From 2d9fe742154f05f3b32e5d29179b0f19d7002528 Mon Sep 17 00:00:00 2001 From: Julia Kent Date: Tue, 22 Feb 2022 11:05:11 -0700 Subject: [PATCH 1/9] add colormap dropdowns --- core/matplotlib/additional-topics2.ipynb | 45 ++++++++++++++++++++---- 1 file changed, 39 insertions(+), 6 deletions(-) diff --git a/core/matplotlib/additional-topics2.ipynb b/core/matplotlib/additional-topics2.ipynb index c96fbde9c..36712321e 100644 --- a/core/matplotlib/additional-topics2.ipynb +++ b/core/matplotlib/additional-topics2.ipynb @@ -19,6 +19,7 @@ "## Overview\n", "- Adding annotations\n", "- Rendering equations\n", + "- Subplots\n", "- Colormap overview \n", "- Basic colorbars \n", "- Shared colorbars\n", @@ -300,12 +301,30 @@ "---" ] }, + { + "cell_type": "markdown", + "id": "834eca76", + "metadata": {}, + "source": [ + "## Subplots\n" + ] + }, + { + "cell_type": "markdown", + "id": "91f4b661-131f-4d29-925f-0028f987be14", + "metadata": {}, + "source": [ + "---" + ] + }, { "cell_type": "markdown", "id": "60564465-4b40-467b-a1a5-d10c4378329c", "metadata": {}, "source": [ - "## Colormap Overview" + "## Colormap Overview\n", + "\n", + "Colormaps are ... " ] }, { @@ -315,7 +334,11 @@ "source": [ "### Classes of colormaps\n", "\n", - "1. **Sequential:** change in lightness and/or saturation of color incrementally. Good for data that has ordering\n", + "Click the dropdown arrow to see examples of colormaps within their respective classes.\n", + "\n", + "
\n", + " 1. **Sequential:** change in lightness and/or saturation of color incrementally. Good for data that has ordering. \n", + "
\n", "![Perceptually Sequential](images/perceptually-sequential.png)\n", "![Sequential](images/sequential.png)\n", "![Sequential2](images/sequential2.png)\n", @@ -323,19 +346,29 @@ "![Perceptually Sequential](images/ps.png)\n", "![Sequential](images/s1.png)\n", "![Sequential2](images/s2.png)\n", + "
\n", "\n", - "1. **Diverging:** change in lightness and/or saturation of two different colors that meet in the middle at an unsaturated color. Should be used when the data has a natural zero point, such as sea level.\n", + "
\n", + " 1. **Diverging:** change in lightness and/or saturation of two different colors that meet in the middle at an unsaturated color. Should be used when the data has a natural zero point, such as sea level. \n", + "
\n", "![Diverging](images/diverging.png)\n", "![Diverging](images/d.png)\n", + "
\n", "\n", - "1. **Cyclic:** change in lightness of two different colors that meet in the middle and begin and end at an unsaturated color. Should be used for values that naturally wrap around.\n", + "
\n", + " 1. **Cyclic:** change in lightness of two different colors that meet in the middle and begin and end at an unsaturated color. Should be used for values that naturally wrap around. \n", + "
\n", "![Cyclic](images/cyclic.png)\n", "![Cyclic](images/c.png)\n", + "
\n", "\n", - "1. **Qualitative:** miscellaneous color. Should not be used for data that has ordering or relationships\n", + "
\n", + " 1. **Qualitative:** miscellaneous color. Should not be used for data that has ordering or relationships. \n", + "
\n", "![Qualitative](images/qualitative.png)\n", "![Miscellanous](images/misc.png)\n", - "![Miscellanous](images/m.png)" + "![Miscellanous](images/m.png)\n", + "
" ] }, { From 0e2e892f46506b108aeba3b7aad41ed227628e52 Mon Sep 17 00:00:00 2001 From: Julia Kent Date: Tue, 22 Feb 2022 11:38:55 -0700 Subject: [PATCH 2/9] add colormap overview --- core/matplotlib/additional-topics2.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/core/matplotlib/additional-topics2.ipynb b/core/matplotlib/additional-topics2.ipynb index 36712321e..2ce85d568 100644 --- a/core/matplotlib/additional-topics2.ipynb +++ b/core/matplotlib/additional-topics2.ipynb @@ -324,7 +324,7 @@ "source": [ "## Colormap Overview\n", "\n", - "Colormaps are ... " + "Colormaps are a visually appealing way to represent another dimension to your data. They are a matrix of hues and values allowing you to, for example, display hotter temperatures as red and colder temperatures as blue." ] }, { From 4b1c3878cca2cb3db819a31e97a205ffe1fc2045 Mon Sep 17 00:00:00 2001 From: Julia Kent Date: Tue, 22 Feb 2022 11:46:38 -0700 Subject: [PATCH 3/9] update section titles --- core/matplotlib/matplotlib.ipynb | 33 +++++++++++++++++++++++--------- 1 file changed, 24 insertions(+), 9 deletions(-) diff --git a/core/matplotlib/matplotlib.ipynb b/core/matplotlib/matplotlib.ipynb index 40cb2f4c8..1c16f6f30 100644 --- a/core/matplotlib/matplotlib.ipynb +++ b/core/matplotlib/matplotlib.ipynb @@ -22,10 +22,14 @@ "## Overview\n", "We will cover the basics of plotting within Python, using the Matplotlib library, including a few different plots available within the library.