{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "\n", "
\n", "\"Unidata\n", "
\n", "\n", "

Pythonic Data Analysis

\n", "

Unidata Python Workshop

\n", "\n", "
\n", "
\n", "\n", "
\n", "\n", "
\"METAR\"
\n", "\n", "### Questions\n", "1. How can we employ Python language features to make complicated analysis require less code?\n", "1. How can we make multi panel plots?\n", "1. What can be done to eliminate repeated code that operates on sequences of objects?\n", "1. How can functions be used to encapsulate calculations and behaviors?\n", "\n", "### Objectives\n", "1. From the Time Series Plotting Episode\n", "1. Multi-panel plots\n", "1. Iteration and Enumeration\n", "1. Functions\n", "1. Args and Kwargs\n", "1. Plotting with Iteration\n", "1. Plotting Multiple Files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 1. From Time Series Plotting Episode\n", "Here's the basic set of imports and data reading functionality that we established in the [Basic Time Series Plotting](../Time_Series/Basic%20Time%20Series%20Plotting.ipynb) notebook." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from matplotlib.dates import DateFormatter, DayLocator\n", "from siphon.simplewebservice.ndbc import NDBC\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Read in some data\n", "df = NDBC.realtime_observations('42039')\n", "\n", "# Trim to the last 7 days\n", "df = df[df['time'] > (pd.Timestamp.utcnow() - pd.Timedelta(days=7))]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Top\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 2. Multi-panel Plots\n", "\n", "Often we wish to create figures with multiple panels of data. It's common to separate variables of different types into these panels. We also don't want to create each panel as an individual figure and combine them in a tool like Illustrator - imagine having to do that for hundreds of plots!\n", "\n", "Previously we specified subplots individually with `plt.subplot()`. We can instead use the `subplots` method to specify a number of rows and columns of plots in our figure, which returns the figure and all of the axes (subplots) we ask for in a single call:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Buoy 42039 Data')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ShareX means that the axes will share range, ticking, etc. for the x axis\n", "fig, (ax1, ax2) = plt.subplots(1, 2, sharex=True, figsize=(18, 6))\n", "\n", "# Panel 1\n", "ax1.plot(df.time.values, df.wind_speed, color='tab:orange', label='Windspeed')\n", "ax1.set_xlabel('Time')\n", "ax1.set_ylabel('Speed')\n", "ax1.set_title('Measured Winds')\n", "ax1.legend(loc='upper left')\n", "ax1.grid(True)\n", "\n", "# Not repeated only by sharing x\n", "ax1.xaxis.set_major_formatter(DateFormatter('%m/%d'))\n", "ax1.xaxis.set_major_locator(DayLocator())\n", "\n", "# Panel 2\n", "ax2.plot(df.time.values, df.pressure, color='black', label='Pressure')\n", "ax2.set_xlabel('Time')\n", "ax2.set_ylabel('hPa')\n", "ax2.set_title('Atmospheric Pressure')\n", "ax2.legend(loc='upper left')\n", "ax2.grid(True)\n", "\n", "plt.suptitle('Buoy 42039 Data', fontsize=24)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So even with the sharing of axis information, there's still a lot of repeated code. This current version with just two parameters might still be ok, but:\n", "\n", "- What if we had more data being plotted on each axes?\n", "- What if we had many subplots?\n", "- What if we wanted to change one of the parameters?\n", "- What if we wanted to plot data from different files on the same plot?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Top\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 3. Iteration and Enumeration\n", "Iterating over lists is a very useful tool to reduce the amount of repeated code you write. We're going to start out by iterating over a single list with a `for` loop. Unlike C or other common scientific languages, Python 'knows' how to iterate over certain objects without you needing to specify an index variable and do the book keeping on that." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2001 A Space Obyssey\n", "The Princess Bride\n", "Monty Python and the Holy Grail\n" ] } ], "source": [ "my_list = ['2001 A Space Obyssey',\n", " 'The Princess Bride',\n", " 'Monty Python and the Holy Grail']\n", "\n", "for item in my_list:\n", " print(item)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the `zip` function we can even iterate over multiple lists at the same time with ease:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('2001 A Space Obyssey', \"I'm sorry, Dave. I'm afraid I can't do that.\")\n", "('The Princess Bride', 'My name is Inigo Montoya.')\n", "('Monty Python and the Holy Grail', \"It's only a flesh wound.\")\n" ] } ], "source": [ "my_other_list = ['I\\'m sorry, Dave. I\\'m afraid I can\\'t do that.',\n", " 'My name is Inigo Montoya.',\n", " 'It\\'s only a flesh wound.']\n", "\n", "for item in zip(my_list, my_other_list):\n", " print(item)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's really handy, but needing to access each part of each item with an index like `item[0]` isn't very flexible, requires us to remember the layout of the item, and isn't best practice. Instead we can use Python's unpacking syntax to make things nice and intuitive." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2001 A Space Obyssey - I'm sorry, Dave. I'm afraid I can't do that.\n", "The Princess Bride - My name is Inigo Montoya.\n", "Monty Python and the Holy Grail - It's only a flesh wound.\n" ] } ], "source": [ "for reference, quote in zip(my_list, my_other_list):\n", " print(reference, '-', quote)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " EXERCISE:\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# YOUR CODE GOES HERE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " SOLUTION\n", "
" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting variable wind_speed as Windspeed\n", "Plotting variable pressure as Atmospheric Pressure\n" ] } ], "source": [ "# %load solutions/zip.py\n", "\n", "# Cell content replaced by load magic replacement.\n", "plot_variables = ['wind_speed', 'pressure']\n", "plot_names = ['Windspeed', 'Atmospheric Pressure']\n", "\n", "for var, name in zip(plot_variables, plot_names):\n", " print('Plotting variable', var, 'as', name)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`zip` can also be used to \"unzip\" items." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[(1, 3, 5), (2, 4, 6)]\n" ] } ], "source": [ "zipped_list = [(1, 2), \n", " (3, 4),\n", " (5, 6)]\n", "unzipped = zip(*zipped_list)\n", "print(list(unzipped))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's break down what happened there. Zip pairs elements from all of the input arguements and hands those back to us. So effectively out `zip(*zipped_list)` is `zip((1, 2), (3, 4), (5, 6))`, so the first element from each input is paired (1, 3, 5), etc. You can think of it like unzipping or transposing. \n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the `enumerate` function to 'count through' an iterable object as well. This can be useful when placing figures in certain rows/columns or when a counter is needed." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 - I'm sorry, Dave. I'm afraid I can't do that.\n", "1 - My name is Inigo Montoya.\n", "2 - It's only a flesh wound.\n" ] } ], "source": [ "for i, quote in enumerate(my_other_list):\n", " print(i, ' - ', quote)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " EXERCISE:\n", " \n", " 0 - 2001 A Space Obyssey - I'm sorry, Dave. I'm afraid I can't do that.\n", "1 - The Princess Bride - My name is Inigo Montoya.\n", "2 - Monty Python and the Holy Grail - It's only a flesh wound.\n", "
" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# YOUR CODE GOES HERE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " SOLUTION\n", "
" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 - 2001 A Space Obyssey - I'm sorry, Dave. I'm afraid I can't do that.\n", "1 - The Princess Bride - My name is Inigo Montoya.\n", "2 - Monty Python and the Holy Grail - It's only a flesh wound.\n" ] } ], "source": [ "# %load solutions/enumerate.py\n", "\n", "# Cell content replaced by load magic replacement.\n", "for i, item in enumerate(zip(my_list, my_other_list)):\n", " reference, quote = item\n", " print(i, ' - ', reference, ' - ', quote)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Top\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 4. Functions\n", "You're probably already familiar with Python functions, but here's a quick refresher. Functions are used to house blocks of code that we can run repeatedly. Paramters are given as inputs, and values are returned from the function to where it was called. In the world of programming you can think of functions like paragraphs, they encapsulate a complete idea/process.\n", "\n", "Let's define a simple function that returns a value:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def silly_add(a, b):\n", " return a + b" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've re-implemented add which isn't incredibly exiciting, but that could be hundreds of lines of a numerical method, making a plot, or some other task. Using the function is simple:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7\n" ] } ], "source": [ "result = silly_add(3, 4)\n", "print(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " EXERCISE:\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Your code goes here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " SOLUTION\n", "
" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n", "2\n", "4\n", "8\n", "16\n", "32\n", "64\n", "128\n", "256\n", "512\n", "1024\n", "2048\n", "4096\n", "8192\n", "16384\n", "32768\n", "65536\n", "131072\n", "262144\n", "524288\n", "1048576\n", "2097152\n", "4194304\n", "8388608\n", "16777216\n" ] } ], "source": [ "# %load solutions/functions.py\n", "\n", "# Cell content replaced by load magic replacement.\n", "def myfunc(exp):\n", " return 2**exp\n", "\n", "for i in range(0, 25):\n", " print(myfunc(i))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reading buoy data with a function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a function to read in buoy data and trim it down to the last 7 days by only providing the buoy number to the function." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def read_buoy_data(buoy, days=7):\n", " # Read in some data\n", " df = NDBC.realtime_observations(buoy)\n", "\n", " # Trim to the last 7 days\n", " df = df[df['time'] > (pd.Timestamp.utcnow() - pd.Timedelta(days=days))]\n", " return df" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
wind_directionwind_speedwind_gustwave_heightdominant_wave_periodaverage_wave_perioddominant_wave_directionpressureair_temperaturewater_temperaturedewpointvisibility3hr_pressure_tendencywater_level_above_meantime
060.04.05.0NaNNaNNaNNaN1019.1NaN29.7NaNNaNNaNNaN2020-09-04 15:10:00+00:00
160.04.05.0NaNNaNNaNNaN1019.1NaN29.7NaNNaN1.7NaN2020-09-04 15:00:00+00:00
250.04.05.00.57.05.2175.01019.0NaN29.7NaNNaNNaNNaN2020-09-04 14:50:00+00:00
340.04.05.0NaNNaNNaNNaN1018.8NaN29.7NaNNaNNaNNaN2020-09-04 14:40:00+00:00
440.04.05.0NaNNaNNaNNaN1018.6NaN29.7NaNNaNNaNNaN2020-09-04 14:30:00+00:00
................................................
987240.03.05.0NaNNaNNaNNaN1018.1NaN29.4NaNNaNNaNNaN2020-08-28 16:20:00+00:00
988240.03.04.0NaNNaNNaNNaN1018.3NaN29.4NaNNaNNaNNaN2020-08-28 16:10:00+00:00
989250.03.04.0NaNNaNNaNNaN1017.9NaN29.3NaNNaNNaNNaN2020-08-28 16:00:00+00:00
990240.03.04.01.17.04.4230.01017.8NaN29.3NaNNaNNaNNaN2020-08-28 15:50:00+00:00
991240.03.04.0NaNNaNNaNNaN1017.7NaN29.3NaNNaNNaNNaN2020-08-28 15:40:00+00:00
\n", "

992 rows × 15 columns

\n", "
" ], "text/plain": [ " wind_direction wind_speed wind_gust wave_height dominant_wave_period \\\n", "0 60.0 4.0 5.0 NaN NaN \n", "1 60.0 4.0 5.0 NaN NaN \n", "2 50.0 4.0 5.0 0.5 7.0 \n", "3 40.0 4.0 5.0 NaN NaN \n", "4 40.0 4.0 5.0 NaN NaN \n", ".. ... ... ... ... ... \n", "987 240.0 3.0 5.0 NaN NaN \n", "988 240.0 3.0 4.0 NaN NaN \n", "989 250.0 3.0 4.0 NaN NaN \n", "990 240.0 3.0 4.0 1.1 7.0 \n", "991 240.0 3.0 4.0 NaN NaN \n", "\n", " average_wave_period dominant_wave_direction pressure air_temperature \\\n", "0 NaN NaN 1019.1 NaN \n", "1 NaN NaN 1019.1 NaN \n", "2 5.2 175.0 1019.0 NaN \n", "3 NaN NaN 1018.8 NaN \n", "4 NaN NaN 1018.6 NaN \n", ".. ... ... ... ... \n", "987 NaN NaN 1018.1 NaN \n", "988 NaN NaN 1018.3 NaN \n", "989 NaN NaN 1017.9 NaN \n", "990 4.4 230.0 1017.8 NaN \n", "991 NaN NaN 1017.7 NaN \n", "\n", " water_temperature dewpoint visibility 3hr_pressure_tendency \\\n", "0 29.7 NaN NaN NaN \n", "1 29.7 NaN NaN 1.7 \n", "2 29.7 NaN NaN NaN \n", "3 29.7 NaN NaN NaN \n", "4 29.7 NaN NaN NaN \n", ".. ... ... ... ... \n", "987 29.4 NaN NaN NaN \n", "988 29.4 NaN NaN NaN \n", "989 29.3 NaN NaN NaN \n", "990 29.3 NaN NaN NaN \n", "991 29.3 NaN NaN NaN \n", "\n", " water_level_above_mean time \n", "0 NaN 2020-09-04 15:10:00+00:00 \n", "1 NaN 2020-09-04 15:00:00+00:00 \n", "2 NaN 2020-09-04 14:50:00+00:00 \n", "3 NaN 2020-09-04 14:40:00+00:00 \n", "4 NaN 2020-09-04 14:30:00+00:00 \n", ".. ... ... \n", "987 NaN 2020-08-28 16:20:00+00:00 \n", "988 NaN 2020-08-28 16:10:00+00:00 \n", "989 NaN 2020-08-28 16:00:00+00:00 \n", "990 NaN 2020-08-28 15:50:00+00:00 \n", "991 NaN 2020-08-28 15:40:00+00:00 \n", "\n", "[992 rows x 15 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = read_buoy_data('42039')\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Top\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 5. Args and Kwargs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Within a function call, we can also set optional arguments and keyword arguments (abbreviated args and kwargs in Python). Args are used to pass a *variable* length list of *non-keyword* arguments. This means that args don't have a specific keyword they are attached to, and are used in the order provided. Kwargs are arguments that are attached to specific keywords, and therefore have a specific use within a function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Args Example" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Welcome\n", "to\n", "the\n", "Python\n", "Workshop\n" ] } ], "source": [ "def arg_func(*args): \n", " for arg in args: \n", " print (arg) \n", " \n", "arg_func('Welcome', 'to', 'the', 'Python', 'Workshop') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Kwargs Example" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Create a function to conduct all basic math operations, using a kwarg\n", "def silly_function(a, b, operation=None):\n", " if operation == 'add':\n", " return a + b\n", " elif operation == 'subtract':\n", " return a - b\n", " elif operation == 'multiply':\n", " return a * b\n", " elif operation == 'division':\n", " return a / b\n", " else:\n", " raise ValueError('Incorrect value for \"operation\" provided.')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7\n", "12\n" ] } ], "source": [ "print(silly_function(3, 4, operation='add'))\n", "print(silly_function(3, 4, operation='multiply'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Kwargs are commonly used in MetPy, matplotlib, pandas, and many other Python libraries (in fact we've used them in almost every notebook so far!)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Top\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 6. Plotting with Iteration\n", "Now let's bring what we've learned about iteration to bear on the problem of plotting. We'll start with a basic example and roll into a more involved system at the end.