{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Colour Magnitude Diagrams\n", "---\n", "\n", "Download all the Jupyter notebooks from: https://github.com/HeloiseS/hoki_tutorials" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Initial Imports" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from hoki.cmd import CMD\n", "from hoki.load import unpickle\n", "import hoki.constants as hc\n", "import pickle\n", "import numpy as np\n", "\n", "%matplotlib inline\n", "plt.style.use('tuto.mplstyle')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Quick set-up things\n", "\n", "### Getting the Stellar models and input files\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 and input files can be downloaded from [the google drive](https://drive.google.com/drive/folders/1BS2w9hpdaJeul6-YtZum--F4gxWIPYXl) (*bpass-v2.2-newmodels* for the models and e.g. *bpass_v2.2.1_imf135_300* to get the required `model_input` files).\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": 8, "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", "hc.set_models_path(path='/home/fste075/BPASS_hoki_dev/bpass-v2.2-newmodels/')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE: You will have to reload hoki or restart the kernel at this point if you've jsut updated the yaml file :)**\n", "\n", "### Which BPASS version?\n", "\n", "In order to make the CMDs, the code needs to search through the BPASS models - they contain a large grid (historically called \"dummy\") filled with stellar parameters, including magnitudes. \n", "\n", "This grid can differ between BPASS versions - for example v2.2.2 sees the addition of Gaia filters and an expansion of the grid. \n", "\n", "You can check which version of BPASS is considered by hoki in the `hoki.constants`:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'v221'" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hc.DEFAULT_BPASS_VERSION" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Change the BPASS version**\n", "\n", "If you need to use a different BPASS version, you can specify it when instanciating the CMD object: \n", "\n", "Instead of just `CMD(input_file)` (see below) you can set the BPASS version like so `CMD(inpute_file, bpass_version=[bpass_version])`. In the following example we'll use the default BPASS version and in that case you don't need to specify anything. \n", "\n", "NOTE: The BPASS version format is the following: v221 or v222.\n", "\n", "**Change the DEFAULT_BPASS_VERSION**\n", "\n", "If you're going to be using a different BPASS version consistently, you might as well update the `settings.yaml`.\n", "You can do that by calling `hoki.constants.set_default_bpass_version(version)`. Again, version is either v221 or v222 (make sure you parse strings). \n", "\n", "Just like updating the path of the models file, you'll need to **reload** the jupyter notebook after you've called this function and 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": 10, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/fste075/hoki/hoki/cmd.py:195: RuntimeWarning: divide by zero encountered in log10\n", " self._log_ages = np.concatenate((np.array([0]), np.log10(self._my_data[1,1:])))\n", "/home/fste075/hoki/hoki/cmd.py:211: RuntimeWarning: divide by zero encountered in log10\n", " self._log_ages = np.concatenate((np.array([0]), np.log10(self._my_data[1,1:])))\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(mag_filter='V', col_filters=['B', '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": [ "\"Drawing\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can easily access the grid by simply calling the attribute `CMD.grid`" ] }, { "cell_type": "code", "execution_count": 11, "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": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mycmd.grid" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(51, 240, 100)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mycmd.grid.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But `CMD` objects are also indexable! " ] }, { "cell_type": "code", "execution_count": 13, "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.]])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mycmd[0]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(240, 100)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mycmd[0].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This would give you the grid for log(age/years)=6.0, but it can get tricky to find the right age CMD grid just based on indices, so for that purpose you can use `CMD.at_log_age()`:" ] }, { "cell_type": "code", "execution_count": 15, "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.]])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mycmd.at_log_age(log_age=6.0)" ] }, { "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": 16, "metadata": {}, "outputs": [], "source": [ "blurry_cmd = CMD(input_file, col_lim=[-3, 7], mag_lim=[-14, 10], res_el=0.75)\n", "blurry_cmd.make(mag_filter='V', col_filters=['B', '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": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2.0, -10.0)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ra5feFY7+X7wdZq0/kPX5+M9RtO2ZfC0Hg4E2NjYIOtC4p0+f6q233qKtoXE2jj8JOgBUQshhVtqaGVRbdFfRgXiVwVed4UeSLYHGMlnPmw3hlA2WVWyUmWYSKRJsxNnybm9brysDT5jy5MkTowsNA7Yg6AAAi6QNxLIWBs1bMJQQxA11ldWXDT+qPF4XFA1ACDXqDTWSbAg5XHqNgaYsW6sJsBlBh4NsLfOGO4Ig0MHBgfb29qjsKKjotJW6uBSCDAYDhWHY9mm0ru61BPLCj7xjXLS9va0wDHV2dqbxeNz26VRWdc2WvK+vGmokNRVyRDu4JG1tbVnXjuNtjcoONClqa2EY0tbQqCAIrBsTEHQ4KL5fNtAE3/c1nU61u7vb6UFBU6ouRFqmmmMVXQtBCDoua2oBRdsGhCaFYSjf97W2ttaJAUEToYZUf7ARV0fIkRVodEnX2hq6K2prr169Wth1JY6qDdTB933rxgQEHQCAObaT7Z4i605Qpu+OqlNRln0tkrWlZJ6i4UjadpR53zMr0CgbdNhY1QGY9PTpU925c6ft0wCMIugAAEtsb29bt+NKFHwQeHRbk4ufwqysAfsqC86u+m5ulXAkUleYsQxhBwD0C0EHAGApAo9+sC1oI3gpLi8AWRZwtDEVpI3vGYVBBB4A4D6CDgfZthAM3DMcDucfuKzOOeQ7OzuNrNNRFYEHTDI5LSdaK8G1NRPq3nGn7nOJmNz+su3A49GjR1pfX3eurcE+8eva48ePM3/P8tbpYA0PFGHjmICgw0Gj0ajtU4DjRqOR9vf3rbyowQyTgQc7SSHPsjCkaBAyGAy0sbHRi8Gn6QF+kcBqOp0Wfq3qCkVM7zIUfx5evnyply9fLnydCibUrU/XNbTLxvEnQQeASgg5IF0EHq5UdzRVOePK89NVZYIQBgPNTV9qozKtbCDSVPBR9DlNHkfwgTrEr2t1V3Wcnp5mLkY8m80a204aKIKgAwDgvDan/7TxvQlXissbhPZxoBn/mesMPeJtsuruTmVej1WrPlYJOep63spUuQBFJdt2/HelzGLG0efTFiOOwo+0nZYIP2AKQYeDKPNG04Ig0MHBgfb29qjsSNHGInttMDWYHgwGCsMw8+s2rWFiC5eeE5OhTbKtpQ1Y+zTwrPtnjZ7PtNfUZIiRZtXqjbLhxrLrWvxx+9TmUK8wDHV2dqbxeJxZsZYXfEjZAUdeKFI2/JAIQLouCALrxgQEHQ7yfb/tU4DjfN/XdDrV7u6uxuNx26fjNFsHrKYGnw8fPtStW7f05MkTQtyeKvM7sGq7LDL4zBrQdnEwGv0sps592fcxuSCp6WAjqWjQEX2vLrYvtC8MQ/m+r7W1tcJT8/IWMJbKb2GdF35IVH+4wvd968YEBB0AYAnbtvZMU0fAUWbgatu7A7CbyVAkyebqj2XXFpMDaZNhRhobpqRU/d62tCf0T9mqD6lY+CFR/YHmEHQAQAva2tawqiKDQlurT4A0yfY6HA4XqofqCELaCD9sCEyXhRl5Cx42oer11obnMq6OsKPNoKlr9z1kWxZ8SOXDj/jXqf5AHQg6AACZ0gZ7BBrog7R2bjL8MD3ILjuNpWqYkfW1vB0f4scUZWvlxuHh4TxUqzIwMz3dqE5pbYbwww1Fgg9p8Xc46zqQ9/V4AJLc7SUefhB6QCLocBKl3mjacDicf8BNeQO6nZ0dY2FHGIbzD6BJRdpa1d1ClrGpciB+LnmD6TKl7MkBS9HAoshxdQ+UTbwWUTv79re/rbfeeqvSY1TdinaV56uuahDCDXOidTlMb50df42rbGeL7rFxTDCg8+iGyWRyXdKJJL377rtaX19v+YzgOhtXVzYhWS6ZVl6Z1jlPfi6to5fsuLZVOVF08EZlB3CZy1v7lq0iyBsYxwc4bQQaaZoOObKumU20mS5WfKAZYRgaDzqSil4LynwtWdERR0VHa9ptaAlUdACopI8hRx+U6XCbrOwAuqKpKS82KFrtEcnbvSEv3DD9jn/bFTWHh4eNL45L8NFfbYcc0sXvNJUdMI2gAwAgqdpgLPo/BB5AtqamvLSpbOgRsW3agqmQo+1rJMEH2pYXdmTJC0FOT09zqzoAgg4HBUHQ9inAcUEQ6ODgQHt7e1R2OGLVgVeT1R0bGxs6OTlp5LGBOFNtzbWqj64Ootus5Ei2tSaqOvIs+9m78hoiXxiGOjs703g8trqyg6qO7rNxSjtBh4N832/7FOA43/c1nU61u7ur8Xjc9umgBqt2spsKOYbDocbjsV68eEGI6yhbdvZpu62ZHug2qe2pILZru60V0eXdXfCBo6MjDYdDra2tWRF0VEEI0g2+71s3JiDoAABIWhxcFhlwtV2KDftVHbhX/X+2tElXAgvUJ94mHj58qPX1dd27d6/FM7qMUMMdybDx0aNHkniN0S8EHQDQsKJbKdokGjAmB2y2DCRhB9sG9Kucz8OHDyXJusEn3GNLG+vLoDc+VcK2NWLqVKSSikod9AlBBwAgE8FGv9kWZDTp3r17Gg6H1k4lAKrq06B22WKXaV/vevhRZapY1cWEgS4h6HCQbQvBwD3D4XD+gXowpz1dGIbzD9SvT0EG2lU2NKVtltenAWvZ3TuqPJbtAUhd/QaqPFAHG8cEBB0OGo1GbZ8CHDcajbS/v2/lRa1Js9ls6TFdnKZiszAMre9s2ozBYjlUc6yuriqwvMdxoV2v0tb6NiAtG2qUWbgy755ta/VH2YCjaFszFXjUufNK1hazs9lMa2trlc8R5dk4/iToAFCJ6yFHXqhxenp66XPJzlJW5ymtk5TWaWHKCMpwYeAHNzS51XT0+H2XN9B1MQSJ3zeLhB7x+2/awLnsGxI2hBtx0WtcdyWoybaT9pxubW2lvjabm5uZn5cu98mi4COrH0cA0h8EHQB6r0ilRpFwI+tzeZ0kpqygKgZ8qMP29nbt16F421w19KCdl2PDPaXJAXPW/TQrACkTatgWaCzjWqiVfP6j17Rs+JHWX5PyAxDCDzcRdDiI0ls0LQgCHRwcaG9vr1OVHVUDjbii4YZUPeCgmmPRxsaGTk5O2j4NKzDoa9ZgMOjNejDxQVL8702GHtLy61tf2rjLbW3VNlRlAF8mAOlaoLGKMAx1dnam8XiswWBg7PvWsdhpVtWHdLnfFVV3lKn8kAg/6hQEgXVjAoIOB/m+3/YpwHG+72s6nWp3d1fj8bjt00lVR6ghZYcYee8SLetE2fCOW1cMh0ONx2O9ePGityFukwO/IqFaXwaektuDz8iyQUdTZfGRPrWnPH1oa1UVaXtFB899CjXShGEo3/e1trbWeNCR9brVufZH2SkvUvnwQ7oIQJj6Uo7v+9aNCQg6AHRaXYGGVKzEdZWAQyLkQHFVB4R1VwS5vihkX5QdZDQdeACrKNouXZveYZsy14emtrQtO+Ul62vxr1P94QaCDgCdtCzgWKVao8wxdYUbTFeBVD44aLvdxL8/oYe9GOwt6kO7rXptcO35SLv/8vtQXZ1b2jb1OuQtXltmodrk1+P9yuROL/E+KaGHPQg6AHROkSqOZZYFGFXW3YgU7Qi0PUhFO+ocSKz6WEXboGuDn74pOtjrS/WGa+25zntJ9FiuPUcor+nrgYntbLO2spWqbWeLbiHocJBtC8HAPcPhcP5ho7xqjioBR11rbhBslBeG4fzDZl0dFHT1vLG6voQarjF1H3G16qVv1RzRuhzL1udo83rQZHWHVD3sIAgpx8YxAUGHg0ajUdunAMeNRiPt7+9beVGrEnKUrd4o0yEg3FhNGIatLSbnUucexfR1wVuYV7