\n", "\n", - "1. Create a basic line plot.\n", - "1. Add labels and grid lines to the plot.\n", - "1. Plot multiple series of data.\n", - "1. Plot image, contour, and filled contour plots." + "1. Figure and axes\n", + "1. Basic line plots\n", + "1. Labels and grid lines\n", + "1. Customizing colors\n", + "1. Subplots\n", + "1. Scatterplots\n", + "1. Displaying Images\n", + "1. Contour and filled contour plots." ] }, { @@ -182,7 +186,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Line plots\n", + "## Basic Line plots\n", "\n", "Let's create a `Figure` whose dimensions, if printed out on hardcopy, would be 10 inches wide and 6 inches long (assuming a landscape orientation). We then create an `Axes`, consisting of a single subplot, on the `Figure`. After that, we call `plot`, with `times` as the data along the x-axis (independent values) and `temps` as the data along the y-axis (the dependent values).\n", "\n", @@ -209,6 +213,13 @@ "ax.plot(times, temps)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Labels and Grid Lines" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -344,7 +355,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Customizing colors" + "## Customizing colors" ] }, { @@ -389,7 +400,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Working with multiple panels in a figure" + "## Subplots\n", + "\n", + "Working with multiple panels in a figure" ] }, { @@ -686,7 +699,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## imshow\n", + "## Displaying Images\n", + "\n", "`imshow` displays the values in an array as colored pixels, similar to a heat map.\n", "\n", "Here is some fake data to work with - let's use a bivariate normal distribution." @@ -728,7 +742,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## contour/contourf\n", + "## Contour and Filled Contour Plots\n", + "\n", "- `contour` creates contours around data.\n", "- `contourf` creates filled contours around data." ] From 0f0e32336a20f6d1cb7f58d6304fcc5ec0889622 Mon Sep 17 00:00:00 2001 From: Julia Kent Date: Tue, 22 Feb 2022 11:50:47 -0700 Subject: [PATCH 4/9] rm subplots (check additional topics 1) --- core/matplotlib/additional-topics2.ipynb | 17 ----------------- 1 file changed, 17 deletions(-) diff --git a/core/matplotlib/additional-topics2.ipynb b/core/matplotlib/additional-topics2.ipynb index 2ce85d568..8cdd1c5e2 100644 --- a/core/matplotlib/additional-topics2.ipynb +++ b/core/matplotlib/additional-topics2.ipynb @@ -19,7 +19,6 @@ "## Overview\n", "- Adding annotations\n", "- Rendering equations\n", - "- Subplots\n", "- Colormap overview \n", "- Basic colorbars \n", "- Shared colorbars\n", @@ -301,22 +300,6 @@ "---" ] }, - { - "cell_type": "markdown", - "id": "834eca76", - "metadata": {}, - "source": [ - "## Subplots\n" - ] - }, - { - "cell_type": "markdown", - "id": "91f4b661-131f-4d29-925f-0028f987be14", - "metadata": {}, - "source": [ - "---" - ] - }, { "cell_type": "markdown", "id": "60564465-4b40-467b-a1a5-d10c4378329c", From d8878ceb1bf3a6db25df20714644edc2616b6cf7 Mon Sep 17 00:00:00 2001 From: Julia Kent Date: Tue, 22 Feb 2022 14:17:45 -0700 Subject: [PATCH 5/9] fix dropdown --- core/matplotlib/additional-topics2.ipynb | 22 ++++++++++++++++++---- 1 file changed, 18 insertions(+), 4 deletions(-) diff --git a/core/matplotlib/additional-topics2.ipynb b/core/matplotlib/additional-topics2.ipynb index 8cdd1c5e2..842056a30 100644 --- a/core/matplotlib/additional-topics2.ipynb +++ b/core/matplotlib/additional-topics2.ipynb @@ -321,39 +321,53 @@ "\n", "
\n", " 1. **Sequential:** change in lightness and/or saturation of color incrementally. Good for data that has ordering. \n", - "
\n", + "\n", "![Perceptually Sequential](images/perceptually-sequential.png)\n", + "\n", "![Sequential](images/sequential.png)\n", + "\n", "![Sequential2](images/sequential2.png)\n", "\n", "![Perceptually Sequential](images/ps.png)\n", + "\n", "![Sequential](images/s1.png)\n", + "\n", "![Sequential2](images/s2.png)\n", "
\n", "\n", "
\n", " 1. **Diverging:** change in lightness and/or saturation of two different colors that meet in the middle at an unsaturated color. Should be used when the data has a natural zero point, such as sea level. \n", - "
\n", + "\n", "![Diverging](images/diverging.png)\n", + "\n", "![Diverging](images/d.png)\n", "
\n", "\n", "
\n", " 1. **Cyclic:** change in lightness of two different colors that meet in the middle and begin and end at an unsaturated color. Should be used for values that naturally wrap around. \n", - "
\n", + "\n", "![Cyclic](images/cyclic.png)\n", + "\n", "![Cyclic](images/c.png)\n", "
\n", "\n", "
\n", " 1. **Qualitative:** miscellaneous color. Should not be used for data that has ordering or relationships. \n", - "