\n", "\n", "To begin, let's make an arbitrary number of plots in a single row:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# A list of names of variables we want to plot\n", "plot_variables = ['wind_speed', 'pressure']\n", "\n", "# Make our figure, now choosing number of subplots based on length of variable name list\n", "fig, axes = plt.subplots(1, len(plot_variables), sharex=True, figsize=(18, 6))\n", "\n", "# Loop over the list of subplots and names together\n", "for ax, var_name in zip(axes, plot_variables):\n", " \n", " ax.plot(df.time.values, df[var_name])\n", "\n", " # Set label/title based on variable name--no longer hard-coded\n", " ax.set_ylabel(var_name)\n", " ax.set_title(f'Buoy {var_name}')\n", "\n", " # Set up our formatting--note lack of repetition\n", " ax.grid(True)\n", " ax.set_xlabel('Time')\n", " ax.xaxis.set_major_formatter(DateFormatter('%m/%d'))\n", " ax.xaxis.set_major_locator(DayLocator())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's a step forward, but we've lost a lot of formatting information. The lines are both blue, the labels as less ideal, and the title just uses the variable name. We can use some of Python's features like dictionaries, functions, and string manipulation to help improve the versatility of the plotter.\n", "\n", "To start out, let's get the line color functionality back by using a Python dictionary to hold that information. Dictionaries can hold any data type and allow you to access that value with a key (hence the name key-value pair). We'll use the variable name for the key and the value will be the color of line to plot." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "colors = {'wind_speed': 'tab:orange', 'wind_gust': 'tab:olive', 'pressure': 'black'}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To access the value, just access that element of the dictionary with the key." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'black'" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colors['pressure']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's apply that to our plot. We'll use the same code from the previous example, but now look up the line color in the dictionary." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, len(plot_variables), sharex=True, figsize=(18, 6))\n", "\n", "for ax, var_name in zip(axes, plot_variables):\n", "\n", " # Grab the color from our dictionary and pass it to plot()\n", " color = colors[var_name]\n", " ax.plot(df.time.values, df[var_name], color)\n", "\n", " ax.set_ylabel(var_name)\n", " ax.set_title(f'Buoy {var_name}')\n", "\n", " ax.grid(True)\n", " ax.set_xlabel('Time')\n", " ax.xaxis.set_major_formatter(DateFormatter('%m/%d'))\n", " ax.xaxis.set_major_locator(DayLocator())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's already much better. We need to be able to plot multiple variables on the wind speed/gust plot though. In this case, we'll allow a list of variables for each plot to be given and iterate over them. We'll store this in a list of lists. Each plot has its own list of variables!" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_variables = [['wind_speed', 'wind_gust'], ['pressure']]\n", "\n", "fig, axes = plt.subplots(1, len(plot_variables), sharex=True, figsize=(18, 6))\n", "\n", "for ax, var_names in zip(axes, plot_variables):\n", "\n", " for var_name in var_names:\n", " # Grab the color from our dictionary and pass it to plot()\n", " color = colors[var_name]\n", " ax.plot(df.time.values, df[var_name], color)\n", "\n", " ax.set_ylabel(var_name)\n", " ax.set_title(f'Buoy {var_name}')\n", "\n", " ax.grid(True)\n", " ax.set_xlabel('Time')\n", " ax.xaxis.set_major_formatter(DateFormatter('%m/%d'))\n", " ax.xaxis.set_major_locator(DayLocator())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " EXERCISE:\n", "
    \n", "
  • Create a dictionary of linestyles in which the variable name is the key and the linestyle is the value.
  • \n", "
  • Use that dictionary to modify the code below to plot the lines with the styles you specified.
  • \n", "
\n", "
" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create your linestyles dictionary and modify the code below\n", "\n", "fig, axes = plt.subplots(1, len(plot_variables), sharex=True, figsize=(18, 6))\n", "\n", "for ax, var_names in zip(axes, plot_variables):\n", "\n", " for var_name in var_names:\n", " # Grab the color from our dictionary and pass it to plot()\n", " color = colors[var_name]\n", " ax.plot(df.time.values, df[var_name], color)\n", "\n", " ax.set_ylabel(var_name)\n", " ax.set_title(f'Buoy {var_name}')\n", "\n", " ax.grid(True)\n", " ax.set_xlabel('Time')\n", " ax.xaxis.set_major_formatter(DateFormatter('%m/%d'))\n", " ax.xaxis.set_major_locator(DayLocator())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " SOLUTION\n", "
" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABCcAAAGDCAYAAAAYgHr7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3xkdbn48c93JmVSZpJskk2yk+2N7buwgBRhEaR3LyheFRTFH1yvXsV+RUVAsVxEsSCoFFFEQUCqUjYsbWFp21i2sJvdzaT3PvX7++PMmcykzmRmMpPkeb9eeWXKKd8zSSZznvN8n0dprRFCCCGEEEIIIYRIFUuqByCEEEIIIYQQQojpTYITQgghhBBCCCGESCkJTgghhBBCCCGEECKlJDghhBBCCCGEEEKIlJLghBBCCCGEEEIIIVJKghNCCCGEEEIIIYRIKQlOCCESSim1Uym1YZzr3q2UujGxIxJCCCGEEEKkOwlOCJHmlFLVSqk+pVS3UqpNKfWEUmp2qsc1Eq31Cq11VarHESsJjAghhBDRm2yfT4QQ6U+CE0JMDudprfOBCqABuC3F4xFCCCGEmFSfT5RSGWkwBmuqxyBEupLghBCTiNa6H3gQWG4+ppSqUkp9Nuz+FUqpl8LuH6+U2qKU6gh+Pz74+CVKqTfDt6+UulYp9cjg/SqlTlFKbQ+7/6xS6vWw+y8ppS4M3q5WSp0WvP19pdTflFL3KqW6glM+1oett04p9VbwuQcAWzSvg1Lq60qpOqVUrVLqs0oprZRaNNbroQw/V0o1Bl+PbUqplUqpq4D/BL4evAL0WDTjEEIIIUTqPp+E7edHSqnXg9t6VCk1I/jcvOBnhCuVUoeA54OPf0YptSuY8fEvpdTc4OPDfk4IPne2Uurd4GcWl1Lqq8MdV/Cx8M8ldyulfquUelIp1QOcopSapZR6SCnVpJQ6oJT64jhfeiGmFAlOCDGJKKVygY8Cm6NcfgbwBPBLoBi4BXhCKVUM/BOYr5RaFrbKJ4A/DbOpV4FFSqmS4FWHlUClUsqulMoBjgJeHGEY5wN/BQqD+/xVcGxZwCPB/c0A/g58JIpjOhP4CnAasAg4eax1wpwOnAQsCY7no0CL1voO4M/AT7TW+Vrr82LYphBCCDGtpfDzielTwGeAWYAvuN1wJwPLgDOCF1O+DVwMlGJ8frk/uNywnxOCz/0B+LzW2o7xOej5aI416OPATYAdeAV4DNgKOIFTgf9RSp0Rw/aEmJIkOCHE5PCIUqod6AQ+DPw0yvXOAfZqrf+ktfZpre8H3sNIw3QDD2D8w0cptQKYBzw+eCPBKyJvYPzDXg9sA14CTgA+ENxHy+D1gl7SWj+ptfZjfLBYE3z8A0AmcKvW2qu1fhDYEsUxXQrcpbXeqbXuBa6PYh2TF+ODwRGA0lrv0lrXxbC+EEIIIQak9PNJmD9prXdorXuA64BLVeT0ie9rrXu01n3A54EfBT8D+IAfAmuD2ROjfU7wAsuVUg6tdZvW+q0ojxXgUa31y1rrALAKKNVa/0Br7dFa7wfuBD4Ww/aEmJIkOCHE5HCh1roQyAa+ALyglCqPYr1ZwMFBjx3EiNQD3AN8XCmlgE8Cfwt+KBjOC8AGjADFC0AVxpWIk4P3R1IfdrsXsAWzL2YBLq21HjS2scwCDofdPzzSgoNprZ/HyNz4NdCglLpDKeWIdn0hhBBCREiHzycQ+VngIMbFj5IRnp8L/EIp1R4MrLQCCnCO8TnhI8DZwEGl1AtKqeOiOM6R9j/L3H9wDN8GymLYnhBTkgQnhJhEtNZ+rfU/AD9wYvDhHiA3bLHwDwW1GP8Ew80BXMHtbQY8wAcxUg5HS5kcHJx4geiCEyOpA5zBDx7hY4tmvcqw+4Mrg4/2eqC1/qXW+ihgBUba5tfMp6IZtBBCCCEipfjzCUR+FpiDkeXQHD7EsNuHMaZnFIZ95WitXwnue9jPCVrrLVrrC4CZGNNS/zbccY4QnBm8/wOD9m/XWp89xjEKMeVJcEKISSRYqOkCoAjYFXz4HeBipVRusPjSlWGrPAksUUp9XCmVoZT6KEaxqvDUyHsxrhL4tNYRBZ0GeQVYChwDvK613onxweJYYNM4DudVjHmhXwyO7eLgtsfyN+DTSqllwTmu3x30/DuM8HoopY5WSh2rlMrE+DDRj/FBCowq4wvGcRxCCCHEtJbizycAn1BKLQ9+LvgB8GBwOulwbge+FZwuglKqQCl1SfD2sJ8TlFJZSqn/VEoVaK29GNNYzO1vBVYopdYqpWzA98cY6+tAp1LqG0qpHKWUVRnFuY8eYz0hpjwJTggxOTymlOrG+Gd4E3B5MDgA8HOMqwsNGGmQfzZXCtaBOBe4FqOg09eBc7XW4VcT/oRR2GnUqxLBeZxvATu11p7gw68CB7XWjbEeUHAbFwNXAG0YRaf+EcV6T2EUutoI7AuOAcBM9xzx9QAcGPM62zDSPluAnwWf+wPGXNJ2NUJFcCGEEEJESPnnk7Bl78aYSmoDRux+obV+GPgx8FelVCewAzgr+PRonxM+CVQH1/l/BGtiaK33YAREngX2YtTkGlEwaHIesBY4gJHh8XugIIrjFGJKU5HTvYUQ002w20YjcKTWem+qxxOrYDXvHUB2sLCVEEIIISa5aD+fKKWqgPu01r+fqLEJIZJDMieEEFcDWyZTYEIpdVEwxbII4+rHYxKYEEIIIaaUSff5RAgRn4xUD0AIkTpKqWqMCtUXpnYkkZRS38aoXD3Yi1rrszDagN2NMd/zBeCaiRudEEIIIZIpXT+fCCGSS6Z1CCGEEEIIIYQQIqVkWocQQgghhBBCCCFSSoITQgghhBBCCCGESKkpVXOipKREz5s3L9XDGFNPTw95eXmpHsaEmE7HCtPreKfTscL0Ot7pdKwwfY73zTffbNZal6Z6HNOBfB5JP9PpWGF6He90OlaYXsc7nY4Vps/xjvZ5ZEoFJ+bNm8cbb7yR6mGMqaqqig0bNqR6GBNiOh0rTK/jnU7HCtPreKfTscL0OV6l1MFUj2G6kM8j6Wc6HStMr+OdTscK0+t4p9OxwvQ53tE+j8i0DiGEEEIIIYQQQqSUBCeEEEIIIYQQQgiRUhKcEEIIIYQQQgghREpJcEIIIYQQQgghhBApJcEJIYQQQgghhBBCpJQEJ4QQQgghhBBCCJFSEpwQQgghhBBCCCFESklwQgghhBBCCCGEECklwQkhhBBCCCGEEEKkVFKDE0qp2UqpjUqpXUqpnUqpLwUfn6GUekYptTf4vWiE9c9USu1WSu1TSn0zmWMVQgghhBBCCCFEaiQ7c8IHXKu1XgZ8APgvpdRy4JvAc1rrxcBzwfsRlFJW4NfAWcBy4LLgukIIIYQQQgghhJhCkhqc0FrXaa3fCt7uAnYBTuAC4J7gYvcAFw6z+jHAPq31fq21B/hrcD0hhBBCCCGEEEIkybZt29i4ceOE7jNjonaklJoHrANeA8q01nVgBDCUUjOHWcUJHA67XwMcO8x2rwKuAigrK6OqqiqxA0+C7u7uSTHORJhOxwrT63in07HC9Dre6XSsMP2OVwghhBBiND09Paxfv55AIIDP55uw/U5IcEIplQ88BPyP1rpTKRXVasM8poc8oPUdwB0A69ev1xs2bIhjpBOjqqqKaMa5e88P8Hk7WLHi/5I/qCSJ9liniul0vNPpWGF6He90OlaYfsc7XSil/gicCzRqrVcGH5sBPADMA6qBS7XWbUqpYuBB4Gjgbq31F8K281HgfwEr8ITW+usTeRxCCCHERKupqcHr9XLttddO6H6T3q1DKZWJEZj4s9b6H8GHG5RSFcHnK4DGYVatAWaH3a8EapM51nRTU3MP9Q2PpHoYQgghxGR0N3DmoMdGqnnVD1wHfDV84WDQ4qfAqVrrFUCZUurUZA5aCCGESDWXywXAOeecM6H7TXa3DgX8Adiltb4l7Kl/ApcHb18OPDrM6luAxUqp+UqpLOBjwfWEEEIIIUaltd4EtA56eNiaV1rrHq31SxhBinALgD1a66bg/WeBjyRlwEIIIUSaMIMTTqdzQveb7GkdJwCfBLYrpd4JPvZt4Gbgb0qpK4FDwCUASqlZwO+11mdrrX1KqS8A/8JIpfyj1npnkscrhBBCiKkrmppX4fYBRwTrZtVgBDOyhltQamClt+l0rDC9jnc6HStMr+OdTscK6XW8L7/8MgB79+6ltnbiJi8kNTgRvAoxUoGJIWmRWuta4Oyw+08CTyZndEIIIYQQIwvWo7gao05FAHgFI5tiuGWnbA2sqWA6HStMr+OdTscK0+t4p9OxQnod73PPPYdSirPPPpso60UmRNJrTgghhBBCpIloal5F0Fo/prU+Vmt9HLAb2JvkMQohhBAp1dXVhd1un9DABExgK1ERu7lzr8ai5EckhBBCJIhZ8+pmRq55FUEpNVNr3aiUKgKuAS5N7hCFEEKI1Ors7MThcEz4fuXMN40tWvjVsRcSQgghxBBKqfuBDUCJUqoG+B4j1LwKLl8NOIAspdSFwOla63eBXyil1gQX+4HWes+EHYQQQgiRAmbmxEST4EQa27vvZro6t3PkkX9O9VCEEEKISUVrfdkITw3bClRrPS/G7QghhBBTkmROiCEOHboz1UMQQgghhBBCCDGNpCpzQgpiCiGEEEIIIYQQAkhd5oQEJ4QQQgghhBBCCAFI5oQQQgghhBBCCCFSTDInhBBCCCGEEEIIkTJaazo7O6Vbh4g0b+41ZGUVp3oYQgghhBBCCCGmgb6+PgKBgHTrEJEWLrw21UMQQgghhBBCCDFNdHZ2Asi0DhFp//5beeXVD6V6GEIIIYQQQgghpoGuri4AmdYhIh2ovi3VQxBCCCGEEEIIMU1I5oQQQgghhBBCCCFSKpWZExKcEEIIIYQQQgghBI2NjQCUlJRM+L4lOCGEEEIIIYQQQghcLhcATqdzwvctwQkhhBBCCCGEEELgcrmw2WwUFRVN+L6lIGYamzfvC+TmzEv1MIQQQgghhBBCTAMulwun04lSasL3LcGJNLZwwZdTPQQhhBBCCCGEENOEGZxIBZnWkcYOVP+ajVXLCQR8qR6KEEIIIYQQQogpLpXBCcmcSGP7998SvBVI6TiEEEIIIYQQQkxtWmvJnBCj01qneghCCCGEEEIIIaawlpYW3G43lZWVKdm/BCcmBX+qByCEEEIIIYQQYgpLZRtRkODEpKC1TOsQQgghhBBCCJE8EpwQY1JKSoMIIYQQQgghhEie6upqQIITYhjz53+J1at+h9VqS/VQhBBCCJFCv/71r1FK0dHRkeqhCCGEmKK++MUvAlBRUZGS/csl+TS2YP4X0VqjtUYplerhCCGEECJFfvOb3wBw+PBhCgoKUjwaIYQQU9UHPvABMjMzU7JvyZxIYweqf83zGxfh8bakeihCCCGESKHs7GwA+vv7UzwSIYQQU5Hb7cbv93PeeeelbAxJzZxQSv0ROBdo1FqvDD72ALA0uEgh0K61XjvMutVAF0arCp/Wen0yx5qO9u+/xbghBTGFEEKIac0MTjQ0NKR4JEIIIaairq4uAOx2e8rGkOzMibuBM8Mf0Fp/VGu9NhiQeAj4xyjrnxJcdtoFJsJpLa1EhRBCiOnMDE6ce+65/PnPf07xaIQQQkw1ZnDC4XCkbAxJDU5orTcBrcM9p4wiCpcC9ydzDFODTvUAhBBCCJFCZnAC4MEHH0zhSIQQQkxFnZ2dwNTOnBjNB4EGrfXeEZ7XwL+VUm8qpa6awHGlHS3TOoQQQohpLSsrK3Tb/AAphBBCJEo6ZE6kslvHZYyeNXGC1rpWKTUTeEYp9V4wEyNCMHBxFUBZWRlVVVVJGWwidXd3xzTOzZvfQal9yRtQEsV6rJPddDre6XSsML2OdzodK0y/4xWTU3jmhPkBUgghhEiUvXuNnIFUZk6kJDihlMoALgaOGmkZrXVt8HujUuph4BhgSHBCa30HcAfA+vXr9YYNG5Ix5ISqqqoimnFWV19LQcGRFBV9IPmDSpJoj3WqmE7HO52OFabX8U6nY4Xpd7xicgoPTnR3d6dwJEIIIaai2267DYDy8vKUjSFV0zpOA97TWtcM96RSKk8pZTdvA6cDOyZwfGlhzpzPYbevkIKYQgghRIyUUn9USjUqpXaEPTZDKfWMUmpv8HtR8PFipdRGpVS3UupXg7ZzmVJqu1Jqm1LqaaVUyUQfC4DP50vFboUQQkwTWmuWL1/O3LlzUzaGpAYnlFL3A68CS5VSNUqpK4NPfYxBUzqUUrOUUk8G75YBLymltgKvA09orZ9O5ljTjdaaw4fv4oVNa+np3Z/q4QghhBCTzd0M6hgGfBN4Tmu9GHgueB+gH7gO+Gr4wsFMz19gdA9bDWwDvpDEMY/I7XaHbgcCUotKCCFEYnV2drJ27dqUjiGp0zq01peN8PgVwzxWC5wdvL0fWJPMsaU7rf3se//HwTvyIUQIIYSIhdZ6k1Jq3qCHLwA2BG/fA1QB39Ba92BcFFk0aHkV/MpTSrUADiAlRaDCgxM9PT2pGIIQQogprKurK6XFMCG1BTHFqHTYLWklKoQQQiRAmda6DkBrXRcsuj0irbVXKXU1sB3oAfYC/zXcssku0N3Q0BC63dbWlpDtT6disNPpWGF6He90OlaYXsc7nY4VUn+87e3tCfv/Ml4SnEhbYdkSUnNCCCGEmHBKqUzgamAdsB+4DfgWcOPgZZNdoDs3N5cNGzZw7LHH8pOf/ISTTz4ZpVRc25xOxWCn07HC9Dre6XSsML2OdzodK6T2eD0eD16vl5UrV6b0NU9VQUwxBq0HsiUCWopgCSGEEAnQoJSqAAh+bxxj+bUAWuv3tfGP+W/A8Ukd4Qjcbjc5OTkUFxejtZapHUIIIRLGbFGd6mkdEpxIW0ZwwmLJITurNMVjEUIIIaaEfwKXB29fDjw6xvIuYLlSyvxH/GFgV5LGNiq3201WVlbog+P27dtTMQwhhBBT0NatWwGw2+0pHYdM60hTSmWwZPF1FBQchc02K9XDEUIIISaVYMewDUCJUqoG+B5wM/C3YPewQ8AlYctXYxS8zFJKXQicrrV+Vyl1PbBJKeUFDgJXTOBhhHR3d5Ofn88RRxwBwH333cdxxx2XiqEIIYSYYu69914Ali5dmtJxSHAiTVksmTid/4nH24Lf34fVmpPqIQkhhBCTxkgdw4BTR1h+3giP3w7cnqBhjYvWmtraWmbNmsXJJ59MRUUFvb29qRySEEKIKaShoYG1a9dy/PEpmbkYItM60pTWfhobn+Tll0+gpWVTqocjhBBCiBRpaWnB7XbjdDoBKCoqCs0PFkIIIeLlcrmYM2dOqochwYl05fN1sfPdrwAQCLjHWFoIIYQQU5XL5QIIBSfsdjudnZ2pHJIQQogpora2lu3bt4f+x6SSBCfSlNYDrUQDAU8KRyKEEEKIVKqpqQEGghMOh0MyJ4QQQiTEAw88AMCxxx6b4pFIcCKNhbcSleCEEEIIMV0NzpxwOBySOSGEECIhampqyMnJ4VOf+lSqhyLBiXSlw4MTMq1DCCGEmLZcLhdKKSoqKgCZ1iGEECJxXC4XTqcTpVSqhyLBibQVnNaRkzOPwsKjUzwYIYQQQqSKy+WirKyMzMxMQKZ1CCGESBwzOJEOpJVomsrIsLPsiB9TULCOvLyFqR6OEEIIIVLE4XCwfv360H273U5XVxda67S40iWEEGLycrlcHHfccakeBiDBibRlteYwa9Z/0Nt7ALe7iezs0lQPSQghhBApcMstt0TcdzgcBAIBent7ycvLS9GohBBCTHZaa2pra9Mmc0KmdaSpQMBNR8dbvLr5NA4dujPVwxFCCCFEmrDb7QBSd0IIIURcWlpacLvdVFZWpnoogAQn0pbb3cQbb14CSLcOIYQQQgxwOBwAUndCCBHhO9/5DpdffjmBQCDVQxGTxB133AEgmRNiLOHdOiQ4IYQQQgiDGZyQzAkhRLibbrqJe++9l8bGxlQPRUwSr7zyCgAnnnhiikdikOBEmtLaH3Zbop9CCCGEMJjTOiRzQghh6u7uDt12uVwpHImYTFwuF+eccw5lZWWpHgogwYm0FR6cCM+iEEIIIcT0JpkTQojBwgMSEpwQ0UqnNqIgwYm0pbUPgNLSM6go/0iKRyOEEEKIdCEFMYUQg/34xz8O3b7ggguorq6ekP1efPHFLF++nK1bt07I/kTiuN1umpqaJDghxmazzWLlyl+xZPF1FBUdk+rhCCGEECJNSEFMIcRgu3btAuCcc84BYPPmzUnfp9/v5+GHH2bXrl1s2rQp6fsTiVVXVwekTzFMkOBE2srIsFM28yy8vg56ew+mejhCCCGESBOSOSGEGMzlcvGpT32KP/3pT6H7ySZ1LiY382cmwQkxJq+3k5aWF3nrrY9x4MAvUj0cIYQQQqSJnJwcrFarZE4IIQAIBALU1dXhdDopLCwkJydnQoIF4QFSCU5MPjU1NYAEJ0QUenr38s7WK/D5utBSEFMIIYQQQUopHA6HZE4IIQBobGzE5/NRWVmJUorKysoJCRaEB0jvu+8+CgoKsNlsKKW45557kr5/ER/JnBBR0wF/+J3UDUQIIYQQacdut0vmhBACGHqS6XQ6JzRz4oQTTgjdd7vdAHzuc59L+v5FfFwuFzabjaKiolQPJUSCE2lK4w+7LZkTQgghhBggmRNCCNPg9PyJCk6YAdIrr7wy6fsSiedyuULZNulCghNpSmt/+L2UjUMIIYQQ6UcyJ4RIb4FAIJRFkGwHDxrF88ODE9XV1Xi93qTut729HYBly5YNeS7Z+xbx279/f1pN6QAJTqSvYHBi3rwvMHv2FakdixBCCCHSisPh4Nlnn+Xyyy9P9VCEEMO44IILyMvLo7W1Nen7+tKXvgTAzJkzAZgzZw4Aq1evTsr+3G43SikuvfRSACorK0PPnXnmmaHbr732WlL2L+LzrW99C6UUW7ZsoaysLNXDiZDU4IRS6o9KqUal1I6wx76vlHIppd4Jfp09wrpnKqV2K6X2KaW+mcxxpiO7fRVr19zFnNlXUlhwVKqHI4QQQog0Yp6E3HvvvSkeiRBiOI8//jh+v5+9e/cmdT+9vb0AnHHGGVitVgA+8YlPUFpayr59+5Kyz9ra2tDt2bNnU1lZybPPPsujjz7KAw88wLe//W0Atm7dmpT9i/jcfPPNoduf//znUziSoZKdOXE3cOYwj/9ca702+PXk4CeVUlbg18BZwHLgMqXU8qSONM1kZc2guPgkenv309X9XqqHI4QQQog0kpOTk+ohCCGikOzaD+b2P/7xj4ceKygo4Itf/CI+ny8p0yvCj+lTn/oUAKeeeirnn38+DoeD66+/HovFIu1FJ4ETTzwx1UOIkNTghNZ6EzCeXKZjgH1a6/1aaw/wV+CChA4uzfX319HY+DQ7dn6RA/tvTfVwANBa4/P1pHoYIkZebydeb0eqhyGEEEIIMaV1dXWhdWStuJ07dyZ1nyO1g3Q4HKExJWufw+0XICMjg7KyMglOTAJZWVmpHkKEVNWc+IJSaltw2sdwvUucwOGw+zXBx6aNjo432b7jv3C7G9OmW0eN60+8sGk1fX3yRjOZvPzKB3nxpWNSPQwhhBAJtGbNmlQPQQgRpr29nYqKCh588MGIAMV3v/vdpO63rq4OgFmzZkU8brfbAZLS1cfcJ8D8+fOHXcbpdIa6iIj0VF5enuohDJGRgn3+FrgBowXFDcD/AZ8ZtMxw/UyGPUNXSl0FXAVQVlZGVVVVwgaaLN3d3WOOM6CNMh1aK5qbm9LiuPyBBwDYvPlRop1lE82xTiWpPt5A4B+girGok0OP+QPdAAkfV6qPdaJNp+OdTscK0+94xdRw9dVXc+utt+LxeFI9FCEERueDnp4etm3bxllnnRXxXCAQwGJJzjVhs2NGUVHk9V4zcyIZwQlzn4888ginnXbasMs4nU7ef//9hO9bxMfMpDnjjDO47bbbUjyaoSY8OKG1bjBvK6XuBB4fZrEaYHbY/Uqgdpjl0FrfAdwBsH79er1hw4aEjTVZqqqqGGucdXWtvLsLMjKyKSwoZs2a0ZefCC5XHe/t/g7HHX8xtuzoIm3RHOtUkurjfe75K0HDhlO+F3rs1c2L6O3dl/BxpfpYJ9p0Ot7pdKww/Y5XTA1KKU4//XTuv//+VA9FCMHAVAeXyxU6AVy8eDF79+6lp6cnlMmQaOa+Bm/fvJ+MaR1dXV3k5eVxwQUjz7p3Op1s2rQp4fsW8TF/Tz/5yU+yePHiFI9mqAmf1qGUqgi7exGwY5jFtgCLlVLzlVJZwMeAf07E+NKFDrYSVSoTTSDFozGY00uUdKCdVMpmno3xZySEEGIqcTgcdHZ2DpnjnmiNjY1JOcERYioJD04MrgORjOwFU2dnJxaLhdzc3IjHk5k50dnZGdr+SJxOJ21tbfT19SV8/8LQ09PD5s2b8fv9US1/+PBh/vGPfwDD1wpJB8luJXo/8CqwVClVo5S6EviJUmq7UmobcArw5eCys5RSTwJorX3AF4B/AbuAv2mtk1tNJs2YwYmlS77HgvlfSvFoDD6f8cGkv19qTkwmRUXH8oFjn0r1MIQQQiRYQUEBPp8v1EowWcrKyjjiiCOSug8hJrvw4MT//d//AYSuTCczuNfV1YXdbkepyFnxycyciDY4AcnvVjKdXXvttRx33HE89thjYy7r8XiYM2cO//u//wvAggULkj28cUl2t47LtNYVWutMrXWl1voPWutPaq1Xaa1Xa63P11rXBZet1VqfHbbuk1rrJVrrhVrrm5I5znRUUnoaRx35AKWlp+NwrE71cAAocKwDwO9P7ocgkVjvbP0Mrtq/pnoYQggxoYJFtxuVUjvCHpuhlHpGKbU3+L0o+HixUmqjUqpbKfWrsOXtSql3wr6alVK3puBwhlVRYSSj1tYOO/M1oSZiH0JMZuHBiZaWFoqLizn//POB5GdODBcoSGbmhBkQGU1lZSUgwYlk2r17N0BUtT3C38N///vfM2fOnKSNKx6Sn5+msrNKKCxcT0fHO7S3v5Hq4QBgsRhTAwIBKb41mQQCbg4duhOt02N6kBBCTJC7gTMHPfZN4Dmt9WLgueB9gH7gOuCr4Qtrrbu01mvNL+Ag8I9kDjoWcmVSiPRhdqZob29nz549nHTSSRQUFADJzZzo7OwcNlCQLpkT0rEjebq7jaL30bzG4f8nzjjjjKSNKV4SnEhT3d17qK17kL37buLAgV+mejgA1DcYZT+83rYUj0SMpKTkNBYv/s4Iz6ZHS1ohhJgIWutNQOughy8A7gnevge4MLhsj9b6JYwgxbCUUouBmcCLCR/sOE10cCLZtS2EmKw8Hg/PPPNMaGrFwYMHqaysDJ3AP//88zz00EP09PQkdL8NDQ384x//GDZQkKxWorW1tbzzzjtjZk6Y70+PPz5c74PEeOedd5KalTKat99+OxQcmCgul4v9+/ejteaZZ57hjTeMC9j33HMPW7duHXXdZ555JnQ7HVuImlLRSlREoaV1E/v2/Yj8vKWhQpSpFvAbBW0C2pvikYiRrFn9uxGf0zqAUtYJHI0QQqSdsrDppHVKqZkxrHsZ8IAe4Qw9Fa3NzVoTmzZtGldxs1jb6D799NPk5OTEvJ90MN1aBk+n402HY33ppZcAo8bEnj17ALBarRw4cACAH/7whwD893//NxdffHFc+wo/XrO2hc1mG/Y1sNls7Ny5M6GvzymnnAJAX19fVNv961//yuc///lx7Wu0n63X6+X0009n3bp13HLLLePa/nj19fVx9tlnc9xxx4V+tokw1u+y+drfdNNNodoRAG1tbaxdu5ZnnnmGjIzhT+9/+9vfhm6bv6/pSIIT6crs1mHJgDRJx1fBaR0KOcFNV4dr/kRvz/ssXfr9YZ5NjyCXEEJMUh8DPjnSk6lqbW6327HZbONqhxtrG92jjjqKmTNjieekj+nWMng6HW86HOu+ffsA+Pe//01GRgZut5v58+ejlOKCCy7g0UcfBSAzMzPusYYf749+9CMqKip4+umnyc7OHrJsYWEhhYWFSXl9jjzyyDG3+7WvfY2f/vSnHH/88WRlxd45brSf7cGDBwEjg2Gif/5mAGrr1q0J3Xe0v8vFxcWh28888wwf/vCHAVi6dCmzZ88esrzWms7OTj7xiU9w5513YrPZEjbmRJNpHWlqoJVoVtpkTtiyjRSgsrLzUjwSMZI9e75PjetPEY8VFhwNSDquEEIADWZL8+D3xmhWUkqtATK01m8mc3Dj4XQ6J2xah7QEFGJ45tSCwsJCnE4nCxYsCE3xWL16oLB9ov9WXS4Xxx577LCBCTCCl8ma9lBUVDTmMmZRzGTUvUhlrZ1U1/kJz44wO8LAyONqb2+nv7+fdevWpXVgAiQ4kbYCweCERWWQLle8NUYGh1LyazOZlM48g4yMAtLl90gIIVLon8DlwduXA49Gud5lwP1JGVGcJjI4keyWpUJMVmYAID8/f8hz4VOuEvm32trays6dO0ed0uVwOHjggQeorq5OyD7dbndMyyezY8hDDz0Uuv3Tn/40lEkxEf7+978Dxntif/+IpYoSKvz9d//+/aHbZtcmgOuvvx6fzzdk3WeffRZgXNP/JpqcZaarYHBiyZLvsWTxd1M8GIMtexYAzc3PpXgkIhY5Nifrj/o7Vmt6R0qFECKRlFL3A68CS5VSNUqpK4GbgQ8rpfYCHw7eN5evBm4Brgguvzxsc5eSpsGJ8vJyGhoakrb9QGBgaqlkTggxvK6uLvLy8rBah059Xrt2beh2IoMT99xj1PZdtWrViMusXLkSGKhNEa/wdpRnnXXWmMsns2PIww8/HLr99a9/nW9/+9sJ38dIHnnkkdDt8EKTyRT+Pr93714ATjrppIjpMk8//fSw9STM35XwLJ50JcGJNOWs/ATHHPMEdvsy7PZlqR4OAGVl5wLQ07MvxSMRsdi2/WoaGh5L9TCEEGJCaa0v01pXaK0ztdaVWus/aK1btNanaq0XB7+3hi0/T2s9Q2udH1z+3bDnFmit30vNkYyuoKAgqdXqvd6BItgSnBBieKO11jz22GPp7+/na1/7GrW1tQmbZnvo0CEyMzO56qqrRlzmrrvuory8nLa2xHTaM1tWPv3006MGRUzJypzQWlNfX8+FF14YeqylpSWh+xhJIBCgsbGRiy66CCBhr+1Ywl9DM8j1/PPPA8brsX37dgAOHz48ZN36+npOPfVUli1Lj3PK0UhwIk1lZ5Vgzz+C1taX2b//Vnp63k/peLzeNvr7awFFQHtSOhYxNvMfn/n9QPVt+P0Tk3YmhBBi4tjt9qRclTSFpwhLcEKI4XV1dY3aWjM7Oxun04nb7U7YSbTL5QoV3RyJUory8vKEvUeYJ8VmLYmxJCtzor29nb6+vpRkAjQ2NuL3+0PBmWS+/4YL34/L5RqSqTNv3rzQc4O5XK7Q8+lOunWkqfb2N+ju2UNd3T/o7Hyb6oO/40On7ErZeF7dfDper3GBKRCYHsEJrf309h4kK6uYzMyCVA8nKjNnnk3xjJPC/lENROe19gIytUMIIaYSh8OBx+PB7XaPWBQvHq+++mrotgQnhBjeaJkTJnO+/8MPP8znPve5uPfpcrmiqiGQyKKY5olvtLULkpU5YY7jiCOOCD0WnuWVTOa+zSyEzs5Oent7+f3vf09OTg7nn38+ZWVlCd9v+GtYU1MzpHNSfn4+BQUFQ4ITXq+XhoaGqANKqSaZE2mqqenf7Nt3MzqYpaBTnK3g94d9IEmT1qbJ5vN1svm1D1Nf/0iqhxK1VStvY9asS0L3ddjPSrp1CCHE1JPMOd1AqEUdSHBCiJG0tLSM2b3iqKOOAiJrJcQj2uCEw+FI2PtDT08PRUVFFBREd9HOfE0SPeXCPAEPb5s5URkM5r4XLlxIRkYGXV1dXH/99XzpS1/iqquu4rLLLkvKfsOPz+/3D/v7NlyB5Pr6erTWk6IYJkhwIm0ZnTEUSsXeEzgZKiouCt22ZgytRDwV+XzGm0Bb+2spHkn0Ghv/xdvvXBEWTAoPSEhwQgghpppkVsMfTIITQgwvmkDB/PnzOeecc6irq4t7f4FAgNra2gnPnPjud79LS0vLqFNJws2cOROr1ZqUFqoQmcEx0cEJp9MZem3r6+tDzyeqM8pgg3+Gw/3shwtOmHVCJDgh4qJ1AKUsZGY6sFhyOHJdehQJt1hyWDD/i6kexoQwT/B7e/ePsWT62L7jGlpbXyQQMFLblLIys9Sspjw9Ml6EEGI6keCEEKnl9/upr6+P6uQvUa1/m5ub8Xq9UWdOJPL9IdrABIDVaqWioiJpwYlZs2aFHpuI90Bz31arlbKysoRmpYxlvMGJWKfipJrUnEhbRuYEKPLyFlJUdExKR+Ny/QUwTnann+jfhNOF1kYBM6UsFJdsoKPzHSbjcQghhBhdsqd1hJPghBBDPfbYY/j9/qhO/iorK2lqaoqrRozWmk9/+tOh7Y0l2UVzx5KogEw4l8tFSUlJxGs4kZkT5eXlWK1WHA4HGzdujChMeeDAATo6OqKe+hKt22+/HTA6NHV0dIwYnKirq+PjH/946LF9+/aFnpsMJHMiXWnjxHLunM/T1bWDbdv+X0qHU15+IQB+fzeHDv0hpWOZKHoST4PQwSyJQMCHwsraNX8kM7MwtYMSQgiRcJI5IURq/etf/wLgpJNOGnNZ8wQxnqkdDQ0NPPnkkwAcc8zYFy9nzJhBb28vvb29495nPJIRnGhqagoVhPze975HVlYWXV1d9PcnvzNd+BSeCy64AJvNRmZmZsQyL7zwQkL36ff72bdvH/n5+Vx22WUsW7Ysoh6Q6fTTT2fp0qW88cYboa/29nbOOecciouLEzqmZJHMiTS1YMGXmDPnc5h1ApqanyEQ8GGxpOhHpsFmmw3aT3f37tSMYYJZlPFaFxeP/c8m3ZiZE1p7eXfXV1m48Ovk5y9J8aiEEEIkmmROCJFanZ2dLFq0iBUrVoy5rHlSG09rx6amJgCeeuqpqKeSANTW1rJo0aJx7TMeTqeTZ599NqHb7OzsDGUmfP/732fOnDlceeWV1NbWsmDBgoTuazCXy8XSpUsBuOGGG7jhhhtCz5l1QBIdjGlsbATgxz/+Mddcc82Iy5100km8++67Cd33RJPMiTSVmVlETo6Tlpaq0GOp7NhR3/AI/f2HQVnR2p+ycUwkpTLIyLDjcKxJ9VBipohsJfr++z/B621L3YCEEEIkhWROCJFanZ2doSDhWMxAgVmkcDyam5sjtjUWc+pHok+Yo+V0Ouns7KS7uzth2+zq6op4zSfyGEcrflpWVjZhBUCnKglOpKnm5o0cPnwPNa77Qo8FAqltJwrQ338YzfQITuTkzGHd2nspLDgq1UOJWnn5haxc8Uuys43+yuHtQ/0Bd6qGJYQQIkmmSubEgw8+yC9/+cukbV+IZOnq6goFCcdinlx+7GMf4+DBg+Pa35///OeIbUW7z3hOmJ966ilOOeUUNmzYEPO4E7H/wTo7OyNe82TsYzjPPvvsiPUewCgAWl5eLsGJOEhwIk01Nf2bg4fuiHgskMKTy7y8xaHb0yVzQms/W964iNq6B1M9lKitWP5/lJWdE/ZIWN0MPXlraAghhBhefr7R3nuyZ05ccsklfOlLX0ra9oVIlsEnyqMpLCzknHOMz2nPP//8uPZXX1+P1WqlqKgoquVLS0sBaGlpGdf+wAiIvPbaa+NaNxmBg8GZE4k4xmg89thjAKGf4XCSMa3DzLSJpgDqZCfBiTSlg906rNb80GOpzJwoLzs/dDs7a2bKxjGR3G6jWFFHx9spHkn0Wltf4Y03L6Gvz0wXDA9ISHBCCCGmGovFQn5+/qTPnBBisoplWodSigcfNC56jecEVmtNX18f3/jGN6Ju6WmOLZ4ApsvlYt26dVRVVTF37tyY1k3GlIvBAaGJmt5m1ptYtWrViMskqztJRkZGqAjoVCbBiXSlAygUtuxyMjNnsP6oh8hKYVDAHzCq32ZmFrFkyXUpG8dE8vqMNzi3uyHFI4ne2+98ko6Ot/D7ewCwWnOprPwUEDnFQwghxNThcDgmfeaEEJNVLNM6AGw2G8XFxeM6ge3v7ycQCEQdDAHIysoiOzs7rgDmaHUWxpLozAmt9ZDMiezsbDIyMpIepI3mdUhWcKKiogKLZeqfuk/9I5ykNBqUBZQiM7OIgoK1WK3j64ecCNXVvw7eii5KOyUET+bVJDnm8OCDOfVGKStFRR8gL28xymIdaVUhhBCT2EQFJx599FEOHTqU8O2Gn1D4fL6Eb1+IZNmyZQuNjY0xBQvAOIG9/fbbQ1kU0TL/zmMJhoCRPRHPe4TZhWI8cnNzKSwsTNgJe09PD1rriNdcKTUh74PRBic6Ojr45z//mZB9trW1ce+9906LehMgwYn0pTWgmFVxCb2977Nt+9W4Pc0pG87MmWcD4PW2smfPDWMsPVVMtkyD8OCE8eHO73fjcTexYsWt2LLLUzUwIYQQSWS32ydkWgfAL37xi4Rvs7W1NXR7oo5DiEQw60acf/75YywZ6Zvf/CYAjz/+eEzrmX8fsQZD4jlxd7vd9PT0hOo6jEciswkaGoyM5sFTHJIdnAgEAtTV1Y1Z9+E//uM/gPHXFBls69atAJx44okJ2V66k+BEmlq69Accs+4BMvdvBowCmb29BwDo769j//5f8P7+n1NbO3bEVWvN4Zp7aWuLvpCN399PXd0/Bq7Ga01u7iIKCo6kp2fvsOu0tLwQVutg8tM6AMDMspGL3qSX8OCEMfZAoJfde75He9vmVA1KCCFEkiXzQ3lWVhbf+MY3IvaVaOEBiYnIABEiUVwuFw6HI+YTx8suu4xjjz025hP2eDInxhv4G29AJFwigxMjda5IdpC2sbERn883ZgbDokWLWLp0acKO1yyGeeWVVyZke+kuI9UDEMPLyMiDF27h8KHfwNxcYKBbx5Y3LsbjaQwtW1Z2DlZrzojb6u8/zJ491zOj6ASKio6Nav/v7/8Zhw/fRWbWDEqKN9DY9BQAubkLUVmZw67zztbPYLFkccqGXVHtI90pZSU7u5wCx5pUDyUq4dM6LFZbxGN79t5Aaenp2GyzUjI2IYQQyWO322lsbBx7wRhprfF4PGRlZYUeM7uDJFJ4QEKCE2IyiacWQ2VlJe+++25M65h/HxOZOTHegEg4p9PJzp07x71+uJGCE8nOnIilnedEBGOmKsmcSFP19f/kkHsz9TMH6kzoYLeOnJw5EcuaKfwj8fuNAlaznB+Lev9ej5Fi6fW2Rzze2/v+qK1Ep1LNRYdjFSuW/5zs7IpUDyUqSimcsy5jzerfY88/IvhoIPR8KlvRCiGESJ5EfyhvaGigsLAwVHwtM3PgokR/f3/C9mMKv9r5y1/+MuHbFyJZampq4ioUOdYJ7L/+9S9mzJiBw+GgsLCQU045BYg9UBDPe0SiMifq6urw+0c+h4hWqjInrrvuumH3Oxyn0xnKeBiv6upqnE4n1113HQ6HI67XfzKR4ESaamp+Blfm4YjHzFai+flLAJg39xrWrPkDFott1G2Z61lU1qjLhcvKKgEgw2pkbRQXnzLw5AjBCYslmzmzr4h6H5PBO1uvoLb2r6keRlSUsnLEETdSUjLws4poJDqVIkdCCCFCEv2h/Pnnn6ejoyN0PysrKzTvORkf/sNPmpKRASJEssTbxaKzs3PUv6m33nqLtrY2Pv3pT0d8jlu7dm1M+yotLQ3VaohVIjIniouLCQQCCXn/cLlc5OXlDRlPsjMnDh82zsuOPPLIMZetrKykrq6OQCAw5rIj2bNnD7W1tXzkIx/ht7/97bi3M9lIcCJN6WAr0SxP+JVvI8jg7q8HYP78L1JSvAGLZfhpFqH1tLHetu2fj3r/s2dfwaqVv6Go6HgAyoIFMQHy8haPOGbU1PmV6up+j0DATVf35JimYrRW2slrr51Ne8eb5oPhS6RkXEIIIZLL/FCeqCC01+uNuJ+Zmcnq1aspKSlJyod/84Rlzpw5UhBTTBp+v5/6+vqkttjs6+tDKcWtt97KkiXGxclzzz2XjIzYZuabJ8vj6YaTiOCEedU/Ee8fZkBIqchuehMxreOaa67Bah27+53T6cTn88UVbDVbN3/961/n4x//+Li3M9kk9UxSKfVHpVSjUmpH2GM/VUq9p5TappR6WClVOMK61Uqp7Uqpd5RSbyRznOkpgAJy+/xkqTyOPeap0BXxfrcRnGhre5Wmpn8nJV3fZpvFzJlnkJFhzC31+owrKBZLDsuW/WjYdbT20tHxVsLHkipeT4vxfdDUlnQVCHh4fcv5dPfsxuczPtxlZhaxcMG1AGjGH70VQgiRvux2Oz6fD7c7MZ8H6uvrI+6bNSeSlTZtnlCYV5KFmAwaGhrw+/1jdm8YiRmc2L9//4jL9PX1YbPZUEqFumWUlJSMa1+BQGBc2ROJmNZhBjYS8f5hTncYLJnTOrq6umhra4s6EBVN4GksZnDCZhs9Q36qSfZl7ruBMwc99gywUmu9GtgDfGuU9U/RWq/VWq9P0vjSltFtwYgIKqzk5y8hI8N4U5hdeTkA72z9NNu2X43XN/ofYmHBUVQ6P0lGRmHU+29tfZnnnl9IY+PTABw4YMwBtQaneQzHbl8x6vOTjQ5mGijUGEumi/BuHcbUG4slA4djDQ7HWqyW7JFWFEIIMYmZH/wTdWJfW1sbcd+sOeFwOCKmeySKeUIhwQkxmcRbqHDOHKOG3DnnnMN3v/vdYZfp6+sjJ8coem+2zhzcQjMa8Zwsm3/z8QQnEpU58eabb7Jly5ZhXwOHw0F3d3dcUylGsmDBAgBmz54d1fLm6z34vTQWZnDC/PlPF0kNTmitNwGtgx77tx6o4LgZGF+4ccozTjRLWj24dSfbt3+Bzs5tAFgsg2pH6LH/CC2WLHRwekc0WlpfBKC37yAAhYXHAODzdbB129DpIeaUgu7u3VHvI+2Zr6uafMEJsy6Iz9dNZ9cOjlh645BCqkIIIaaGRAcn2tvbI+6bV+7KysqGZFUkQmdnJzk5ORQVFcm0DjFpxBucmD9/Pvfccw9z5szhjTeGTxIPD0784Ac/4LbbbuPkk0+OeV/xBCfMv/nxBEVMicqc2LNnDwCf+MQnhjxnBkC6u7vj2sdgbreb5uZm5s6dy0UXXRTVOkVFRcDQ99JYSHAiNT4DPDXCcxr4t1LqTaXUVRM4prSwauVvOLr3OKx+44SzsekpWtteBWDnu1+OWHa07hkAbW2vc+jwH/D7e6Pev0UZV0l0wJx3qsnPX05p6Rn09g6XfmacyLvddVHvI92Zr6tz1mUpHkm0BoITgVBwopP33/8JnV3bUjUoIYQQSWZ+KE/UiX1nZycrV64Mbdf8cJzI9njhurq6sNvtSZ8zLkQixRucUErxqU99ijVr1oz4dxUenJgzZw5f+MIXyM2NPUs5nuCEy+Vi5syZES2FY5WozAlz/XXr1g15LtFB2sH7vPbaa6NupZyIsUzX4ERs1VQSSCn1v4AP+PMIi5ygta5VSs0EnlFKvRfMxBi8nauAq8CI6FdVVSVryAnT3d0d1TiX1jXSUTzwRrB//26qDwxd79VXX0Gp4hG3E9CvBG8tYOPGjUMKyAy/jtH+5sCBfRw8WIU/8CLgobu7EbAMGX94O9Pw56I91nSk9R6ggt273ezZUxXVOqk8Xq0H2ru9u/MQu96tQmujbsZ7732bPbsDKJW4tqiT+Wc7HtPpeKfTscL0O14x9ST6Q7kZLDDb/pkfjisrK6mvr8fn88VckG80nZ2doVZ5vb29+P3+qIrOCZFKO3bswGKxxJVRAEbg4LHHHqOnp4e8vLyI58KDE/EoLS0lMzNz3MGJ8QZgTInKnDDXH644Z6KDtNHscySJGIsEJyaQUupy4FzgVD1CaWmtdW3we6NS6mHgGGBIcEJrfQdwB8D69ev1hg0bkjXshKmqqmKscdbU3Ient4/msPafc+fMYuHCDbz0ckUwQ0EBmg984BhyckaeA+Vy1fPebjjh+Hux2aI7Oa2u3sX7+2HOXCeLFm7g+Y2BYOOHZmy2Sk44PnL8fr+bqheM2+HHFs2xpq8NtLQsIyurFLt9WVRrpPJ4AwE37+//LCXFp1BU9AEA+vpcvGIk3HDU+lU47CsTtr/J/bON3XQ63ul0rDD9jldMPcnInCgqKgrN3TY/HM+aNYtAIEBjYyOzZs1KyL7M/TkcjtCH/46ODmbMmJGw7QuRaP39/dx+++3MmDEDiyW+RPR58+YBcNJJJ/Hmm29GPJeo4ITFYqGiomLcwYloay2MxPzbjmeaAwwEYAcHcRK5j8HGUxDUZrORkZERd+aE1WoN1fyZLiZ8WodS6kzgG8D5Wuth5xkopfKUUnbzNnA6sGO4ZaeqpuZnacyInNdpthLNzCwEYOWKX3DkkX8lK2v0iK3ZzWNIrYpRWKzG/FKzToHTOdDCJjxLImwvACxa+PWo9zEZvLvra7hcIyX3pBeLJZvFi74VCkwYwutQSCtRIYSYihKdOdHZ2Tls5kSy5nSbmRoVFcYFlLq6qTNFVExNbW1tAHzsYx+Le1tXX301ixYt4t133x3SDjhRwQkw6iCMp6BtTU1N3JkThYWFZGVlxf23bb5XDBcQStb7x3haqSqlsNvtcQcnplvWBCS/lej9wKvAUqVUjVLqSuBXgB1jqsY7Sqnbg8vOUko9GVy1DHhJKbUVeB14Qmv9dDLHmna0RgE5fQPFLgPBgpZebxsZGYUUFR1LUeHRWK2jd2Ew13vxpWNwu5ui2v3M0jNZu/YeKsovBKC09PTQc4UFQ5unhOpeqKmThtnWthmPpzlUFDTdaa3p6dnHSy8dT0PD4+aj4UukYlhCCCGSLNGZE11dXTgcjiGZE+Z3M904UczMiUS03xNiIpgnnccff3zc23I4HFx99dX09/cPueqfyBPU8bTa7O/vp6WlZdztUk1KqYTUrDEDp8NJ1vvHeFupOhyOuKd1TMfgRFKndWith6sk+IcRlq0Fzg7e3g+sSeLQ0p4mAFqT3+OjuyCPY094nowMowiL3b6C5ubnqKm5j5ycuZSWnhZqMzocq3Ug9cnMvhiLzVYRMQXE3W9GIRUrV/5iyPIWiw27fRUHDtzG3DmfjWof6c7jMeo1BPyJ/RCWLD5fF5tfOyN0G8Bmm8WyI25m13vfTOXQhBBCJFEiMyfq6+txuVzY7fYJC06YV0PNk4sXXniBo48+OlTxXoh0M546BKMJP7EO/71P5Amqw+GgoaEhpnV2794dMb54JCI4YQZOh1NSUjLuuhqjGU/mBBjBjLfeemvc+52uwYlUd+sQI9EBlNZoBX68ZGeXhQIQc+carTwPVN/Gu7u+Sr979LZelc6Ps2L5LcZmo2wn2tt7gOeeX8jefTcDsP+AEZDIyioddnmLJYMCx1qUSlmN1YTTTN5WojrYBlUpK3n5S5hRdEJEkEoIIcTUkZeXh9VqTchc6/PPPx+A8vLyUIr5RGVOzJo1C5vNxg9/+EM++9mpcaFDTE3mCWusV9NHYtZwqa2tjXi8t7c3pZkT119/PQALFy6Me/+JypwYKUhgsViYNWtWwoMT5lSY8QSiduzYweHDh8e13+7u7mFra0x1EpxIUwoLqqeFgk4fWmn27L2RhkZj1osODGodqgPDbGHQ9oL1Jvbt+zG1dQ+OuXxzSxUAHo8xDSQ3dz4AGe5+Nm8+c8jyfr+bxqan8Pnax9z2pBGa9zf5ghO793wfr7cTr7eN5ubnWLToW+Tlxf+PRQghJgul1B+VUo1KqR1hj81QSj2jlNob/F4UfLxYKbVRKdWtlPrVoO1kKaXuUErtUUq9p5T6yEQfy1iUUpSVlSVkrvWePXtYt24d//M//xN6bKIyJ2w2G++88w5HHXWU1J0QaS3RmROFhYXA0Own828jEcbTqre5uZny8nI++MEPxr1/MzgxQi+EqIz1eiSj3XFtbS1KqZi7snzpS18CiDlbxVRXVxeqozGdSHAiCn5/Hy+/sgGX668Tts91c7/Pkds7UcE/YJfrfhrq/8mhw3fx1tvGbJn5874IgB6jlsDhw/dQXW181mpqfoZdu74x9gCC+w3VkgAcnlxKXA309x0asrjf34XH0zz2dicR89jnzb06xSOJVuTvQU/vXrzedqqrf01Pz54UjUkIIVLmbmBwNP2bwHNa68XAc8H7AP3AdcBXh9nO/wKNWuslwHLghaSMNk5Op5Oampq4ttHb20tHRweXXHIJNpst9LgZlDAfS2Rwwuv10t/fHzrJW7p0KXPmzEl4O0AhEmm8qf4jGWlq1mjTGGI1nswJl8vFKaecgkpAFrHT6aSvry+uDK/RMifMfSQ6OFFTU0NZWVnMXTMWLVoEjL8WUCJauE5GEpyIgtZ++vsP4/NP4D9Kn9Fho6nEKHZptdpoan6GvXtvBGDu3KsH2ltq/7CbMPX07sPtbuTYY56KevfmlAZzegBah75C0x3Cl9fhUwpGH89kkZlZiMOxhvwo24immvkzWLL4u5z6ob0UFhwVemznu1+hs3NbKocnhBATSmu9CWgd9PAFwD3B2/cAFwaX7dFav4QRpBjsM8CPgssFtNZpGYmvrKyM60N5V1cXv/nNb4Ch88uTmTkxXLG58Cu8PT09bNsm/79EehlvkcSRDFfU9vDhw/T39yc0c6KnpyfUhWcsWuuEniAnomBltJkT8WRnhHv55Zf597//Pa6CoOY4x1MLKBAITNvgxNQpEJBEZuvMlpZNzJ3zuQnZ54GGP2OpzKGtwIjSWSw2YOCX22LJCnXG0GNM6wgEPFgsWeTnL4l+AKFt6tB3pSwozbB/8JqBNzqt/agp0LWjpOQUNAH6+2qwZZenejhjslpzmD//f3AUrA17dOB3wx9sKSuEENNYmda6DkBrXaeUGjVPVylVGLx5g1JqA/A+8AWt9ZA8XaXUVcBVAGVlZVRVVSVu1FE6ePBgTPvt7u4OLX/ffffxhz8YNcubmpqoqqrizDPP5Omnn+bll18GoLGxEYB33nkn7ur9pvp6o25WbW1taCydnZ20tbVRVVXF/fffz1133cXjjz9OVlb0LdEHCz/W6WA6HW8qjtUsdLh169a4fi9NPp8vtD3zWE455RTAmBYQfnzjPV5zesFTTz1Ffn7+mMt3d3fjdrvp6elJyOtrvn88+eSTNDdHF+MdfKytra10dXWNOJ7+/n56enp44oknojrG0fT09HDuuecCMHfu3JhfAzOT7fXXX6egoCCqdczjbW1txefz0dvbO23+jk0SnIiCefLf3b1rwvbZ3PUGGUWZoXIHVqst4nmLyqKo8BiOOfqxUD2IkZjBicbGp1m96neUlp4WxQiMAERh4TEAzJnzWfT+H9JOEwyTOWEGM5Yd8SMjcDJF7N37QxyOVRQWDm2fmm6s1hwWzP9v+t31vPnWx5k392qybWFBlQRFkYUQYhrJACqBl7XWX1FKfQX4GfDJwQtqre8A7gBYv3693rBhw0SOk82bN/Pwww9z9NFHR11EraqqCnOcf/3rwNTVc845hyOOOIIPfvCD9Pf3h7ZnnlDMmTOHRB3f9u3bATj66KND23zmmWf45z//ycknn8xf/vIXvF4v69ato7R0+KLc0Qg/1ulgOh1vKo7173//O0VFRZx++ukJ26bNZqOkpGTIsRx11FERj433ePft2wfAmjVrmD179pjLHzp0aNj9j9fcuXP54he/OOwxjiT8WLXW9PX1sWzZshHXr6ur4/bbb2fBggUsX748rvHu3LkzdHvVqlUxvwZmMKiysjLm4zWDXxs2bJg2f8cmmdaRrnQANNi7jUjq4C4ZFksWGRl27PblWK2jV/ENBNxYLNkcOvR7amrujWr3ZeUXsP6ov1Pp/DgAxcUnUeIrJb/HT2n2yqHDDWVaTJ1fqYbGp+jrq8bjbkr1UKJiTD+qw+fror39Ndzu+kEBibELpwohxBTXoJSqAAh+bxxj+RagF3g4eP/vwJHJG974xZsyHb6euS2r1RoR6EjGtI7h5u7b7Xb8fj/9/f2hcSWiTaoQiZKMlPuRClZaLIn5bB3rNINE19UwO5KM9z2qv78fn8835rSOePYRLnwb48mOiWdah7nv6TitY+qcSSaRxWJMrbDZEpPCGB0/CiM4YdGKtWv+iMOxJvSsw7Ga/v46amruw+0e/bOVzTaLvLzFKEsWrW0v89zzY3dtsGWXU1BwJOavSHf3HrqzPJQ3uVnl+M8hy2dnlzK78gp2vfcN+voSW4gmVbweY6ryZKmh4fG08vIrJ9LYYHR1CQQ85OUtYs0aI013rMKpQggxDfwTuDx4+3Lg0dEW1sY8xseADcGHTgXeTdbg4pHI4MRIH/6TGZwYXHMC4Fe/+hW7d+8Gxl9UTohkSEZwwm6387vf/Y6nn36aG2+8MfR4on73zb+raLeX6Loa2dnZlJSUjLtw74MPGt0GxyqICfCPf/wjIhssVm63O+JnMB7m++Vjjz0W87rTOTgh0zqikJFh/FGWFG+YsH3qYOaE36IIKI3VmkNOzlxyc+ezYvn/AdDa+jK793yPvPylZGePPG12yeLvAPD2O1dEvf+urnd5fct5lJaewepVv2H3nu9D3j6OAvB7hyxvsWSHgidae6LeTzoLFf5MQIXiiWEEHywWo4hqQHtQyoLN5qS09HSyMmekcnBCCDGhlFL3YwQVSpRSNcD3gJuBvymlrgQOAZeELV8NOIAspdSFwOla63eBbwB/UkrdCjQBn564o4hevMEJs/ZDSUnJiMtYLBays7Pp7e0d1z6G09bWBgy0UgRYsmQJSim+/vWvhx6TzAmRTurr61mxYkVCt7l8+XLef/99zjrrrIjHTzrppIRsf6SOICNJdOYEQEVFxbhaawYCAT71qU8BxvvDaNsHuP3227n99tv54Ac/OK4T/H//+9+8+OKLofuXXHLJKEsPz+xw8vLLL+P3+7Fao6/HZ74fl5WVxbzfyS7qzAml1JCfynCPTVVWa/6EFnnMIIsMf4C8PuME2eW6n9zcBSw74sd4vR0EAl5QwR/fGAUxTeZJazSam58zNh0sBmpQHHLaeKHtJmP/YbzeTurqHgKMK/ZTQuh1nWTBCWswOOF343Y3UOv6K/Pnf4n8/KWpHJwQQkworfVlWusKrXWm1rpSa/0HrXWL1vpUrfXi4PfWsOXnaa1naK3zg8u/G3z8oNb6JK316uA6Q/tpp4F4gxOdnZ18+ctfpqlp9KmMDocjoVkMw10hPO2000Lz3U2SOSHSSWdnZ0RALREefvjhIXVVtNasXr06IdsfriPIaJIRnCgoKBhXoNGsd/OjH/2I004buXZeTk5ORBDADH7Gynz/OXjwIFprTjzxxHFt55e//CVAzAGZzs5O8vLyyMiYfnkEsUzr+FaUj005Hk8LFksW2dkVE7bPI+2fZuV73WirMcepte0Vamr+RHX1r9j04pE0NT+LCv74xpp2sPPdr7Jn740xFao0pwBEdAJRioBF4dN9DK5f4PE00tr2EmDUuJgKzMyJxYsmx6+5DsucyM9fTmZWER5PK4dr7qav92CKRyeEECKZ8vPzcTgc4wpOBAIBenp6ojoJsdvtCc1icLlcobGHG3zFUDInRLrQWo/Z0nI8rFYrixcvTug2w8WaOZHoaR3mtsYTaDSngoyWNQFGtkJ4cGK87xsul4uMjIy4uxLNnTs3tL1YdHV1JTQoNJmMGZxQSp2llLoNcCqlfhn2dTfgG2P1KUHrAF5v68SedPuNfTUVG/UurJYcvN4WDlTfBoBFZQ5kToxRS6C7+z36+g6zZPF3o99/KCgR3lJUhXY1uJ1oeBBjqmRO2LIrKCo6nry8sWt0pIXgz0Rh4dhjHsM566OYP7DtO66hte3VFA5OCCFEsjmdznEFJ7q7u4HoTkISmTnx97//nZdffnnYtOvMzMyI+48++ihvv/12QvYrRDx6enrQWifl5DERbUlHkg6ZEyMV/RyNz+fjy1/+MkBUwQKPZ+A8JJ7gREVFRdzFSM3xjic4kejg12QRzSteC7wB9ANvhn39EzgjeUNLJ8YJXkPj4xO2xz09T3KwMofOYJFsy6BWoiiFUmbmxOjTOsxWotnZ0bfgMrMGdCCYlaE1KEtogsPQbA3jNcrKKiUrqzjq/aSzmTPPpNL5n7S1v57qoUQlI8PO4kX/S0HButBjOizDRU+RoJEQQojhVVZWjis4EctJyHhOLobj8Xi49NJLeeONN6KaE/7AAw9w5JFp2ShFTDPJyCgwXXLJJaHpIj/60Y8Suu1Yu0e0trZisVhSnjnx+uuvs2nTJgCWLo1tivJ4A6mJKng63ul2nZ2d0zZzYsyJLFrrrcBWpdRftNZeAKVUETBbaz2+iTyTjHmC19393oTts9V/gDz7wI/HarENWcaev4LjPvD8qMUwYSA40dr6MosXfZs5c64cewDBq/ClpUb/5gUL/ge2/JEufcDc6qDFjWDF0qXXk5s7f+ztTxLVB39LVlbphBZDHa+MjHzmzPkMAG+//SmKio5jxoyBOXLSrUMIMVkpo7LYfwILtNY/UErNAcq11pMjejxBnE4n774bezORWE627HY7dXV1Me9jsPBtTMeK9GLySkZGgemaa67hmmuuSfh2wcjKyM7OjvqE3eVyUVZWltC6B+MJbppTOrZt20ZBQUFM6443kFpTU8PKlSvHtW640tJSMjMzY+5QIpkT0XlGKeVQSs0AtgJ3KaVuSdK40oue+JM6MxuiqM8ISlgz8oYsY7XayM2di9WaM/q2Ah4sKouWlhfYf+DWqPZfOftyjj3mSSorjbahRUUfoMjiJK/XT4VaglKRb1ShTAsdIBCYGrN9amruo6trB4FAf6qHEpVAwENPzz58vi66e/bS1zeoZlsKfo+FECJBfgMcB1wWvN8F/Dp1w0lPTqeT+vp6/P7YWmCnInMi/EriWMGJ/Pz8uPcnRKIkMziRbLH8/SajXarD4aCnpyem96h42mrGkzkRb70JMDocVVRUSOZEDGIJThRorTuBi4G7tNZHASOXS51CrMEpFTk5sydwrxo02D1G4GH+vP+OKGiZnTUTt6eZ6oO/o7f3wEgbAcDuWEVu3kI0Gr+/l+eeXzhmXYjsrBJyc+fh9xu9zDs6t9Jpaae4zctyThoSEMnLXczq1XewY8cXaGx8cjwHnHa83vZUDyEmbncDm187g8amf2GxZBHQHhyOVRy9/uHgEhKcEEJMWsdqrf8LY4opwczN5E3OnqScTid+vz/myvCxZk4kouZELMGJ6fohXaSnZE7rSLZY/n6TEZwwX7Nf/OIXUa/jcrmw2WwUFRXFvL8vf/nLMWd6dXZ20t3dnbBjH08tIMmciE6GUqoCuBSYuOILaSAzswirNZ/CwmMmZH+dXTvopYOA1QIqeEL5uw3k5yxi6ZLrOfVD7+Pw2/Hcdzbvv/8T2to288abHx1SsNPlup+dO69lzRG3MPepe1E9LaHnIluEDtXe/gYbq5bz1tufAGDvnht4nzeMJ/1DC4Nardnk5xkVdAN6atQ2GJgGkdxWooGAj7fe/gS791yfkO2pV36NxZJFff0jNDU/R2b1Fsp7Z5CdPf16JQshpgyvMvp5awClVCmD5xeKUBvClpaWMZaMZLbpmzFjxpjLzpgxg5aWFgKB+F5+s2VpSUkJJ5100rDL3HzzzXzta1+T4IRIK7H8vaSbWDInmpqamDlz9KnjsTJfs2uvvXZIcf2R1NTU4HQ6MWb3je13v/sdn/nMZ0LtPx9/PLbT1ngyNYYznuBEc3PzpPz9SoRYghM/AP4F7NNab1FKLQD2JmdY6Sc7eyZWa+6E7Gvfvh8D0JdjpbxFsfj9biwNOzi6+EtUVhrBAhrehZZ9ADQ2/YuOjjdwu5sjtvPe7u9Q3/AIrXvvxV+/lYqd20PPHT5876hjaGp+BhioJaGNO7jKs3le/Rm3O7IPer+7nsM1xjbDszL8ge9z6PBdsb0A6WKMQqOJ4vd30db2KjU1o/9MxhZ8k2/ciQoGVLZtu4oDO77L3Hffx25fEef2hRAiZX4JPAzMVErdBLwE/DC1Q0o/OTlGVmNfX19M68XyYdzpdOLz+ULBhfEyr94ePHiQ1atXD7vMN77xDX7yk5+EjkuIdJDok9eJFEvmRDLaWYa/Zm1t0ZUujHWKxVVXXcUf/vAHnn/+eZRSMQcGEv3zjbVQcWdnJ11dXZPy9ysRog5OaK3/rrVerbW+Jnh/v9b6I8kbWvro6ztMf38NebkT01LSEqznsOhwgFyvlTmuYM0DX1jGgt8dSqowp16M1Or07Yaf4c20kO/JZMni6wCocf1p9EEEo5lDu3KAVgEGX7Dq76vh8OE/Gs8HgxPvbP0scBiPu3H0faUt4zVYvvynyd1L6DWOL0MjFIHW4MhfZWxRZVJXbsOdHV8rJCGESBVltKY6AHwd+BFQB1yotf57SgeWhsYbnKipqSEvLy+qYnPmSUKsBd4G6+zsxGq1RhV4CG8rGms9DSESLZ5pBqkWbeaEz+ejt7c3qcGJaE/Yxzu9JDMzk5kzZ6Y8OOF0Ounu7o6p1gdE1zZ1Kor6jEUpdZdS6o+Dv5I5uHShtZ9AwDNmy85EcTjWAmDzWiOv3ocHJ3wDwYmODmO6xeDpFHb7qtBtpTUEfKFClm53/ahjGChw6Qs9El5QcfBrEX7fzJzo7t4VfG5yfpDIzV1AacmHsWWXJ3U/5utzxNIb4t1S6NbyRd8jI8NBfv4RALyzqoDGxn/FuX0hhJh42vgH839a6/e01r/WWv9Ka70r1eNKR+MJTni9Xm699dao06bND+y//OUvxzfIIHNOdTT7DA9OJKLehRDxME+Wo51mkE7sdntUJ8nJqqsRfsJ/3nnnjfletW/fPg4cODDuQMF4plTcdNNNoXUTwdzOqaeeykUXXcTnPvc5brhh5M/8v/nNbxK6/8kmlsupjwNPBL+eAxxAdzIGlX6Mkz6X688Tsrf58/+bmb4KWgotkR0W/GHBB9/QLAk9qMjlMUc/wpLF3wWCpSsCfjKziqMagxlsGAg66IHtMExwAuME2+FYh8OxBhgIUkzW4ER5+fmUlZ1HfcNjSd1PRkYh69beS3Gc7Uqzsoo5Yk8XBZ1eAr4+o8tI2M9JT5EuKkKIaenfSqmPqMl4NjCBxhOcqK6uBmDu3LlRLW+213vvvfjaq8dSjT43d2BabU9PT1z7FSJeLS0tofouk01JSUlUU7LM4ESiMyccDgef/exnAWNK1/bt20dd/pVXXgHgnHPOGdf+Zs6cGVMNHr/fz969eykpKUnYdDKzps4bb7zBI488wu9//3u++93vjli3Z9u2bQCsW7cuIfufbGKZ1vFQ2NefMQpjxt8AdhIw0+W7eyamxIbP101jRh3tdojosBAxrcNDTp+fxXUDfzjDdeAwMyCM4ISPsplnRTkKY7+Vzo8DsGTxdSz0rwybeDDoDyp4Erxo0TcoKjo2Yjxm4GIycrn+gqsmuUEpqzWbjo63eO318b3xmjIy7Djr3eT2B9i6+8sEAh7sjvA/UakdJ4SYtL4C/B1wK6U6lVJdSqn4+1lOMeMJTpjLXnXVVVHv44ILLoh56shgnZ2dUV+VLS4euLAS736FiNdkbvPodDrp6OgYM8iXrHapSinuvPNO3nzzTWDsqR3Nzc2UlpZy8sknj2t/0WaKmMxORz/4wQ/Gtb/hOJ1OHn744SGPjxQk6urq4rzzzpu0v2Pxyohj3cXAnEQNJL1NbAtGl+svALTn61EzJyxARsCILx1/3Avk5ETOTXru+YEaGQoghgyGBfO/xNw5n8NmmwVAQcE6CBSie/1UeudhteZFLG92tvD7uvD5usnIyA8FJ3JzF0S933RyoPrXtLVvpqDgqKTux+fror7hcXy+DrQOYEyvjp3f30+3PYPcPj/9buPN1WKxDSwwSTNYhBBCaz09e6rFKJ7gRCxXCXNycuIOEsRSbC+8ar0EJ0SqdXV1MXv27FQPY1zMqQIul4slS5aMuFyy26WGj2M0TU1NcU1vcDgcMU0FS1ax0+G253K5KCsb2kkvlsDtVBRLzYmuQVcrHgO+kbyhpY+MDOOfZ07OxLwR9fa+D4DfAiNnTrjxWhX7ynoBsFhGbve+fOb/w+LXEPDT3LwRgFmzPjbqGDIzC8nIsOP2GB1AWltfoZ1GCrp8LPWsJCsrsr1NUeHRnHjCq2zf8d+8v/8WtNYUFR6NUlcwu/JTUR55evH7jdc22V073O4GenuNzivDZb9Eq7+/hjfWFdJSlIn5e9Pe/hof2GJUQ9YBCU4IISYnpdRJw32lelzpZjIFJ2L5AF5RURG6LcEJEY+mpiaOO+44fvWrX417G5P55DHaoICZbZCs4ywtLSUzMzOisO51113Hhz70Ifr7+0OPNTc3xxUoiDVzIlnBieGKW470M0hGl5TJJJZpHXattSPs+xKt9UPJHFy6yM4uJTu7fMJaMZpFK832nSH+8IKYHvwZCm+GxmLJZu++H9LZuW3Y7c2wLTN+0AE/Pp/xB1pcPPpnuubmjbywaS1bXj8fgH3v30x1xm40EAh4h9ScsFiyg+1W89ABD0op1q27F4v6YAxHnmbMuhtJzpwJr8kRT3DCHGf4hOzu7vfI8AVw1vaRmz09q/4KIaaEr4V9XYdxgeT7qRxQOppMwYlYPoB/5Stf4cgjjwQkOCHis2PHDjZv3sw3v/nNcW9jMp88lpSUANDa2jrqco2NRqe9ZNXWsFgsVFRURJyg33jjjWzcuJE9e/aEHuvq6gqNeTwcDgfd3d0j1ncYLFnBifLycr761a/y5S9/mRNOOAEY+WcwmYNfiRBL5sSRw3wtVOaZ9BSmtcZmm0VWZnTFJOOlLMZLmuVXRGZOhJ24+t2hpyqdn6Ch4TF6e6uH3V5D92Zj0YAPZTEqXtfV/WPUMTQ1PwuE1YvQRsePxpIsNtr/RU/Pvojle3reZ//+W/H5OiJamvoDN7N7T+LmbU2kUFAiyZkTEcEJPf7gBGGtRMODWnsW5VNZ248jf9n4ty2EECmktT4v7OvDGDWvGlI9rnQzmYITsRbENK90S3BCxMO8iu7xjO/zltZ6Up88mn9zY2UTJOskPVx4Jw0d9rk1PGDR09MTVyDIbrejtY66kK7L5SIjI4OZM2eOe5/DUUrx05/+lFtuuYVHHnkEGP5n4PP56O/vn7TBr0SIZXL7b4DNwB3AncHbfwX2KKVOT8LY0kZ3z246Ot7C4Vg9Ifsz4z1zW/IiT4wHZU6o4Mlzv7sOGPnEdm/r/aGaE2bHhuZg8GFEoW4dkVMBBq7KR2YT9Pbu50D1bWjtIxDw4PW28fIrG4C9eL2jR2fTl3GMa9b8Ibl7CbZrzcqaiUVljrH0qFsK3SorGMhYaSzNxpNlGdLNRQghJrEapklR7lhYrVaysrLo7e2Neh3zZD+8I8ZYzOBE+AlFrMxWorHsEyQ4IeITbyvanp4etNaT9uTR/Jsb63WoqamhsLCQvLy8UZeLR2VlZSgQ0dzcHHo8PGDR29sbVyAo2mBM+L4rKiqwWMZX/y0a5vEMNybzvXuyBr8SIZZXvhpYp7Ver7U+ClgL7ABOA36S+KGlkdA/34npYJadZaRQlfTmRMYABtWcMNt6NjY+CQydElA289zIDQcCeLzRtdMxswbME2fjvg6NZ3DQQod1gghoD35/H/39h4dddrKw21cyq+LSIfU1Es2cIrNs2Y/IzCxIyDYXzLyM4uKBysZvry6gvumphGxbCCEmmlLqNqXUL4NfvwJeBLamelzpKCcnZ1zBiVgyJ8xAhts9tK15NAKBQMyp8eHBifvvv5+ysjJefvnlce1fTG379+9n5syZXHvttcyaNYutWwfeKmKpPzCcZNdiSLbRTozDuVyupGZNwEDmhNY6IlvCvN3X10cgEIg7cwJiC04k+7izs7PJysoaNkBkvndP1uBXIsQSnDhCa73TvKO1fhcjWLF/pBWUUn9USjUqpXaEPTZDKfWMUmpv8HvRCOueqZTarZTap5Qa/8SwhDDOyKsP/npC9jZv3jUUue0053thpIKYPvfg5IUhV8ZXrvwFc+Z8DgvBq/EBHxnW/OgGEcqcMIMOOji1w7wXOdXBXG525RWUl10QESiZrMGJ8rLzKCo6jpoktxLNy1vM+qMeosCxLq6rUNnZFazY1UlBlw+Ppw2vtx0VnomR5OkpQgiRRG8Abwa/XgW+obX+RGqHlJ5KSkpGbFE3nPFO6whfN1bm1efxZk488cQTNDY2smPHjjHWEtPRfffdR1NTE7fccgt1dXVs3rw59Fy8mRNmq8lEp/1PlKysLLKzs8d8HSYqONHT00NnZ+ewwYlEBILMn5P5cxtLTU1N0o8bjOCDZE4ML5bgxG6l1G+VUicHv36DMaUjG/COsM7dwJmDHvsm8JzWejHwXPB+BKWUFfg1cBawHLhMKbU8hrEmlHki3tPz/sTsT2vasrtoyesfpSCmm0yfpqLeDViwWvNhUAvKQMBDIOAZaE2p/VEX9TSPecGCLwOwfNlPWNS3KDSVZMiJbvD+LOfHmDnzzCkRnABoaHwCV+39Sd1HRkYeXm8rm148kq6u7ePeTmamg/ImDzZ3gK2HfkBn51YWLfx66PnJ/HMQQkxvWut7zC/gSSC+M4wpLHwedzRSEZwwT4zGmzlhFrfzekf6+CnEgPC/B/OE0OfzjeuC0ETUYki2kU6Mw01UcMLcl/m6lpaWhm6P531itH1EYyKOG0b+GZi1MaZz5kQsxSyvAK4B/gdjfsNLwFcxAhOnDLeC1nqTUmreoIcvADYEb98DVDG0JekxwD4zK0Mp9dfgeu/GMN7EieNq9ng0Nf0bgNbcfiB74AmfB/w+Iwjh60NhFKnMypzBBz/42pDtbKwaVADR0xt1N4ilS65nyeLrQtMM7Pbl4M+BvgBzeyvJyoqsnGsGM7yeVnrVwbD6F2UUFBgVtrXWBAIerNZsJoO9+35Ec/Oz5OctTep++t311NU/DIDf3z/qsoGAD0uwYGog4EUpayj45PN101mYSX6PD3/A+MBoxPmCJDghhJiklFJVwPkYn1veAZqUUi9orb+SynGlI6fTyWuvDf1MMJjf78fj8YROACYqOBEIBGhrM1pcjzdzwjyplOCEGM7grIBDhw6F2lO2t7cDxmfSjo4OCgsLY9r24cPGlOXJHJyw2+2jZk74fD7q6+snLDhx4MABDh06hFKKo446ikOHDgGJyZyIJTjR2dlJd3f3hPxs7XY77e3teDwesrKyQo+b76mSOREFrXWf1vr/tNYXaa0v1Fr/TGvdq7UOaK27lVLRthUt01rXBbdZBwyXF+UEDofdrwk+lhLmiXhOzpy4ttPe8SbPPb8QrWsB6O+v47nnF9Lc/Hxomd7eA2zfcY2xX581MjCy/W9wQzH8oAh2PUZAQYcjA6UsYdvaOGS/c3ODsSNPF333fRiAI4744ahjzcgwCuD09OxHa03TE/9B66GHyevzs6hnDjbbrIjlZ5aexcl8goPP/gevbv4Qhw/fTUnJaVjUVcyb+3kOHLiN5zcuouqF5ezff2tMr1uqBLxG9FL3Ja6gp9Z+ql5YQ23tgzz3/EL27fsJPT37QnVD3nr7Mvz+Plyuv/Laa2dz+PA9PPf8QgIBNwcP3sHGqqW0t79BT88+Xti0moaGx3ju+YW0tb1GX99B3l5dQIcjk5xaI8tnz94fsOrdztC+TXv23shzzy9O2HEJIUSSFWitO4GLgbuCta9OS/GY0lL4PO6RBAIBFi1axBlnnMGNN95ITk5OTAXgzEBBLLUtTBs2bGDlSqOWaSwnhuH7lMwJMZL+/n5+9rOfRTx2zz33kJOTQ05ODr/5zW9CjxcVFaGU4sCBA1Fv/5prjM/o5eXliRlwCjgcDjo6OkZ8vqGhgUAgkPST9NmzZwNw7rnnctNNN1FUVMTs2bPZsWMHmzZt4oc/NM5VYg0ghbPb7djt9qiCE7W1xvnZRAQnioqKeOKJJ8jJyeGJJ54IPS6ZE7FlToxlQQK3NVzlyWH/yyqlrgKuAigrK6OqqiqBwwg3i54ee1zbDwT+AkC/+y2qqmah9TYAtm27J/ShQOvdoeWX7CnB7a5luDyD9oIVeDPtzDv0FrtzLuXlVz5mbGv761hU5MvXUTdwUlrW5AE62aVK2btn5GMJ6NfQ+k9AHxb1O3ICW8idZaOw00tDay3vbXyWwV1kN2y6lYV5VlqKs2ior8ViuYqenm6qqqrwB24NLVddvZlDh0bed7qweN6HDPD3NEf9c+/u7h51Wa09BHQ37+1+HYCDh+7l8OHIq1WbNj2F1i+gOcCevX8C4IUXnkNrY7tvv30IeIWA9rDz3bsAeOvtj6OMPwMAVuzu5u3s+XTaa/FkWph7qJcD3h72Hja24Q8Y68Xz+zzWsU410+l4p9OxwvQ73kkqQylVAVwK/G+qB5POnE4nbreb1tZWiouHb4He19dHdXU1xx57LBdeeCHLl8c2czY/36hf1d3dHdN6WmtefPHF0P0PfehDUa9rtVqx2Wx0d3dLcEKMyOz6MHfuXP7rv/6LRYsWsXv37ohlFi1axI4dO7j++usBeP7557nyyivH3LaZfbFhwwYyMhJ5CjWxysrKqK+vH/F5M7tkxozkFoSfP38+d911F08//TQPPPAAAJ///Oe58847eeutt2hsbATg+OOPj2s/BQUFUdUamajjBvjpT3/KM888w7e//W3efPNNzjnnHEBqTkBigxPRzn1oUEpVaK3rgh80GodZpgaYHXa/Eqgddqda34HR3pT169frDRs2RD/iKAUCPrZuXUBe3iKWLBn/9vfseZHDNZCdncuGDRvo7JzBljd+werVl1NSYmy3u7uC1143mp+UFZRBfzN4AEsGBNuAAhSuPgvySuDpzZR/5gqee9Xo/7161TGhbT0XTMjIKgl26LBkoAI+vBkWZs58nBUrbhlxrDt2PExDo5Fa9MEPHscbwUYP7QWZvLu0miPXOigqOia0fEfH2+w5lMf8Q73k5S4iN6+I1as28NzzF1FUVEJzcAg2mxOHvYRVq8b/Ok6U3VsfpaYFlEUR7e9VVVXVqMv6fD28sAkWLFjI++/D/PlX4bCvYOs2WLjgWtraX2f5shOpPriN+vocKivPprr6N2zYcBa7dlXR2naQE0+4mMamf7F9O8yb+0GqDxp1KpYumc17ewANGX7NyvzjeIWH2L04n+O2tLLogo9A0TwANlZlEwi4oz6u8RzrVDOdjnc6HStMv+OdpH4A/At4SWu9RSm1ANib4jGlpfA05tGCEwDHHHMM3/xm7DXHzat6sRYXDL9aO2PGDGw2W8z77erqwu83LrpIcEIMZv5O/vjHP+ajH/3oiMuddtppoeBEtJ0czCvrn/rUp+IcZWo5nU62bds24vMT2ZHkiiuuwOl08sADD6C15sgjjyQ7OztUh+LUU08lMzNz7A2Nwmx9PBbzuCcia2H9+vWsX7+eW2+9NSKrQ7p1xFYQM1H+CVwevH058Ogwy2wBFiul5iulsoCPBddLia6ubbS2vURx8UlxbcfuWAWAwihKadZ/UJaBuUYez0CfX1TYtI7MQX2GM7KN5wECA5kRnWEFFc16A43enRHb6Mmz0tI6cOViOOHdOLT2oCFY48J8NLIgZnf3exyuzMFvUVhUBk1NT7PpxaOBBny+LmZXXkFm5gys1txQe9J0p9FY/Jpj9yWux7M5teLw4T8CYFFZodejuPhk1q29m+zsmdTW/h2frwOvtx2LJQulFP5AH253PX19NaHfneqDA+mJbndknM/CQL2JPpsVv28g/ba09HRycuYm7LiEECKZtNZ/11qv1lpfE7y/X2v9kVSPKx2NNsfa4/EQCARCH9Szs8dXAyrW9nxgZE289dZb49qfySwi5/EY/wMlODH5aK3H3YJ2LC0tLaFONWOdWIc/H0ubSZjc9SbAGH9DQwM+3/CfxxNRiDLW8ZiUUqHgSW1tLSUlJaOsGZ1oghP9/f2h457IrAWn08n27ca5m9vtDnUVMbPTpqNEBieGTMVQSt2P0fJrqVKqRil1JXAz8GGl1F7gw8H7KKVmKaWeBNDG2doXMK6S7AL+Ft7GdKLpUFLIcLNNoldedj4bTn4XKAXA5zPeDBsaHgst09W9a2AFSwahhJTMQYWqMrLBMjQ40dU18DLNnfP5yHWC21A6is4NYXNVI4to6uDT/kGLB4Lb1syc8SFycubg9bYCOWjtY8mS6yhwrKWv7xCzZl06+r7TRFH+aipr+7AGElkQ1XjdzCDU+/t/OvDahU2TCQSM1MG6ur8TCLjp7a3G5zPeNBubnhrSNhYGWsmaHVUsYcUw31lVQG3LU6H7lZWfZPFiyYwWQkwOSqmfKKUcSqlMpdRzSqlmpZS0Eh2G+UHfvMobLjs7m0svvTT0QT28EFssxpM5ccstt3DqqaeG7p90UuwXfOx2uwQnJrkf/vCH2Gy2mAJb0WhsbKSkpISTTz4ZGPvE2mod+IwUbevdmpoaYGoEJwKBwIhTOyb6JN18Pc2f3axZs/j3v/+N2+2ekODE5s2bycnJ4eGHjeL0E5m1UFpayquvvsqOHTs49dRTeegho4TjZJ42FK9EBicGd9xAa32Z1rpCa52pta7UWv9Ba92itT5Va704+L01uGyt1vrssHWf1Fov0Vov1FrflMBxxi54or5nb3zD8Hha2PXeN4F9ABQUrAMgK3Mg7dISPEFd3JBvBB/MIEFWbuTGrOHBiYHIZ3h3hoULr6Ws7DxyVFHENqIJToRnTgQCnlBcxsyc0INm8ZhX/5WGeWUfp7z8ouAzuWgCdHfvprnleRyOtZSURD/HNJXKZnwIR5eP92eO3kEjFoFBr7vDsYYZM07g2GOewu1p4uWXP0hn50D2S1nZBcZ6ATeLFn0zeNtDbu4CsrMjizHl2CpZs6MDe5fxs7CSSWnJhwcWCGv/2tX1Ljt2fAGvd+SCSEIIkUZODxbEPBdj6ucS4GupHVJ6MovHDS54Z14lfeihh0Kpw+PNnDA/vMdygrljxw6Ki4t56KGH2Lx5M3/605/Gtd+urq7QlXcJTkw+t956KwCtrYkrNg6wd2/kLK9YTjBjaTMJUyM4ASMf90RObwCjJsRrr70Wek8In2pWWloa9/bHCk68+uqrAPz5z38GJjY48YUvfAGAXbt28fLLL0/YftPZmMEJpdR2pdS2kb7M5bTW/07uUFPHPBHv6zsU13aaW56noeGfaIw3g4yMQkChLAPRsYzMQgBKujKDwYngCeWQaR1ZwcwKQPspKjoOgLy8gQ4MXm87Pl83yowsZJrBCR1F5kQAiyWLpUtvIDOzkDU7O1m0v2dgWoeOnNZhBjOUBu3rx+ttx2rNBTLQ2se27VcD0N29i76+w0wGGk1rURauGYmbhpKZUQhAcfEp2O0rycwsIiPDTn7+EpSy0u+uxe/vYf78LwGQn2+0MQ0E3KGWpoGAh4KCdSw74kcR287LW0RJq5dsbzBzQluoCAY3gIjpNN1d7xIIeKJuLSuEEClmTjo+G7jfvLAhhjLTgQcHDsKvkiZqWkcsmRMul4uFCxdy8cUXc+yxx44rbdnMnJDgxORl/s7EWkx1LINPtGO56h9LcCIvL4+CgoKYxpZuxgpOpGJ6wzHHHBN6TzjrrLNCj09E5sTg45zI4zaLfZrtU0V0BTHPDX7/r+B3M9T9n0DsPaQmo1HaccWiu/u94C3jJLGvrxrQeDwtA7sKnizuqujiqH4roWkdw2VOqGBsKeDjyHX3sbFqWUS6/yuvnorP1z6wTjA4keXV5I7RFnXlyl8BGovF+DyY0TcQfFjYXjq0XoE5NQHYtv87NHduJjurjEBgBSUlMzlw4BfGkfs62fXetzhy3X2j7j8dvHfo59RW2MhIYIkMiyWDvLzF6ICHrq4d5OTMpbt7D61tL5OXazS8CQQ85OUuBKCra0fosZbWFwDjdyQQ8EZkyQDYMktpKs7C0TkQoOjuHqhQHR6Qqq37W2i7QggxCTymlHoP6AOuUUqVAolLa5tCrFYr+fn5Q4IT4Sci8QYnMjMzY07Nd7lcLF26dFz7MzkcDrZt28aqVUYNLwlOTD5mYCnWYqpjGXyiHcvV7y1btuD3+yOmegzW0NBAdXU1TqcTpeKb5p1qZnDCnKYy2EQWxBxOeFvjRAQnbDbbqMGJ8LbLGRkZcRfgjMWMGTPIzs7m7bffnrB9prsxMye01ge11geBE7TWX9dabw9+fRM4I/lDTD2bzfgjzslJVBqX8UfQ0WEUhvJ4Bua6ud1GIZT2PJ+RGaFHqzkRjC0FArS2vkwg4KHfXTdkb6UW40TXDHDMrenj2GOfHHWEFksGgYCbzs5t+Hzd1M3MpqUoE5snwLzOEnJzI4MTc+ZcyYde7cPq11i08WtVVnYuFnUaC+Z/MfLox8raSBvB+hoJ/B/k9XbS07OXnt73AejrO0hn51b27r0Rf7DORCDgCdUOqa9/JPiYmwMHfhl6/uDB3/H2OwPVonNzF9Dbd4htKxx05w/EHKsP34GzNviGPMzrrrUEJ4QQ6S/4meM4YL3W2otxceSC0deavux2+5CTP/PkzWKxxF1zAoyTP7P1XjRcLlfc6fD5+fkEAgG2bt0KSHBiMkt0zYl4MieAUacZeb1eysvLeeSRR6ioqBjX+NJJSUkJmZmZI2ZOdHR0YLPZ4np/iNf5558PMGLHoViMlTkR/rs40ceslGL27NkRUzpOP/30CR1Duoml5kSeUupE845S6nggcW0M0lhOjpMCxzps2fEGJ8yzXONSvD9gRI/Nq+QAM2cOpDJFFsQc9FJbsyJqTuzYaUwDMOsSwEAafw724bcxipqa+9i+4wtseeMiurp3cWBuLnVl2QQU9Fnc+P1Dk2aUxYrC6BJhs81m8eJvD7vtSROcSFDGTDiv18iSMX/OubmLQq+H1WIEoAIBN+0dWygqOp7cYDZFVlYJgYAHiyUHp/PjBLQHUMyba0yX6e3dT33T40P2Z1FG9HfBgR4Kc44Y8rxkTgghJgOlVC5GBudvgw/NAtaPsc4flVKNSqkdYY/NUEo9o5TaG/xeFHy8WCm1USnVrZT61aDtVCmldiul3gl+zUzs0SWe2dUinHkiYrfb486cAKioqKCubugFkeH09PTQ0dERd3BicNtTCU5MXsnMnMjJyYnqJLO5uZkDBw4AQ2tWhAufElVUVBTHKNODxWLB6XSOGJyora1NeRDmgQceYP/+/QkpDBlLcMKsATGR1q1bR3V1NQA/+MEPQoU5p6tYghNXAr9WSlUrpaqB3wCfScqo0ozf7yYzawa5ufMTtEXjhNGcgjFnzudCz2RlhX3msVhCsYkh0zrCu3VoP15vGwBWy8AHDfOktyGwN2IbdTOzefPNj40aJGhufo7WYLvR8KkiPblWXqncP6QVaVPTs+xakIEGLFgIBAMvgcAfeHXzaWFLWkLdKdKdWUcjkSEK8zU3vy9Z/J3Q7cysGZSWnkFW9sxgICILW3YFBY515OcvJRDwUFJyCnl5CwkEPCiVid8/8GZrvuYDD/jw+btxzcqhvMlNgW0xg2VkpCZlTwghYnQX4AGOD96vAW4cY527gTMHPfZN4Dmt9WLgueB9MKaIXAd8dYRt/afWem3wq3GEZdLGaJkTWVlZCQlOjHZyM1iiCgnOmzcvYswSnJi8Ep05ET5FIdqsieLiYubNm0dlZeWov8vhz6VqqkOijfb3m4gsp3jZbDbmz0/MeddYwYnw98rxdBGK1zHHHBO6vWLFCnJzc0dZeuqLOjihtX5Ta70GWA2sCf6Djq9h9STR3rGF5ubnKCs7d+yFR6FQZGWVYFFGBwXzqrXFMhDdNWsMGE+M0krUGlYQM6xbR11wGoDBOOl10xOxDXe2hfaOLaMGJ4wioCo4TuOkV2nCCmJGnrJ3dm2nttSCApRWeDyN7Nj5ZUATCHiZWXoW5WUXMKPo+IjCjGlNQ7bbzylvJS7Tw3zNa2ruBYyfvQ7+nGzZs1i96jcUFR5NV9cOWlqqaG17GRX8/QgEPHS0v0lHx9sEAh609nC45u7QtgN+d2jcAPjDgko5Vry+gTdfm62S8vILsdlmJezYhBAiiRZqrX8CeAG01n2M0d9ba70JGFw48wLgnuDte4ALg8v2aK1fYorUsQjPnPB6vbzzzjuhk7fu7u6kBSfa29t5+OGHefbZZyPmcb/yyiuhdeKhlGLWrIH/WxKcmLySmTkRa7eFsQJt8Ww7XTmdTqqqqkJteU0ej4cXXniBysrKFI0s8XJycmhvbx8xO+aFF14I3U5Fxkh4cMLstjSdRZ0ro5TKBj4CzAMyzGIwWusfJGVk6cT8BxtnAZwlS65jyZLrqKqqAgaCE3v23sDyZT8GjIyFEDVat45s8AVPRgMDJ89tbZuZM/vTACyY/z/se/8nYesEAxxmO9DRpldojdWag9/fGxynGvT0oHW1PxS4KM5agouqYNDFgtZ+Vqy4lRdfOpoCx1rmz//vkfebRortR5P71j9AJ27+2eDX7a23P87ixd8BGFLg0tTe/hq1dQ+iAx7cngYOHrqTrMwZQ5YLBZHMB3xuCA5966oC5rc9wYK5Rg/pZctuJsOah9b+EfcrhBBpxKOUyiH4H0wptRBwj77KsMq01nUAWuu6GKZo3KWU8gMPATdqPXTen1LqKuAqgLKystD/+lTwer3U1NRQVVXFnXfeyV/+8pdQYbm+vj7efPNNwGgvOt5xer1eGhsbeeaZZ0IF5O644w7uv/9+AO68804WLVoEwE03Ga3Ym5ub435dwrt81NfXR7297u7ulP5MJlo6Hm/4n83WrVsTNr6uri5qampYtmwZu3btYsmSJTFtOysri3379o24zqZNm0K329raUv66JuJn6/cbn0d/+MMfsmHDhtDjGzduBIy/71QfJyTmWM3WyWeeeSZ/+MMfhmz/rbcGrrUfOnQo4Vk9YzGDxeXl5fT29qbF655KsUzkeRToAN5kfB8IJjEjQLBz57WccHxVXFvaufNaAjoP2EBl5Sc5eOhOPJ7m0PPmVIJVe/0we5SCmNbwgpgDJ7zhJ79z536e5uaNqPbDYGkPTQNRUQQnNAEsFlsoOGEWhQyty6BWomHBidLMpVit+WRY8zGDEx5PIz5fJ9YMO6Ulp47+IqWJsoITaO7xsWuejSN0AKVimQU1vPCsEYd9NT29+5lVcQkzS89AKQsvbDqKBQu+FFqmvOxC6hseIRDwsHbdPbz11scJBDzMKP4gFkt2ROZErm02R25tJ78n+HP1uakoPpu6lmDx07DpNFZLDlveuIg1q39PSckpcR+XEEIk2feAp4HZSqk/AycAV0zQvv9Ta+1SStkxghOfBO4dvJDW+g7gDoD169fr8A/8E2316tVs376dDRs2cPPNNwNGYMDk8xn/i0pLSxnvOPft28fdd9/N4sWLmTdvHgC//e1vQ88XFxeHtu3xePjwhz/MpZdeOq59hausrGT79u2AcRU72vFXVVWN+1gno3Q83vCr9CUlJQkb36OPPorX6+Xzn/885513HrNnz46p48LChQuprq4ecTxbtmwJ3V65cmXKX9dE/GyXLFnCQw89xMyZMyO2tXu30eXtlltuYc6c0Tv7TYREHOtJJ53E3r17eeWVV4Zsy6w58vOf/5wrrrgiZZkLdXV1ZGdns3Xr1pT/fqVaLGdblVrrj2qtf6K1/j/zK2kjSyM6mGrgHqYTxmi83g46O7eFvvYfuI36hkfQ+l06O7fR13eQvNwF9Pbsx+ttw+1uxONpJjOziJktvtGndWSEFcRseo955Z8EoKtrO4GAG4+nlda2V+l31xPwdkWcmKpgwGO04IRSVnIySlhxxE8pKDiSo3YFWLy/BxVKuxg5OOH39eD3d2O15mIJ+FEoXt9yIQAtzRvp6tqJ29McEZRJR/5AH+0FmdTOtNLf76K7ew/DXCyLSX7+MmYUnUBmZhE5ufMAo5hlZm8vquUgPl87fX2HWLvmbgBsNiO9rK/vIBaVQW7OXLyeFvLzlrBgwf9EbHuG4xiKOnxk+oJj7K5nRmDgomD4z9usGRIIduswAkitaK3T/ucihJhelBEZLgIuxghI3I/RtaNqHJtrUEpVBLdbAYxZP0Jr7Qp+7wL+Ahwz+hqp53Q6aW9vp7e3N2KOvJmSvmvXLmw2W1zF5sy07/CUd5fLxYoVKyIeDwQC1NbWctRRR417XyMxgyxicgif95/Iq9NNTUbXO6fTyYIFC2JuBWm320cdT/i4p8q0DrOw5+DpNeaxTpXaGmAUAD311FPp7u4ecrzm/dmzZ6d0SkV5efmUKLaaCLEEJ15RSq1K2kjSmTc4BTUQW+2BtrZX2fLGRaGvAwduDT7zNlveuIid736Fzq5t9PUfYtOL66mre4jGxifxett4d4HVKIi58EPGKnmD+vzaCgeCE//8Agv/9nOKC0/A42lm//5f8PY7l/P225+gv/8wHVk9kGGDXGMqQLY3gD1v+ahjX5f/SY7+1yuUv/USOTmV2KwFZHk1mR7NkgYHdnvkr4KyZJIRMNIranpeAiDz0NtUup5lUeXVoS4V/kAvr285n5deOpYXXzqWvr7heyyng/dqbuPgbKMozSuvbuC118+irX1zXNu0WDLJzVuA19tGV9d2/P5utm79HDX/OBHLb08A4PDhu+jp3QdAS+smlMrk0KHfs3v398jILKCzaxt79/0Ii8UWsW0d8LBrcT7uzGCay75nKfjXLeT0mUU4BwJK5u+iObXocM29vPjS0ew/cGvw53I4ruMUQohE0cab1xe01i1a6ye01o9rrccbRf0ncHnw9uUYWaEjUkplKKVKgrczgXOBHaOtkw7M2g4ulyviZGrZsmWAEZyI9yQrfB9gpEe//PLLrFmzBqvVyo9//GPa2tpoamrC5/MlpcCe1JyYXMJP8ru6unj22Wd55pln4t6umRU03t8xh8NBV1fXiBegpmJwwmazYbVahwRlzGPNyckZbrVJa/D7lck8/qnyc50KYgmZnwhcoZQ6gDGtQwFaa706KSNLI3