYn5/HzMwMdnd3cXNzg4mJCSwvL+P8/Bzn5+fIZDLY3NxEq9XC7u4ugN4a89PT09jZ2UGz2cTk5CSWlpZwdnaGi4sL+Zlms4m9vT05BbDb7WJ/fx9XV1coFosolUqo1+toNBqo1WooFAo4Pj6Wc5IPDg4A9Nx9JpORWk1PT6NYLKLT6eDo6AjFYlFeyF966SVkMhk8evQIY2Nj6HQ6OD8/x/z8PCYnJ9FqtdBqtTA+Pi4jAdlsFp1OB1NTUwDuZjSb39ntdnF0dISZmRn5erlcxquvvio1mZycxM3NDa6vrzE+Po6HDx/6+r0qlQo2NjZi/72AXoneiYkJ7OzsoNVqYWpqCouLizg9PUWlUkE2m8Xm5iYajQb29/cBAMvLyygWi9je3ka73cbMzAzm5+dxfHyMarWKsbExbGxsoF6v4/DwEEBv5b5CoYCtrS10Oh2USiWUy2UcHR3h6uoKuVwO6+vrqNVq0gy2Wi10Oh0eXwq/18XFBVqtVqy/VxrOh4eHh2i1WrH/Xkk4vvr9Xs8++ywGJRP10pl+EEJMA3BfqguoAXgWwMcAfLdhGL9w+7k5AGcA3mQYxou2fXafPHkSUYuHC7PGgDm1z1qJ0MQ8yM1OqpKY6PSaeYIxcaqDYI8K9Fu0yQ23mQwmfpMXk7Y2RFKhTupQKzWokzr5fH7gqlKJiiAYhlEFUPXaRgjxCoA6ACdnkxy3k0L6HXh2c2BH1Rzoxl40CfA/VdNqFniCUoM6qUOt1KBOekldDoJhGNcA/i8ALwghNoUQBQD/C4A/BfBfY21cylG9aPo5SJN0QIdlVtJSByJuqJM61EoN6qSX1BmEW34QwH8E8HEAOwCeAfB1hmG0Y21VyumX1GcNyzuh2wyoDC/YCcMkJGXKZ9KhTupQKzWok14SNcSgimEYDQDfd/uPhEQ26+wXzQWOnFhdXb2Th7C4uHjvIuz0Whg4rcGggtM6Df3MjxU3nchdqJM61EoN6qQXqk0kbguheLn2oEmKduxJi064LfccZvlVlTsULhijBnVSh1qpQZ30QoNAJI1Gw/N93UmKfvYXtlEA3M1CP51ID+qkDrVSgzrphQaBSMx5vMQb6qQGdVKHWqlBnfRCg0AiJezERZ2JkFGVaiaEkDRAg0AkS0tLStvpukj7/Z4gCYt2VEyBqk6jDnVSh1qpQZ30QoNAJBMTE0rb+ckrSEKhJCecVn5URVWnUYc6qUOt1KBOeqFBIBKzNroq1qTAuI2An+jBoBEQvzqNKtRJHWqlBnXSSyrrIJBoaLdHs86U3+pso6qTX6iTOtRKDeqkFxoEIpmeng70OT/THgG1mgfm5+13+26LtZjRDJVIgteCL1azYD4ul8tyymOpVMLNzQ329/eVFnYaZYL2p1GEWqlBnfRCg0AkCwsLciXHtKJaXdFqXlQXqbI/tpoGa80EGoceTit0EmeolRrUSS/MQSCSk5MT+dhpqWc/xJmT4Ldg0tHR0b1/XjSbTZyenkqzUKlU7uhkfZx2wzUI1v5EvKFWalAnvdAgEMnl5aXre/YqiuZFOO7kRDcGraroZBrMv5XjoGp49SdyF2qlBnXSCw0CkYyNjYWyn6SYhrBLLwO9v61arcrnTkMOpEdY/WkUoFZqUCe90CAQycbGxsD7SIo5iJJutxt3E1JBGP1pVKBWalAnvdAgEMn19XXk36E6gyGNsDTzXXT0p2GBWqlBnfRCg0AkBwcHcTdBCT9RiihWecxkMo6vW5MVmaiYnv6UBKiVGtRJL5zmSEIjiuEFt5oFXrUMnPBTJ8Ev1noJwN0ZIGZUwfoYGO3pj4SQdECDQCQrKyvodDrK24dtCI6Pjx3nOXuZBMBf6WRrNCGoWXDLQbAbBcA9cdFuGEyGyTisrKzE3YTUQK3UoE56oUEgkkKhgHq9HnczfOM3mhDWd1qxfr+9dLM9smBiLbTk9ZpJ2sxDoVCIuwmpgVqpQZ30QoNAJFtbW6msVBbEHAwy1JDJZO5FEdyiKYuLi77XegDgWJnRLRoRRXJkGGZka2sLr3vd60JozfBDrdSgTnqhQSASP8MLQQg6g8HNAOg2BkHwGoYx29/PQLhFJEzsxsGvYXDavl9ipYqBiLo/DRPUSg3qpBcaBCJJ6jS9OIYQvIi7DsLp6ek9k2BFpWCT07CGH5w+Y+8/4+PjA8/gSNuwSlCSeuwlDeqkFxoEIimXy4FP6HEUSBokSVF3JMGJIMbHyxj4IYqqj077tFad9It1ESz7hWHYjENYv+uwQ530QoNAJEdHR5iamuq7XRQljPvhdTEddDaDSRymQbXt1hNjkJyGOGg2m8jn84E/b42U2Gd9DNu00aRFyZIKddILDQKRXF1dKRmEpBLEKFhRjS44JSkOileSI5AeU2Cl3W4PZBCspshqBoYxmnB1dcULnwLUSS80CESSywXrDmEOL7jVQjC/R+XkMOhdRtKGIfqR1BOmW8VJO/awsZsZGAYj4EbQY2/UoE56odpEsr6+HlkdBN1rMIQRinQzCn6iBzqGMlRmSsTB+Pj4vdfcogL258NsBpxYX1+PuwmpgDrphQaBSPqZg1FYqdEJ+0V+dXV1oDwMnREKr4JOUVIul+/kIIxiVMAP9XqdWihAnfRCg0Akh4eHWFpairsZiSesGQBhlH32i9UwDGIW3LLJrRf/w8NDfMEXfIF8zhO7O4eHh3j48GHczUg81EkvNAhkaAnrYqgDlYiEjqEJFZ28cgasz00jRWNASDqhQSCS1dVVtNvte68nKYM+aG5BmKH2uNar0GEi+s2mAO73B+vzcrksjcHExMSdJbA5tOBOEhJi0wB10gsNApHk83lHg+CFSl6C3wRFr5kM5ncOGhEYxDAkudyrl4kY5OSqmghpNQvdbheZTObeYlVuBZBG2TQMMh10lKBOeqFBIJKtra3Eh+Kjwk8NhampKVxdXUXdpNCJKgLhpl2j0UCxWOxbGpr0jr1nnnkm7mYkHuqkFxoEIglS/GdxcVH77IYoTcygxZbSjpuJUDEOo67dIMS9vkdaoE56ycbdAJIcZmdn425CKmg2m9q/c3V1NdbxVz/TOk2jMDY2FlVzhg4ee2pQJ70wgkAkDx48cFysqVwuD5SouLCwoL1Q0iD0uwO+ubnR1JLXiGP9C0B9yMFJs3w+r1QueZRzD0wePHgQdxNSAXXSCw0CkRweHmJ6etr1fXM4wSwUZD4Pe5jBK0ExCvyGxIvFIq6vryNqTTx4GQE/C0kBr138Ly4uUCqVaAYUYA0SNaiTXmgQiKRWq3kaBC/Mi4ibUQgrihDG+Pag+0hz6DyoEVCtfWAyOTmJ6+trrKysBGjl6BF0mfVRgzrphQaBSMKYQhRH0qJfgrTPevFMS6KUkxnwYwIANSPgBqekqUOt1KBOeqFBIJL19XU6dBeCmh5dGf2qZkClRLLT8yBDA1xYRx1qpQZ10gsNApFUq1Vks4NNbEl69CAMCoUCGo2G0rZhFHWy43eYIMjwQBhUq9XAQ1ajBrVSgzrphQaBSI6PjxOdADTohTasC3XchZL29vZcTYLT+hPmDBRrRUOrKbA/D4vj42OezBWhVmpQJ73QIJDQSFL0YNiL9XiZBBO7WbAaBXupY6tJqNVqnG1ACGGhJPIaa2trcTdhYBYXFyM3B3Et1mRnb29PuT6C1SzoWnxrGPqTLqiVGtRJL54RBCHEVxqG8bu6GuMXIcQUgE8AeMYwDEZDBiSXy6HVagX+fBJmMOgo9+u1WJNqYaEwCx+Z+wpSaTGq4QWg15+IGtRKDeqkl35qf0QI8RTALwL4oGEYO9E3yRfvA/A5AFy9IwSGabGmKJIDgd5FOJPJDDzV0XoxD8ss9Bt26KdJ2GaBC+uoQ63UoE566WcQ3gTgbwP4nwD8pBDiIwB+AYBhGIa/dYFDRgjx5QDeBuCHAHxFnG0ZFtIyv78fUZqcvb09xyRFv3fvUZROHnSthrAjCcPSn3RArdSgTnrxNAiGYbwE4N1CiB8FIAB8J4BfB3AihPglAB8wDOOV6Jt5FyHEJICfB/CtAJjSGhJzc3NxN8EVt4t+HBEPp7UY4lorARjcGERFkvtT0qBWalAnvWT8OjIhxBqAdwL4DgCPAHzUMIwvD6MxQogPAniHxybvNQzjPUKInwXQNAzj3UKIrwDwu245CEKI7sbGBjKZDPL5PB4/foznn38eQO/Ems/nsbW1hW63i7m5OczNzeHw8BC1Wg35fB7r6+uoVquyTPD6+jqy2Sy2trYA9BYPmZ2dxcHBAer1OgqFAlZXV1GpVGQy2MbGBgBge3sbQC+LvFQqYW9vD41GA8ViESsrK7i4uMDZ2RkAYHNzE51OBzs7vVGd+fl5zMzMYHd3Fzc3N5iYmMDy8jLOz89xfn6OTCaDzc1NtFot7O7uAuiVN56ensbOzg6azSYmJyextLSEs7MzXFxcyM80m015gZuZmUGxWMTTp0/RbrfR6XQwOTmJg4MDtNttVKtVdLtdHBwcYGJiAtVqFRcXF2g2mxgfH0c2m0W1WsXZ2RnK5TKmpqbQbrfxiU98AlNTU7LQyauvvopGo4FHjx5hbGwMZ2dncp2HlZUVtFot7O3tYWJiQv4d5+fnaLVacq2GQqGAm5sbFItFjI2NodPpoF6vI5fLoVAoAOhl5He7XUxNTQHoXdybzWbfzwCv1QMwPzMxMYFsNot2u43r62vk83mMj48DAK6urpDJZORnGo0GWq1W389ks1lMTEzc+czk5CQymYz8zPj4uKwgZ/3M7OysvKPKZDIA7t5h2V+bmZkB0KtGt7CwgEqlgm63iwcPHmBmZgbtdhtXV1cYGxvDo0ePUK/XcXh4CABYWVlBoVDA1tYWOp0OSqUSyuUyjo6OcHV1hVwuJwttmXkgPL7uH19LS0uYmJjAzs4OWq0Wpqam5AyTSqWCbDaLzc1NNBoN7O/vAwCWl5dRLBaxvb2NdruNmZkZzM/P4/j4GNVqFWNjY9jY2ODvxd/rzu/17LPPZjAgvg0CAAgh5gC8HcBPApgzDCOU4vRCiGkARY9NagC+FMAHAHyxYRg1FYPw5MmTMJo39BwcHMiLiDkNzvzfPLjNzmkeQNakRK8ERT/rMLgt1uQVLdAZSYhjsaYwogSmRrpWWDw4OMDy8vLA+xkFqJUa1EmdfD4/sEHwlRIqhPhK9IYZ/hqAawD/Er2chFAwDKMKoKrQhk0ArwohACAPYEwIcQzgOwzD+HBY7Rk16vW6NAgqRGEOzO39rujod/bEIIYiysWawhoucPv7dC6/nJTpoGmAWqlBnfTS1yAIIV6H3nDCO9GbLfAHAN4F4DcMw4hjzdufwV1T8ufQMypfDOAkhvYMDWbom3jjNc1RlaiNgBNu5iAq2J/UoVZqUCe99KuD8LvozRA4BPBLAH7RMIxPa2iXK4ZhVABUzOdCiKPb17dja9SQsLa2FsliTX6XevYbPehH2MMPQe5iBjEEftvvtfZCFJECN1jURh1qpQZ10ku/CMIVgG8A8K/intbohmEY/w4sGR0Kl5eXkYbPB0H1IqkjF0GloFRQQxA0IgC4GwEgejPgxOXlpa8hq1GGWqlBnfTSb5rj1+tqCImfk5OTRC/W5EQc0xwLhcI9g+DXEIRlBOzPk7SGwsnJCU/milArNaiTXnjnTVJLHObArKSoOoYflREAkmUGCCHDBw0Ckayvr6PZbMbdDCWiMgcqkQC3qcGqbbIbASB5wwNhYNa8IP2hVmpQJ73QIBBJNpvMxT3DNgODziBYWFiQRYi86GcEnJ6n1Qw4kdT+lESolRrUSS80CESytbUVOAchrJUcVWYw+DEMUSQLXl9fo1h8rZ7XqBsBN7a2tvDw4cO4m5EKqJUa1EkvNAgkFKJa5jkqMzDI1MHz83NZE55GgBAyrNAgEMmDBw+UtvO7MJHfSopeuF3Y+5kD6+dU7vi9yOVymJycpBnog2p/ItRKFeqkFxoEIpmdnQ1UKCmq6IEqTubAa92BQaoI0gSoMzs7G3cTUgO1UoM66YUZH0RirkbmRhAjEGQdhkGxRgvMRaaA+wtQmUxOTir/A/rrRHpQJ3WolRrUSS+MIBDJ9fW1lhr9fjg6Orpzwbc/d/sM8JpRsJqE09NTlMtlaRJKpdKdx1bcogW6V3JMK9RJHWqlBnXSCw0CkRQKhbibEIi9vT3HYQa7UTAxDYPVKNgplUp3hlusZiGtOumGOqlDrdSgTnqhQSCS1dVVxxwE6x14EnFLUBxkyWPAPYIQ1kqMww51UodaqUGd9EKDQCSVSgW5XLxdwl4HwX6Rtz/3SlA06Zeo6DfxsFKpJG4oJolQJ3WolRrUSS80CERyenqa6MWavMyB2zTGMAyBndPTU56kFKBO6lArNaiTXjiLgfTFqW6ADrySEfuZg1KpFIk5IISQUYEGgUg2NjZC36dK6WQV4li50Y0odBpGqJM61EoN6qQXGgSSGFTNhMrQghOMHhBCiDrMQSCS7e3txOQgmBd+qwEwjYG1SqLbLIQozcD29jYXjFGAOqlDrdSgTnqhQSDKhLViY7/vsP7vZQpKpRKjAoQQEhE0CESimoy4urp6Z8GmMIyDdXjBag6SaAziStpMG9RJHWqlBnXSC3MQiMTv9CFr+N8riTCsRMWkwGlWalAndaiVGtRJLzQIROJ3GWc7SZppECWD6jQqUCd1qJUa1EkvNAhE0mg04m5CKqBOalAndaiVGtRJLzQIRDIxMaH9O3d3d7V/56DEoVMaoU7qUCs1qJNeaBCIZHl5Oe4mpALqpAZ1UodaqUGd9EKDQCQXFxcD72MU8hDC0GkUoE7qUCs1qJNeaBCI5OzsLO4mpALqpAZ1UodaqUGd9EKDQAghhJB70CAQyebmZmT7dquFsLa2Ftl3RkWUOg0T1EkdaqUGddILDQKRdDqduJuQCqiTGtRJHWqlBnXSCw0Ckezs7MTdhFRAndSgTupQKzWok15oEIgnZmlTswa62yJKQUljHQRCCBkFaBCIxJonMEjNc1XTkFZzMGxrS0QFdVKHWqlBnfRCg0Ak09PTsa2SeHx8HMv3BmF6ejruJqQC6qQOtVKDOumFBoFIgo7vhV0cadClo6OG46BqUCd1qJUa1EkvubgbQJJDs9mM5Xt3d3extraG4+NjGUl46aWXAPRCiouLi3dyH8zH5XJZDoWUSiVt0Y+4dEob1EkdaqUGddILDQKRhHmBXVxcDCUSYJoGq2Ew9+9mGoCeYTDNQ9jGIa5hmLRBndShVmpQJ73QIBDJ0tKSr+1XV1e1r89uRhhM07CwsIAXX3xRq2Hwq9OoQp3UoVZqUCe9MAeBSM7PzwN/dhQWaTIZRKdRgjqpQ63UoE56oUEgEtWDLywzEGWZ5SgTHXmSUoM6qUOt1KBOeqFBIJJMJuP5vhmuV8VuJLzmMKepJkI/nUgP6qQOtVKDOumFBoFI3BZCcSqaZK+oaH1NJ9b6CbqmR3LBGDWokzrUSg3qpBcaBCKxTyFyMgbWKIKKSfBjGtISReBUKzWokzrUSg3qpBcaBCLxmpFgNQtOQw2qkYRhKJWqe+ZGWqFO6lArNaiTXjjNkShRqVTk49PT09D3H2XCIiGEEP+kziAIIQoA/jcAfxHACoAzAL8G4McNw7iOs21px28OgXXMfxBnnzZzMEpTOgeBOqlDrdSgTnpJ4xBDDsAxgK8DMAfgbeiZhffH2ahhwF5AyBo1MFGJHnglCzotypSW3AMTVnNTgzqpQ63UoE56SV0EwTCMKwD/s+Wlzwshfh7A98XUpKFhZ2cHGxsbvj/nFT1QnVlgNQlJjygE1WnUoE7qUCs1qJNe0hhBcOIvAfh43I1IO61WS3nbKKcU7u7u+o4qhDXcoYIfnUYZ6qQOtVKDOuklUREEIcQHAbzDY5P3GobxHttn/h6AxwD+jNuHXnjhBWQyGeTzeTx+/BjPP/88gF7mfT6fx9bWFrrdLubm5jA3N4fDw0PUajXk83msr6+jWq3K0Pj6+jqy2Sy2trYAAA8ePMDs7CwODg5Qr9dRKBSwurqKSqUiw/Gm493e3gbw2iqEe3t7aDQaKBaLWFlZwcXFBc7OzgD05vt2Oh25vOn8/DxmZmawu7uLm5sbTExMYHl5Gefn5zg/P0cmk8Hm5iZarZa8uC4sLGB6eho7OztoNpuYnJzE0tISzs7OcHFxIT/TbDaxt7eHarWKWq2GbreL/f19XF1doVgsolQqoV6vo9Fo4Pr6GoVCAfPz8/LvGxsbQ7vdxuTkJDKZDOr1OqrVKqanp1EsFtFut7G7u4tisYg3vOENAIBXX30VjUYDb3nLWzA2NobDw0N0u12srq5iZmYGzWYTn/vc5zA9PS0jCp///Odxc3OD17/+9chmszg5OcHJyQkWFhYwMTGBiYkJAEAul0Mmk8H19TWOj49RLpdxdHSESqWC2dlZTE5ODvR73dzcAEDsvxfQq00/MTGBnZ0dtFotTE1NYXFxEaenp6hUKshms9jc3ESj0cD+/j4AYHl5GcViEdvb22i325iZmcH8/DyOj49RrVYxNjaGjY0N1Ot1HB4eAgBWVlZQKBSwtbWFTqeDUqkkdb26ukIul8P6+jpqtZo0a+Pj4+h0Ojy+FH6vTqeDp0+fxvp7peF8WK1W8fTp09h/ryQcX/1+r2effRaDkul2uwPvJCyEENMAih6b1AzDqFm2/wEAPwLgKw3D+JTLPrtPnjwJt6FDTq3Wk9iag+A0i8Htrt0eXbA+d8pB8IM9srC2tqa0wmOUqzsSQkjSyOfzA5edTFQEwTCMKoCqyrZCiB8H8D0AHhuG8UqkDRsRTk9P79Q4KJVKjomK/fBa6nlhYSGwSUhKMqNdJ+IMdVKHWqlBnfSSyhwEIcQ/BvBdoDkIFS8z4FQoyX7HbsU6HWnYpiYFMU2jCHVSh1qpQZ30kjqDIIR4BsC70auB8HEhRPX235/G3LTUk832uoM1BG81Bm7VFK0mIcq1GZIyu8HUiXhDndShVmpQJ70kaohBBcMwPg+AS3pFgNdiTaZztz42TcLp6emdYYXV1dV7Mwms7wcdZkjKEAMXjFGDOqlDrdSgTnqhHSOSRqOhtJ3TIk6Ac8QgrChCGOYgrPCkqk6jDnVSh1qpQZ30QoNAJOY0HeB+pr/dFKgMN9gJahaSEjkwsepE3KFO6lArNaiTXmgQSGBUV3h0MgZhruo46NRJQggh96FBIJKlpaVQ9mM1BHaTYJ35sLCwoGQU1tbWEpOgCISn07BDndShVmpQJ73QIBCJWYkwbKwmwcso9DMMSTEJUek0bFAndaiVGtRJLzQIRGKWPg2KPRfBKZJgf898bN3Wyyz0MwlRrhFhMqhOowJ1UodaqUGd9EKDQCTtdtvzfbfZC1bsuQh2k+BmFOzbmoSZqxAW/XQiPaiTOtRKDeqkFxoEIpmeno5kv/YLv5dRsJsGIHkmISqdhg3qpA61UoM66YUGgUj6XYjtdQSc6gqYCzmp4DQV0iTJ5ZmTZliSCnVSh1qpQZ30QoNAJCcnJ3E3QQmvPAQdxiItOsUNdVKHWqlBnfRCg0Akl5eXsX5/kqMGVuLWKS1QJ3WolRrUSS80CEQyNjYW6/erzkDwqqyoYxZD3DqlBeqkDrVSgzrphQaBSDY2NuJuQiqgTmpQJ3WolRrUSS80CERyfX3ta3unaY9OJZeB9AwfqOBXp1GFOqlDrdSgTnqhQSCSg4MDz/dV6iDoIO4kxX46kR7USR1qpQZ10ksu7gaQ9NBvmqPTFEc/OQGLi4uu2y8sLLguysSpT4QQEj40CESysrIiH9dqtTvvWc2A9bHdFOhIErRzfHys1SRYdSLuUCd1qJUa1EkvNAhEUigUANw1B07GwGoKBjUEq6ur2Nvb67udNXrQbxZD1MMMpk7EG+qkDrVSgzrphTkIRLK1tRXL99rLLjs9ThJx6ZQ2qJM61EoN6qQXGgQi6XQ6Stu5zVSIkiTlGajqNOpQJ3WolRrUSS80CEQSZJZC3Hf5XsMNUZGU2RxJhzqpQ63UoE56oUEgkjgiA6q4zWDwmvIYFUnWKUlQJ3WolRrUSS80CEQSxwwEAHeSFK1tiKs9/Uhqu5IGdVKHWqlBnfRCg0AkV1dXvj8zigdsEJ1GEeqkDrVSgzrphQaBSHI5/7Ne485BiIMgOo0i1EkdaqUGddILDQKRrK+vx/K9btMcVYgjSTEundIGdVKHWqlBnfRCg0Ak9Xo90OcWFxcjiSQkNToRVKdRgzqpQ63UoE56oUEgksPDw4E+n9QLetgMqtOoQJ3UoVZqUCe90CCQxKKSABnHNEdCCBkFaBCIxJoLQNyhTmpQJ3WolRrUSS80CESSz+cBAJOTk/I1a+UygCohtAAAGJJJREFU62O3giVmPkIYeQlJHbIwdSLeUCd1qJUa1EkvNAhEEsVCKGGZhSTBBWPUoE7qUCs1qJNeaBCIpNvtyseTk5MyklAqlWT0wPq4XC7Lfyr4NQsqOQj9ln6OAqtOxB3qpA61UoM66YVVJ4hkdnb23mvW4Qbzca1WuzPcUKlUUCqVUKlU5Gunp6fK3+tWajmpOOlE7kOd1KFWalAnvdAgEMmDBw+UtrOaBvO51TSYhsF8DPgzDH4xowjmgk5HR0d48cUXZbTCTGxaXFxEuVy+Ew2x/y0qqOo06lAndaiVGtRJLzQIRHJ4eIilpaVAn3WKLliNgolpFBYXF2W0YHV1VUYRrK/7wTQJa2tr0igcHx/jpZdeAgAsLCzIoQ0n0wDcHT7xMg6D6DRKUCd1qJUa1EkvNAhEUqvVIv+Ocrnc1ySYWN9fWFhwXfLZitUoWDk+PpafdzMNZjvMx27RBh06DQPUSR1qpQZ10guTFIkkjClEfqdIOiUshjHjYXd3V2mdBtOAuC0zbc2rME9OnGqlBnVSh1qpQZ30wggCkYSxEIrV4Vsvrm4JjE7DCWEmKlpNglNUYWFhwfc+uWCMGtRJHWqlBnXSCyMIRFKtVgf6/CDmwD68YEdleKEfqlGFfgyq06hAndShVmpQJ70wgkAkx8fHmJ6eVt5exRAA7jMYgiYkDsru7u6daMLR0ZGvYQ2/Oo0q1EkdaqUGddILDQLpiz0xyG4A7M+BaKc1hoHdJJjs7e2x3jshhIAGgViwXjD9moJBDYHTLIakwhUk1aBO6lArNaiTXpiDQCS5nLNf9DIHp6eniY8WBMXt73LTidyFOqlDrdSgTnpJrdpCiDEA7wPwTgBFAB8B8D2GYQyezTaibG1t4ZlnnvHcJmg55UFRrYOgAxWdCHXyA7VSgzrpJc0RhB8F8PUAvgzAxu1rvxJfc9KPuRCK39kIowYXjFGDOqlDrdSgTnpJs0F4F4CfMgzjs4ZhXAD4YQBfI4SgvQzI3NxcoM8dHR3d+TfsBNVp1KBO6lArNaiTXlJpEIQQcwBeB+CPzdcMw/gMgAqAt8bVrrQT5OBzK3Q0iFkIo5JilPAkpQZ1UodaqUGd9JLWHISZ2/8vbK+fAyjZXsMLL7yATCaDfD6Px48f4/nnnwfQy5zP5/PY2tpCt9vF3Nwc5ubmcHh4iFqthnw+j/X1dVSrVTn+vb6+jmw2i62tLQC91cVmZ2dxcHCAer2OQqGA1dVVVCoVGYbf2OiNgGxvbwN4rcb/3t4eGo0GisUiVlZWcHFxgbOzMwDA5uYmOp0OdnZ2AADz8/OYmZnB7u4ubm5uMDExgeXlZZyfn+P8/ByZTAabm5totVqyGNDCwgKmp6exs7ODZrOJyclJLC0t4ezsDBcXF/IzzWYTe3t7uLy8xOtf/3pMTEzgs5/9LNrtNoBemeTLy0v5PaVSCZ1OBzc3N5iZmcHl5SUAIJPJYHp6GmNjY8jn82g2m7i+vkYmk8H4+Dg6nQ6azSYAYHx8HJlMBjMzM6hWqzJ0WCgUkMvl0G63cXp6iomJCVnt8PLyEjc3N3jrW9+KbDaLvb097O/v49GjR5idnUW9XsfLL7+McrksxylffPFFtFotvPnNb0Ymk8Hu7i4ODg7w+te/Hpubm8jn8zg4OECxWMTU1JTsM91uF41GA+fn58jlciiVSjg8PAQAXF9f47nnnov99wKApaUlTExMYGdnB61WC1NTU1hcXMTp6SkqlQqy2Sw2NzfRaDSwv78PAFheXkaxWMT29jba7TZmZmYwPz+P4+NjVKtVjI2NYWNjA/V6Xf7NKysrKBQK2NraQqfTQalUQrlcxtHREa6urpDL5bC+vo5arSaNYS6Xw9raGo8vhd/r05/+NHK5XKy/VxrOhy+//LL8+0f9+Or3ez377LMYlEwax3RuIwhnAL7EMIyPWV6/APB2wzAMy2vdJ0+exNDK9PH06VM8fPjQ9f2ochPMDm+d5ui0RoJ5UgqjGiLQmzJlmg9zaWjAecEm6yqP/XQiPaiTOtRKDeqkTj6fzwy6j1RGEAzDOBdCvArgSwF8DACEEI/Qix58Is62pZnx8XHP960LMaksypT2pEbrolJW+ulEelAndaiVGtRJL6k0CLf8HIAfEUL8PoATAD8F4HcMw3gaa6tSTNAiJHbjYEYaSqWSNAnWx0A6DMPp6amjSWCxFjWokzrUSg3qpJdUJine8j4AHwbwRwB2AIwB+LZYW5RyzFyCQXAbhnAjjbMewtBpFKBO6lArNaiTXlIbQTAMow3g3bf/SAicnJxgZmam/4YBSGr0IMiSz1HqNExQJ3WolRrUSS+pNQgkmQQZbgB6kQTregzmSo9xrfhICCGjDg0Ckayvr4e+T6fExlqtJpMZTbNQLpfvRBb29vbumQSz3PLa2lpoMxmseC37XKlUZJuj0GkYoU7qUCs1qJNeaBCIJJvVk5JijywArw1BmBdop8iB1SSEgduSz/3QpVPaoU7qUCs1qJNeaBCIZGtrK5I5xv3qJ7jlJFjv5s3hB/Mu38wbCLs2ggpR6TRsUCd1qJUa1EkvNAgkVMIupmSaBDNHYXV1FcBrRZXMKIM10TCIabAPL3gNNxBCyChAg0AkDx48GHgfXomJAGS+ARDMKACvmQXgtciC1UhYcxYANcPgxwyEodMoQJ3UoVZqUCe90CAQyezsbCj7cau4aE1OtCb9+Y0uWM0AgDuzH6zb2HMY/CQ3ehmGsHQadqiTOtRKDeqkFxoEItnf38fKykpk++83owHwV6o5jCmQpmEw6yGYq1AuLi5idXVVPi6Xy9LUNBoNuRgUcSfq/jRMUCs1qJNeaBCI5Pr6Wvt3qkYYnIYlwqqPYJoEa3TBnN1gX8xpdXUVmUwGe3t7sk32xZxIjzj6U1qhVmpQJ73QIBBJoVCIuwmBsA8vAIObB7tpWFtbw0svvQQAeNOb3oSDg4O+K0ACPfMwqqYhrf0pDqiVGtRJLzQIRGIm/qUB3dUVw5hGOWpGIU39KW6olRrUSS+sOkEkKosrJYU4pyA2m035mGWg3UlTf4obaqUGddILDQKRJGkRpUGJ0kBsbGw4vu401DHKDFN/ihpqpQZ10gsNAiGEEELuQYNAJG53xmnEKfQfVjnmT33qU46vc3z0LsPUn6KGWqlBnfTCJEVCfLC2toZcLodWqwUg3lwIQgiJEkYQiGR7ezvuJiSWtbU1WRvh0aNHMbcmHbA/qUOt1KBOeqFBIKQPTktCWxeHskYRGFEghAwLNAhEYlYGTBtOY/9hXaidzMHBwYHSZ61lo0eRtPanOKBWalAnvdAgEElaL2hRVFI02d3dlf9MLi4u5AqR9u+yPh71Odtp7U9xQK3UoE56oUEgEs7j98Y0CjMzM/I1Fkpyh/1JHWqlBnXSCw0CkTQajbibkArcSibz5HUX9id1qJUa1EkvNAhEMjExEXcTQsMpB8EpnyAIoz50oMow9aeooVZqUCe90CAQyfLyctxNiATrjIMw+MxnPtN3G2tJ2FE1FMPan6KAWqlBnfTCQklEcnFxgdnZ2bib4ZvV1VWt4X3zJHV8fIyFhYV7eQh7e3tYXV3F0dERFhcXUS6XUalUUCqV7iRZDfvqjmntT3FArdSgTnphBIFIzs7O4m5CKvAaqjDNgmlYjo6O8Morr+D09BRPnz7F9vY2tre3UalUsL+/j/39fdRqtTv/hgX2J3WolRrUSS+MIJChYnFxMfKZBd1uF7u7u1hbW5PTHc1oghUzggDcjyqcnp7KOd1mdMGJYY8yEEKSS6bb7cbdhkgRQnSfPHkSdzNSQbvdxtjYWGzfb797to7dWx9bx/ftd+zW18z/rTULwliwaWxsDO122/V9a4TBqeLi4uKiLO5kvmaaBdMoDMNQRNz9KU1QKzWokzr5fD4z6D4YQSCSTqeT+oNPR12CXC7naRCsJsT62DQOR0dHePHFF7G4uCjNgjXaYCXNhWGGoT/pglqpQZ30whwEItnZ2Ym7CRKVzH+/ZiCs5Z6/6Iu+KNDnzO+3V2G05iuY0RHr35/WvIQk9aekQ63UoE56YQSBJB634QUrZsjeaV0G6wXY5OjoCMfHx6GZBi/MyIE53OA21OA2zJDWIQZCSLqhQSCSsOsFRImf6IF5EX7LW97iuI+9vT0cHR3dyVnwMg6f//znXd+zmwHgriGwtsct/8D6OM3mIE39KW6olRrUSS80CEQyPT0ddxN8Yx23t670pnKxNUP3lUoFlUpFRifMsL812dEcFtjd3XWNYpC7pLE/xQW1UoM66YUGgUh2dnawvr4edzOUUJ3OGGaSnxlVeO655/Dyyy97buOWnGj93y1BsVQqyamPtVottVGENPWnuKFWalAnvdAgEEmz2Yy7Cb5wyvo3MS+w1hoDThdbM3pgYk0aNJ9b2d3dxaNHj3y102oazNoJZgVG0xyYdRLsNRJM0mgS0taf4oRaqUGd9EKDQCRpvAhZsYb+zfLGwGtJjqZhMDEf24cWzMcm1lkHAHBychK4jU4mwYpqmWYg+b9X0tuXJKiVGtRJLzQIRLK0tBR3E0LDvOhb78TtUyetxgC4P9vBaQhjbW0NFxcXobbVNAP2aII1wmCNKphGwWp8TJJ0Ah2m/hQ11EoN6qQXGgQiOT8/x9zcXNzN8KRcLvtKEnQyCtbX3cyBFysrK9jf31dugx37kIMVq1kAcM8wuA1BOBG3WUhDf0oK1EoN6qQXGgQiSerBZx8aCILqRdXEyyisrq4OZBCseCU1WtthNQxmG+w5GCo5FzpJan9KItRKDeqkFxoEIslkBi7dnWj8mgQ3Op1OCK1xx6tUs9Uw2M2C/e+Lu0zzsPenMKFWalAnvbDUMpFsbm7G3QRHBo0eWDk9Pb03vOCFPUERAD75yU+G1h6/2Ms0Oz0OU69BSGp/SiLUSg3qpBcaBCJJwxSisIoUWS+ofvIPAKBQKITShmEnDf0pKVArNaiTXmgQiMQ6/38YMWcFOJkDPzz33HNhNksJezKjF3EPLZgMe38KE2qlBnXSCw0CSQzWhDqnUsnA/dkIfvAqrJR0/CwqlZQhBkJIukllkqIQ4qcAfC2ATQBVAP8KwI8YhsEi+QOQhAuo1SSoGAaVlR6tmH+jGUVYXV31vCtZWFi4l4fwuc99ru/3kGT0p7RArdSgTnpJawShDeDbAMwDeCuADQAfjLNBw8BHP/rRuJvgyuTkpPy3srKClZUVlEolbGxsYGNjA6VSCQ8fPsTDhw9RLpflPz/0O/mYYX5zkSfdWKMIbjkUpkkyS0jXarXY2pvk/pQ0qJUa1EkdIcS7Bt1HKiMIhmH8mOXpkRDiZwH8elztGRZ+67d+C1/91V8ddzMcsV7k+oXQVaINVqxRBTOiYH3N+tgsjxzHWKhTUSUnrDUTyuXynToSOqsuJrk/JQ1qpQZ18sW7APzcIDtIpUFw4C8B+HjcjUg73W437iYAcDcDbsMJqnP/3YyDycOHD+99j9P3feADH8A3f/M3uy4HHTXmOg5WrGWaAdwr1QzcXZ9Ch2lISn9KA9RKDeqkl0zaBRdCfCN6wwuPDcP4E4f30/0HEkIIIQEwDGOgylKpNghCiG8C8M8BfKNhGL8fd3sIIYSQYSGtSYoQQnwHeubg62gOCCGEkHBJpUEQQnw/gH8C4C8bhsG0VkIIISRkUjnEcJtX0ALQsL5uGMZ0PC0ihBBChotUGgQvbqML3wrgzQB2DcP4QoXPfA2AnwbwCMBnAPygYRgfibShMSOEmATwvwP4htuXngD4u4Zh1F22fyeADwCwTqr/sGEY3xJlO+NACDEG4H0A3gmgCOAjAL7HMIz7KzdhNPsP4E8nIcRXAPh9AFeWlz9hGMafj76l8SKE+GYA/yN6NVsmDcPwnD0mhPgzAP4PAM8D2APwE4Zh/IvIGxozfnQSQjwE8Dn0zkfmRezcMIyNqNsZN0EKBQY9Rw3LNEcruwDeD+A5AN/Rb2MhxCMAv4nenNFfB/BNAD4khHiTYRhPI2xn3Pwsehq9Eb0D7P8G8DMA/o7HZz6rYriGgB8F8PUAvgzACXrG6FcA/BX7hiPcfwAfOt3SHtEo3xl6F/wJ9JmXLoSYBfCv0RtCfRuAL0evP33GMIw/jLqhMaOsk4U3GoaxHV2TEolZKPBTAOYA/DJ6M/mE08aDnKOGziAYhvEbgLzjVeEdAP7Y4tB/VQjxvbev/4PwWxg/QogJ9DrY1xqGcXD72o8D+LAQ4gcMw7iOtYHx8y4A/9AwjM8CgBDihwF8WgjxjGEYn7dtO3L9x4IfnUYWwzB+B5BRlH58A3p3xe83DKML4N8IIT6EntZDbRB86jSyBCgUGPgcNXQGIQBvBfDHttf+5Pb1YeWN6IWErX/3n6Dn3N8A4BMun9sUQuwDaAL4KIC/bxjGUC1MIISYA/A6WLQxDOMzQogKen3CfuEbxf4TRCcAGBNCbAHI337uxwzDYIGzu7wVwH+5NQcmfwLg7TG1J+n8ZyHEOIA/BfCThmH8u5jbEwf9CgUGPkelxiAIIT6InuNx472GYbwnwK5nAFzYXjsH8KYA+4odFZ0A/M7tY+vfbT52K0X479HL6/g0gCX0xp7/jRDirYZhXLl8Jo3M3P7v1CectBmq/uMDvzq9DOCL0TuRTwP4EQD/VgjxZsMwoi8/mR7c+lMy1vBODscA/hx6F7o8gO8E8K+FEF9mGIbbDc7QcVso8HsBPPbYLPA5KjUGAcDfBfBuj/eDrkhzCWDW9tocgLSumaui0xtuH8+i11HMx4DL322GkW/ZF0J8N3qd7s8C+L3ArU0el7f/q/aJYes/qvjSyTCMfQD7t0/PAfx9IcTfQC9f4RejamQKuQTw0PbaKPQnXxiGUQXwn26f3gD4Z0IIgd74+kgYBEuhQOFURdhC4HNUagzCbYeoRrDrjwP4C7bXvgQpveip6CSEeAXANYAvBfBvb1/+EgB1AP9V8au6t/8GKuWZNAzDOBdCvIqeNh8DZJJPCc4nnqHqP6oE0MmJDoas/4TAxwH8NdtrXwKuNaPCyPSn20KBP41eocB+tYACn6NSYxBUEULk0Pu78gAyQogiAHgk3v0ygB8SQnwLgN8A8DcA/DcAvl1Dc2PBMIy6EOJfAPiHQohP3b78DwH8sptOQoj/Ab2OtgPgAYB/hF6Y7z85bZ9yfg7Ajwghfh+97PyfAvA7Lhm/I9d/LCjrJIT4iwBeBfBZAJPoRbmW8dpw19ByOx00D2D89nnx9q2GLdcAAD4E4P1CiB9Cb6bR29BLXPwqTc2NDT86CSH+LHo3Qi+jd77/dvTC7NYEvqHkdir/T6BXKPCPFD4S+ByVykqKfXgPenfCP4fenM/67T8AgBDiW4UQ8g7bMIzPoHcAvge9kMt7APz1EZii9vfQixaY/14B8APmm0KIHxNC/Kll+68A8P+hd1D+KYB5AF91G7EYNt4H4MMA/gg9QzSG3qwP9p+7KOuEXkLU76EX7vwsekNTX2UYxpbWFsfD29E7B/0OehqZ56RnhBBvE0JUhRCvA3qRGQB/Fb1Q+QWAnwfwvSMwxRHwoROAL0BvavYFen3v7ejdTduT8YaRn0UvUvf7t5pUrcdamOeooSuURAghhJDBGcYIAiGEEEIGhAaBEEIIIfegQSCEEELIPWgQCCGEEHIPGgRCCCGE3IMGgRBCCCH3oEEghBBCyD2GrpIiISRaHBYEO0Gvoua7DcN42WH7L0VvNbkvNwzjPzi8/2sANg3D+PPRtJgQEgRGEAghQfhdAKu3/74avaXCP+S04e1CMh9Db8W9Owgh5tFbe+AXImspISQQNAiEkCA0DMPYv/33