St2XAPcaXKo28hh3QRcGxsbCwEHTaGnG2GHVWcnp5emr7SdzaOPwk6AFTSpZCjTMCxarhhQ6cU1XS9Ew+g22y/f3Q58OhjyCHZGWpkaTrsyELlhrsIOgA4oUzIUTTgYBFRd3Wxow7AHV2+d3Qt8Oh6yNGlsGJVTa7bUWUKCyFItxF0OIjSWzQtCAIdHBxob2/PysqOyCohxzJd7qR2zcbGhk5OTlZ6jK50yNGuwWBg/Xow6L7Dw8NarmttK3IftOHamxUU2BSANBlmdPG61uRWtHVOYcEHgiCwbkxA0OEg3/fbPgU4zvd9TadT7e7uajwet306jcjqdBBwmDUcDjUej/XixYtSIa4NnWt0TxcHBOienZ0dDYdD3bhx49LXXLvH5P08bV+nVw0Xqg7ATVdodP261lTogXr5vm/dmICgAwAKcq0D6pq2O80AsKoi1zFX7kVZP0dXruV9mlJii+RzTvCBPAQdAIBO6kpnGADq5HoYknbuXO+RhuADeQg6APRa0UVIu9xpdAUdXffFO6m8WwpUl3e97OL9jPADRTDNBXEEHQ6ybSEYuGc4HM4/uiRrm1nY6969exoOh7p3717bp4IaFemALjuGIASoJh4QdDH0iBB+APawcUxA0OGg0WjU9inAcaPRSPv7+1Ze1OCOqMPKTlLusTWkoK3BFFvamiuhRyT+MxB6XLClrZk2nU5TA/OsnVfYYnY1No4/CToAVNLFkGNzc5Oqjg5pu9NNJxlAn0TXvLavvXVJ/hxc01Gn09NTXbt2re3TQA6CDgC9trW1dWmdju3tbWvfcYY5q3b26VQD6CLXqjwiBB9AvxB0OKivJWowJwgCHRwcaG9vr5OVHVXs7Ow41eHrko2NDZ2cnLR9GqWt0l7ogLdjMBgoDMO2TwM90JW25lqVR1xf1vjoSltrQtb0FdQvCALrxgQEHQ7yfb/tU4DjfN/XdDrV7u6uxuNx26cDhw2HQ43HY7148aJXIW4dgwoXO+xN6/OAAGZ1ra25WuWR5GL40bW2ZkLWOh2ozvd968YEBB0AADho2WCk6513AO3oS+gR4VrabdFU5GRlRzRtOR54xNdxiy9AmvX509NTSVpYq2M2m83/vra2ttK5YzUEHQBQkMslvHAXnXCwVS+a0rfQI02Rn5vrcPvSrnPb29uX1mmTLsKPtMXryyxqf+3atYXQI44AxAyCDgC9V3ZBUtbrQNvoNKOMrA4+UKfkdYn75Afynguu5+1JXhuj62JT4YeUHYAQftSPoMNBti0EA/cMh8P5R9fUtcUsYYcZYRjOP1xCxxZto4oDTaPaoxhCEHtkBR9SPeHH5ubmfLpLnAvVHzaOCQg6HDQajdo+BThuNBppf3/fyouaSUxlaV4YhqmdC1PoZPZLnxa8Rbv61taKXku5ny6qIwTpW1urU17wIZULP6roUvWHjeNPgg4AlXQh5KiremMZqju6j0AD6L4q03GobLFLmWtx3++7WT8/97PmFJkGmPXmDNUf5hF0AECGvHU6kgg7uoNOINC8rqwBknWeBCD2IxRJ5+IWuTabTqeFrndZW9oeHx8v7OSy7POnp6cLu7wgG0GHgyhRQ9OCINDBwYH29vY6UdlRVZmObp86UaZtbGzo5ORkpcegk4ciBoOBc+vBtKWuoMBkYGIy3KCtmZV1D+jDvXtjY+PSz8k9sV5Fww6XBUFg3ZiAoMNBvu+3fQpwnO/7mk6n2t3d1Xg8bvt0MpmYtiL1o6PUluFwqPF4rBcvXlQKcenMoQwGn/apM3xIDkTarNqgrdkh7R7h0j096x5K8IG6+b5v3ZiAoAMAVuBSh8gldNoAJDEdBUX0sfoj/rNx/6yGqg77EHQA6JU6qzxc7vR0FR00AEAT+hKAUO1RHWGHXQg6AACdR0cMANAG16e/sLhpOYQd9iDocJBtC8HAPcPhcP7hgqytwPK41ImxWRiG8480rne2XO8sMZUAgItsqf5Ydg+tKu/ncP2+XERW2FHXzis2snFMQNDhoNFo1PYpwHGj0Uj7+/tWXtTgljAMF4IoFzpQrocXZeQ9F22EIOxaBlNoa/1keiv65D3UBEKQ5tm4xayN40+CDgCVuB5y5A2yqOYwy/aOEcFFM8o+r1SHAOiC6J7Wx75E1s9s+32+CqawtI+gAwA6ID6I68ON05ZOTx+ea1cQjADokj4HHkl9qgLJmr6C+hF0OIhySDQtCAIdHBxob2/P+cqOpDY6JMkBWfRv1wbhWZ2ZwWBQ+/ziPK49r0iXfJ3DMNTZ2ZnG47EGg4Hx8yF46RfT1zXYq+npLBsbG24ULGIAACAASURBVDo5OWns8ZvW5SqQMlUdXVqPI00QBNaNCQg6HOT7ftunAMf5vq/pdKrd3V2Nx+O2T8cY2951caEsskhHxdSAoOvPJVYThqF839fa2lorQUeR9kcY4g6CDsQ1Vd0xHA41Ho/14sUL594IZRtcu/i+b92YgKADACy3vb19aYDT9UG5jR0SF4IjuM22xVsB1IvpLNUdHh5a2bdAewg6AKCAtjsdDMDNcHVaENyXbLMEH0B3EXhUEz1fBB6QCDoA9FzatmsMEJrVhQ4IgQe6Lq3tcm0DuoXAoxqqOyARdDjJtoVg4J7hcDj/6JLj4+O2TwEd49qUIWSL1uVoY30OU6j6ALqpauARhuH8o2+o7jDLxjEBQYeDRqNR26cAx41GI+3v71t5UYvUGWrwTkp9qnQ4bFpAjeDDXYPBQBsbG04HHUlNtV8ClOVsuq6hO8oGHmEYplau9gmBhxk2jj8JOgBUYnPIAQBV9CnkaNKqAQpBCZCPKS3l2bRLy+PHj7W1tVXo2K5vO9smgg4AiKGD3RwX3k2hggNoXtbvGddnYFH8vkroUU7a8+VCPwUfIOhwEOWQaFoQBDo4ONDe3h6VHWjcYDBobX4xwUZ/hGGos7MzjcdjKjss5VIA0uZ1DW7KqvLY2NjQyclJG6fUOU1UfZTZur7L1RtBEFg3JiDocJDv+22fAhzn+76m06l2d3c1Ho/bPp1e6PouIKt0FkwPCLr6HGM1YRjK932tra0RdHRMF3eYIehAU+L324cPH2o8HuvFixe8EVpBk1UfZaavdIHv+9aNCQg6AMBiyc561wMPW/F8Am7pYvgB1O3evXsaDoe6d+8eU1tqUqXqo0xVxypms5nW1tYa/z5dQdABABZa1iEn8Fgdzx3QL4Qf6DNX1vOo+jvb1D3fpkVOsYigAwAsU+Ym3oXAw7abvs3PFQCzousBgQf6xJXQA8hD0NGiyWTySyT9Tkm/RtJ3SXpD0omkn5f0v0v6M57n/ZOyj2vbQjBwz3A4nH/ADqbKIruO5whZonU5WJ8DLjs8PLQufEa7urZV7fb2ttXBZF9/x2wcExB0tGQymfyopE/rItyIe1PS97/++I8mk8nv8Dzvb5R57NFoVM9JAhlGo5H29/etvKitqu0b6CrfuwvVHVXUtYCaa88L6jUYDLSxsUHQASOaXhgyb9DKtpr9UrStUeWBVdg4/iToaMFkMvlVkj4j6Yqkx5L+sKS/I+mhpO+Q9Fsk/bikDUl/eTKZ/NOe5/1cS6cLpLI95Njc3NTx8XEtj7Wzs2Pkpl9XwEJ1x2U8HyiCkANdU9e9ifADcbaHHm2/KYVuIOhox4/pIuQIJf16z/P+YexrR5K+OJlMvibpf5C0Junfe/1/AKAQwo4P8DwA6LK2BpqEH5DsndrSp7Dj+PhYm5ubC587PT3VtWvXWjqjbrD7LVl3ffz1n19PhBxxf1nS6eu//1NlHpx9stG0IAh0//79zrW15E3CFtPptJGbtSsdgL69y761tbXwATPCMNTLly8VhmHbpwJDomtvG9fKZde1w8PD+YdNbD0vZKvrHrqzszP/sIWtb2Sk/X6kXWceP3586XN1VSObZuOYgIqOdrx8/eeyFhH1tt4r8+C+75c+IaAM3/c1nU61u7ur8Xjc9umkSrtR2HTzMNGxtqEDUEeHaDAYVBp8mvj5TQQRJr5HWmerb8IwlO/7Wltb61241hc2hb/LrmumpkzCfVXvoXlsn9oC83zft25MQNDRjp+V9AlJ3zOZTH6V53mfSznmN+iDhUr/trEzA3ourSNc103cpk62q1YNN5oIFdqoJCob6lE5Ip2fn2s2m+nNN9/U1atXCX8c0PVrrq1TBoC45Bsapttrn6awoByCjnb8UUn/ui6CjP9lMpn8Pl1sJ/uepA9J+k2Sfv/rY/+q53l/pZWzBDri9PR0+UEpigxk6rhht3EDdqWao6gqP2/W4N7WKU5luPAzmOb7vh4/fqwbN27o9PQ0s30QgNjL1cGOjYGHTdMXYJc2qj2WhR029IlgHkFHCzzPezCZTH5IF+twfEQX28wmfVHSn5H0502eG+CqIu9w19lJbrPDbcMN3UQnuMzPWTbUICjon9lsNt8er+rrTwhilqvBRhYbAw8gj8nQg8oOJBF0tMTzvM9OJpOJLkKOH0g55K4uqjvWJJ2Veeyf+Imf0JUrV+b/juYaf+pTn5J08a5VcsGY0Wi0sF0ox3BM3jG+78/ns7dxPnG+72s2my187urVxUvbq1evdH5+vvC5999/f2Eeftr81eRNeTAYXJq7Hz+/6XSq4XCo4XC4cA6vXr1aePzomOQ51nHMrVu3Sp1z08fULQo3wjDM/P5RqBEEwfyY8/Nz3bhxQ1euXFl4zl69eqXr168vPE702kWrmdv4O8gx9R+zvr6uwWCgmzdv6urVqzo/P790zIsXLxZCkFevXs2PefbsmTY3N3XlypWF34MgCC4FIMnflTAML12DOObyMY8ePRIur9/h2nUeboqHHg8fPpz/vc62Gg87oj7S7du3G/ley45Jk/b/kl8PgmBhvcVkvyV+b4o+b8P9lDU6OmYymYx0UXGxipnneb+QeNwrkv6EpB+X9FTS75b0tyQ9krQj6bdI+kldTF/5oclk8iOe5z0v/A1ns4VfnCtXrmhtbU3SxS/Q5z//+UuNdnt7Wx/5yEc4hmMKHzMYDPSVr3yllfP5zu/8zvkxX/7yly+FGLdu3ZoPRoIg0C/+4i9eCkOki4GNdNGJPjk5uRQabGxs6OTkZOFxkzels7Oz+TGDwUBvv/32pcd59uzZ/Mbb9DHRz1L0nJs4Jnpeo/NJhjNJRY65cePGpddLWgy+3njjDb355puSLl67Bw8eLLSfx48f6+7du9rd3ZV00Ta++tWvKgzDhe95584dffjDH5Z0EXp84QtfWNpWOcaNYz7xiU9oOBwqCAJ97WtfWzgmCALdunUrtf3EO6Wbm5u6e/fu/Jivf/3rlwby8bb66NGjhd+jyGg0Sm3zfTsmCpClxWtDXdeWto4JgmClx4lXd7RxnXfptejDMba9XlH7ffnyZSNtNd5HisZAVR5nlWOePXumk5OT+c86HA715MkTSZqf02g0mgfhYRhqNpspDEO9994H+1BsbW3p7t27Oj4+VhAEevDgwcIb2pJ09+7deb/l5cuXC/e46Dk30Vf/5Cc/KZsM2EYt22Qy+bCkgxUf5r7ned+VeNw/Lek/1MXuK/+M53lfSvnev04X4Yck/UnP835iyblel3QiSZ/5zGcWBho2pHwcwzF1HhMPNnzf14sXLxaOuXr16sIN6NWrV3r//fcXjkmr6Dg6Olo4ZpWKjrg+VXS89dZbqlP0TkzaO7w3b95cODZ6Jz0KueLvtksXYcnVq1cvvTMS7wRJH7TD6PM2tHmOae+YeEiaPObZs2eXHifexo6Pjy+1Q+mircavUUEQpB6TrAwJgkBPnz6df86GKosmjqFyo7ronfI6r/Osx4EmNNFWI1F/LDnFtcn+T94xWb9Dd+7cSb0eRkG4tHgv2NzcLNS3uXr1au49bm1trZH76Xg8tqrci6AjRxNBx2QyuSfpm7qopvnvPM/7t3K+/9+T9EOSjiTd9Twv88WKBx3vvvvuQtABuCZZnZG2GGlyTY7kv9Pm0ifndlaZT2rD/NA21+ioq0O87GeospBo1teiKSpJyQAEiEurEovkLZBcZL2gJrbCtn39EBuunS4qcx8j0IApTa/XEV1PbFizLC7vdyzrXMv0d/L6QFl9nbga+j1WBR1MXcnhed4D1f+CfVIfPO8/s+TYn9FF0HFHF2t2PMw//EIyeQPqFgSBDg4OtLe3l1qq2AVbW1uNdPz7vBhWHZ3k5I0+DEOdnZ1pPB7P39GoM+QAImWva2kdwij8SOtQRuFHVluMhxvL2muVIKTIFsKmw5C+Xiuli3eATbzZSHgBU22tKBOL6doWcESinz3t9zIrnIlfl+PX8bR7RvLeEL+XZAXw8ftVWoBfNPzImo7XJoIO896I/X3ZVSf+9cLpRXyuMNAE3/c1nU61u7tr3cJDNmg77JhOp8Zv8qt2prPON1r/YG1tbWGh0boUeYcD/VDHdS2rQzibzTLb2rIAJNJ0ECJdDkOaDD76EnKkDeqGw6Fu3bqlJ0+eFCpvB1ZhU9DRtR2DVrlO5fXDDg8PM3/f86pRyoQeyc+nfV1KD0CWhR/S5fsdi5FCkr4V+/v+kmO/7/WfJ7pYqBSAQcmV7ctoO+zoijq2iJWo5oDdylZ/ROId0Lx2nPcuXpHjs6T9zq0afrh6XaxjAJf1GAQgcEGbIUcb151lbzrlVXdE/1/K7idF1+LkdXrZ/aBK+JF2n8qbvmkLgg7z/m9Jx5I2Jf3WyWTypzzP+0fJgyaTyb8o6Ydf//PveJ7HfBTAsKo3ZVc78lnKdsLLVpuMRqOFhbnilg3oqs5XZX0ONC2v+iNSRwgiFQ9CigQgJqs+QMiB7utaFQfcQdBhmOd5Z5PJ5I9I+mOS1iX99GQy+SlJf1sfbC/7myX9Z6//y5mkP9TCqQIowaZww9S0laYCjvhA6vz8fL7NWtWqjWXTUwg1YJO86o+4ZVNh4tJ+P5a9q1em6qNM2OFqtVv8eljHwI6AAy6wJeSI9z9cvP7kOT4+Xrmy9fT0tJNTfQk62vEnJN2T9LslbUn6068/ko4l/Q7P875Y5sFtWwgG7om2Ne1yW6vrXUjbbpgmQo4yHfAi55NWHh/fIvbp06cLW8lSpYEm2HxdK1L9EclbCDVuWTlz1uJ2aaLfYao7LkTXyKxBXrSFZNq6CQQcqNO3v/3t+XowtqzT0baoX2Jb/63rbLx3EnS04PU2sT8+mUz+kqR/V9I/K+ltSdd0EW78Y0n/m6Q/63le6Sh0NBrVeLbAZaPRSPv7+1Ze1Eyw9ebYdMhRtANeZWvYrPDi1q1bunnz5qW2RpUG6tbF61qd1R9Z1Rxlqjya2s2qq7KqPMIwXHieCDewqrzKCX4n0/W5yqMJNo4/CTpa5Hnez2j5FrOAlbo0GKiLrTdCGwKOvHMoE2ykff769euZj02ggTq5cF2rWv1RV+hBdUe6tCoPAg6UYcs0EBd1ucrj8ePHte9I5wqCDgBQN29uUnMhxyrhxqrBRta7z4QaQHXLqj/qDj3yqjtcXaejCMINlEXAYU6XAw9cRtDhoPie7EATgiDQwcGB9vb2rHwHtOgierhslekpWe8opIUZRQOOq1evztsa0CTbr2tNiMKPZLVH9LuYXNtjc3MzcxHTMtddBhHSYDBgzQQUUuS+nBeGbGxs6OTkpM5Tclqd16dlW8zWYVk1x6oLkUrLpwtLF/dQ2+6dBB0O8n2/7VOA43zf13Q61e7ursbjcdun02smbqKrWPUGS1uDKbQ1mETQgTrlhSHD4VA3btzI/f9UjXQzgK0j5KgjCJEu7qG23TsJOgAAkiipBvCBtJ1aslDNAXTbqvf/LgclNl+TVnkjy2TIYSuCDgBI0eWbdtNsriABYAcWIwX6Iy8osbk/1XbIsUrAlFfNUWfIUWTaiq0IOgCg4+qYvkI1B4BlVl3/qO1BhZQe1NpwXoCr0nYcapvJ3/mqfbSyu9lFqOT4AEGHg2xbCAbuGQ6H8w9AWj5PNK7MDZa2BlP60tbStpnNmqaSFmykfS6tesPG8CBr4MBOC0Cz+hpyLHN4eJj5RlNeQLLqlrLHx8e1hx023jsJOhw0Go3aPgU4bjQaaX9/38qLWlNsujEmuVzN0ce2hna42NaKhhqrBBqS3dfHOJvOkx3yYEobbc2mYMN2dYcd0bV7WZBRd9hh4/iToANAJS4NBmA32hpM6Wpb63OVBoB2EGYUt8oU42Vhh5ReVVsk8CgSdpyennZ2nQ6CDgDOW3Veuc1MV3OwECnQLqo0AJjiWphh63Utr6pDWh6U5E1lWRZmuBx2EHQ4iHJINC0IAh0cHGhvb6+z74CieXWURNLWYIptbY0qDbcNBgOFYdjY4xcZoNo8bRH1WdbWXAszbLUsrCgSdkjZbzitUt1RdLpLniAIrLh3xhF0OMj3/bZPAY7zfV/T6VS7u7saj8dtn05vubw2R4S2BlPabGt1V2lIhBq2qxJ01D0gjT9eF+4HXVT0NWvy+Y/aGoGG/ZaFHVJ71R3Lqjp837eun0bQAQA9VGenapWVv4E+SQs0JEINFBO/btc5aCXk6Acbt3lFM1YJO1xC0AEAHbXK4lZF3jVIYn0OoDhCDTSpSjhBBYedTL8Wy76fy0EIW0n3C0EHAABARWUCDYlQA+0h3LCLra9HH4KQ7e3tTl9LV3mjq08IOhxk20IwcM9wOJx/dFHWLgNd5PrNruttDd1RpK2tWqWR93lCDcA9Ozs7qcGArSFHEa4EIaarO0z31UxPX7Gxn0bQ4aDRaNT2KcBxo9FI+/v7Vl7U4BbaGkyJtzXTVRpSe6FGNCjp8sCri9ghr5/a+D0z3dayfkZbA5CuV3fUrWoIYuP4k6ADQCUMPGEKbQ2mnJ+fp35+1YoNW8KNvIFG8muuBx8EPDCt720t7ee3JfwwEXYUrcAtem1att2sVH9Vx7KdV2xD0AEAPWRbh6tLN070S1YVR5qs8CNNk53qOgYPyx7DtmtIWV0/f3QHbe0DtgQbEdNhc5FwIlJ08eD4z5D2uFXCDld2ZiHocBDlkGhaEAQ6ODjQ3t4e77ajlLI3TtoaTAmCQA8ePNDbb79da1trak2gtgcMrgchTRsMBgrDsO3TQA+02dbavk5laXuqSpnAQypecZf1uNF9KC3wqCvsCILAun4aQYeDfN9v+xTgON/3NZ1Otbu7q/F43PbpwICsm3HWuwR1vRNAW4Mpvu/r6OhIOzs7S9tamcqNNEU72bYOEorIO3dCEIIOmGOqrdl+vWo73EhTdUH5ZdUeeYFHmbAjTdb0Fd/3reunEXQAQIdVuUEyyADqV3RtjrTOtu0DhLoV+Xm5TgF26tL1ysZwI6lsdUdSXuiRFqSUCTu6PoWFoAMAkMvl7WsBkwg5imNqDNC+Ll6fuhBupFk18JDSFzJNe9ysqSxFw460qo7ZbEZFBwCgPQwOALjg8PCQ61lJRRc3RD91MdRwUTKoqTq1ZZXqDlcQdDjItoVg4J7hcDj/gNvybrBNr88h0dZgznA41NWrV7W+vq7RaNT26VjDhsEPg/Llyr5ObK8LG363sVzV4KNqGFx1uoqN/bQBCyG5YTKZXJd0Iknvvvuu1tfXWz4juK7N1ZVns9nCv5PbPybnyif/XWTefLIDYGMpZNmUv8wNb9ljVwk58r6Wtb3s2tqalSt5w01F21ryGiSlb0Obtm5H0bU82tLUtY6pKNWZGJDy/Lutb6GGjX22JuX12ZK/22nHJvt0af215OfS+m1ra2uD3BM1jIoOAJUw8OwWEyFHVVkhR4S2BlOKtrW1tbXUzyUDkGvXrl0KQDY3Ny+FHUXfPVt1t5citra2Ci+iWgYD6XS2DECZ1tIcW17jPtne3u5V2BH/WZN9uGRlR5GdXrq+CGmEoAMAHFe001qkQiQv5KhazQG4Ii0AqVNTv0dpwUvyc1kBiNS/d0+r6NJgl2kt1XTpNe6DqE/Tt+tTkSAjeYyra3UQdDgoCIK2TwGOC4JABwcH2tvbc+LddpdvgjaEHKtwra3BXk21taLVH20qU3mSVlXSVBVIVxUZ8G5sbOjk5MTA2VRH4JGua4FGF9oa6pUMMppYvDm584qN40+CDgf5vt/2KcBxvu9rOp1qd3fXuq2k6tCFTkyRYKLITa3pgKPKuhyRtbU1nZ2dOd3WYA/T17Wmqz+SsoKVomuLZH2eKo/y94zhcKjxeKwXL15YOTjosy7c/8voW1vr03XHNr7vW7dGJEEHACzRxRvnspCjyjocq0xNyQs1TA/4ANcVXSxVKr5gqlRsIee+cG1A3Be8bu7p6zXItC6u20HQAQAdsyykyAs5ymwXm3VDW7VKA0A9qNIwp68D5K5OW+nr69UXfb4WmdLFYCOJoAMAHFEl4KiypViEKg3AHKo0zGOw3A28Tv3Btam4Zet09GFBUoIOB7FgH5o2HA7nH7BDVsjR5H7pkSZDDdoaTLGlrVGl0R5TA+YwDOcfKK6LgUbeGxAmfh4X2hrXqG5o+96ZhqDDQaPRqO1TgONGo5H29/etvKjVzbYbbFpwkexIVQk30sKOZLjRRpVGn9oa2tV2W6Nioz2mB9BhGGYGT1jkWrhR5Lg6f+autjWuUd1j4/iToANAJa4MPJM30651qpoIOdKqN9qciuJKW4P9XGtrXRzgtMHEgLNNrLNhRl3Pc/Q4Xfv560LIgboQdABwWvJdTjr+APqMQURxRQeupgekVQbUaSG4rW2hiwP8roZJNrG1PS6z7LyXLSDflOT3LfLGmGsIOhzUh32y0a4gCHRwcKC9vT3n3gGFXWhrMKUrbS1rigraU2aQGw3iNzY2dHJyUvsAuUhVX/zztk1tIuSoX9TWbNWlgKPKucb/j83hQtGd97LYOP4k6HCQ7/ttnwIc5/u+ptOpdnd3NR6P2z6dBQwCFnV9BW2b2xrc0uW21sXrXpcqDOoUDYqHw6Fu3LhR6TGK7qIVKTtgaSMA6WLAITUXctT1fAyHQ43HY7148cK6gWgXft/rPsfk49kcfCQtu474vq/19XVDZ1MMQQcAZEjekJJbcZnWpRsigHbZ9k59JO86Fv+aDefatjKBRtYgZNngZHNzc+WgbNXXqoshh+1VHDaz9Xe7jfPqSrVHVxF0AEAJbYcdALqv6A4rRXdX6dLaQ0Xf0Ux+3tbBUR3KTDcpUp2RdUx8oel4e4sfH7WvtM/Fzyne5vr0WknNhBxdDHvKsrVd2HpeWB1BBwBk2N7eJm0HsBKbQo3oGmZTxz46l2XXV5euv0EQ6Pnz57p+/bqGw2GpCo0i0trN5ubmpXaXVclRtd1VbVdFgoM2ggDbp6V0hU3XmySbz20VJhYiTduhzzYEHQ6yeRE1uGE4HM4/gCbR1mDKqm1tlUAj6/NNVWokQ1wbmKyWa3vtoiAI5Pu+tra2NBwOVwo1iirT7qRybc9EW2piBxwT00/aDjXCMJx/mGbbNSbOtnOr89pX5bHquCba2E8j6HDQaDRq+xTguNFopP39fSsvanALbQ2mlGlrNlVpVGVr2CHVX72x6m4CTdjc3GzlulZn+7Ot/Ujtr53RdrCRFIah0euLjW0izsbzq+t6l/U4Vao5qlwjbRx/EnQAqMTWgWcdC6vBLra2Nbgn2dZMVWk0NcBfpo2pLGkDwWRHfJXqjiLTQGwIOiJN3q/qqNZIY+NgsS22BRttsb1N2Hp+dVzz8x6jSPBXpJrDpmtmGQQdAAAAMh9sFP18FWU60E0uJllkIHh4eFgp7Ci6tkXyc12YWy4VD0Hyjqvj3XxbB4ltIdz4QBfaRhfOsawi1/e0kMOltY6KIOhwkG37ZMM9QRDo4OBAe3t7vNuORtHWYEoQBHrw4IHefvvtzre1VTuzy/5/mYFDWmc7OVAs0iGvM9RYW1tLP9mapQVnkvT8+XN961vf0oc+9KFLba3sWhqSW1NP6lBn+02zs7PTqbBjY2NDJycnjTy2jQscJ9k4TU+qdp1uelqfVL16w8bxJ0GHg3zfb/sU4Djf9zWdTrW7u6vxeNz26Sxg2opbbG5rcIvv+zo6OtLOzs7StmbjFLmyHeA2F+Sso1IjrTNuY6iRVhH05MkTvffee7p27dqlee11BRo2DuyaVvR3oI6BbxTO2R54DIdDjcdjvXjxotGBaN5zb0NbtC2QaSPkaLqaw/d9ra+vN/o9yiLoAIAMttwQAXTX1tbWpQFqXe8wlum41vHOXTQIbzIkKVKlIV0ONWwMNKTs4OL8/FzPnj3T1auLXfGiYQb3p0VlB3F1DXzj1Ui2hx5taXJqXFk2VHeYCDnaXpTXFgQdAFBQWwsGAmjPtWvXMgexbShy/ckKIoqGCHHxgXrTC9J1uUqjzJST8/Nz+b6vp0+fZk6TqnswljUI7/qAqI53uet6rrtS5dG2+GvWRujQZnWHDdNV+oSgAwBeK9o5WWVHgKrSvl/XO6iAa8pMaSkzwMq73pQJNfI+n8Xkavtdr9IouhhtEASazWZ6+fJlibPMV3VwXfT/2Xi/qXtbzroDD6ne0KPqazAcDnXv3r3cY9oKZ9qs9jAdeBBymEfQ4aCuL6IG+w2Hw/lHX5kMO+r8Pl3bIoy2BlOabGtp01fylA02yoYaNu46YmOoUXZh0KzXOG0gtWo7Mz0wLbItsGnJ57XqvbLJgW7bz1FRZc+zqfbXRrWHicDDZMhRdLeVqgs8S+n3EBv7aQQdDkoubAXUbTQaaX9/38qLWhmr3tTaqOzoG1faGuw3Go30/d///fO2Fh8Qxzt10YA42fmLBr/xz8cHxPFOZTQgNlGp0ebUjzbVUaVRR6CRZdWFIbMGpnUPQLsyUJfsW7eEKSzlubh+h6mQI/m7aiLciN9LbLyvEHQAqMSWgaepufNZN7+mww6CFHvaGtwXb2tlOm2np6eNVEuVWVMjq0rDxs5n3UxXadg2oI7rUjDRRYQX9bL5d6kNZfp88d9106FGVxB0AIAjCEWA5pns7FGlscj2Kg10FwGGOX36nSrSLyvad8sLNpKhRt8CjSwEHQ5qcp9sQLpoYwcHB9rb2+vUu+1l5siXuRE3VdVBcNHdtobuWaWtNVX9QZXGZatWadgSaAwGA4VhaPR79hEBhrSxsaGTk5NWz6Er4YbJ7WeX9fFWCTbaCDWCILCun0bQ4SDf99s+BTjO931Np1Pt7u5qPB63fTpWYL2OZtDWYEoTbW3VTiSBxmWuVGmYCDpWvSfZ8DwVQZiRbTgcajwe68WLF428EdqVNtKGrN+/rM/XFWy0VaXh+751/TSCDgBQPR2lOsMOQhPATX0IL5pSdOvePK4MzEzcMn3l4gAAIABJREFUI7oQlBBytMOV3yOTkr9PTQUb3GM+QNABwFl1dIqldqaxUCECAPUzWZqe5fbt23r+/LmuX7++cql31u48RZSZzlmFiec6b/FVQpDm2PB71FdNLHztKoIOAL2Ud4Nm21kAsM/m5mZtAXaTll3/Nzc3NZvN9Oabb+rq1Xq74kUGQdFzmAxJmg4+TCu6Aw2BSDVRO3ct8CDEcQdBh4NsWwgG7hkOh/MPpItukgQeq6GtwRTaWndlBSBbW1uNDd6XXduzKi02Nzf16tUrPX36VDdv3tSVK1eaOL1caWHI8fGx88FHlq4HIsvOfzgc6t69e42dP8EAJDvHnwQdDhqNRm2fAhw3Go20v79v5UWtirybf5vVHVSGuNfWYC/aWn8UHZgVuf7mBRp5n79586YVbS0KiJLnW0fw4drgt2ggIhUPRco8ZlXRIqRp36uu8MPV6g4UZ+P4k6ADQCU2dNDKaPOdKQKL1XStraG7aGv9U/TaXDXQSMraMrgNaVsdNxl8mFT0dW1qYG4iwKhD8jxXDT5cqe5w5efoO4IOAAAAtCLaISC5zWwUCCS3mY0G4MmpKlmfjwbnyUF51kC46UDDhh0Rouc6fo7R8xz/eeLPZdrn48+VTaEHbyxUV0fw4UpIQJVK9xF0OKiJfbKBuCAIdHBwoL29Pd4BLYBOV3W0NZhCW2tXWgAwm81SA4O0SgTpYgBedP2JLCYCja60tVUXf21rwJv8nsl7cN8GroPBQGEYGv2eLoUEeX24oj9f3tayy3Rll5UgCKy7nhF0OMj3/bZPAY7zfV/T6VS7u7saj8dtnw4cRluDKbQ1+7RV/dB0lQZtzSwXBturaCPoiMQH+C6+DnW8kZV8jFW2jG6T7/vWXc8IOgDAUnk30K7M/wWAujVZ/SHZPe3EVk3ucAM3uB56ZFmlmgOrIegAAEd19V0BACirTPgRR6hx4dq1a5fWQwGa0tfQA2YRdADohORCddLiInXxecTJOcXJd5niN9XkQlvccAHADVlhRTIA6Vuosaoya3e4sjAlmuNy6LGsmmPZtJVk1VlX1uuwBUGHg2xbCAbuGQ6H848mpIUakaxwI/nvvHAjYnPIYWoBU9tvmk23NSBCW+uPtoONttta/OeP32/r3IVF+uA+bMuC3Dbd45HOpdDDxJQVm7artvHeSdDhoNFo1PYpwHGj0Uj7+/srX9SKBhpJVas3ImnbpTV1Q7Wlg9dVdbU1YBnaGkyxqa21Hfq0reuD6SK6uhtjl3duKdL3c2UR0oiN40+CDgCVlO2g1RFqZH0+bQG0rBtjmT3hV725Vg05qvw/lwMVGwYD6AfaGkyxva2tGoDkLfbaBV0cXDdhZ2enVL+pCTZXeRTtey2bspKmy78/tiDoAFCrugONrK9lre5eJeCw6cbpcmABAOguqj/s6Sv0VRuhx6r9siJTVopUcxB8lEfQ4aCulqihO4Ig0MHBgb7jO74j812pOkONSN7WdXk3vDZCjiYDi6rzPLt4k4za2t7envXvgKLbaGswxbW2RgBidwAyGAwUhmHbp1G7uqa2mO6vuVrNEQSBddczgg4H+b7f9inAcb7v6+HDh7p7967G4/Glr3cl5GiKySkrrvN9X9PpVLu7u6ltDagLbQ2m9KGtEX7YE36sGnTYMH0lz7Iqj7b6VkVDjq6vzRHxfd+66xlBB4DeaqIj0nTI0bcbJwAAdehj+BIEgZ4/f67r16+v9G57VxYGbWJnk6qK9s3SqjeSn0vbXaWP7bksgg4AVmiimqMLygQjq4QcRW6kkl1blQEA0CTXB4vn5+eazWZ68803dfXq6sO+rDdR8vppfVR3P8z1dtoUgg4AxuSFGU0wXWpZtpqjiZCjCdxgAQB94sp9z/d9PX78WDdu3Gh0+8+ia0qY7gc2pcoaGkVCDVfanS0IOhxk20IwcM9wOJx/NM3Vao5Vpqrk/f+i7yJ0hcm2hn6jrcEU2lo3dXEQen5+rrW1Nd28ebOWio5VNdEfKROetNUf6kOVho3Xs/ZbPGrXZGILSBdt7J133qntotZGwr8sJCkbohQNLlYNOPKUWZejK+HHaDTS/v6+lTdQuIW2BlNoa26xfcD6iU98wum2ZvuUW9vbR11sHH8SdACopMq2smWtUs1hetrKdDotFGIUPe7w8LB02PH48ePCYcfx8XFnwg6XO2iwC20NptDW3NaXwS1gM66yAFCTolUg0+m00LGHh4eZgU2ZihNX5sQCAAAARRB0OCgIgrZPAY4LgkAPHjxora2tWs1R97SVqv+36LFZgUfa/29i5fPZbFb7YxYVBIHu37/PdQ2No63BFNoaTKGtwRQb2xhBh4N832/7FOA43/d1dHRUqq31qaqgbNhRJvAo8r3Swo605z/tc3VOPaqD7/uaTqdc19A42hpMoa3BFNoaTLGxjRF0AGhVVgDS1J7sTVZzrPI4dYcdAAAAQF8RdADoFNsWIc3TZtjx+PHj+Ufk+Pj4UrCU9rnT09NLlR2z2Wz+AQAAANiMXVcA4LWuV0ZE55/c1SUedmxtbV0KNjY3N1M/lww7oi3c0sIOVpgHAACALQg6HMSWZWjacDicf3TJqkHG0dGRJOnOnTulvmeR7WTLytt+NivwkC5PCUoGH9GWs2mfS1u/o+nwo6ttDd1DW4MptDWYQluDKTa2sUEYhm2fA2owmUyuSzqRpHfffVfr6+stnxFc9/Lly9SLWtZilllrcZRdoyMvrGhyt5Uo5IiUCTvKBB1ljs0KOqo+5tbW1qXPRSFH0c9HogAkTdkAJAgCK2+gcA9tDabQ1mAKbQ0GDdo+gTgqOgBU0sZNs8ltX8s+9tHRUeGwo0xVR5lj86o6ko8pLQ88llV7SOkVH2lfr7P6gw4aTKGtwRTaGkyhraGvCDoAWKepHVeqSlZzdFXRwCOSXNtDWh5wpH29avghsfYHAAAAyiPic1AQBG2fAhwXBIEePHiwclvLGjRXYdNuK7azadHVrKlOkSAIdP/+fa5raBxtDabQ1mAKbQ2m2NjGqOhwkO/7bZ8CHOf7vo6OjrSzs6PxeNz26aCEMmuApK3ZIeWvz1H32h1nZ2eaTqfa3d2lraFRvu/T1mAEbQ2m0NZgiu/71rUxgg4LTCaTf0XSj0r6PklvSTqVdCjpc5L+rud5/32LpwesrM7KjTbcuXPHyukrRRcjlaovSFo11KhzMVIAAACgDIKOFk0mk7ck/WVJP5T40rqkW5J+maRfL4mgA71n03QLqbldV+pU5PsW3WmFUAMAAABdQdDRkslkclfS35P0UUkvJf3Xkv6apANJVyR9j6R/WdKvbekUgc7o4/ocedUcywKOIlUbaZ/LCzQkQg0AAADYgaCjPX9OFyHHU0n/gud5n098/aGkfyDp95R9YLaRQtOGw+H8o25N7LhiWzVIU7ICjqpVG1nBhslAo8m2BsTR1mAKbQ2m0NZgio1tjKCjBZPJ5FdL+o2v//njKSHHSkajUZ0PB1wyGo30zjvvWHlR67oi003SqjnS/l+dlRttVWuMRiPt7+/T1tA42hpMoa3BFNoaTLFx/Emrb8e///rPqaTPtHkiQFVpN81lW4XGlVmgNK8io45pK12v+CgScnQZHTSYQluDKbQ1mEJbQ1/R8g2bTCZDSf/S63/+Xc/zzmNfu/L66wBqUkeIYWrHlarVHAAAAAA+wNQV8z4qKaoV/0eTyeQNXazD8aOSfqkkTSaTb0j625L+pOd5v1j2GwRBUNOpAumCINCDBw/09ttv1/pOQdn1Odqs5jg6Oiq18wqqCYJABwcH2tvb410pNIq2BlNoazCFtgZTgiCwro0RdJj3S2J/H0n6nC7Cj7g9Sb9L0r8xmUz+Nc/z/laZb/BjP/ZjunLlyvzfg8FAkvSpT31KkuT7/qUwZDQaLTROjuGYvGNOT0/13nvv6fbt21pbW7t0zPn5+cLj+L6vK1euLBwTBMGl7xWG4by9Rv9eVk0xGAwW/k/02NIHIUbaQlyvXr1SGIbzf1+5cmXh9yY67/gxV69eXThmbW3t0jFpjzMYDBaOSTufW7duLf257t27p6Tbt28vPI+DwUC3b9+e/zt6nm/cuCHf9+fnmPd6DYfD1ttYdMzZ2ZkePnyoD33oQwtrh9j4e8Ex3T4mCAJNp1Pt7u5qPB63fj4c4+4xvu9rOp3qrbfe0tWrVys/DsdwzLJjTk9P9fDhQ21vb2s8Hrd+Phzj7jFnZ2ep6761iaDDvDdjf/9JSWu6WKfjj0v6uqRtSb9N0h+StCHp3clk8n2e53216DeYzWYLA6QrV67MFxIMgkCf//znLzXa7e1tfeQjH+EYjil0zPn5uZ49e6avfe1rGg6HunPnjj784Q/Pj/m5n/u5+cA+Glxvbm7q7t2782MePny4MPiPrK+vS7oIOU5OTi4FAmEYKgzDeTXHrVu3LgUCZ2dnOjg4kHQx8E+rPHn27Jm++tWvzo/52Mc+dumYR48e6XOf+5yki8H/Jz/5yUtBx6NHj/SNb3wj83HW1tb07NmzeeiSdT7RzxtJ+7nSApMnT57Mv490cQOKKmPCMNRsNlMYhnrvvffm/29ra2v+Wjx9+lQPHjy4FM7cunVL3/3d3y3p4vX6whe+MG8b0bmbaIdBEOj999/XN77xDX30ox9t9HtxTL+PiYeNNpwPx7h9TBiG+vKXv6wkm8+ZY7p3zJe//GW9//77+spXvmL03s0x/TsmCAL94A/+oGwySBto4MJkMhlJ+siKDzPzPO8XYo/5WyX9j7Gv/7ee5/07Kd/7RyX9xdf//Gue5/3mJed6XdKJJH3605/WzZs351+zIeXjGLeOOT091Ze+9CV97/d+70JFR7QYabxC4NmzZ5IWqwiOj4/nF8XI06dPL1UxpE0rSU5XSat8eO+995ZWULx69Wph8J9V0RE/h2RFx+3btwtVdLz55puNVXSkia/1EQVD8XO5cuXKwmNfv349ddCXVvURBVHSYtuIqlvqbodnZ2f6yle+oo9//ONUdHBM4xUdX/ziF/Xxj3+cig6OafSYs7Mzff7zn9ev+BW/gooOjmn0mOfPn+uLX/yiPvaxj1HRwTEmKjoWO64to6Ij33dI+tqKj3Ff0nfF/v0s9vdA0n+e9p88z/tLk8nk90r65ZJ+ZDKZjD3POyvyDcfj8fxilmY0Wr79D8dwTN4xQXAxD29tbS21rcU7blmPmRzsJwf+RSUH8mnhSDJUSTvu1atXevXqVe73Oj8/1/n5fP1gfetb37q0Tkfa4yQD5bTzSUr+XGXEf7bt7e2FUCO5283W1paeP39+6THSXrfNzc2F8z47u7gkXbt2TbPZTJIuhTPJ17VKO0wLhmz8veCYbh8TtWdbzodj3D/m6tWruf010+fDMe4dc/XqVQ2Hw9yxgW3nzDHuHdMWgg7z4gsOfN3zvLzVFH9aF0HHuqTvlvSVIt+g6oARKCoaeFZpa2nbyqYtQlqkmqPI/1nlOFO7rTQp+bMmd3ZJe+63trYuvU6bm5upr93m5mbmtsLxACQummZTxCptDSiDtgZTaGswhbYGU2xsYwQdOTzPeyCp7hKc+FobT5YcGx+BFF7dxeZkDW4YjUZ65513ll7U0gbGVdUVcvRdstojTTL8SAs+pOzwI/paWgCSFX5I6QHIaDTS/v6+lTdQuIW2BlNoazCFtgZTbBx/EnQY5nne+5PJ5OclfY+k20sOj9fEP23urIDy6rppFqnmqDPkIBD5QJHQQype9RGpu/qDDhpMoa3BFNoaTKGtoa9o+e3466///K7JZPKdOcf98Os/T3SxIwsANKJsAJQWfgAAAAA2IOhox5+R9FIX02L+WNoBk8nk35b00df//Kue5/lFH3zZIofAqoIg0IMHD2ppa1tbW0uP2dnZWfn7YLmmq12qTGUKgkD379/nuobG0dZgCm0NptDWYIqNbYygowWe531D0h98/c/fOplM/tpkMvn+yWRyazKZfM9kMvmDkv7c669PJf3+Mo/v+4UzEaAS3/d1dHTUWFvLm0ax6vFlHztPcscVF9g2tSfa4pfrGppGW4MptDWYQluDKTa2MYKOlnie90cl/Vev//mbJP0/ulh89B9L+n26WD/ln0j6tZ7nfbOVkwRWtLlZeA3dpZZVddQZYETqCDKaOK+mrRp21LkILQAAAFAWQUeLPM/7cUk/JOkvSfr/JM0kva+L0OMnJf0yz/N+tr0zBOqXFn6kTV+pEhAU/T+2hQ9Fzsf09J0iYQfrdAAAAMBG7LrSMs/zflrST7d9HkAX7OzsLN2BZXt7u9AgvehxfTadTq0LhQAAAIBlqOhwENtIoWnD4XD+YZui4YWpkKPI9ylyzLKApynT6bTVQMjmtga30NZgCm0NptDWYIqNbcy+M8LKRqNR26cAx41GI73zzju1tbW0KRBpg+tlg33TA/KjoyOj3+/w8LC1wKMto9FI+/v7XNfQONoaTKGtwRTaGkyxsY0RdACopEhym7YopQ0LVRYNROoKMuqq6oi0EXhknV/WOh1Zr3OV19/GdwngJtoaTKGtwRTaGvqKlg/AOk1Wc9i8LkfZc3OpwuP09LTtUwAAAIAjCDocFARB26cAxwVBoAcPHtTS1urYucPm8MIElwKPpCAIdP/+fa5raBxtDabQ1mAKbQ2m2NjGCDoc5Pt+26cAx/m+r6Ojo4W21uQ78nmD+DIhR5lji05bKXqciYoTF8MO3/c1nU65rqFxtDWYQluDKbQ1mGJjGyPoANBpZbY/LXPsnTt3aj2u6PdmO1cAAABgNQQdAGpx7dq1xh57Z2enscd2Cc8TAAAAQNABALBAk0EZAAAA+oWgw0FsI4WmDYfD+QdQxubmZqnjaWswhbYGU2hrMIW2BlNsbGNX2z4B1G80GrV9CnDcaDTSO++8Y+VFra+anraStXbI1tZW6ufLBhpZRqOR9vf3aWtoHG0NptDWYAptDabYOP6k1QOohJsmTKGtwRTaGkyhrcEU2hr6ipYPoBZd2F7WVW1VcwAAAAA2IuhwUBAEbZ8CHBcEgR48eNC5tkYoUl7bIUcQBLp//37n2hq6h7YGU2hrMIW2BlNsbGMEHQ7yfb/tU4DjfN/X0dFR6bZ2fHy89JgyYQTBRbPVHG2HHNJFW5tOp1zX0DjaGkyhrcEU2hpMsbGNEXQAQIqjo6O2T6FVRUKOrIVIAQAAgDYRdADopLLVHFR/FFe0kuPx48d6/Phx6teyqneyPn96epq6zstsNrOyHBIAAAD2YntZAFbLW4gUF89P3dNXptNpqWkraWHH1tZWaqixubmZGXZsbm5eCjtms9n8z8FgsPC1tbW1wucIAACA/iDocBDbSKFpw+Fw/oH2NRV2SNXX6Sgbfkjp1R5vvPGGwjC8VNlx7dq1eQiSRACCKriuwRTaGkyhrcEUG9vYIAzDts8BNZhMJtclnUjSu+++q/X19ZbPCK57+fLlwkUtbdpBcuCa/HfaYDg5xSStoqPKNJSy/6fMGh137twpdFzR0KBquNDUwqRNLkqat85HFIAEQbDQ1qLPp7l27Vrq5wk/UESyrQFNoa3BFNoaDBosP8QcKjoAVNKlm2Zf1ueIQiHbqjvyZK3xUdfUF4nqDxTXpesauo22BlNoa+grgg4AndKH0KLsGhlJTUxlkS4/901WepSZ+iJlByBZ4YeUHYAQfgAAAHQbEZ+D2KEATQuCQA8ePMhta1kD0jxNhBh9CEbSmFjEdTqdXvqoWxiGevnypcIwXLrLS1qby/q8lL/TS1YFCNwVBIHu37/PPRSNo63BFNoaTLGxjRF0OMj3/bZPAY7zfV9HR0eNt7XkYJ0tZctpY8eatPBjldchDEP5vq/4elJZYUeeKsEb+sX3fU2nU+6haBxtDabQ1mCKjW2MqSsAjDA90FxlcF1mIVLbNTWNpay016OJqS/Hx8e5i5UCAADAfQQdAFqRfFe+zuqLvldyJDW1SOmqsl6nIgHI48ePc3dsAQAAQH8RdACwUtVpK4Qc2Wyp7lgm+RqyXTYAAADKYI0OB7GNFJo2HA7nHyiuTAjTVGDTxrodq5rNZhoMLm/NnrcwaZnPZ+3Kgn7hugZTaGswhbYGU2xsY1R0OGg0GrV9CnDcaDTSO++8Y91FrY5wwKX1OVwRBEFq0AHUaTQaaX9/37rrGtxDW4MptDWYYuP4k1YPoBJums1qYqFOAPm4rsEU2hpMoa2hr2j5AJzA2hyo6tq1a22fAgAAAGpE0OGgIAjaPgU4LggCPXjwgLYGIwaDgcIwbPs04LggCHT//n2ua2gcbQ2m0NZgio1tjKDDQb7vt30KcJzv+zo6OjLW1kxVa7A+h53qCjo2NzdrOBu4yvd9TadT7qFoHG0NptDWYIqNbYygA4B1yu4M4uK0lSZ/pq7tvLK2tlbL45TddWU2m2k2m9XyvQEAAGAOu64AaJ2LQUWW6XRaeKHRMseWFQ87dnZ2GvkedZnNZrp+/Xrq16ItZre2thY+nww1omqOrM8nw474uh1pYUdd4QsAAADqR9ABwLhocFoH10OSJsOOSBR62B545Hn8+PGlsCMuHnDEp7BkfT4efKQtVppV6UEAAgAA0D6CDgexjRSaNhwO5x+4WNvjzp07hY8vG16YCDsku6s8BoPB0mOyqjuSVgk94ooGIIQf3cB1DabQ1mAKbQ2m2NjGBqxk74bJZHJd0okkvfvuu1pfX2/5jOC6ly9fLlzUkoPB+KAxOV0gWdGRrMpIriGRVbVRdzXHKouRlgk6ImXDCxNhRxobQo8qP/uywCMpb7HSoguZFt2qlvDDTkEQWNlZg3toazCFtgaDlr8rZRAVHQAq4aa5uiqVHXGmgg8bprZUqWpZNp0lKauiI/m1uORxRas/mPpiJ65rMIW2BlNoa+grgg4AUDe3ljU1pSVyeHjYetgRKfpzp60HUyT8KBpsZB2XPDYrAJGWL3zaRwQ+AABgFQQdDgqCoO1TgOOCINCDBw/09ttv805BS0xPY2kz4BgMBkpOs8yatlTkeakafkj5wYaUveZH3rF5IUiaotNjuqyNipcgCHRwcKC9vT2ua2gUbQ2m0NZgio1TpAg6HOT7ftunAMf5vq+joyPt7OxoPB63fTqdVSWs6FPAEUkLOrJUDUCydgIqu87HsnBDyt7qNuu4pLLBSB1sCVeaXOzV931Np1Pt7u5yXUOjaGswhbYGU3zft66NEXQAQEeYDDlsCDjqlBaAVK3+yLPKtJhI0SCkyGPUxUS4UjVMYb0TAACQRNABAC2wdccV1wKOPKtMf8lSRzBSJuDICjRsCkmKKrqOSVFs9QsAQH8RdADorO3t7dq3mLVR0yFHn8KNIoq0qbpek7LBiLQYjlQJNJYFGauEJEW/R1lFd7NZhuoPAAD6gaDDQbYtBAP3DIfD+Ueb6go56thx5ejoSHfu3KnhbC4zvbsK3JYWZNQdTNQRlkjLz2uVKTXJ3W7Oz88lSefn5xoMBpUft04EMG6y5R4K99HWYIqNbYygw0Gj0ajtU4DjRqOR3nnnHSsval1RNrxoMuw4PDyc/93G6g4bd5JqI3wquzBqGWWDCVPTW+oKTKTL55wWknz0ox/V+fn5PPRoSxTCMP3GTaPRSPv7+9xD0TjaGkyxcfxJ0AGgEm6a5pkYXEehh42BR181GXBUVWcAUUQdwYrpc65qc3Mzd6oO02/cwD0UptDW0FcEHQA6yYW1OaoEF9HPTeDhPhsDjrZ0JaRY1ebmZu7UorQAhOoPAAAuI+hwkI1l3nBLEAR68OCB3n777dR3CvoyKKlD1SoN04FHpI3gYzAYKAxD4993maYqbEwGHFUWQ3VVGIY6OzvTeDwutUZHna9XVsiRdU2l+qObgiDQwcGB9vb2eLcdjaKtwZQgCKxrYwQdDvJ9v+1TgON839fR0ZF2dnY0Ho/bPh1rNLkgaRZTgUckGXzENRWC2Bp0SPU//0UHzQQU9QvDUL7va21trVTQ0cRrkbezTnwaT97X4gFIcneaeABC6GGe7/uaTqfa3d3lHopG0dZgiu/71rUxgg4AnePCtJW4OioDTAceaQ4PD3s71SWvTZZ5TQgw+i0v6MpbpyTva1lb8BJwAABcRtABoNfq2FrWJm1vRcvaHpdlhSBsGdxvWaFG3YGGRKgBAOgfgg4AcEzbYYdE4FFEXVUgsJ+pUINAAwCACwQdDrJtIRi4Zzgczj9Qj7rDCRumskgEHlUVmZ7V9mvrmmhdjjLrcyRVmXpClUb/cA+FKbQ1mGJjGyPocNBoNGr7FOC40Wikd955x8hFLTngs319jjYWJM1jQ3WHtFrgwU5S6Yr+Ltjw+nfBYDDQxsZG4aDDVKhBoPH/s3f3sZGkiX3ffyyy+LIzy9vhNHevedRgR3s6SfCejntpRZtDDNuIkZxiqKIgiRPFli0lgJ0IQXI4JFKEOFJsx3kRICV/+ARbls6W/CZvnBfVnRFIUGQpgWUYsG6zt4dob22KvJVE3l71cHe5s8shi3w6f3Cqt7pZ1a9VTz1V/f0AjSW7i93PcH5bnP7xqedpHt/31el0nHxjgGYha7DFxfefFB0AZsIPzfpwpeyQBndtcXWWhwtb6haJNUIml1dyFFlqMEsDEj9DYQ9Zw6Ki6AAAVMJ2oTBqa9xJvq7uhcewrAKE8qPY9TQoNQAAqAZFRwMxzRtlM8bo8PBQ9+7d4zcFKEzebI+lpSX1er2Jvq5MdZiNMq/h8qNpxceomRm9Xk/vvPOOer2ePvShD2Uew6UnKIIxRgcHB7p//z4/Q1EqsgZbjDHOZYyio4HiOK56CGi4OI7V7XbVbre1trZW9XBm1rStZZskKRU8z9OdO3f01ltvOVXiNnWWx7C6FR+jioxhw6VFHMeKokhPPPFE5uMJZmlgXknWdnd3a/0zFO4ja7AljmPnMkbRAcAptn47DxRhUQqPRLr4sF16TFNipI2ahZF+/OIwSq94AAAgAElEQVTiQr7v68knn+wXFszSAACgnig6AGABuLQgaRMtwmUtw8oqPWYpNCYtM/JsbGz0t2BcX18f+K0UpQYAAPVD0QEAjii7jKjbZQh1Ne2spCYUI0Xu7HJycnLjvllncwAAgMVE0dFAri0Eg+ZJfvNZRNby3iCVjfU56lF89Hq9/q2ppilG6laKFLWzS1b5IX1QgJyenuZ+7ebmZu7jyUyPs7MzXV5eqtfr6eLiQsaY/mUrFxcXN76OWR6YR5E/Q4FRyBpscTFjS03+x+MiCYLglqSHkvTSSy9pfX294hGh6R49etQ/qZ2dnQ08NvymYvjz9JuW4TdCw2/60o8XWYqUXXS0Wq2Zv9aVwsGVcWB6dStEis7aJDNAsi5nSVaNn2V3FYkCBJNzcYcCNBNZg0VLVQ8gjRkdAGZS5x+ars/mcGU9jSoXnsR86jZLZFSJWeQMEGn8LJBxM0CGi11JzP7A1Or8MxT1QtawqCg6AFg16g3IsKoua8FNRV2CAPeMK0WqLkLGnQemzeEsl8EkMzzyHssqP6TrAiSr/JAoQAAAKBNFRwMZY6oeAhrOGKPDw0Pdu3evdr8pcH02R8KVWR2j2Frj4/bt23r48GEpz43x8oqQqguQRFEl3IMHD3R+fq61tTUtLS0NXP4yXHCkL20Z9Vi6ABm+5CVdgFB6LBZjjA4ODnT//v3a/QxFvZA12OLiJVIUHQ0Ux3HVQ0DDxXGsbrerdrs9sA0jFlsZ5YzneVpbW9P7779PieuYSS6PqaoMScqPafLY6/UUx7FWV1e1tLSkk5OTQnd7OTs7G7m+BxZHHMeKoki7u7v8DEWpyBpsiePYuYxRdAAACjPLG0w0V9VlSFl5PD09HblgKQAAqBZFBwA4qO5FQR0uvYEbssqQossPCjgAABaLWxfSAEDJ5tn2FdOJoogFZTGT4+Pj/q1I02ZymsWTE3k7tgAAAHsoOhrItYVg0Dye5/VvZeK3r80wT9nR6/X6NywmW4XH0tLSwH+Bstj6GQqQNdjiYsa4dKWBfN+veghoON/3tbe3N9NJbWtra6bfkqLeZr2UpdfrNSIvNhblLLoMcM3x8XGp38elpSXdvn174qKDdTowK9/31el0nHxjgGYha7DFxfefFB0AZpL+obmxsTGwjWJZtre3uRSiZpiVc62IRTmbXmSkFV1oTJrDpOTI220lr9jIu3/ULitsKbvYeOMJW8gaFhVFB4BKDZcX7Xa79Dd0rVZL3W631NeYR53LgTqPvWqLVGQkiig0Zs3cqK1jR83UmLbUoNAAAMA+io4GMsZUPQQ0nDFGh4eHunfvXuZvCjY3NwtbkG+4CEne1Mw7s8P1sqMubBQbt2/f1sOHD0t/HZRnlkJj3myNKjIS6dLCGKNut9tfsJhZGiiLMUYHBwe6f/8+v21HqcgabDHGOJcxio4GiuO46iGg4eI4VrfbVbvd1tra2tjjh4uP4XU6xs3qyLpkpYjCw8Wyow4zImyO0fM8ra2t6f3336fErQHbhca0Zcaoxy8uLnR2dqYnnniiX1gwSwNliONYURRpd3d3op+hwKzIGmyJ49i5jFF0AKi1eQsPF8sO19ShfIFdtgqNSYoMafIyI8/GxkZ/Z4L19fWBf6xRagAAUD8UHQBqYdxCpPMUHpQd+Sg5FptLhUYRZcYoq6ur8jxPq6urlBsAANQcRQeAWmC3lWpkfd8pP5ppmlKjzNkZUrmlRl6JcX5+Pn5gAACgFig6Gsi1hWDQPMkUb7K2mGyWTk8//bR6vZ56vZ6112w6VwqNcWXFJMdMMktjUpzXYAtZgy1kDba4mDGKjgbyfb/qIaDhfN/X3t6ekye1WXDZiru+8Y1vKIqiqYsOZp1cm7TUmPb7VeTsjEmPKbLUyOL7vjqdTmPOa3AXWYMtZA22uPj+k6IDwEz4oQlbZpnNMcusk7qXI0WXGtOUGVJ9Co1ROK/BFrIGW8gaFhVFB4DGYB0PzCMvPy4WIFWVGpMUFZMeN67QkNjxBAAAzIaio4GMMVUPAQ1njNHh4aHu3bvHbwoK5OIb6qotLS31d8WxsU6Hy38Hs+yAMqmTk5OxZce8C4RK1c7WGMcYo4ODA92/f5/zGkpF1mALWYMtxhjnMkbR0UBxHFc9BDRcHMfqdrtqt9taW1urejiSmM1Rpmnf/Bf5d7G8vKwnn3xSb731li4vL2887nIxUbTj4+Opy47038W479XJyUn/46zS4/T0dGSZMe5x18VxrCiKtLu768x5Dc1E1mALWYMtcRw7lzGKDgAoWKvVmvprXHjDXtQYivyzeJ6n1dVV3b17l9lqmq3sSMxSegwXHqenp5LyZ2+MKzvOzs4mumQFAABgHhQdAGqP2RzTcaFUQbUmLT1mKTzGlSEAAABlo+gA4Lw6FRkuzeag0GimeWZ1ZJmk9Mhbw2PUDI68x5jVAQAAykbR0UCuLQSD5vE8r38rw/HxcSnP66IiyogmFxq9Xq9/wweS/0eKXqA0KT2yMjVL2VEnZZ/XgARZgy1kDba4mDH3RoS5+b5f9RDQcL7va29vr7SsDb95a/Ib+SJmq9Rpxsu0er2eTk5OKDpyHB8fl1IM5mUqvWBpWnK5yqT3n52dzTawEvm+r06nw89QlI6swRayBltczBgzOhwSBMGHJf1/ku48vuvnwzD8gepGBORzsbl1QbfbnenylXmN+k08Rhs3K6IOM4zKmOERRdHC5YnzGmwha7CFrGFRzVV0BEHw5yT9jTAMf6+g8Sy6n9YHJQeACW1vb9d6VkORbygpPIq/nGP4+VwuPsq6pCWt6ZewAACA+pt3RsdfkPTjQRD8qqSflfRLYRhezj+sxRMEwb8j6d+UtC/puXmeiy0YUTZjjA4PD3Xv3j1+U+CoJhUeOzs7Tl26ki4RXC09ilqwNK+Eyys76swYo4ODA92/f5/zGkpF1mALWYMtxhjnMlbEaDxJ/6qklyQdBUHwU0EQPF/A8y6MIAjuSvrLjz/9j+Z9vjiO530KYKQ4jtXtdslajm63W/UQ+qIoquVsl3a73b8tLS1VPZxc6XGWOYtiFkWt3zFvfvLW6XBNHMeKoojzGkpH1mALWYMtLmZs3qLjxyUdSFp6fGtJ+s8kvRIEwT8JguDPBEHw5JyvsQj+Z0lPS/qFMAx/terBAHXUhJkLAAAAAOY316UrYRj+RUl/MQiCPyzpByX9W5KeePxw5/Htp4Ig+PuS/noYhr8xz+s1URAE3y3pT0qKJH224uEAteXSrIUqFiMdVvfix8ZaE0Vw9dIVyf3vHQAAQFkK2XUlDMNfl/TrQRD8J5K+T9IPSHrx8cNPSPp+Sd8fBMHvSPo5Xc9cOCritevs8WyXv/r408+GYfigyvEAi8iFy0zmLSXqXmqM8uabb+rOnTt66623ctcfsv2G3uVyQyr++9HkfAEAgGYqdHvZMAzflfQzkn4mCIJvk/Qf6nq2wjOPD/lmSX9J17NAflnXC5h+IQzDqyLHUSM/IembJP1KGIZ/q6gndW0hGDSP53n9G+Yz7ZvIRXvT2ev1+rc8sxYPkxYCrhcbCWZwzIfzGmwha7CFrMEWFzNWaNGRFobha5L+iyAI/ktJ/7qk/0DSH3v8msuSvvvxrRsEwS9I+nwYhr9d1nhcEwTBH5L0ZyW9rwIWIE3zfb/IpwNu8H1fe3t7Tp7UmmzRSg7puug4OTkp5bnrUmCM43rBUZctZ33fV6fT4byG0pE12ELWYIuL7z9LKzoSj2drfEHSF4Ig2Jb0p3R9acsfeHzItq7XpvhsEAT/JAzDT5U9pqoFQbAh6a/pegHXHw/D8KDI5//MZz4zcEJLdiz43Oc+J+l6VdzhKeC+7w98DcdwzLhj0qsrD5/cLi8vb6y+3Ov1BnbPGPdbeuk6u8nXrKxcn66urq4Gvs7zPL311ltaXV0dGGP6mOXlZS0vLw889/AxKysrmcekvx+THpMey6jx3L17t39f1p8r/X2/e/fujb+b9PcnwTGLc8wzzzwjG7JeP51dY0z/mOT/++Xl5YH8Xl5e3nietbW1G+eW4XOCC+c6juGYMo7xPM+p8XAMx3AMx8x7zNramlxSetGRFoZhJOknJf1kEAT/oq4XMP33JH3o8SHfZXM84wRB4Et6bs6nuQjD8HeG7vsLkr5F0suS/qc5n/+G8/PzgX8oLy8v9994GWP08ssv3wjt9va2nnvuOY7hmImPSR/XarX6b7qMMXrttdd0cXEx8Dyrq6t66qmnJF2XHA8fPhx43PO8G+XHnTt3+lm+deuWJOndd9/tLzy6tLSke/fuaWdnZ+C5Hjx4oDfeeKN/zPPPP3/jtxkPHjzQl770pf5rv/jiizdKjOPjY73++utTH7OxsTHReNKFSNafKz3m1dVVnZ+fD3zf0t+fBMc095hk5kbWb+aG/98p6pj19XW99957A8eki81er6c333yz/zXJ7JvNzU09/fTTkj44JwyXGE8//bSeffbZ/jGvvvrqjfG4cK7jGI7hGI7hGI7hmPHHvPjii3LJ0rjfqJYlCIJ7ui46flDX61QsSeqFYbg88gstCoLgWV1vnzuP/TAMP5p6zu+U9I8ff/pdYRj+VsbrJn8pPx+G4Q9M8iJBENyS9FCSfv7nf15PPPFE/zFXWj6Oac4xl5eXOjg40Ec+8hF5niff93V+ft4/5vLyUu+8887A87z//vsDb+AePHgw8MbnwYPBtXiPj4/7v7lOP5Y3oyNt0hkd6Z1aipzRkbzBm2Q8yW/Gx83okK7fBKe5OtOg6GNu3bqld99915nxlH3Mhz/8Yblge3s7c+bV3bt3B/4cxlwXn08++cFu8ukZHZubm5kzOp588skb55Zk5lbC5rlueXlZX/va13T//n1+284xpR5jjNHBwYF2d3c1zNUxc0w9jzk/P9fh4eHAL09cHzPH1PMYY4w2NjYG/5FTMaszOoIgWNP1FrQ/KOmP6LrcUOq/+zbHU5G/qus1Sn4qq+Qogud5I6cOpX8bxzEcM8sxxhi9/fbb+qZv+qbMrK2srNx4ruE3eOk3fcNbwyZrJyRvsi4vL3PH8+abb44d89XVla6uRq95fHl5OfJ1pjnm6Oho5Baz6fHkPV/yQyMtiqKBdTomufyn7sckM1+SNwdVj6fIY1xeWyPJ2XA5s7W1deNYz/P6s7WGJetzDBcYw7OepOtzy/BlX1nHjDPrMefn54qiSLu7u1pbW3Py3MsxzTgmKdqTrFU9Ho5p7jGS9NZbb+nZZ5/NzZprY+aYeh6T/oWnK6wUHUOXqSSrkiX/cjqT9L9K+rkwDH/DxngmFYbhoT4YZ1G++fF/PxsEwWfHHPungyD4048//vNhGP43BY8FWFgubCsr3SwvJjl+Gou4gKlr6lBoTCKr5JDqs9goAABYHKUVHUEQPK3rhUd/UNK3Pb47XRr8U0k/J+nvhmF4WtY4ALinqF00pn3T76ppy45pn3talCOzaUqhkSWv5BiFAgQAAFSl0KIjCIJlSd+j63Lj06nnTwqOB5L+lq5nb3ylyNeukT+o60tXRnn58X+/IOnHHn/89dJGBAApw+UIxcegJhcaWUaVHLOUGVmXrQAAABSpkKIjCILndV1u/ElJyYXpSblhJP2Krmdv/FIYhvHNZ1gcYRjeXFZ+SBAEyYcnYRj+v9O+RtZK+kCRkoUyJ83a6SmTtkZxrUhwaTzJuhZVLZztYqlR9t/PrMVG3mOjio1xa3LYNO15DZgVWYMtZA22uJixuYqOIAh+SNcFxycf35W+NOVA0l+X9DfCMPy9eV4H05l0cSJgVr7va29vz8mT2qRarZYz63RUzaViY1iv1yvsUqdJuFJs2Pg7KbrQkOpTamTxfV+dTqfW5zXUA1mDLWQNtrj4/nPeGR1/WVJPHxQcjyT9b5I+H4bhr8353AAcxg/NfKN2XKmay6VGVaosN1wuNMY9nldquF5ojMJ5DbaQNdhC1rCoirh0ZUnSlyR9XtLfDsPwnQKeEwAWQplvdCk1slVVbLh6ycm4x+s8SwMAACymImZ0/FwYhq8UMRhcC8Nwri1tjTFFDQXIZIzR4eGh7t27V+vfFJRx+UpVszmaXGrcvn1bDx8+nPnrbRcbFBr1ZIzRwcGB7t+/X+vzGtxH1mALWYMtxhjnMjZX0RGG4X9a1EBQnDhe6PVeYUEcx+p2u2q321pbW6t6OLU1yxviJhcaWTzP09ramt5///2pSlxb5UaZfx9VFBrSYpQaWeI4VhRF2t3d5byGUpE12ELWYEscx85lrNDtZQEA5Vm0kmMSNgqNKmdoSLMvDCoxSwMAACwmig4AC6tOu65QctS71BhXZkjM0gAAACgKRQcAwBlZZYbneXrmmWcKfZ0qCw2JWRoAAABlouhoINcWgkHzeJ7Xv01ic3NTp6enJY9qOmXN5uh2u4UvSNqk2RxV7HhSxveviEJjkscpNeyZ9rwGzIqswRayBltczBhFRwP5vl/1ENBwvu9rb2/PyZNa09St5CijyJhmEdKiv18uFBoSpYYNvu+r0+lwXkPpyBpsIWuwxcX3nxQdAGbCD8351K3ASFQxIyNLVYWGVN5lJxKFRtU4r8EWsgZbyBoWFUUHABSoyMtWqi5Dqi41qrzkRGKWBgAAQF1RdDTQNNO8gVkYY3R4eKh79+7V9jcFrVarsl1Xqi4wslRVaoz7XvR6PZ2fn2ttbU1LS0sTPy+FBqZljNHBwYHu379f2/Ma6oGswRayBluMMc5ljKKjgeI4rnoIaLg4jtXtdtVut7W2tlb1cBqpzDLEdqkxz5+l1+spjmOtrq5mFh1FFhqTHEOp0VxxHCuKIu3u7nJeQ6nIGmwha7AljmPnMkbRAQANZqPUKHuGiu/7euqpp7SyMvmPLGZpAAAALC6KDgClc21r2bJMsj7HJKXArMVBmaVG2WVG3syMy8tLfeMb38j9urILDYlSAwAAoG4oOgAspKrW5yhDGQXHNMXGNJePzOrJJ58cu3UZszQAAAAgUXQ0kmsLwaB5PM/r36oSRVFlr12maWdOFFFy5L3mrAXGJGthTOrq6kpvv/32QNaYpYEyuHBew2Iga7CFrMEWFzNG0dFA437rCczL933t7e05eVKbRBNmc8xTcExTbBRZWsz6vB/60Idys8YsDRTF9311Op3antdQH2QNtpA12OLi+0+KDgAzGfVDs+w1OVydzdHtdidap2Ne05YcWcXGpKVGWUXHNDzPY5YGrODNAGwha7CFrGFRUXQAQI2MKznmna2Rdd8kJYNNFBoAAAAYhYqvgYwxVQ8BDWeM0eHhoZWsDc/emHc2RxMuW8lj+5KU1dXV0m8rKyv63d/9Xa2srPTvA8pgjNH+/j4/Q1E6sgZbyBpscTFjFB0NFMdx1UNAw8VxrG63W0rWjo+PC3/OJhn1/YmiKLMIOjk5GbhJ15cXpW+JrPvOzs4GbomLi4vMW5HiOFYURZzXUDqyBlvIGmwha7DFxYxx6QqAhdGU2RzHx8cjL2FJlx1ZszySsiOxtbV1Y12Vzc3NzLVWNjc3B8qOtOQSl6yyg5kYAAAAsIWiAwAcEkXR1FvMjns+afS2tZMWH1L2QrPJY1kFCOUHAAAAbKPoAFApV3dQKUtRRca4WR1Zr5sY9/qTFB/S6PIjeXzU7I+8y1woQAAAADAPio4GYhsplM3zvP6tLmxdtmJri9l5TFu2JMXH8KKmebM+sh4ffixdgAzv6pIuQOqYNdQTWYMtZA22kDXY4mLGKDoayPf9qoeAhvN9X3t7e06e1KrmeskhjZ/RMSxr15bEuN1bRj0+atva9KyOTqdD1lA63/fJGqwga7CFrMEWF99/UnQAmEn6h2be5Qm4aVzJMEkJMc0lK9M8byKv2BhVWsxaaEjjL1XhH2iwhazBFrIGW8gaFhVFB4DaWLT1PLJMW3JMUnBMW2wUMUsDAAAAKAtFRwMZY6oeAhrOGKPDw0Pdu3eP3xQUaFwpMWnJMe55pik28kqNeWdpTMoYo4ODA92/f5+soVRkDbaQNdhC1mCLMca5jFF0NFAcx1UPAQ0Xx7G63a7a7bbW1taqHk5tzLPbyriSY9Rzz1tsVDlLI45jRVGk3d1dsoZSkTXYQtZgC1mDLXEcO5cxig4AKMg8C5HOWoJkfV1ZxQaXngAAAKAO3JpfAgAjzDMjourdUMqYzTFpybG5uTlXybG6ukrJAQAAgNqg6AAwt3HrNWC0USXINCUHAAAAAIqORnJtIRg0j+d5/VudlDmro+oZI9MatXOKS+qaNdQPWYMtZA22kDXY4mLG3BsR5ub7ftVDQMP5vq+9vb1CsrYIMxNG/Rlnmc2RJ29tjjrzfV+dTofzGkpH1mALWYMtZA22uJgxig4AM3GxuV0U05RDdZm5MQpZgy1kDbaQNdhC1rCoSD6AhWL7EpOiZ3PkfU0RszlYawUAAABNwPayDWSMqXoIaDhjjA4PD3Xv3r3Cf1PQbrd1fHxc6HOWLa88ySslpi04ho/P21klS979ddlC1hijg4MD3b9/n99KoVRkDbaQNdhC1mCLMca5jFF0NFAcx1UPAQ0Xx7G63a7a7bbW1taqHo6Tpik5xpUbw8XGNKVGXQqNPHEcK4oi7e7ukjWUiqzBFrIGW8gabInj2LmMUXQAwByyZnNklRmTFBx55cZwgVH3WRoAAABAmSg6ADhte3tbURTlfu6a4UJj+PNZyo3hYoNCAwAAAMhH0QEAMxqezZEuLUYVHNOWG1nFBqUGAAAAkI2io4FcWwgGzeN5Xv+WZXNzU6enp6W9vouzOvJKjryCQ5q+5FjEcmNc1oCikDXYQtZgC1mDLS5mzL0RYW6+71c9BDSc7/va29urNGujdi5Bc/i+r06nw3kNpSNrsIWswRayBltczBhFB4CZTNPcDq8xkbU96ixmLTvytoO1qajvwSJw8bcEaCayBlvIGmwha1hUJB9A5aZZsHPc107KhbIDAAAAQPEoOhrIGFP1ENBwxhgdHh46k7W6X8aSt10srrO2v7/vTNbQXGQNtpA12ELWYIuLGaPoaKA4jqseAhoujmN1u12nsjZL2cGsDvfFcawoipzKGpqJrMEWsgZbyBpscTFjFB0AULEyd6gBAAAAFg1FB4CF1e12K3vtk5OTyl4bAAAAaDKKDgCwJIqiqocAAAAANB5FRwOxjRTK5nle/7ZIjo6Opv6a4+PjEkayOBY1a7CPrMEWsgZbyBpscTFj7o0Ic/N9v+ohoOF839fe3t5CZS2r5Ehf+pKercHMjeL4vq9Op7NQWUM1yBpsIWuwhazBFhczRtEBYCa2m9u6byGL2bn4WwI0E1mDLWQNtpA1LCqSD8BJ7Xa76iEAAAAAqCGKjgYyxlQ9BDScMUaHh4eFZq2IGRvM+mgeY4z29/c5r6F0ZA22kDXYQtZgi4sZo+hooDiOqx4CGi6OY3W73bmytrW1VeCI0FRxHCuKIs5rKB1Zgy1kDbaQNdjiYsYoOgA0CrM6AAAAgMVG0QHAis3NzaqHcEOr1ap6CAAAAAAKRtEBwIrT09OqhzCXnZ2dG/elixJmkgAAAABuoOhoILaRQtk8z+vfcFO69GD3mPmQNdhC1mALWYMtZA22uJixlaoHgOL5vl/1ENBwvu9rb2/PyZNambJmdUyDWR/T831fnU5n4bIG+8gabCFrsIWswRYX33+SegAzmfeH5snJSUEjmU9V63Sw68zk+AcabCFrsIWswRayhkVF8gGgYi4u1AoAAADUFUVHAxljqh4CGs4Yo8PDQ7KG0hljtL+/T9ZQOrIGW8gabCFrsMXFjFF0NFAcx1UPAQ0Xx7G63e5cWePSjQ/UfUeaMsVxrCiKOK+hdGQNtpA12ELWYIuLGaPoAAAAAAAAjUHRAcCKItahqPuuJVEU9T92ZTFWAAAAoGkoOgA4q91uz/R1ZRUiR0dHU3/N8fFxCSMBAAAAkIeio4HYRgpl8zyvf8tTl51Eut3uRMclJUe67Eh/bXq2RvpjzGeSrAFFIGuwhazBFrIGW1zMmHsjwtx83696CGg43/e1t7dXeNYmmYkx6WyNul/mgmu+76vT6XBeQ+nIGmwha7CFrMEWFzNG0QFgJi42t2gmsgZbyBpsIWuwhaxhUZF8AJVhi1kAAAAARaPoaCBjTNVDQMMZY3R4eGgla1kLknJZyuIwxmh/f5/zGkpH1mALWYMtZA22uJgxio4GiuO46iGg4eI4VrfbbUTWWq1W1UPACHEcK4qiRmQNbiNrsIWswRayBltczBhFB4BaKnLh0nFGbSvb7Xb7u69EUdTfcSX98fHxcX+b2fT9JycnOjk5kSSdnp7q9PT0xsdnZ2c6OzuTJF1cXOji4qKQPxMAAADQVCtVDwAA0ra3t53fnvXo6Eg7OzsD96W3mk0+brVa/T9L+s+1vb3dLz7a7fbA/UnxsbW11S87Njc3Bz5Oio+NjY2BMayurhb3hwQAAABqiqIDgDXpN+x1srOzM3JWRx6b5YekzAKE8gMAAACLhqKjgdhGCmXzPK9/W1RZszomUXb5IalRsz/IGmwha7CFrMEWsgZbXMzYUq/Xq3oMKEAQBLckPZSkl156Sevr6xWPCE336NGjgZNa8oY6LWv2xvB9yRv2tOFLV5I3++OOm/WYdPmQJ2tGxyxFx6TSi6Sm1xpJf5zekWZ4PZL01r1JATL8sVSP2R/GGCd/gKJ5yBpsIWuwhazBoqWqB5DGjA4AM+GH5uyzOiYxPPMjKT4mmfkxfFzdZ3+QNdhC1mALWYMtZA2LiuQDQA2kd3eRBmeqpD9O7/Ay/Fh69kx6Z5fk88Tw7Bx2egEAAECdUHQ0kDGm6iGg4YwxOjw8HMja8CyAIqUv0UizucUsqmGM0f7+Puc1lI6swRayBlvIGmxxMWMUHQ0Ux3HVQ0DDxXGsbrfbmKyl18Ooq0m35M1aE8VlcRwriqLGZA3uImuwhazBFrIGW8W5UPwAACAASURBVFzMGEUHgEqlF82cBTM2AAAAAKRRdABwDuUFAAAAgFlRdABovCKKk6zdVcrcXnYSk16uMous7YIBAACAOqDoaCC2kULZPM/r30ZJtjAtQt6CpFJ1M0COjo6sv2Z655VJlVmIlG3SrAHzImuwhazBFrIGW1zMmHsjwtx83696CGg43/e1t7c3U9ayyo+sdTqyyot5yo5xj8+6IGkVZcci8X1fnU6H8xpKR9ZgC1mDLWQNtriYMYoOADOZp7l1teyYlYtlx/HxcdVDKIyLvyVAM5E12ELWYAtZw6Ii+QBKNc3lKzbKjlHm2WbWhbKjzpeoAAAAAEWh6GggY0zVQ0DDGWN0eHh4I2sbGxsTP8c0BUhe2ZFXeIwqO8pcz6OKsqPp5YYxRvv7+5zXUDqyBlvIGmwha7DFxYxRdDRQHMdVDwENF8exut3uxFmbd1aHlF9QuFZ22DDLgqSTOD09LeV55xHHsaIo4ryG0pE12ELWYAtZgy0uZoyiA0Bj2S40qt5uFgAAAIC0UvUAFlEQBLclfbekf0VSR9Jzkm5LelfS65J+WdJfCcOwOasJYqEVMVNglks0bF7WQckBAAAAuIEZHZYFQfCMpEjSS5L+rKR/QdJTui6d7kj6Lkk/JumrQRD88arGCVTl5ORkquNd2F3Edskxz6KpAAAAQNNRdNjnS1qX9EjS35b0fZK+RdKWpG+X9F8/fuxJSX8nCII/Ou0LsI0UyuZ5Xv9mQ9GzOYqc6dGkmRzTrKVii+2sYXGRNdhC1mALWYMtLmaMS1fsu5D0E5J+IgzDB0OPvSXpvw2C4B9J+r8kLUv6SUmfmOYFfN8vYpxALt/3tbe3d+OkdnZ2NvFzFHE5S9WzOZpUcrjK9311Oh0nf4CiWcgabCFrsIWswRYX33+SesvCMPxGGIY/klFypI/5h5L+weNPvyMIgm+yMzpgcmX80JzmspWqS44qLdKuK5KbvyVAM5E12ELWYAtZw6Ii+e76Surjj1Q2CqBiLl+2cnR0pKOjo8KeDwAAAMD8KDrc9Uzq46l+zWqMKXgowCBjjA4PDyfKWhmzBFybzUHhUR5jjPb39zmvoXRkDbaQNdhC1mCLixmj6HBQEAQbkr7n8acPJH11mq+P47jwMQFpcRyr2+3OnLUyL5GYZ8bGvJeEUHgUL45jRVHEeQ2lI2uwhazBFrIGW1zMGEWHm/6cpGT/yJ8Ow/CqysEANmStz5FVWrg2myMLZQcAAABQHXZdcUwQBP+apB95/Ok/1/UOLVP54R/+YS0vL/c/X1pakiR97nOfk3TduA1PL/J9f2CxIo7hmFHHnJ+fyxiji4uLzGMuLy/7z5M0vMvLywPHGGMGXssYo6WlpX5eJzX8NSsrK7q6ulKv1+vfl2yt9uDBA62urvbHlT5meXlZa2trA889/P1YXV3VysrgafPRo0eZx7z99tuSpGeeeebG86ysrAz8P5r1WpMcs7y8rOXl5RtjypL+ul6v1/+enZ6e6tatW/3Hk7/T4eesKodJ1oa/xsX/Lzim3seQMY6xfczl5aWGuT5mjqnXMcm/x87Pz50YD8c095jz8/Mb/46uGkXHCEEQ+JKem/NpLsIw/J0JX+8PSPpFXW8r+76kfzcMw4dTv+DFxcAbv+Xl5f6bO2OMXn755Ruh3d7e1nPPPccxHDPRMZeXl3r33Xf127/92/I8T61WS88++2z/mNdee61fIiRFx+bmpp5++mlJ12+033zzzYGiIY5j+b6v9fX1/jFZK4Xfvn1bDx9+8L/FnTt3BvJ+69Ytvfvuu/3ZIEtLS7p37548z9OHP/zh/nEPHjzQG2+80T/m+eefv/GPzuPjY73++uuSrsuST3/60zfKh8PDQ7388suZxyR/luHnefHFF288z7THJGP2PK///3fyfUt/f5Lv4Xvvvde/b2VlRU899VT/+K997Wv9v/dke7A7d+7oW77lWyRd/51++ctfriSHxhi98847euONN/St3/qtpb4Wxyz2MXfu3Ol/7MJ4OKbZx/R6Pb366qsa5vKYOaZ+x7z66qt655139JWvfKX/7wHXx8wx9TzGGKNPfepTcslS+o0GBgVB8KykgzmfZj8Mw49O8FrfLOn/kbQj6UJSEIbhL0/6IkEQ3JL0UJI+//nP68knn+w/5kLLxzHNOub8/Fxf/vKX9e3f/u1aWVnpH3N2diZpcEbHu+++K2lwRsfp6Wn/pJh4++23b8zOyFtvI335yvDXPHjwIHdGR/J48ucYntGRzMLI+350u93MGR3pAqWo2Rrjjmm1Wv0ZHXfv3u0fk36z1m63+x+nj1laWhr4PD2jIzl3rKys6NatWwNfU0UO4zjWq6++qk9+8pMDvylw8f8Ljqn3MZL0yiuv6IUXXpDv+5WPh2Oae0wcx3r55Zf1/PPP3zjPuzpmjqnnMe+//75eeeUVffzjH+//IsP1MXNMPY+J41i3b9+eblp2ySg6RrBVdARB8E2S/m9Jz0qKJf3bYRiG07xIuuh46aWX+r9JBsry6NGjGzMukqIjLW/h0az7i1qnY57tZeddkNSWVqvV/3h7ezvz43TRMfzY1tZW/+PNzc3Mjzc2Nvofp2eN2GaMyZzdAxSNrMEWsgZbyBoscqro4NKVEcIwPFTJf2FBELQl/ZquS44rSf/+tCUHUIVJf2hubm4WvstKu92eeVHS7e3tuXZmsWl4UdOdnZ2pvv74+PhG2VFH/AMNtpA12ELWYAtZw6Ii+RUKguAZXZccH5VkJH1/GIZ/v9pRAW5Jz0JIG/UGPu9rJpGeKWFbsj3tPNvU1qXEAQAAAMpC0VGRIAjuSvpVSd+m65LjB8Mw/LtFPHfWdcdAkYwxOjw8LDxr6cspyjRPEVK0eYsNqdnlhjFG+/v7nNdQOrIGW8gabCFrsMXFjFF0VCAIgg9J+hVJz0vqSfozYRj+QlHPn+xyAZQljmN1u90bWUuv6TBOei2IcWzP6rBp2stRFk0cx4qiiPMaSkfWYAtZgy1kDba4mDHW6LDs8aKh/6ekTz6+60ck/b0gCG6P+LKzMAyvSh8cUJK8dTqy7k9mdQwvTJq3tsao9TpGrccx6rFWq2V1UdKdnZ25ZnTUpdQBAAAAbGBGh33fKelfSn3+E5LeHXP7g5bHCBQubwZH3v1Zl7Fsb29nvqlvt9u5szvqUgIwswMAAAAoBkUHgEJNc/lKYlTZkVd4ZJm27HCtBCmi7HDtzwQAAADYxqUrloVh+OsqectatpFC2TzP69+mMWqr2VGPbW1tzX0pS97xrm03O+9lLE0za9aAaZE12ELWYAtZgy0uZsy9EWFuvu9XPQQ0nO/72tvby83aqFkdoxYhHfXYtJeyZJlmtkOV28ziA77vq9PpcF5D6cgabCFrsIWswRYXM0bRAWAmZTW305YdUnaBMWpHFlfNus1sekaKS7NTiuLibwnQTGQNtpA12ELWsKhIPgDrxm0tO0vZMamsUqTqdS0mLTjSx9jcFQYAAACoE4qOBjLGVD0ENJwxRoeHhyOzNm5R0qLLjjrO6ph1BsciMcZof3+f8xpKR9ZgC1mDLWQNtriYMYqOBorjuOohoOHiOFa32507a/OUHXVHwTGZOI4VRRHnNZSOrMEWsgZbyBpscTFjFB0AZmLrms9RW88Om3RWR5WXqjCLAwAAACgXRQeA0oy7fEWabNbGvGXHJLK+jp1XAAAAgPqh6ADQeHmzOobLjaz7ii47dnZ2tLOzU+hzAgAAAPgARUcDsY0UyuZ5Xv/morxLWCa9jGW48Gi1WhQeFXE9a2gOsgZbyBpsIWuwxcWMLfV6varHgAIEQXBL0kNJeumll7S+vl7xiNB0xhhdXl6OPe7s7Gzk46enp2OfY9QxJycnuY9FUZR5//Hx8cTH5z1HoqhtXiddtyNdjqTLl3Qxk/44Xe6k709f9pO+NCj9cfrSo9XV1YnGVwZjjJM/QNE8ZA22kDXYQtZg0VLVA0gj9QBmMskPzXElRxGy1ukYJ2/b2UlmdwxLZnvMO+uDGR75+AcabCFrsIWswRayhkW1UvUAAKAs29vbuTMy2u125syOpNQY/rp02TFqlkdW2THNrI+k7GBnFgAAAGA2VHwNZIypeghoOGOM9vf3x2atqF1X5jFqNkbezI7k6/K+Nnls0h1eZpntweyOa5NmDZgXWYMtZA22kDXY4mLGKDoaKI7jqoeAhovjWFEUWcvauDJk3OUr48qOWQuPSR5PY7va6dnOGhYXWYMtZA22kDXY4mLGKDoANMIkZYcLhQdlBwAAAFAuig4AtTDJJS6TLEw6rowoovAYZ56yg7U7AAAAgNEoOgBUrsh1OiYtO8osPCZ5/iJmdhS1tS0AAADQJBQdDcQ2Uiib53n9W51NMvuizMKDy1jGa0rW4D6yBlvIGmwha7DFxYy5NyLMzff9qoeAhvN9X51Op7CsnZ6eFnJMmUaVHTald2NZhKKk6KwBecgabCFrsIWswRYXM0bRAWAmLja3knRyclL1EFAwV7OG5iFrsIWswRayhkVF8gGU5uzsbOwxRc7mcLXkmPXylfTsDQAAAACToehoIGNM1UNAwxlj9Prrr1vJWpklRxRFUx0/bq0OFM8Yo/39fc5rKB1Zgy1kDbaQNdjiYsYoOhoojuOqh4CGi+NY3W537qyNKzGqXpcD1YvjWFEUcV5D6cgabCFrsIWswRYXM0bRAQAAAAAAGoOiA4CzNjc3qx4CAAAAgJqh6ADQCFtbW1N/DetqAAAAAM1D0dFAbCOFsnme17/NgxkbUrfbzX3s6OhoovuarKisAeOQNdhC1mALWYMtLmbMvRFhbr7vVz0ENJzv+9rb27OStSaUIdPu7jKpdElS1mtUzfd9dTodzmsoHVmDLWQNtpA12OJixig6AMxkfX296iHcMMvlK3Cfi78lQDORNdhC1mALWcOiIvkAAAAAAKAxKDoayBhT9RDQcMYY7e/vj83axsbG2Oea5NKUaS5fmXZWh40FSYt8jZ2dnf7HrVarlNdwyaRZA+ZF1mALWYMtZA22uJgxio4GiuO46iGg4eI4VhRFZK0A6bJiWLrUWFRkDbaQNdhC1mALWYMtLmaMogNALZQ5qwMAAABAc1B0AKhcE3ZWKQuzOgAAAIDprFQ9AAA4PT0t5JiTk5OJX9Ol7VhbrdbAVrEAAAAAZkfR0UBsI4WyJRkbl7Wzs7ORj89bcExabLhUamA6nuf1b0CZyBpsIWuwhazBFhczRtHRQL7vVz0ENJzv+9rb2xt5Upun5Mh7zIVio91u6/j4OPOx7e3t3Nce9dgoR0dHU39Nk/i+r06n4+QPUDQLWYMtZA22kDXY4uL7T4oOADOZteQoo+Co+4wNLlsZjX+gwRayBlvIGmwha1hUFB0ACjVLyTFNweFCqTFqVgcAAACAalHxNZAxpuohoOGMMTo8PJw4a6enp5llRt79JycnN0qOKIqcKDnG2d7eLvX5F+1SFmOM9vf3Oa+hdGQNtpA12ELWYIuLGaPoaKA4jqseAhoujmN1u12rWSu7QJhWu90u/TXGlRqLcMlLHMeKoojzGkpH1mALWYMtZA22uJgxig4Apdvc3Kx6CAAAAAAWBEUHgMrUvQCxMatjUnW4rAcAAACwgaIDgHO2trYy73ft8pU8eeOsy/gBAACAOqPoaCC2kULZPM/r3+CeJs3uIGuwhazBFrIGW8gabHExY2wv20C+71c9BDSc7/va29ur5KQ2blZEk97k4zprnU7HyR+gaBayBlvIGmwha7DFxfefFB0AZlLVD806Fxl1HnuV+AcabCFrsIWswRayhkVF8gFgRsfHx5n3V11osBYIAAAAFhlFRwMZY6oeAhrOGKPDw0OyhtIZY7S/v0/WUDqyBlvIGmwha7DFxYxRdDRQHMdVDwENF8exut2u9axVPVMizbXZHE2dxRHHsaIo4ryG0pE12ELWYAtZgy0uZoyiA4BzTk5Oqh7CSHklxyhlFCCtVqvw5wQAAADqjqIDAAAAAAA0BkUHAOdsbW1VPYSR2u121UOQJHW73aqHAAAAADiHoqOB2EYKZfM8r3+zqc7rUJQ9dpfWLylSVVnD4iFrsIWswRayBltczJh7I8LcfN+veghoON/3tbe3t9BZy5vV4UIZ06TSw/d9dTqdhc4a7CBrsIWswRayBltczBhFB4CZuNjcopnIGmwha7CFrMEWsoZFRfIB1Mr29rYTsyYkt2d1JGbZIQYAAACoM4qOBjLGVD0ENJwxRoeHh5VmLSk80jc0jzFG+/v7nNdQOrIGW8gabCFrsMXFjFF0NFAcx1UPAQ0Xx7G63S5ZqwFXdoiZVRzHiqKIrKF0ZA22kDXYQtZgi4sZo+gA0AhVLMCZd1lIkxYDBQAAAOqGogOAk7a2tqoeAgAAAIAaougAAAAAAACNQdHRQGwjhbJ5nte/wT1NWpiVrMEWsgZbyBpsIWuwxcWMuTcizM33/aqHgIbzfV97e3tTZW1zc3Oq+6fVpDf3+IDv++p0OpzXUDqyBlvIGmwha7DFxYytVD0AAPXkYnM7XHawKGgzuJg1NBNZgy1kDbaQNSwqkg+gUBsbG4U917wLkm5vbw/cipa3dSuzSwAAAIDqUHQ0kDGm6iGg4YwxOjw8LCxrRV2+Mk7Zxcckr4/pGGO0v7/PeQ2lI2uwhazBFrIGW1zMGEVHA8VxXPUQ0HBxHKvb7U6dtVkKjTK3ma26+MB4cRwriiLOaygdWYMtZA22kDXY4mLGKDoAOMHWrI5RmlJ6sDYJAAAAFhmLkQKYied5Wl1d1erqav++i4sLSdnrdJydnUnKLjROT08zH0vuz5rVcXJyMuPIJ7O9vT1zYZD3dRQQAAAAQPkoOgAUJl16JOYpP/JmeZyent4oP8ouPrIcHx9bf81pHR8f5y6aCgAAADQRRUcDsY0UyuZ5Xv82Tlb5IV0XIHk7tJydnU0986OMWR/zzOqYVLfbzbz/6Oio1Neti2myBsyDrMEWsgZbyBpscTFjFB0N5Pt+1UNAw/m+r06nM9dJbZbZH5PO/Mi75KXIWR95szlcvmwliqLarT9SRNaASZA12ELWYAtZgy0uvv8k9QBmUsYPzWTNj+GbdF1+DN+k69kd6VvWfcn9W1tbA7e6Ss/2SM8ISZcp6Y+zSpl06ZMUQ8MfJ5cWSR+UUFXgH2iwhazBFrIGW8gaFhUzOgA4b3j2R97Mj6xZH1mXu9iY8VG2pOzY2dkZKDuSj1utVr/sSF+Ck8zoaLfbA/clf/atra2B71n646T4SH/f8y5NAgAAAKqy1Ov1qh4DChAEwS1JDyXpF3/xF/XEE09UPCI0mTFGBwcHun//fiW/KcibXZCegZBIz1CY5P6ssiPvspMiLl8pao2OnZ2dsce0Wq3+x0nhkb6UJb1oafr+dCGULozSHw+XTkUVIFVnDYuDrMEWsgZbyBpsMcbI87ylqseRxoyOBorjuOohoOHiOFYURdrd3dXa2lrVwxkpPSthkvu3trZulB3Jm/7hoqLdbmeWHdMsYtpqtTLLjp2dnanKjvQMjzzDMz9GzfpI/lzTzvxIPi9q9kedsoZ6I2uwhazBFrIGW+I4di5jFB0AFtY0ZYeUXWDklR1ZbOziMknhkZj2kpdx5Yc0/aUvEpe/AAAAoFgUHQAaY2NjI/PylbxCY5R5y468UiPr/rxZHfOYpvBIm7X8kKqf/QEAAABIFB0AFtyoEqSssmNS016+kmXWwiNtkhImb8bHKHkzPtKq3O0FAAAA9cSqNA3EYkMom+d5/VuT5e3CkvUmftLLV6pydHQ0d2kyqSK/F4uSNVSPrMEWsgZbyBpscTFj7o0Ic/N9v+ohoOF831en02lE1qa9pGWaGRrzrsdRRjFRVuFR1tojTcoa3EbWYAtZgy1kDba4mDEuXQEwExeb26xLH2aVN5sjyzQzGMpejHRS6bJj1staoiga2Ia2LC5mDc1E1mALWYMtZA2LiuQDaLy8WRt5909zyUoeVwqNSUwzy6PoRVMT086sAQAAAPJQdDSQMabqIaDhjDHa398naypmPYqyyoNp2VzHQ5qs3CBrsIWswRayBlvIGmxxMWMUHQ0Ux3HVQ0DDxXGsKIqsZe3i4mLglnZ2dta/JU5PTwdu4+6XrmdxJLcsdZqhMS/bhccotrOGxUXWYAtZgy1kDba4mDHW6ADgjHFbieatwTHtpSmJadbhmHer2Do6Ojqaa1vaLCcnJ9ra2ir0OQEAAIA0ig4AlZi11JBmLzak6cqNSbTbbee3lp1HMrNjnsLD1qKlAAAAgETRAaBk8xQa0ujyYtIFLIsuN2xw5dKRWR0fH6vdblc9DAAAACwgio4GYhsplM3zvP4trcxSY5LH0+pYbtRdGTM38rIGFI2swRayBlvIGmxxMWMUHQ3k+37VQ0DD+b6v7/iO71Cv18stN2yWGomyy41FXKcjS7fbVavVklT+ZSm+76vT6Tj5AxTNQtZgC1mDLWQNtrj4/pOiA8BMyvyhWeQioihGGQuTTop/oMEWsgZbyBpsIWtYVBQdDgiC4A9J+iFJn5L0tKQTSb8l6WfCMAyrHBtQhlnX3aDgAAAAADAOFV/FgiD47yT9Q0l/XNKupFVJH5b0xyT9UhAEvxAEwVR/T8aYwscJpBljdHh4mJu1WXZMGffYopUcVc2ecI0xRvv7+5zXUDqyBlvIGmwha7DFxYxRdFQoCIIfkvSjkpYk/VNJf1TXMzpekPR3Hh/2/ZL++2meN47jAkcJ3BTHsbrdbqFZq0PJMc36HGynWow4jhVFEec1lI6swRayBlvIGmxxMWNculKRIAjuSPpLjz/9Z5L+cBiG7z3+PJL0J4IgWJL0fZI+GwTBXwvD8J9XMFRgKrPM5si735WCo2ytVkvdbrfqYQAAAACNwIyO6ny/pKcef/xjqZIj7YclXem6kPqPbQ0MKMMsu6gAAAAAwLQoOqrzbzz+77mk/z3rgDAMf0/SP3r86ffaGBRg26LP5gAAAABQLIqO6nQe//dLYRiejzjuNx//95uDIHhqxHF9bCOFsnme17/ZFkVR/2Yb627YV2XWsFjIGmwha7CFrMEWFzPGGh0VCIKgLWnz8af7Yw7/ndTH3y7pH497ft/3ZxwZMBnf97W3t1f5SS1ddlBCNJPv++p0OpVnDc1H1mALWYMtZA22uPj+k6KjGul3ZG+OOTb9eKuEsQAzqWo2x6SP2Sw+2u22jo+Prb3eouEfaLCFrMEWsgZbyBoWFUVHNW6nPn405tj0Fha3c49K+cxnPjNwUltaWpIkfe5zn5N0vf3P8F7Hvu8PfA3HcMy4Yy4uLnKPuby8vPE8xpiBY66urmSM0eXlZf++5eVlLS0t9dfn6PV66vV6mkW6+Gi1WjeeZ2lpqf//Rt5rZR0zTvprVlauT7FXV1f9r93e3tbJyYmWl5cHvs7zvIHv2crKip544omBYx49ejRwzOrqav81bByztrY28HkcxwPfk0mmx/Z6vYG/8ziOtby8fCM/5+fnA1/jQuY5hmM4hmM4hmM4hmM4JvuY9L8TXUDRUb1x75ymfpd3fn4+8OZseXlZq6urkq7fbL788ss3Qru9va3nnnuOYzhm4mPee+89bWxsSLouEp599tn+Ma+99tqNUmBjY0NPP/10/5ivfe1rN4qOJ554Qk89db0UTa/X08OHDweew/O8G4VE1hvr4WNOTk76/w8kfN/X+vp67mvlHbO+vj5Q8gy/1p07d/r//926dUuS9O677/aLl6WlJT3//PM3xn379m29/vrr/T/Tiy++eGNP8sPDQ7388sv9Yz796U/fKEzKPCb580jXRceDBw/0xhtv9P9c9+7d63+/kq9Lf3+S72G6xDg5OdHm5uZANl577bWBc9ijR4907949ffSjH