\n", + "\n", "![Qualitative](images/qualitative.png)\n", + "\n", "![Miscellanous](images/misc.png)\n", + "\n", "![Miscellanous](images/m.png)\n", "
" ] }, + { + "cell_type": "markdown", + "id": "e1bff589", + "metadata": {}, + "source": [] + }, { "cell_type": "markdown", "id": "5ce3b4c7-1186-4067-9b34-552382bf614e", From 31f25ad2daec5dd0fc15ca72b709f8f1d46833d3 Mon Sep 17 00:00:00 2001 From: Julia Kent Date: Tue, 22 Feb 2022 14:52:12 -0700 Subject: [PATCH 6/9] add plt.subplot descr --- core/matplotlib/matplotlib.ipynb | 424 +++++++++++++++++++++++++------ 1 file changed, 350 insertions(+), 74 deletions(-) diff --git a/core/matplotlib/matplotlib.ipynb b/core/matplotlib/matplotlib.ipynb index 1c16f6f30..ae868c019 100644 --- a/core/matplotlib/matplotlib.ipynb +++ b/core/matplotlib/matplotlib.ipynb @@ -70,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -199,9 +199,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
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", + "text/plain": [ + "
" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Add some labels to the plot\n", "ax.set_xlabel('Time')\n", @@ -257,9 +292,21 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ax.set_title('GFS Temperature Forecast', size=16)\n", "\n", @@ -277,7 +324,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -327,9 +374,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "ax = fig.add_subplot(1, 1, 1)\n", @@ -348,7 +408,7 @@ "ax.grid(True)\n", "\n", "# Add a legend to the upper left corner of the plot\n", - "ax.legend(loc='upper left')" + "ax.legend(loc='upper left');" ] }, { @@ -367,9 +427,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "ax = fig.add_subplot(1, 1, 1)\n", @@ -393,7 +466,7 @@ "ax.grid(True)\n", "\n", "# Add a legend to the upper left corner of the plot\n", - "ax.legend(loc='upper left')" + "ax.legend(loc='upper left');" ] }, { @@ -414,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -434,7 +507,7 @@ "metadata": {}, "source": [ "### Using add_subplot to create two different subplots within the figure\n", - "We can use the `.add_subplot()` method to add subplots to our figure! The subplot arguements are formatted as follows:\n", + "We can use the `.add_subplot()` method to add subplots to our figure! The subplot arguments are formatted as follows:\n", "`(rows, columns, subplot_number)`\n", "\n", "For example, if we want a single row, with two columns, we use the following code block" @@ -442,9 +515,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "\n", @@ -454,7 +540,41 @@ "\n", "# Create a plot for dewpoint\n", "ax2 = fig.add_subplot(1, 2, 2)\n", - "ax2.plot(times, dewpoint, color='tab:green')" + "ax2.plot(times, dewpoint, color='tab:green');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also use `plot.subplot` with inputs `nrows` and `ncolumns` to initialize your subplot axes, `ax`. \n", + "\n", + "Index your axes, as in `ax[0].plot()` to decide which subplot you're plotting to." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(10, 6))\n", + "\n", + "ax[0].plot(times, temps, color='tab:red')\n", + "ax[1].plot(times, dewpoint, color='tab:green');" ] }, { @@ -467,9 +587,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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qrBRlAXLJ5DMa1x1CiQRGM1aKoniYUsaq8dkZq3wxT66QcyOswKPCSlEWIDc8PHfGKh7XqUBFUTzN8MQwjdFGmmPNz3g+HrEsY7QcWBlUWCnKPBQyGYqp1DMa1x20x0pRFK8zl4cVWKVAQBvYK4QKK0WZh9yQPRE4RylQGhJqt6AoiqcZzgw/q78KrFIgoH1WFUKFlaLMQ27Y8bDSjJWiKP5jeGIeYeVkrLQUWBFUWCnKPDgeVpE5e6xUWCmK4l0mchOksinWND77/lXqsdJSYEVQYaUo85AfHkaiUSIdHc96TTNWiqJ4mfk8rOBwKVAzVpVBhZWizENuKEmkpwcJPfu/ieVjpf0JiqJ4k/k8rOBwKVB7rCqDCitFmYf5zEHBElbkcphstspRKYqiHB0nYzVXKbCUsdJSYEVQYaUo85AbHp5zIhAglLB6FLQcqCiKFxmeGCYSitARf3Yrg/pYVRYVVooyByabJT8ysnDGChVWiqJ4k+REku5ENyF59o959bGqLCqsFGUOcvv2gTFE18yXsbKFlfZZKYriQYYzw3OagwJEw1EioYj2WFUIFVY1RnFqikJmwu0wPE8uafUnzJexEs1YKYorHJg64HYIvmA+DyuHRCShpcAKocKqxkhedRV73v52t8PwPI6H1bylwLgtrHRfoKJUjVsHb+XC/76Q3andbofiaXLFHKNTo3M2rjvEI3EtBVYIFVY1RCGVIv3r25l65BFMseh2OJ4mlxwCINLdPefr2mPlD0RknYjcJiKPi8ijInKF/fypInK3iDwoIveJyFmz3vMhEdkhIk+KyCXuRa8cyU93/pSCKfDYwcfcDsXT7JvYR9EUF85YRTVjVSkibgegVI/MbbdZFgG5HLlkktgxx7gdkmfJDQ8T7uwgVFc35+uhBqfHSm9MHicPvNcY84CINAH3i8h24HPAJ40xvxCRV9jfnycixwOvB04A1gC3iMhxxpiCW78BxWIyN8mdQ3cCsHN8p8vReJvhifnNQR0SkYT2WFUIzVjVEKmbboZwGICZHTtcjsbb5BfwsALNWPkFY8ywMeYB+3EaeBxYCxig2T6sBUjajy8Fvm+MmTHG9AM7gLNQXOfOoTuZLkwTljA7x1RYLYQjrBYqBSaiCS0FVggVVjVCITPBxJ130vKqVwGQffpplyPyNrnkMNGeBYRV3PKBMSqsfIOI9AKnAfcAVwKfF5HdwBeAD9mHrQVmN/DssZ+b63xvs8uI942OjlYqbMXmlsFbaKtv4/lrns/T43r/WgjHHLS7Ye5WBrB6rDRjVRlUWNUIE3fcjslmaX3tawh3djDztH7imw9jjGUOulDGKq4GoX5CRBqBa4ErjTEp4B3Ae4wx64D3AN9wDp3j7WaucxpjvmaMOcMYc0ZnZ2clwlZsZgoz3L7nds5fdz7HtR7H4Pgg+WLe7bA8y/DEMO317dSF525lAJ0KrCQqrGqE1E03E+7sIH7aadRt3MTM01oKnI/CgQOYmZkFhZXEYkg0SnFSP/F5HRGJYomq7xpjrrOfvhxwHv83h8t9e4B1s95+DIfLhIpL/Hbot0zmJ7l4w8X0tfSRLWYZygy5HZZnSWaSC5YBwSoFTuX0/lUJfCWsTC7Hoe9/n8wdd7gdiq8oTk2RueMOmi66CAmHqdu0ieyOpzFmzg/iNU9u2PGwmr/xE+xFzJqx8jQiIljZqMeNMVfPeikJvMR+fAHwlP34x8DrRaRORPqAzcC95Yrn9yO/5+sPf71cp6sZbtl1C82xZs7sOZNNrZsAeHpMy4HzMTwxvGAZEDRjVUl8JayIRDjwH9/kwNf/3e1IfEXmzjsxU1M0X3wxALFjN1GcmCA/MuJyZN4kN7Swh5WDqLDyAy8C3gRcYFsrPGhPAb4V+CcReQj4e+BtAMaYR4EfAo8BvwT+qpwTgXcl7+Irv/8KyYwmwRZLrpDjtt23cd6684iGomxs2QjoZOB8GGPYO7GXNQ0L37/ikTiT+Un9gF0BfCWsRITWrVuY/N3vyA4Ouh2Ob0jfdDPh1lYSZ54JQN1G6xOfTgbOTckcdJ4FzA6asfI+xpg7jTFijDnZGHOq/fVz+/nnGWNOMcacbYy5f9Z7PmOM2WSMeY4x5hfljOfSYy8F4IYdN5TztIHmnr33kM6muXiD9cGwMdbI6sRqnQych4PTB5kuTM+7zsYhEU1QNEVmCjNViqx28JWwAmjZsgVCIcauu97tUHxBMZsl8+tf03jRhUjEsi2rO9YSVjoZODe54WFCDQ2EmpsXPC6USKiPlbIk1jau5eyes7lhxw0UjZr0LoZbBm+hIdrAC9a8oPTcppZNOhk4D3sn9gILe1iBlbECdDKwAvhOWEW7umg458WMX389Jq9TIUdj4re/pZjJlMqAAOH2dsItLToZOA8528PKas+ZH81YKcth6+atDE8Mc/fw3W6H4nnyxTy/2vUrzj3mXGLhWOn5Ta2b6B/vV3E6B8kJK+N+1Ob1iOXFp31W5eeowkpE6kXkXhF5yF4J8Un7+dfa3xdF5Iwj3lPRlRCt27aRHxkhc+ed5T514EjfdDOhpiYanv/80nMiQmyTTgbORy6ZJHKUxnWwLBdUWClL5YL1F9Aca+b6pzTrfjTu33c/h2YOlcqADn0tfUzlp0rZGeUwTv/eUTNWUStjpSah5WcxGasZ4AJjzCnAqcDLROT5wCPAVuAZI3pHrIR4GfCvIhIuZ9BN551HuK2N8WuvLedpA4fJ5Uj/6lc0XXA+Eos94zVnMlB5NkdzXXcIJRIYXcKsLJG6cB2v3PhKbt11K2PTY26H42m2D24nHonzorUvesbzOhk4P3sn9pKIJGiOLdzKoBmrynFUYWUsMva3UfvLGGMeN8Y8OcdbKr4SQmIxWl79atK3/Zr8gQPlPHWgmLj3Xorj4zRdfPGzXqs7dhOFsTHyBw+6EJl3KU5MUBgfX5ywakhQnNL+BIDJ3/+ewf9zOTM7tby8GLZu3kqumONn/T9zOxTPUjRFbt11Ky9e++JSP5DDphZLWOlk4LNxPKyO1srgCCvtsbJ4xy3v4AdP/KAs51pUj5WIhEXkQWAE2G6MuWeBwxe1EmKl6yBaX7MN8nnGb/zxkt9bK6RvuplQIkHDi170rNdiOhk4JyUPqwXW2Thoj9VhZp58ksl77y050isL8ydtf8Jz257L9U9dr+Pu8/DgyIPsn9rPSze89Fmvtda30lbfpsJqDhbjYQXWVCBoKRAOL/hOZVNlOd+ihJUxpmCMORXLhfgsETlxgcMXtRJipesg6o49lvgppzB27bV6Y5oDUyiQvvVWGs97CaH6+me9rpOBc1OyWlhExkrsHiv99wczO3ciiQSRri63Q/ENWzdv5clDT/LYwcfcDsWTbB/cTiwU49xjzp3z9Y0tG7UUOAfDE8NH9bCCw1OBWgqEgdQAYPXulYMlTQUaY8aAX2P1Ts1H1VZCtGzbSvbpp5l+6KFKnN7XTN5/P4UDB+YsAwJEursJJRI6GXgEJWG1djEZqwYoFjEz6gOT3dlPXW8vEvLdoLFrvLzv5cRCMW1inwNjDLfsuoUXrnkhDdGGOY/Z1LqJneM79YPNLCZzk4zNjB3Vwwpm9Vhpxor+8X6gisJKRDpFpNV+HAcuAp5Y4C0VXQkxm+ZXvAKJxxnTJvZnkb7pZqS+nsZzzpnzdZ0MnJtcchgiESIdHUc9NpSwbkzaZwXZnTuJ9ZXnplQrtNS1cNGGi/j5zp8znZ92OxxP8cj+R9g7sZeX9j67DOjQ19JHOptm/9T+KkbmbRbrYQWHS4HaY2UJq5CEWNe07ugHL4LFfLzsAW4TkYeB32H1WP1URLaIyB7gBcDPROQmqPxKiNmEGxtpftnLSP3s5xQnJipxCV9iikXS27fTeM6LCTXM/WkP7MlAzVg9g1wySbS7GwkffZC1JKxqfDKwODVFbniY2EYVVktl6+atpHNpbtl1i9uheIrtu7YTkQgvOeYl8x7jTAZqn9VhFuthBVoKnE3/eD/HNB7zDK+0lbCYqcCHjTGn2SshTjTG/J39/PXGmGOMMXXGmC5jzCWz3lOxlRBH0vqabRQnJ0nddHMlL+Mrph56iPzIyLxlQIe6YzeRHxmhkCpPw14QyCWTR11l4xBKWDem4mRti/rs4CAYQ93GjW6H4jvO7D6TtY1rueGpG9wOxTMYY7hl8BbO7jmblrqWeY9zJgO1z+owi/WwAoiEIsRCMaZymrEaSA2UrQwIPnReP5L46acT6+3VcuAs0jfdjESjNJ533oLHlSYDtYG9RG54eFGN63A4Y2VqfDIwa1ssxFRYLZmQhLjs2Mu4Z+897E7vPvobaoAnDz3J7vTuOacBZ9MR76Ap2qQZq1nsndhLRCJ0xhc3EJaIJmo+Y1UoFhhMDaqwmo2I0LJtK1P338/Mzn63w3EdYwzpm2+m4YUvJNzUtOCxpclA9R4CLEPV/L59i2pcB+2xcpjZ2Q8ixDZscDsUX3LZsZchiC5mttk+uJ2QhDh//fkLHicibGzdqMJqFsmJJF0NXYRDi/PkTkQSNd9jNTwxzExhRoXVkbRedhmEw4xfp1mr6UcfI5dMHrUMCBBduxaJxZhRB3YAcvtGoFgksuhSoC2sNGNFdM2aOW09lKPT3dDNC9e+kBt33EihWJF2VF9xy+AtnNF1Bm31bUc9Vi0XnslwZnEeVg6JaKLmpwKdicDe5t6ynTMQwirS2UnjS17C2A03YnI5t8NxlfRNN0EkQtOFFxz1WAmHiW3cqJOBNvnhxXtYgeVjBSqsZgb6tQy4QrYeu5V9k/u4a/gut0NxlafHnmbn+M6jlgEdNrVu4uD0QV0NZLNYDyuHeCRe86XAclstQECEFUDrtq0U9u8n85vfuB2Ka5TKgGedRbi1dVHv0cnAwyzFHBRsHytqeyrQFItk+weo04nAFXHeuvNorWvluqeuczsUV9k+uB1BuHD9hYs6fmOLJei1HAj5Yp6RyZFFeVg5JCKasRpIDdBa18qq+lVlO2dghFXjuecS7uhg7Ee1Ww6c+eNTZAcHF1UGdIht2khuaKjmsy4we53NIkuBDdpjld+7FzM1RaxPM1YrIRaO8aqNr+K23bdxcLp293feMngLp64+lc7E4pqvN7Za/+6eHtdy4OjkKAVTWNREoEM8Gq/5Hqv+8f6yZqsgQMJKolFaL7uUzO23k1/G7sEgkL7pJgiFaLpocZ/2AOo2HQugjf9AbihJuL190b1CobjaLTj/btTDauVs3byVfDHPz3bW5mLmXaldPHnoyUWXAcGyFYhH4uwc04xVycNKS4FLQoXVUWjZug0KBcZvvNHtUFwhvf1mEs973qJcwx0OTwbqJ75cMrnoMiBYPWpSV1fT2b5svyWs6tR1fcVsXrWZkzpO4rqnrqvJNS3bB7cDcNH6ixb9npCE6Gvp01IgszystBS4aFLZFAemD5S1cR0CJqzqNvYRP/10xn5Ue4uZZ3buZOapHUsqAwLE1q+HSEQnA7E9rBZZBnQIJRKYGi4FZvt3EmpqIrwEMa/Mz2XHXsaOsR08sv8Rt0OpOrcM3sKJ7ScuSRiATgY6OOtsljoVWMulwIHxAaC8jesQMGEF0LptG9mBAaYeeMDtUKpK+mbLeb7p4sWn0cEqocY2bKh5k1BjzJIzVmAJq1puXp/Z2U9sYx8i4nYogeDlfS+nPlzPdTtqq4k9mUnyyIFHFtwNOB+bWjexb3IfmWymApH5h+REkrb6ttKqmsXg+FgVTbGCkXmXSkwEQgCFVfPLLiGUSDB2bW3dmCZ+exf1J55ItKtrye+1JgNrW1gVDh3CTE8TXbPUjFW8tkuBO3dSp43rZaMp1sTFvRfzi/5f1FQm4Z7hewBrOnKpOJOBzg/JWmWpHlZg9VgZTM0uAe8f7ycSirC2cW1Zzxs4YRVqaKD5la8g9ctfUsjUTlNxdmCAus2bl/Xe2KaNZHftopjNljkq/5BL2hOBS8xYSSJRs8KqkMmQHxlRD6sys+XYLUzkJko9R7XAQGqAaCjKhqalu/c7wqrWJwOX6mEFVikQancRc/94PxuaNhAJRcp63sAJK4CWrVsxk5OkfvFzt0OpCsXJSesH3DJXitRtOhZsP6JaJZccApYurEKJRM3aLTj/XmJ9va7GETSe1/U81jetrylPq12pXRzTdMyiV7HM5pimY4iGojU9GWiMYXhieMn9aYmIJaxqKTs6m/5UP70tvWU/byCFVfzUU4n09DB5191uh1IVsrt2ARDrXaaw0snAkjnoYtfZOIQSDTWbscr2Wz/I6jRjVVZEhEt6