mZRvGlbHdsXSYKCo5kzeo7Ix6zWHPY+s7rrFplnNy3tr3K4cN/BKCk5FTy85eyddvnqJuZwfJABnzk99BZCwWVMGMBFMyG3hYonA0dkSeQy5z/TbvzUoqKjqe+4VGysys4KvNirP/+AXz8Eag8BmreoGzP05St/hNkFow8+L42AkBH5xvY+lw0z51BjqWWkrwjmd3WDXkLIhZftPBrLHryAaCJyozV2Nd+goIHv4lu6APrAqzWXAq9DqzNB2mcOVCAq99dR05OuhbdGfgnVVF+MXX1/8DrGVxbLTbmSf+SJd+jeMYH6e2thv4Osjd/JqKqR339oyxe/B0c9lVYrTm43Q1kZhZhsznp6tphFFa1ZHLM0Y/z+pZzsdtXsWP/9/BX2Cgv+hDZyz4HzXvIeeJaVu/sZMuRhRCcUhLxzzcYsDBbjra2Gn2WPZ4WcnJmx3WsQgiRQM8opb4KPABmlWfQWo/4pqyUuh/YAJQopWowpobcDPxNKXUlcAi4JGz5asABZCmlLgROBw4C/woGJqzAs0DkP/Y0FP5B3GIZuA61atUqtmzZQnt7OwsXLhxp9Zj3AfDggw8CsHjxYtasWcNbb73FH//4R0455ZSI5eP12c9+lqeeeorFixdLcGKSCT/J7+jo4MMfNgrE+/3+iN/TWLW1GR3rysvLx7W+3W4nEAjQ19c3bKeE8HHH+3eTLpRSw7Yc7uvrQykVV7HcdGS+/9TU1HDEEUeEHjczJ6ZSpshkF0tw4qykjSLN5diczGj14MuKPk3M622jv7+GoqIPYLVGvtEp5aakZAMADscaWlo20du7D4slkxkzwlrYKKsxnaM4+Ea4wFgndH9QIcNsi4Oy0qMBgh0yTienPRd8GspXG61EF34I9jw9ZhbI+91PYZ2dw/vlLhY1Ps7hvHpmzKmg2D2THt1KlqeFrKziyJWCNTCsfs2MGSeAVvi1xtXxHH5/L/mB2XgCiWzMmVzhmQaVlZ+krv4foUyD8errr6Gm5k8cue4v5ObON9rTdjVAT+TPo6trO8XFJ1FYuB4Au31F6Lns7A+Fbtvty7BYsplRdBz9vYfw0wcli2H+SWA3gmr5vX4Wvd+D/cQ1wbUGjsusgWF2jCksOJLOzrfJzZ0b13EKIUSCfQYjYnzNoMcXDLMsAFrry0Z4atjCR1rreSMsn/j5CEkWHjgIT2N2Op2cdNJJVFVVxX2lsKioCJvNFgpOHDx4EIBvf/vb/O///i/Z2dkcOnQoYW1ETRdffDFaa8466yxaWloSsk0xMcJP8vfv3x+63dTURFlZ2bi329NjxCsLCka56DYK82+hs7NzxOBEWVkZ+/btiyjIOtmZGSPh+vr6sNlsmI0PpgrJnJg8xgxTKqXMn1bXCF9Tns/XTYZfY++J/sS6re113njzEnr7Do26XFZWMZWV/wnAq5tPo6/v4MCTljFiR4Of97mprXuQxsZ/obXHaEFptpe0Bts2WKw0zcjite3/idvdMOKmm9zv0mk3th8IeIItIBR+i+a1BW3UR7QshRrXX3ivPHgxyz9QL9VvVextNLq2WQJhrUiD8nIT08M4OYzBWgKazs5twECNhnFvMVj3IaJDRlgtCJtloAuHRUXXJWTJ4uvIzV2ICv0+BP+sw65CzK7rpzB7QcQYAPLyFgNwuOZPAPj83cHxJa5DiRBCJMBy4NfAVuAd4DZgxWgrTGfhH8TDr4za7XYuuugiwCjAFg+lVEQLRpfLxcyZM8nKyiIzM5OlS5ficrlCLUwTPa0jMzNTMicmmfDgxHvvvRe6PVobz2iY3RjGe/XbXG+k9qZmRsVUCkzA8LU2+vr6ptyUDhg7OCGZE+kjmhyqvwS/vwm8Efz+Ztj9Ka+t600aS7NxNkU/rcNs6zjWCabX20FT479C980r2MadMVo8Dk6B83s4fPge6uoforz8IgoLjgJf8GQ6I5iepaz4MhTdvXvx+0du5x7AhyWgUZqwbAGFCqb/D84g6Ox4h+b8YFDC3KfWWMJespyAjfCpEmVl55OVNaiWRhrRaHJ7fXzgjXZ27/ke+fnLKHCsjW+bwUyFiOBEYKCg18KcgayIiN+FUbS3v8GB6l9hUWZwIhjtDgte9eRYcXtbg2MwghOLFn4dh8OYleX1GimR3d3Gh4WenuF7QQshRIrcAywDfokRmFgWfEwMw263Y7fbeeihh9ixY6BEhsPhCAUn6uvr496P0+nkr3/9K2+++SYulysiAOF0Onn99de5//77sVgscV0ZH44EJyafl14yapKVlpZGTDG99tpr4ypu2tvbi81mi7kQpik8c2Kk7U/FE/aRMiem4rHm5uZSVFTEDTfcwI033khXVxc///nP+dvf/gZI5kQ6GTM4obU+N3jzJeBHwFla6/nBrxHTKacSHepQEX3mhHnyPtYJZn9/TUSRxdiCE4MzJ/qxWLIIBDwsXfI9ysrOAV8/oAaWtWRE1a0joL3BTAcVzBbQKMASPKkeHJzQDHTrMPYZ3F1wGsfCBddS4anAWdfPwuC0hIaGf+L1Tmwv4ViU2Y9ntqufYJ1P5s65ivz8pfFtNDhVJDI4EfZzCAtURBucqG94hP7+w6hgcCLU8jRsH2+sLaC68+nQdo9c9xdmFJ8cClBZLEbwqqL8IwD4/aEp3UIIkQ6Waq0/q7XeGPy6CojzDXlqO+WUU3j77bepr6/HbreTl5fHypUrmT17Nh/4wAf43ve+F/c+zJZ3N9xwAzU1NRHBiQ0bNlBfX8/mzZs56aST4uoMMhwJTkw+zz33HAAf+tCHIh6vqqritddeG/d2e3t74zq5NLsktLYOX8Jmqp6wD5c5MVUDMWAcb39/P9dddx2/+tWv+MpXvsLGjRtZvny5ZE6kkViqz9wFVAC3KaXeV0o9qJT6UpLGlV6CJ/FvHxH9P1Yz/X+sE0w16HmLJYvKistY/l7XuKZ1GMEJ90Dgwe82OnWogavpKhRrGTlKHcCPJaCx6GAWiAaUQikrKjCQGWLS2j9Q0NE/ELgItRcNuEH7cXT7mZ1zfOj5js63Rj/GFJppP4a8Xh/bVhhvWH39h3HH2WZz+MyJgeDEzr5HQrfNgEG0Vs75Fkv2dZOfGfxwGPb7YVSvHZhSkp+/hNdfP4fa2gcAKCo8huysMuyOlcaQ4qytIYQQCfa2UuoD5h2l1LHAyykcT9p79NFH8Xg8eDweOjs76e7u5rjjjgPg1Vdf5fvf/37c+7j++us588wzqampweVyhdqLAnznO98J7X/jxo1x72swCU5MPh6Ph6OPPprbb7899Njbb78NEJr+Mx49PT1xnVzOmmXU6BppeslUDU6MVBBzKh7rYGZG2caNG9m5c2dcBVlFYkX9k9BaPw/cBFwH/B44Grg6SeNKK2ZhRG8MQf/QtI4xghODp30olcXS+V+notE9pODlEIOf93uwWLLxett4fuMSDh6605hikRGZjREKTjDyNJUMssjwaVYezsM56+Mc27CQxS2loKxGwGJQ7QWtwzMn3ObBhAIW1dW/otFaT2+OhSbfwJQBncYnwR5vOx32THpzjR/8/v234Kq5L65tlpScyoaTt5OfP1ApODxbwnTUkQ9QVnZ+TNt25Cxmdm0/GZbgP5XwzBsNZiFMv99NfcNjwYeNxwIBo0aJq+bPoftCCJFGjsVoaV4d7KrxKnCyUmq7Umpbaoc2vTmdTvbv309LS0tS2oWORIITk4954hteuHLuXKMAdzx1J/r6+uLKnBipHkH49qfiCbvdbp820zoGM2ueTOR7lohO1MEJpdRzGFcpPgrsBo7WWh8x+lpTxCjTH0ZSUryBlSt+idWaN+pyFuvA1fHS0jOwWLLZvf9m3l2SH0XmxKDgRDBzwuczihpaVKaRORG2DyxWsrwBCvNWYx3lyvzx2Z9mUXUvxV2K/PwlZPotZJABysIRNZmUlZ0XsXxGhoMsXzAU4Y/Mqjiy6L8AI6DhKrexs/uB0HP+QRkY6eS9hjt5f0Hkzy/ek3alrFituSMWxDQ1ND5JRsbovzuDtXS+zhtrCnBr4+cf/vuh9ECQzefrZM+e641dm5kclkz6+w/T0Pg4MDQzRgghUuxMYD5wcvBrPnA2cC5w3ijriSRzOp2hVo4SnBCjMU98wztBFBYWkpOTM+7ghNvt5tVXX40rc8JmszFjxgx+9rOfRbZbHzTuqWY6Z0689ZaRuW1mzYj0EUsOyzbAA6wEVgMrlVJT/7cXcOQa01qzYvgfmJs7n7Kyc7BYRi/OE545MbvyU1gsGdTUP0BduS2KmhNDMyeWL/sJa9f8EQhOGfF5BophAigrhZ0+jpp3o9HGciTBq/ltuR46Ot6h2t5EU243KEV5KxQ41kQsvuyImzhqv82444s8gc/Uxmug9NBuHemcORFevHPB/P8B4u/W0dm5jT17bsDjCWt/FpY5UYhRMKym5h56evYPXn1EeXmLqW58gI6CTHr9TcaDEdM6dKjehWYgGKKDU0pmV37SGEowKJGZNdA1RAghUk1rfXC0r1SPbzo79dRTWbhwIUuXLg1NG5kIEpyYfMJPfL/2ta9x/fXXD+n6EiuzVsWcOXPiGpvT6aS9vZ3a2tohz7W1tY27TWk6czgcdHd3EwgMZFK3t7dPyWMFuOeeezjxxBND9/Pz87HZbCkckRhOLNM6vqy1Pgm4CGjBqEHRnqRxpZWcrApmNrnJiCGBoqdnP62tY0+HzchwUBk8Mezp2Rf5ZMwFMd1kZhZitRp/aBazlag1a+g6gVGKYQa8bPU+RmNxFntmeag++FsOOdpoyekFi5Uum3/oWI0Vje9m5kQw+nyw93lj1wEY3DU5racPhEXPS0tPJzNzRtzj7enZx+GauyMLTob9LCyBgVcooq3sKHJy5pKff0SoW0fADKqEZWcs3t9Dhe0oYCAgAQOBioHaJ4qcnHkUzxh48xZCCCFGctJJJ7Fv3z7ee+89jjhi4hJqJTgx+ZgtOQF+8pOf8N3vfhcgruCEud63vvWtuMZ20003RWzPFAgEqK2tnZLp/3a7Ha01PT0Dn0kHd92ZSjZs2MCLL74Yuv+zn/0shaMRI4llWscXlFIPYPQXvxD4I3BWcoaVXjzeVpTWzOiIvpVobe1f2brtqjGXs1gyqKj4DwB27xlUOTvWmhO+fpqanmX/gV8Gt51t1H/IiJzW0e7I4JV9V9PZOfw03UCgn2ZdTV+OFUtAR2Y3KAs75gXYv//WiHXe338LeyuCXTp8kVMC6j3GfiyBQETmRFbWTIqKjid9DXRpaW19Ga19cU93MKdWwPAFMX0MbD/abh1z5nyW4hkfDHXrCNUSCQtelTV5KMyYGxyDkamRmzufosJjAdi58yvmCEed7iOEEEKkg4yMDAlOTDIjTRlIRHAi3hPqkepONDU14fP5puQJ++AWqn19fbS2tk7JYx3OdDnOySaWaR05wC3AEVrrU7XW1weLZE55rR2v0zDTxuz66FMnAtoT9cnle+99e/gnYu3W4ffQ0rqJ+vqHmTPns+TlLjICBYMyJwJK0eetx+/vHX7sZhvUgEYFdPC+Njp+KCNgMXh6Q2fHO3TkBk+KfcOfwGf5LKE2pgC5ufPIzZ07+jGmkNYB8rt9rNjdzd59NzFn9meYVXFJnNs0azwMX3Nihq8kdDvabh0NDY9TW/fgQOaEMoMTA/voyrPS62sI3jOenz/vixQWrgfA5203xqUy6O7ZTY3rL1EfkxBCCDHRJHNi8hkpOFFZWcmBAwfYunVrzNt0uVzYbLa4CmKaY4DIriFbtmzh6KOPBqbmiaxZp8MMTphTWqbisQ4nvLuQSB+xTOv4qdb6NT1a/8kpKnS1e5giOSMJBDxRn1x2de0EwJY9qCjLOAtiWq35LF70Lez2ZQOtRMPWMQMEeoRCn+HBichAhAJlMbp1DCp6GdC+gcCDPzJwYVelFBefgt2TRVmjm6XZZwLQ3v46vb3pO1V4luNk5h7uw5xpUV5+cehkfrzMrAYVkTkx8CcVHvSJNrjV3v4a7e2vh4pshjIn1MCf9/blDvb3Gv3Fs7NncczR/yQvfwleb0fEssuX/RQAb3hNDCGEECLNZGZm4vf7hy1gKNLTSMGJc845BzDa38bK5XJRWloaUWRzPEpKSsjMzIzInLj//vs5fPgwMDVP2IuLiwFobm6O+F5aWpqyMU2En/70p5x77rkTOg1NRC+G5pjTWPAk/rXVWZwS5SptbZuNK9lbHzCCCMvO+//snXd4HNW5/z9ntq96lyW5yN244QY2BuxACAnJTW+kQUhCer2QXn4ppPdyE0hCSHJJQhqE3BAgFGNMccG9F7lJstXbavvO+f0xO9tXWjVLls7nefRod8qZc2ZWqznfed/vC57W5KiC5t3QGzfeCQbboekF5pS/Bduzd8L6IRpiNr2AVjyDSMSDp2s3eedOI05uhvqr49sIS8z3YXBxArRIhHD0vQBDnNAlnV1bkvaReggtEn2C0dMIu/4XfIZ7txbwoYf6oOFJ3IDQ4qZFe/a+m8vW/DPmk5EJKXXa2h4lHPbgzqunuGgVUkra2h6houIlCDE2tYkr3JfS5w2zbVUJAD7fKSKRfvLz5+fcRlf3dnxRAaa09IqoKaVAHP4XOCog0Acn4gFIZxxxsUY7+h+wRFNvqpZAyAud2U0y5wUXU3no35S96BJjQcI/aiElveFGzp27n4qKF1OgVfPktiupm34T8+Z+GovFRUXF9TidhkDW3b0j5zEqFAqFQnGhsdkMs+1QKITdnpuYrxg/pJT4/f6M4sTVV19NRUXFsFI7mpqaKC8vH3zDQdA0jZqamqQ+tLS0xF5PRnEiNZXFLCs60iiUic5tt93GbbfdNt7dUGRBiRM5YajyuiU3VTYS8REKdWOJSLg/6jvx5j/A7j8YAsXczxnL7tpg/L7a+FLN6/XCL69hVn41eAKDG2Jao1/wZXMh2A+H/w+HbQmUwNZdr2Pt9i7yAAoTvlDzq2K+D9nECQCXzMca7mVugwf5kjvIu+8j4CyCSgvOgE5q0I30dcT9JLpOwj8+GFtn6+ui276XoFVgDUuOBZ6MrfN6G2hvf4yqqldk7Utf33727Tfaq625keKiVfh8Z9i3/4OsWX0/hYXLBj5Pw8QXbMPviF+DY8e/gd1WxooVv825jd2734mu+wBYtuwu6qa9ibpffRD4aMbtK9oDtJU72LATLJ6vxFeUzoG+c4ZAkYK2vgyHpQjno1/HCZCpfK0En97JwUO3Mcv7ARxb7kKfHo59BnQ9iNfbwM5dhjlrqvikUCgUCsVEQokTFxd+v+FLlq1M5XB9J5qampg/P/eHRgOR2ofE11VVVaNyjIlEqjhhpndMdnFCMbEZm0fOk4y4iWFuWCwurlz/HOvsN8UXBjzQ2wT+aBh9ggnii1rWcLX+Rlbt7jYWeM4bvwczxLTa4dNn4X1b4EM7YNZV1HXYWH/FFq7a7yTPFz3GK38a36dyITZ3DeX+oqzlIt3umVwRuoGKziD53ggF+YvQpEQTGljsLDri4Yp1m/F4jvDCC2+mt3cvTvJx+nX48E742L7YT/O061h6xMcV4VdgD0sE0KYfA2DVyvsACCdWrshAOGwouUuW/IQ5c/7bOJ0B4xxt3/Eaenp2DnyehsmRjt9ycqaLq57rYMPVu7FaC4dUSlTKCLruY/r0W7hi3WZKS66AkC/7Dpe+laUH+3jRisew+voQq28xzuOS1xufm5AX1n0o6fzy9gfY+EwH6zzr4+1kiCQRgF3kA+DpP8qR6eFYHwHKyjbS338MKYO43bNzHqNCoVAoFOOBKU6Ew1Mu2/ii5N3vfjcwuuLEc889x+nTp0clcsLsw5NPPsl1111HRUUFTz31VGyd1Tr5nucWFRXhcDi47bbbeMUrXsGJEycAJU4oxhclTuRASd4S7AEdoeee12ixOLAkluuMBKC/PV5mMyG9Q0Ngw4EltfnBPCcAnIVgc4EjH5xFiEgIp3Ma9kg0ysOWB5bkdty2apa3T6eocHn2dqN978uzsGPnm9hZ00KLqwesDjQ9jMsxjUjES3fPdkKhLpbmvZ5FxzxGZZDiGbGfkK0ILRLBFhZgcSSVErXbjX8mg5XnNNc7nbXYbEaKRaIfQ1v744Ofp2EhERLsIYnVWoCm2YdUStTc1m4vx+WqxWJxpflxJOEsRmCk0hAJgLvcOI/uUgh6jG3yKpLOL8UzEIAIJ5iCZRInJBRp0wCRZIRqihML5n8xtmzmjFtZcenvVB6vQqFQKCYsiZETionPAw88AMDLXpa50N9wxImHH34YgA0bNoyobya33mpEOz/22GMx/4U3v/nN/OpXvxqV9icaQgiWLzfmAv/617/4+te/DsSNMhWK8UCJEzngslVS3epPKoM5ED5fEzt3vpWu0Kn4wnBUnAhHJ6eJhpLZJoGDpXWkYrGnV8rIZBBkdcT7kQGv9xQ7bU/RXWglYhH09O6iyx2g294fr/wRCcQNGGUkbuqYEu2hazbDsyPUD3Z30jqbrYg5s2+nqPDSAYelaXZcrllYLO6kZbFjDEEwGAqpk/OhihNCWFi48OuUlSZ4fmSpZALEz48pRFijY7TYIRwt02pNMVk13yd+njJc8rkN/diFG5BEIgnRGxlSe/Ly51Naun7E5lIKhUKhUIwVSpy4eJBS4vP5+MIXvpA1BaO2tpa2tjYCgdxLtjc1NVFVVcWCBQtGpZ8vfvGLuemmm5KW3X333bzrXe8alfYnIoneC6bnhBInFOPJuIgTQogFQojdCT+9QoiPpWyzUQjRk7DNF7M0N+b4g21ELILq9txCB8PhXrq6nycU8cQX+rog7ItPMgeapJoMVZywOuLtDvDU22uXPF13nNa2RzKuD4f76LK0E7JqSYKMQMQnw2F/kjixt/8vnK5zpUV76Jpx80CgD2zJ4oSmuZk1630UFi4dcFilpeu5Yt3j5OfNi/flAogTpteIiSaGJk5omp3amjcZVVNMIgNcd1s01DFg/HPAEj3XiYKEJSWv1twmUWzKEDlR2h2iKbyXkpJ11NXeCEBVq5/KyhsAePbZuNVrIHCelpb/Q9dzv0FQKBQKheJCosSJi4f+/n6klAOmC5j+B2Y5y1xoamoa9XKQqcaX2dJQJguJ441EItjtdhyO3KoNKhRjwbgkUEkpjwCXAghjhtsE3J9h06ellNmdEi8Q7X3baKpxceX2gb0RTExfAk3Xjcm6Hjb8JiAe1p+TODHEy2OxDzz5NbHaCVr15CfoSRiTcoGMlweN7RufDAth9E/KCN2RRuxOLU1Q0U0RIdAXnXwnVJAQGj7fGSyWPOz2ssH7nYDDXhnv7QUSJ2bMeBfhsCfLtulEIgE8/Ydxu2bE0lEGiljBFjWyDBiGRLFzbUn4J5EWORE9v4lGmRnEiZ5CKyApKV6Lw1ENQG2zn5KSdcbuYeOYFks+Xu8pTpz4Nleufx6HY3KXk1IoFArFxYkSJy4eTKPFgZ7ImyJDU1MT9fX1ObU7lG1zZbTFjolO6nhV1IRivJkIaR3XAieklKcH3XK8iBpiSmROefixUpyRCDiif+Q9UXHCFCUG8h4wGcwQM5XEyIkBQvKFOdnNUq0jZgAqSUllEfGJciSAxeKioGApVmsBOmE0nTRxQkYFDAJ9xr6ahXX6a1i+/NcIYeW556/nzJlfDzistrZHeWHnWwiFumLLbLYiFiz4KjB2kRMz8l/MrDNxAaeoaAVlZVflvH8g0MyOHa+lo2NzfKEZOZMJM63DnyJOJEVOpIoT0RKsZrQFZBQnDs8zzDA7Op9CyjDrtnViC0v83kYApDSigmbOeA92myEUjV1EikKhUCgUI0OJExcPuZSoTK0ckQtNTU2jXuLzNa95Df/93//Nz372Mx55JHOE8WRi+vTp3HHHHbH3lZWVA2ytUIw9E8F69s3AH7OsWyeE2AM0A7dJKQ9cuG4lEJ2sP7Mmn6vD3fGn4Fk3NyZ1Qo8Y5T41D/RGw9T0kNHemEVODD6hFJoxwc1WSlRiLBeAJSIpzFtMb/+BlLSOIK7iuVy25gEAQ5yQcpC0DiPtwy3duMs2GkPU7INWwPD7m+nu3prcRxmhuHgNq1f9BadzbFTuMucl0Bnvm9d7Er+/mdLS9QPsFcec3CemoAx4fcy0l4HSOqypaR325H2MA6Y1LaNaVU/PTs6d+ztL/DrPri6hsOHbLFn6E0CnsvIGCosujVVCkUOoTKJQKBQKxYVEiRMXD7lETgxVnPD5fHR2do66OFFdXc13v/vdUW1zIiOE4LOf/Sw7d+7kb3/725SLHFFMPMZVnBBC2IFXAp/JsHonMFNK6RFC3AA8AMxL3UgIcStwKxg1iDdt2jTq/bT7TkF0frhlyyaEGESckMeA6fS2dOAM6diEBdl5mug0HW9fNy9sO8Gq6Pv2jnb6/WeYmdLOzt176D2Ze95/fdN5ZoT8PLVpE2v9fpxAOBJmS8o5qe/ohiI4fOQgR49uSmtHytM4/Q6sYYnbrxPuegdr934ZrzufA75jLAa2P7+F/nzzqbtEoqPpsPnpZ9ATfBEKg4bQ4e9tI+CoJF+H58IPEHjiUSzaN4no0Hj2JM1N6f0w0eVhALZs2YoQzugx/ejygwjxBjTxUuBgzucpVwq7NjHfbSHfG2HTpk3o+p+QbMai/U/WfTweT+wzKOVJAA4eOMKhg0bOYnHXPiOfKQP7jpxgKdBweA+zgQNHj9PWvYmaplOY9lH7Dh6lo3VT0n5XCyuh3nbzI8qu3XvoOWVEQmyMLpMJkTQtrbspqHMRsgnaWs+xadMmInqQ1tbHaG19CCHeAcDWrVsQIntAU+JYpwJTabxTaaww9carUEwGRluckFKi6zoWyxCjVhWDYooTA0VOFBcX43K5chYnTG+K0RYnpiqmKKHOp2K8Ge/IiZcBO6WULakrpJS9Ca8fEkL8jxCiXErZnrLdXcBdAKtXr5YbN24c9U6e3b+Fo63G67VrV+NyTR9kj43Ae+DP7wBfN/QHwdcZW1vgdrBq3hJDfgHKy8opr5gOZ5JbWbl6DdSuIne2whmdjVddCbucEACrxUrqOQn3309fx15qrr0uexTAnx+Hvn8AsG7tZXDCTV5FJRXLV8JBWLNiGYHy6ezecwuzZr2fM/srcQZOcPXGa5JKl+7/y7MAOGUQZ1kFBJoJOPqBfjZu3MiWZ/IpLa3gkkUbM3TC4OTJ/TSchA0brkWLRmLoeognN4GUf2HR4qupiho7jiYvbPkmR8hn1Z4eNm7cyPET2zlzZlPa+Uxk06b4+u7ufF7YCcuWr6as9Epjg+Nh2JN536UrL4f9MLumHE7C4qUrYNFG2NUIx6LbrFgFc1KO/6wLB/EohxUrVsLMddEOGb/sIUnY6cDiqsDvb+T4bMPfoqK0hGWXbuTwkTfS1PQHABZfsor9B37HqlXLKSxcltNYpwJTabxTaaww9carUEwGTHFi1apV3HXXXbznPe8ZUXsveclLeOyxx/jLX/7C61//+tHo4pQlGAzGTBW3bt2aU+SEEGJI5UTN7dRkenSYPt2Y21RVVY1zTxRTnfH2nLiRLCkdQohqEa1lKIS4DKOvHRewbzHK81ZR3WJ4BQwpDz8cMMLwU0wMNT2U7j2gZ6gEMhzPCRjUFNNqzWfJ0cDA6Qm6EfEQsGtsPXgLm+d10GJvTyglGkQSweM5SDjUyxrxSmrOBzJ4TkTjRYKm50TyR86ogDFwf431WsyAE0h63dj4vwPuP3xkkiemJuxIGYp7cgyCOS5NJKRi5GSIGU3RyGiI6Uzfz2o3zq9JhrQOISGPIhyO+D8docuY18TCqH8HQEnJWlav+htu95zsfVUoFAqFYhypqIgbNn/2s58dcXs7dxpPjLZt2zbitqY6PT09sdd/+9vfOH/eSBcdbOJbWlpKd3d3TsdQ4sTo8o53vIPvfOc7fPjDHx7vriimOOMWOSGEcAPXAe9NWPY+ACnlL4DXA+8XQoQBH/BmmYsb5RjgspZR0R7kfJUzp/KKbW2PcfLUT1muh3BYHGnlHzU9lO49kMmLYKieEzE/iEH6OEhVj57ePRwt3svCPAu2sMTjPwlW6LP1U5VYSpR4KVH0sDEpTjHijHlOmP3TjKoRJrNnf3zQSh12RwVFhcsRCW0nvh7bUqLxvmpR7whdD2FJNabMQF7efBYv/iF5eQmT/CGVEo1+bhJ9JjIdN3VZBnFiZnOYlgI3PYG22DJNgtTDaSavNlsZdnt59n4qFAqFQjHOjPaktL/fqMg2FENGRWZMA0wwoiWampqwWCyDihMFBQVJ+w5EY6ORWlxbW0tra+vwO6sADLHvtttuG+9uKBTjFzkhpfRKKcuklD0Jy34RFSaQUv5USrlYSrlcSrlWSvnsePXVG2imP8/C9KbAoGaYAIFgK319+wzzS6sz7Wm3ETmROEmVmQWF4RhiwqCmmBGLhSfXFXHm9C8zrg+Heum1e4lYREopUREfSziIiE6CA4HzbOUftJWnP9XPLE7Eqa5+5aAGk9Pr3sHq1X/Nun6sSolKKeOFT6WMiRO5GkU6HBVUV/1XsvgyUOSEPcUQ0zzXiZ+fVENMSC8vmkGcsEU0zmunmD79ZurrPwbA7FP9TK98A1KGeOLJubFtQ6Eumpv/jM+nbtAUCoVCMTFJnOi2t7cTiWQ2+c6FYDBIIGDchylxYuSYaRwATqeTU6dOUV1dPaifR2FhYdK+A9HU1EReXt6APhYKheLiY7zTOi4K2vtfoGFWHrNPe3E6pw26fSycPxSMpnUMEjmhh7NETgwzrSOHyAndItDDviwbGGkLIq2UKAkCSCCWWhGOePCILsLW9P4miRMWR1qqitd7iv7+hoH7OwiDVfsYPglpHXqEiorrufTS36Jpg0dNAAQCrXR2PkMkknCeM0VOmGJCWlpH9FxbBomcSBMn0jfpKjLOe17e3NhnuKIjSFnhyrQ0lUCghUOHP0OfZ3/GcSkUCoVCMd6kTnTf+973ZtlycBKf1ptGi4rhkygw3H777dx77705RboUFBQMSZyoq6tLiqRVKBQXP+NtiHlRYE7ewhbQ9GDsCXri+sbG31NT8yYsFmfsSb7WdRZqquMTSmcx+LuZceZv0JVw6lsPgy1DVYShihPmcbZ8P166NAPC6oYwtLX/h1lzPpK2PnGymixOaPGJ8PZfoTVtpaRoJTZbaXRtutaVHDlhB83Cuu7LCJVMg0c+x6HiA/jCbVRGDS2F0KirfRtOZx2nz9yF1VrA8ePfpLh4DZfWfAq2/xLyK0GzUV/wMk72/Tsp1UZKydmzd2Ox5CGElZqa4Ztazc6/HrFjt/Hm0c/jsufhWv9R0DJEL6RwtvF3tLc/QWfn01wx8we4Dj1piEY9jekbazZDtLBFIyTajxi/cyklCmlpQ5kiJxpqjWXdh39DX76Fdds6iWgCT/8xWjv+BoBNuCm3zEE79hgA3v4GjvV8A7drFrW1NxIKddHR8TTV1a8EQNfv5+ixZ3DYK5gx4z3qBkGhUCgUF5Tt27ezb98+brnlFhoahv+gw5wQOxyOJL8ExfDIlJpRVjZwCi8YkRO5pnU0NTUpvwmFYhKixIlciE7Wn7m8hOWdWygvvyZpdWvrvzl67Cv4A+eYN/fT6EHjn5zw9UHdKvB2Qst+WPkO2HsfZR3boDvh1Pt7jB8TqxMKpkFe5dD6WbEA3OXwwj3xZTek12oW0cluv+9U5uEmRE5oelydCGtho18ADZuwNGxi5fXfoK98IydP/hCR4ZF9wFEBxTOMqiU1K+Dk07jPHoK9DwFQdOXV9Nk8NDf/GZBomoPiojWARmPj79D1IJFIPxbNBT9bk9T2bGD6504ZnheAz3eG1taHOX7iW7FtSkrW4nINr2ZzqX0u9ERLlG39OQB7nDsom/kG6urelnW/cLifo0e/jBB2XK6Z2O99uxmMYuAsil9vZzFc/3V49PNgzzeqs7QdNc5ZYU10EPXGZ8HmyvyZmH4ZdJ40TDHzq6EwYbyXvBosNma2bKK5LIKn/WHayx3UuiycqXPhb/givqAhZM063sqMpjP4nE/BZaU0nPwxUgapqLie2tob6ejYzImG71FSshaHoxLJczQ19aHrQaqqX4nTUT2s85yJUKiX/fs/TF3dW8nLm08w2E5x8epRa1+hUCgUFz+rV69m9erV/OUvfxmR74ApTtTW1qrIiVEgU/RDLg8wzMgJKeWg2zc1NbFhw4Zh91GhUExMlDiRA+bkFzKbL0YiholSOBxV3q1lFPeE0K6/Ay6LlrZ66TeM3y/5KlvGqmzdtGXwkZ3wzRnG+xVvg0tvTNtMWJ1Mb/TRPMOdsRmbtYgivxNLRGLRwWEtJRDuZFZgNjgLYcENcMQQF4gEYufHNMhMJGzLh4/tiy/Yeif0nY+9nRtcxNwX/zNtv/7+EwQC53G76wmFOlmy5Cfwt9+n99VWQlf3djz9xwgGWpOECQAph1//vCd4Ci3PQkF//Pp3B0/g9A78dEbXjUos8+Z+munTb4JHiuIrKxbBB59P32nFW43f73kifV3hNLj9WPYDvvx7xk8m3vhbAOZ8bxFzjrXRl2ehrdzBifo8bGGdcMQT29SMkjF/m94ay5b+D6dO38mJE9+OLjcqfFi0b7NgQRcHD92GHkmpPjMKdHZtoaRkLfsPfBRdD3LtNSdG/RgKhUKhuPgpLCzkxIkTHDt2jIqKCoqLi3PeNxgMsnfvXgDq6upoaGigu7t7SG0okjGjH1wuFz5fthTidAoLC4lEIhw9epT58+dnFSh0Xae5uVlFTigUkxDlOZEDg4kTTqfx5Vhd9SoAaspvYNWenqGnZYwGiZ4E2SpKWB3MaPSxeu4PMq4uLl7N6nO15PmMcVuE2U70n0Q0jUACzwZ/R/O5v1ISKcceyeHjZLHHPRUga/UKM1XD6z2JptkHVNBPnvwxDQ3fp7t7e9q6XP0hMnG07x8cr89LWiYQsUiabAhhpbr61eTlzc2wdlwKzsSMSLVo1z35VoQO4aiwZg8JCjzRcrYZuhgOxSN7Es9pvILJ6Pp+RKKiSVf31jGsxqJQKBSKyUBBQUFsQnvNNdcMvkMCN910E+94xzsAmDvX+L+tJr0jwywHWlcXj+S8+uqrB93PNDlduHAh99xzT9bt2traCIfD6jopFJMQJU7kwLS8tVxy2JhQZ5ooSamjafb4pE2PTvLEeIgTCf4DqUaJCds4gzr5tgHMPfUIaFZ0IKx7Aei2Rieo0eoRAvDRi81WzErvaop8tsxtJWJ1GlVMTFLMO5955iqOHP1y0nm22wdOb9E0ezT9wxtb5rBXsW7tYzidNYP3KSsyLVFFIGKRA9mw2YpYfMn3Bq1CckHRjD91LaH6ijUikRgCVLHXRnGvMS57SKekO5iyuz3j6/z8RcyZfTt2e+modjcY7ACgt3fPqLarUCimDkKIu4UQrUKI/QnLSoUQ/xFCHIv+LokuLxNCPCmE8AghfpqlvQcT21JMHBIrNuzatWtI+/7pT38CIC8vj/Xrjf/bXq93oF0Ug9Dc3ExeXl4s+uR973sft99++6D7vfWtb429fuaZZ7JuZ1ZUUeKEQjH5UOJEDjitJZRGJ2uZKkMUF6+iqvIVsbSOE4138cLyoqGXAh0NNC0uUKQaJZpYHfTlWTjbdj+6np720N6xieemN+J1OxBAMGKIEv2WaApAgimjkAJkBHQ9t/GmGjqmiBNSRtAj/iRxYv0VTw3YpClOJJapCARbcLvrB+/PAMgMIQSGODH8cmXjRvTaWMLxMVkiEquWh9tdT2tRMGaLoUnI9xhjLC29yliWRZzIy5vNrFnvw24vH9XumgJQ4udAynGKOlEoFBcr9wAvTVn2aeBxKeU84PHoewA/8AXgtkwNCSFeC3gyrVOMPwUFBUnvh/L/Ii/PiJBcsmQJDsfwoy0VccxKGiYvfvGL0bTBpxx2e/z+YqASoY2Nhrm4EicUismHEidyoDdwivZSO/WnvRQWLElbL6Xk3Pm/4+k3qiz4gy34Hdr4iBMQFyUGiJzoKrZxtPU3MX+ERMKhXrz2MNJqS4oc8Gr90f3j7QoE3d07eDZ/M715OdwMJKaaWJ1pJVRFVGgoKFhEYcGywdvDSDNIrNjhcBgRIY8/MYe+voM5tZERSVqKQz5lOAYxfuzrO8iTmxbR3p7BPyJTnc8LQfSzaA9LZuS9CC0iqWv2s7j6w+TnLQSgpdK4NrqAxhojOqa05ArAuC4AM2e+HyHiNw+6HsDnO5MUtTIamNfTbotHZMgxKxmrUCgmI1LKzUBnyuJXAb+Nvv4t8Orotv1Syi0YIkUSQoh84BPA18ass4oRkTqRPX78eM77JgoSHk9cf+rsTP3ojA179uwhErkIH3oMQGoljYqKiiG3kZ+fn3F5OBzmN7/5DaDECYViMqIMMXOgpX87jXPyedEzHVCYPmHu7d0NQMBvGD3qesiocjEenhNAqjdEGlYnIvqY3JgEFqRsYMzIhZacphEW0XQGa7I4EQ734rP40bXM/0iSj50gTjgK0iInNM2OLoNYrQWUlKylt28vh498iYULvpy1SU0YgkZd3Vs53/IAgcC5eJ/DudXLzky62HKp9jKY/dEB99L1gPHEP0NJz3EjIcVID3vRdEmhJ0zAPoO9575vbGKuFyA1411vn2Fm6nbNorz8WmbNfG+S/0dv335eeOGNXLr8bsrKRs8124yYmD7jFo4d+xq1tW+BDIarCoVCMUSqpJTnAKSU54QQuZTF+irwPWBAFVYIcStwKxi585s2bRphV8cej8dzUfRzMFLLf370ox/lk5/8ZNKybGN1u910dnayYsUKwuF42uZHPvIR3v3ud49Jf00aGhp417vexc0338xNN900qm2P57VtaGhg2bJlrFq1iu3bt3P+/Pmc+7JmzRq2b9/O0aNHM+6zZcsWHnjgAQAOHz7MsWPHJs3nOFem0nin0lhh6o03E0qcyAEpIwgpCdg1tFAvNluyQu/znQHi5oJSDxjGg+MmTkTJFjlhdcS8BzJ7aEQV/BRxQjcVjQTRoyxUjnTX4+k/gshlMp4omDgK0gwxzRQNn+8MLS3/B0BXV4bqFiaRMLNmvZ+6urfjdKZ7aIzETHG++wa00wmlWIWW1cAz0zE1kUUcGg+in0UdaA3uZ0ajD69T42zX/bGIBFOKSYztaGt7FICKihdTWHQpoVAPVmtczDLHONqmlWZ7hQVLufyyf+N0TkMbr0gkhUIxZRFCXArMlVJ+XAgxa6BtpZR3AXcBrF69Wo5JVa5RZtNYVQ+7wGzYsIGvfOUrsfeapqWNK9tYq6urmTZtGv/zP/+DEII3vvGNVFZWUlxcPObnpr/fuG9sbGwc9WON17XVdZ2Ojg5WrVrF17/+db761a9SXp576ueWLVsoLCzMev537twJwMGDB1m0aBEweT7HuTKVxjuVxgpTb7yZmECPdicuEh0hYcvlJZw588u09akTM12GEFKOjyFmItmqdVjssaoNGcWJqPuASJkMauaT6wTRY2nffKZNe62xvcjFcyIxcqIQwsnHr6p8OWWlV9HTsxt/wKg1bhmo4kbYj9tdT2HhUvr7T1BWtjFp9UgmzcXW6RSaFSwQYHGwT3+c48e/PeB+MXFCm3jihACCsh9dE5yrdtLY85/YJjKqSoiEgJH8/IWx1ydP/ojtO16T3OwYVesoK9tASck62js2YbUW0NW1lUgk93JkCoVCkYUWIcQ0gOjv1kG2XwesEkKcArYA84UQm8a0h4ohkxjRd+2118YME3Ohr6+P+vr6WBsVFRXMnDkzVg5zLLlQqSMXksRKGkKIIQkTYPhO1NXVZT3/TU1NuFwuFi5cmHG9QqG4uFHiRA5IGUZIowxjoreBibnMajXSGgoc9ZT0hMfPc8JkoMgJ3YycSB+Pw15FmceGJfpU3KEVAVAbnmVskBj9EA4ahpgwKpETRhTE22L9crvrB57kR4L09u2n+dxfaWl9iI6OTUmrMxmY5kpn8AQ9BdFrqFnAaqefbry+UwPuZ/Zd0+wwUUwco59F8/bt1Ex37DNgYo1E03kSFgeD7QC0tz9BU9MfCIWSb6TGSpzQNBuBQCudnU+zd9/72LvvvQQCLaN6DIVCMSV5EDDj528C/jHQxlLKn0spa6SUs4ArgaNSyo1j2kPFiJgzZw67d++mtze3tM7e3t40Q82CgoKc9x8Jf/nLXwB47LHHOHv27Jgf70IwGpU0CgsLM55/KSV//OMfY8KHQqGYfChxIgek1KPihMw42TUnZnPnfAqAOeVvZF5D/8RN67DYKesMckXRJzJWtCgru4pLT+djxzBFNCMmLETTPKKlRAG2lu7h9Om7KPcVYZU5lhI1yRA5IaVE14Oxc+r1nsxYNSNGOEBb26McOvRpIpG4kZVZ1tVmLRq8T1k45nuY09Nd0QatYHEgJINW63A6a6mtfSt2e0Wa4ee4kSGKx4yeAajuLyKvPyoyJWwTCBg+KtnGbJ7nkYhAmejp2YXXe4K+vv309RmV+0ZbAFEoFJMbIcQfgeeABUKIRiHEu4BvAtcJIY4B10Xfm9ufAr4P3Bzd/pJx6LZimNx8880AsVD/3/3udznt5/F40swXCwsLL0jkxD//+c/Y6y9/Obu31sXEaIgTBQUFGc//8ePHOXfuHC6Xa9htKxSKiY0SJ3KgPu/FrNjXE42cSJ8gaZoNm600ntagm54N4yROiMEMMR1YdXBJd/aoBKmDxRQbjPZCIlp2NKEcaEiEcefNYXnnTFy6k0Ex99WsYHOmRU7s3XsrO3a8Pmmya7EM8E8oEoj6Hsika1NYeCmXX/YQpaXrB+9TFpJEEc0KVlOcCGffCSgoWMTCBV8xPDBSDD8ZL6U/QxSPSIiccEYc2ENxtaK2OTmFItvnxGYrZv78L1FUuGKUOmrQ13cgbdloCyAKhWJyI6W8UUo5TUppk1LWSSl/LaXskFJeK6WcF/3dmbD9LCllqZQyP7r9wZT2Tkkp00t2KSYEd999N1JKPvpRw7T6zJkzOe3n9Xpxu91Jyy6EOBEIGPcHn//855k7dy6nT58e0+NdKMYycsJMg7njjjuG3bZCoZjYKHEiB5xaIfneCJqUGcWJmTPfS1XVy2N+FC+c/TKH5uWPv+dE1sgJB36HxinfU/h86WGE5879nS3zewnajP6HpVFZzSe8sf1NYpN1PZzbeM19LQ7jJyVyQkSrdSSe54ULBvgnFA7GJs6J5Sy7u7cOHHGRK2YTmgUsdgRy0MgJXQ+j61EBY6JETmSoL65Fx1Zedg2nCluN8rdRHEFDqCgtuRKIlxJNxWJxM73uHeTnzx/V7mb0QlGREwqFQqHIghnmL4Sgvr6exsbGQfcJhUJEIpG0J/EXIq3DbL+qqoply5YNySdjItPY2IimaVRVVQ27jWzikHnOSkpKht22QqGY2ChxIgc6Akc4X+mg/rSX6qpXZtymq2srPWZJ0XAXEYsYf8+JbIaYVjsBu8aJ0NN4vQ1pq8MRDwG7jEVOhKThJt1qif6jtyaLEy0t/2RzzRF8thzEAHNfzWpEUWSs1hGgZtobmDXzA8AgT8wjgZg4EQ4baR1mqsq2bS+nqfm+wfuUBYkeT3EQFrA6KAi6yMubN+B+zc1/4slNCwgE29MjJ8aLhM9ikd9JSVeQ8s4gl5a8D4ezGoDO4rgAcWq68RTJnTcHiJuS1kx7Y1KzUkr6PIcJBAbzlBsamcSJSAZ/FIVCoVAoUqmtrc1psu/zGVGCqeJEYWEhhw8fTitROpqYk+/CwkJqa2s5dOgQjzzyyJgd70LR1NREdXU1Vuvw74GziUPmOUv1CFEoFJMHVZsvB875t9M3w8W6Hd1QdnXSOikl27a9nP7+o/T3H2XLM+sJRToNs8HxEiesDgiQlH6RvN5pVBMBdu+5hZUr/0RJ8Zr4ehmt1pFSfcMvoqH+CekiIuxH2q2ELICWQ8qCua/UDfHE2wG/e3VstVbZScDRRlPjvRQefQEccLrhpyw+mMXR+p8fRVQI3JUzWLjgK2zddgPhcFxt7+s7yOEjX2T+vC+gaTYOH/68ES0iBLPrP0JR0cq0JnU9wMFDn8Krd+A2x2Rzg8XOwh274aVPDThEUxDR7nsnnNicvHK8DDITo1oCfWg6OAM6QRy0tkZvhhIun24x3vQ0/Bme34ndEqSqrJq6ffth+6sBWNbVBdor2Rb+H1zOGQjNwsIFX6OkZC0Azc1/wdN/BJuthLLSq2ho+AElpetB6hSXXE5b23/w+5tYsvgHad09c/bXACxe/EMOHfoMiy/5HgX5l3Do0GfwB84xY/o7KSvbMPrnSaFQKBQXPXV1dWzfvn3Q7bKJE/X1xkOOBx54gJtuuiltv9HAnHwXFBRwxRVX8JOf/IT3ve99nDx5ckyOd6FoamoaUUoHDB45UVhYOKL2FQrFxEWJEzkgZQQk+Bwa+JpwueJfuroewNN/JPY+EDiPy1pJRUfH+HlOvORrsPfPUJUlNVazkueN+wvs3Plmrr3mROy9jIoT5FdD0XTmNrRzptbJcm2jsbx2FczeCN1nqeg4R0fRTDyhJoTIoXTm7A0wcz3MWGv8PrcHgkZkBp4WKrrP4V27Hr37JAW7/k3p8ulUaPVw6B4om2tEItSugrDfeN3fRvHRQ2gzPkR+/gJmzriV/v7j6HqQzq4ttLY+RCjUSV3tW8nPX0BE9xGJ9NPTu4uCgiUZxQmf7ywtLYZJVVVrAKqXwvqPwZ4/GRt0n4by7NETZkULa6IwUbPS2Oeq/x78HI0FlrhZ6eo9PUggYBcc6LmXkN5BVaCC2nMdhmAUCWAN6YRtGrOPnIe8abi6T7PkWLRaRvUysDrJ95xEvPAbal72Jlpa/kUk4uFEw/eYMePdnDjxPbze+GfKYnHT0bkZr/cUPv8Z3O45eL0nKMhfDEDDyR/T07OTFZfeA0Bl5cuQeojqqv/C5z1NRcV1CKGh6wG6up7H4ahW4oRCoVAoMlJbW8sDDzyAlHLAqg7ZxIlPfOITfP7zn88pNWS4JEZOXHvttezatYsf/vCHg/Z5otPU1MSCBQtG1EZBQQE+n49QKITNFr9/UZETCsXkR4kTOSDR0STsX1SA9cjnYhMoiJeNnDf3cxw/8S2kjHBp2ftxd3x4/MSJ5W82frIhBBbNQaleTad2Pj1Un2jkhMUOr/sVM+++npmNPlhXamxQPB3e8Q9ofIG5v7oG55IrOdJzHyKbx0UiNSvgnQ/F38+9Nv565++oePDDVMz/MXSfheCvWdFSCwuWGutf9TND1Eik5SD5P19Hvv1So7m5n4qtemrzCjRh/FM7duwOCgqWsPiS7wHw5KYlWT0MrNZC8vLm0d9/DJc/Au97APLKQbNySDxH+NTXWFr+26xD1PUgtb4qBEYZTl70edhw++DnZiwxr830tXD2eQTQl2/Fqxt9XNI3H0olfHArPPE1wvyGAllKeU8PfPQ/8PBn4fmfGW285T4orKH9zjdQ07ubRQu/TiBwno6Op3C7ZrF//0fSTEOn192Mp+8QnV3PAsSEC1NgCATO4/Ecjm2/cMFXYq/r6z8Ue7148ffp7tmp/CcUCoVCkZXa2lr8fj9dXV2UlpZm3c7vNzy1Ug0xXS4XpaWlYypOJEZOgNHnYDBIe3s7FRUVY3bcsaapqYlrrrlmRG2YkRF9fX1J1y/1nCkUismH8pzIAdMAMVMZSTM3XtPsXH3VTl608RBuS7mxcrwNMQfC4qBEN/qZ6ungdtdT2Qki6rMQQ6R8XKLrzImiyOZxMYQ+AWkmmTFTyUzVR8z+ZTCetFryCQSNp/2dXc/Q54kbr2uaHT1L1Q2Ho5L5879k7Fdii4/b6iTg0PAHzw04DF0PGmk9sY7kEFEy1pjn1hH/h55YShQ9Ev+8RrftE53x85s4huh6XbPFPEO0aNRMv/dExmomUobRNDuBQPK5M/1CDK8R4xru2ftejh7LboKqaQ5VVlShUCgUWTHTCgbyndi2bRu33norkB45YbYxliaVqSkKZp/vu2/4XlnjyT//+U/e+ta30tPTM+K0DlN8SE3t+NWvfoWmaTgcI7zfVCgUExYlTuSAlDpCykHFCZD09x8lHI6mKYy3IeZAWO1MD8wA4Pz5B5JWVZRfy9IGiUWzJ5tqpoYZWh3sXlzI0b77qe6yYNFGWHc6JjSkGB+appKZIjPMZRmMJ8vKNya9TyyHefVVO1gw/4sZu6HroZipZm9BwjW02o3PgD5wtY61ax+hvqcsYb8cSqyONaa4kCBOJJYSRY/EI32ShIjo68TPQXS9rtliQtL86Lns7d2TdNjysmsoKFjK2bN309T8x7RuxcQJERcnvN4TBAcw2HQ4KrFY87KuVygUCsXUJhdx4gtf+AJPP/00kFmcqKyspL29fWw6SHqKwpo1hvfXE088MWbHHEu+/vWv84c//AEYWRlRiAs2iaaYuq5z6tQpnM4JcE+lUCjGDCVO5MAi96tYdqAvYxlJm62QeXM/S2HhcvYf+Ajbtr+SvuApY+V4pXXkgsWBHjHCGYWwpa+XuhExkCQIpIgTFjsIKLDUsPikwGIdJXEiHCBWw1OIhMiJDOKEJXvkxMIFX6W0ZH3svaYlVBlJjQJJoKvreZ55xtjPGpbxyAmLA6TMGBmQiNNRjS2UEJaQKeLjQmP2wRk3kbIkRU6E459Xi4PqFj+a1OLCSobICSnikRNWa2ZzqvaOJ3C5ptPvbcDhqGbG9HclrS8qXg0YIoWMRvDoejBJSEpl5Yrfc8mibw04XIVCoVBMXXIRJxIrcWQSJ1wuV8yTYixIjZyYMWMGa9asGdNjjiWJQsJYRE54PEZFti9/+csjaluhUExslDiRAw7hxhnUo0/NQ0nrrNYCZsx4F/n5C+joMKo4aOZpneCRE4cd+4D4U2+T06fv5KkVGrogeWKdIa1D0yVShoxJ6ojTOqLHigSTIyEGjJywJ2+TgtNp/IMUwh5LPQBoaPgRjY33ZtwnMc3F57TEI0asjozRM4lIGaHh5E/osSSUH8vFi2OsMa9dYuREtHLI7PqPg4zEP69WB5aIxKqL+PlNjP6Immvqms0QsSJh2tuNJz3Tql+Xdmif74whOCRERwBUV7+G4qJVALjcsyguvhwpdXQ9iBhAnFAoFAqFYiBqamqAgcWJrq6u2OvxECf6+voQQpCXF48EHOtjjiWJQsJYRE4kGogqFIrJixIncuBcYA/nK+zMaPQxq/adSesiER/9/ceJRLyxZZqMTmYneOREBENo0VKqbET0AGGrMEqJWgdI67DYETp49DaeXKWhWzNEYAyFxMgJMxJCyniaR6ZJviVLKghw+MiXaD73ZzTNSUnxZTidNbF1be2P0tG5OW0fIGkC3VNoJRYxYrFT6AlTbK8fYBBBTp78Id2O/oQ+ToCJtlnC1BH/p+4OCFbpL6Wu7q1G5ITpOWF10FTjImiJxM9vkkhlnA9di17vSIC2tkcByC9YlHbovr79+Hxn8fnP0Nj0e8zzKWWESDR6p2ba61m54vexihwDRU40NPyIo0e/OtQzoFAoFIopgt1up7y8nK997Wvoup62XkqZJFyMV+REfn4+mha/Fb+YxYmxjpxQZpgKxdRAiRM50BR6geZqJ2VdISqK1iWt6+s7wPNbr6e7+4XYMmGKExPZENPqMJ56A4ePfD55XXS5ENrgkRPRSa+uidEzxIwEjVKhJmZURKZJvrks1UQTjIgOQNf9LF78febMiZfx1IQ9a8UHswILYEzEY4aYDmad9bEw71UDDMJI+dDCCdEVEyFywsQef0JjEQ6CkT66uraCrscjJ6LnVOgkRE6kjyEmTiRErXR37+CSRd9OS98wy6saSAoLL6Wl5cGYqJFISfHl5OVlL9Xa5zlAV/e2AQapUCgUiqnOvHnzCIVCGaMnent76e/vp7q6muuvv576+vSHDi6XK1bNYyzo7e1NiwK4WMUJKSV9fX2sX7+eD3zgA+Tn54+oPRU5oVBMXZQ4kQOGISZ4nRp9vQeS1iUbYhrEqiBM6LQOB9bo/NmcxJtIGTGetAstxcwxNXLCQWlXyNwJMVLjx8QUjUSxYaC0Dk2DhKoRSc1Z4v8c2zueTFonNHvWig+JosXMM954xEhi2klWouJEJMGXYqSizWiS8JmM2Bzssz3DocOfS/acsDrI94Qp6yUhciJ9DFJE2woHYlEp3d1bcTiqOXP210nb2mzFSe97e3cb3Yn6gJxv+SfPPLuRYLCdZct+QV3tW7IPQWS/dgqFQqFQAHz+88aDl0zlQE3B4vvf/z4PP/xwWilRuDBpHalRABerOOH1etF1nVe+8pX87Gc/G3F7KnJCoZi6KHEiBySGOHGiPo8DJ5ONeEx/Ak2zk5c3HwC7iIYHTui0DjvukDG5TH1KLTEqk6BZBo6csFiZ1hZmZmSRsf1I0xdMcSMSSBYbBjLENPfLEDlhscb/gR069Ckam/4QX6c5kiMkEsgvuITp0430HXtIT4qcOFbvZlv3QP94TXEiMXJiAqR1pKbkALrd6Fc43B31nIgbYva7LXTnycylRM39TUEuEogZYmrCztFjX0vbdv68L7JwQfpyU9TTIwH8/rOxNI+B0LTsUS8KhUKhUMDAppjmsoHSDy5EWsdkiZxIrTwyUsx2VOSEQjH1UOJEDhjihIQMZSRlQuTE5Zc9xLXXnMAqo5O8CR45UeA1Lr+eEnVQWLCEaS1BY1KuafFxZJjgSqsDPeIzYipGmr6QmKKRaoipWY2+ZByLPXPkhDU5rDAYaIsfylqQ1XSxsGAJc2bfDkBHiZ2454SDsFUjoPdl3M/AiCQR4YRolIkUOZFAkteIHk4wxLQjNUHYJjKXEjV3iaV1BIlEDI+NQLCF/v6jsW1MwS5bBY5YKVHNFEp62PLMepqa0suOmgjNnmRaqlAoFApFKqbw8PDDD7N27Vq+/e1vx9blKk6Ew2HC4YErdA2XgSInjh8/zhve8IaLRqhIrTwyUqxWKy6XK0mcUJETCsXUYNxmz0KIU0AfEAHCUsrVKesF8CPgBsAL3Cyl3Hmh+wnRtA6IlhJN/icViT591zQHgcA5fP4miiMhYzo7QLnKccfiwBYw8k98/jNJqyorX0rlMQ9MM0to2o3Ja2paB9Aww8lZ+ynqmvywcIST8Jghpj85dSISHHiCb3Eke1REyc9bkPQ+cXK8bGn26IdwuI9wdLJt0WVKtQ6JJN1cK041V1+1C8vWBGPICRpBY3iERI1c9UjcIyXxXA8YORE3xCwpWcvpM3elbVNScjk2WwlHj/6/jB4sIk2c6CMQOE9Ezx5B4XRMw+msG3hwCoVCoZjSlJWV4XA4+PWv42mGwWAQu90eEyfMqh6ZME0yfT7fmEyIW1tbWbVqVdoxfT4fH/7wh3n44Ye5+eabefnLXz7qxx5tRjtyAqCiooLW1tbYe/N1eXn5qB1DoVBMPMZ79vwiKeWlqcJElJcB86I/twI/v6A9S2CV400sOuLJWEaysGAZCxd8DYejil2738nOnW+Oh5xP6MgJO+Ho02eHY1ryOikBGZ9MmpPQDGKLFt1m3on+USglmmiIaUZCSOP1QKkRVnvGtI7S0isoLb0q3lctt/6dOfsbnnlmPXZc2EIyKa1DSAYUJ4TQsNkK0UKZU0YmEpolwSNET0jrsDoo6wiS7wnHxYlBIieymb82Nv6ewoIl6DKC2zWToqKVSevdrhlGXxLECeN99ms1e/ZHWb3qvkHHp1AoFIqpixAiTXw4d+4cYEROlJaWZqzSYZIoTow2ZrWQ1MgNU5yIRFNDg8GLI0pwtCMnwIhqSUzJaWpqIj8/n6KiolE7hkKhmHiMtzgxEK8CficNngeKhRDTBttpLLBhxxaRGcUJt3smtbU3YrUW4PUeB0Do0bKNE/SJOQAWB00lxlPzhQu+krTq6LGv8dS60vik3GKKE+nNaNHgG90iRp7WkWSIGZ3cS2lERQwWOZEhrQNA6vH0isTIiaamP3L48Ocz7YKuBxDCShAfXcU2YgPXrIOKE1K2cuzYN/DZI4kLs/f9QmH2IbEv0fNdXf3qNENMwEhlMs97hmsbN8T009uzC4Cyso1p2/kD55HRtI5En4/y8mtxOKoAcDiqKC9/MSIqeKSWt1UoFAqFYqiY4kRdnRFtZ5pjZhIGUjFNMsdCnOju7sbn82UUJwACAeN/ZXNz86gfeywYi8iJTOLESEuUKhSKic94PtqXwKNCCAncKaVMjQmvBc4mvG+MLjt3gfoX43RoO85yO3XNfiqWvDlpXcB3nsDfbiT/fCNihUQKgXj6u8bKCR054cDi9UKhk8amezl2/OusXPknHPZyzjbeg0VLLqEJZImcsAIhNq8r5ZrRMsR86lvxSXTTDji3G/KrBhwLR/4NP15hRABEUzx63YKuhUYaTpEsx/HvL0PPV2DedfSVnKcpvBubrSRWYrSx8V4aTv6ISKQfLRwhYgGfyxJP6xCCAp+gUh8opaCNM2d/RYVdw+WPihimuDOeOKI3DLaEp0QWO5fv6MLGH8AXgOol0eUOOsqi17IvpZSoPe7jETPE/NNb8M+2QTkUFa2ko2MTZWUb6ejYBEBr67+MJtob6Mu34gwKcBXjPLMf/dF5aJ5WClwlLL/tOK1bPwWAdv/7wffZjEM5V+XkYG0/dns5ccVMMm/u56iufmXStk3N99HQ8APASFeqn/UhdrzwJny+U9hspdRMez1z534KKXWeeeZKAsEWbLZShLAQDLZRVLSSVSvvM8rqjgKdnc9w6PBnWXv5I4RCnWzf8drYurLSq7jkku+MynEmA2fO/JrGxv+lqGgFnV3PxpZLGSEU6sRmK0MTVhYs+H9UVLxkHHs6erS0/Itjx+5AorNk8Q8pKVk73l1SKC5qzMnya17zGn7yk5/EJrtNTU0xwSIbI42caG5u5oorruCRRx5hwYLkNNNsnhemILJ582YAPvShD/HjH/+YzZs3U1U1wH3QODNWkRMPP/xw7H1zc7MSJxSKKcB4zp7XSymbhRCVwH+EEIellJsT1md4Tk/aI2ghxK0YaR9UVVWxadOm0e9pcAeVpXYuOeph39EwBzrjx5CR/0OvOcPKthIu39FAb4GVLvcCOutWcnbLcxmb83g8Y9PPIVDAUpYd+x3WcDnN2JGc5Nln7gfmAOD0R2hoPs0ZuYnK2jdRlH+Ixr4afCn9XtomqBZQ0uNhX/dROtqS1w91rHVz3onbazwpsAe7CdqLAegpuoSWLO2Ul93ArL4+8jsbAGitWE/Ymk/V+f8wM89JSXeIsq52grZivFY32sFHqbF10LSyhFOnH+XsWSPnU0ovupyJLQyzT27GFtZxeSWbtKdjx7qyVRLRsn/OfP4+HA6jnOwLK79NUc9hGo/2wLHcz8FYoIm11NW/nbM9dZQs/QJhax5VLU9R640AXpqnXc952xp6N23C4W9l5aFudE3Q5Org2KZNCD1M/fTX0l28lM7o2L1aNWXTX4017GPGyR2IYB6nxCIEL6Wr878QWIAgZe2P4QjqVLUFaS+1Ud4ZpKVyHlp4H6GAwAHg62LLE/9m5Qt3U1frorQ7hMfupLdwYdI4HIE2ipp3Y6+8lhCJN0EuDh0KcPjwpqTtpexEykuQHKSx8XGam2rR5SkAQiE4feY/NDZejpQBdNkCQDi0DMk+AHp6drJp071ITuPtXzTiv1tdfwBJI5s3/xNwIuUlRj85yrnzT9LaOrL2R4uJ8B0V0X8K9OL3TwcuiS2XnAY6CYX6gBD79j2Y0Wx1KEyE8QLo+oNIOhCsZ/fuBoQYvHqNQqHIzv/7f/+PhQsXcvPNN/OTn/wk9oS/sbGRFStWDLhvfr4hxns8nmEd++9//zunT5/mBz/4Ab/4xS+S1nV1dQGGL0Yiqe8Bjh49ypEjRya0ODEWlTSKi4vxeDzouo6mafT09FBdXT1q7SsUionJuIkTUsrm6O9WIcT9wGVAojjRCExPeF8HpMW3RSMu7gJYvXq13Lhx46j3dfMToOkSr0ujbrbG0pXxY5w8toOGs1B0+U1oj36ePF8E3vDflCx+dXSan86mTZsYi34OjY3Q8xALfb1UrbiZnbseZfnyxRQVrWTTU1DdGmDWgjnMvnKjsS1G2EoaR8spO30CAgFqrlsFczcmrR76WDNvWwMsyrgmus8TEdhsPHWuvPGnUDobvjWLuSe7YlvZa5diL50NRx/G6YlQ1hkkONPFZWs2xtvhPdC8G5591FhkdSX3f7ubuuoK6rKM6cknd6BL0Ba9hlUvfy8Acwce8AXkemYDcK3x9thcuPffANS898/EMnP7WuD5qPHrgnpqY2N9MTMSWtu0aRMzXvlb4829b2Sh5zwLX3QNcE10i5cav/5fPD+0pMdIsylZsBS2PQcz1sEZ46n4lVesg2d0FpwwzEjtl72G/OuSS/dy/HH439dy1aLbYMbAT5WNdJK5uFzvZ/+Bj9Pbu5vFl6xhxwuGp0Vp6Ur8/kYuv2wjoVAPm582Un9etPHX7Nv3IVrbjHOjy/8HQF7eN0b8d3vuXCcHD/2TFSvqEUKjoOAXaJqdw0e+SGvrv7n6qpG1P1pMhO+o48ffzOkzd7Fs2c2Ul1+TtG7P3vfi9zeyZvX9CGFDZKgkNBQmwngBDh95nNbWQq6+6u7x7opCMSm4/PLLufzyy2lrM6p1+f1+QqEQra2tgz6Fz1TOciiYE3Vz4p5ItkgDs0+aplFfX8+JEydG1IcLxVhU0jAjV/x+P263G5/PN6BHiEKhmByMi+eEECJPCFFgvgZeAuxP2exB4B3CYC3QI6W84CkdADoRNB0ap7nY0/Ob5HURI9xPWBO+MK1OLgqiXg3mU0ddBtHN0qi6zGpymITVAYGe+OvxItGTwnztSPknaXUYP1E/C02XcfNSwOM5isdzNLlSSIoR55kqC5vcDxGJZH6iKTEm9UlmkxOVbGk4iWPONVUniylpVvQQIMGZcGMWTvENyfR5Mv+2UrZta3+c7u4dScuOHfs6u/fcDIDdVorNWkxR0aWUlKxD1wN4PEdin3ez7KyuB/F6T+HOyyQthjIsGxpe32kAzrc8yI4X3hAzAK2f9WHWrP7biNufTFRXvxqAPXvfg0zwStH1IEWFy6mqfDmaZh+xMDGRyFZyV6FQjAyHw/h/4vf7OXfuHFLKQcWJgcSFoZBJWMgWaZDYp7y8vLTtJyp9fX1YLJZRFQ9S02qUOKFQTA3GyxCzCtgihNgDbAP+JaV8WAjxPiHE+6LbPAQ0AMeBXwIfGJ+uGgaImpRGGUmZbIYow360iETYEiajA1WWmEhEJ5TmzbDUg1iteaxb8QDTWgK5lUJNnLyOtFrHSEg85+ak1pHi6GxxGP2Nig+XHPGw6tJ7Y6uPHfsahw9/Nnnimzomi4WIiMQmtekYE1gxnuciV7KJSZlKiQ7GAKakGQka0RE4Em7MUvfPJIyY/Ykkn//jx7/B2cbfJS2TejBmrDl//hdYs+Z+AJYu+QkAfn9T1LcChLCwYL5hDBsK9zC7/mMZOj3yWvdtbUZETiRshAmbf3sORwUu14ys+01FhLCgaa7o67gA0dLyf5xo+B6VlS/nRMMPOHdu8og6dbVvZeGCr453NxSKSYfTadyjBQKBmMnkQGVEYeSRE+Z+icLCrl27EEJw4403Jh3DxBQnlixZgt8ffwgykSMnpJTccccd2O2jKxYrcUKhmJqMS1qHlLIBWJ5h+S8SXkvggxeyX5mQUqITQeiASK/UoOt+tMSqBjC+k/ShEJ1QOhzVzJ3zKfLy5iGEBbezDsIyN3HCOoyJ7FiQdP6jk9q0yAl7UuSENSJJ/BPQ9SBCsydPklPGpAkbEECXmcUJjSu5evN3EVeXDnckF46skRMZzuVgWB1Di5zwR2+0Eq9R6v6ZPk9mf1IiJzRhT4qCASMSSKQ8he7sfIYjR/8fAAsWfJm62rcAEAx20tx8X7wtmUmIGHnkhIha6YQjhjhjlkzt6dlNd/dWZsx4z6iZb17sHDh4G7ruw2LJS1oei/TS/bScf5CiohVMm/a68ejiqFNYuGy8u6BQTEpsNiP9y+/3x8SCwUpSjjRywtzPLAsKcO+99yZtkxo5kZeXxwMPPMBll13GypXx0tsTWZwwRZR169aNarumEOH1emO/lTihUEx+1F1wDrwo8mbqz3ij04pkcWJawQYWHfVkfnI/0bHaIRzAbi9j5sxbcbvrCYW6Od30O/pdltxKoVomyLgzRk6kiBMWh/ETLQfbVman4dRPY6t1GY0iSYqcSJ7cGuIEaRNhEyHDaIC4GD4D2fqYeN1zTVGy2GNVUnIiEL3ZS7xGaZETmdI6ostSjiU0e5pglBgif+7c/ezZ+14CgfN4vYZxamL4fDDYRp/nQGz5qdM/B6C4+LKEFkceOVFccjlWayEF+YaDioh+nrq6nuP4iW+j6yMXQCYLkaiAY/42Ma/b7j23oFkcA0QxXXz09u6lp3fPeHdDoZh0CCGw2+34/f7Yk/jBJrqmcDDSyIlgMPt3VGLqhsmrXvUqpk2blnTciZzWYfbzda8bXZE4MXIiEokQDAaVOKFQTAGUODEIQgg0HTQsCAkSmZT/XGCvpbI9mPnJ/UTHYkQRSBnB6z1JKNRNINDC8TM/xpNnGXrkxHiOO+fIiXgfO4ttnD3/p9h7YzLrSBYnUibnpjih61lSGPTdHJ6bh26ZwGVkTXKJ8MlVZLE60lItBiSQS+REhs+TeW1TjqVp9rRJqq7H/VR8vtO0tz9GJOG6nT//D3bvuSW2bbwtB4HA+djrysobuHT5PcCs3MY2AOZnzBROzBDYWGpVloicqUgo1J1xeWI0jCbSRamLmRMnvsuxoyqtQ6EYC2w225DECYfDgdVqHbY4YQoKPT09sfvGVKFC07LfZ5kRAzCxIyfGoowoJIsTZnSGEicUismPEicGIRz2cFjbTndpHtUtfpZzfdL6vv7j9BRYL9LICSdEgoRCPTz3/Is5f/4fCYaYQC65g4mT93GNnEg4ttlvZ8o/Sosjqb+aLpOeVMeetA9giOnW3dT0FaaFmseQDTTVuBCWi+AfaC7Xa0hpHUPwnIhFTgzgOZEpaiMWOZGS1pFBnJg541ZmTH9XbD1AJBK/2QsEWuns3AKQtK+ZagHQ2fk0dbVvp6zsKoQYucmpz3uKYLANd95sFl/yw9hyEUtVGMI5nKKYPiIQjZgZitfJBCeWWqZQKEYdu91OIBDIWZwQQlBYWDjsqIWeHsMs/MiRI3zyk58EiPld5IKZ1lFTUxNrayJinp/RrNQByeJErtdMoVBc/ChxYhDC4T6aLCfod1txBy2URyqSDH9Odv6VQ/PzL87IiWhaR1K1juhTSE3mWK1jwhhiZjh2pmodCf3VJOgyLk7Mn/cFZky/JXniq9mSmijUi1nUUozDUZmlI0GELhG2i0CgykWcGKohZkJU0YBkjJzIwRDT/IylRE4sXPBVLln0raRlFRXXUV7+IiA++TeNKAEqK65DyghSxg1ONc2Ow1GBwx6vJx8InOds4++Q8nxuYxuA6dPfaQzD4qayMi50xn0UJk8UwGhRn2JO6nbPiv6ux2px5yaiXiTEUssUCsWoM9S0DjAm3MONWjh3Ll5g7sc//jEATU1NVFZW8qtf/Yrnn39+wP0feeQRtm7dyrRp05LammhciMgJJU4oFFOHiyD2fHyJTVrQ8OY58egNlOthNM0aW6/pTBxjyKFgcYAeQiM+FvMppBE5MVRDzAmS1mGS5jlhT+qvpktAR49ez7Kyq4wVkYSSlKkTH4sDGZ2EZ3KlFjJkKH4XQznZXES0oZQSBYiEkj8H2cSKTJ4TqeJEJs8Ts