JwD+KYDnhBATLtv/AoBvEkJM217/NgANAL8WYVsJIQGgQSCEDIQQYgbA3wTwScMw6i6b/Sp69fX/pu31vw3g1wzDuIqwiYSQANAgEEKC8DWWRWIq6K2k97fcNr5dhOgJeoYAACCE+G8BvBkcXiAkkTBJkRAShH8P4F23jx8A+D4AHxFCfBl6K6m+7fa9zxuG8abbx7+A3gp0z90mM34ngE8ZhvGfNbabEKIIDQIhJAg1wzA+bT4RQnwXekvvvgvAd6GXtAgATctn/gDApwF8pxDiJwB8C4Cf1NJaQohvaBAIIWHQBdABMGkYxo7TBoZhdIUQHwDwAoCX0TMRv6KviYQQP9AgEEKCUBDi/2/XDlEQDIIwDH92i82LeAOzzVt4C6uX8AYygtnqRTR5ht+gbUBBEQ3PAwtbBia+LLuYPu6TJKsk4yT7F3PbJOskmyS7qrp+b0XgEz4pAu+YJ7k8zinJLMmyqo7PhqrqnOSQe1T4nAh/bDQMw693AAD+jBcEAKARCABAIxAAgEYgAACNQAAAGoEAADQCAQBoBAIA0AgEAKC5ASU5gTeFjApiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "myplot = pickled_cmd.plot(log_age=6.8)\n",
    "myplot.set_xlabel('B-V', fontsize=14)\n",
    "myplot.set_ylabel('V', fontsize=14)\n",
    "myplot.set_xlim([-1,2.0])\n",
    "myplot.set_ylim([2,-10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pickling a CMD file\n",
    "\n",
    "Now let's make your own pickle file! If you have the stellar models and made the CMD in the previous sections of this tutorial, you can now save your work!\n",
    "\n",
    "All you need is the following code (feel free to change the output file name)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# First we open a file we can write into\n",
    "outfile = open('./data/cmds/BV_CMD.pckl', 'wb')\n",
    "# Then we call the 'dump' function from the pickle module to dump our cmd in our output file\n",
    "pickle.dump(mycmd, outfile)\n",
    "# And to avoid funny business we close our file. \n",
    "outfile.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, -10)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_pickled_cmd = unpickle(path='./data/cmds/BV_CMD.pckl')\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "myplot = new_pickled_cmd.plot(log_age=6.8)\n",
    "myplot.set_xlabel('B-V', fontsize=14)\n",
    "myplot.set_ylabel('V', fontsize=14)\n",
    "myplot.set_xlim([-1,2.0])\n",
    "myplot.set_ylim([2,-10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating a publication-ready figure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just like with the HRDiagrams, the tool provided by `hoki` will allow you to make publication ready figures in not time!\n",
    "\n",
    "Let's make a plot comparing the CMDs for Cygnus OB2 and Upper Sco in B-V and U-V plots.\n",
    "\n",
    "First we need to load our data (which is provided in the ./data/cmds/ repository) - we also need to make sure our observational data is in **absolute** magnitude, because that's what our synthetic CMDs provide. If **extinction** is important in your osbervational data, you also need to take that into account. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cygnus OB2 data\n",
    "Av, cyg_U, cyg_B, cyg_V = np.genfromtxt('./data/cmds/cygnusob.dat', unpack=True, usecols=(7, 8, 9,10), skip_header=54)\n",
    "\n",
    "# Assumes Milky Way extinction\n",
    "Ab = (1.324*Av)\n",
    "Au = (1.531*Av)\n",
    "\n",
    "# Distance to Cyg OB2 and distance modulus\n",