+0f4+r/FxxT32NarZaWlpZ0//59Sap8PBzT3GOMMdrf39dbb73lxHg4ptnHPHz4cOAXJ1WPh2Oae8yLL74olyzN+ttSzC4Igu+Q9MrjT38yDMP/fMSx3yMpTD4Nw/ALOcfdkvRQkn72Z39WH/rQh/qPudLycUxzjjk7O9NXvvIVPf/881pbW+sfkxQAw8/z6NEjrays3Pit/TvvvDPwWsvLywOFgzGm/zxvv/22pNlnYhR5zIMHDzQsuXQl/TXJcekZHZIyZ3R8/etfH/ieraysqNvtDhxT9YyOj3zkI/3P796925/RkVwm5HnewCVDzzzzTP/j5P5erzdwfnryySf7Mzo2N6+XLrq8vOwXUxcXF/rqV7+qF154oV+sSW7+f8Ex9T7GGKNXXnlFL7zwgtbW1iofD8c095jz83O9/PLL+vjHP37j3OvqmDmmnse89957euWVV/r/Xqt6PBzT3GPOz8+1ubm5JIcwo6Ma6XcvT4859pnUxzffXWVYW1sbOXXI98cvFsMxHDPqGGOuL0MZzlry5jQ9e+Li4iIzj2dnZ7p79+6N+7NmaEi68Y/BxMnJyUAZkWW4sCjzmHRhcufOncx1Ra6urnR1dTVw3/APksvLS73//vsjX+vi4mJgdknZx6RnYmQdny6m8iwtLQ38XWZlbmVlZSAznnfzkhgX/7/gmHofk863C+PhmOYfM3yuq3o8HNO8Y5JfMo16b+DamDmmecdUhaKjAmEYHgVBcKrrnVeeG3P4N6c+/u3yRgWUY/iSkVmcnp72f9s/qWSdDwAAAACLhaKjOr8l6Y9I+mQQBGthGJ7nHPepx//9nTAM37IzNKB8WQXIxcXFwOUJ4zS9ANnZ2dHR0VHVwwAAAABqhaKjOv+HrouOdUnfK+nvDR8QBMFHJP3LqeMnkjf1HyhKcilB0VkrYvaHNFsBIs1XgrDFbDnKyhowjKzBFrIGW8gabHExYxQd1fmbkv68pKck/YUgCL4QhuHwBfn/o6RlSZeS/sqkT+zytVJoBt/31el0rJ3UhguQZH2IrNkfZ2dn9QOZwgAAIABJREFUmSXH6empJI18bGtra+D+aYoPSo5y2M4aFhdZgy1kDbaQNdji4vtPio6KhGH4VhAE/5Wkz0n6mKRfD4LgRyS9KmlH0g9L+hOPD/+pMAz/WTUjBbLxQ7N8XLZyjazBFrIGW8gabCFrWFQkv0JhGP60pP9BUk/Sd0r6NUmRrreeTUqOvynpRysZILAAktkcZcjacQUAAABAuSg6KhaG4Y/qeq2O/0XS70u6kPSmpH8g6XvDMPxTYRiO3q9xyLjtHYF5GWO0v79P1lA6sgZbyBpsIWuwhazBFhczxqUrDgjD8Dck/UZRzxfHcVFPBWSK41hRFGl3dzd3X/YqnJ2dFfZceetzzDtLg1ke03E1a2gesgZbyBpsIWuwJY5j5zLGjA4AAAAAANAYFB0Aamd1dbV/S9vY2Ojfhm1ubvZvk9y/tbXVv6Vtb29re3v7xvO32+0b92Udl3UfAAAAgOJw6QqAWhsuO8YZtf1s3v1Z284mhUX6UpSk7EhvNbu9vX3jcpWs+1qtlrrd7lR/FgAAAAA3UXQ0ENtIoWye5/VvrsoqQC4uLjJne+SVH+OkCw/pg9JjuPDIKkUmKTt2dnac2mL26OhIOzs7kqRut6tWq1X6a9Yha2gGsgZbyBpsIWuwxcWMLfV6varHgAIEQXBL0kNJeumll7S+vl7xiNB0xhgnT2qzuLi4yLw/a3HT9Ha06Y/Ti5cOFxjpGR7Djw8fOzyrw6WiQ1K/6JA0UHQkZU66+ElfzpO+Pz1DJl0wpT9OF1IrKyuNyRrc1qTzGtxG1mALWYNFS1UPII0ZHQBm0qQfmtPM/hgna5ZH1gyPpOAYnu1R90tYoigqfB2SJmUNbiNrsIWswRayhkVF8gEgw7RrfyRGLV7abrf7pcfwoqbpj9MzJdIzKOpmeCYLAAAAYAMzOhrIGFP1ENBwxhgdHBzo/v37jflNQdGXrwxLz9zI2qElLYqiftnR7XYHyg7XLmWZ1KwzPYwx2t/fb1TW4KYmntfgJrIGW8gabHHxEimKjgaK47jqIaDh4jhWFEXa3d3V2tpa1cOZSl6hIWWXGtJgmTH8+ahyI8vwIqTpy1pmveSjruXHJOqcNdQLWYMtZA22kDXYEsexcxmj6ADQWNPM0pBuFhp5j01bbgwbtTVtUZpcfgAAAACjUHQAqL0iZmmMu1+av+AYlrXFrJRfehSx0Oe8BUh6i9lZnZyc3FjLBAAAACgKRQeA2pl2poY0fbFRdKmRJ2t2R1qRMz2G1/tIzFp+dLvdgYVTAQAAABdQdDSQawvBoHk8z+vfqrC6uppZdiTbwWYVHpubm5mlRt79yYwD24WHNHnpkd6uNi1r5kd6gdNEso3tcPnh0mUvVWcNi4OswRayBlvIGmxxMWMUHQ3k+37VQ0DD+b6vTqdT6Uktb/vXi4uLfuGRdnZ2ps3NzRv3n56eZt6fPJZ1iUXZ5UfW5Sl5l7jMs4Vrq9Xqlx2zfn3ZXMgaFgNZgy1kDbaQNdji4vtPig4AM3H1h2ZWAZJXfoySV4DklR9SuQVI3noetr4+Me/6HJKmXp/D1ayhecgabCFrsIWsYVFRdABovCpnf0jlFiBZszqKKjUAAACAOqLoaCBjTNVDQMMZY3RwcKD79+/X+jcFZc/+SB4r6vIXWwXGzs6OM+t0GGO0v79f+6zBfU05r8F9ZA22kDXYYoxxLmMUHQ0Ux3HVQ0DDxXGsKIq0u7urtbW1qodTqKJmf0j1uPxl2nU6kgJkZ2dnqq9rt9szlTQXFxd688039fTTT2ttbS337weYV5PPa3ALWYMtZA22xHHsXMYoOgBgAskb7OHdXtLlx/BuL0nJMbyrS979Urm7vRQ5G2R4xsfR0VF//Y6kAGm1Wv3XTL92erHVZCeZ7e3t/p95a2ur/73Z2NjQ+fm5oijS3bt3+9/j9Ped8gMAAABpFB0AUICsLW1nlVdyZBUV8+y6ImmuXVeGjbrcJav8SM8wySs/jDE6OzvTu+++O/A9Ts+USX9MAQIAAACKDgAoUdasjbK5shDpcPExfLnLJOWH53m6c+eOHj161P+6vNkfm5ubAx8z+wMAAGAxUXQ0kGsLwaB5PM/r3zCbvAJkmtkcZSlrIdKs4kPSyPJjeXlZn/zkJ/X666/LGKPt7e3+LJb0uh+TlB/J5wkKEKRxXoMtZA22kDXY4mLGlnq9XtVjQAGCILgl6aEkvfTSS1pfX694RGg6F1dXtmF4jY5E3qUreYVGEUVH3mUrWcfmFSVZl65UteNKUnwM8zxPxhi1Wq3+felLXYY/Ty59Gb4/vQAsl74gy6Ke12AfWYMtZA0WLVU9gDRSD2Am/NC0x5VLUcp2dHTUv6UlW2anS5l5vyfpoin9cbqwyiu10Fyc12ALWYMtZA2LiuQDgOOGZy8sgqzCY15lbt0LAAAAd1B0NFDy20+gLMYY7e/vkzWU7utf/7o+9rGPTfUbqfQlPYsyGwbz47wGW8gabCFrsMXFjFF0NFAcx1UPAQ0Xx7GiKCJrFUuvRdFU6+vrunPnjnzfl5R/+QqFBubFeQ22kDXYQtZgi4sZo+gAgAWwiJe/AAAAYDFRdACAQ9I7g6RRVAAAAACToegAAAAAAACNQdHRQGwjhbJ5nte/oVh5O4PMuwZFXdewuLy81NXVla6urqoeChqO8xpsIWuwhazBFhcztlL1AFC8ZNE+oCy+76vT6Th5UkOzXFxc6Etf+lJ/Ne9Wq1XxiNBUnNdgC1mDLWQNtrj4/pPUA5gJPzSrl95GdRbpHUxclrdlWXrdkvTHi7AbDcrBeQ22kDXYQtawqJjRAQBw0s7OztzPkS5A8hZ6BQAAQLNQ8TVQ3m8/gaIYY7S/v0/WUIqdnZ1+yeF5nj72sY/xGymUjvMabCFrsIWswRYXM8a/HBsojuOqh4CGi+NYURSRNRQqXXAkfN9Xu90u/NrPzc3NQp8P9cd5DbaQNdhC1mCLixnj0hUAqKl2uz33Oh0umPQSlfRCpOlLUuZF6QEAANAszOgAgArkvbnOW0eiyDf2rsiawTELFiIFAABAGkUHAJTI5dkCVW7VOm3Bcffu3alfo4nlEAAAAMbj0pUGYtE+lM3zvP4N9bC9va0oiqoextQFx9XVVf+WKLPA2NjYKO254TbOa7CFrMEWsgZbXMyYeyPC3IpetA8Y5vu+Op0OWXOUyzMZjo6Opjr+8vJSv/mbvzlQdABl4LwGW8gabCFrsMXFjFF0AJiJi80trmXN3HBhNkfi6Oiof5uEMUbdbrf/+aR/lln+zGdnZ1N/DZqD8xpsIWuwhaxhUZF8ACjR6elp1UNw2rSlR5Z0odGEXWgAAAAwH4qOBjLGVD0ENJwxRvv7+2RtDnkFyMnJibUxpGdJuCCr9PA8Tx/72Mfked5MszomQRkFifMa7CFrsIWswRYXM0bR0UBxHFc9BDRcHMeKooisWeTSpSc2JIXHycmJ2u32zNd+pr9v6RKJcgPDOK/BFrIGW8gabHExYxQdAFBTi3KZxqNHj/of583q4PIVAAAAJCg6AAAAAABAY1B0AMCCarVaVQ8BAAAAKBxFRwOxjRTK5nle/4bqtNvtiY/d3t6e+NidnZ1ZhlOKy8tLXV1d6erqquqhoOE4r8EWsgZbyBpscTFj7o0Ic5t10T5gUr7vq9PpkDWU7uLiQl/84hd1eXlZ9VDQcJzXYAtZgy1kDba4mDGKDgAzcbG5xbVpZm/U4fIVF7csQzNxXoMtZA22kDUsKpIPALjBpctXRplk55VJtphNf3x2dtb/+OLiQhcXF8UNGAAAAKWj6GggfvuJshljtL+/T9YsmmaWRpnPYZvneXrhhRcGfiOV3mJ22HDZkRQeURT1Hzs5OenfTk9PM29nZ2f9m/RB4TF8Q3NwXoMtZA22kDXY4mLGKDoaKI7jqoeAhovjWFEUkbU5bG5uZt6/tbVleSRuW19f17PPPjvy2s90uZH1+fDsjqzSQ1K/5Bj+OF16TFKAoJ44r8EWsgZbyBpscTFjK1UPAACabHNzc+CyiKK12+2BN/KLKoqigRkrw58n36P0TjVJ2bG9vT1wScs4SUmVvsQlsbGxkVt2rK6uTvwaAAAAmB1FBwDghqOjo6qHMLd0kZEYV3hIH6zjsbW1daOkGlVcbW5uZpYfUn4BQvkBAABQPIoOACjAxsZG7pvcaW1tbWXOMNje3r5xWcYiWF9fv3Fft9u9sWPM8CyOUfcfHx8PlB3JcdLNwiORVXwk8goQZn8AAADYR9HRQGwjhbJ5nte/AWW6vLzUe++9p9///d/XxcXFwG4woxYlTZu3IMoqPobXUklKjuG1V/Lul67Lj42NjZnHhWJxXoMtZA22kDXY4mLGKDoaaNSifUARfN9Xp9Nx8qRWJ2Wv3zGsjrNBLi4u9MUvfrG/mnfeJTVJATJp+TGrcaXHqMKDssNtnNdgC1mDLWQNtrj4/pOiA8BM+KHZDFnFgGvrc0yyZdmoAqSs8iNrTY9EVuGRV4JklR0XFxdcvlIBzmuwhazBFrKGRUXRAQBoLFsFyPDOLUnpkVd45G0vDAAAgPlRdDTQJL/9BOZhjNHBwYHu37/PbwpQKs/z9IlPfEKvvPJKoee2MguQrNJjuPAY/pxLWKrHeQ22kDXYQtZgizHGuYxRdDRQHMdVDwENF8exoijS7u6u1tbWqh4OGmx9fV3PPvusvvrVr+r9998v/fWGC5B5i4906ZFXeFB2uIHzGmwha7CFrMGWOI6dyxhFBwDUXHqb1OPjY0ka2E51eNvU9H3JFq3pN/PJwp6urdVhW3qHF0kD29mmv5fpj9N/F+n70+t3pC9b4RIWAACA4lF0AEABzs7Opv6avB1X0pc9pE2ya0r6jXbefcfHxwNvwvOeO/3GXhosQ5pWggyXGomiyg3pZqkx/DmzOQAAAIpB0QEAC2aSMkT6YHZIIl2GpAuApACpS/mRVWoMlzqJacsNaXzBkXUfJQcAAEBxKDoayLWFYNA8nuf1bxgtb9ZGGbM5itZutzMvd0nPCImiqP9xVvkhzVeAXF5e6urqSpeXlzN9/aylRtZ905Qb0mQFB9zBeQ22kDXYQtZgi4sZW+r1elWPAQUIguCWpIeS9NJLL2l9fb3iEaHpXFxd2YaLi4vM+/MuXXGt6Mh6My9lv1GXbu4SIg2OMT2u9AyQ9P3pj2cpQDzPm2jHlSJLjcSockMa/30bd5+UPZtjdXU181iUa1HPa7CPrMEWsgaLlqoeQBozOgDMhB+abpi1uJj0/uRNeN4CmunXyZr9IeUXIJNe/pJXcpRdbIw6rujvL9zAeQ22kDXYQtawqCg6AKBGiig2pn3TnTe7IL016unpaX8MJycnA5e2JOVB3iUvURSp1Wqp2+1OtePLpDNCWq1W4TNi0lvGpg1vH5u+P+v7zpayAAAAxaPoaKBJpngD8zDG6ODgQPfv3+c3BRYVNXvDJeMKCM/z9IlPfEKvvPLKROc2m+XH9vb2wGU86b+HrMIjrwTJKjsuLi64fMUyzmuwhazBFrIGW1y8RIqio4HiOK56CGi4OI4VRZF2d3e1tvb/t3fnYZbV5YHHv13QUKxK221owEmLERTcmkDiGohRozG+8mjUKKOiM6MzkLhkJqJxJlFiNsctjjJxiaIE0M6jwjvyRDM6BBeyCIpABIwIinS3dtNos1RTVd01f5xzu07fvreq7nburVvfz/Pcp87yu+ecol9+p857fsvBw76cFaFdkqNu3Uyj26yTBMPk5CQbNmzglltu4f777+/qfL0kP9atW7d327p16/abiaZarlUrj3YJj+WQhFpprNdUF2NNdTHWVJeZmZmRizETHZKkgWuXIBiWXqfCrSY91q9f3zZ500h6NCc8mpMddmGRJEnqHxMdkjRC1qxZ03bmlZWimoTYunUru3btqv283aomPVp1bakmPJqTHyY7JEmS+sNEhyQNQfVBt1eLDYxZPedC25u7pTQeuhtT6jb2V78/iGlnR9X27dv3zurSPJgqLNzKo7lrS7uER+O/8SGHHNJyKmPH7ZAkSVqciY4xNGoDwWj8TExM7P1oYf1MaCym3cCYDb0mPqpl2yU4oPMkx0JmZmaYnZ1ldnZ2SeX7bfPmzS2nsYV9kx3N69WER2MfdJ7waGhOOlWZ/OgP6zXVxVhTXYw11WUUY2zV3NzcsK9BfRARhwH3AmzatInJyckhX5HG3SiOrlyHVg+asPAgne0SHe2297PrSrsZWVppN0Bmc7JmKa04oH2So3m9uTVHcxeSiYmJoc4m1ZzoaLTqaGgeKLbVwLGNhEe7MtV/p+Z/h4UGLu10SmAtbKXWa6qfsaa6GGuq0aphX0CVLTokdcWb5vKwWCuPqsVafHTTiqN5X6v1xYzalNnVLizQumUH7JvM2LJlyz7JjuYy7Vp5QOuE2EKtbtp1ewETIIuxXlNdjDXVxVjTSmWiQ5JWiE6SHtD6AXuhBAd0nuRYrDXHctGc7Gi1rbk7S6MM7J/wWEi77lCLJT/Ari+SJGllMMU3hkbt7afGz549e7j11luNtYp+zpbRSXeTbu3YsaPjLjKdJjn6YWJigo0bNw71jdTmzZv3S8Bs3759vyTNtm3bWiZ2mrdv2bJl72ehco1/o+b/7jt37tzn0257dd/U1NR+n4bp6el9PiuV9ZrqYqypLsaa6jKKMWaLjjE0MzMz7EvQmJuZmWHbtm0cd9xxHHzwwcO+HPVgx44dA0usdNpFpZXJyUk2bNjALbfcwv3339+Hq+resFqbtJqmtqq5q0vzvoXG+NA86zXVxVhTXYw11WVmZmbkYsxEhyStcEtJdvRzgNRx0ir5sdBMLb1aKOnRLuHRbvvU1FRfWyJJkiSNChMdkqSBtuxYiepo/dEu6VHtslJNbrRq3dEq2TE9Pe24HZIkaVkz0SFJAjpLdvSjW8pKs9TkR/OsLkuxWNKjeQaXasLDlh2SJGncmOgYQ04jpUGbmJjY+9F4GbWWHbOzs+zevZvZ2dlhX8pADKLlR6ukR6uEh2N37Mt6TXUx1lQXY011GcUYWzU3Nzfsa1AfRMRhwL0AmzZtYnJycshXpHG3Z8+ekazUBm2hWSlaTesJradpXWg7jP6YGEuZcWWxqWVhadPLTkxMjORo3nWojvVRbeVRnba2ulydura6vZq8qiY4qsvVVh0rtevKSq3XVD9jTXUx1lSjVcO+gCqjXlJXvGmuXEvpttLPri0mOei4K4u6Y72muhhrqouxppXKyJckLVmrBEar1hzdGtRsJeOkXWsOSZIkFUx0jKGV+vZT9dmzZw+33nqrsbbCLDXJ0apcty08JiYm2Lhxo2+klqBdtxUtjfWa6mKsqS7GmuoyijHmX45jaGZmZtiXoDE3MzPDtm3bjLWKduNzdGMUx+cYdEuOdiYnJ9mwYcOKGnfomGOOsWXLEFivqS7GmupirKkuoxhjzroiSdpPty0wOvle80CkK92gkhujNIuOJElSHWzRIUnaa9u2bX0dSFRLN4ipZiVJklYiW3QMQUQcAJwOPAt4EvAo4ChgF3AH8BXgQ5l53dAuUlJLrabdnJ6e3mdqzqqpqal9pvBs2LlzZ9vt7d7A19GlpdXYDp0kPtatW7fk8mvXrrVVR5NqsqOXFh7btm3b+2+5Y8cOW3VIkqQVxUTHcHwD2Nhi+2rgpPLz2oj4n8CbM3Ouk4M7aJ8GbWJiYu9HrZMf0D4B0mnyo7Gv1cNqXcmPOlt5HHPMMXsf+GdnZ9m9ezezs7O1nX85qSY0tmzZss+ApOqM9ZrqYqypLsaa6jKKMWaiYziOBOaAK4FNwNXAZuAw4OnA+cDDgDdRtPL4o04Ovnr16n5eq7Sf1atXc+qpp45kpTZKOm390c6otv5Yv379kgck7TZZMj09zec///mRHM170DZv3ry3Vcf27dtZu3YtsG9yQ/1jvaa6GGuqi7Gmuozi86eJjuH4DHBhZt7UtP0u4MKI+CJwLbAeeHNEXJCZP677IqV2zj33XAA++MEPDvlKlp9+tf5YyDBbf3Rqse4rjd99586ddV2SVijrNdXFWFNdjDXV5dxzz+WOO+7418w8edjX0mCiYwgy87xF9m+JiHcD7wIOohjL46I6rk3ScAx67I+FLCUB0kmLjLq7uqi1duN0VGOkujw1NbU33qanp9sm5SRJkkadiY7RdWNl+dhOvrgSm3irftPT0+zZs8fmkH02PT3dcvvU1FTb7yy1tUMn3V9aJT+q3SUaiYzmMSEaXVlalW3ubtHY3uiSAfNTzja6bOzatYsDDzyQe++917qtoprEqP73rXYlWr9+/T77Gv+ma9as2RszRx555D7LjTg75JBDWsbiuCc/rNdUF2NNdTHWtFKZ6BhdP1dZ7qjN9szMTJ8vRdrX3Nwcu3fvZmZmhoMPPnjYl7NsdZrUGET3jU5bfzSsWbNm0WQIFA/hrQbI3LJlS8uyzdtuuOEGJicnOeWUU/aZkcSpWPf/79W83kh6VBMegzIOCRDrNdXFWFNdjDXVZW6uo7kzamGiY3S9uLL89aFdhaSejUJCo1OLJUAWGgi1qlqmmhhZakLku9/9LhMTE5xwwgk86EEP2ru9VSuQcUt+NE8vWx2QtKFVsgNom/ColulUtcVH1Upt/SFJkkaXiY4RFBHPBJ5brn41M7/dyfd37dpl1lYDtWfPHubm5ti1a9dIZnCHqdOkxj333NPR9qojjjhi6RfWg+bz3HPPPV3VMdVERvPvd/jhh+9XfseOHRx00EHs2bOHNWvW7E2abN26laOOOgooHv4b26tJlbvuumvv8lJnhhkl69evb/n/VqvuOz/+8Y/3S4Bs3bp1v2133HEHAEcfffTebY3k0Nq1a9m6dStQ/HdsNUDsAw880PJa28Vhu/FlRjUBYr2muhhrqouxprqUf5+siohVmTkSwbbKoB8tEXEccA1F15UHgF9eSqIjItYBPxnw5UmSJEmS1MrhmXnfsC8CwFFpRkhEHAFczvz4HK/vtDWHJEmSJEkrmV1XRkRETAIJnFJuentmfqiDQ2wHHlou39/Pa5MkSZIkaREj8xxq15UREBEHAZcBzyk3vTMzzxviJUmSJEmStCzZdWXIIuJAYBPzSY73meSQJEmSJKk7JjqGKCIOAC4Bnl9uuiAz3zjES5IkSZIkaVkz0TEkETEBfAJ4Ubnpo8DvDO+KJEmSJEla/kx0DEFErAI+DJxVbvoE8JpRmXNYkiRJkqTlysFIhyAi/hJ4Xbl6GfBKYM8CX5nOzOmBX5gkSZIkScuc08sOx+sqy2cCP1uk/NuBt8HecT0eA5wKnFb+fBywuiz78My8vV8XGhGHA68HXgg8AjgA+AHFVLjvzcyf9OtcGk1lC6SXUyTkHgscCWwBrgTen5nX9Xj8fwBOX0LRKzLzN3s5l4YjIk4HzgGeTDEN9g7gWuDDmZl9OP5q4D8DLwVOBA4B7gT+jmKA5+/3eg4tD4OKtYh4G/BHSyh6X2Ye3u15NNoi4nj2/fvrF4Ejyt2vyswL+3iugd57NdrqiLWIOBv4+BKLr8vM7b2eU6OlfK48HXgW8CTgUcBRwC7gDuArwIf6Vd/UXa/ZdWX5eRpwHcWYHq+lqPhWL/iNLkXECcD1wDuAjRTBeBhwEvBm4MaIePIgzq3REBGHAn9P0b3q6cA64GBgA/Aq4F8i4pyhXaBGXkT8KcUN7MXAccBBwNHAc4HLI+KT5ZhF3R7/ocC/AO+nuEmvoUh0/ALwu8D1EXFmT7+EloVBx5oE3Ap8GvhvwBnMP3j2lfdeUVOsacX7BvBl4DzgVyheEKymiLeTKF4ifTMi/qJMUnRtGPWaLTqGIDN7CpSKHwLXUATK0/p0TAAi4giKt6EPB2aB84GLgSmK4HwPxf8MGREbM/OOfp5fI+NC4Bnl8iXAO4HNFK2I/pziLcMHIuIHmXlFj+f6GvPTLLcy2+PxVbPyhvWWcvUaigTp9cCxwO8DL6PI7G+huMl2evwJ4HLgCeWm9wP/m+It/hOBd1MkPC6NiKdk5je7/mU00gYda00WeuCwP/DK0GgpdDdFYq3fLqS+e69G26BjreFkiueKljLz3gGeW8NzJMV960pgE3A1RV1zGMXz3vnAw4A3UbTyWErLxnYupOZ6zUTH8vNd4DeAazJzG+xtUtvXRAfwX4Hjy+VzMvMjlX0XR8T1FH9MPgT4Y+DsPp9fQxYRZzA/K9AlmXlWZfeXy/3XUTxIvjcivpiZvSQjdnsjHR8RcRTwJ+XqvwFnZOZ95fo24Kzy7cBLgd+LiI9k5vc6PM0rKBIaAH+amW+t7MuI+AZwI0Urj3cDv9rFr6IRV1Os7WU9taK9hOLvr+/D3vtkXx8+h3Dv1WgaeKw1ud+6bUX6DHBhZt7UtP0u4MKI+CJFom098OaIuCAzf9zpSYZVr9mEc5nJzM2Z+XeNJMcglP21Gk2HbmlKcjSu4waKzBwUf0QeNajr0dA0xpLZTYs3oOWDxB+Wq49k4dYYWnleDjy4XP7DyoNn1Zso4utA4L90cY5GjP6UoovdPjJzC/CucvWMiHhsF+fQ6Ksj1iQyc1MNY/5471VdsaYVLjPPa5HkqO7fQvGiCIruoM/q8lRDqddMdKiVJ1N0hwH41ALlGvsOBBwkcoxExCTw6+Xq1zLzR22Kfg54oFx2HARVPb/8+QBFnOynjKuvl6sdxU9E/DuKsYMALs/MqTZFq3WYMTqeBhprUl2890oaQTdWlo/t9MvDrNdMdKiVUyvLVy9Q7p+Ynxb3Fwd3ORqCRwOHlsttYyAzdwHfKlf7EgMRMRERdqtb/hr1yDcz84EFyjXi6/iIePAC5ZpV422hGL0N2NriOxofg461liLioF6PITUZ2r1XAus1tfRzleWdXXx/aPWaDxNq5VGV5VvbFcrMqYjYChxDEcQaH0uKgdL3KcZJODEiVmVmt4PxPTYivkcxAO6hUtEuAAAM3ElEQVREROygmE3jYuBT9kFePiJiPcUAV7C0+Gl4NPCPSzxNpzF6NNZTY6emWGs+57UU0+Ktjoj7KAY9TeCvMvOn3RxTKg3j3isBXBYRJwKTEbELuIliUoIPlN0XtHJVx4b5ettS7Q2tXrNFh1pZV1lebMCZxv61A7oWDUc3MTAJHN7DOdcAj2C+XloDPBu4CLg6Io7r4diqVzfxA53VI9ZTgnpirdkpzE/rfhjFtMZ/BtwUEaf3cFxpGPdeCeDxFLFE+XMj8AfALRHxW0O7Kg1VRDyTYop2gK9m5re7OMzQ6jUTHWqlGli7Finb6BfvTXa8dBMDzd9bqtsppq/6FeDnKebUXgc8D/iHssxpwBcj4rAujq/61RE/1lOC+uqqn1FMXfxc4ASKZrhHAk8BPkYxPd/RwOcd9FY9qPPeK01RvEx6IXASxdTZh1Mkc98NzJTbLo2IZ7Q7iMZT+YLxonL1AeB3uzzU0Oo1u64MSESspng73YvpERhxebEmQzaVHLIaYm2gMZCZZ7fYvJ3igeEK4IMUsyScBLyRFrNraKTVUYdYTwkGGAeZ+d42u66maHH2JYpudocD7wV8KFCvrNc0UJn5aeDTLXZ9C/hWRPwf4IsUL6A+GBEnZebuOq9RwxERRwCXMz8+x+u7bM3RrNZ6zRYdg3MsRf+2Xj5/X/tVF6rzaB+ySNnGfufeHp5BxFo3MdD8vZ6VffPeCNxZbvr3/Ty+BqaO+LGeEoxOXXUp8Nly9dfKsUOkTo1EPEsAmXkV8IFy9QSK1rUac+UsKUnRsgfg7Zn5oR4OObR6zUSHWtleWX7oImUbmb67BnQtGo5uYuABBvDHVjmLwhfK1RMj4tCFymskdBM/0Fk9Yj0lqCfWluqyyvLGtqWk9kbm3iuVqvXaKW1LaSyUs+58Fjij3PTOzHxbj4cdWr1m15UByczbgVXDvo4u3VxZfgT7jlS/V0QcAjTeWt006ItSawOKteYYWMjx5c9bBjjqe3XwogcD9w/oPOqDzNwcETspxjBYavxAZ/VIc4z+vyWcw3pqzNQUa0vVXE9JnRq1e69kvbZCRMSBwCbgOeWm92XmeX049NDqNVt0qJVrKstPWqDcLzMfQ9csUE7Lz3eYTya0jYGIOJj5DP8gY6DaDPzuAZ5H/XNt+fOUMk7aeXL58/uZ2cm/7ZLqqYjYwHz8WE+Np0HH2lJZT6lXo3bvlazXVoCIOAC4BHh+uemCzHxjnw4/tHrNRIda+TrzzYx+e4FyLyl/zgJXDPSKVKvM3EUxABXA0yLi2DZFz6QYpAr2bd7YN2XLoUZ2+ebMnFqovEZGIx4mKeJkP2VcPbWp/JJk5g8pBkwDOLPsU9rKSyrLA4lRDd1AY60DLyh/zjEfm9KSjdK9Vyq9oLL8zaFdhQYmIiaATwAvKjd9FPidfh1/mPWaiQ7tpxxR+YJy9dER8R+ay0TEycCrytVLMnNHXden2vyv8ueBwJ837yzHyji/XP0e8+NoLNkClV1j/wTFQFhHl5suWqC4RstFwE/L5fPbjK3yF8ABFMnSv+riHI0YPQp4a/POiDga+P1y9SuZeUMX59DoG2isRcTaBRJpjTJnM/8m7EuZubWTc0gVA7/3ShFxREQ8aJEyzwTOKVdvBr4x8AtTrSJiFfBh4Kxy0yeA1wygO9xQ6rVVc3N261tuImIj8xkvgP8INJIRLwC2VPb9KDN/1PT9DcBt5eonWk3vWU4rdB1FX6lZ4G0UU+ftAp4OvIdiwJi7gI2ZeUcvv5NGU0RsYj7DezHwTmAz8FiKB4fTKN5ePi8z92vVExFnAFeWq29vHtAoIt5HMQ3jpcDXKCq3e4EHAU+kmHHliWXx64EnZabjcywTEXEOxfTAUPyBdB5wA3AM8Cbmb6zvbNUPNCIaN6irMvOMFvsPoIibRoy8j+Ih9m6KrnXvBh5JUW89JTN9GzWmBhlrEXEm8CGKeur/UjTDvZuiBcnJwKuBl5XFd1LUU9/pyy+mkRIRjwDWVTadwnzcvYN9W7fubBUHEXE78PPADzJzQ5vz9HTv1fI36FiLiCcAV1FML/sFivryLoqE8InAS4HXluszwK9n5pVorETEXwKvK1cvA14J7FngK9OZOd3iOLczgvWag5EuT5+jCKZWPtu0/naKJEVHMvOeiHgOReX3cIpK9R1NxbYBZ5rkGGtnU7wtfwbFg8JZTftngDf0WCGdzP6x1exK4GUmOZaXzLwgIh5G8dB5Gq0HDL0IeEuXx98dEc+naBL5BOAN5afqPuDlJjnG26BjjWKk+NeXn3ZuA15qkmOs/Q+KB4FW/nv5abiK+ZkLOnU2g7/3arTVEWtHAv+p/LSzDXiVSY6x9brK8pnAzxYp39VzZelsaq7X7LqitjLzu8DjKSrT64B7KB4avkPR7OgxmXn18K5Qg1YmFp5FUTldSTF2ywPAD4ALgV/KzAvafX8JPkzx4HE5cEt5/FmKWLsZ+CTwbODXbAq+PGXmW4BfBf4WuBOYphjF/QqKROkrMnOhtweLHf8nFK03Xg/8E8Wb9l0UrYM+ADwuMz/X0y+hZWGAsfZ14FyKRMn1FK0mp4Ep4IcU9dergZMz8597/T2kGu690vcoWoR/lGLsjTsp7p0PULxl/wLFffWRJtTUD8Oo1+y6IkmSJEmSxoYtOiRJkiRJ0tgw0SFJkiRJksaGiQ5JkiRJkjQ2THRIkiRJkqSxYaJDkiRJkiSNDRMdkiRJkiRpbJjokCRJkiRJY8NEhyRJkiRJGhsmOiRJkiRJ0tgw0SFJkiRJksaGiQ5JkiRJkjQ2THRIkiRJkqSxYaJDkiRJkiSNDRMdkiRJkiRpbBw47AuQJEnqRERsAG5boMgs8FPgZuBLwEcz884Oz3EQsBl4CDANHJOZd3V4jH8DfgGYA47PzNs7+b4kSeqOLTokSdK4ORBYCzwVeBtwc0S8tJMDZOY08Dfl6kHAyzr5fkScTpHkAPiySQ5JkupjokOSJC1n1wCPbfqcCvwW8LdlmcOBv4mIp3R47L+uLL+qw+++urL8sQ6/K0mSemDXFUmStJzdl5k3tth+LfCZiHgr8A6KlztvAX5zqQfOzBsi4hqKxMnGiHh8Zn57se9FxBEUiRaAu4HPLfWckiSpd7bokCRJ4+w9FGNsADypi+9XW3W8um2pfb0EOLRcvjgzd3VxXkmS1CUTHZIkaWxl5hSwvVyd7OIQlwJT5fJZ5SCli7HbiiRJQ2SiQ5Ikja2ImKQYmBTgB51+PzN/BnymXH0I8LxFznci8y1HvpWZ3+r0nJIkqTcmOiRJ0jh7A8WsKQCf7fIYnQxKWm3N8ddtS0mSpIFxMFJJkrScHRYRj2nadhCwAXgRxXgZAN8E3tXlOa4CbgUeATw7ItZn5pbmQhFxAPDycnUXcEmX55MkST2wRYckSVrOTgVuaPpcS9Hd5LeBO4E3Ak/LzJ92c4LMnAM+Xq4eALyiTdHnAOvL5c9l5t3dnE+SJPXGRIckSRpnx1F0J1lwbI0luBDYXS6f3aaM3VYkSRoBq+bm5oZ9DZIkSUsWERuA28rVqzLzjKb9B1AMHPpE4M3MDw76h5n5x5VyxwJHtTtPZt7YdNwrgN8oV5+cmf9Y2beOovXIauB24PiyJYgkSaqZLTokSdJYyczdmfmTzEzgdKCRkDg/Ip5aKfon7N/tpfppVp0q9tVN+15OkeQA+LhJDkmShsdEhyRJGluZOcO+g5C+ppfDAdvK5RdHxKGVfY3ZWPZQdHORJElD4qwrkiRp3H2nsvyExkJmnk378Tb2k5kzEXER8HvAkcALgYsi4jSgMfPLlzLzh71esCRJ6p4tOiRJ0rirvthZ3bbU0lS7rzRacTgIqSRJI8REhyRJGne/VFnuqbVFZv4r8M/l6hkRcRLFNLYAdwGX9XJ8SZLUOxMdkiRpbEXEWuAPKpuyD4dttNpYBVwKPLhcvzgzp/twfEmS1APH6JAkScvZYRHxmKZtE8BaimllzwGOKbffCHykD+f8FPA+4FDgcZXtdluRJGkErJqbc/YzSZK0fETEBuC2Dr/2VeDFmbm1T9dwIfDKyqZrMvO0fhxbkiT1xq4rkiRp3MwB9wA3AZ8Enguc3q8kR6m59cbHWpaSJEm1s0WHJEmSJEkaG7bokCRJkiRJY8NEhyRJkiRJGhsmOiRJkiRJ0tgw0SFJkiRJksaGiQ5JkiRJkjQ2THRIkiRJkqSxYaJDkiRJkiSNDRMdkiRJkiRpbJjokCRJkiRJY8NEhyRJkiRJGhsmOiRJkiRJ0tgw0SFJkiRJksaGiQ5JkiRJkjQ2THRIkiRJkqSxYaJDkiRJkiSNDRMdkiRJkiRpbJjokCRJkiRJY8NEhyRJkiRJGhsmOiRJkiRJ0tgw0SFJkiRJksbG/we8uWJsDIA/2AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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_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": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Low resolution')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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_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_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": 19, "metadata": {}, "outputs": [], "source": [ "pickled_cmd = unpickle(path='./data/cmds/cmd_bv_z020_bin_imf135_300')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "(2.0, -10.0)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "\n", "myplot = pickled_cmd.plot(log_age=6.8)\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": 21, "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": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2.0, -10.0)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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_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": 23, "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": 24, "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": 25, "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": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'USco\\nZ=0.020\\nlog(age)=6.8 yrs')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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", "\n", " ax[i,1].set_xlim([-1,2])\n", "\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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 2 }