{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting in Python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Session Overview \n", "\n", "1. Importing Libraries and Reading in Data\n", "2. Defining Figures and Axes\n", "3. Line Plots and Customizing\n", "4. Scatter Plots\n", "5. Plotting Uncertainty: Fill between and errorbars\n", "6. Plotting 2-dimensional data: pcolormesh and contourf\n", "\n", "## **Importing Libraries and Reading in Data**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``matplotlib`` is the most widely used scientific plotting library in python and the library we will be using for the rest of the lesson. We want to import the submodule called ``matplotlib.pyplot`` with the alias ``plt`` along with our other python libraries: " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from netCDF4 import Dataset, num2date" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will tell Python to render our plots in directly below our code cells instead of having them pop up in a separate window. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you haven't already, let's open the SIO pier temperature and salinity data. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Set the filename and path to data\n", "filename = \"scripps_pier-2023.nc\"\n", "\n", "# Open a NetCDF file in read mode\n", "ds = Dataset(filename, mode=\"r\")\n", "\n", "# Read in data \n", "time = num2date(ds.variables['time'][:], ds.variables['time'].units, only_use_cftime_datetimes=False)\n", "temp = ds.variables['temperature'][:]\n", "sal = ds.variables['salinity'][:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----\n", "**Adanced Note**\n", "\n", "We add the argument ``only_use_cftime_datetimes=False`` so that the time variable is a datetime objects that is supported by Matplotlib (i.e., so we can plot with this variable without getting an error). The ``cftime`` datetime objects is the default output of the num2date function and is not understood by Matplotlib. Using this argument converts the time to standard Python ``datetime.datetime objects``, which Matplotlib supports. \n", "\n", "-----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Defining Figures and Axes**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To begin, let's start with defining our figure and axes by using: \n", "\n", "``` fig, axes = plt.subplots(N, M)```\n", "\n", "This creates a figure (a container for plots) and adds a grid of axes (the individual plots) inside the figure. Here, we tell Python to make *N rows and M columns* of axes. For example, make a figure with 2 rows and 2 columns:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(2, 2)\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we can give no arguments to the subplot function and Python reverts to its default setting which is a single axis (1x1): " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots()\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the beauty of this function -- it works the same whether you want to create a single axis or a grid of subplots. \n", "``plt.subplots`` function also outputs two variables: \n", "\n", "* ``fig``: The figure object. \n", "* ``axes``: A NumPy array of axes objects. \n", "\n", "``fig`` is the variable for the overal figure window while ``axes`` points to single plotting areas created inside that figure. Both objects allow us to modify and plot data on the figure. \n", "\n", "## **Line Plots and Customizing**\n", "\n", "Let’s start with a single axis and plot the Pier temperature time series using the ``plot`` function\n", "\n", "```\n", "axes.plot(x,y)\n", "```\n", "\n", "* ``x`` is your horizontal axis data (e.g., time).\n", "* ``y`` is your vertical axis data (e.g., temperature)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots()\n", "\n", "# Plot temperature\n", "axes.plot(time, temp)\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``plt.show()`` tells Matplotlib to display the figure you’ve created. This happens automatically in Jupyter notebooks, but will need to be included in a regular Python script (.py file).\n", "\n", "Every figure needs x and y labels on their axes, so let's create the figure again but with axis labels now. Note that the x-axis gives the year and month at each time tick mark. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(1, 1)\n", "\n", "# Plot temperature\n", "axes.plot(time, temp)\n", "\n", "# Set axis labels\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Temperature (deg C)')\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can make lots of adjustments to this figure to make it a little more asthetically pleasing and readable. Here are a few changes to our line plot: \n", "\n", "| Feature | Parameter | Example Code | Description |\n", "|-------------|-------------------|-----------------------------------------------|----------------------------------------------|\n", "| Line style | `linestyle` | `axes.plot(x, y, linestyle='--')` | Dashed, dotted, or solid lines (`'-'`, `'--'`, `':'`, `'-.'`) |\n", "| Line width | `linewidth` | `axes.plot(x, y, linewidth=2)` | Thickness of the line in points |\n", "| Line color | `color` | `axes.plot(x, y, color='red')` | Line color using name (`'red'`), hex (`'#FF0000'`), or RGB tuple |\n", "\n", "Additionally, we can add a title, set the x and y axes limits and place a grid on the figure. \n", "\n", "| Feature | Parameter / Function | Example Code | Description |\n", "|--------------|------------------------|-----------------------------------------|------------------------------------------|\n", "| Grid lines | `axes.grid()` | `axes.grid(True)` | Adds grid lines to the plot |\n", "| Title | `axes.set_title()` | `axes.set_title(\"My Plot Title\")` | Sets the title of the plot |\n", "| X-axis limit | `axes.set_xlim()` | `axes.set_xlim(0, 100)` | Sets the lower and upper limits of the x-axis |\n", "| Y-axis limit | `axes.set_ylim()` | `axes.set_ylim(10, 25)` | Sets the lower and upper limits of the y-axis |\n", "\n", "Many more options can be found [here](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.plot.html). Putting this all together." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(1, 1)\n", "\n", "# Plot temperature\n", "axes.plot(time, temp, linestyle='--', linewidth=1.5, color='green')\n", "\n", "# Make some adjustments\n", "axes.set_title('Pier Temperature vs. Time')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Temperature (deg C)')\n", "axes.grid(True)\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 🌊 **Activity** 🌊 \n", "\n", "*Part 1*\n", "\n", "Plot the temperature data with the following line plot customizations: \n", "- Line Style: dashed-dotted\n", "- Line Width: 1\n", "- Line Color: yellow\n", "\n", "Add grid lines with the following customizations: \n", "- Style: dashed\n", "- Width: 1\n", "- Color: black\n", "- Transparency: 0.75 (Hint: Use the ``alpha`` argument). \n", "\n", "Hint: The grid lines take the same arguments as the ``axes.plot`` function. \n", "\n", "*Part 2*\n", "\n", "Use the ``axes.set_yticks()`` to change the tickmarks on the y axis so the temperature increments by one. \n", "\n", "*Part 3*\n", "\n", "Change the y label so it renders with latex. To give you a hint, if I wanted to render the temperature in degrees Fahrenheit, I would write: \n", "\n", "```axes.set_ylabel(r'Temperature ($^\\circ$F)') ```" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(1, 1)\n", "\n", "# Plot temperature\n", "axes.plot(time, temp, linestyle='-.', linewidth=1, color='y')\n", "\n", "# Make some adjustments\n", "axes.set_title('Pier Temperature vs. Time')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel(r'Temperature ($^\\circ$C)')\n", "axes.set_yticks(np.arange(11,24+1,1))\n", "axes.grid(True,linewidth=1,linestyle='--',color='k',alpha=0.3)\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now look at only the first 4 days temperature time series. In order to apply limits to the time axis, we need to import another handy package called ``timedelta`` which is the way Python represents time durations. Here, we will add a 4 day time step to our intial time which we will define as ``t0``. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from datetime import timedelta\n", "\n", "# Create Figure \n", "fig, axes = plt.subplots()\n", "\n", "# Plot temperature\n", "axes.plot(time, temp, linestyle='--', linewidth=1.5, color='green')\n", "\n", "# Make some adjustments\n", "axes.set_title('Pier Temperature vs. Time')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Temperature (deg C)')\n", "axes.set_ylim(14.5,15.5)\n", "axes.grid(True)\n", "\n", "# Zoom in on first 4 days\n", "t0 = time[0]\n", "axes.set_xlim(t0, t0 + timedelta(days=4))\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a problem now though. The x-axis is all squished and its hard to interpret the axis labels. An easy way to fix this is to increase the size of the figure using the ``figsize`` argument within the ``plt.subplots`` function:\n", "\n", "```figsize=(width, height)```\n", "* ``width``: width of the figure in inches\n", "* ``height``: height of the figure in inches" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(figsize=(10,5))\n", "\n", "# Plot temperature\n", "axes.plot(time, temp, linestyle='--', linewidth=1.5, color='green')\n", "\n", "# Make some adjustments\n", "axes.set_title('Pier Temperature vs. Time')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Temperature (deg C)')\n", "axes.set_ylim(14.5,15.5)\n", "axes.grid(True)\n", "\n", "# Zoom in on first 4 days\n", "t0 = time[0]\n", "axes.set_xlim(t0, t0 + timedelta(days=4))\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**What if we want to add another line to the plot?