    "d_cygob2 = 1750 #pc\n",
    "mu_cygob2 = 5*np.log10(d_cygob2)-5\n",
    "\n",
    "# Taking away the extinction and turning our mags into absolute mags\n",
    "# Note it was derived from single star models so extinction may be a tad off\n",
    "# for your science, feel free to do a better job of it ;)\n",
    "cyg_U, cyg_B, cyg_V = cyg_U-Au-mu_cygob2 , cyg_B-Ab-mu_cygob2 , cyg_V-Av-mu_cygob2 \n",
    "\n",
    "# Now calculating colours\n",
    "cyg_UV = cyg_U-cyg_V\n",
    "cyg_BV = cyg_B-cyg_V"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Upper Sco data\n",
    "p, usco_U, usco_B, usco_V = np.genfromtxt('./data/cmds/usco.dat', unpack=True, usecols=(1,2,3,4), skip_header=1)\n",
    "\n",
    "# Distance modulus - this time based on parallax.\n",
    "# (Note I inverted parallax to make this tutorial quick - don't @ me.)\n",
    "# Extinction is not a problem for this data set\n",
    "mu = 5*np.log10(1/p)-5\n",
    "usco_U, usco_B, usco_V = usco_U+mu, usco_B+mu, usco_V+mu\n",
    "\n",
    "# Calculating colours\n",
    "usco_UV = usco_U-usco_V\n",
    "usco_BV = usco_B-usco_V"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Unpickling our BV and UV cmds!\n",
    "BV_cmd = unpickle(path='./data/cmds/cmd_bv_z020_bin_imf135_300')\n",
    "UV_cmd = unpickle(path='./data/cmds/cmd_uv_z020_bin_imf135_300')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Now let's plot the data!**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'USco\\nZ=0.020\\nlog(age)=6.8 yrs')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,2, figsize=(15,15))\n",
    "\n",
    "# This is a bit off on the colour axis which is probs just because of my conversion from Av to Ab and Au\n",
    "UV_cmd.plot(log_age=6.8, loc=ax[0,0])\n",
    "ax[0,0].scatter(cyg_UV, cyg_V, s=70, marker='x')\n",
    "\n",
    "BV_cmd.plot(log_age=6.8, loc=ax[0,1])\n",
    "ax[0,1].scatter(cyg_BV, cyg_V, s=70, marker='x')\n",
    "\n",
    "myplot.set_xlim([-1,2.0])\n",
    "\n",
    "# this is not the same data as the paper\n",
    "UV_cmd.plot(log_age=6.8, loc=ax[1,0])\n",
    "ax[1,0].scatter(usco_UV, usco_V, s=100, marker='x')\n",
    "\n",
    "BV_cmd.plot(log_age=6.8, loc=ax[1,1])\n",
    "ax[1,1].scatter(usco_BV, usco_V, s=100, marker='x')\n",
    "\n",
    "for axis in ax.reshape(4):\n",
    "    axis.set_ylabel('V', fontsize=14)\n",
    "    axis.set_ylim([2,-10])\n",
    "\n",
    "for i in [0,1]:\n",
    "    ax[i,0].set_xlim([-2,4])\n",
    "    ax[i,0].set_xlabel('U-V')\n",
    "    ax[i,1].set_xlim([-1,2])\n",
    "    ax[i,1].set_xlabel('B-V')\n",
    "    \n",
    "ax[0,0].text(1,0, 'Cygnus OB2\\nZ=0.020\\nlog(age)=6.8 yrs', fontsize=16)\n",
    "ax[0,1].text(0.5,0, 'Cygnus OB2\\nZ=0.020\\nlog(age)=6.8 yrs', fontsize=16)\n",
    "ax[1,0].text(1,0, 'USco\\nZ=0.020\\nlog(age)=6.8 yrs', fontsize=16)\n",
    "ax[1,1].text(0.5,0, 'USco\\nZ=0.020\\nlog(age)=6.8 yrs', fontsize=16)"
   ]
  },
  {
   "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": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