+2Ubd3u+rRN+/oOYbUW4HLVxSZ8Fos7ulZgsRrH1vVgQmqAcU3N0qIABw5+3Fgj3pV5LEMgL1qitLd3Lw57JcXFq4F4NIASJ+LMnXM7hw5/Ji2axOmswWYrxe2un3SVLWKpZQqFYtQxxQkzXcLtdg+yByOKnGhqaoq9LikpiS176UtfyrveNfj/k/LycsrLy6mtraWhoWFYfbgQqMgJhUIxmqjIiUGIRRKg0VZuZ5/tWXTdF1+vB4xJ7kSJIBgK0Yme0CUgkiZpmp5jtY6JMu5MwogjRcW3OpL6qEW9Tc08/87OZ+jvbxgwPaHL6eOJBS10dT2bZYuAcT4vhuiZ0Y6cgPTUjEgWg0cz8sGekB6TS3h+luN0dj7LufMPJC3bu/dWTp78kXEYWylu92yqq1/DtGmvByTBYDtgTAhLS9ZHXweQUsdqy+TiPnJDzK6urQCcOfNLDh66Pba8svKlXLn+eZzOuhEfY7JQU/NGAE5HzUlNdD1ERcV1FBetGY9ujSmJJq4KhWJ0GarnBAw/ciISiXD48OHYe4fDwblz5zh79mysXGiu1NbWJgkdE43Tp08DYxc5sXfvXo4dO5a0TKFQTF6UODEIMhY5YUEII8JAynjFDl0PIaScOBEEQyE60RORQDRnP0BpyRVcueTPFHjCuVXrSDLEtGXfbqzJGDmR6jmRbIg5o9HHNfW/iT1N37vvfTQ1/zG5EkTKk3/zqWa2J9xCSqxheXFEz+QiJuUqOGXxghi0gkdihEmqIWamqAvzM5ZynPPn76fhxPeSliWWEq2qegXr1v4Hh6OCygojnUIgyM9fBOhomo26uncYy4VGXt68DJ0duThxtvG3sdeJT8gtFhcOR0UsImuqI6Wkz2Pc2NtsyWV5/f5GmpvvQ6LT2Pi/HDv29fHo4piwaOHXmTXzfePdDYViUpLoOWGxWLDZBr9nKSwsHJY48bOf/QwwRAmA6urqmIfE7Nmzh9RWTU0NXV1dBAIT01/njjvuAKCsrGxU2zWjTb7yla/wile8AoDS0ougTLtCoRgRSpwYBF2GEVKgSQ0RnaxLGZ+kSBkynsBPlAiCoWBOKCNBFsz/f1RWXG/k3FuK0SQ5Rk5E2xCW8c39zhg5kclzIn5tBCAigxhipqBZ4v4cmcjzX8P67V0Xx2dgAJfwGLkKbZbM6RaDVvBIbD+XyAkhYlVmkhYPUkrU5PTpO9mz9z0AVE97LZdf9n/YbCX09u6lsfF3SfuauN3mjeTIy3wK4n8jiX3z+c5wouH7+HwT9+nYhUTKMNu2vRyAgvxLktaJaApMONxHT89O2tr+c8H7N1YUF6+moGDxeHdj0iCEuFsI0SqE2J+wrFQI8R8hxLHo75Lo8jIhxJNCCI8Q4qcp7TwshNgjhDgghPiFELkYMikmGomeE7k+gS8oKBhWWsfx48cBaGtrw2azUVpayvnz59mwYQNvf/vbh9RWfr6RZtjf3z/IluOD3+/nqquuGnVxoqKigjvvvDP2/p3vfCcbNmwY1WMoFIqJhxInBiE/bx7XdG+kzOtARMtIhsMegsFOQqFu5tlfxOzT3uQnwOMZQTAUTHGi7zw11a+jqGgFvb17Od78K0JWkZshptlGQjTJuJDJ4yGTOJEQ0dBTYOVQ+z34fGcJh/uQMowWjoA/uyu2WYUja+SE7kPCxRM9Mxi5emeY23laoL8j/uNpyb19b2fux/L3JB1Hi0j0SIBwuC/mZxEO96JFdOjvoLvjOV7Y8Qba2p+INaP3txIJ9REMdtLdvT3efn8H7c0Pxt6WFqyOvhpZ5EQ43A/CQlnZRooKV6BhifXf332YU6d+hs93ekTHyEYo1EMw2JlUBnkiIqUkGOwkEGiNLfN4DiZdaxEdw+mT/4PQJRHdTyjUNeHHZhIOxycYoWAPQc9ZgsFOgsFOzp35X/rano+P9yIZ0wTmHuClKcs+DTwupZwHPB59D+AHvgDclqGdN0oplwNLgArgDWPSW8WYMhxxYriRE01NTSxatIiCggJWrlzJiRMnALjpppti0RS5kui9MNHw+Xx0d3fz0pem/pmNDq95zWtir9/2trcNWHpVoVBMDlQM8SCcPPkT5uphEJaYAeJzz18DgCNs5cpnow7+NhcUz4Tu0xePe7yZ73/nVfQt3oj36ls5eOhT6LqP6YLcJthmG6kpFBcasx/uBOXeVZK8jS0P7HGjQ79Do9n7LM3PbYwtszz9Q2hMuAEoiFdtgHgovswgToTDfXQV/JLj9W7mXQyREybODP4KJfXQdRJsgxuGAfHz/8sXDe3Yie0/9qXkdXnl2Y+187fGTxTrLDfhGW4O/H0Ryw/2wet+DYDluTvhvh+iF9voXpY8Ts/9r2fvzDyCjpSbne/MxjbdBfV5FPaGqNj7S2boLrYvWze0sQGBYDuRcD9u90xO7P0UHs9B3Cd3EZhWj73tFPzLiMqw5FthZTG7dr+d6dNvYf68zw35WNk43/JPDh36JLoeZMaMdzNv7mdGrW2Trdv+i3Com/Xrnx5RO1IGeXpLspdEMNQJ34mHQWtWAVeUkd/SiPXkfQTrXGx+2hCQrNYiNly9c0R9GEvaOzZx9OiXWXv5w2iag71PXUu3pStpm5lnvRScjJa8/Xzb5BE6xwEp5WYhxKyUxa8CNkZf/xbYBHxKStkPbBFCzM3Qjjk7tQJ2QKlGFyE2m43+/v4LJk7U1RkeQi6XK+aZMFS/CXN/mJjihOmFMZxx5UJ5efw+YKyOoVAoJhZKnBiE8ooXg74PNCvlfgcLuvI5UtJEzbQ3UrTJmABRWAuuYnj348aE7mJh/kvhv34M237JzuIDhA98BACrtOEISZh73eBtLH29IcaULxjjzg5C8UxjQlqR0I/qpfCau8DfbURMLPovQ0R69S8g6KH84duY11HGsbIOamvfQt7RbVT3HIeXfQVKZhlP/WdvTDqMTXMzvSmAe3Xa/avx9FYLoGvi4plQvOcJ4/Obyo1/gnN7oCrHEPN518ErfwKhDB4TVjuUzTWu0amnjeO1HzXEo5JZcOtT0LjdeEoshJEiklcBs67MfKzX/QpaDiQtqjvxfziObcUZiBgLOhtYdKSP8pIrYZ6V4uOPsOhIHxF3EXleHbnsjRTrjyNOnyKiCXjJHfDI5ygqvRxe9gpmSp38yEnKqmcjItuJHPgLIrIPv38tTmdNbucEOHXqfzh//u9suHo3lX0O3Mc9lHUF8ZcswH7iAGz8DLhKKdj/F8BwYw+Hh1e2LhvVVf+F01nDvn0fwuc7O6ptm9htpej6IP4iA3Dy5E/w9B9lyeIfMn/+l8Dfi3j8q+RVrcdZtQ5eFhWWdv4We8t+VuzpoVCWEA524aq5itDsdZw89RPC4exRTxMBv68Rn+8MoXAfDruD6Q3tVAofrLkVfJ2IfX+lYsH7YWH0M5aL749iqFRJKc8BSCnPCSGy1YVOQgjxCHAZ8G/gr1m2uRW4FaCqqopNmzaNSofHEo/Hc1H0czTQNI2uri5Onz6NlDKncXd1deHxeHjsscewWnO/ZT516hTLly9n06ZNsRQPgI6OjiGfb7NSx+bNm2lsbMx5vwtxbXfv3g1Ae3v7mB2rvLyc9vZ2GhoaspZUnUqfY5ha451KY4WpN95MKHFiEIqLVoGug2bBIfIo9Bs34OUVL6ai5X+MjeZea/zOrzB+LhbsebDqJjj5FMjzscXloXIosoI9h6fmziJYfcsYdjJHhDCEktRly9+Uvu2lNwJgOfYoNd3nOVYGLtdMpvc3gKsXLr8162FsWh7zG7xQuDxtnZnqUdQbujg8JwBqV2VeXrnQ+MkVmwtWvmPw7S59i/F7dkLeaM2lxk+uzFpv/CTg8PdQ9+RT8QVBDzUtAVi2AaSOduwR473dC0XTYf034OxbqTl8xNi+8rVw7r9h+cvg8lsRQOx5zZ5igkf/RtD2Ozo7L6GmJveIbqkHYx4JJVoNJc3G94c7XALeiHHOCmsQ7Ucp7j1Bd6HAYhl9N/LiolU4HBVjVqrUYs1DBIc/ke73NtDXdwAhLEyvewd0nYJzn4PLXgcr3hrf8Mxz0LKf0p4QVFdhDfiZHqqH2R/j5KmfjHwgY0ysNHX0M1HZJcHvh7wrIXgazv0vvO1D2aOGFOOGlPJ6IYQTuBe4BkgzO5FS3gXcBbB69Wq5cePGC9rH4bBp0yYuhn6OBm63G03TKCgooKysLKdxHz16lHvuuYcFCxYwffr0nI/l9/tZuHAhGzdupLu7G4B77rmHG2+8ccj99ng8ACxZsoTLLrss5/0uxLVtbm4G4IYbbmDRokVjcoxDhw7h9XqZMWNG1m2m0ucYptZ4p9JYYeqNNxNKnMgF3ahc4bdrnHMbefEWLdFj4iKZiGbD4iAxSlXIi6QU5kix2NFCIazWAs6c+TXT9Grsg4xbCo2IiCDCfiwpfgyxiYfOxVGtYzKRGqkS9Z3A4kj2Qwl64tsmXmvTuDPT9bfajdK6ZPcayUbW0pCmoaf53WF1UNIRobvQSk/36KYlNDbeS2/vHjRhz5iONBq0tT0yov2lDJPkMWhWbkn9O0qqDuQwrlckQEfHU1itxZQUT+zyorHviNTPRDgQN4SdCt+940uLEGJaNGpiGtA66B5RpJR+IcSDGKkhk8eJdYqQWEo017QOM5WgqakpZ3FCSklfXx8FBYbvlSkuXH311cPotSGqwNRM64Dk1A6FQjH5Uc4yuSAjICx4HGEai/pYveqvlJYmPLm92CeiKRO74oD74h9TLlgdaOEg8+Z+lmCwFV33DTpuqWk8dWU5Z87+Km1dXJy4SEqJTiZSBUJ/NDXCak8XLsxtE8t2mmJBputmcRiCE9mrtGRDlwniRKK5YbA/3j8Ai526JsNnoM+TnLIyUnr79tHZuYXZc/6bWfUfHtW2RwspI8niRLaJeuJ70+A2HOT48W9RUryGZct+MfadHQHm5ycuTkQ/E5HgwJ9BxWjyIHBT9PVNwD8G2lgIkR8VMRBGPfEbgMNj2kPFmDAcQ8xEcSJXvF4vuq7HxAmTmprcUwITMfu6ffv2QbYcnK6uLu6++25++ctf8s9//nPE7TU1NZGfn09h4Tj7jikUikmDEidyQQ+DZo2XkUx9+nixP+lKiJyw2yup8RRd/GPKhWhJSvN6inB40HEb96agR9Lz6x2OSgr7FuH2RS7+aJqLjYEiJ1KvRabJXyxyIsM6qx1NDjdyIpA5ciLQm3w8qwM9Wg3E4Zg2pGMMhtSDaJqD0pJ1EzaywBAnEsWiLJETiR4MFnssckJodtra/8Ohw58d+86OAKejhpKSKxCpZZrD/oGjdxTDQgjxR+A5YIEQolEI8S7gm8B1QohjwHXR9+b2p4DvAzdHt78EyAMeFELsBfZgRFpMbBVMkRG73U4gEBhzccIsPWpO2G+++WaAIVfpMDH7evvttw9r/0R++ctf8q53vYtbb72VV77ylUMaVyYSjT8VCoViNFDiRC7oEdAsaMII49+z91Z8voQv9Iv9SZfVzsITxlO7/PwFxlPLXEtIXsxYHRAJcOSoUSVCC4cGvZbCYkPTJTKDOOF01lDSOw+3X794DDEnC6migjn5Tykfa2w7QJpFpuuWGDmhB4bUrdqat1Bf/5H0FTHxxBbr04GFxlO2ObP/e0jHGAxdDyI0O32ew3R1j/zJWyYcjmqmTXv94Btmwe2aaXz3mOSS4hCLnIgLQM3N9w27DxeCmprXs3LF79NXhAPGj8V+8VR7ugiQUt4opZwmpbRJKeuklL+WUnZIKa+VUs6L/u5M2H6WlLJUSpkf3f6glLJFSrlGSrlMSrlYSvlhKeXI6gorxoXhRE6Ul5djt9uHJU6YkRN33303kUhk6B2Okmtfc6GjowO73c7vf298D505c2ZE7TU1NakqGgqFYlRRnhO5oEeSIiciEQ8R3Rtff7E7qludVLV6Ob58Hp2dT3Myr5T6/urx7tXYEw0JB2OCqIWCkDeI0KRZ0XRJJENlgkjEhy560QVoKnLiwpIqQMQm/xmq/mUS3lI9IFK2F0BR36uYVv26IXWrrOyq+JvESWegz+iHuczqQI++HO3PjplacurUz/B4DrNu7einymf11siRefNSIh7C0b+vgUTSJHEifs6k1NMjEyYs0YtupnVMBVFYoRgn7HY7Ukp6enpynvALIaipqRmSOGGWHjUjJ4QQsVL0w2E0xYm+vj4KCwtZunQpMLSIkEw0NTVNefM+hUIxulwsd3Dji4yA0NASTDAt2iSafFocdBdoRCKGaZOQUyQtIRoSbqKFA4NHPGgWhA4ykv4EvaPjKc7WbKLfbVGh2Rea1POdGDmRltaR4dpEBoiciC5zBitxuYb2hMjTfwyv91T6ikBvcr8S+n94lFMTbLZSXM5aNGEfs2odoVAnTU1/QEo5+Ma5EEvrGODvyEzZiSSnzozVGEeD48e/zY4X3pi+wjTEVN8bCsWYYbcbf1/d3d1DmvDX1tZy7733EgqFctr+rrvuAkjznBguTmf83jMQGFr0XiLBYJCf//zn5OfnDytdJRVd12lublaREwqFYlRR4kQuRD0nXJZSas8b0ZxiBE8JJxxWO3sWFxIKdQGghSMXf6pKLkSfurpcM6iqeiUinEMJUM3KzEYfZcVXpK0yQ/4t0gqa+tO6oAwUOZHNEDORgSInossCtuP09OweUrcOHfwkR49+2XijJ1QNCfQl98vqoLDP+G5xubKXSxsOlyz6JsuW/QJNGztxYvbsTwAgZW4376kcPPRpDh78ZHxBZIDrYWK1x6Kf5s/7fGzxRBYnAoEWAoEMxSEiQUOQmQrfuwrFOGGzGVGSXq93SOJEdbURSfrcc88Nuu3u3btj4kRxcfHQO5mBoqKi2GszZWQ4fOtb3wLg1KlTlJWV4XA4RiROdHd3Ew6HY+dHoVAoRgM1g8qFqDhhsbrJ6zduvs069ZOClAmA0CNT4wle1Ag09kQ5kkPkhNCY2eijomhd2qqYsaZmG4POKgYk9fPqH2rkRBYDxoTte/OeH7KngS6DcSEzMdrGnxo54cASGaWogyyIMRQnzMiF4bbv853G52+ML8hmiJlIQilRt7s+tni4AsmFIKl6Cxgpg6AiJxSKC4AZOQFDS5X49Kc/DUBPT8+g23Z0dMRej1ZEgcPh4J577gHiKSPD4ezZs7HXZrpKY2PjAHsMTGr6ikKhUIwGynMiF3QdNAsRzUJzVdSfIDGtY2znFGNPymRNC0fAPQWe4EXHHQx10N92HMLhwXO+NStBq4BgB3aSnxbESolOJuHqYkFL+SqT0Umf1ZFcwhMGjpzIUkoUQEht6KVEE70Ywgk+JTKSFjlhCxv99PlGZlCWyqFDn8HhqELT7Mgh9j8XdD3E8ePfjL4OAPlDbkPKMBYtYbIwJEPMYMzoc+7cT2O3lw35+BeKNG8O8zMR9kc9J6bA965CMU4MV5wwJ9+5CAPnzp2LvS4vLx9C73Lrw0giJ1LT7urq6kYUOaHECYVCMRaoyIlc0MOgWdCtFjz5VubV345VGz2DonEnZbKW3x+aGk/wouOuKL4Kh73KeHo+2Lg1K7uXFnHw5NfTVpkTV2WGOQ5kMxuzOCDVHHHIpUQTxIlhlRKNthlO2TfxWFaHUYIWCIeHf/OZie6enfT3H6e25kaWLb1zVNsG0BPMYYcbOSGjvj4xBhKLTBJKiZ4//wB2ezkzZ7xnWMe/UCSVltV10KNRHpFgbt8/CoVi2IxUnMhFGEic7GujmN5p+leMJHKiv78/6X1tbe2oiBOj5a2hUCgUoMSJ3JAREBY0ixsAPeKLT2YmAwkTALu9kqLe4NRwjY+OW4/4jdD7XJ5cahajlGiGkpLFxWuobqnCMpn8SC52MqZpDBQ5kckQ0xQnxDDEiYQn5akmqon9sNjRo9/GhYXLh3SMwZDRPuTlzaa0NN0rZaQknZNhOtJLGUGIhOiXgdJsTKxO4ydaSjQYbGfvvg/g8w0/THmsKSq8lJLitcabxP8hZinRqfC9q1CME8MVJ4YiDJiT/fe8Z3SF0qFEb2Sjra0NgO9///sAVFVV0dqawQMnR0yxRkVOKBSK0USldQxE1ynoPgsBj1FC0uqGAJw481Nm6ZfEt7vYy9JbHSw53MfupUXoehDp70EM5r0wGYhOfM53Pmq8z6VKiWZFkxI9mtfu851BSp1AzzE0i52ZjV40l5pgTBgs9vQJs3mNE5e3Hkxel2F7ix5G9xn5xN09L5Cft4CI7icU7CQ/f37SLpGIl3DEy8LaD2EPRODk09CTMmm2JkdOnKk1bpZnz/4EwWAHNlspfX37cDprh52q4PM1EY54EAEv3lMP0SpPUlh0KULEyx8XF69BSkkw2IrTWTNom+FwH5GIHylDOJ01hMPGzfLC+XcQDLZjt5WhDdF3pbBwGTZ/0DhPAG1HjN8D/T1arIaYFPSg95w2dmt7hLLSq3C769E0J0VFlw543N7evUQiXqTeTk/Tw9hLl+Dyh6FkFroeIhhsy+mcZCMS8dLnOURhwXL8/rPUlrwUR3ebMc5QQjnqnkbobwdX8bCPpVAoBma44oTb7UbTtJwjJxYtWhQzxRwtTIFkJGkdvb29XH/99Xz84x8HDFHB4/EgpRxWqVMVOaFQKMYCJU4MxM7fw9PfNV47ixCJk4k/JJSDq152Yfs12rhKKesKUREop412egqtFE+FJ3iuUgAsYZ2INfrY2l068D5CQ9MhpAfp6NzC7t03xVY5wlau7D8PttGttqDIgcIME0ihgbMw3Y/CvMYz1sLeqMHlcz81tnNk8Euw2MBewKX7mhCyERY28sILb6S29i309R0iFOrgsjX/h9WaF9vlyNGvcO7cX9iwC6x97Zn77CpNel3WFaK30EZ/1x7Onvk19fUfZccLr2PB/C9TV/e2IZyMOC0t/yAU6sS27x90+f7OifnpN5EbN+ynoeEHnDn7a65c/zwOR8WAbW555spY2eGrr9pF47GfAmA58RQ7uYP5875ITc0bhtTPhaVvg59dBvwivtDmTo+cqLsMdtxtvHaVGMKxtwP7/n/DTCOy7fARo3KHyzWDK9Y9OeBxDx3+DB7PYRyBPHYe8mAX+Szb2Yj1Tfdxyvskzc33seHq3Vitw7v57u8/zgsvvJFFi77FkSNfoL6jgFn7jqRveOJx4/eiVw7rOAqFYnAcjvj3yVDECSEEBQUFOUdOjEVpzdGInOjr62PGjPj9SUFBAVJK+vv7yc8fuleQKZQocUKhUIwmSpwYiJVvh9kbjdc1l8Lhf3HFtk7DAHPjZ2H2BsirgLI549jJUWDmFYDgkv4FeIteRkHvD2D1LePdq7Fn3kvg3Y9zZaDTyHl/ZzHUrR54H82K0CW6HkIkhMzUdNmpaTVKQbLm3WPXZ0VmSmfDR/caT5+LaqH9mPG36Soxfj6234iU6D4LtauMfVa9E2ZdBf1tRtWE/CpwZLjJEgLet5nWB79L/al7wWeU3G1q+gMAZWUbkoQJiBvmHpgRZLnlTbDi7cYKd6nhYePvharF8R0qF1E/7Sambb2TQ/lPEtD72LfvAwA4nTUcPXYHUkZYMP+LQzotVVWvosgyncItb0NIyLvqa8iaZDFV0+yx/mqpQk4GTGHCeN1PqVZHqMVPeaSJSI03VpJ4SHg7jd8v+RpMu9R4XVgDmiV5u+Vvhro14O+GacshEoJ511G/517Kd/0ZbnkUnWhFJW1wgXXRwm/QcPKH9J3bTEFfmJ6ifratKqGm6bd0CyPc2TD5HN7Nt91uGOIdOvQpAMIRL8xcDxs/Y2xgsUFRHXSeNN4nfiYUCsWoMlxxAgxxINfIiWuvvXbIfRuM0YqcSBQSEgWP4YgTyhBToVCMBUqcGIiSWcaPicWOy68br6ctN568TgaEgMpFWMMRCmX0aW6mSdpkQ9OgbvXQ/gg0CzUtAcJLX5GUa+/u81HUETUGLKob1W4qcqRkpvEDUJBSd714uvE78doIAeXzjJ/BKJ1NX8Fs43U4iN1eTjBoRERYrUVpm5s+E5ouoWIO1F81cPtCIOouw/X8z7EIB17vbswyQA5HNf2eI0Qi3gGbSCQS8bN168uYOfO91LrXQPRrq9g2E0ri31s+3xlaWh+KpXlomjvnYxhIyl1LKT/iQZ9tiHXDMcV8oemrFMzOY37NSpi1PvuGQkD53Ph7iw1mXYnW9AJFu8KQtxDshlDU07uH02d+xYzptyBSTFF9vkaOn/gWM2e8B6ezlg67pMATd7LXZYjKqpdx6tRPsdmGX/0j1dzUGdAN0SX186C+MxSKMWck4kQukRORSIRz586NSeSEKR6MNHIiUUgYqeDR3t6O1WpVkRMKhWJUUYaYQyEx1WGyeTJY7HFTNhjce2Gqolmp6AgyrfCqpJKPVr8Xwj7jjTp3kxLd9FFILAkKtLQ8iMeTHKp/9qyReqDpMvfvimgKg4ZGYn1iTXMgNPuQypjqegCf/wwR3Zfc33CyKWdn5zMcOPAxunt2ABCJDH6TumjRtyjIXxw7Tlj3EbaYcURaNNJgaPhD7YRsYvilNM2/uYTxdXU+w/Hj30A3K2IkEAp10tr6EMFge6z0b0dp/DrpRGJGosPJxQbQ9TBbt92QtEyL5OBro1AoxoThek5AbpETra2tRCKRMREnNE0jPz9/2EKClJK+vr6skRPDobGxkZqamlGtSqJQKBTj8o0ihJguhHhSCHFICHFACPHRDNtsFEL0CCF2R3+GFs88FiROMibbDabVaVQTiAQAYTyRVKSjWQjaBP3+s0QiRlmumdVvo/Z8woRsKvh1TEGkiP5NpFbdAMIJqQ6JCEnu3xUWU5xITmUw0i7sQ4pIMLfVhD1ZkEipMmRGePT07ATAHzg/aNs1015PKNwDGFU2DnX+nu0rihAIo59DEFFiSD16roYp+prfzQljNVNVZIb+RKICiqY5mDXrg+ndkWECgRZ0PZgkQg6FTMfVwuHJJ2wrFBcJYx050dhomB6PhTgBhpgwXCGhv78fKeWoRk6Mlb+GQqGY2oyX3BkG/ltKuQhYC3xQCHFJhu2ellJeGv35yoXtYgYSJxmTbQJqtUM4GC+nOcynhZMeYeHkDDc7zn4Rl7seiD4NTURNPiYl8ciJIHNm3568LotwICS5RwNEPzdOSzFCxD9DDkclmuYYUkRCTJzQ7CklK5OjPkRUnKiseBlglB0djDNnf4Pf34jNVkJe3lx0PYQWTRuZNesDlJYMkJaRBUkkeq6G+b1qfjcnCEfm2DKdN3OcQrNjt5ei6TC90YctZESs6ISprHwpkJ6akSuZjlvYo8qFKhTjxUg9JwYTBr7zne8AYydO5GrKmYlM5pUjjZxQ4oRCoRgLxkWckFKek1LujL7uAw4BE/8bLqn03ySbgFoc0ciJ4OSLChlNNCuaNHLSS0vWAXCy7Y90FyY4V6jzNymJiRORAHn5yT4VqZP6osIVAFS2B3IXJ6KfmzmFr+DS5b8GIC9vHprmwOWagds9O+e+mk/tNS0lciIlrcOMnCgoXALk5hdx7NjXjH2jAooug0b6ClA/64OUlV2dcz/j/dURcggpMKmY5zgc778WEyfSx5Qo3vT07ELXiI3B7Q0z031NgrgxjEiQhP3cUREzP38hbm9g+NEhCoViRIw0cmKwCIMDBw4AsHTp0qF3LgfKy8tpa2sb1r6tra2xNkzy8gx/nv7+/mG12dHRkdSeQqFQjAbjnigmhJgFrAC2Zli9TgixRwjxbyHE+NuYWyZzWocjIXJC3TxnRbOg6RIpw7HJD0DIlvCnpM7fpEQ3K1mEg+iRAAsXfI25cz5prEuZwOoySHnB5ZR1hXL/roilJgTJy59PRcX1lJVeja6HmTP74zHBIhc0zUF5+YtxOmuTIydS0zqiAoPXeyrjOAYiEGzB4zliRE5ELTKCwU5Coe6c2zAps84mv38Efgzmd3NC5ERMPMkwJiEsOBzVWDQXXd3bAOgptKHpkgXH+ymx1HHs2B1Z988Fcz+7vZIFC77KwvlfI0xo+L4aCoViRFgs8ZS5sYicaGpq4kMf+lCSCDKa1NXV0dTUNKx9zf0SIx3Mc+Dz+YbVZqrBpkKhUIwG41qtQwiRD/wN+JiUMvVbfycwU0rpEULcADwApNnqCyFuBW4FqKqqYtOmTWPWX3f/GS6Lvn5+xy78ruZhtePxeMa0n8Phko5u8j1d9DSdpiQseX6U+jcRxzoSCnsOU6xLJDpPbf5SbLn51BVg+8699B/tGY/uXVAm27UdjIjPMFY8fGAPze33IzkGGCUw9+8/hRCb4tvqQfrYitel0XDkGO2dm9IbTMH8ftl+5D56m3+EEEuQ8tc0Nl6GEMP5qr6Rrk4P5W0vsCS65MTRQ5z1x/sipQ9NfI6mpp8DsHfvCwih53xtt29/FEuwhwJd0tnVxa4tr0AwE01775B6Wts4m7pzT7Bl63bCtqHf7JZ2HGUZ8MK25+gr7ABASjea+C5bt55AiFMZ9rqDHTua0aXhKVHoCdNdbCNsFew5+jjeUqOd3bu3I8TQb96l9CLEjXR3/5HubuOzsjLPQteZJs5Mob8bhWIiMtzICSllRpPc/v5+enp6xjTNoba2ln/+859Z+zAQoy1OBAIBAoGAEicUCsWoM27ihBDChiFM3Cul/Hvq+kSxQkr5kBDif4QQ5VLK9pTt7gLuAli9erXcuHHj2HW64wRsN16uXX81FE4bVjObNm1iTPs5HLr+BKdO4y4vgWDhqPVvQo51JDQWcOph4+WMGVWcPm28Fnp8kzXrroSyORe+bxeYSXdtB+HZR7oAWDh3Fh7tCD09hjAx4vDLEAAALSVJREFUc8atzJ37nqRtm5pbOHz4s5ya7mbJspWwYOPgB4h+v5RXOuj1HUfK4wBs3HgtTU33cu78/axZ/behd3xfOxjRxsyZWcecDel92bN3K11dz3PVlR/AYnEMeG0ffyL+esmSBYSPr0cc/z2lJSXk5QVwu4tZtjTzvll5Zg8chyuvvgYc+UPbF6AB2Aerli0euBRpBpqaznH4CDgChnfM/oUFuK17cNoL8ft7WLFiLcXFq4feJwBu4PEn/ogpYmkSZs9byOwrNg6zPYVCMRoMJ3JC13X6+/tjZT1Nnn76aa6+2khnG2txwuv1ct999/HmN795SPs2NjYihGDatPh960jECTPFRYkTCoVitBmvah0C+DVwSEr5/SzbVEe3QwhxGUZfOy5cLzOQVEp0koXmJpYSnWwpK6OJZqGsK8iiohuRMhxfLOOREyqnfHKSaIiZWMEhome4sZMJatVQS4nK5MVCCALBNnp7dyOlzLBjOl1d29j89GX09OxOMcRM9pwIhbpoar4Pn+8MbtdMLEP829f1INMsi6hui3s4DCcNYkvgV5yc4Rp5KdGEtA6f7wwNDT/C50sPg25vf4Lde24hFOpBRq+VJ8/Q6qUm0GUIt2sGRYUrhi1MRCLetBKzmi7V96tCMY788pe/5Bvf+MaQxYmKigog7t2QyJNPPhl7PZbixBve8AYAdu3aNeR9m5qaqKqqwmaLV2IbDXEi0WBToVAoRoPxipxYD7wd2CeE2B1d9llgBoCU8hfA64H3CyHCgA94s8z1znysSDLEnGQ3mLFSosHJN7bRRLNS0B+hwHUZx+T+2GJrOOGjqdz4JyWJhpiJNDb+noL8S6ipeWNs2eEjn49vkOvnITppTYzCia1KKIspxOB/n5FIP6FQVMtNKiWa3Hd/wIjwMOnt3Uth4bIB216y5Kf09x/j5MkfGaU2Q21YrQIbwxcngtJHRNNAG+a/pAS/DhOfv4mTp35MScnluFzJEwav7zQdHU8BMlYGtqs4ftMuZRhdD8bKkQ6H3t797Nx1Y9IyTUd9vyoU48i73/3uYe1nig5NTU3Mnp1sTmyWEE3cbiyYPn06xcXFwxITMlXW0DQNu90+rPZM/w0VOaFQKEab8arWsUVKKaSUyxJKhT4kpfxFVJhASvlTKeViKeVyKeVaKeWz49HXJCa1IWZKKVFFZjQLIaugJ9AQKzFY01tIvjehnKgyxJyUJBpiQnK+byg8gFHaEA0xE/1LTIZaOUJPrNaRFDmRvL8lZfLd07tn0LarKl/GuXN/jfbLxguBP3FstuH6ronhiRMSiRCW4ZcwzhA5oeVQSlTT7JSVGuHY+Z54JJROhLy8uXR1P09r68PD6pJ5DRLRdKm+XxWKi5BEcSKVxGVjXVrT5XKNmjgxkvZU5IRCoRgrxr1ax0VF4k2lZVy9REefpFKianKdFc1KR6mdHV0/MSohAHok5R/7ZBOuFAbCYvxEAklREpBeStTEEhlCeczo58Yh458fEa04MVBZzEzo0Um6pjnikRP2/LTICbP9ioqXANnHEWtXD3Hq1C/w+5soLFxOddV/oROJCiqS2rq3Ulf3tpz6aCKlDsKooDFsMpYSdUT7nL2UqDl+gJJuw/DUEpHoMkL97I8BEAy2p+2fC/FzGRdc7CFdfb8qFBchieLEihUrEEJQXFzM008/zUMPPRTbLtWPYrQZqphgek3s27dvVMWJnh7D9FuJEwqFYrSZZDPsMWYy31RaHUaefPdZqFw43r2ZuAgNEX2yXVFxHQ0nf8D5khDz8gqx90efnk/mz8lUx+qAxu3YHclmuN0dzxCuuwmrNc/weQBsuo3pzZ25i1XRz03F2fPMrn8RDYEncVMIW+/EGT5Gcd5SQNDR8TSlpesRQqOl5f8oKVmL3V5OT88u3O5ZtLY+QkvLPwHQjj4Gp58x2ncUwPl9sPXO2CE13Xj6pfUbZp+dbU+Rn78IXW7C71+Az3eakpK1se0jkX5ONHwHAF/fMRob7iSiB4x0he4zVJ0+h2f2ClpbH6Gs7CrOn3+QirJraD/4U0oWvhubvYTzLf9EoOFwVCGERknJOmCE4oT5N3fsUfBFzSd1Q1Tw9B+louI6enp2Y7eX4nLNwNd3zNhm+6/xhg8b43EZx5/e5KPIUk7viT9Hz8mTSBlh2rTXYrXmdiMeCLTQ3b0DALcoxiu7sEsXQqIiJxSKi5CioiLcbjdHjhxh9+7dgDFB/9///V8APve5z3HllVeOeT+GKiY888wzsdejKU60tLQARpU8hUKhGE2UODEUhIC8CrANzUjpoqCk3vjd2wgLXjq+fZnIaFZjIgaEIx6KClfR27MDS+VSOPkMAXsJDk0FJE1aSurh5GZqT8I0i8ASkTy3poQOnicS8WC15tHRbpijzTvWiTvsgrzy3NrWNCieCcf/Q1WjhrPQRnlnB4Q/SQVQMe8l9C/pZt/+D7Bwwdeoqnol+w98lNn1H6OsbAMHD32aadWviYkHANZ/fQrCEgprjQoyJzdD0wvx9QKsa0uxHdsMtS66e7bRsdu4mX3m2d8DsOHq3bFJeU9P3IgtJL00nPoxuiZx+SPQ2QD/+gRN115PY+gFFsz/MkeOfomA5XJORrZSunMHVbNv5siRLyQN+5qr9jHtvB9n/5CvRhx3GTgKYd+fjR/AYRVol5fisFcgZYQDB/+bqsqXMWfObZS29tIdiMDmT+LKt8DKEso7g5R3Bsnvj9DvbmDXue8B0Na1ibauTZSXvzirONHXd4iI7qW4aBUAzz3/EiJRL4slOxpwBnRsYWlE3hTVjWCgCoViPBBCUFtby7Zt25KWm+8//vGPU1ZWNub9GKqY4Ha7Y69HU5wwU1lqamqGvK9CoVAMhBInhsrHD453D8aGZW+AedcZ0ROukvHuzcTF6oh5Auzd+z7sthI2PNOB5UXXwpv+xPPPbmXDOHdRMYbcugmCHjTiOXFrf7SUyIrXYrUbbu4zp72V6X/4MrarPgNXfBjs7mytpfOh7fCHN+FueBK3PwAv/RYseyP88c0Q9OL3NxKJeDlw8BNUV78KMESy9vYn8HqPJwkT00tegS18D7z6F7DktcbEOBCN