**\n", "\n", "We can do this by adding another line of code below the original plot. For example, to plot the mean temperature as a horizontal line, we first compute the mean and then use ``axes.axhline``:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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+bTT90KFDoVAosGDBAutVkhBCCCGEEEIEJGkQduTIEYwcORKnT59GdHQ0cnJy0K5dO6SlpRmk3bp1K86cOYOSJUtKUFNCCCGEEEIIEYak64Tt2bNH7/mqVasQEBCACxcuoFmzZtrtz549w6hRo7B371506tTJZJ5ZWVnIysrSPk9OTgaQu06AUqkUsPbc5ZUvdT2I8OjYOg461o6BjrPjoWPuOOhYOw6mYy2X4y6rxZqTkpIAAP7+/tptarUaH330ESZMmICqVauazSMqKgozZsww2L5v3z54eXkJV1kLREdHS10FIhI6to6DjrVjoOPseOiYOw461o5D91inp6dLWJN8Co1Go5G6EgCg0WjQtWtXJCQk4NixY9rtUVFROHToEPbu3QuFQoHSpUtjzJgxGDNmDGM+TD1hoaGheP36NXx9fcV+GyYplUpER0ejbdu2tEK7naFj6zjoWDsGOs6Oh46546Bj7TiYjnVycjKKFSuGpKQkSWMD2fSEjRo1CleuXMHx48e12y5cuICFCxfi4sWLUCgUrPJxd3eHu7u7wXZXV1fZ/NDkVBciLDq2joOOtWOg4+x46Jg7DjrWjkP3WMvlmMtiivrPPvsM27dvx6FDhxASEqLdfuzYMbx69QqlSpWCi4sLXFxc8PjxY4wfPx6lS5eWrsKEEEIIIYQQwpOkPWEajQafffYZtmzZgsOHDyM8PFzv9Y8++ght2rTR29a+fXt89NFHGDhwoDWrSgghhBBCCCGCkDQIGzlyJNatW4dt27bBx8cHcXFxAAA/Pz94enqiaNGiKFq0qN4+rq6uCAwMRMWKFaWoMiGEEEIKyFBmwGuWFzqW64hdfXdJXR1CCJE9SYcjLlu2DElJSWjRogWCgoK0/zZs2CBltQghhBDCQad1ucvH7L63GznqHIlrQwgh8if5cESuHj16JHxFCCGEEMJbtYBqOPToEADA9VtXFPEogreT3kpcK0IIkS9ZTMxBCCGEEHk69+wcHic+NpmmhHcJvecJmQliVokQQmyebKaoJ4QQQoi83HlzB/V/rQ8A0Ew3PnqlUrFK1qoSIYTYBeoJI4QQQgijiy8uskrn6eopck0IIcS+UBBGCCGEEEa6927Hp8VrhyWq1CqM2TMGm25sAgB4uHgY7BsyPwSjdo2yTkUJIcTGUBBGCCGEEEZqjVr7OGBeAEovLI036W+w/tp6LDyzED3/19Povs9SnmHpuaXWqCYhhNgcuieMEEIIIYw0MLwPrNgPxVC1eFX9dDxmOyaEEEdGPWGEEEIIYXTv7T3G7dfjr+s9ZwrWCCGEGEdBGCGEEEIY/XrxV1bpTPWEZeVkCVUdQgixGxSEEUIIIYTRs5RnFucx88hMAWpCCCH2hYIwQgghhDDyc/djlc7UcMQ99/cIVR1CCLEbFIQRQgghhFHPKsZnP9RlajiiAgqhqkMIIXaDgjBCCCGEMPrt0m+s0tHEHIQQwg0FYYQQQgixiMmeMAX1hBFCSEEUhBFCCCHEIqZ6ws4/P2/FmhBCiG2gIIwQQghxEBqNBpfjLiMzJ1PqqhBCiEOjIIwQQghxEGuvrEXEigi0W9tOsDxnH5+NI4+OmExzIvaEYOURQog9cJG6AoQQQgixjuXnlwMAjsUeEyzPyQcmm03TdFVTaKbT5B2EEJKHesIIIYQQB+GkkO7PfoYyQ7KyCSFEbigII4QQQmyAqRkI2ZIyCHub8VaysgkhRG4oCCOEEEJkSqPRYMDWAai1ohaCfgxC9P1oi/KTMgh7nf5asrIJIURu6J4wQgghRKZi4mKw5vIa7fN2f7az6N4qKYMwlUYlWdmEECI31BNGCCGEyJTQU8kXDMKuv7oOxQwFem/sLWg5TOr8Ugejdo1CnV/qYPTu0aKXRwghckZBGCGEECJTphZB5sPZyVnvebVl1QAA/1z/B6efnha0LCZLzy3FxRcXsejsIqRkpYheHiGEyBUFYYQQQoiDcHEyfhdCo98aWbEmQHJWslXLI4QQOaEgjBBCCJEpIWZE1GUqCGNSzr+coOXr8nL1Ei1vQgiROwrCCCGEEAdhLggbvmM4Xqa+hFqjxoZrG1A/uL5odRF6qCUhhNgSmh2REEIIkQmNRoO5J+aiZmBNdCjXQfBAxVwQtvzCclyPv45BtQZh4LaBgpZd0NuMt/D39Be1DEIIkSsKwgghhBCZ2Ht/L7488CUAWDQVvTHOCmezaY7FHkPpwqUFL7ugSy8uiTrckRBC5IyGIxJCCCEy8Sjxkdk0ltwnFhMXo/e8X41+jOkUCgXvMtj658Y/opdBCCFyRUEYIYQQIhNvM96aTaNUK3nn37J0S+3jPy7/AZWaeQFlBcQPwjbe2Ch6GYQQIlc0HJEQQgiRWEpWCi7FXcKUg1O027JV2VCq+AdcTHR7uPpv7c8qHRFHclYyniQ9QdWAqlJXhRAiAQrCCCGEEIn5zvY12FZiXgkkZiZavzKwTk9YoxDrrksmN5WXVsbzlOc4NvAYmpZqKnV1CCFWRkEYIYQQIkPGAjA+AVJ8WjwC5gWwTm+NIOzU01OilyFnz1OeAwA23dhEQRghDojuCSOEEELsHJcADKDhiNb0NtP8fYCEEPtDQRghhBAioXRlOqf01giQzj8/L3oZJNcfl/9g3K5UKbH+2nq8SHlh5RoRQqyBgjBCCCFEQrVX1OaU3hpDBYt6FRW9DGLavJPz8OGmD1FzeU2pq0IIEQHdE0YIIYRI6Pab25zSW6MnrEqxKjj48KDo5TiigdsG6j1/p9Q7jOl23N0BAIhPjxe9ToQQ66MgjBBCCLEhvlG+aFe2HTb03ABXZ1dRyriXcE+UfB1dfFo8Vses1tuWo85hTHvnzR0r1IgQIhUajkgIIYTYkDRlGrbc2mL0XiIh7Lm3R7S8HZlKY7g4dkZOBmPa1+mvxa4OIURCFIQRQgghNighM0HqKhCONBqNwbaYuBjrV4QQIjkKwgghhBAbxNSgtzVLzy6VugqCi0uNw5g9Y3Dr9S2D1zSw/WNGCBEGBWGEEEKIDbKHBv2o3aNsZgKQ269v44t9X0ClNhxSqKvPpj5YeGYh46yX9hA4E0KEQUEYIYQQQiTT+o/WUleBlUpLK+HHUz+i6aqmJtOdfXYWAPO9XnwD57KLymLG4Rm89iWEyJOkQVhUVBTq1asHHx8fBAQEoFu3brh9O3+qXqVSiUmTJqF69erw9vZGyZIl8fHHH+P58+cS1poQQgiRXnwau6nLL8ddFrkmto9LD9Xpp6dNvp6mTBOkHF0PEh7gmyPf4P7b+7z2J4TIj6RB2JEjRzBy5EicPn0a0dHRyMnJQbt27ZCWlnsCS09Px8WLF/H111/j4sWL2Lx5M+7cuYN3331XymoTQgghkpt3ap7ZNJfjLiNiRYT4lbFhxx4fQ5E5RfDHFfFmm8xj6RDScovLGawzRgixTZKuE7Znj/4UuKtWrUJAQAAuXLiAZs2awc/PD9HR0XppFi9ejPr16yM2NhalSpWyZnUJIYQQWYm+H422Zdsaff3I4yNWrI1tara6GQBg8I7B2BqxVdSy1Bq1xXmsjlmNVV1XCVAbQoiUZLVYc1JSEgDA39/fZBqFQoHChQszvp6VlYWsrCzt8+TkZAC5QxuVSqVwleUhr3yp60GER8fWcdCxdgy2cpwnRE/AuVLnjL6uVlne6LcGOX3ObOrCtr4F02VmZzKmy87OhkKhYJUnl/IJM1v5fRPLMR1ruRx32QRhGo0G48aNQ9OmTVGtWjXGNJmZmfjyyy/Rp08f+Pr6MqaJiorCjBmGN6/u27cPXl5egtaZr4K9e8R+0LF1HHSsHYPcj3NycjJ27dqFB+kPMP/xfPQL6oeGhRtqX78ef13C2rG3a9cuqaugxeaYs61vwXQvsl4wpnOPcufUCyenz8uWyf33TYSje6zT09MlrEk+2QRho0aNwpUrV3D8+HHG15VKJT744AOo1Wr8/PPPRvOZPHkyxo0bp32enJyM0NBQtGvXzmjgZi1KpRLR0dFo27YtXF1dJa0LERYdW8dBx9oxWPU4x/Df1c/XD5GRkaj4c0U8zXqK2Y9mI/urbO3rj84/Ap5ZXEPRRUZGSld4jP5To8dcJ53J+ppId+fNHeAm824GecYwJjNfPjGLzuOOg+lY542Sk5osgrDPPvsM27dvx9GjRxESEmLwulKpRK9evfDw4UMcPHjQZDDl7u4Od3d3g+2urq6y+aHJqS5EWHRsHQcda8cg9+Ps5OQEV1dXJGYmarfp1tfVRb511yWnz5jNMWdb34LpXFyMN7u4fAZy+rxsmdx/30Q4usdaLsdc0tkRNRoNRo0ahc2bN+PgwYMIDw83SJMXgN29exf79+9H0aJFJagpIYQQIl/GZt1TgP19RgTIUmeZT2QBUxNzPEx4iJ/P/YzMnExa1JkQByBpT9jIkSOxbt06bNu2DT4+PoiLiwMA+Pn5wdPTEzk5OejZsycuXryIHTt2QKVSadP4+/vDzc1NyuoTQgghksoLsqjRLox0lbj3ipgKwsosKgMAuBF/Aws6LBC1HoQQ6UnaE7Zs2TIkJSWhRYsWCAoK0v7bsGEDAODp06fYvn07nj59ioiICL00J0+elLLqhBBCiGwYa9xbui6Vo+HSc5iYmYioY1F4lPiI9T5sjsfSc0uhUqtMpsnKEbfHjhAiPsmHIzL9GzBgAACgdOnSRtO0aNFCyqoTQgghFlGpVchQZgiSFwVb1jdsxzB8dfAr1F9Z32iaQw8P6T1nu05YjjrH5Osfb/0Yt1/fZpUXIUSeJA3CCCGEEEcVsSICXrMsWzolb20pIRYBdkRshnFOPTgVihmGPWQHHx4EAMSnxxvdt9UfrXA57jKn8gBApTHdE/bP9X/Q5PcmrPIihMgTBWGEEEKIBK69umZxHuefn0e2Ktto457uFTNtw/UNZtN8f+x7xu1OCnZNqPXX1msfC9UTBgBvMt6wyosQIk8UhBFCCCE27Nsj39JwRJ4OPDig95xtYMU1bZ4XqcyLNRdk7p4wQojtoyCMEEIIsWGbbm6i4Yg8FQxek3PYL+LKNQhbf209Oq3rxCptSnYKp7wJIbaHgjBCCCHEhikUCpodkaeCn9uUe1NY78s2CMs7Bh9u+pB13mUXlWWdlhBimygII4QQQmyYAgq694ungkFqUk4S633zJkUhhBA+KAgjhBBCbJiTwsl4TxgFZyYlZ7EfflgQn3vCCCEkD51BCCGEEBumUCho2CEHDxIeQDFDgfmn5uPwo8MGr2fmZKLNH20w+/hsk/kUDMIeJT7CivMrDNJxWQCaEOI4KAgjhBBCiKROxJ6wWll591uN3zeesSds/fX1OPDwACYfmGwyn4JBWMUlFTFs5zCDdGIFyB4uHqLkSwixDgrCCCGEEBt25eUVxu2PEx/bzKyJTVc1laRcpl6qhMwE7eM99/awzitblW30NTbrfnFFQ00JsW0UhBFCCCF2ZtWlVSi9sDTG7B0jdVVYe5n60upldqpgOGX8b5d+0z7u+FdHo/vee3uPdTliBMNZqizB8ySEWA8FYYQQQoidmXpoqtRV4OxJ8hOrl9kguIHBtjtv7whejq30SBJCrIeCMEIIIcTKTA1dE4JKrRI1fzHEJsVavUxrTZoh1tBBMYY5EkKsg4IwQgghxMoGbhsoWt4XX1yESmN7QZgl08WzVbBHylprfYnVE8Y0G6OQ1l1dh223tolaBiGOykXqChBCCCGOZt3VdaLl3fGvjjbZE1Y/uL7oZRTsgZy0f5Ig+U7eb3omRbGCsDcZb0TJFwDiUuPQd3NfAIBqmorWRSNEYPSLIoQQQhi8yX6DuNQ4qavB2au0V3oz/NkKW15Pa/YJ02uKPU56LEq5t17fEiVfQL9nku5pI0R4FIQRQgghBaQr0/HJjU9QalEpm+xVIsykmNZdqVLi5JOTouRdqVglUfIFAGeFs/Yx3XtGiPAoCCOEEEIKeJmWP106TQVuHWItaiy1+afnixbEhPqGipIvoH+/HK1JRojwKAgjhBBCCtC9/4UaoPZDqkDPFnpTT8SeQO0VtXE89jgA/eGhusMRb7++jWE7huFxojhDLAlxFDQxByGEEFKAsQYosW1SBdRizVYpZL5NVzUFALyz6h1opmv0e8J0gtcmvzfBm4w3OPHkBK4OvypY+YQ4GuoJI4QQQgrQbYDefnMb99/el7A2jsGeexzPPz8vSr4/n/tZlHwB/QsRuscmb0bGa6+uiVY2IY6AgjBCCCGkAN0GaL2V9VBucTmbGFJmy+68uSN6GUINR8zK4XafoFizGF6Ku2RxHmefnUXT35uaTGOv9+sRIiUKwgghhJACbr0xbDQr1UoJauI4evzTQ/QyhOptW3J2Caf0XSp0EaRcJpk5mbz202g0iE2KRcNfG+LEkxMGr+veF0lDcgkRHgVhhBBCSAGRf0cabHue8lyCmjieDGWGaHkL1aNz6ukpTulnHZ8lSLlMtt/ezmu/cXvHIWxBmNHPRHdGxwMPDvAqgxBiHAVhhBBCCAup2alSV8HuHXx4EF6zvPD1wa+lropJXKecz1Zli1QToPfG3rz2W3BmgdHXKi+tjOrLqmufH3l8hFcZhBDjKAgjhBBCWOByT1hsUizG7BlDE3pw9PnuzwEA3x37TpT8hRqOuO32NkHyEYrQi0Hfen0Laco07XOlinkorj1PpkKI2CgII4QQQljgMh14p3WdsPDMQrRc01LEGtkfse89stcJJpr83gRt17YVbfKYvJ68gkHXgtMLRCmPEEdAQRghhBCH9TT5KZaeXcpqqCGXBm7e9N1Pkp/wrpsjEms9LUew/8F+/HP9H1HyztHk4ETsCfjP9dfbPvvEbFHKI8QRUBBGCCHEIaVlp6HRb40wavcojNs7zmz6Ln93wduMt1aomeMSvSfMzofPxaXGsUrHdY0vtUaNHv/0QGJmosF2Qgg/FIQRQghxOGP3jEWhqEJ4mvwUALDr7i6z+8Snx8t+wghimr0OR8zDdsIQ3Uk32Ob7Ku2VwXZaO48Q/igII4QQ4nBMzQxnSnx6vLAVIUYpZihY9VCSfGyCzHtv73HO11iwRT1hhPBHQRghhBCHkZqdiosvLhpsZ9tDolAohK4SMeGn0z/hSZJw99XZ+3BENu+v/OLynPM1dq8eBWGE8OcidQUIIYQQa6nzSx3ceXPHYDvbhZip0SkuBQyD3HRlumD52/twRLEY6wmjz5MQ/qgnjBBCiMNgCsC42Hhjo0A1IWwp1cxrVBHrMdYTZu89i4SIiYIwQggh5D8qtQqrY1YLnu+TpCdQzFBgxfkVuPryquD52zMhex/tPWgQq2dqx50djNupZ5gQ/mg4IiGEEPKf5eeXY9TuUYLmuevuLnRa1wkAMGznMEHzdgSCBmE0fE5QFIQRwh/1hBFCCCH/OfDwgOB55gVgxLy7b+8abKOeMPas/f4oqCWEPwrCCCGEkP9cirskdRVIAdTbIl/2HtQSIiYKwgghhJD/PEp8JHUVSAFCNvSp50ZYSrWSAjFCeKIgjBBCCPlPh3IdpK4CKYCGI7InRZC54foGq5dJiD2gIIwQQggB8NeVv5CVkyV1NUgBNByRPSmCTDFmEzVm261tqLC4Ah4mPLRamYSIhWZHJIQQYvceJDwwOzV8vy39rFQbwkVe787Qf4ciTZmGtd3XQqEwXNSZS15EOHvv77VKOd8f/R5TD00FAJRZVAaa6XQsiW2jIIwQQojdK7uorNRVIDyp1CpkKDPwy8VfAABRraMQ6hfKKy97H45oz/ICMELshaTDEaOiolCvXj34+PggICAA3bp1w+3bt/XSaDQafPPNNyhZsiQ8PT3RokULXL9+XaIaE0IIIcSaNNBApVFpn9PwRONstadvxM4R6PlPT05B8u67u0WsESHikzQIO3LkCEaOHInTp08jOjoaOTk5aNeuHdLS0rRp5s6di/nz52PJkiU4d+4cAgMD0bZtW6SkpEhYc0IIIYRYg1qjRnxavPY536GIgO0GKUJRqVXmE0lg2fll2HRzE4r/UBy3Xt9itU/kukijr92Iv4HMnEyhqkeIKCQNwvbs2YMBAwagatWqqFmzJlatWoXY2FhcuHABQG4v2IIFCzBlyhT06NED1apVw5o1a5Ceno5169ZJWXVCCCGEWIFao8bVV/n38zkrnHnnZe/DEU29P5VahUpLKxlsfzr2qZhV4uRNxhtUXlrZojz+uf4Pqv5cFZ7fewpUK0LEIat7wpKSkgAA/v7+AICHDx8iLi4O7dq106Zxd3dH8+bNcfLkSQwdOtQgj6ysLGRl5c9ulZycDABQKpVQKpViVt+svPKlrgcRHh1bx0HHmtCxty6lUolCLoXyN6j5H4NsZbZAtZKnaYenYVDNQQjwDjB47UHCA9x7e89gu4sATUFLfhNMgSPb/Hr/rzfalWmHj2t8DAA4+eQkem/sbTYfOo87DqZjLZfjLpsgTKPRYNy4cWjatCmqVasGAIiLiwMAlChRQi9tiRIl8PjxY8Z8oqKiMGPGDIPt+/btg5eXl8C15ic6OlrqKhCR0LF1HHSsHdeuXbukroJDOXXmFIq7Fdc+37Z3G4I9gnnlFZ8dbz6Rjfvoj48wOmy0wfaXWS8Z0++P3m9xmZb8Jpju8WOb3z83/sE/N/5BsafF8Fb5FoOuD+KUD53HHYfusU5PT5ewJvlkE4SNGjUKV65cwfHjxw1eKzj+W6PRGB0TPnnyZIwbN077PDk5GaGhoWjXrh18fX2FrTRHSqUS0dHRaNu2LVxdXSWtCxEWHVvHQcfaRsUIl1VkpPF7UcQoz9HVq18PwT7BwH+3ChWvWhyRFVkcAwaPkx4DNwSsnAx5+HswfkefJD8Bbhqmb9+uPXDNsjJZ/SaMUKlVwGUW+cWYLn/qYcPZE43Vi87jjoPpWOeNkpOaLIKwzz77DNu3b8fRo0cREhKi3R4YGAggt0csKChIu/3Vq1cGvWN53N3d4e7ubrDd1dVVNj80OdWFCIuOreOgY+24HPW4e7h4SDLZgZOTE5yc829hr1i8Iu9j4OIii2aPqBROCsbPx9h7d3Nzs7hMS34TCrXhRXWu+bm6umLuybmc86HzuOPQPdZyOeaczkYajQZHjhzBsWPH8OjRI6Snp6N48eKoVasW2rRpg9BQbut2aDQafPbZZ9iyZQsOHz6M8PBwvdfDw8MRGBiI6Oho1KpVCwCQnZ2NI0eOYM6cOZzKIoQQQsT2MOEhFp9dLHU1ROGkkGYuL7VGrTern5+7nyT1sBUKMI8UylHncEpvLZfjLptPRIgdYnVGzcjIwKxZsxAaGoqOHTti586dSExMhLOzM+7du4fp06cjPDwckZGROH36NOvCR44ciT///BPr1q2Dj48P4uLiEBcXh4yMDAC5wxDHjBmDWbNmYcuWLbh27RoGDBgALy8v9OnTh987JoQQQkTSYk0L/HT6J6mrYVfUGrXeOmGWTDNv77MjmmJsenprB9ePEh9hxM4R2klC+m7ua9XyCZELVj1hFSpUQIMGDbB8+XK0b9+esRvv8ePHWLduHXr37o2pU6diyJAhZvNdtmwZAKBFixZ621etWoUBAwYAACZOnIiMjAyMGDECCQkJaNCgAfbt2wcfHx82VSeEEEIENXr3aExsMhHBvoaTQ8QmxUpQI+vQaDTY1GsT7r65iy8PfGm9cqERbH0rR14n7HnKc8btlqy7xkfkX5G4+fomtt/ejqfjniI1O9Wq5RMiF6yCsN27d2tnLDQmLCwMkydPxvjx443OXFgQmytSCoUC33zzDb755htWeRJCCCFiWnR2Ec49P4eTn5yUuipW16NyDwCwahBWsCeMmGYsqGqxpgXjdrY9YT5uPkjJTuFZq3w3X+fODvIs5RkAxw6MiWNj9cszF4DpcnNzQ/ny5XlXiBBCCBHK9EPT0ei3RoLne+rpKcHzlJMqxatIXQWtgveEWUIOwxGDffhNr8/Wjjs7OL1PtveEMa09JgSmKeoLiomLEaVsQqTEeiDw3bt38eGHHzJO65iUlIQ+ffrgwYMHglaOEEIIscTMozNx+in7e5VJrtpBtaWugpbBPWEWBFJy6HWZ1XqW6GXsvb+XdVq2wxH9PLhNiJKjzsGuu7uQkJFgMh2bALvWilpm07g7G86MTYicsQ7CfvjhB4SGhjKuteXn54fQ0FD88MMPglaOEEIIIdbHFOhIFcBoNBpWvSW2whqzO+67v491WrbDEb1cvTjVYd7Jeei0rhOar25uMp25Y3si9oTZsmour4lqAexHbREiB6yDsKNHj+L99983+nqvXr1w8OBBQSpFCCGEEOnIoccoj1qjFmwYoRyGI/KVOSUTlYpVYpX2lwu/sM5XiOGI225tM9i27uo6AMDVV1dN5mssCNt7by/arm2LHv/0MFu3Ky+v4MKLC2bTESInrIOwx48fIyDA+A+wWLFiePLkiSCVIoQQQoh0GgY3lLoKWmqNWi8oTM4yvC2CLTkEl/6e/rz2c3dxZx0w1Quuxzpftj1hAV7G24DdNnQzmOXQ1ZndgrgJmczDFTv81QH7H+zHq7RXrPJhsvnmZrPDIQmRCusgzM/PD/fv3zf6+r179xiHKhJCCCFEfrpV6mb0tfJFDSfYkqoXqWBPWMSKCN55yaEnrGmpprz3ZRtEti3TlnWebO8JMzcxR2ZOpt7zx4n5M2XHp8UbvG7K2strWac15b1/3kPQj0Go+0tdLD5jn4uoE9vFOghr1qwZFi82/gVetGgR3nnnHUEqRQghhBBxmeoBkUOwksee7gcDLFuXi21PmBjHr7h3cZOvv814q/f8TcYb7eOAeQHw/N6TdVkfb/2YW+VMyFJl4cKLC/h8z+eC5UmIEFgHYZMnT8bu3bvRs2dPnD17FklJSUhKSsKZM2fw3nvvYe/evZg8ebKYdSWEEEKIQEw11EN8Q6xYE9PUGjXSlGmC5CWH4YiWYBvAifE+zfWEvUh5IXiZhNgzVos1A0CtWrWwceNGDBo0CFu2bNF7rWjRovjnn39Qu7Z8prQlhBBCbN2vXX7F4H8Hi5I3U4N+SO0haBTSCNVLVDd4LUuVJUo9zBmwbYBgecmlh69uybo4//w85/3Y1l+M91nMq5jpMm08wCXE2lgHYQDQuXNnPH78GHv27MG9e/eg0WhQoUIFtGvXDl5e3KYuJYQQQohpH9f8WLQgjKmh3qZMG/Sq2kuU8ki+wEKBvPZj2xMmxhBODxcPk6/LJcDl60nSEwz5dwjGNByDDuU6SF0d4gA4BWEA4Onpie7du4tRF0IIIYToYDvDHGHHUXprLLnvzGieLO9Hs1VD/h2Cvff3Yu/9vdBMd4zvCZEW63vCCCGEEOK4XJ1sPyC09d4aObNkKnk5eJ7yXOoqEAdDQRghhBDigMToLSHs8A1o2fZGSdFr9dul38ymafirfNafK8hRekmJfFAQRgghhDggR+wVkktDm+0CyXJiLmhncx/amWdn9J7L6Tt47dU1qatAHIztnQUIIYQQ4tCuvrzKaz85Nfr5kDKINNe7xmcykLZr2S8qTYi94RyEJScnM/5LSUlBdna2GHUkhBBCZO388/OI/CtS6mo4jEVnFkldBYvwDaYKexQWtiIcCNETVtCBhwf4VocQm8d5dsTChQub/CGGhIRgwIABmD59OpycqKONEELYSM1OhauTK9xd3KWuCuGh/sr6shnq5ghUGhWv/aQ+RrUCa1m0/+f1P8fJJyfNppNidkQxpsWXSlJmEgq5FYKzk7PUVSF2jHMQtnr1akyZMgUDBgxA/fr1odFocO7cOaxZswZTp05FfHw85s2bB3d3d3z11Vdi1JkQQuxKujIdPlE+AEBTI9soqRv3joZvEBabFCtwTbg5MeiERft7u3kLVBPhpSnTpK6CYArPKYw6QXVw/lPuC2oTwhbnIGzNmjX48ccf0atX/mKO7777LqpXr44VK1bgwIEDKFWqFL7//nsKwgghhIWzz85qH6vUKrr6SqzClgPHM0/PmE/EoN/mfgLXhBtPV0+L9r/39h7vfYt4FEFCZoJF5Zty8cVF0fKWwoUXF6SuArFznMcLnjp1CrVqGXan16pVC6dOnQIANG3aFLGx0l5tIoQQW8T3Cj/JdfrpafTd3Bc56hypqyJ7wT7BUleBt9tvbvPaLykrSeCa8MN3gpAKRSvwLtPSizu0pAEhwuIchIWEhOC33wzXgvjtt98QGhoKAHjz5g2KFCliee0IIcTOXX91HVHHo7TPbX32Nqmsu7oOdX+pi0a/NcK6q+vQ4NcGUldJ9gq5FcKTsU/wYvwLqatCWHJxYjeASaU2vJhD5xZC5IXzcMR58+bh/fffx+7du1GvXj0oFAqcO3cOt27dwsaNGwEA586dQ+/evQWvLCGE2JMnSU9QbVk1vW22PERMSn0399V7fvHFRWp0muGkcEKIb4jR17tX6o4tt7ZYsUbiGrZjmKTl1w6qbbWyvjnyDXpU7oHqJaprt1lz4oy0bPu5P4wQsXDuCXv33Xdx+/ZtdOzYEW/fvsXr16/RsWNH3Lp1C507dwYADB8+HPPnzxe8soQQYk+ux1832MZ0BZvwY0+ztYnB3Gx3G3ttxPNxzwUrb0LjCYLlxceKCyskLd/aaiyvoX38w4kfRL0fTNfN+JsoFFXIKmURYst4zSFfunRpzJ49G5s3b8aWLVsQFRWF0qVLC1w1Qgixb9deXTPYZis3g2+9tRW/XvxV6mqYFLEiQuoqcLaq6yqDbV82+VKUspju8dHtPXRSOCHIJ0iw8ua2nStYXrZId+IKph7vXlV7GWwTwumnpzFx/0RR8mYy7+Q8q5VFiC3jFYQdO3YM/fr1Q+PGjfHs2TMAwNq1a3H8+HFBK0cIIfbs8KPDBttOPTll9XqoNWooZijg9q0b6326b+iOIf8OwYOEByLWzDJMQa7QMpQZWHt5rWD5VQ+obrDt7tu7guWvy0lBa3nKSVAh4QJeXXGpcaLka8zvMb9btTxCbBXnM/CmTZvQvn17eHp64uLFi8jKygIApKSkYNasWYJXkBBC7NXOuzsNtkkxhG7nndx6KNVKZOVkcdo3IcM6Q5zkavKByfh468eC5cfUOyXW1N/dKnVjVT6xDnPDQ/kSKtgWq37WRPeJEjnh/Mv87rvvsHz5cqxcuRKurq7a7Y0bN8bFi/a1RgQhhFibFEHYi9T82fH23t/LaV9Hb7Svu7pO0Pys1Ts1q9UsxokiTDVShZw0Zm134XoPiWlsgiexhrzKDU18ROSE89n+9u3baNasmcF2X19fJCYmClEnQgixS1k5WZh5ZCbOPz9vNI0U6xjp9n4pVUqz6XUb6vZwddwS8enxguangAJz2+jfOyVGoFumSBnB82Rja++t+KHtD2gc2liS8uXCmj0ybNYe/KT2J4KUdeG5vO9pNfW5D4wYyCk9IZbiHIQFBQXh3j3DFduPHz+OMmWkOakTQogtWHB6AaYfno56K+sZTfPDyR+sWKNcugsbF/E0v8aj7ixrj5Mei1InR6VQKBARGCF6OcZ6BMTu2exaqSu+aPyFqGXYKrE++9Uxq82mESrYqLuyriD5iMVUT5irk6vBNuo5I2LiHIQNHToUo0ePxpkzZ6BQKPD8+XP89ddf+OKLLzBixAgx6kgIIXbhWjy7iSLYNJqEkqHMwNJzS7XPmRoiALDl5hYM2zEM2apsHHl0RLt91K5RotfRkTANRxSjt9FYo9taV/4dvQfVmsN4j8UeM5umlF8pK9REelyHe9MyF0RMnBdrnjhxIpKSktCyZUtkZmaiWbNmcHd3xxdffIFRo+iPMSGEGOPixO6UO3DbQHQq3wnFvYuLWp9sVTa8ZnnpbUtTMi+y2uOfHgCA47HHkZGTod2enJUsXgUdEGMQJkKDXawr/LUCa+FS3CXJyjcmKVO8Yb71StbDvHbz0Hx1c9b78A12+QSvbzPemk3j7uLOpzqSGN1gNBaeWchrX66fOwVhREycgzAA+P777zFlyhTcuHEDarUaVapUQaFCtDAfIYSY8jyF/cK3W29txZA6Q0SsDbD55maDbanZqSb3YVpgmgiHqZFtzankLQ343JzZLXNg7XttxLrXMsQ3BGeHnMXr9Nei5E8MWfLdMRVUJWcbXlCiIIyIifeZ3cvLC3Xr1kX9+vUpACOEEBZ0J+SYe8L0wrVHY4+KXR3G6eVvxN/glEdhj8IC1YYAuUGQNYaqiTUckW0Pl7V7wsQO+tj0UNUJqmPy9QxlhsnXAWE/Nz93P8ZlCuTOksDI1L7lipQz2EYTcxAxseoJ69GjB+sMN282vLJKCCFEf1jQpP2TTKZ1c3LD4UeH0aJ0C9Hq8zLtpcG26Yeno5BbIYxrNE67zdRaYHTjurCYer3uvLkjeDmOdtzEfr9seivNDUd2dnIWqjqsvJ74Gs4K65YpBEuCMFMzRTJ9/tQTRsTEqifMz89P+8/X1xcHDhzA+fP5V3QvXLiAAwcOwM/PT7SKEkKII/k95ne0XNOS1dVxvioUrcC4ffy+8XrPTTVEVGrz018T9qw1YYWxK/x8euHufXYPAd4BAIDulbozpulQrgPnfIUkek8Yi8/t13d/1T5mCgqNTYqjV46A3w8XJxebXOfPkoCaa1B19tlZ3mURYg6rnrBVq1ZpH0+aNAm9evXC8uXL4eyce9VApVJhxIgR8PX1FaeWhBDioFKzU+Hp6ilK3mF+YazSmbrK/yL1BdKV6fBy9TKahrDnpHCySiBmrCHLJ1gp618WN0bcwOWXl1GhaAVMPjDZIE1pv9J6z629TpnYPWFsjlm1gGqi1kFscuk9tagnzMRFI6bv/q67u9AyvCXv8ggxhfM9Yb///ju++OILbQAGAM7Ozhg3bhx+//13QStHCCGOjs1Cq3yxbczoriPGxHuWtyhD5uyZsUa7LfZMAEBRr6JoFd7K6PsqGMhbc7IRQLyesLz3y/X9jKpnOJu0XIIcuRPrnjCmz1/M8y8hnM+COTk5uHnzpsH2mzdvQq2msbOEEMKEb5BiLgCyBNsGRq+NvcymiToeZWl1TEpXpiM2KVbUMuRA6uGITKoUrwIA6FyhM+/ypA4uRe8J4/j+2pZta7CNzTGpGViTUzn2yJIgbOC2gZh+aDrja0yfv5jnX0I4B2EDBw7EoEGDMG/ePBw/fhzHjx/HvHnzMHjwYAwcOFCMOhJCiE37++rfqLikIq99s1XZes8zczKhVCmFqBarxsy8k/Nw+NFhs+nEXmC67KKyCFsQhluvb4lajtScFE7WmR2RQ1Cy/6P9WNB+AVZ1XWU2rbG6S704c2ZOpqj5m+sJm916Nqt8inoWNfl6gHcAHo95jC+bfMm6bvbGkiBs592dmHl0JuNrTL8JCsKImDivEzZv3jwEBgbip59+wosXLwAAQUFBmDhxIsaPH29mb0IIcTw/nf6J9766AVdqdip8onwAAOppaosb6+YaM/fe3sOE6AkWlSGUuNQ4AMDOOztRqVgliWsjHmv1GHHpCQvyCcLohqMtKs/aww+tzVyQyXYx5NixsUjMTETw/GCjaUr5lYK/pz+n+glBLtO1i9WrST1hxNo4nxWdnJwwceJEPHv2DImJiUhMTMSzZ88wceJEvfvECCGE5LKkAarbE7b28lrtYyEaB6aCsEsvLuHum7sWl2ENBXsLbZm9BivWHI6o1qgRfT9ab0kIS3rihtUZZvS11mVaAzB/3NgeVy9XL5T0Kcm+cg5IiGnjmfJgCu5SslMsLovJ0rNLsfjMYlHyJrbDorO9r68vzYhICCEiep7yXPs4OStZ0LxNNWZq/1IbkesiBS1PCEyN+WuvrklQE8sYu5qv+O8/S5XzL4eYoTGcyxeLNYcjrrywEu3+bIfaK2oLkt+yzsvwdbOvDbbXLVkXizosAmC+p4vN+xfjmNjjhDlCBGEFZ0ncemsr/rr6l0G69dfWW1xWQSlZKRi1exQ+3/M5EjMTBc+f2A5WQViHDh1w8uRJs+lSUlIwZ84cLF261OKKEUKIvbCkF2DW8Vnax7q9X0I02B4nPrY4D2tjasymK9MlqIk4FAoFinsXtzgfHzcfk5M4GBtaZm5BYb4KexQWJV8m/9z4BwDwOEm47zfT925cw3HwcffRPl//nvEGO5ueMDEWBq60RLihu3KZvVGIYZHX4vMv3Kg1anTf0N1qE//o3p/47t/v4qsDX1mlXCI/rIKw999/H7169ULlypUxadIk/O9//8OJEydw4cIF7N+/H4sWLUKvXr0QFBSES5cu4d1332VV+NGjR9GlSxeULFkSCoUCW7du1Xs9NTUVo0aNQkhICDw9PVG5cmUsW7aM85skhBBb5e6cf4VddzZDIRps4/aNszgPXaYaRz+f+xk9NvSweOggU0Arl3tVuDA6RT0UqBZQDfPbzceGnhsAGF8A2RRzDWZjr9cPrs+5LF0F39fKLivRrmw7jGsk7HfNlDfpbwy2WRpAMAVRBb+Lvav1Nrq/s5P52zU6le/EvWJmyCVwEpIQ576kzCTtY2ufP3SPybHYY6LPLEvki9Ulr08++QQfffQRNm7ciA0bNmDlypVITEwEkHsSqlKlCtq3b48LFy6gYkX2M4ClpaWhZs2aGDhwIN577z2D18eOHYtDhw7hzz//ROnSpbFv3z6MGDECJUuWRNeuXVmXQwghUsjMycTnuz/H6aeneecxtM5Q7WO9njABGg5C9yClKdNQyK2Q3rZNNzbhWOwxLDyzEAAwZs8Y/NzpZ075Xn15Vfs4Q5lh8Lo9NTTzGvZjG43Vbmtbpi223NrCKR9zDfqC358X418gISMBoX6hnMoxZ3DtwRhce7CgeZpz+eVlg22W/l4sDf7blW1nsG1Wq1n46mB+L0jH8h35Vc7BCBGEZamytI+tff64EX/D6GtrYtbg5uubmN1GfzbNaYemwcPFA1+9Q71m9oT1uAM3Nzf06dMHffr0AQAkJSUhIyMDRYsWhaurK6/CO3bsiI4djZ90Tp06hf79+6NFixYAgE8//RQrVqzA+fPnKQgjhMje0rNLsfLiSovy+OHkD6gaUBWVilXSC8LEGLpkqZlHZmJu27l623r+r6fe82Xnl3EOwnTfq27jKY9U91XExMXw3tfUPWFCaBLahFP5gYUCEVgoUJCy7ZGlx6VMkTIG21qGt9Q+7l+zv0X5W4NcepyN/XYKuRVCanYqqzyyVFlw+a8JbO339SjxkcG2HHUOXJxcMGDbAAC5F1HeCXsHQO7MsN8e/RYAMLbhWHi6elqrqkRkvAd/+/n5wc/PT8i6GGjatCm2b9+OQYMGoWTJkjh8+DDu3LmDhQsXGt0nKysLWVn5f6STk3NvZFcqlVAqhVlbh6+88qWuBxEeHVvHweVYP0l6YnF5Z56dQeWllZH9VTZyVPlBWLYyG24KN975itHw+OHkD/i66dfwcPEwmY7ps1t4diE239qMf3v/C193/QmfCrnk967tvbcXU5pM0T4/8PAAuq6X5qJcrRW1BM8zJyfH4PNRq7kH3K3DWpv8jqpVasHOV7r5KHOURl8TWsG8d97dqXevj26aJ4n8f4tKpZLxGOSoDI+VqTwKUuXoDC9Wmz8euq8XnFiCD67HJidHHtO1654Hde36YBdepr3E+5veN5tHWlYa/OAHpVIJjZPpc6HQ3+GQQiEG21IzUpGQmaB9fiL2BBoENYBCoUBKRv4MjdnKbG3wSNhh+pstl7aarI/kokWLMGTIEISEhMDFxQVOTk749ddf0bRpU6P7REVFYcaMGQbb9+3bBy8vLzGry1p0dLTUVSAioWPrONgc64fPHgpW3q5du/Dg+QPt8z1798DLmf85bfPLzXrP55Sfg0l3J/HOL8/uPbvh7mR6prhdu3YZbJsQk7seWcsVLfEi6wVGhI5Abd/c2e3eZOff4xOsDNbbf/xt+1qf8sCBA/Bz0b/A6ZnN/cr37t27Tb5+7do17HpheBz40D0eb5Vvjb4mtIJ5d48xvHcuL82om6MsKudunOFyDc9vPMeux+zeH9PncCctf+bCp0+fmv2sdF+/9cryRcu5Hhs2E7RZw/MXzxm3nzp1CukqdkOsL16+iJb+LREdHQ2l2nSDXOjv8MMMw78LO/bswPnk89rnkw9Oxj/n/sH0stMRlxWn3b53716z51fCTPdvdnq6PCZzkn0Qdvr0aWzfvh1hYWE4evQoRowYgaCgILRp04Zxn8mTJ2PcuPwbgJOTkxEaGop27dpJPp2+UqlEdHQ02rZty3sIJ5EnOraOg8uxPnLgCBAvTLlt2rfBiaMngFe5z9u2bQs/D/6jEbrN6qZ9XMSjCMa+PxaTZlkehLVo3QJFPIvkb4gxTBMZyTD1/X/prqbm3v8188FMZH+VO4nH85TnwH+3UZQrVw6RLfL3nxk3EzC8TUz2FFAwDqtq26YtinkVM9jeuX1nlPipBOv8tZ9xDPPr1atXR2SEBUsQ6OSrezzjUuOA68yvmcqDj7y8nyY/xfrrzDMT5qVJvcVumJqxPK6cuAL81xYeXmc4apaoiUERgwwTx5iuq66KCRUx8e5EAEBISIh+GoZ8dF+/efomwByLsGZQJ4YydTVq3AiQwdKBJUqUAJIMtzdu3Dh3Xa8Hhq8VpA5QAzm551GVQgVcMZ7W5HeYh0txl4Db+tuat2qO1LupgM4EjZdSLqFjx454kPgAuJm7rWOHjmZHGhB9TH+z80bJSU22QVhGRga++uorbNmyBZ065d5gXKNGDcTExGDevHlGgzB3d3e4uxteJXB1dZVN41hOdSHComPrONgcaycn4Rbe/ev6X3ozrDm7OJssf+yesVhwZgFejH9hcK9PwWGSAyMGCva9XXFpBb5ubrimki62ZeWlc3bRed9O+u/bmosAC8nYfS1urm6Mn0+AawCn/M19xs7Opr8/fMsqmKeY58O8vNv+1Rb3E+6bTGPJPV2urq5wcc5vLjUv3dzkTIim6qGrUkD+9PFOTk5mPyvd19nMtsinTqa4uHBrMu7ssxOd1gk/46OxQ+ns7Aw3F3ZDtBefX4zWEa3h6upq9rsh9HfY2dnw2GmcNFArGBaQLrDdydn894Qw0/2bLZfPULgWgsDy7uEq2IhxdnbmNT6eEEKs7VXaK8Hyepb8TO+5uRm9FpxZAAAI+jHI4LU0ZZrecyFv9Ga66bwg3emh2TA1CYk9zYwI2G5QKSVjAZiQdI8Ll++ch4sH3kw0nDLfEQh932nzsOYAgGF1hxlNw+f3Y+1zCNP5LEOZwbh8x2e7P8PZZ2e1z1OyUwzSENvFqycsMTERGzduxP379zFhwgT4+/vj4sWLKFGiBIKDg1nnk5qainv37mmfP3z4EDExMfD390epUqXQvHlzTJgwAZ6enggLC8ORI0fwxx9/YP78+XyqTQghVrX2ylrB8pp5dKbec0tmR9SdZREAPF2sO9tW4TmF8XjMY5TyK8UqvVxmZbMG3XXhxGTpem3GyPVYWRrc6q4TFuDNvlcyqFAQ/D39LSrbUiV9SuYO6bVx0R9F42nyU4QXCYezwllv3cQ8bBbFLsja31mmc/eg7YPwbgXDNXZXXlxp8Qy7RL44f1uvXLmCChUqYM6cOZg3b552vbAtW7Zg8uTJnPI6f/48atWqhVq1cmeYGjduHGrVqoVp06YBANavX4969eqhb9++qFKlCmbPno3vv/8ew4YZvwpCCCGOwJKGg1KlfyO6kD1hDxIf4Pzz82bTfXP4G9Z56jZa7K3nK8/v7/6ONd3WwNvN2yrlbbyx0SrliO1m/E1W6SydYl53/2Af9heb2V4sKfi93tVnFyICI1AtoBrrsozmLdPAmCtXZ1eEFwkHAAyIGMCYhmsQ9iDhAQ4/OmxhzbhhOoedfHISGTnmb251cZLtXUSEB85Hc9y4cRgwYADmzp0LHx8f7faOHTtq1xBjq0WLFiZPDoGBgVi1ahXXKhJCiN2zpCes4GxgQvaEHX50GPVW1sPD0Q9RunBpo+n+uPwHfu/6O6s8dRstBf9mXHxxkVc9pbarzy5Ersu94X9Dzw3oVbWXVcsv2BsqFGsPp1xydgmrdELWi8tvr2kp47M5m9KxfEd0LN8R/Tb3w7VX1wxe53IxQqgLF1yDOWtfMNFAwykIu5d+D92WdROvQkYY+/7MOGI4s3dB1uopJ9bBOQg7d+4cVqxYYbA9ODgYcXFxDHsQQggRWo9/euDEoBO89s3K0V/wWIzFP88/P28yCGMaSmSMHBemtlTH8h2R83WOIBMs8GGtHje5sLgnTCeIc3dh3xB+p9Q7FpUrBKbgyRo9KmL2wBnLm0sQdjJRmin3LTmf2etIAEfFeTiih4cH49SOt2/fRvHixQWpFCGEENNOPuHfgMjMydR77ubMf9FnY1bFCDeKwV6GUxUkVQAGAF0qdJGsbKFw+V4I2RNWpkgZ1mktbTQbqzeXoJKpDnx+UwVnWZUjSz8Xa7AkCLPHC1KOjHMQ1rVrV8ycOVO72rRCoUBsbCy+/PJLvPfee4JXkBBCiLCyVPo9YW/ShZ+9LTEzUbC8qOEhvBolakhdBYtpoGE9rNLSnjC+FwJalm7JKp2l9TMlNZv/Gmm6wouE47P6nwmSl6WMfX+59ISxPaZVllZhnScbFvWE2ekFKUfFOQibN28e4uPjERAQgIyMDDRv3hzlypWDj48Pvv/+ezHqSAghNkd3WmGxjNg5AlV/roopB6bobb/04pLRfR4nPsaLlBd623zcfYyk5i8tO818IuQ2KuJSjQ9lV6lVeP9/7+enp+E4FutZpSfve5XkRKPR4I8rf5hNd/3VdbxMe2mFGuUbEDEAdz+7i4rFKlqUTwlv9gt0G5OuTLc4jzwfVvuQdVoxf6sj6o3AtGbTDLZzCsJY1u/ma3aTv7BFwxFJHs6Dgn19fXH8+HEcPHgQFy9ehFqtRu3atY0unkwIIY7mROwJNF0lfiN32fllAIAb8Tfwfev8i2C1f6mtl2707tFY0GEBXqa9ROmFpQ3y6VPd9KRKNUrUQPOw5lh8djHrul1+ednk616uXgCAidETMe/UPKPpdt7diauvrrIul5jXuyq3hYa5ELNHpyC1Rm0wtJZJj396WFwW18avj5sPyvmXs7jcr5t9jUeJjwx+o5Y2xq3VmC9TpAweJDwQPF9XZ1d89c5Xekt3aDTcJubYFr9N8Hqxse/+Pt77FuwJu/36NnzdfRHkY7geJJE/TkFYTk4OPDw8EBMTg1atWqFVq1Zi1YsQQkRx9eVVhBcJRyG3QqKVMXH/RNHy5mPR2UXoV6MfEjITGF83d09Y14pdMbPlTE5BGGB66Iyvuy8AmAzAAGGv4pNcQg5pEiLQ4IttIHHnzR2Ra2JIqJkE/Tz8sLGXfJYT4HpvHZ91uyxh7fL4mHNiDu99db8nL1JeoNLSSgAA9TQ1LfRugzh9W11cXBAWFgaViv2sVoQQIhfR96NRY3kNVF9WXdRyLJk0w1LxafGM25OyknjXi2/vhqlhN2wbSwXT0T0R8lKxqGXD7SxhzXsFnRXcJlERu27W7HHkq0O5DlYNiuoF17OJIMwSujPbbrq5Sft4z709UlSHWIjzt3Xq1KmYPHky3r59K0Z9CCFENBuubwAAPEp8JG1FRKDRaHA57jIC5gUwvq5UKa0+wYWpngq+QRiRFynvUbFmQP5J7U8Q4huCYXWGsUpvr/fucAn+3JzdRA0WdXt+YobG5JZn571B80/NB5C7BMjt17e122+/uW1sFyJjnO8JW7RoEe7du4eSJUsiLCwM3t76a41cvGibC2cSQuyfsUbbzfib6PJ3F0xtNhUDIgZYt1ICKbe4nMl7L3LUOQjzCzPY7uHiIVqdoo5FGX2tVbj54exqjRoJGfpDKO21cevI6pWsh3PPz3Hez5oXFQp7FEbsmFi7b+QLzVqfV97FGnu/aDP/9HxUC6iGQdsH6W23xrpvRHicj1q3bt1EqAYhhIjvcdJjxu1D/h2C+wn3MXDbQJsNwszd/J6UlcS4eLKpBZXz8G1ITTtsOHtZHg9n88Ffo98a4Wa8sDOTSa1v9b4YVpddb4pYxAxkrRmkWDsgZ/PepjWbhl8v/YqpzaZaoUbWJ6cglKmXrbiX/a9XWzAAA3J7yEbVHyVBbYglOAdh06dPF6MehBAiugMPDzBu57uOTkpWCmYdm4X3q76P2kG1ze8goTWX1+CLRl8YbL/1+pb28YL2CzB271iDxq0YQ4qSspKw/Pxyk2msMc2/tf3Z40+pqyA7fBv2Go0Gvu6+SM5KFrhG/M1oOQPftPhGVsGKlN6r/B6+P2a95YvyJvwR2/i94+Hj7oNvWnxjlfLMeZj4UO/5wG0D8SDhAQ5+fFDSReGJafbdb0sIISzwHdb01YGvMPvEbNT5pY7ANRJe90rdodIYTqrk45a/RtjohqPxc6efrVKfDdc3YPjO4VYpi+izl8lN1Bo1htQeInU1DNhCAMb3wgrX/aY1N94bXtCYBmO41UXncxaqV/T0J6fNpolNisX80/Mx48gM1ouFH3p4CFdeXrG0eib12NBD+9teHbMaRx8fxemn5t8PkQ7nIMzJyQnOzs5G/xFCiK14nPgYrda04r0OVczLGIvKDywUaNH+XGy8sRGd1nUy2F4/uL7V6iAEewkgSD5XJ1de+2mg4b2v3NQJkv+FHD7MLX+h66cOP1lcnqUBcIOQBmbT6M5QyOYC3sOEh2j1RyvUXF7TorqZs+XWFtxPuK93jlSqlaKWyVZcahz+vPKn3mdHeAxH3LJli95zpVKJS5cuYc2aNZgxY4ZgFSOEELEN+XcIDj06xHt/SwOC/jX7W7RmDBfG3idT71hBcrqyTxNz2B++kylYe7ZPMVwZdgUHHh7A8Lq20SvM9lwQ6hsqck2kmaY/R52j9xmo1CrATP/D3bd3tY/F/s4efnRY7z5aqSYqmXJgCnbe3Ynjg46jkFshNPqtER4lPsKt17fwXavvJKmTHHEOwrp27WqwrWfPnqhatSo2bNiATz75RJCKEUKI2OLTmdfUYuvEkxMC1UQ6KrV+EMYUWMp1TSLqFZMfa35X7OH4Vy9RHdVLiLtuIRO+F1bYHt+wwoYzsYrJGt+FrJwslFtcTu8zYDscMU/B863QhvyrPzxXqnP3rOOzAAC/XvwVYxqO0S4Ls/HGRgrCdAgWIjdo0AD79+8XKjtCCBGdkFcJJ0VPwv4HdA60JnvoCZGCkL2JXq5eRl/rWK6jYOUwSc1Otagn25Ex9VT91N7y4YD27Nzzc3ia/BRPkp9ot7EZSaCLa9BmKa7BdmZOJl6mvjSbrsrSKlDMUCBdmW4yXcHhh1kqGo6oS5AWSEZGBhYvXoyQkBAhsiOEEKsQ8irh3JNz0XZtW077yPFKfjn/clJXwSTdz4xrA4gI57d3f0PNEjUxv918o2lWd1vNKi++F0NKLyyNM8/O8NrXkbUv2x47++w02D6m4Riz+8ppaDJTXcTs+WFai4trUGX1IAwKTn9nQuaHIPDHQDxLfmYy3c3XuUMee/2vl972tOw03Ii/oX2emJmIvff2ap/TPWH6OA9HLFKkiP6MNBoNUlJS4OXlhT//pKl3CSG2rfO6zhhRbwQiy0dKXRWrKNgr0qZMGyyNXIrqAdXRbHUziWrFDvWE8SPEwq6Dag3CoFqG6xXpBlRsgys5NewdwZ5+e6Sugk1iCvCeJD1BMa9iJvfTDYLeZLwRvF6m9NncBwBwaegl+Hv6a7cnZSYhLjUOnq6euBl/E+3LtderX6kFpaDWqJE6ORXebt5G89dd4gQAaq2opXcP3OwTszH7xOz8crOSLH9TdoTzmfinn37SO2E6OTmhePHiaNCgAYoUKSJo5QghRExMjb+dd3di592d0EwXv5dKjo1PhUKBEfVGGGyTC926UBBm3s4+O7Hs/DLsuLNDu+2dUu+IVl5Rr6LoXbU3NNCYbZzmkes9h8QQ22NljV5+a39vmIbeFfHk1u5lmqFWTLFJsQCApWeX4uvmX2u3F55TWC/dvn770LZs/kiOvHNrvZX1cGPkDRhzP+E+Pv33UyzuuBjuLu56ARgTc8MXHQ3nIKxVq1YIDQ1l/KMcGxuLUqVKCVIxQggRm7NC2mU15DAckU1DRk6NZL3hiCLf5G4PIstHIrJ8JBQzco/h962+R4lCJUQtc33P9aLmT+TP2rOY5pUn5gWjAO8Ag21chxfee3tPqOpwMu3wNDxMfIjxjcbjQcIDg9ePPj6qF4Tlufn6Jp4kPUGon/HZLldeXIk3GW8wqckkQevsCDgHYeHh4Xjx4gUCAvS/jG/evEF4eDhUKnn+UUxLS2Ncx8zZ2RkeHh566YxxcnKCp6cnr7Tp6enIzs5GZmYm0tLS4Oqav7aJQqGAl5eXXlpjjbOCaTMyMqBWG78a7O3tzSttZmamyWPJJa2Xl5f2xJiVlYWcHOMnLS5pPT094eSUO9wlOzsbSqXx9TC4pPXw8NB+V7ikzcnJMTi2utzd3eHikvuTUyqVyM7ONpqvbtqcnBxkZRkfR+3m5qYtk0talUqFzMxMo2ldXV3h5ubGOa1arUZGRoYgaV1cXODu7g4gt/Gdnm78KhqrtHkf+X9/p7V/EBkORd7vm+kckfc7Ntiv4N9/44cYUADb72xnlxYAdJfb4ZJWCZhqD+k2lgzOEf+Vk52RbXi+M5MvlzrAFfmfXQ4AEx1cur1fGZkZpj8LF+Tf+WwmX6ukVZn+u2H2HKH71Bn5U2Or/vunQ7ecvN8bAPi5+pmsg1XPEf+9H1WWSv+9OSG/daJG7mdsjG5aDXK/azr0fqdm0upRIPd7qZuPEdZsR+S1DbIzsg2/+yzPEenp6cbbEUz76eSblZll+jf3X1qlSpnfNjCWvsA5gvGcmkfnWOi1Df5Ln5GegbS0NGSrsnOPLcvzScHfsrE6pKWl6V+M+i/fpOQkpLkbHkPdtoE6R63Ns3Plzth8c7PxOjD8lvWY+d2bSrvq7CqsOruKMenu27tRqVglxnxLzS2FxqGNcfLJSezptwcebvnf9bzf5+bLm7H5coH3BTD+lo1958VqR+i2p/PaBqZ+d1al4UihUGhevnxpsP3Ro0caLy8vrtmJLikpSYPcnyTjv8jISL30Xl5eRtM2b95cL22xYsWMpq1bt65e2rCwMKNpq1Spope2SpUqRtOGhYXppa1bt67RtMWKFdNL27x5c6NpCx67yMhIk5+brp49e5pMm5qaqk3bv39/k2lfvXqlTTtixAiTaR8+fKhN+8UXX5hMe+3aNW3a6dOnm0x79uxZbdq5c+eaTHvo0CGNRqPRZGdnaz799FOTaXfs2KHNd9WqVSbT/vPPP9q0//zzj8m0q1at0qbdsWOHybRLlizRpj106JDJtHPnztWmPXv2rMm006dP16a9du2aybRffPGFNu3Dhw9Nph0xYoQ27atXr0ym7d+/vzZtamqqybSokvsddvvWTYNvTKQDt3MEwnLzxTfI/edlIu+SyE/3DTTwM5G2eIG0xU2k9SuQtqSJtF7QNP29qfa9mTtH6OVb3vTnppe2ipm0X+mkrWk67dD1Q7X1HfTpINP5jtbJt7GZOozQSdvcTNohOmnbmknbXydtpOm0XM4ReF8n3/dN57tq1Spt2uHzh5tMK4dzBBrrvLfRZj7fejppJ5hJW1Mn7Vdm0lbJT6vRaEymlUM7gss5gks7Al76n0OdRnWMp3XVr4O5dgTXc0Qec+0ITNDJt56ZfDmcI/499i/rc4RuO+LTL023DbicI9BHJ21XM2k5nCPQVSdtHzNpI3XS9jeTtq1O2iGm04rVjhg2bJhm69atmuzsbIN2RFJSkkZKrHvCxo0bByC3J2batGl6V1FUKhXOnDmDiIgIttkRQojk/Nz9LF4rjElgoUDEpcYJni/RRws3EyJPDYIbSF0FwfG9B1WM4dzLOi3D8Eu2scA3MU6h0bC7KaFly5YAgCNHjqBRo0Z6wxvc3NxQunRpfPHFFyhfvrw4NeUpOTkZfn5+eP78OXx9fQ1et/ZwxL1796J9+/Y0HFGAtHIajqhUKrF9+3a0bt2ahiPKeDhioVmFch8oAM13Gu19MkzDT1K/SgVgeI5ITEzU/o6L/FDgpmwF8HbKW0SsiMi9IdrMcETdITZSDUdsWq4pjg08BsDwHJH3eU1vPh0TmkxAoXmFWOcr1nDE0U1HY0HHBQCA2DexCJsfZjyxhMMRU79KRcNfG+La22t6Q41SJ6UazdbcOSJieUT+EFoTw5Luf35f774vNzc3uM3KPSCL2i3CoBqGsxrqprXWOSLv+9WidAscfnQ4P7GAwxF5p9X5fWqma2Q3HBHIXdOp2FydyU9YniPSpqQZbUdoz5G6/stXM12DMw/PoOGvDY1n/l/a0Q1GY3aL2VCpVMx5FqyvEkidnGo8rSug+Sb3veu2DfLSnxh0AjUDayJblQ3/+f68hyOmfslch1cTXuFl1ktUX15dL9+jA4+idlBtAMAfl//AiJ25kxrlzMzRtiOi70Sj3Zp2evl9Vv8zLD672LAOKmB4reH4od0PzJ/Ff7/7NxPfoGhUUdGGLrJOy+X3+V/avL+tBYk5HPHAgQOIjIyEi4sL0tPTkZycjJIlSyIpKYkxNrAW1j1hhw4dAgAMHDgQCxculLTSfHh7e+sFDqbSccmTLS8vL7i6usLDwwPe3t5GG+p5adnSPUELmVb3D4qQad3d3bUNZSHTurm56V0YkCKti4uL2WObx9XVlVW6vHzzGmZCpnV2dmb9HeaS1snJSZS0CoXC8rTGDiXDdmNleXt7a3/HTPv5z82fBthoeSzrIEhadl8zAAzniP/KcfN0M/w8OOTLKa2Zr6/ujfeubq7sPwsud0ALkNbb2xvO7s76q3E6s/+7wXSOcHZ3Zn6/uo0iAF7eXkbLcXJm/5sT/Rzx33tx8XAxfhydwP4YK0RKC/HaBlzbEXr7gvkcBMDkeyuYj97v3sxn4unlyepzCy8cnt82YJF+eKPhRs+pBem1Ddzy6+Xt7Q1Xlav+vbkcf8vG6hCwMAAXPr1gkK+rh6v2GLp65J+PnJ2dodFoMCF6Qu6oiAJ5Ps18avS3XCGoAry9veHu6W50cWNnhbPB794ksdJy+X3+l5bNd17IdoTuhfS8toFc5q/gvELiqlWrbC4AI4QQW9a3et/8m6YFxmYwBMsBE1ax4MwC7bAguS/WLNXU/qaGP9EQTmINXL77CZMSsDRyqYi1EcbdN4bTr+vOjlhwuOLRx0fx46kf8dfVvwz223Jri9Fy8pYIeTXhFY4PPM6YRoi1/oj0eB3Fc+fO4X//+x9iY2MNhkts3swwOwohhBDe/uzxJ6LvR6Pdn+3MJ3YAay+vRf+I/g63TpgQQZ2clhvII8c6EWZiHKvCHoUtzsMaFxeYLvq8syp3zb0RdUcgTak/tPRtxlujeQ2KGITfY35nfM3NObdrydfdF2GFmYdbOztJu7wKEQbnnrD169ejSZMmuHHjBrZs2QKlUokbN27g4MGD8PPzE6OOhBBCJCS33pOjj48CkP86YXLqQRzbcCwqFauE/hH9pa6KATktBk5MY3uspAqsxSzX1EWfn8//jDWX1+TXY4YCPf7pYTT94sjFrMo09n6kXuOSCINzEDZr1iz89NNP2LFjB9zc3LBw4ULcvHkTvXr1ooWaCSHExrAJsOQUTABAjiZ3CJDYPWFFXIqYT2RFljQw57efj5sjb6KQm5GJDwgRSd/qfUUvI+8cJeYFIyHPN16u7O79D/IJYtxOwxHtA+cg7P79++jUqROA3Jsj09LSoFAoMHbsWPzyyy+CV5AQQoi0vQVy6wnLC0bEvCesSUgTzCw306I8qIfHNpT3L4+zg8+iW8VuUldF9theCOhYvqP2cYWiFSwq89rwa3j5xUuL8hCCFBejnBTMzXSu55aDHx9EeOFwIapEBMQ5CPP390dKSgoAIDg4GNeuXQOQO22zqemjCSGEyI8t3o+j1qjx/dHvUXFJRdHKWNdjHUI9Qi3KQ249iHIl9XcwIjAC9YLr4Z/3/kFR16KS1sUenPrkFMr5lxMsvyrFqyDAO0Cw/PiS6h7UsQ3H6j3n89m2DG+JXX13CVUlIhDOQdg777yD6OhoAECvXr0wevRoDBkyBB9++CFat24teAUJIUQKihkKLDi9QOpqiE5uvVxsqDVqTD00VdQyKICyHql7DHV/A1IHhHKne6zal23PmKaEdwm952L+lioXqww/dz9UC6iWWz8Rj9/9hPui5W3KvHbzcHPkTe3zuW3m8sqnUrFKUE+TdjKjLb2NzwrpiDgHYUuWLMEHH3wAAJg8eTK++OILvHz5Ej169MBvv/0meAUJIUQqY/eONZ/IAcgtILFG4ChEGUIHF1IHK2KxduAzo8UMvee6328Kwtib3nw64/aCw4Qt/S2Z+t5fHX4Vrya8grsLuzVFLfH9se8FyadeyXqc0jspnPSWKPF1579MlNTnkDZl2khavtxwCsJycnLw77//wskpdzcnJydMnDgR27dvx/z581GkiLxuYiaEODalSokHCQ8syiMzJ1Og2lhGysah3HrLrBEUClGG0PW01wBBoVDg6vCrVitvWvNpes91v99DQoZYrR62SPc7aKxBb81he85Oztop3W3FkQFHLNqfSyBVoWgFvJ7w2qLyhEQTA+njFIS5uLhg+PDhyMpiXsGbEELkpMNfHVB2UVlsv72ddx5KlVLAGukb13CcaHkLiXrCbIvUV7u58nTx1A4nk4Lu97u+X328Gf8G1QOqS1YfW1e2SFnJyraF9bM8XT157VfEI7ejo05QHVbpl0Yuxe1Rt1HUi/99jpb0uhHzOA9HbNCgAS5duiRGXQghRFAHHx4EAHRd35V3HmJe1S1RqASG1hkqWv72ylZ6wmwtGJJKg+AGkpZfcFFdH3cfiWoif2y+01wCoZH1RlpSHQNOCic0D2suaJ5y8Xz8cyRMSoCfh/k1eTXTNRhRb4TFZb6daHzBaSaqafJeu1FuOAdhI0aMwPjx47FkyRKcOnUKV65c0ftHCCG24MpLducrU9Ogl/KzfG3ExR1ZLtpJU9RrOWpPmL0GdVK/ryOPLRseRvhje/7jokloE8HzlAMPFw8U9ihstfLiJ8TD2ckZm3ptApA7K2OHch1M7uOkcBLk76Kj4ByE9e7dGw8fPsTnn3+OJk2aICIiArVq1dL+nxBCbEHN5TVZpctR5xh9TaW2/Kqfq7OrxXlYgk2Pj9yGI1qDED2gn9b+VICa5LPXe8JCfS1bCoBYD5/v4ICIAYzbt/TeIkoALnVQz9aExhMs2v/4wONoW6atwfaqxatyzmtll5V6z1XTVCjmVQwA0KNyDyR/mYw7o+5gd9/dRvPIm7WxuFdxzuU7Ks5Lbj98+FCMehBCiCyZCrRMBWhEPHIfjvhdy+8AAMPqDkOdknXQ4Fdph9vJ1c4+O3HqySm8X/V9qatiwFYa8lJiG5CVLlyacXu3St2Eq4wOYwscy83ctnMR1ToKLt9ybooDAJqUaoJ9H+3DpReX8OWBLzGszjAcfXwUYxqO4ZzX4NqDMeTf/ElpCn6GukN0o1pHISYuBk+Sn+Dkk5MAcoc/5lnbfS2q/FwF75R6B1WLV8XyC8s518dRcD7yYWFhYtSDEGLDYuJicO7ZOQyuPRhZqix4uHhIXSXBZKuyjb5GQZg0pFo0lY1n456hpE9JALkN+frB9SWukXxFlo9EZPlIqavByBF7f9nIyMmQugpm8e0xluL+XCEmEqkVVAt7++0FAHSv3J3Tvq3DW+Pblt/m1kXhbHL4fZ4vm34JAGi+mvneu8rFKyNjSoa2HUBBmHG8LhesXbsWTZo0QcmSJfH48WMAwIIFC7Bt2zZBK0cIsQ21VtTCpzs+RfPVzeH5vSf+vf2v1FUywLfhvunmJqOvsfmDxYapIR55XJz4XS0Vgtzuj7LmPWFfNPqC0372OmSQEAC49fqWxXksaL8Apz45JUBtmAX5BPHab2nkUgDGe+7s0f6P96NRaCMAwOEBh1GpWCXs/2g/q30rFa1k9DXdC7FfNskN2jb32mxBTe0T5yBs2bJlGDduHCIjI5GYmAiVKrcRUrhwYSxYsEDo+hFCbMix2GMAgI+3fixxTQxlKPldwR2/bzz6bOrDeGXc0unr8/LsUK4DyvuXN5lWypvN5dYr4Ook/n10eUH7rJazRC+LyA8NR2SmO0yN78WQ0Q1Ho2FIQ6GqZIDvxBB5vVL7+u0Tsjo2o2mpprg58iZal2nNKv2ctnMwrM4wHB943GS6qDZRyJ6azbmXzhFwDsIWL16MlStXYsqUKXB2zu9GrVu3Lq5etd5ii4QQ4269voXnKc+lroasWDJ08O9rf+NJ8hNB8+RKyvVv5NYT1r2S+H/M+QaeYjbeKTAglrI0+NHt6eV7YcuU6yOuW5wHn97oYJ9g7ePyRU1fEONr4/sbkfxlssH2iMAIUcoTW2GPwljWeRmalDJ/gVDqCajkinMQ9vDhQ8ZZEN3d3ZGWlsYpr6NHj6JLly4oWbIkFAoFtm7dapDm5s2bePfdd+Hn5wcfHx80bNgQsbGxXKtNiMN4lvwMlZdWRvD8YPOJRZKYmShZ2QCQmZOJ3Xf1h/hZOnSQaYIOW7gn7ODHB/Hvh8aHh8otwGJj4LaBopch5fBPS9GQSG5ahbcy2DamwRgAQPuy7a1cG3F5uXpZtL/uhYCYuBgLa2OoSvEqFufB52JF3n2cYnqvynuMa9Dt+HCH6GUTeeIchIWHhyMmJsZg++7du1GlCrcfT1paGmrWrIklS5Ywvn7//n00bdoUlSpVwuHDh3H58mV8/fXX8PCwn5v+CREa2/Wv7NmInSMQuU7/hn8xhtRZGtgp1fnDGcXq5WgZ3hKdK3S2KA+5DUe0xuQA4YXDRS+DKwqurGdAxABcG37N5AUMOcibFpytr5t9bVF5uvfW2soshGxI2csc7BuMGiVqSFY+kQ7nS30TJkzAyJEjkZmZCY1Gg7Nnz+Lvv/9GVFQUfv31V055dezYER07djT6+pQpUxAZGYm5c/NPMmXKlOFaZUIcipxnjrOWVTGrDLYJfdX2dfpri/NYd3UdpjabKkBt+GPTsG8c2tgKNZEXvo0yCpRsD9NFBoVCgaoB3NdbsrZxjcahQtEK6Lahm9m0CZMSLF7st4R3Ce1jsf7WLO+0HMN2DuO9f52gOgLWhlmbMm2w/wG7CSwA/eGOTKx53rg96jYWn1mMiU0mWq1MwoxzEDZw4EDk5ORg4sSJSE9PR58+fRAcHIyFCxfigw8+EKxiarUaO3fuxMSJE9G+fXtcunQJ4eHhmDx5Mrp162Z0v6ysLGRlZWmfJyfnjr9VKpVQKi27id5SeeVLXQ8iPDkd2yxl/vdfyvrI4bPQ1WZtG4v2V+YoteeRB+kP0G1BN4vrlJKVov2cTPU2WfJZmttXrVEbTXNr+C1cfXUV7cPby+54io3vb5rpb02YXxgeJz3mlR8fcvh7J2cFPxu1Wq33mdnaZ9ewJLv7vLydvS0+l9Qsnr/IvauC+T4fpjIKuRVCanaq0dd1RZbVH8XAtc6F3QpjatOp+O74d+x30nArp4wftw6B1uGtTeave/4X+/sX7huO+W3nW6UsOWD6XcvlffMa9D5kyBAMGTIEr1+/hlqtRkBAgND1wqtXr5CamorZs2fju+++w5w5c7Bnzx706NEDhw4dQvPmzOsTREVFYcaMGQbb9+3bBy8vy8ZCCyU6OlrqKhCRyOHY/i/uf9rHu3btkqweUpbNx4eBH+LvuL+Nvn7o0CHcdL8JAFgUu0iQMjMyM7Sfk6l7ai35LM3tm5iQaDKNK1yx+775KfTtTd5vmetv+sCBAyjsWlhvmzIz/w++JccyJTmFVbr9B/bDz8WPdzn2ruAxSE9M19smh/M4F6k5qWbTVPSqaPE5ueD+927eY5UOACK8InA8+7jR1wuKLBaJXa93sU5f0JvXbzilT0pM4lRO3NM4Tvm317Q3mX9KSv5v29b+dtoK3d91enq6hDXJx/vO41evXuH27dtQKBRQKBQoXry4kPWCWp3bzd21a1eMHTsWABAREYGTJ09i+fLlRoOwyZMnY9y4cdrnycnJCA0NRbt27eDr6ytoHblSKpWIjo5G27Zt4epKM8XYEzkd26MHjwL//X2IjLTSQqgxhpusVjaTGG7Jh9UehkUdFuHvWcaDsHeav4Py/uWhVCqRcp1dY9gcL08v7efkHesNZDGn036WMdzLMLevX2E/9seKR/m2qm3bttrfNJf33aZNGwR461+Y9HrspT22lvwuvnnxDcDidrg2rduguLewf5OtIib/4czmMzG41mCUXMB9woTxDcfjx9M/Gn09MjJSr6x1H61DmF+YrM7jXCRkJADXTKcpF1yO1XevRUILHH58GLNazsK55+fwLOUZzj4/C8DwXFK9RnWAYZ40pnLWb1sPJBp/vSDNXQ12/W8X6/QFPb/0HHjKPn3hIoX1y4kxnb5cmXJAPPv83+/yvsnXdX/bkv7ttENMv+u8UXJS4xyEJScnY+TIkfj777+1gZKzszN69+6NpUuXws9PmKtvxYoVg4uLi8FkH5UrV8bx48bXJHB3d4e7u7vBdldXV9mcVOVUFyIsuR1bKesiZdlBhYLwIvUF6/SF3AuZra9GoYESSri6usLb2RtvlMavtJYtUhb3E+6bLVehUGjLNXUPkiWfpbl9detgr7h+H4D8z43rZ8N0DlBDrfc6X2zvU5PbeYgPF2cXBPkFoXZQbVx8cVG7PWZoDCJWRJjcd177eSaDMN3Ppl3ZdihXrJzB67b0+bmp3MymcVI4sXpPu/vtxvVX11E7qDYUCgV+PPmjNggruH+wH/N9Tkzl6C6xwaYeLi75zVM+x8LFmVvzlut50NPNk1P+5vJ2csqf5MSWvnu2RPd3LZfPmPPUNoMHD8aZM2ewc+dOJCYmIikpCTt27MD58+cxZMgQwSrm5uaGevXq4fbt23rb79y5g7CwMMHKIcTeWDpjH5NsVTZuxt8UPF+x+Hlwuxg0uPZgs2ka/94Y3rO88Tr9NWIzTS+TwfaGZ92bsW1pQod+Nfrh/ufmg0y5kHoafrnNLmlLdKdUPzHoBGoG1kRQoSDB8qdjo8/DxQN1StbRBvxMMyBu6rUJU9+ZKuvp+8We7dDSqf4Lyvss/dxpGLEj4dwTtnPnTuzduxdNmzbVbmvfvj1WrlyJDh06cMorNTUV9+7ljyl++PAhYmJi4O/vj1KlSmHChAno3bs3mjVrhpYtW2LPnj34999/cfjwYa7VJsRhiDFjVce/OuLgw4NY/9569K7WW/D8hebpwu0qJZs1YpKzcocv7Lpnfrw+2zWmdBsKYjcaPF08BZ3avUwR25mp1poNbaZgWqjfpKMv1pw3S6eQn4PUAboQ2FzAeZDwgFfeTEFYj8o90KNyD175sWXt4JjrRTAPF2GXSprWfBrKFCkj68CWCI9zT1jRokUZhxz6+fmhSJEinPI6f/48atWqpV38edy4cahVqxamTZsGAOjevTuWL1+OuXPnonr16vj111+xadMmvQCQEKJPd1Fhof6QHXx4EACw4sIK1vtkq7IFKZsrjUbD+Q+kt5s367Q34m+YTROXyu2mbWt4M/ENXk+wfFp9W2QPDW0u7D1YE7LX2JZ6oC1xPf46r/2EWguM63fS0t+s2MfV3dnwthdLeLh4YHDtwQj1CxU0XyJvnH9dU6dOxbhx4/DiRf74+ri4OEyYMAFff81tEcAWLVpAo9EY/Fu9erU2zaBBg3D37l1kZGQgJiYGXbt25VplQhyK7nBEoRufrs7sx1E/TeZwV7RAdt7ZCaeZTjj19BSn/bg0NOafmW82za677Ga3smYD0NPV0+I1gmyV1Gvn/fpu7hqaUa2jJK2HvbD3IJMrMT8PqRZktvQCItfPhE36UN/cAKlhSEPBe8KIY+I8HHHZsmW4d+8ewsLCUKpUKQBAbGws3N3dER8fjxUr8q+UX7x40Vg2hBCRGPSECfj3ed/9fazTSvHHu/Pfna1eJpNqAdVw4skJs+mCfIS7t4UvR+glkvq+nzZl2iBzSibcXYS9ek6I2MwFJ6G+oXiS/MRsPmUKW3f4MtcLXGzShxcJx5XhV+Dj5oO/rxmfSbdP9T74qulXqLasGqc6EMfDOQgztVAyIUR6ulf9pWxgS3UFlSsx7m1qUboFq6GbDYIbCF42McT1d9ClQhfeZRlrtAoRgDnK0Dlz2HwOe/vtRfs/HeP+GjGHfjctJcztH5OaTsKbjDes7yWrW7KuIOUKSQGFdjRBXq8YE2eFM6oGVLVSrYgt4xyETZ8+XYx6EEIEEH0/Gr/H/K59LmUPQNWfq+LF+Bco5FZIsjqwkXezv5AqF6tssK1VeCvtvXVy4ggN+07lO2HtlbWs07OdWMXaaBheLlOfQ40SNQDkTj2vma7B3nt7Ubl4ZYQtYJ5V+VnKM1HqaE2+7uKtgVqjRA2cH3Ke1eRFpni5emFJ5BLW6YN9g3Hvs3ucZ7rNI8ZwRF1FvYoafc0RRhcQYVh0qTo1NRXJycl6/wgh0mn3Zzu950L/MehVtRfrtKnZqfjj8h+Cli+Gqy+vCp4n071zk5tONrmPNYIhpu8Dl+9IhaIVAAAfVvtQsDpZQ8OQhpzSy7UR5QgBc568RnHHch0B6E/dbepz+LqZ/r3p7cu1Rym/UkbTs5loR+7EHnVQp2QdSYZOl/Uvi2JexaxeLgDs7rvbYJtuoObqZPz+aKmHPxPbwfly38OHDzFq1CgcPnwYmZmZ2u0ajQYKhQIqlfBrFBFC+NFoNHie8tziq5h53JzNLwpqa/KunAuJqVFkDw3oi59exIOEB6heorrUVeGE6/fWkok87OE4y0HexD4TGk9AKb9SaFm6Jav9hF6/yRbYytBva7L0nrAO5QyXXNINrsr6l+VXMUJ0cP7l9u3bFwkJCfj9999x4MABHDx4EAcPHsShQ4dw8KD8htoQ4sgm7Z+E4PnBWHKW/TAQU7j+sbeFxsHll5e1jzf03CBInnJ935ZeofV289YLwM4NOYdulbpZWCvx9a3eFw1DGmJ0g9Gs0sv1SrYjDUc89/wcgNxe5X41+iHYN1j7miN9DmywOd8IdW+XreB6Dub6nZLrkGViWzi3FK5cuYJVq1ahd+/eaNGiBZo3b673jxAiHwvPLAQAjN07lnceiZmJ2sdZOVmc9jV2NfLY42OotaIWTsSan0HQGLVGrTcTJF/l/MtpH3MZbmmKLfWGtA5vzXvfuiXrYkvvLYKvmSM0T1dPnPrkFGa2nMkq/cc1Pxa5RvyYGgLlSPj8vo4OOIpqAdVwZMARve2VilUSqlqSmtd2nsnXnRXOVqqJPHANwqoHmO/dZztMWa7DmYn8cA7C6tWrhydPzE9HSmzH85Tn2HhjoyANWiJPOeoc3vumK9O1j7nOwvU46THj9marmyEmLgZNV/G7OqvRaOA80xku37pY9N4AoF/1fhbtz4RxOKKZK63WuLrv7JTfELs09BJWdF6Bac2niV6uXLBpvP/Y7ke8V/k9/mWIeBzZ5m1LFwGMMdUbaepzMPbe3wl7B1eHX0WzsGYAgOF1hwMAlnQUZpSA1O4n3Df5uqMFBlx/h7NazzKbhm0PuVx70on8cO5P/fXXXzFs2DA8e/YM1apVg6ur/pW5GjWEv7+CiKvGshp4k/EGizsuxqj6o6SuDpEZ3SuoXP+QRx2P0vvjlq5Mx5mnZyyu06W4S9rHZ5+dtWiGQ6GHlfzU/ifZ3jvnpHDCmcFnkJmTiYjACEQERkhdJati8/2tUaKGbIe72UNwJRdLI5ciqnUU79n35Ob88/MmX2d7T5294PJb6VS+E6sZJgveK1rIrRBSs1MN0jlawEv449z6iI+Px/379zFw4EDtNoVCQRNz2LA3GW8AAJtvbqYgjBjQ7T2x9Apf1/Vdsf/BfkurhGarmmkfZygzLMpL6Ab3mIZjtJMKmC1b5Eb1hMYTDLbVD64veDlyDVr4oEBH/oQ4RgqFwm4CMCB3Fsm8++gKclY4m52d1d5wGY5o7Pw1o8UMTD+cvyxTweDq+ojruBF/Ax3/6sivksThcR6OOGjQINSqVQunTp3CgwcP8PDhQ73/E9ulO+yM2B++UzHrBl6W9vAIEYABQJoyTftYzIVKzelfsz/jdraNRN0/6mI0/ot6Gl/LxhFZI8ASswx7CnbNMdWbYOpzcNReiCXnjA+rHFx7sCCLhdsSLr+Vqe9MZdxecKh2wYuQpfxKmZ1FkRBTOAdhjx8/xpw5c9CgQQOULl0aYWFhev+IeN6kv8Hee3stmj7ZFKVaKUq+RHwqtcpsEF3156rYcWeHyTTbbm1DmYVl8CrtlTbfTus6aV9nms49LjWOR42Fk6XiNllIQZY0mue3n8+cJ0MDQIoeFkdqtBPbVy2gmvaxyXvCTPyWxPr7KHdMF4RqlqgJX3dfh+sFA9j3hL0Z/wYNQhqwSuuoAT4RD+cgrFWrVrh8+bL5hIQzjUaDtOw0o6/XXVkXHf7qgF8u/CJK+UoVBWG2qvYvteE9y9tsujWX1zBuX3F+BRQzFOi2oRseJj5E8Pzc6aD33d+nN8TlZepLvf2ijkUh6EfrL+Kpi+uMjUIy1hhk2s70B9zY/gmTEjC2If8ZLQmxRQc/tnyZG0cNwnQvkP3Y7kd8XPNjXBx6EW8nvkVYYce7QG4qUK8WUA19q/XF71V/h4+7D+s82X63KFgjbHEOwrp06YKxY8fim2++waZNm7B9+3a9f4Q/p5lOKBRVCFdfXmV8/VHiIwC5kx2IISU7hdd+GcoMLDy9EPfe3hO4RqSg2cdno8OfHQyG4F15eYXV/jfjbzJuH7ZzmN7zHHUOFDMUuP3mtt72gkNevjr4FatyxaT7WYQXDrdq2cZ6miztgSrsUViY+16s1PtmT/dRWXrsqPeRv+LexbWPTc16auozdtRZfnV/g+MajcOabmvgpHDSu6fXkZj6jjQIboBV766Cv6s/pzxpdkQiNM4TcwwblttYmznTcL0VmphDGDWW14Bmev6P+HX6a8QmxWqf6z4WUl6Qx9WMIzMw58QcjNk7Rq/eRHiTD+QOK1l/bT2vtYyux1/nlN6S9cXYepL0BP6e/vB2M9+Tx+RS3CV8VPMjAEBmTibn/S1pNHPpCeMaqAjRmLdWQJCRY9nkKIQdewp2zdFdRL0gU5+DpUtW2CoK/vXpDkfsVbUXgn2C8dPpnwDwD5KKeRUTpG6E5OHcE6ZWq43+owDMPI1Gw7pL+3nKc1x6cQmlfiqFOr/UEaUuz5KfMW5/ksR+Lbgjj4+YT0QExXdGQDn+ESm1oBRKzi/Je//VMau1j0sUKsF5f0satmL1hAGO1eAWk6NNw+8ITP2+HPXeZjpf6NP9PEbVG2X0/l0ulndeziodDUckbHEOwnRlZnK/6uzImv/RHO9dfg+HHh1ilT54fjBq/1Kb81Xms8/OYvD2wdrJFYz5cv+XCPkpxGD7zCMzUWpBKfx06idW5XFdmZ4YN3LnSAzfMdxsOr6N/J6Ve/LaT2zJWcm895VydkQuPWFm8ypwTG0pkCtTpIxVyuFjb7+9UldBMKwXa3bgXhEp7xEl8qHbLikYFHEJkpZGLkX3St2RNTULpfxKsdrns/qfsc6fODbOrWeVSoVvv/0WwcHBKFSokHZa+q+//hq//fab4BW0J6eenoIaalx5xe7+HT40Gg0a/NoAv136DSN3jTSZdu7JuYz7f3PkGwDAuH3jWJVJV+CE8TbjLX4+/zOWX1iO1+mvRSmjiGcRg222PnxH0iCMQ08Y0zZTi0wL8bv6pPYnFudh6wK8Azilt/Rzl8P5UA51sJS7s/Ep1U29P5WGRuRISS49z0JdHB5RbwQ2997ManmWyU0n48X4F2gW1sxsWkIAHkHY999/j9WrV2Pu3Llwc8v/UlavXh2//vqroJWzV5MOTAKQG/DkjU2OT4vXvt4g2Px0qRWXVMSLlBfa50qVEooZCjjNzD+kt1/fZtrVpOI/FDefqABHvuoqpJSs/IlRzAVGfAMPpnWj+OT128XfMHr3aF51EJqUw4/49oR1r9QdG9/fiB6Ve4hRLa3CHoVFzd8eVS5eWeoqEADVS1Q3+hpNzCEfusfih7Y/YHff3RLWJp9eT5iVJspwUjghsFCgVcoi9oFzEPbHH3/gl19+Qd++feHsnD/rTo0aNXDr1i1BK2fvOv/dGY1+a4QcdY7ezIRvMt6YPWnceXMH3x79FgAw69gs+EQZTrN69RXzLIumvMl4w3kfe7jqKgdcFlNedGYRrzKYhqjyCcIG/zsYi87yq4PcWDQxB897wsoWKYv3qrynl67g78iWLm7Y4jlgddfVBts+qPYBNaJsgKlzpaP2hLUo3QIA4Ovua9Vy/+j2B5wVzljYYSG+aPyFLH8/lgxHJERMnGdHfPbsGcqVK2ewXa1WQ6l0zBti+VDMyG+0BM8PxtuMt9rnqdmprBrGG65vwM+dfsaUg1NYlanRaJCmTEMht0LcK2yCLTUW5czV2VX72NzV3Ltv7/IqY+7JuZjTdo7eNlu/h6JNmTYW7W/RxBw892XTCLDFwMaWtApvZbCtTpDlEyDR+VAYfHsvHLUnLNQvFM/GPYOfu59Vy21eujkyp2bCxYlzc1JUuufYgt8lsXrGaGp6whXnnrCqVavi2LFjBtv/97//oVatWoJUytG8SnulN/wssFCgwfpMTHQDN2N0TwoVllSAT5QPVl1axbpu5RaVw5mnZ7TPmWZ2pIk5hFHcK38oqG5AJjYuPWE+buwXtrSWckXyLwrx+SMoRk8YUz2kmKKecFOleBXG7XKcVZQwc9SeMAAo6VOS91IflpBbAAbot1XE7vnydPEEAHQo10HUcoj9Yd16HjRoEFJSUjB9+nSMGjUKc+bMgVqtxubNmzFkyBDMmjUL06ZNE7OuDiMmLob1lPTv/fOeydcfJj5EanYqvjv6nXYx5UHbB7Guy/2E++i0rhMAYPn55XCe6YzfL/2ul4Zr4zIpMwnLzy/X3geXlZOFHXd26N0T5Yh83PMDHGv+UctSse8J47Ogt9hXB19n5E9iwidwEaMnjO0yFHzyJuIpXbg04/bzQ85jbhvDiYysrWXplqzSsZlEQO5M3RNmihC/PWL7dIdFGvSECRyUPRn7BGcHn8U7Ye8Imi+xf6yDsDVr1iAjIwNdunTBhg0bsGvXLigUCkybNg03b97Ev//+i7Zt24pZV5tXN6gu67RsZ6zbfHOzydfLLioLnygffH3oa9ZlF5SYmQgAGL4zd+r0T7brz7jGteE7cNtADN85HG3WtsEvF37Bh5s+RJe/u6DHP+JOUiB3uo1uaw5r4HpPGNe6id0o2nhjo3ZIpbUDF2PffT7vWYwp6gk7NUvUxMb3NxrtCQsrHIYJTSawykvM7+CkJpOwvNNyvV7zPJWLVcaabmuwtvtaSXpDhMal1z36o2jtY0cdjkj01S2Z394yuCdM4L+vRb2Kol5wPUHzJI6BdRCm+6Vt3749jhw5gtTUVKSnp+P48eNo166dKBW0J7s+3CV1FXgR+qrRlltbAABXXl7B0B1Dtc/3P9gvaDm2RrfRbc2ruVwXfs7M4bY+oDWmwP90x6cArH8VvGCD+9jA3KHaXq5egudNLKc7zFf3GDUObYz3qpgeVSAH7i7uGFp3KMKLhBu8dvP1TXxc82P0q9FPgpoJb/HZxazT6t4X6sjDEQkzuleLyBWnm3noyqxl5DRdNJd1qMydwMRsLF6Ou2zRQr62JF2Zrn1cMPC9/fo29t3fJ0q5aco0Tum5Dkm0RhD2x+U/AAjTA2XJvvWD6wPIHVr6S+dfeOfLpl5NQptYlL+QbOVvg4eLB1Z3XY1fOv+Col6GyzXYMnsJvvKMbTiW1340HJEURLMhErnidONJhQoVzP6xffvW/GQRjszPxQ9JOUlSV4PTemDmTmBineD+vvo3+mzuk1vGdPs/iZ6IPaF9XDDwrbS0kkH6dmvb4bd3f0OoXyjvMlVqFR4nPua0T97wVC7prTE86u6bu7waYJZMqWzqAkTnCp155wvk3v+TtwwFk+ODjuvNskrY6R/RX9T8rRGQMn3vCrsXFr1ca+I7GQoNRyQFiX1PGCF8cQrCZsyYAT8/605/am90A7B7n91DucWG0/2TXHkBmKPQDSCuvrqKEoVKmEwf/SAaQ3cMxa6+/Ie5tv6jNY48PsJpnzfp3NaSu/LyCoJ9gzntw8fDxIecg7DlnZajWkA13mWaanBzbYwXbFi3DG+JQ/0Pobx/eV51s6YRdUdg3L5xUlfDodlbw9LUBY4GwQ1w5lnurL1BhYL0XrNGzzuxLWLfE0YIX5yCsA8++AABAQFi1cXhlPUvCy9XL71haOMajkOOOgfdK3dHi9ItLLrSrZ6mxsGHBzFs5zCU9CmJo4+P8s5Lt45iOvTwEGoF1ZLV0E1r0Z2Z7XnKc1b7xKfH8y5Po9FwDsAAoPHvjTmlF+L+KDYeJnAPwobWHWpRmVyG4vLpIclbgFXuRjccTUEYEZSppU90f0t592Hm4TurIrFfjtieILaB9T1htjLmX+5Gho4EAAyMGAgASJiUoPf6j+1/xMKOC002vlZ2WYnYMbEAgL7V+wIAPqz2IRa0X6CXTqFQoHWZ1rj72V0cGXAE6V/xD6S8Z+kPJ+u3uR8uvbjEOz9jWv3RCoHzDIeH9dnUB7OOzRK8PDkJ8sm/ops3fb85119d51yORqPBtVfXMOfEHPOJBZCUZZ3ht1dfXbX+xBymesJMBGj2diWW1gqUnr1N5ML2t5W3tMeloZfwS+df8F5l+U+wQqzj1y6/4ssmX6JBcAO97fbWa0xsF+ueMHtrNEilbdG2+Omjn+DqmjtLl5uzG5K+TMLqmNXoWaUnqzwG1x4MIP8+qT97/Kl9bczeMUb383T1RJ2gOrjw4gLP2uf76+pf+OvqX9BM13D+bjgpnEw2lpnWrfr72t8AcmfBqhZQzWq9K5aadWwW1Bo1pjabajat7r0MV19dZZV/Rg63mQ0BYPe93dq136zh/PPzAIDZx2eLWs7WW1vh4eIhahnm2FtD2FEI+ffNGn8rHeGiaM0SNVmly/vNRQRGICIwQsQaEVvzSe1PGLc7K5ytXBNCmLG+fKlWq2kookh83X3xeYPPUdKnpMFrH9f8mFNedYJML/KsuyCwUA49OsQqnUqtwtlnZy3qrWjwawO0WtOK9/7WlJyVjCkHp+DrQ1/jbUbuhDXpynSkZTPPRqg7tXKFohVEq9fSc0tFy5tJy9It0XV9V5x6ekrUcp6lPJNkZrTjA48zbjdY90snQHOERjQhfFwedhl/dv8T7cqyW/aGemEJW3PazEGYXxi+b/W91FUhBADHKeqJ9a3ptgYvxr/Aof65gc6KzitMpj/1ySlEfxRtdOihq5Or3vPhdYejdOHSCPENEabCJnxz+Bs0+LWB+YRm5N2QLXd5CwgDQFJmEtQaNfxm+6FQVCHGBZJ1e8LEvAdv113rrldnzV7Lh4kPrVZWHmNTnTvScERChFKjRA30rdHX5IUK3eFkdEGDsDWxyUQ8GvPIohmFCRESBWE2ILBQIFqUbgHNdA0+rfOpybSuzq5oU6YNPF09GV9/mvxU7/mQ2kPwcPRDTHlnimD1Nea7Y9+xTjvv5DyTr6+/th6xSbG863I57jKSMsW9V0mpVmofv0h9gXRlunbmroITb6y7ug4/nPxB+9xaE6FYg70vnsp2CKKtDKEllpHqfpNmYc0kKVdq1BNGCLFVdPZyMDdf39R7njdrUHEv9uuGWcOE6AkmX/9w04cIXxjOK+9jj48hYkUEyi4qy2t/tnSnSg4qFKTXWOi+oTsUMxRQqnIDtb6b+2LTzU3a1zOU3O/1kit7XzzV2JV43e11guqgdlBta1WJcMQ2cPq0tumLYICV7gkrEPgHeAewvqfYHuh+xhSEEUJsFZ29HNjoBqMRXiQ3kOlaqSvn+8/YSshIwI8nfxQ8X76N+223twEA3mRwW+/KlGOxx7Azfqde4yAzJ1P7WKVRISYuRvs873HITyEYsXOEQX5cJtyQ+7o4QgdhtjKUT3d46aKOi2jYlB1Y1HGR1FUAADQKaaT3vEuFLg71/dIbjkiT4RCZk3rCKCJfFIQ5sAUdFmgfuzi5YE23NaKUM+TfIfgi+gtR8s5z/vl5JGYmskrLNDPS9tvbcfbZWd7lt/6zNVY+W4n9D/drt62/tl77WK1R47eLvxns9yrtFZadX2awnUuA+CLlBcfaWhffIOxp8lOD4bOA7UwvHJcap32cnJVsNr0jNaLlhm1D3t3FXeSasFMrqJbec3sf8msK9YQRufqq6VcAgCUdl0hcEyJXdPZyME/H5jZq57ebz/g613vD2DSw99zbwylPLqYcmIIJ+yag3sp6qLikIqt9Cv7Rvv36Nrqu7yrIpCH3E+5rHz9KfKR9rNaoUcqvFOt8dtzZwTqts5O8p9vNG3LJRbYqG6E/hSL0p1C9HkVAv4dJDnQb8MYmDCj4O7GVQNJRCHk8pDi2cvtNiE23N5wuXhC5+r7193j1xSujU+UTQkGYgwn2DYZmugZjG41lfH168+noXqk7FndczCq/nv+Yvw9BzKvHs47PwrxTuZN4vEp7hZ/P/YxXaa9M7lMwCHuQ8ECw+uy4mx88tQ5vrX08dMdQxh4vY8ILs7/fjU+QY02/XTLsATQnJStF+zghQ39Bc7ndY2asEajb4yq3OhPxeLowT4okJkf7fukGutQTRuSsuLe87rcn8sJ6sWbiGFydXbG592YAwGe7PzObfsutLXrPc9Q5cHHS/1pZc2HEkbtGYlXMKpwbcs5oGlP3UGk0GouurO57sE/7WDf4PPr4KKd82AbBgP4sjHJ0+NFhQfOTc4NT9wq9bg9lwTrTfSz2J2ZoDJwUTlYZshjgrb9mJw1HJIQQ20NnLyIopgZ3fHq8Vetw/vl5k6/ffXtX+1ilVukFXQHzAjD3xFxO5RmbKMKSCSS4DDG0tCdsfKPx+N/7/7Moj4L+6PaH9rGlQWLB4V1yC8KKeRXTPtY9broXHwoOF7PGkDU3ZzfRyyD5agbWRPUS1a1SVtsybfWeO/RwRLqgQQixUdQTRgTFZgICqek2lLNUWXqN+tfprzFp/yRMbDKRdX7GJtF4m/GWdx3z6vTTqZ/MBrF8gxxPF09cGX4FZYuUFfy+io9qfoSPt+bOtllwOKGl5BaEFfYojEP9D8HN2U2vF9hUT5g1yG3ZCVPalW2Hfff3mU8oEluZcTNPwd+r3H4T1kQ9YYQQW0VBGBGU7r08cqXbYFGpVfj90u+88slR56DRb42M9rxtv7OdV75A7sQckeUjMW7fOFb14CMjJwPl/Mvx2pcLtr0+xoaCFrzSLcdJLVqUbmGwTbdxKEUjeUJj02vtyYnYC6cL6cqwK6ixvIbU1dDjaMMRjU2AQwghtkTSS0hHjx5Fly5dULJkSSgUCmzdutVo2qFDh0KhUGDBggVWqx/h7nX6a6mroEd3Zr07b+6g7i91EX0/WrtNrVHrLZLMxYnYEyaHPr5X+T1e+QLAsvPLWAdXqdmpvMvR1aFcB0Hy4WvX3V3ax7oNK7kPRzRGbzhigUZyvZL1RC27e6Xu+LzB56KWISRb6EHPY60hh1zQcERCCLE9kgZhaWlpqFmzJpYsMb2GwtatW3HmzBmULFnSSjUjulZ0XsE67dFYbhNQiOno46Pw/N4TUw9OBQB039AdF15cQEp2fm/drde3eOeft+izrsERg7WPLR0mk5WTxSqd7npUltjZZyeejH0iSF58HHp0SPvY1IyVtjJ0jGk44vUR17Gq6yp8UO0DUcuuWaKm1XsIdO+N46pC0QoC1sTx2MqFCTFQTxghxFZJGoR17NgR3333HXr06GE0zbNnzzBq1Cj89ddfcHV1tWLtSF7DqFP5TozDrZi4O8tjMVONRoPmq5sDAL4/9j0A4Eb8DYN0TNvYYrp6n63O1j62pGFUzr+cwfpYxljS+NXlpHBCiG+IIHnxoXtFu95K5p4ipUqJiBURZvM6MegE4sbH4ZNan2BV11VCVZETpinqqxSvggERA0RvOA6uPdh8IoF9XONj3vtK3ZBuHNpY0vIt5cjDEQkhxFbJ+p4wtVqNjz76CBMmTEDVqlVZ7ZOVlYWsrPwehOTk3IayUqmEUintVN555UtdD7YuDb6E1OxUFPEsgvXd12Pr7a0YtmuYyX3+d+N/uPf6Hgq5FoK/p79kjavE9ES958Y+c2WOke0sjlGAV4DBtvTsdCiVSuSoc5CWlWa+okbce3sPxX5gF1xlZrML1piI9V3kk++8U/Nw981dVAuoZpBXXn5/XfsLsUmxZvMq4VkC/u7+WNZxmcmJQSx9/6b2V6vyg3Bljvnzj24PH5t6GUszrsE4BHgGWP08Y8mQuDDfMAFros/U53B92HWceXYGH1T5wCAd1/O1lOd1Nt8ve8L1t8KWrf2NJvzRsXYcTMdaLsdd1kHYnDlz4OLigs8/Z39vQ1RUFGbMmGGwfd++ffDy8hKyerxFR0ebTyRDgQhkla780vIAAE8nTxR3k2aGNv95/nrPd+3axZju3GXm9cQ2/bsJns5mFl1lmEsg9nksduzcgaE3hiJeaZ2p+U+dPcV7X2Ofi6X45rvtzjZsu6M/zPPAgQMo6lYUADAwZiCrfA4dOqT97qXkGJ8sxtL3b2r/1Jz8e/UuxVyC/xN/o2kBwDk9v+eMTb2MpXny6Ilox9WUh88e8t73+ePn+LPan3BWOONe+j18ff9rwepl7rPwhz/2PNlj9HW252spPvM8r16/krR8a0tKyj/5ivG+bfVvNOGOjrXj0D3W6enpEtYkn2yDsAsXLmDhwoW4ePEip96UyZMnY9y4/BnlkpOTERoainbt2sHX11eMqrKmVCoRHR2Ntm3b2u7Qyhj2STPUGYjNNN9rYQ1NWzdlrPtVXGVM36RlEwQWMh10Km8rgQLtTv9i/mjepjniL1tvbbSI2hGA8VuoTIqMjDTcGMNuX29XbyxsvxCDdxgOfYuMjOT0XTGlVetWCPYJ5lS3Vq1aIdQ3FACQmJkIXGNOZ8n7N7r/f5Iyk7TlVq9RHZE1jacFgOrJ1TFs5zB8Vv8zdChrZJIUnboZ+4zLlSuHyOamyxLDweiDAM+vfbly5dCreS/t869nCReEmTpGppg8X8cIVw5vOnUo4l/E+uVL6OvnXwP/DQAQ8n3bxd9owgoda8fBdKzzRslJTbZB2LFjx/Dq1SuUKlVKu02lUmH8+PFYsGABHj16xLifu7s73N0N70tydXWVzQ9NTnXh6snYJwj9KVTqanCm2yuh68yzM4zb556ai8WRi03mqXAyvDiQpcoC2K+zLAwLRnzy/R7+2f1PRJaPRBHPIoxBmJDfbzdXN8756e5T3LU4RtUbhSXnDCcAsrSepvZ3V+uchxTmyypTtAz2fcxurawQ3xCj+Tk7OUtyfhlWbxgWnVvEa18x6yzEMWaTh5TndDXUNvs3hQ/dC7NivG9b/htNuKFj7Th0j7VcjrlsVzn86KOPcOXKFcTExGj/lSxZEhMmTMDevXulrp7DEnvihqQvxVkviOuN6xtvbjT5ulqjZpw4IyMnA9mqbIY9xMN3nTA+IgIjcHbwWfSt0RdFPIuYTOvrLkzPM5/ZEAtOW704cjG+avqVIPVhS8zFmgdGsBuWaU2Vi1eWdHZNR+bIU9QTQoitkjQIS01N1QZYAPDw4UPExMQgNjYWRYsWRbVq1fT+ubq6IjAwEBUrVpSy2kREQjXcCzr77Cyn9BGBEbgRfwMBPwRgxXnDKfrr/lIX/bb0M9iemZNp9SAsPt06Qx839NyAS0MvoV4wuzWuulbsKki5ulPXsyXE7Gkf1/wYyq+VvL+TTLMjCiUv75alWwqar6VCfEN4fV5Sz45o6xxtivqrr5iHkRNCiC2RNAg7f/48atWqhVq1agEAxo0bh1q1amHatGlSVouYsazTMlHy3faB4bpbQvlw04ec0jcJbYKe//REfHo8hu00nBHyUtwlxv1iXsZg3sl5vOrI12e7P7NKOe9XeZ9TekvXScvzIuUF532EapS6OLnwXgxW9/2LNYX4zj47RcnXErR4rvU52hT1hBBiDyQNwlq0aAGNRmPwb/Xq1YzpHz16hDFjxli1jsTQsLrDkDWV3ULCXHSp0AUAsLb7WovyESKY+/rQ17j5+iavfRefNX0vmaMQKgjTValYJVbpmIIwvr1jfHtpdN+/0D0Vee/F09XMDJ4S4HPcKXCzjKMNRySEEHsg23vCiLy5ObsJlte3Lb/Fnr57tI3dfjX6IXFSIr5s8iXujLrDOT+mRqC/p+npwc1RquSxpoSUjAUj7cq2Y04vQsP61utbrNIJ2Sjl+z50Py9rDhc7FnvMamUx4RO00nBEy1BPGCGE2B4KwogkwguHo3fV3uhTvQ+mNpuK9uXa673u5+GHqDZRvO4vcXEynPTzbcZb3nUFgKSs/AlDbOmm8GMDjTfI2fYqmdO5fGfG7UL1hPHpwRJyspKETOOLPZuiG7yJGYTVLFFT7/n9hPuilUXkqX/N/lJXwarylp8ghBBbJtsp6onta1OmDXpX7Y0h/w7R2351+FVUKFqBVW8an8ZrUKEgzvuYE58Wj2JexQDY1k3wpnpx2PYq8WVs+n9rUKr591wW9yqO+PR4iycWsVZP2Lkh5/A6/TVKzi8JAOhVpZeZPcTFp+eQb29jk9AmOPHkBK997Ukht0JSV8GqxBjqTAgh1kZnMiKa6I+iMbj2YCROStTbHlQoiPVwRt0eDba9YjUDa6JBcAPW9WTjVdor7WO+94pZW7WAaoLlFeAdYPQ1Yz1VQs1gxqfnkWn4KNt8bo26hWMDj6F7pe6cyzVGzCDM1dkVQT5Bes+lZM2hhebuiatbsq6VakKsiYavEkLsAQVhRHR+Hn6I/iha+9zdxXAxbWN0gzCmYYbGLO+8nHVaNlqsaaGd5v5l6ktB8xbLnDZz9Bora7qtQe2g2trnYxuOZZ3X07FPBa0bX3mB5ZbeW0yms2Q4or+nP5qWaipoQ8+avae2NFzWUuZ60E4OOmmlmkirb/W+UlfBqmgiF0KIPaAgjAiiTZk2Jl8P8wvTPuYSTPENwiICI1inZav56uYArLs4Ml+vJ7xGZPlIvcbKxzU/xpnB+UMEZ7eZzTo/KXtXzr84r32cN+FGYY/CJvfh8l2xBqsGYQKskWYJazaQTQXKgYUCrfK99ff0x7ctvxW9HGNqlqgJbzdvycqXAvWEEULsgbxaKsRmBRYKNPm67lBCLuP5dYcbSd2wzszJBADsu79P0nqwUdSrKON2FycXaKbnLgVhKw2ZjTc2ah/nBcDmvgtyu0fGkXrCrDk7Yt5vkgmfmVX5iJ8QL+k9SrbyOxYS9YQRQuwB9YQRqyhRqAR+av8TlnVaxml6+xDfEES1jsKSjks4B2GzW7Pv6eFi973douRrTdZouA2tM1TwPJ8m5w6LdFY4m0zH9P6k7CESeh0nU4GWLfaE8W1Uj2kwxuhrPu4+vPLkSupJImoF1pK0fCk4YuBJCLE/FIQRQQR46U/csKrrKoM0YxqOwbC6wzjn/WXTLzGy/khWDTXdhZonNZ2kndFQSOFFwgXP01K6wz111QqqBV93X1QpXoV33os6LDL5um5A0CikERZ3zF2s2tRkHnxl5GQA0J8oxRY4Uk8YH3wb1d0rd8f9z++jT/U+AtfIdpQuXFrqKlgd9YQRQuwBDUckgpjWfBrmn56vfT4gYoDV66CZbtj4/KHtDxi4baBgZag1allOUf9ozCMoZhg2TDxcPPDyi5dwdeJ3b0zSl0mc1mo7+Un+RAhi9hAE+wabfN3DxcNgm5TBiRy/M2Kxdi9FmSJleH+/CSGEEKlQTxgRhJ+HH64Nv4ZGIY30eqOkVsK7hKD5ZSgzBB9aJjYPFw84O5kevmcMn8Wy84gRhBX3Kg6AOcjKM+WdKQjxDRG8bEs48sQcU96ZIn6ZVg78Woe3tmp5pthiz6elpB4CSgghQqAzGRFM1YCqOPnJSbxb8V2rlRle2PTQwPbl2nPOc3rz6UZfS8xMNNqgXld9Heey7EFk+UgA+QFSHjEaSnkBhrG8L356Ed+1+s7kvlIQOghrWqqp0dekbpQXDIiG1B5ikObT2p/q72Ph8DJ/D3+L9ufK0WYjlBu6J4wQYg8oCCM27Z2wd0y+zjUQ6FqxK75p8Y3R11+kvoBKo98TNrzucKRMTIGXsxensuxF+aLlETsmFo/GPNLbLkYQlhfMGGu01woyPkmBPQxHfDT6EXb33Y22ZdsaTSN1TxgbH1T7QO+5pY3qqc2myqp3ypqkXpybEEIIPxSEEZvB1FCrHlBdsPzfr/K+dhHglqVbMqZZe3ktbsTf0Nvm5uxmcgHqmiVq4s/uf6KIRxHB6io3oX6h8HLVD0JF6QnTmO4JM7mvlLMjaoQZwhpWOAwdynUwmUbynrACATLT71bonowinkWw/+P9guYpdzNbzETNEjUxqv4oqatidTQxByHEHlAQRmzG0silBtvGNBwDACjvX97i/CsUraBtHObN7tgqvJVemkVnFxnMzGduUoDLLy+jb42+jPUXQ7CP6UkrrEWMICwhMwGA7Q1Hcqh7wgocG6ag0NYb0XKo/9fNv0bMsBiL7tu0Vbb2+yeEECYUhBGbEVk+EqmTU/W2uTi5QD1NjTufGV+YtUXpFqzyrx9cX/s4rHAYkr9MRvRH0ehRuYfJ/XSHA0W1ijKa7sPqHyJ+QjyruliiYI+UVLJyskTL+/7b+5z3sYfhiGzIrSeMMY2NN6Jtvf62Tg5BMCGEWIqCMGJTmG6IN9cgYpoYgEnBxaB93H3gpHDC/97/H0bWG8lqv/ENxxu8Pqpe/nAhMdYtyzOsTu4abMYmprC2aYenCZZXwd7HuNQ4znl0r9xdqOrImtQ9YQXLZxyOWHDIIjWqCQdZKvEu8BBCiLVQEEbsHtteiMeJjxm3OymcTC4ybWo44pbeW/BTh59YlW+pnzv9jLjxcehVtZdVyrOm1Gz9HtAmpZpwzqNpqaa4OvyqUFXi5NM6n5pPJBCpe8LYKBioFbxnbkH7BXBzdrNmlTihoFFaJX1KSl0FQgixGAVhxO6xbZSmZKcYfa2QWyGjr5manaxbpW4GPWxiUSgUKFFI2HXR5CbvPjNvV35ThFcLqCZkdcw6N+Qc/v3wX1QpXsVqZUrdE1YQU8BSJ6iO3vOCi7uPbjgaaV+liVktYsPWdFuDdyu+i6MDjkpdFUII4Y2CMGL3gn3ZTVShVCmNvmbqqjzXIKtd2XYAgImNJ4o6PNGeZCgzMOvYLG2vpq0s1lq3ZF10rtDZqmXKqSfs5KCTjNu93byxoP0C7XOmxbX5XLwwNqup0OieMGmVLlwa2z7YZnaJEkIIkTPbaMkQYoGWpVuibJGyZtOZ6q0w1SDk2ljc1WcXno97jjlt5+DVF6/M70BQbVk1TDk4RfvcVoIwKcipJ6xRaCOjr71X5T3By1vZZSUAWHXBeEIIIYQPaskQu6dQKDCxyUSz6TqW72j0tQDvAKOvvc14y6k+zk7OCPIJ0tZNbvb224syRcrgcP/DUlfFKArCjJO6J2zKO7nBcp/qfUymC/ENwfGBxwW9T6+sf1lkTMnA1t5bBcuTCd0TRgghxFLWuVmFEImZCqJ+e/c3NA5tDA8XD5N5fFTjI6y9stZg++v014zpKxerzK2SMtGubDvc/5z7FPDWVqZIGTxIeCB1NWRH6p6woXWGonV4a5QpUgaA6QsNfCZYMcfc75gQQgiRA7qcTHhb232t3v/l7N2K72Jsw7H4tcuv2m0NQxri3YrvYkDEAFQqVslsHn90/4Nxu7+nv97zDT03oE2ZNjgy4IhllSZGqTVq7O23FwMiBqBLhS6ilvVRjY9EzV9oUveEKRQKlC9aHs5OzpLWQ0xy7MEmhBBiWygII7z1q9EPWVOz0K9GP6mrYpaTwgnz28/XGyI1p80cbPtgm8VD2wo2entV7YXoj6JR3Ls4q/2dFZY1Vm21x80SCoUC5fzLYVXXVaK//0UdF2HqO1P1tn1f7nvcGn5L1HL5qlzc8b4P1kbDEQkhhFiKgjBiETmv5cNEdxINtuuH6epbva/BtoJrHHHFJgic3HSy0df8PPwsKt8W6TaCxe6VKOxRGN+2+lbvYkPVQlW1w+3k4vQnp/FN828wqv4o84ltxLYPtsHDxQP/e/9/eDPxjdTVIYQQQgRDQRhxKLpDpPgEYUU9ixpsMzW1PRubem0ym6ZtmbZGXyviUcSi8m2RbuBKvRK5GoQ0wPQW023uwogp71Z8F6mTU9GzSk+DYb+EEEKILaMgjDgU3cY7n3tnpjWfZrAtMTPRkiqhS8UuyJqaZTJNy/CWWNllJY4PPG7wWodyHSwqXywNQxqKlrdeEEb358iapUGyHO8taxDcQOoqEEIIsXE0OyJxWNVLVOe8T1Evw56wmS1nWlwXNr0Xg2sPZtz+Wf3PLC5fDHWD6uL009Oi5E2Bl+2wx9kKP2/wOVydXdE6vLXUVSGEEGKjKAgjDufR6EdIV6abnLaejUtDLyEiMAIAoFRaNiSRry4Vusg2IPmw+odYcm6JKHkLsU5Y90rdOaUPKhRkcZmOqKhXUfzY7kckZyXj72t/48NqH0pdJYu5Orvi8wafS10NQgghNoyCMGJzKhWrhFuv+c9MF1Y4zKLyT39yGs9TnmsDMKH4e/rzWvhZriyd9dEUL1cv7WO+w9283bw5pRf6eDuScY3GAQC+afGNtBUhhBBCZIKCMEI4ahAizv0gRTyKcA7CGoc0FqUuQuAz8Yk5sWNi4aRw0pvlkm9PINd7Ap+nPOdVDiGEEEJIQTQxByEy0TysOed9apSoIUJNhJGRkyF4nqF+oQj2DdbbZq3ZES++uGiVcgghhBBi/ygIIzbHXqck/6nDT+hVtRenfeR6PxgAXHpxySrl8O4JA7eeMLoHiBBCCCFCoSCMEJnwdfdlXJQ5dkys0X3kHJAq1daZrITvZ8B1OGLDkIb4pfMv2P3hbl7lEUIIIYTkoSCMEJkL9Qs1+pqvu68Va8JNwYks/v3wX1HKsVZPGAAMqTOEpiWX0PhG46WuAiGEECIImpiDEBtWP7i+1FUwqqhn/ppqt0fdRpifZbNSLu64mHE7354wXzf5BrCEWZkiZaSuAiGEECII6gkjREaqB1RHw5CGrNIuaL9A1veEuTq7ah+7OLlYvLbXiHojGLdz/QxWd12NpqWa4rtW31lUHyKtNd3WSF0FQgghhDcKwgiREWcnZ5wcdBIDIgYYTfPg8wdY3XU1RtYfab2K8VAtoJr2cYB3gEUBY4PgBkaDOK49Yf0j+uPYwGMo7l2cd32INHSP9cc1P5awJoQQQohlaDgisTly7v0RgkKhMDlpRHiRcIQXCbdijfhxcXLBnVF3kKPOQSG3QlCpVbzz6lapm9HXLO1hI4QQQgixNgrCCJEhPpNGyFH5ouW1jy0JloJ9go2+prtwMyGEEEKILaBLyMTmyHladqFwnT7dFljSg1k1oKrR1/rV6AcAaFe2He/8CSGEEEKsiYIwQmSocWhjqavw//buPbiK+u7j+OckhHBCLpBEciEJ+AgGDHmaAF6C2OBjFSJg0GopN8mojOmI0HG0FjtKbKdKZxxxgFJhaFARhc4QambEDrQRoqJ0gKQEHElxkgk0BGotHDDNBfN7/sCcEnLhluyes/t+zZyZnN09e777+5Cw3+yeX4LG0Oih+ua5b/SnOX+yuxT0sbSYNLtLAACgV9jahJWXl2v69OlKTk6Wx+PRH//4R/+61tZWPfvss8rMzNTAgQOVnJyshx9+WPX19fYVjIDg9M+ESdKCsQu0bvo6HV542O5SAsKlrn5GhEW44t+F29078l699H8v6YM5/MFsAEBws7UJ++abb/S9731Pq1at6rSusbFR+/fv1/PPP6/9+/erpKRE1dXVuu+++2yoFIHk5uSb7S6hz4WGhOrRsY/qxrgb7S4lINBgQTr/72DJHUs0ZcQUu0sBAOCa2PqJ9ry8POXl5XW5LiYmRjt27OiwbOXKlbrllltUV1entDRuS3Gr5ZOXKzkqWbPGzLK7FAAAAOCKBdW0YqdPn5bH49GgQYO63aa5uVnNzc3+5z6fT9L52xtbW1v7usQetb+/3XUEu4jQCC29Y6mkwBlLsu1b586dC5ixJWt3IGf3IXP3IGv36CrrQMndYwJkGjaPx6OtW7dqxowZXa5vamrSxIkTNWrUKL399tvd7qeoqEgvvvhip+XvvPOOIiIieqtcAFfhny3/1ILPF3RaPmHQBO0+tbvb172W/pqGe4f3YWUAAMANGhsbNXv2bJ0+fVrR0dG21REUTVhra6seeugh1dXVaefOnT0OWFdXwlJTU/XVV1/ZOtDS+ePYsWOH7r77boWFhdlaC3oX2V6+/i/177Ts8bGPa83+Nd2+Zt9j+5Q5JLMvy7psZO0O5Ow+ZO4eZO0eXWXt8/kUHx9vexMW8Lcjtra26kc/+pFqampUVlZ2ycEKDw9XeHh4p+VhYWEB840WSLWgd5Ht1bnUxBth/QJvXMnaHcjZfcjcPcjaPS7MOlAyD+i/E9begP3973/Xn//8Z8XFxdldEoA+0GbaOjyf97/zOjxndkQAAOAktjZhZ8+eVWVlpSorKyVJNTU1qqysVF1dnc6dO6cHH3xQe/fu1caNG/Xtt9+qoaFBDQ0NamlpsbNsAL0sxNPxR9Fb97/V4fml/k4YAABAMLG1Cdu7d6+ys7OVnZ0tSXrqqaeUnZ2tF154QceOHVNpaamOHTumrKwsJSUl+R+7d3f/AX4AwefBmx7scT1XwgAAgJPY+pmwSZMmqad5QQJkzhAAfSy8X+fPcV6IK2EAAMBJAvozYQCcJzkqudMyfuECAADchCYMgKW2z92ue0fe22GZUc9NGLcjAgAAJ6EJA2CpjCEZen/2+1f0Gm5HBAAATkITBsB2Y4aM6XE9V8IAAICT0IQBsF2sN7bH9RdPYQ8AABDMOLMBAAAAAAvRhAGw1UM3PWR3CQAAAJaiCQNgi1V5q3T3/9ytN2a8ccltmZgDAAA4CU0YAFs8ccsT2j5vuyLCIuwuBQAAwFI0YQAAAABgIZowAAFpVPwo/9dMUQ8AAJyEJgxAQGJaegAA4FSc5QAICMlRyZKk9Lh0SUzGAQAAnIsmDEBA2Dl/pwrHFeqDOR9I6ngLIg0ZAABwkn52FwAAkjQybqR+N+13dpcBAADQ57gSBiAg/WzCz+wuAQAAoE/QhAEISKkxqf6vmR0RAAA4CU0YgICUFpNmdwkAAAB9giYMQEBKGJhgdwkAAAB9giYMQMBjdkQAAOAkNGEAAAAAYCGaMAABycjYXQIAAECfoAkDEPCYHREAADgJTRgAAAAAWIgmDEBA8vbz+r8eMnCIjZUAAAD0rn52FwAAXQkNCdXJp0+qzbRpQL8BdpcDAADQa2jCAASs6wZeZ3cJAAAAvY7bEQEAAADAQjRhAAAAAGAhmjAAAAAAsBBNGAAAAABYiCYMAAAAACxEEwYAAAAAFqIJAwAAAAAL0YQBAAAAgIVowgAAAADAQjRhAAAAAGAhmjAAAAAAsBBNGAAAAABYiCYMAAAAACxEEwYAAAAAFupndwF9zRgjSfL5fDZXIrW2tqqxsVE+n09hYWF2l4NeRLbuQdbuQM7uQ+buQdbu0VXW7T1Be49gF8c3YWfOnJEkpaam2lwJAAAAgEBw5swZxcTE2Pb+HmN3G9jH2traVF9fr6ioKHk8Hltr8fl8Sk1N1dGjRxUdHW1rLehdZOseZO0O5Ow+ZO4eZO0eXWVtjNGZM2eUnJyskBD7Ppnl+CthISEhSklJsbuMDqKjo/mmdyiydQ+ydgdydh8ydw+ydo+Ls7bzClg7JuYAAAAAAAvRhAEAAACAhWjCLBQeHq6lS5cqPDzc7lLQy8jWPcjaHcjZfcjcPcjaPQI5a8dPzAEAAAAAgYQrYQAAAABgIZowAAAAALAQTRgAAAAAWIgmDAAAAAAs5Pom7OWXX9bNN9+sqKgoDRkyRDNmzNDhw4c7bGOMUVFRkZKTk+X1ejVp0iQdOnTIv/7rr7/Wk08+qfT0dEVERCgtLU2LFi3S6dOnO+znvvvuU1pamgYMGKCkpCTNmzdP9fX1l6yxqqpKubm58nq9Gjp0qH75y1/qwvlUjh8/rtmzZys9PV0hISH66U9/em2D4hBOyPbjjz/W7bffrri4OHm9Xo0aNUrLly+/xpFxHidkvXPnTnk8nk6PL7744hpHxzmckHNBQUGXOWdkZFzj6DiTEzKXpN/+9rcaPXq0vF6v0tPT9dZbb13DqDhToGfd1NSkgoICZWZmql+/fpoxY0anbTgfuzQrc27X3NysrKwseTweVVZWXrJGy867jctNnjzZrF+/3hw8eNBUVlaaqVOnmrS0NHP27Fn/NsuWLTNRUVFmy5YtpqqqysycOdMkJSUZn89njDGmqqrKPPDAA6a0tNQcOXLE/OUvfzEjR440P/zhDzu816uvvmo+/fRTU1tbaz755BOTk5NjcnJyeqzv9OnTJiEhwfz4xz82VVVVZsuWLSYqKsq88sor/m1qamrMokWLzJtvvmmysrLM4sWLe2+AgpgTst2/f7955513zMGDB01NTY3ZsGGDiYiIMGvWrOnFkQp+Tsj6ww8/NJLM4cOHzfHjx/2Pc+fO9eJIBTcn5Hzq1KkO+R49etTExsaapUuX9t5AOYgTMl+9erWJiooymzZtMl9++aV59913TWRkpCktLe3FkQp+gZ712bNnTWFhoVm7dq2ZPHmyyc/P77QN52OXZmXO7RYtWmTy8vKMJFNRUdFjfVaed7u+CbvYyZMnjSSza9cuY4wxbW1tJjEx0Sxbtsy/TVNTk4mJiTGvv/56t/v5wx/+YPr3729aW1u73ea9994zHo/HtLS0dLvN6tWrTUxMjGlqavIve/nll01ycrJpa2vrtH1ubi7f9N0I9mzb3X///Wbu3LndrkdwZt3ehP373/++3MN0vWDM+WJbt241Ho/H1NbWdrtf/FcwZp6Tk2OefvrpDq9bvHixuf3223s+WJcLtKwvNH/+/C6bsAtxPnZ5+jrnbdu2mVGjRplDhw5dVhNm5Xm3629HvFj7pczY2FhJUk1NjRoaGnTPPff4twkPD1dubq52797d436io6PVr1+/Ltd//fXX2rhxoyZMmKCwsLBu9/Ppp58qNze3wx+Zmzx5surr61VbW3slh+Z6Tsi2oqJCu3fvVm5ubrf7RXBnnZ2draSkJN1111368MMPL3msbhbMObf7/e9/rx/84AcaNmxYt/vFfwVj5s3NzRowYECH13m9Xv31r39Va2trzwfsYoGWNfpGX+Z84sQJLViwQBs2bFBERMRl1WPleTdN2AWMMXrqqac0ceJEjRkzRpLU0NAgSUpISOiwbUJCgn/dxf71r3/pV7/6lR5//PFO65599lkNHDhQcXFxqqur03vvvddjTQ0NDV2+94W14dKCPduUlBSFh4dr/PjxeuKJJ/TYY4/1uG83C9ask5KStHbtWm3ZskUlJSVKT0/XXXfdpfLy8ss4avcJ1pwvdPz4cX3wwQd8P1+mYM188uTJWrdunfbt2ydjjPbu3avi4mK1trbqq6++uowjd59AzBq9ry9zNsaooKBAhYWFGj9+/GXXZOV5N03YBRYuXKgDBw7o3Xff7bTO4/F0eG6M6bRMknw+n6ZOnaqbbrpJS5cu7bT+mWeeUUVFhbZv367Q0FA9/PDD/g/7ZWRkKDIyUpGRkcrLy+vxvbtaju4Fe7YfffSR9u7dq9dff12vvfZal8eB84I16/T0dC1YsEBjx45VTk6OVq9eralTp+qVV165whFwh2DN+UJvvPGGBg0a1OUH/NFZsGb+/PPPKy8vT7fddpvCwsKUn5+vgoICSVJoaOgVjIB7BGrW6F19mfPKlSvl8/m0ZMmSbt/f7vPurq/NutCTTz6p0tJSlZeXKyUlxb88MTFR0vnuNykpyb/85MmTnTrlM2fOaMqUKYqMjNTWrVu7vKwdHx+v+Ph43XjjjRo9erRSU1P12WefKScnR9u2bfPfmuD1ev3vf3HnffLkSUmdf0uArjkh2+uvv16SlJmZqRMnTqioqEizZs26qvFwMidkfaHbbrtNb7/99pUMgSs4IWdjjIqLizVv3jz179//aofCNYI5c6/Xq+LiYq1Zs0YnTpzwX/WOiopSfHz8tQ6N4wRq1uhdfZ1zWVmZPvvssw63FUrS+PHjNWfOHL355pu2n3e7/kqYMUYLFy5USUmJysrK/Ce77a6//nolJiZqx44d/mUtLS3atWuXJkyY4F/m8/l0zz33qH///iotLe10/3d37y2dv19ckoYNG6YRI0ZoxIgRGjp0qCQpJydH5eXlamlp8b9u+/btSk5O1vDhw6/6uN3AqdkaY/z7xXlOzbqioqLDf0Ju56Scd+3apSNHjujRRx+9skFwGSdlHhYWppSUFIWGhmrTpk2aNm2aQkJcfxrmF+hZo3dYlfOKFSv0t7/9TZWVlaqsrNS2bdskSZs3b9avf/1rSQFw3n1V03k4yE9+8hMTExNjdu7c2WHa4MbGRv82y5YtMzExMaakpMRUVVWZWbNmdZgq0+fzmVtvvdVkZmaaI0eOdDm99J49e8zKlStNRUWFqa2tNWVlZWbixInmhhtu6DADy8VOnTplEhISzKxZs0xVVZUpKSkx0dHRHabKNMaYiooKU1FRYcaNG2dmz55tKioqzKFDh/pgxIKHE7JdtWqVKS0tNdXV1aa6utoUFxeb6Oho84tf/KKPRi04OSHr5cuXm61bt5rq6mpz8OBB8/Of/9xIMlu2bOmjUQs+Tsi53dy5c82tt97ayyPkPE7I/PDhw2bDhg2murra7Nmzx8ycOdPExsaampqavhm0IBXoWRtjzKFDh0xFRYWZPn26mTRpkv/c60Kcj/XMqpwvVlNTc1mzI1p53u36JkxSl4/169f7t2lrazNLly41iYmJJjw83Hz/+983VVVV/vXtU0t39Wj/IXvgwAFz5513mtjYWBMeHm6GDx9uCgsLzbFjxy5Z44EDB8wdd9xhwsPDTWJioikqKuo0TWZX7z1s2LDeGKKg5YRsV6xYYTIyMkxERISJjo422dnZZvXq1ebbb7/ttXFyAidk/Zvf/MbccMMNZsCAAWbw4MFm4sSJ5v333++1MXICJ+RszPn/5L1er1m7dm2vjIuTOSHzzz//3GRlZRmv12uio6NNfn6++eKLL3ptjJwiGLIeNmxYl/u+1HG4/XzsQlblfLHLbcKMse682/PdjgAAAAAAFuBmZAAAAACwEE0YAAAAAFiIJgwAAAAALEQTBgAAAAAWogkDAAAAAAvRhAEAAACAhWjCAAAAAMBCNGEAAAAAYCGaMACAIxQVFSkrK8vuMgAAuCSPMcbYXQQAAD3xeDw9rp8/f75WrVql5uZmxcXFWVQVAABXhyYMABDwGhoa/F9v3rxZL7zwgg4fPuxf5vV6FRMTY0dpAABcMW5HBAAEvMTERP8jJiZGHo+n07KLb0csKCjQjBkz9NJLLykhIUGDBg3Siy++qHPnzumZZ55RbGysUlJSVFxc3OG9/vGPf2jmzJkaPHiw4uLilJ+fr9raWmsPGADgaDRhAADHKisrU319vcrLy/Xqq6+qqKhI06ZN0+DBg7Vnzx4VFhaqsLBQR48elSQ1NjbqzjvvVGRkpMrLy/Xxxx8rMjJSU6ZMUUtLi81HAwBwCpowAIBjxcbGasWKFUpPT9cjjzyi9PR0NTY26rnnntPIkSO1ZMkS9e/fX5988okkadOmTQoJCdG6deuUmZmp0aNHa/369aqrq9POnTvtPRgAgGP0s7sAAAD6SkZGhkJC/vv7xoSEBI0ZM8b/PDQ0VHFxcTp58qQkad++fTpy5IiioqI67KepqUlffvmlNUUDAByPJgwA4FhhYWEdnns8ni6XtbW1SZLa2to0btw4bdy4sdO+rrvuur4rFADgKjRhAAB8Z+zYsdq8ebOGDBmi6Ohou8sBADgUnwkDAOA7c+bMUXx8vPLz8/XRRx+ppqZGu3bt0uLFi3Xs2DG7ywMAOARNGAAA34mIiFB5ebnS0tL0wAMPaPTo0XrkkUf0n//8hytjAIBewx9rBgAAAAALcSUMAAAAACxEEwYAAAAAFqIJAwAAAAAL0YQBAAAAgIVowgAAAADAQjRhAAAAAGAhmjAAAAAAsBBNGAAAAABYiCYMAAAAACxEEwYAAAAAFqIJAwAAAAAL/T/iDevenP/rKwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute mean temperature\n", "mean_temp = temp.mean()\n", "\n", "# Create Figure \n", "fig, axes = plt.subplots(figsize=(10,5))\n", "\n", "# Plot temperature\n", "axes.plot(time, temp, linestyle='-', linewidth=1.5, color='green')\n", "\n", "# Add horizontal line for the mean temperature\n", "axes.axhline(mean_temp, linestyle='--', color='k')\n", "\n", "# Make some adjustments\n", "axes.set_title('Pier Temperature vs. Time')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Temperature (deg C)')\n", "axes.grid(True)\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we need a legend to label these two lines. This requires two steps: \n", "\n", "* Labeling the two lines by using the ``label`` argument in the ``axes.plot`` function. \n", "* Telling Python to create the legend. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(figsize=(10,5))\n", "\n", "# Plot temperature\n", "axes.plot(time, temp, linestyle='-', linewidth=1.5, color='green', label = 'Temperature')\n", "\n", "# Add horizontal line for the mean temperature\n", "axes.axhline(mean_temp, linestyle='--', color='k', label = 'Mean Temp')\n", "\n", "# Make some adjustments\n", "axes.set_title('Pier Temperature vs. Time')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Temperature (deg C)')\n", "axes.grid(True)\n", "\n", "# Add legend\n", "axes.legend()\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Scatter Plots**\n", "\n", "Say now that we want to plot a temperature vs. salinity diagram. To do this, we use the scatter plot function: \n", "\n", "```\n", "axes.scatter(x, y)\n", "```\n", "\n", "* x is your horizontal data (e.g., temperature).\n", "* y is your vertical data (e.g., salinity)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(1, 1, figsize=(12,6))\n", "\n", "# Plot temperature\n", "axes.scatter(temp, sal)\n", "\n", "# Make some adjustments\n", "axes.set_title('Pier Temperature vs. Salinity')\n", "axes.set_xlabel('Temperature (deg C)')\n", "axes.set_ylabel('Salinity (psu)')\n", "axes.set_ylim(30,35)\n", "axes.grid(True)\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change the shape, point size, color, and transparency of the markers. \n", "\n", "| Feature | Parameter | Example Code | Description |\n", "|-----------------|---------------|----------------------------------------------------|-----------------------------------------------------------------------------|\n", "| Marker shape | `marker` | `axes.scatter(x, y, marker='^')` | Shape of the marker (e.g., `'.'` for point, `'o'` for circle, `'^'` for triangle-up, `'s'` for square) |\n", "| Marker size | `s` | `axes.scatter(x, y, s=50)` | Size of the marker in points (area, not diameter) |\n", "| Marker color | `color` or `c`| `axes.scatter(x, y, color='blue')` | Color of the marker; use `color` for uniform, or `c` with array for colormap |\n", "| Transparency | `alpha` | `axes.scatter(x, y, alpha=0.5)` | Opacity of markers; 0 = fully transparent, 1 = fully opaque |" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(1, 1, figsize=(12,6))\n", "\n", "# Plot temperature\n", "axes.scatter(temp, sal, s = 20, marker = '^', color = 'blue', alpha = 0.75)\n", "\n", "# Make some adjustments\n", "axes.set_title('Pier Temperature vs. Salinity')\n", "axes.set_xlabel('Temperature (deg C)')\n", "axes.set_ylabel('Salinity (psu)')\n", "axes.set_ylim(30,35)\n", "axes.grid(True)\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Plotting Uncertainty: Fill between and errorbars**\n", "\n", "What if we want to plot the uncertainty of your data? How do you do this in python? \n", "\n", "We can plot uncertainty using two types of functions: \n", "\n", "* ``axes.fill_between(x, y1, y2)``: Fills the area between two curves or between a curve and a baseline. \n", " - ``x`` is the shared x-axis data.\n", " - ``y1`` is the lower boundary of the filled area.\n", " - ``y2`` (optional) is the upper boundary. If omitted, the area is filled between y1 and y=0.\n", "* ``axes.errorbar(x, y, yerr=errors)``: Adds error bars to a line or point plot.\n", " - ``x`` is the shared x-axis data.\n", " - ``yerr`` is the vertical error (can be a scalar or 1D array).\n", "\n", "To illustrate this, let's grab the monthly mean temperatures along with the standard error of the mean from the netcdf file" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Time\n", "time_monthly = num2date(ds.variables['time_m'][:], ds.variables['time_m'].units, only_use_cftime_datetimes=False)\n", "\n", "# Monthly mean\n", "temp_monthly = ds.variables['temp_m'][:]\n", "\n", "# Monthly standard error of the mean \n", "temp_stdm_monthly = ds.variables['temp_stdm'][:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now let's implement the ``axes.fill_between`` function!" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(figsize=(10,5))\n", "\n", "# Plot temperature\n", "axes.plot(time, temp, linestyle='-', linewidth=1.5, color='green', label = 'Temperature', alpha = 0.4)\n", "\n", "# Plot temperature monthly means\n", "axes.plot(time_monthly, temp_monthly, linestyle='-', linewidth=1.5, color='green', label = 'Monthly Mean Temp')\n", "\n", "# Plot the standard error of the mean\n", "axes.fill_between(time_monthly, temp_monthly + temp_stdm_monthly, temp_monthly - temp_stdm_monthly, color='tab:green', alpha=0.6)\n", "\n", "# Make some adjustments\n", "axes.set_title('Pier Temperature vs. Time')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Temperature (deg C)')\n", "axes.grid(True)\n", "\n", "# Add legend\n", "axes.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 🌊 **Activity** 🌊 \n", "\n", "*Part 1*\n", "\n", "Using the ``axes.errorbar(x, y, yerr=errors)`` function, plot the uncertainty of our data and make the color of the errorbars black. \n", "\n", "Hint: If you use the ``axes.errorbar`` function, then you do not need to plot the mean temperature separately using the ``axes.plot function``.\n", "\n", "*Part 2*\n", "\n", "Add caps to the errorbars using the ``capsize`` argument so that it is easier to see them." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(figsize=(10,5))\n", "\n", "# Plot temperature\n", "axes.plot(time, temp, linestyle='-', linewidth=1.5, color='green', label = 'Temperature', alpha = 0.4)\n", "\n", "# Plot the standard error of the mean\n", "axes.errorbar(time_monthly, temp_monthly, yerr=temp_stdm_monthly, color='k', capsize=5, label = 'Mean Temperature')\n", "\n", "# Make some adjustments\n", "axes.set_title('Pier Temperature vs. Time')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Temperature (deg C)')\n", "axes.grid(True)\n", "\n", "# Add legend\n", "axes.legend()\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Plotting 2-dimensional data**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To begin, we need to open a new data set from the Spray gliders! Spray gliders are uncrewed underwater vehicles that dive down 1000 meters and collect measurements of the ocean like temperature and chlorophyll. These gliders are deployed off the coast of California and go back and forth along trasect lines shown in the figure below. The data we will be working with is from just a single transect. \n", "\n", "" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Set the filename and path to data\n", "filename = \"spray_glider_ctd.nc\"\n", "\n", "# Open a NetCDF file in read mode\n", "ds = Dataset(filename, mode=\"r\")\n", "\n", "# Read in data \n", "depth = ds.variables['depth'][:]\n", "time = num2date(ds.variables['time'][:], ds.variables['time'].units, only_use_cftime_datetimes=False)\n", "temp = ds.variables['temperature'][:]\n", "chl = ds.variables['chlorophyll'][:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first way we will visualize this data is with the ``axes.pcolormesh`` function. Pcolormesh makes 2D colored plot where each cell (or patch) in a grid is colored according to the value of a variable. Let's do an example to see how this works:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(figsize=(18,5))\n", "\n", "# Plot temperature\n", "axes.pcolormesh(time, depth, temp)\n", "\n", "# Make some adjustments\n", "axes.set_title('Spray Glider Temperature Profiles')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Depth (m)')\n", "axes.invert_yaxis()\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```axes.pcolormesh(time, depth, temp)```\n", "* ``time``: the horizontal axis coordinate. \n", "* ``depth``: the vertical axis coordinate.\n", "* ``temp``: the 2-dimensional array of values to color-code. \n", "\n", "I used the ``axes.invert_yaxis()`` command when I made some adjustments to the axis so that the positive direction of the y-axis points downward for the depth coordinate. \n", "\n", "Note the white area on the left hand side of the plot. This area corresponds to a place in our 2D array where there is not temperature data! For this dataset, this happens to be where the water depth gets shallow due to continential shelf. \n", "\n", "However there is a problem here -- we don't know what temperatures these colors correspond to. So, we need a colorbar. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(figsize=(18, 5))\n", "\n", "# Plot temperature and save the mesh object\n", "mesh = axes.pcolormesh(time, depth, temp)\n", "\n", "# Add colorbar\n", "plt.colorbar(mesh, ax=axes, label='Temperature (deg C)')\n", "\n", "# Make some adjustments\n", "axes.set_title('Spray Glider Temperature Profiles')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Depth (m)')\n", "axes.invert_yaxis()\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```plt.colorbar(mesh, ax=axes, label='Temperature (deg C)')```\n", "\n", "* ``mesh``: The object that contains the color information. \n", "* ``ax``: The axis the colorbar is associated with. \n", "* ``label``: The label on the colorbar. \n", "\n", "Now, it is commonly helpful to change the palette of colors you are using in your colorbar. We call this palette a colormap and there are many to choose from in the matplotlib library. Here are a few: \n", "\n", "| Colormap Name | Description |\n", "| ------------- | ---------------------------------- |\n", "| `'viridis'` | Perceptually uniform, good default |\n", "| `'plasma'` | Bright and high contrast |\n", "| `'inferno'` | Dark background, fiery gradient |\n", "| `'magma'` | Dark to light grayscale-ish |\n", "| `'cividis'` | Colorblind-friendly |\n", "| `'coolwarm'` | Blue to red, diverging |\n", "| `'RdBu_r'` | Red–blue reversed |\n", "\n", "You can find more options [here](https://matplotlib.org/stable/users/explain/colors/colormaps.html). To implement the colormap, we use the ``cmap`` argument in the pcolormesh function:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(figsize=(18, 5))\n", "\n", "# Plot temperature with a custom colormap\n", "mesh = axes.pcolormesh(time, depth, temp, cmap='inferno')\n", "\n", "# Add colorbar\n", "plt.colorbar(mesh, ax=axes, label='Temperature (°C)')\n", "\n", "# Make some adjustments\n", "axes.set_title('Spray Glider Temperature Profiles')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Depth (m)')\n", "axes.invert_yaxis()\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A common alternative to the pcolormesh function is ``axes.contourf`` which draws a filled contour plot (similar to a topographic map). Let's show how to use it with the temperature data. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(figsize=(18, 5))\n", "\n", "# Plot temperature with a custom colormap\n", "cf = axes.contourf(time, depth, temp, levels=40, cmap='inferno')\n", "\n", "# Add colorbar\n", "plt.colorbar(cf, ax=axes, label='Temperature (°C)')\n", "\n", "# Make some adjustments\n", "axes.set_title('Spray Glider Temperature Profiles')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Depth (m)')\n", "axes.invert_yaxis()\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``axes.contourf`` has many of the same argument, but the critical one you must add is the number of contour levels using the ``levels`` argument. Here, we set this to 40 contour levels. \n", "\n", "Next, let's show how to plot data on multiple subplots. We'll use both the temperature and chlorophyll data to illstrate this. Let's break this down into steps: \n", "\n", "* ``plt.subplots(2,1,figsize=(18, 5))``: Tell Python to make a figure with 2 rows and 1 column of subplots. \n", "* ``ax1, ax2 = axes[0], axes[1]``: Define each axis by indexing the axes 2D array and naming the axes as ax1 and ax2. These are the variables we will use to plot and adjust our subplots\n", "\n", "After this, we will rinse and repeat the same code we used for a plotting the pcolormesh but use ax1 and ax2." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(2,1,figsize=(20, 10))\n", "\n", "# Define axes\n", "ax1, ax2 = axes[0], axes[1]\n", "\n", "#--- Subplot 1 ---# \n", "\n", "# Plot temperature with a custom colormap\n", "mesh = ax1.pcolormesh(time, depth, temp, cmap='inferno')\n", "\n", "# Add colorbar\n", "plt.colorbar(mesh, ax=ax1, label='Temperature (deg C)')\n", "\n", "# Make some adjustments\n", "ax1.set_xlabel('Time')\n", "ax1.set_ylabel('Depth (m)')\n", "ax1.invert_yaxis()\n", "\n", "#--- Subplot 2 ---# \n", "\n", "# Plot chlorophyll with a custom colormap\n", "mesh = ax2.pcolormesh(time, depth, chl, cmap='viridis')\n", "\n", "# Add colorbar\n", "plt.colorbar(mesh, ax=ax2, label='Chlorophyll (mg m^3)')\n", "\n", "# Make some adjustments\n", "ax2.set_xlabel('Time')\n", "ax2.set_ylabel('Depth (m)')\n", "ax2.invert_yaxis()\n", "\n", "# Adjust layout\n", "plt.tight_layout()\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note, I used the ``plt.tight_layout()`` to automatically adjusts the spacing between your plot's elements (like axes, titles, labels) so that nothing overlaps. \n", "\n", "Next, we can combine these two subplots using the combination of the ``axes.contourf`` and ``axes.contour`` functions. ``axes.contour`` is the same function as the contourf function except for that levels are not filled with a color. It is just the contour lines that are plotted. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create Figure \n", "fig, axes = plt.subplots(figsize=(18, 5))\n", "\n", "# Plot temperature\n", "mesh = axes.contourf(time, depth, temp, levels = 40, cmap='inferno')\n", "\n", "# Plot chlorophyll on top\n", "cf = axes.contour(time, depth, chl, levels=20)\n", "\n", "# Add colorbar\n", "plt.colorbar(mesh, ax=axes, label='Temperature (deg C)')\n", "\n", "# Make some adjustments\n", "axes.set_title('Spray Glider Temperature Profiles')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Depth (m)')\n", "axes.invert_yaxis()\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can save this final figure using ``plt.savefig('filename.png')`` function where `filename.png` is the name of the file. The file will be saved in the current working directory. " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig.savefig('temp_chl_profiles.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this session, we built up core Matplotlib skills step by step—from setting up figures and axes, to creating and customizing line and scatter plots, adding uncertainty visualization, and finally extending to 2-dimensional data with ``pcolormesh`` and ``contourf``. \n", "\n", "This is just the tip of the iceberg -- there are many other ways to visualize data. The table below includes both the methods we covered and some we did not.\n", "\n", "| Plot Type | Function Example | Description |\n", "|-------------------------|------------------------------------------------|--------------------------------------------------|\n", "| Line Plot | `axes.plot(x, y)` | Basic line plot of `y` vs. `x`. |\n", "| Scatter Plot | `axes.scatter(x, y)` | Individual data points shown as markers. |\n", "| Error Bars | `axes.errorbar(x, y, yerr=errors)` | Data with vertical (and optional horizontal) error bars. |\n", "| Fill Between | `axes.fill_between(x, y1, y2)` | Shaded region between curves, often for uncertainty. |\n", "| Histogram | `axes.hist(data, bins=20)` | Frequency distribution of a dataset. |\n", "| Bar Plot | `axes.bar(categories, values)` | Vertical bar chart. |\n", "| 2D Color Mesh | `pcm = axes.pcolormesh(X, Y, Z)` | Colored grid for 2D scalar data. |\n", "| Contour Plot | `cs = axes.contour(X, Y, Z, levels=20)` | Line contours representing 2D scalar data. |\n", "| Filled Contour Plot | `cs = axes.contourf(X, Y, Z, levels=20)` | Filled contour representation of 2D data. |\n", "| Quiver Plot | `axes.quiver(X, Y, U, V)` | Vector field plot (arrows showing direction and magnitude). |\n", "| Image Display | `axes.imshow(image)` | Display image data (e.g., arrays as images). |" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 🌊 **Final Activity** 🌊 (10-minutes)\n", "\n", "*Part 1*: Plotting 1-dimensional data\n", "\n", "- **A Mean Profile**: Using the spray glider’s temperature data, compute the time averaged mean at each depth and plot the mean profile using ``axes.plot()``. Make sure to label axes properly!\n", "\n", "- **More Profiles**: Repeat the process for salinity, density, and chlorophyll and make create a 2x2 subplot for each mean profiles and use a different color and marker for each. Hint: you can specify a marker for the data points using the marker argument in the ``axes.plot()`` function. \n", "\n", "*Part 2*: Plotting 2-dimensional data \n", "\n", "- **More Subplots**: Using the spray glider’s temperature, salinity, density, and chlorophyll data, create a 2x2 subplot figure with this data. Hint: steps would include: \n", " - Opening salinity and density data with the Dataset library\n", " - Adjusting ``plt.subplots`` arguments (N,M,figsize).\n", " - Write code for salinity and density subplots. \n", "\n", "- **Orientations for colorbars**: Using the spray glider’s temperature and density data, make a 1x2 subplot and orient the colorbars to be horizontal using the orientation argument in the ``plt.colorbar`` function. Hint: you will probably need to remove the titles. \n", "\n", "- **Water depth**: Using the spray glider’s water depth data, plot water depth as a function of time as line plot on top of a pcolormesh plot of temperature. Hint: the absolute value command ``abs()`` may come in handy! " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#---------------------------# \n", "#--- Part 2 : Question 3 ---# \n", "#---------------------------# \n", "\n", "# Open a NetCDF file in read mode\n", "ds = Dataset(filename, mode=\"r\")\n", "\n", "# Read in water depth\n", "water_depth = ds.variables['water_depth'][:]\n", "\n", "# Create Figure \n", "fig, axes = plt.subplots(figsize=(18, 5))\n", "\n", "# Plot temperature\n", "mesh = axes.contourf(time, depth, temp, levels = 40, cmap='inferno')\n", "\n", "# Plot water depth on top\n", "axes.plot(time, abs(water_depth), linestyle='-', linewidth=2, color='k')\n", "\n", "# Add colorbar\n", "plt.colorbar(mesh, ax=axes, label='Temperature (°C)')\n", "\n", "# Make some adjustments\n", "axes.set_title('Spray Glider Temperature Profiles')\n", "axes.set_xlabel('Time')\n", "axes.set_ylabel('Depth (m)')\n", "#axes.set_ylim(0,500)\n", "axes.invert_yaxis()\n", "\n", "# Display figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further Exploration - Multivariate Plots\n", "\n", "Keep in mind that you can add more dimensions to the plots above. For example, you could color the dots in the scatter plot according to their density or add inline labels to the chlorophyll contours so that you can see their values overlaid on the 2D temperature data." ] } ], "metadata": { "kernelspec": { "display_name": "sio_software", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 2 }