7uk7Dz9fh0XClc93goD8/jC981bQLI4ndUnXQ7HXe/YaZnLzj3moOe9Hv+J9sPVObJd/BN50K/xgMW7dCGs+cvRLAFh8HrBDgSymouI6NM3BgYOfwOWcgc9/hpMnf8yCYx4sL/5q7ucpFUc+3HYUQvGbbNtT3+bqrb9CXPsqDh76JD7fKXy+swBUBsup3KfDJ09SCDie2ULZB6+HYD/h53/ELoynoat3deNe+WG48qOEw/309zeQl5dshtfW9hh7972XvLz5rL383wAxYWLRcT+uxe/AuvGLxsYW+/BKpSoUinGnrq4uqTIHwO7du3E4HJSWll6QPgxVTEjcdiBxQkqJEIKenh6KiooGbbepqYny8nIcDhUJplAoRhf1iHeoWO2T1/DQVQzu0uGb0k0FrI5Y2dBIxINFOLHoGKH7zkKkZht4f8XFjdVu/I0k/GgWB7awRAjj69QiNWwRaYh8QxEmwAj5t+fF35vHsbkh7E+rHmGx5NPY+DtOnvpJWlMa0TQJd5nRrsUaby8/HoprkWDRofZ8gIWhFQAI1pKXNw8gqWSuiS2sY5FgCwsjIsBRAPnVxhD05O+P4/YDANRYl2GzlcTTRKLnq61zExbJ0M9VWqdcydfGWYQlHELDhhb1lrBYo8ad4SCaxRHbNmwrNM6RuxRhj0dHWCISWwRsthKOHf86+/Z/IO2w7R1PAJm9LWqaPVid5fE+KWFCobhoyWZ2WVtbi7hA900ulwuv15vz9qZxJcCMGTPS1rvdbh566CE0TeN3v/sdxcXF/OY3vxm03ebmZhU1oVAoxgQlTigUQ8HiIM8bYYnlelyumQgRDT5SeeRTF4sjuQqGaUA5XBEzqSpQ9LXVMKw1jTFNBirdebrrH+giSz+y9S0cYNXK+xDiNSxZ/CPmzfs8FoshGkgZr0hjpjYRjN74Wp2G+CG0jNVGACQ6PT27OXfufgoLl+PznYquiG4/2kay5hgjgZioEzt/A5RMFpa4SKLpMnZts51rc1mimej6K55m+ZI76SmwxkvQKhSKi5pEceJvf/sbCxYsSFs+1gw1csIs+XnnnXcyf/78tPWJBp6PP/44AHv37h203e7u7gsWLaJQKKYWSpxQKIaC1YE9JKmSM7FaC9FMEz8lTkxdosJBDPP1cCfbiU/grM74McLBjOLEAA1FDRid6asyLDtT62ST6/8oLFyKZDuhUBczpr8Tq9W4eU2cmJf0RFM9AlFxwhyr1YkWiZCJQ4FHaG9/jIaT32flinvjK0xxYrT/hswxhuOijhlBMVDJZM0WPzeaTux6ZiuTai5LLB3qdNbQ33eQHSuKkVaVPalQTAYSRYjXvva1zJ49O235WDNUccKMnLjlllsyRncUFhbGXm/fvh3IXC41U7uqUodCoRgLlDihUAwFzULEYqEzcgq/rxHNtG1R5UOnLtaEcp0Qj6IYjfQvs41oqV+bLflJ1SWLvk1FxfVZdpZGEctM1WO0hAlz9Mm+RKALnabm+5Dyr+zc9VY2P72GSMQPJIsTtnBUUDDFiVg/7ZSES5g18/0AFBWtQkjzhlii60FEyiTfZauItjHKf0OWeJSEiIoTZWUbYsuy/s1GRY2SrqBR+jNslmW1o+uBtM3NiInEMR0+8gWOn/4RAMI6wnQVhUIxIUgVIcz3E1Wc6Onpobe3F7fbjTWLSJooMBw6dAjITZzo7e1NEjYUCoVitFDihEIxRIIuJ7vEo9gdFVQVXmEsnKw+JIrBsdiNya6JGTmRKWJhyG2bEQl2CAdxOqexauV9LF3yMwBKS9fjds9GCCsLF9yRuY1Mk/7EJ2hRHwTTS+Xo0S/HVoVCnXg8RqlNiyU+nqAtun9a5IQDa1jH7Z4DQEHBJUgR9WghhC6N6I/nnn9xrC2b5k5uY7Qwxx0OUFJ8ObNmvp+Skitiy7L+zVrsFPWEKOsKoUli11bTHJkjJ2QQi8UduyYATU1/iL3WRuNzoFAoxh0zUmL16tUATJ8+HYD6+voL1oe8vDz6+wcvbfSf//yHV7/61fztb38bUETItE6JEwqFYjxR4oRCMUQ0YTxprql5E9MKonXNVeTE1CVb5MRofCbMCbYlnjpSXLyaykqj3G939w6E0Jg54z1UVb0icxuD9SMaYZDNK8KckGuaA6fTuBn3OaPpTP5o9Y+ECI+A3kd//1EqKl6KPVrBBECXEXTdECdCoU4A7PZy6ktendzGaGGOOxKktHQ9NTVvIhKJ3tRHAgNETjiY19CPJSKRELu2VdWvZOGC9Ioiy5beyVVXbqO09Iqs7SnGByHE3UKIViHE/oRlpUKI/wghjkV/l0SXlwkhnhRCeIQQP03Y3i2E+JcQ4rAQ4oAQ4pvjMRbF+LN8+XIef/xxHnjgAQA+8YlP8NBDD3HLLbdcsD5UVVXR3d09aPTE5s2bATh16hTTpk3Lul1qasaLXvQimpub0XU9yx4GKq1DoVCMFUqcUCiGiJm/Hgy0EgmmhLUrph4WR3LkRNhIgxiVz0SiIWY4SCjUxeNPzOHwkS8AcPz4N+nt2U1p2QZ2vPAGXK50N/Zc+6FluRc1vRQiES/l5Ruj25ppHVFxIiHCI6D3cfrMXfT27ubs2XuYFTJM2CRxccIkGGwn4D+f3MZoYY37SwSD7Tz73Eaam++LLgsOEDnhoL3UzpF5UaO46LUtKlxOdfUr0zbXNBuBwHlaWv+dZBoab099N4wj9wAvTVn2aeBxKeU84PHoewA/8AXgtgztfFdKuRBYAawXQrxsbLqrmMgIIbjmmmtiaRz5+fm87GUvw+VyXbA+mMdubm4e8j6ZSI1+uOGGGwiFQrS3t2fdJxgMEggEVOSEQqEYE5Q4oVAMERGdRJ089ROOtt1jLFSRE1MXqz05cmKkhphJbZuRE3aIBBDRqB0zbUBodkKhbkLBTvr7j+LznYntOt22ekj9cPsiFAbSUxBMTwWf7yyNjb8HEoSMQEK1juixTEPMQOA8oVAnOsbGdWIJ8+Z+hpUr/oDdXo7LNcsYS++TyWMdLWKREwEamwwDznBOkRN2Ts00Uk0ExK5tINBCV/f2NAHi9Ok72bP3Vvbv/1CaJ8Wck/0qcmIckVJuBjpTFr8K+G309W+BV0e37ZdSbsEQKRLb8Eopn4y+DgI7gbox7LZCkZW6OuOj98ILLyQtP3ToEDKamnfmzBkaGxtj64YiTpipKwOldpgmmypyQqFQjAXKRlyhGCKacABGSKUmo/qeyiufulidEGmLvx9VQ8x4FQwiwVhKkYmm2en2HGDf/g+k7Sr1cHIbg1DUF2Z+WzE76s4jxHsoLj5AV9ez8WoUCRPvWORE0BM9RjzCQwuHk9o9YzsOwAwWgb3M2F/YY87xfcGooDLaEQYxz4kMpVbD2UuJpokW0ciJ8y0Pcvz4N9lw9Z5YBROAc+cfwOttAIwUGEtCKdLSrqD6bph4VEkpzwFIKc8JISpz3VEIUQz8F/CjLOtvBW4FI/x+06ZNI+7sWOPxeC6Kfo4Gk2GsZkTDl770JSorjY/url27+MQnPsHtt9/OS17yEq677rqkfTRNyzru1AiJ8+eNSLaHH36Ynp6ejPuYwkVzc/OEOZ+T4doOhak03qk0Vph6482EEicUiiEirA6Wd81nT8lRNLMSgUrrmLpY7MkT4NGMnEg0xAREii+EpmU/RmNkNwtgSE/u8/ySy9Y8yI4dZ1i65P20tj1MQcFiILkahWmemd5PB1oklLHtQLiLrpZ/ImUEzeLC6z0RXTNWpUTjkRNpRLKXEk37Ww7HS4kCaaaYie/N1xuu3kPP0XvRtc+qtI5JghDCCvwR+LGUsiHTNlLKu4C7AFavXi03btx44To4TDZt2sTF0M/RYLKM9etf/zo2my02loMHDwLGpEYmfDfX1NTwwAMPcOmll2Kz2TI1xYYNG7jhhhuoq6tD0zQ8Hg8f/OAHKS0tzXquTD+La665ZsKcz8lybXNlKo13Ko0Vpt54M6HECYViiAiLgzKfC0pEXJxQaR1TF6sjeQIci5wYZUNMQESSJ8aJ/g2pFFEFtOf82ewssrFrbgsrw31IttHa2kNt7Ztj65NKiQZTxImEUqJayJu0yqk78Wt+nhX3U9TUiC7DLJj/JXbtfoexgdRj+44qloTICUvKuvAApUTTIifipUQh7sFhIpPECWNbqzWfxp5H8c/N53KV1jHRaBFCTItGTUwDWnPc7y7gmJTyh2PXNYVicJYtW8bWrVszrrv//vtjr6dNm8aaNWsGbEsIwbJly2Lv8/Pz0TRtwLQOc52ZYqJQKBSjifKcUCiGitVBu60DkEapQVCRE1MZSzbPiVE2xITYcUT0KX59/Uew2Uqx28vTdvXJHtCsoOX2Na9ZjXSEM2d/g5SPc/jI59i67b8IBIy5W+KkPK3FhMgJWzBIZeXLASguvhxnJDqpJxIrJZoodFRbFyePcbSIGWL6cTmNm+i8aIlTwv7sf7NWB/meMI5ABByF8ciJqDghUyMnZBCLxUjzMMe1f/9HafftxuuyqMiJiceDwE3R1zcB/xhsByHE14Ai4GNj1y2FIjcKCwtjvg87d+7kt781LFTOnz/Pz3/+89h2brc74/4DYbVaqaqq4mc/+1lWU0xTnBjIy0KhUCiGi4qcUCiGisXOoeIjgEbJyWPRZerp6JTF6gBvJzz4EeN925H48uGQmDKRaIgJ8MhnWOG8HIu0woMfId/XiXtaIULCnKrXc6jlF7Fdg8IPIjVkIBNG9I8hToRob38Ma8hO2AYez0G2PLOO6urX4LbGU/NlbK/0foqu0xSczafVAXnnG2ly9sYO09Ozk7JwBXs7b401YGvcG913jAwxt91FcWkFc/TpFG/7B8hHwN89QOSEndLuEBENcBRDbzM8+BGEtRmb3Upkzx9gbbTAw+F/IX3dlOuV1Im1nG/+Gw53HS2t/weAbhHKEHMcEUL8EdgIlAshGoEvAd8E/iyEeBdwBnhDwvangELALoR4NfASoBf4HHAY2Bn1SvmplPJXF2wgCkUCBQUF9PYa36tvectbOHLE+J+TGDUBwxMnAJYuXcqjjz7Kd77zHb71rW+lrW9qaiIvL09V61AoFGOCEicUiqHiLMQSkZR7rBQf2wPTLoW89CfXiinC9LVw+F9w9JH4stpV4CoZXntXfhwO/B0KaozIB4Bpy6B4Bpx8mlJzu5AXAr3MaLXjybdS88QO2i4poLvIRtimMfOMN9sRDNZ9CPw9UHkJbLsLV1E9bt8ehB6hosNL4zQnYZsRI3H+/ANYhI3Fh/o4Pd2VLEwAFFQbv2ddCY07mLnvMMFqP/Mb9mCdV05TuR5ry9bZzEzdTmuhzupdXdj0LqhbA86i4Z2vbBTVQuViaDuC++xWZoX9YD0EzmJwl8P0yzLvl1/FPO9sCHphxRvghXvg6CPkW/3UFQXJO/0NDha04XDWMOdPX+FqQHKesHUfL1jLkpqa1e6GIhX6PF5IKW/MsuraLNvPyrJ92kdeoRgvCgoK8Pv9hEKhmEhhkp+fz6te9SruvffeYYsTDz74IJWVlZw+fTrj+qamJmpra2OmxgqFQjGaKHFCoRgqq98Fh7fQbwsRrlqA9b1PjXePFOPJsjcYP6PFtGXw/1Jc0mtWwMf2JS/b9b/wjw9S2RGkssNIJ1h+MFra8+MHYfMl8KLPZz/O9XfEX6/7ALaHP8u6ndtiFTjmnPLSl2dh26oS3O5ZeL0n6XdbuHxnN6x6pyGcbP8lLPovsOcZ7ax9P6x9P6L9OPN/ugqAua/YzOyD/+BJ3/cAmOlYR/5r7mPO5u9C5KtQfQm8+7FhnaoBcRTAB541Xv/9vbD3T7D4tfCanw+8n80J79sSf/+izwCQf+w/5N/7egD6PIcIRfpornJgD+mUd4bYs9h4iuhyzcTnO80G63uwvvHToz4shUIxtTEjFvr6+giFkg2IZ8yYESvxmZeXN6z2HQ4Hl156Kc3NzRnXm+KEQqFQjAXKc0KhGCpWByG7Rm++oLU4Mt69UUxVBkqDCPYbv4eSUmC1Q8iXtEiLelV6vScB8ORH00Q0S3KZ07S2HEmvNZuLDVvaedGWbvLN2I8LWWIz1tcR+D8keEdowoauBzk93cW5SmMcnjzj3Ph8xtNGzeoa/rEUCoUiC6b4cPfddxMIBNLWmZU5hhs5AYafxNNPP51WTrSnp4dnn31WiRMKhWLMUOKEQjFUEiaFmshcnkuhGHMGEh4CfYNvk4rFATJZbLOH9ORtTDsMzRqfrGcSSVLECawOrDpoejhBKLiAXgwDCSk5txHfV8OKrgfQNZFeVhWwhHWEdfgTA4VCocjGokWLALj99tvxepPT9woLC1m9ejUAs2bNGvEx/v73vyct/+tf/5q0XqFQKEYbJU4oFEPFamf+cSP0XYkTinFjQHEimoc8lEoRGaIKbGHJrIo3xd4Lcx4uEiInLBmyAxOPa3GAxc5zq4t5/OpyvLZgyjYXIG85JqSMIHLCmhg5YUXXg+hCxKJLRIJGMb+hH3EhI0MUCsWUYd26ddx5550ARCIRvvjFL/L61xspZwUFBbzjHe8gHA6zbt26YR/jk5/8JACNjY1Jy8+ePQsYwohCoVCMBUqcUCiGisVBntd4wqxpyolfMU4MNNEebuREChLwB84D4MCNLRydgWuWgcWFxONabGB14HUbIobQxjNyYgTHTDg/efY63O56dA003TgnBZ4wbothjBvRVJUOhUIxdsyYMSP22m63x9IsTD8KiyWXSk3ZcTgclJeXx8qGmjQ2NlJVVRVLHVEoFIrRRokTCsVQsdrpKDH+MWua+getGCdySesYUuREensRDc73GoavTgpwBKJpH4meE6SnNSQJHUIkp0KZXgyxvmXYf7QxS6pqI/CATjg/86tuZvEl3zXSOkxxoj9CgWZULTk6N39kURoKhUIxAImeDw6HY0w8IGpra9PECWWGqVAoxhpVrUOhGCoWB+1lxsTDLUe5/KFCkSsDGWIOK3IifTKtJegGUoapaYmaryV6TmRCS9G9E1MiNNfQ+zYRSBxv2EhNuWJbZyyto6rVz/GZffFtLrbxKRSKi4ZUcWL16tXU1NTwkpe8ZNSOUV1dTUtLS9KypqamEXlZKBQKxWAocUKhGCpWBy6fTsQSxmkpHu/eKKYqA1WeiEVODKVaR7pHgumjIISFXjoIW6IpHMICYgiBd5kiJy62yXtCf0+23UdX6w9YGYqrN0G7Rtf/b+/eY+QqzzuOf5/d9e7axotdDNhhHRwuTUpIGsClGHExOA0YCE5TV6JSFdS0RGmpWtJWaqrkj0hppZREakuSlroJUmilEqWtqJsmJilhS1MFwiXG1ISLTbnYhoCh8XV92fXbP84Ze7zeNbs7c+bMzvl+pJHPnjlz9v2N5/L48XvOGX2Rnq6T6B7e6cwJSYVZsGABs2fPZnh4mN7eXpYvX37cLIdGDQwM8OKLLx6zbtu2bVx22WVN/T2SVM/DOqSp6unjcDfsm9PD4Z7GjuuUpu2EMyfyy79N5dKZ42wbQBez6O8fBGD7oryB0dWTHa4xjX1Hd34Vi6k0Tho1lbFOpK7ZcODQG+zavZEtZ85h57ysx//cWXMB6O2aS89ImnnNF0kzRkQcmT3R11fMZ828efPYvfvobLDh4WHefPNND+uQVCibE9JUdffxfydn55rY3zP6FhtLBTlR42F/7WodjZ0QE+Awhxgezv73bH9//pUx9rCNSez76gd3sPLBHXTNyhscM+0f73Xj7UpdjI7u5YUz57BzIGtOHOjNnpN9Iz9h79ye1jZfJFVO0c2JgYEBdu3adeTn7du3H/N7JakINiekqeruoXaFgvAfICrLpM450djMiQl19UCawoksj7l6R+0SpDPsZLL1h6bUra6dc+K42RlTeT4laYpaNXPi8OHsQ6522IjNCUlFKq05ERHXRsQzEbE5Ij45zv0REXfk92+MiAvLGKc0niWvHAKgq3t2ySNRZU3qah3TmzmR6r4aFvQsPfora5cSjbrDmSbTpOju5XtXLOT+KxbWjTtqv6x4tTFOpaEyVt1ska7DUbec7bP23ARdLH51vzMnJBWq1iTo7S2mEVq7LOnevXsBmxOSWqOU5kREdANfBlYB5wG/FhHnjdlsFXBufvsY8DctHaR0ArNGsj9tTqg0Jzrh4nSu1lG37UjP0df1vtE3j1xhY/7OrCk35UtyHjNzYubPKJgT8+mfdRpw9Iomi99IkKA7+hjpCWdOSCpUKw7rAI4c2mFzQlIrlHW1jouBzSml5wEi4h5gNfBU3TargbtTSgl4KCLmR8TilNIrrR+udKzdJ2V9veg+/goHUkuMc3WNI17dmP05lUZAXQNhtHsOs0ay/y07kHZBgoHdh+k9mB/D0NWd3WrLU9j3keXa1T4m8/hG1X7HVK4wcgKLHlrPvJNm89TCQ0Q+c2LOwR5O2Zl4Y/4wry/sc+aEpEK14rAOgBtuuIH+/n5eeukl5s6de6RpIUlFKKs5cQbwct3PW4FfnMQ2ZwDHNCci4mNkMys4/fTTGRoaavZYm27Pnj0zYpzN0KlZF41ewWmvb+Lxuaewry5fp+YdT5WyQnvmPWvJh1i444dEGmF//yL6Duwg0ijDsxdzsHcBz/xoM6nrfye1r67RA7zr1MtI0cUrc36Ot+98mDn7XmbJ1gX0jHYxf9ds9vefxo5TdvL867PZ338q5yy+huf7rmJknOfl9HfdRopuXhsagpRYsu0cRrt+yn+PDHNo+xCkw5xzxgfZOng9+wt+XrtH3svZiz/AlpH3MDrO75rs3+2Ss27mbdvXMxwLYC/M7x1kePYiHr/gl5j/0yd5+8ubmLNnD8TJDMXTEM81P4wkAStXruSWW27hwguLOer58ssvZ/Xq1QwPDwNw/vnnc+mllxLNuPqRJE2grObEeJ9sYw8Gnsw2pJTWAmsBli1bllasWNHw4Io2NDTETBhnM3Ru1hXjru3cvMerUlZo07x146k/wKi2vGiq+1t5DQA/HhrifStuB+Bnx9lsYd32b5t4cEB23F7mquM3uepqBqc6xul6/3UTjnXyf7fZNrXn92fyP5fWbVFbN97zJknNsmDBAtauXVvY/gcHB7n33nsL278kjaesE2JuBZbU/TwIbJ/GNpIkSZIkaYYrqznxCHBuRLwjInqBm4B1Y7ZZB3wkv2rHJcBOzzchSZIkSVLnKeWwjpTSSET8LnAf0A3clVLaFBEfz++/E/gWcB2wGdgH/EYZY5UkSZIkScUq65wTpJS+RdaAqF93Z91yAm5t9bgkSZIkSVJrlXVYhyRJkiRJEmBzQpIkSZIklczmhCRJkiRJKpXNCUmSJEmSVCqbE5IkSZIkqVQ2JyRJkiRJUqlsTkiSJEmSpFLZnJAkSZIkSaWyOSFJkiRJkkoVKaWyx9A0EfE68GLZ45iEhcCOsgfRIlXKCtXKW6WsUK28VcoK1cl7Zkrp1LIHUQXWI22pSlmhWnmrlBWqlbdKWaE6eSesRzqqOTFTRMSjKaVlZY+jFaqUFaqVt0pZoVp5q5QVqpdXqqnSa79KWaFaeauUFaqVt0pZoXp5x+NhHZIkSZIkqVQ2JyRJkiRJUqlsTpRjbdkDaKEqZYVq5a1SVqhW3iplherllWqq9NqvUlaoVt4qZYVq5a1SVqhe3uN4zglJkiRJklQqZ05IkiRJkqRS2ZxoUERcGxHPRMTmiPhkvu59EfFQRGyIiEcj4uIxj3ksIgYi4t8j4umI2BQRn6u7/8yIuD8iNkbEUEQMtjrXRBrI2xsR6yPiiTzvnRHRnd/fFxFfz/f5cEQsLSHacQrKekVEPB4RIxGxpoxc45kg689HxA8i4smI+LeIGBjzmFrWi/JtNkfEHRER+f1tmRUKy/sHEfFU/r69PyLOLCPbWAVl/Xi+fkNEfD8izisj23iKyFu33ZqISBFR6TNpqz018J014+qRgr6f27IWAeuRJnxntWVWsB5pQlbrkU6TUvI2zRvQDWwBzgJ6gSeA84DvAKvyba4DhuoesxRYB8wBrsrX9QL/VfeYbwA358tXA39fdtZG8+bLA/mfAfwzcFP+8+8Ad+bLNwFf7+CsS4H3AncDa8rO+RZZHwGuzLf5KPDZCbL+EFieZ/123fPTdlkLznsVMCdf/u02fx03mnWgbvsbgfVlZy0yb37fPOBB4CFgWdlZvXmrv53gtd9x9UgjWfPlGVOLFJx3KW32HV3UZ3g7Zi04r/VIh+bN7+voesSZE425GNicUno+pXQQuAdYDSSg1gk7Gdhe95hVZG+cfSmlBwDyxz4O1P5H4jzg/nz5gXyf7WDaeQFSSrvydT1kb9TaCU9WA1/Ll/8JWDm2Q1iCQrKmlF5IKW0EDheeYPImyvpOsg8/gO8Cv1L3mFXA+ohYTPbF8IOUfWLeDXwI2jYrFJf3gZTSvnz7hzj6fi5TUVl31W0/l6Pv5bIVkjf3WeB2YH+xEaRpqVI9UqVaBKxHrEesR6xHKlSP2JxozBnAy3U/b83X3QZ8PiJeBr4A/EndNteSf2HURMR84IMcLQCe4OiL9ZeBeRFxSpPHPh0N542I+4DXgN1kX/7H7DelNALsBMrOW1TWdjRR1v8h60ID/CqwpG6bWtYz8u3HPradtSLvb5J1ustWWNaIuDUitpB9Qf5e00c+PYXkjYgLgCUppW8WM2ypYVWqR6pUi4D1iPWI9Yj1SIXqEZsTjRmvo57IplB9IqW0BPgE8FWAiOgFBlNKzx/ZQUQP8I/AHXXr/wi4MiJ+BFwJbANGCksxeQ3nTSldAywG+simiJ5ov2UqKms7mijrR4FbI+IxsilkB+G4rO34d/dWCs0bEb8OLAM+38xBT1NhWVNKX04pnQ38MfDpZg98mpqeNyK6gL8A/rCYIUtNUaV6pEq1CFiPWI9Yj1iPVKgesTnRmK0c2/EaJJtWdzPwL/m6b5BN7QG4HPj+mH2sBZ5LKf1lbUVKaXtK6cMppQuAT+XrdjZ99FPXjLyklPaTHedamx56ZL95cXQy8GaTxz5VRWVtR+NmTSk9nVL6QErpIrKCdUt+f33WrRw7XbD2PLWzwvJGxPvJ3rM3ppQOFDT+qWjF3+09HDvdsExF5J0HnA8MRcQLwCXAuo48CZVmsirVI1WqRcB6xHrEesR6pEL1iM2JxjwCnBsR78g7XjeRffBvJ/sfBsg61M/ly9dSN7UqIv6U7MvvtvqdRsTCvDsG2TS9u4oKMEXTzhsRJ+XHUNW+9K8Dns63W0f2JQuwBvhefoxVmYrK2o7GzRoRpwHkr8VPA3fm2x/JmlJ6BdgdEZfkx+Z+BPjXVgeYokLy5lPt/pasEHitlYFOoKis59b9jus5+j4oW9PzppR2ppQWppSWppSWkh2/e2NK6dGWJpNOrEr1SJVqEbAesR6xHrEeqVI9ktrgrJwz+Ub2Qf8sWefrU/m6y4DHyI7VfBi4KF//CDA7Xx4km97zY2BDfvut/L41ZG+uZ4GvAH1l52xC3tPznzcCm4AvAj35ff1kXf/NZGenPavsnAVm/QWyjuhe4A1gU9k5T5D19/N1zwKfA2Js1vznZWTH0G0BvlS3XVtmLTDvfwA/qXs/rys7Z4FZ/yp/bW8gO0neu8vOWWTeMfsfogPPju1t5t8meO13ZD3SQNYZV4sUmLctv6OL+Axv16wF5rUeaYNbEXnH7H+IDqxHak+IChbZtcH/LqW0quyxtEKV8pq1c1Upb5WyQvXySjVVeu1XKStUK2+VskK18lYpK1Qv71uxOSFJkiRJkkrlOSckSZIkSVKpbE5IkiRJkqRS2ZyQJEmSJEmlsjkhSZIkSZJKZXNC0qRExCkRsSG/vRoR2/LlPRHx12WPT5IkdT7rEalzebUOSVMWEZ8B9qSUvlD2WCRJUjVZj0idxZkTkhoSESsi4pv58mci4msR8Z2IeCEiPhwRt0fEkxGxPiJm5dtdFBH/GRGPRcR9EbG43BSSJGkmsx6RZj6bE5Ka7WzgemA18A/AAyml9wDDwPV5QfBFYE1K6SLgLuDPyhqsJEnqSNYj0gzTU/YAJHWcb6eUDkXEk0A3sD5f/ySwFHgncD7w3Ygg3+aVEsYpSZI6l/WINMPYnJDUbAcAUkqHI+JQOnpim8NknzkBbEopLS9rgJIkqeNZj0gzjId1SGq1Z4BTI2I5QETMioh3lzwmSZJULdYjUpuxOSGppVJKB4E1wJ9HxBPABuDSUgclSZIqxXpEaj9eSlSSJEmSJJXKmROSJEmSJKlUNickSZIkSVKpbE5IkiRJkqRS2ZyQJEmSJEmlsjkhSZIkSZJKZXNCkiRJkiSVyuaEJEmSJEkqlc0JSZIkSZJUqv8HW3fONifBNO8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# %load solutions/looping1.py\n", "\n", "# Cell content replaced by load magic replacement.\n", "linestyles = {'wind_speed': '-', 'wind_gust': '--', 'pressure': '-'}\n", "\n", "fig, axes = plt.subplots(1, len(plot_variables), sharex=True, figsize=(18, 6))\n", "\n", "for ax, var_names in zip(axes, plot_variables):\n", "\n", " for var_name in var_names:\n", " # Grab the color from our dictionary and pass it to plot()\n", " color = colors[var_name]\n", " linestyle = linestyles[var_name]\n", " ax.plot(df.time, df[var_name], color, linestyle=linestyle)\n", "\n", " ax.set_ylabel(var_name)\n", " ax.set_title(f'Buoy {var_name}')\n", "\n", " ax.grid(True)\n", " ax.set_xlabel('Time')\n", " ax.xaxis.set_major_formatter(DateFormatter('%m/%d'))\n", " ax.xaxis.set_major_locator(DayLocator())\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We're almost back to where to started, but in a much more versatile form! We just need to make the labels and titles look nice. To do that, let's write a function that uses some string manipulation to clean up the variable names and give us an axis/plot title and legend label." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def format_varname(varname):\n", " parts = varname.split('_')\n", " title = parts[0].title()\n", " label = varname.replace('_', ' ').title()\n", " return title, label" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, len(plot_variables), sharex=True, figsize=(18, 6))\n", "linestyles = {'wind_speed': '-', 'wind_gust': '--', 'pressure': '-'}\n", "\n", "for ax, var_names in zip(axes, plot_variables):\n", "\n", " for var_name in var_names:\n", " \n", " title, label = format_varname(var_name)\n", " \n", " color = colors[var_name]\n", " linestyle = linestyles[var_name]\n", " ax.plot(df.time.values, df[var_name], color, linestyle=linestyle, label=label)\n", "\n", " ax.set_ylabel(title)\n", " ax.set_title(f'Buoy {title}')\n", "\n", " ax.grid(True)\n", " ax.set_xlabel('Time')\n", " ax.xaxis.set_major_formatter(DateFormatter('%m/%d'))\n", " ax.xaxis.set_major_locator(DayLocator())\n", " ax.legend(loc='upper left')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Top\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 7. Plotting Multiple Files\n", "\n", "Finally, let's plot data for two buoys on the same figure by iterating over a list of file names. We can use enumerate to plot each file on a new row of the figure. We will also create a function to read in the buoy data and avoid all of that repeated code." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "buoys = ['42039', '42022']\n", "\n", "fig, axes = plt.subplots(len(buoys), len(plot_variables), sharex=True, figsize=(14, 10))\n", "\n", "for row, buoy in enumerate(buoys):\n", " df = read_buoy_data(buoy)\n", " \n", " for col, var_names in enumerate(plot_variables):\n", " ax = axes[row,col]\n", " for var_name in var_names:\n", " title, label = format_varname(var_name)\n", " color = colors[var_name]\n", " linestyle = linestyles[var_name]\n", " ax.plot(df.time.values, df[var_name], color, linestyle=linestyle, label=label)\n", "\n", " ax.set_ylabel(title)\n", " ax.set_title(f'Buoy {buoy} {title}')\n", "\n", " ax.grid(True)\n", " ax.set_xlabel('Time')\n", " ax.xaxis.set_major_formatter(DateFormatter('%m/%d'))\n", " ax.xaxis.set_major_locator(DayLocator())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Top\n", "
" ] } ], "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": "3.7.8" } }, "nbformat": 4, "nbformat_minor": 4 }