L+H+ffeTK9TGJonB9OCyslUAkVCE3pbemp4MHJsZYyo/tSQPK5iVsarBycBcMcfu9O6y91dBQIWViBDt6SF/4IDboVSF7MAgwLIzVrHeXhCp6cnAXDKJJBKLdqx3CMVrt8dqZudOCIeJrVvndiiBw+mVqQWz0KIpsju1m/XN65d9jlqfDFyOhxVQanSvxYzVUHqIfDGvwmopRNrbyR/Y73YYVSE7aAur9cu7MYXq64muW1fTk4G5ZJLY2jVLnm4L1XCPVXZnP7F165BYzO1QAkd7vB2AA9PB/3A4MjnCdGGaDc3L+2AIsKllE0OZoZptwh7OWD2iaxqX2GMVqd2MVWkisFmF1aIJd7RT2B/8mxJYwirS2UmooWHZ56jbuLGmJwNzySSRJfZXge1jVavCql+XL1eK9npbWE0F/x62K2W1MqwkY9XX2ofBMJAaKFNU/sIxB12ysIrWbo9Vf8oSVtpjtQQi7R0UxsYwueD3KGQHB5ddBnSoO3YTMwMDmHy+TFH5i9zQ0j2s4HDzuinWlg+MKRTIDgxo43qFqKWM1WDayrgvt8cKrIwVULPlwOREkkQkQXOseUnvK2WsanAqsH+8n454B02xprKfO7jCqsO6MeUPHnI5ksqTHRwkuszGdYfYpmMhlyO7e3eZovIPhcwExfFxYmuX7mUSSsTBGMx0bZUgckNDmFxOG9crRK1lrOrCdXQ1LN2Dz2FD8wbCEq7ZBvZkJsmaxqW3Mjg9VrVYChwYH6hIfxUEWFiF260bUyHgfVaFTIbC/v0rz1htsn5A1mI5cLlWC2D5WAE112c1s9P6ARZTc9CKkIgmiEfitZGxSg2yrmkdIVn+j6NYOMa6pnU1a7kwPDG85DIg1K6PlTGGneM7K9JfBQEWVpF2a3dZ0CcDS43rKxRWsY1WKr0WJwNzQ8sXViFHWNWYl1V2p9WfoKXAytFe314zGav1Tcvvr3LY2LKxZk1ChzJDS7ZaAKgP1wO112N1aOYQqWxKM1ZLpVQKDHgDe64krHpXdJ5wYwORnh5matDLyvGwii6rFFibGatsfz/htjYiq1a5HUpgaY+3Bz5jVTRFdqd3r2gi0GFT6yZ2p3bXjPeXQyabIZ1NL2stSzgUJh6J11wpsFI7Ah0CK6zCbbVRCjxstbByL6G6jRvJ1mLGKplEYrFS+XgphOK2sKqxRcwz/TuJ9VXmpqRYtNW3BT5jtXdiL9lidkUTgQ59LX3kTZ5d6V1liMw/OB5WS3Vdd4hH4jVXCnSEVSUmAiHAwirUkEDq6wOfscoODBLp7iYUX/xG8/moO3YTMzt31tyEW24oSbSnBwkt/b9DqKFGM1Y7+6nbqMKqkrTH2wNvEDqYsicCy5SxgtqbDCxZLSzRHNShFoXVwPgAdeG6ZZVPF0NghZWI2CahARdWZbBacIht2oSZni4tJK4VcsnkssqAMLvHqnZuTIWxMQoHD2rjeoVpr2/n0PQh8sXgWqCUPKzK0GPV19KHIDU3GbhcDyuHRDTBVK62eqz6U/30NveuaGBiIQIrrMA2Ca2BUmC5hFXdJntn4NM7ynI+v5AbGiK6dnk3JUdY1ZJJ6Ey/3biuGauK0h5vx2AYmxlzO5SKMZgeJB6JszqxesXnikfirGlcU3OTgclMkrpwXcmiY6kkIomay1j1j/dXrL8KAi6sIu0dgS4FFlIpCocOlS9jZXsS1dJkYHF6msKBA8vPWNkl2FoqBToTgephVVlqwctqV2oX65rWLdl/aT5qcTIwOZGkp6Fn2X+GtVYKnCnMMJQZUmG1XIJeCiw1rq/QHNQhsmoV4Y6OmpoMdMqey7FagNqcCsz270Si0WWLUWVxlNzXAyysBlODZemvctjUuomB8QEKxULZzul1hjPL87BySEQSNTUVuCu1i6Ip0tvcW7FrBFpYhTvaKRw6hCkE8z9ZdqA8HlazqbXJwJV4WAFIKWNVOz0KMzv7ifVuQMJht0MJNKWMVUAtF/LFPHsye8rSX+WwsWUj2WKWocxQ2c7pdZyM1XJJRBM15WPl7JPUjNUyibR3QLFI4VAw19pkBwdBhOi6lVstONQdu4mZp5/GGFO2c3qZlXhYAUgohCQStZWx2rlTG9erQNAzVsMTw+SL+bJmrDa2Wv8ua2UycCo/xcHpg8vysHJIRGpLWDlWC+X8d3ckwRZWjkloQMuB2YEBoj09hOrqynbO2KZNFDMZ8iOjZTunl8klkxCJEFm9/ObZUDxeM8LK5HJk9+zRxvUq0BhtJBaKBTZj5VgtlMPDymFjiyWsamUycHjCamVYrocVUHMGof3j/fQ09JTW+VSCYAurdsd9PZiTgdnBwbL1VznU2mRgbmiIaFfXispaoRrKWGV374Z8XhvXq4CIWO7rAc1YldPDyqEp1sTq+OqaEVYr9bACqxQ4XZiumb60Sk8EQsCFVdjeF1gIYMbKGEN2cJBoGfur4LCwqpXJwJV4WDmEEoma8bHKlpYva8aqGrTXB3etza7ULhKRxLJtAuZjY+vGmikFrtTDCqxSIMB0YbosMXkZYwz94/0VbVyHgAurIO8LLIyNUUylytq4DhDu6CDU3Fwzk4G5ZHLZjesOoUSiZnysZkrLl/0hrERknYjcJiKPi8ijInKF/fwPRORB+2tARB60n+8VkalZr33VzfgDnbFKWxOB5bJacNjYspGd4ztrok90eGKYiETojHcu+xxOSawWyoGjU6NM5icrnrGKVPTsLhNqakKiUfIBNAnNDgwA5Z0IBKv8ULdpU01MBppslvy+fSsXVvE4xYmJMkXlbbL9/URWrybc2Oh2KIslD7zXGPOAiDQB94vIdmPMnzkHiMg/AeOz3vO0MebUKsc5J+3xdh498KjbYVSEXaldHN9+fNnPu6l1E1P5KfZO7F1R75EfGMoM0dXQRTi0/FaGeMSabK4FL6tKL192CHTGSkQId3RQCGDGquRhtaG37Od2JgODTm7fPjBm5aXAhhrqsdq5s2Qk6weMMcPGmAfsx2ngcaD0Fy5WuuR1wPfciXBhnLU2RROs/Z25Yo5kJllWqwUHp4G9FoxChzPDK5oIhMOlwFrIWKmwKhNBNQnNDg5CKETsmPKbNMY2bqJw6BD5g8FeAFvysFrmOhsHq8cq+OPKxhhm+v27fFlEeoHTgHtmPX0OsM8Y89Ss5/pE5PcicruInFPNGI+kPd5OwRQCt9ZmKD1EwRQqMvLuWC7UwmqbZGZlHlYA8aiVsaoFy4X+8X4aog0rKp0uBhVWPiU3OEh07VokFiv7ueuOdSYDg/2JLzdke1itsBRYKz5WhQMHrL6+Xv8JKxFpBK4FrjTGpGa99Aaema0aBtYbY04D/gb4LxFpnuecbxOR+0TkvtHRytiTBHWtza60tXy5EsKqrb6NVXWrAj8ZmCvkGJ0aXVHjOszKWNVAKXAgNUBvc2/Z+/qOJPDCKtzRTiGAdgvZgfItXz6S0mTg0wG/MSWTlsFqd/eKzhOK14awmnEmAn1UCgQQkSiWqPquMea6Wc9HgK3AD5znjDEzxpgD9uP7gaeB4+Y6rzHma8aYM4wxZ3R2VuYTcMkkNGCTgZXwsJrNxtaNgRdWeyf2YjArFlalHqsaKQVWugwIixBWIlIvIveKyEP2VM0n7efbRGS7iDxl/7rKft5TUzWR9g7yBw9iisHpUXCsFiolrCI9PUgiEfg+q9zQEJHVq1ec9QslEpjp6cCuTnLI9g8A+KoUaPdQfQN43Bhz9REvXwQ8YYzZM+v4ThEJ2483ApsB135CBzVjNZgapCnaxKq6VRU5/8YWy3IhyJOBQxNWK8NKPKxg1lRgwDNWk7lJhieGvSGsgBngAmPMKcCpwMtE5PnAB4FbjTGbgVvt7x2eNsacan+9vdxBL4VIRzsUChTGx49+sE8oHDhAcWKiYsJKRKydgQE3CS2HhxXMWsQ8FWwfmOzOnUg8TmSFGb4q8yLgTcAFsz7svcJ+7fU8u2n9XOBhEXkI+BHwdmOMa82GQV1rsyu1i/XN6ytWktnUuolUNhW4TN9shjOW63q5SoFB77FysqTVEFZHtVswluTP2N9G7S8DXAqcZz//LeDXwAfKHuEKCdvu64X9+4msqsyno2pTmggss+v6bGK9vUz9/vcVO78XyCWTxE89dcXnKQmryQnCjQ0rPp9XmenfSayvFwn5p4PAGHMnMOdPb2PMn8/x3LVYZUNP0BxrJhKKBE4g7Erv4uTOkyt2fqd3a1dqFx3xjopdx02SE0lCEqKroWtF56kVH6vSRGCzNzJWiEjYNtAbAbYbY+4Buowxw2CNNAOzl60ddaqmGo2fYC9iJlj7ArMDjtVC5YRVtKeb3MhIoEqoszGFArm9e1fcuA4QSlg9CkE3Cc3u7KfOh43rfkZEaKtvC1TGKlvIMjwxXNEluN0JK6u6b3Jfxa7hNslMks54J9FQdEXnqQ/XI0jgS4EDqQFCEqpYX99sFiWsjDEF2zDvGOAsETlxgcMXNVVTjcZPCKb7enZwECKRspSx5iPS1Q25HIWAWi7kR0Ygny9vKTDAwqo4M0NuaMh3jetBIGhrbfak91A0xYp4WDk4WZx9E8EWViv1sAJLvNfCIub+8X7WNq4lFi7/JP2RLCmnb4wZwyr5vQzYJyI9APavI/Yxi56qqQalUmCA3Nezg4PE1q5FIpUzzo92Wzem3N5g3phyyfJYLcDsHqvg9ihkBwbBGF81rgeFoK21qcTy5SNpjDaSiCQCnbEanhgum7N8IpoIfI9VtSYCYXFTgZ0i0mo/jmNP0gA/Bi63D7scuHHW8Z6Zqgm3tEAkEriMVbSC/VVgZ6yA/L69Fb2OW5TLHBRqI2OV7fen1UIQCFrGqpIeVg4iQldDV2CFVb6YZ+/E3hVPBDokIolAlwKLpshAaqAq/VWwuF2BPcC3bLEUAn5ojPmpiNwF/FBE3gLsAl5rH38u8HcikgcKuDxVI6EQkba2wPRYGWPI7tpF4qwzK3qdwxmrgAqrMmasJG4Lq4ng3phmdu4EkYr29Slz0x5v5+D0QYwxFTc2rAaDqUFa6lpoqWup6HW6El2BLQWOTo5SMIUVTwQ6xCNxpnLBzVgNTwwzU5ipWsZqMVOBD2OtgTjy+QPAhXM876mpGrBMQoOyiDk/MoqZnKz4D7hwe7uV6QtqKXBoiHB7O6H6+hWfK9RQA6XAnf1Ee3oIxeNuh1JztNe3ky/mSWVTFRcj1WBXahcbmiov0LsSXdw1fFfFr+MGQ5nyeFg5BL0UODA+AEBvS29VruefuekVEGnvoHAgGE3Y2cEBoDLLl2cjoRDR1avJBbYUmCxLtgqeabcQVLL9/VoGdImgua8PpgerMpnV1dDF/qn95Iv5il+r2gxPWB5WZeuxCngpsFrLlx1qRFgFZ19gNTysHCLd3cHNWJXJHBQoZXGC2mPlLF+OaeO6KwTJJHQ6P83eib3VEVaJLoqmyP6pYFQrZpPMWK0MK13A7BD0qcD+8X5a6loq5vR/JLUhrOx9gUFYb5AbHESiUaI95fkPtRDR7q5AZqxMsWgJqzJlrKS+HkQCK6zy+/ZhJiep04yVK5TW2gQgY7U7vRugKqXA7obgelklJ5K017dTH1l5KwNYpcBAZ6xS/fQ191WtR7EmhFW4vQOTy1FMp90OZcVkBweJrl+PhMMVv1aky8pYBUGQzqZw4AAmmy2fsBKx9gVOBrNHIessX+5TYeUGQcpY7UrZE4Et1emxgmB6WSUzybI1roPdvB7gHqtqWi1AjQirIJmEZgcqt3z5SKLdXZiZGQpjY1W5XrUoTQSWwWrBIZRIBDZjNdNv9SfE+nrdDaRGaa1rJSzhQAirwbTtYVWl5nUIZsZqeGK4rMIqEU0EthSYzqbZP7W/ao3rUCvCKiAmoaZYJLtrV9WE1WEvq2DdmEoeVmvK51wviXhghVV2Zz+hxkYiFdyQoMxPSEKsql/FwWn/D+DsSu2irb6Nxlhjxa/VUtdCXbgucBmroilaGasyTQSClbHKFrPkirmyndMrOBOB1fKwghoRVuGA7AvM79uHmZmpXsaqxxJWQfOyqkzGqiG4wqp/J7GNGwPhoeRX2uuD4b4+mBqsqDHobESE7obuwGWsDkwdIFfMlTdjFbEmm4NYDuxPVXciEGpEWAWlFFjNiUCwpgKBwE0GZoeGCLW0EG4s36fmUCIRWB+rmZ391PXpRKCbtMeD4b6+K7WrojsCj6QrETz39ZKHVZlLgUAgTUL7x/uJhCKsbarcbt0jqQlhFW5thVDI9yah2QFbWFWrFNjRAeFw4CYDyzkR6BDUHqvixAT5vXvVw8plgpCxmsxNMjI1UrWMFQTTfb3kYVUmqwU4nLEK4mRg/3g/65vWEw1Fq3bNmhBWEg4TbmujEICMldTVEenqqsr1JBwm0tlJfjhYwiqfTJa1DAiWl1UQDUJnBgYAbVx3Gydj5ecJXcdqoRoeVg5dDV2MTI5QKBaqds1K43hYlXsqEIIprAbGB+ht7q3qNWtCWEEwTEKzg4PE1q9HQtX7a4t2BcvLyhhDtoyu6w5BzVjldlnj8ZV2+lcWpr2+nZnCDBM5/4r3wZQ9EVjljFXe5APR+O+QzCRpqWuhIdpQtnM6pcCgTQYaY9iV3lXVf3NQc8LK76XAgar1VzkEzX29MDaGmZysiLAKoo9VYXwcgPCqVncDqXGCsNbGEVbV7rGCYFkuJCfKOxEIwW1en8pPkSvmaK1vrep1a0ZYhTvafV0KNIUCud27q9Zf5WC5rwfHJPTwRGB5GxlDDcHMWBVsU91wU5PLkdQ2Jfd1H/dZDaYG6Yx3lrIj1aCrIXgmocOZ8npYQXB7rDK5DACN0crbe8ymZoRVpL2D/AH/9ijkhocxuRzRKgurSFc3ZnIyEK71MNvDqrw3JonHMdksJhcsH5hiOgPRqLW2R3GNIGSsdqV3VbW/Cg5nrPZOBqOdwRhDciJZ1sZ1gHjU6rEK2lRgJmsJq+ZYc1WvWzvCqqMdMz1NccKfirzaE4EO0W7rxhQUL6tSxqoCpUAgcJYLxUyacGOjeli5TBDW2lTTw8phVf0qoqFoYEqBYzNjTOWnNGO1SNI5KyFQDUPa2dSMsAr73H09OzgAVL+JuORlFRD39VwySSiRsCw4ykhQhVUhlSakZUDXaa1rRRDfZqwy2QwHpw9Wtb8KLNf61YnVgSkFJifKPxEIs3ysAtZjlc7awkpLgZUh4nP39ezgIJJIEFld3bUi0a6AZayGLKuFcmdgQglrQsevGdH5KKbTZTVSVZZHJBRhVf0q32asSjsCq5yxgmCZhJasFsrcvB4LxQhLOHBTgU4psClW3Q+HtSOsSu7rfs1Y2VYLVS7JRDo7QSQwk4GWOWj5HXhDCatHIWgN7IVMhlBzdfsTlLlpq2/zrbDalbJsO6rdYwVWA3tgMlYV8LACa/1PPBIPbilQM1aV4XAp0J83ptzAYNX7qwAkFiPc0R4YL6vc0FDZzUFhVikwYCahxXSacJNmrLyAn9faOFYL65rWVf3a3QlrX6BfB5dmk8wkaYg2VKQZOxFJaMaqTNSMsIq0tVmZFx9aLph8nuzQkCvCCiDaFQwvq0ImQzGVKnvjOhwWViZoPVbpNKFG7bHyAn5ea7MrtYuuRFfJ4buadDV0kSvmODRzqOrXLjfORGAlKheJaCKQPVZhCVf9313NCCuJRAi3tvrSJDQ3NAT5vGvCKtLdRT4AGavcUGU8rGB2xipYn/iK6TQhzVh5Al9nrNLVnwh0KJmEBqAcOJwZZm1jZZYJB7IUmE3TGKv+VHPNCCuw+qz8WArMDtpWC1V2XXeIdveQC0DGqlIeVmDtCoRgCStTLFKcmCCsGStP0F7fzlR+ypflml2p6ntYOXQ3WJPNQWhgT2bK72HlEI/EfflvayEyuUzV+6ugxoRVuL3Dl6VAtzysHKLdXRTTaQoZf/cPVcrDCkCcjFWApgKLExNgDKFmFVZewK8moeMz44zNjLGhSTNWKyGdTZPOpcveuO6QiCYCl7HKZDNVNweFGhNWfl3EnB0cJNTQUGrArzaRLtvLasTfN6ZcMonU1RHu6Cj7uUMNtt1CgHqsiqkUoOtsvIJf19q4OREI1jRlRCK+z1hVaiLQIREJXo9VKpuqujko1Jqw6min4EO7heygNRHolvu1476e97mXVW5oiGhPZRo/JRqFSCRQpcBCxpqo0eZ1b+DXjJWbHlYA4VCYzkRncIRVmT2sHBLRAE4Faimw8oTbOyhOTvouq5AdHHStvwoOu6/nhn0urJLJipQBwfKBCcXjgRJWxdICZm1e9wJ+zlgJwjFNx7gWQ1eii70T/r5/Oa7rPY0V7LEKYCmw2lYLUGPCKmKX0vxUDjTZrJVpcam/CiCyejWA772sLA+rykzUgDUZGCQfq4ItrEJNahDqBdribYAPM1apQXoaeqgL17kWQ1eD/93Xk5kkdeG6ksAuN4lIInBLmNO5tAqrSuO4r/upHJjdMwTFomuN6wChujrCbW2+9rIqTk1ROHiwIuagDqFEIlA+Vpqx8hbRUJSWuhZfZqzc6q9y6EpY7ut+NgkdnhiumIcVWKXAvMmTK+Qqcv5qUzRFMlktBVacsA/3BR5evuyesALLy8rPGavc8DBQmYlAh1AiEaipwMMZK+2x8grt9e0cnD7odhiLxhjjqoeVQ1eii+nCNKlsytU4VkIyk6xY4zpYGSsgMOXAydwkBqMZq0pzeF+gn4SV42HV62ocfndfL3lYVbIUGLgeK7t5XYWVZ2iP+8t9fWxmjHQ2zfomlzNWDdYAjp/7rCotrBx38qA0sGdy1v1LM1YVJtJm9Sj4yX09OzhIqLmZcGurq3FEurt8PRVYcl2vYMZKGhLBElaZNFJXRygWczsUxaa93l/u686OQC9krMC/JqGTuUkOzRyq2EQgWKVACE7GKp21FzCr3UJlkViMUEsLBR9lrHK7dhNbv941qwWHaFc3hfFx301UOuSSSYhESo34lSCUSPj2z2cuCumMZqs8ht8yVrvTuwFY11z95cuz8bv7upNpq0YpMCheVk7GSkuBVcBvJqH5AweIdHa6HQYRx8tqnz9vTLmhIaLd3Ug4XLFrWFOBwfi0B1BMpwg3auO6l2ivbyeTyzBTmHE7lEXh9IN1xt29h7XH2wlJyLfu60MZq5WhosLKyVgFpBToZKyaoiqsKo4lrPxTCiyMjbleBgSIOl5WPu2zqqSHlUMoHixhpRkr71EyCfVJ1mpsZoyIRFzpc5lNNBSlo77Dtxmr4Qlr+KZSewJhVo+VlgJXTM0Jq3BHu69KgV4RVpEuJ2Plzz6rXDJZ0cZ1CGLGKq1WCx7DbyahYzNjNNc1u97KALaXlU8zVslMkkgoUtHMX2kqMCAZq0xWS4FVI9Le4ZtSYHF6GjM97QlhFbWFlR8zViabJT8yUvmMVSIB+Twmm63odapFIZNWc1CP4be1NuMz47TWtbodBmB7Wfk0Y5XMJOlOdBMOVa6VwSkFBqXHKp2zS4EqrCpPpKOdYjpNccb7PQqFsTEATwirUCJBqKXFlxmr3N69YEx1hBUEJmtVTKUJacbKU/gxY+UZYeVj9/XkRGWtFiCYpcBoKOqK43/NCauwvdam4IOslZeEFVh9Vn7MWFXDwwoglLBuTEERVoVMhrAuYPYUfltrMzYzRktdi9thANCd6GYiN1EqEfmJSntYQTBLgW5kq6AGhVXER+7rXhNWfvWyyiVtD6sKrrOBYGWsTD6PmZzUjJXHqAvX0RRt8k3GanzaQ6XABn96WWULWUanRivqYQUQDUeJhCLByVjl0q4NTRxVWIlIvYjcKyIPicijIvJJ+/k2EdkuIk/Zv66a9Z4PicgOEXlSRC6p5G9gqRx2X/f+ZKDXhFW0q5ucD+0WckNJECn1iVUKcYRVALysihnrU33Y5z1WIrJORG4Tkcft+9cV9vM/EJEH7a8BEXlw1ns8e/8C28vKBxkrY4y3SoGOSajPGtgdD6uexspNBDokIonA9FhlshlXJgIBIos4Zga4wBiTEZEocKeI/ALYCtxqjPmsiHwQ+CDwARE5Hng9cAKwBrhFRI4zxhQq9HtYEhEtBS6bSHcXhQMHKGazvnLjzg0NEenqQioccyhuC6sA7AsM0J7APPBeY8wDItIE3C8i240xf+YcICL/BIzbjz19/wJoq2/zRcZqKj9Ftpj1TCnQrxkrx8NqbWNlWxnA6rMKSikwnU17txRoLJyidNT+MsClwLfs578FXGY/vhT4vjFmxhjTD+wAzipn0Csh3GGXAn1guVASVqtaXY3DIdpleVn5zSS0Gh5WEKxSYNEWVn63WzDGDBtjHrAfp4HHgdJPKLF8AF4HfM9+ytP3L/BPxmp8ZhzAMxmr1XFr64Lf9gVWw8PKIRFNBKYUmMllXDEHhUX2WIlI2E6VjwDbjTH3AF3GmGGwbl6AsytkLbB71tv3MOtGNuucbxOR+0TkvtHR0RX8FpZGqK6OUGOjP3qsDo0hiYRnskMl93Wf9VlVw8MKINTglAL9f2MqOAuYA9S8LiK9wGnAPbOePgfYZ4x5yv5+Ufcv+3yu3MPa6/2x1mZsZgzwjrCKhqO017f7LmOVzCQJSaiUcaskQSoFprNp10qBixJWxpiCMeZU4BjgLBE5cYHD53KCM3Oc82vGmDOMMWd0VnllS6S9nYIP3Nctc1BvpNHBn+7rJp8nt3evZqyWSDFjZ6yagyGsRKQRuBa40hiTmvXSGzicrYJF3r/AvXtYe7ydVDZFrpCr2jWXgyOsvFIKBKscuHfSXx8Mk5kkqxOriYaiFb9WIpoITCkwk8t4t3l9NsaYMeDXwMuAfSLSA2D/OmIftgeYvXHzGCC50kDLSbijwxelwPzYISKtq45+YJWIlEqB/rkx5UdGoFCojrCKW3YLJgDCqpAKTI8Vdm/otcB3jTHXzXo+gtUr+oNZh3v+/uUXk1BHWK2q9849rCvhP/f15ESy4hOBDvFIPBAZq0KxwERuguaYO8M3i5kK7BSRVvtxHLgIeAL4MXC5fdjlwI324x8DrxeROhHpAzYD95Y57hXhl0XMXlln4xBubCDU2OirjNVhq4UqlALjwfGxcnqsQj5fwmz3UH0DeNwYc/URL18EPGGM2TPrOc/fv0omoT4RVp7KWPnQfX04M1xxDyuHRCQYPVaZnNXK4OWpwB7gWyISxhJiPzTG/FRE7gJ+KCJvAXYBrwUwxjwqIj8EHsOayPkrL03UAITb2yjcc8/RD3SZwtgYsbXHuB3GM4h0d/kqY1UyB61CxkpiMSQapTgZgE98TinQ58IKeBHwJuAPsywVPmyM+TnW9N/sMqAv7l9t9bZJqMf7rDwprBq6SGfTTOYmSytcvEy+mGff5L6qNK6DVQqcyvn//lUSVi6VAo8qrIwxD2M1fB75/AHgwnne8xngMyuOrkJE2jsojI9jcjkkWvm69XIpjI17KmMFtpeVHzNWa6pzYwrKIuZiOoMkEp7+/7EYjDF3MnffFMaYP5/neU/fv0qlQI8Lq/GZcRqjjVXpDVosJS+ryX30tfS5HM3RGZkcoWAKmrFaIm4uYIYadF6HWSahBw+6HMn8mEKBYirlOWHlN/f13N59hFetIlRfX5XrSVCEVSYdhGxVIPFTKdBL2SqA7garT9Qv5UAnTifuShOPxJnMT2LMnPMaviGddW8BM9SosHL2BXrZfb2QSoExnhNW0a5u8vv3Y3LenkhyyI+MEKmw4/psgpKxKqTSgWhcDyKJaIJ4JO75jJWXXNcd/Oa+PjJpzYStTqw+ypHlIRFNUDRFZgozVblepXCElaftFoKGsy/Qy+7rhUNjgHfMQR0i3V1gDPkq+vashPzICJHV1RuFDyUSgfCxKqY1Y+Vl2uu9bxLqpT2BDo5A8UvGanTSus865qaVJh6xBnD8Phno9Fh52iA0aBzeF+jdG5PX1tk4+M3LyhJW1bkpQYAyVpmMZqw8THu8nYNT3m1lAG+WAusj9bTWtfonYzU1QjQUrdqfYyJiNfT7vc9KM1Yu4OwLzHvYJNSrwspPXlYmnyd/4ADRagqreDwQwqqYTgfGHDSI+CJjNeO9jBX4y3JhdHKU1YnVWK4hlScetTJWfjcJ1YyVC4QaGpB4nIJmrJZMtMc/Gav8gYNQLBKpoit2KJHABGQJc5DW2QSN9ri319rki3nSubQnhVV3Q7evhFVHvKNq1wtSxqo+XE807M5Eak0KK/C+SahXhVWoqQlJJHwxGZgfsRo/q1oKbEhQnPJ3fwJYGauQzxcwB5n2eDtjM2Pki3m3Q5kTZwGz10qB4C/39ZGpkao1rsNhYeX3His39wRCzQsrj5cCIxHPOV+LCNGuLnL7vH9jyo+6IKwC0GNlslnMzAxh7bHyLO317RgMh6YPuR3KnDjCyosZq66GLg7NHPLF5Nvo5Cid8epl3B3T1CCUAt0yB4UaFlbhjg7PlwLDLS1Vq60vhUh3F/nhYbfDOCr5EWuipprCSuweKz/7wBQyVn+CNq97F6/vC3Rc1z0prHxiuTCZmySTy9CZqJ6wcqYC/V4KzGQzrnlYQQ0LKz+UAr1WBnSIdnX7I2M1MgIipWGFahBKNECxiJnx/qfh+SimUgCasfIwJZNQj/ZZldbZ1HuwFNhw2H3dy+yfsioqbpQC/Z6xSmfTKqzcINLRTuHQIUzBU2vASnhZWEW6u8iPjmLy3uzvcMiPjhDuaEcii1mJWR5CCevG5Oc+q0Lazlhp87pncTJWB6e9abng6VKgnbHaO+HtPlHHHNSNUqDve6xyaS0FukG4vR2MoXDImz0KXhZW0e5uKBQ8nfEDyI2MEO2s3qc9mCWsfDwZWHQWMGvzumfxS8bKy8LK6xmr0SnbHLSKGSstBZaHmhVWjvu6V8WBJay8l0YHSitivD4ZmB8ZrWp/FUAoYd2YipMTVb1uOSmkLWEVam52ORJlPhqiDdSF6zzdYxUJRUqlJS+RiCZoijV5vseqlLGqYo9VJBQhFooxlfN3xkqb113isPu69yYDjTHez1jhfS+raruuw+GMlfHxZGDRFla60sa7iIhlEurRjJVjDurF4Rvwh0no6OQo9eH6qptcJqIJX2escsUcU/kpzVi5gbOI2Yv7As3UFCab9aywinR7333d5HIUDhyoqjkoBKXHys5YafO6p2mPe9d93YsLmGfT1eB9YTUyNUJHvKPq4jQRSfi6xyqTtXpE1cfKBSIddinQg5YLXjUHdQi3tiKxmKczVk4m0q2MlZ+9rIpO83pDg8uRKAvh5YyVF/cEzqY70e35UqCzzqbaJKIJX08FOsJKM1YuEGpsRGIxT5qEel1YiQiR7m5P91jlRx0Pq+pmrCTu9Fj598ZUzKSt/x/hsNuhKAvg5YyVV/cEOnQlujgwfYBcIed2KPOyf2p/VfurHOKRuK9LgemcvYBZe6yqj4gQ7mj3pEmoI6wiHhVWgOfd191YZwO2jxX+ngospDNaBvQBbfVtHJo+RNEU3Q7lWfihFAhWuc2rjEyOVNVqwSER0YzVSqlZYQXWZKAXpwK9nrECPJ+xytnCKlptYdXg/x6rYjqljes+oD3eTsEUStYGXsEY4/lSoNfd1ydyE0zmJ10pBcajcV/3WKWzVsZKhZVLeNV9Pe8DYRXt7iI3MoIpeu/TMtgZq3CYcFtbVa8bigfBbkEzVn6gtNbGY31Wk/lJ8sW8tzNWHveycsNqwSER8fdUoJYCXcYqBWqP1XKIdHdDLkfhoDedn/Mjo0Q6OqreJyThMFJX5+8eq3SakJqDep6SSajH+qy8bA7q0N1gTTZ7NWM1Ommbg8ZdyFhF4loKXCE1Lawi7R3kDx70XNalMDZmNQ9Ho26HMi9e97Jyw8PKIZRI+FpYFTJpwk1qDup1vJqx8oOwaow10hBt8G7GasrFjJXPfaycjFVD1L2p5hoXVu1QKFAYH3c7lGfgZXNQh0iXt72s3BZWZtK/PQrFlGas/IBX19qMT9t7Autb3Q3kKHjZJLSUsXLDbiGSYDo/7cmhiMWQzqZJRBJEQtXbEXsktS2sbPd1r5UDC4e8L6yi3VaPQs6jDez5kREinR2uXNvPGStjDIVMhrAuYPY8zbFmoqGo50qBh2as/atebl4HW1h5tBQ4MjlCPBJ3JeuSiCYwGKbz01W/djnIZDOumoNCjQursEf3BfohYxVua4No1JOTgcVslsLYmGsZK0nE/SusZmYgl9PmdR8gIrTVt3kuY+WHUiBYlgt7J7x3/wLLw8qNbBX4fxFzJpep+hqgI6lpYXV4X6C3bkx+EFYSChFdvdqTPVYF2xy02lYLDn7OWJX2BDarsPIDXjQJHZ+xSoHNMW/36XUluhidGiVX9J5JqFseVkBpcbZfFzGns2nNWLlJpLQv0GOlQB8IK/Cul1XOJXNQh1Ciwbc+VqU9gVoK9AVeXGszNjNGU6zJ1R6XxdDV0IXBeO7PD2B0atSVxnWwSoHg34yVCiuXCbW0WOUsD2WsTD5PMZ32hbDyqvt6fsRZZ6MZq6VSylhp87ov8GLGyuuu6w6Ol5XXyoHGGGtPoAtWCzArY+VTk9BMLkNz1N1saU0LKxEh0tZWWtjrBZwJRT8IKydjZYxxO5Rn4NY6G4dQ3L89VgVnAbP2WPmC9vp2Dk4f9NQEl9f3BDp41SQ0nUszXZh2LWNV6rHyqZeVZqw8QHTNGnJDQ26HUcIP5qAO0e4ujN0o7iXyIyMQjbr2Z+jrjFXGyVipsPIDaxrXkC/mS07dXsDr62wcvGoS6qbVAvi/FKhTgR4g1ttLtr/f7TBK+ElYlbysPNZn5VgtSMidf96hRAIzNeU549nFUOqxUmHlCzY0bwBgIDXgbiCz8EvGqjnWTH243nMZq9I6G7eb131YCpwpzJAtZnUq0G1ifX3kR0cpZDJuhwL4S1h51csqPzpCtNOdT3tgL2I2BjPtPx+YYkqb1/1Eb3MvAAPjA67GMRu/9FiJCF0N3jMJHZ3ySMbKh6VALyxgBhVWxPp6AcgODLobiI2fhFWk23Ff99aNKTcyQmS1O5/2AKS0iNl/N6ZCJg2hkCUOFc+zOrGaeCTOYMob969cIcdEbsIXpUDwpkmok7HqiLtjcOxnHytnT6CWAl2mrrcXwDPlQF8Jq44OCIc9mLHaT8TNjFXCEiV+FFbFdMbaUynidijKIhARept76U954/41nrXX2fggYwXeXGuzf2o/jdHGUuao2tSH6wGfCqucvYBZS4HuEt2wAUIhbwmraNQXGQMJh4l0dpL3kElocXqa4vi4axOBMEtY+dDLqphOa+O6z+ht7vVMKXBsegzwkbBq6GJ0cpRCseB2KCVGJkdcmwgECIfCxCNxXxqEOqVAzVi5TCgWI7p2LdmBAbdDARxz0BbfZAwsLyvvZKzyo+56WAGE4rawmvDfJ75COq2N6z6jt6WXZCZJtpB1O5TSOhs/lQLzJs/B6YNuh1LCTQ8rh3gk7suMlfZYeYhYby8zA97JWEV8UAZ0iKzpITs46BkvK7c9rIBSttGfpcA04UY1B/UTG5o3YDDsSu1yO5TSOhu/ZKx6GnoAPNOjBu66rjv4VVhpKdBDxPp6yQ54QxwUDo0Rbml1O4xF03D22eSTw8z88Sm3QwFmCyv3bkyHS4H+uzEVMhnNWPmM3pZewBviwC8LmB1O6zqNSCjCHXvucDsUwHJdd7sUCNZkoJYCl48KK6yMlZmcLP1QdpPC+BjhVa1uh7Fomi66CERI33ST26EAh4WVWwuY4bCwMn7NWOkCZl+xocnysvJCA7vfSoHNsWbO7jmbmwdv9sQH6/GZcXLFnOulwEQk4duMlSA0RBtcjeOowkpE1onIbSLyuIg8KiJX2M+fIiJ3icgfROQnItJsP98rIlMi8qD99dVK/yZWSl1fH+CNycC8TxYwO0Q6Okg873mkt9/sdiiAZbUgsZi1B9IlQn62W0in1cPKZzTGGumMd3qigX18ZpxYKFYa2fcDF2+4mKHMEE8cfMLtUBiZss1BtRS4LNLZNA3RBkLibs5oMVfPA+81xjwXeD7wVyJyPPDvwAeNMScB1wPvn/Wep40xp9pfby971GUm5ggrlxvYjTEUxsZ9JawAmi6+mJmndjCzc6fboZAfGSWyerWrzf9+tVswxlDMZAjpAmbf0dvS65lSYGtdq2+GbwDOX3c+YQmzfXC726G4vs7GIRFJ+NYg1O3GdViEsDLGDBtjHrAfp4HHgbXAcwCnML0d2FapICtNZPVqJB53PWNVnJiEXM6HwuqlAKRvdj9rlR8dJdLp7qe9wwah/upRMJOTUCio3YIP2dC8wRNrbcZmxmip90cZ0GFV/SrO6DqD7YPbXS8HOq7rbpmDOiSiCV+utPHCnkBYYo+ViPQCpwH3AI8Ar7Zfei2wbtahfSLyexG5XUTOmedcbxOR+0TkvlF7RN4tJBSyJgNdFlZ+MgedTbS7m/gpp5DygrAaGXF1IhCsf0/iw0XMzlonbV73H73NvYzNjJV8pNzCL3sCj+SlG17KQGqAp8eedjUOJ2Pl1p5Ah0TEp8Iql3F9IhCWIKxEpBG4FrjSGJMC/gKrLHg/0AQ4JirDwHpjzGnA3wD/5fRfzcYY8zVjzBnGmDM6Xc4wANTZk4FuUhJWq1a5GsdyaLr4YmYee5zs7t2uxuEFYQVWn5XfhFUxlQLQjJUP6Wux2hnczlr5ZU/gkVy44UIEYfsud8uBI5Mj1nLoSL2rccQjcd+WAn2TsRKRKJao+q4x5joAY8wTxpiLjTHPA74HPG0/P2OMOWA/vt9+/rhKBF9OYr295PbsoZh1z2TPrxkrgKZLLgbcLQcWJyYoZjKuWi04hPyYsUrbGasANa/PN3xjv/YuEXnSfv5z9nO+G74BqxQIKqyWS0e8g9NWn+Z6n9Xo1Kjr/VVglQKnC9OecqRfDL7psRKrC/EbwOPGmKtnPb/a/jUEfBT4qv19p4iE7ccbgc2A+13NRyHW1wfFIrld7pns+VlYxY45hvrjj3e1HOi4rrtpteAQSiR852NVzFgeMOFgNa/POXwjIucDlwInG2NOAL4w6z2+Gr4BWNu4lohEXJ0MNMaQmkn5UliBVQ586tBTrg4BjE6Oul4GBKsUCDBdmHY5kqWRyWVojLp//1pMxupFwJuAC2Z9insF8AYR+SPwBJAEvmkffy7wsIg8BPwIeLsxxjv7AuYh5ixjdnEy0M/CCqxy4PRDD7u2lDnnAdd1h1Ai4Tsfq0LaElah5mdV7n3LAsM37wA+a4yZsV9z38RuBURCEY5pOsZVUZDJZcibvG88rI7kog0XAbiatRqZct8cFCgtgPZTOdAYQyab8UfGyhhzpzFGjDEnz/oU93NjzJeMMcfZXx809jiFMeZaY8wJxphTjDGnG2N+UvnfxspxLBfcbGAvCSuf/mA7XA5058aUH3F/T6BDKB733a7AYqkU6P4nvkpwxPDNccA5InKPPWRz5qxDjzp840V6W3pdLQX6zXX9SLobujmp4yRuGbzFlesXTZH9k/s9UQp0fMj85GU1XZgmb/K+yVjVBOHGRsKdHa5nrELNzUgk4loMK6Gur4+6zZtJ3eyOC7sX9gQ6hBr82GMV3Ob1OYZvIsAqrPLg+4Ef2m0Pixq+sc/pmclmgL7mPnaldrnWF+O3PYFzcdGGi3j0wKMMZYaqfu1D04fIm7ynSoF+ylh5ZQEzqLB6BnUbesn2D7h2/YLPXNfnounii5m6/4FSv1M1yY+OIvG4JzIuVo+Vv8aVi+kMRCJIvbsTSeVmruEbYA9wnbG4FygCHUsZvvHaZPOG5g1ki1mGJ4Zdub7f1tnMxUvXW558bmSt9k/tB9w3BwWIR62MlZ8sFzJZewGzCitvEevrc9UkNBDC6pKLwRjSt95a9WvnR0aIdHZ6wvXZjz5WxUyacGOjJ/78ysV8wzfADcAF9jHHATFgv1+Hb+DwMma3yoF+LwUCrGtex5+0/Ykrwmpk0sq4u20OCrMyVj4qBaZz9gJmLQV6i1hfH4VDh0q9TtWmcOgQ4Vb/ftoDqNu8mVhvLykXljJbHlbuZw4AQnH/CatCOhOoxnWb+YZv/gPYKCKPAN8HLrf7RH05fAOWSSjgWgO7Y07qZ2EFcNH6i3hw9EH2Teyr6nUd13VPZKycHisflQI1Y+VR3J4MDELGSkRouvhiJu/9HflDh6p67fzIiCesFsCeCpyexuTzboeyaIqpFGEPlFHLyQLDN1ljzBuNMSfaQza/so/35fANQFt9G03RJvrH3cm6j82MIYgnfrCthJf2WuXAW3dVN+vuqYyVPRU4kZtwOZLF4/RYacbKY8T6egGYcanPKgjCCuxyYKFA5le/qto1jTHkRkeJdHpDWNVt3gzAxF13uxzJ4ilkMrrOxseIiKuTgWMzYzTXNRMOhV25frnY2LKRTS2buGVXdcuBo5OjrKpbRSwcq+p156Ir0UVTrIm7h/1z/3JKgV4Q9iqsZhE75hiIRFzJWJlsluLERCCEVf3xxxNdu7aq5cDixARmctITE4EAjeefR7i1lbFrr3U7lEVTTKcJBcsctObobe51rRTo1z2Bc3HRhou4f9/9HJg6ULVresXDCiAWjvGKvldwy+AtpWlPr6OlQI8i0SixY45xpYG9MG794w2CsHLKgRN33U3B3j9XabxktQAQisVoufTVpG+9teol0eVSyKQJNwWux6qm2NC8gb0Te13pjRmbGfP1ROBsXrrhpRRNkV/trl7WfXRy1DPCCmDr5q1ki1l+0f8Lt0NZFOlsmrCES/1hbqLC6gjcmgx0GuYjARBWAM2XXAy5HJlf/7oq1/OasAJo2boNcjlSP/FHm04xpRkrv+NMBu5KV381V5AyVsetOo71TeurOh04OjnK6rh37l/PbXsuz1n1HK576rqjH+wB0tk0DdEGT0w1q7A6glhvL9nBQUyxWNXr+n2dzZHUn3wyka6uqu0OdHyzvDIVCFD/nOOoP+kkxn50LfZiAs9iikWrFB2gBcy1iDMZ6EaflV8XMM+FiHDRhou4d/jeqpTCCsUCB6YPeCpjJSJs2byFxw8+zhMHn3A7nKOSyXljnQ2osHoWsb5eTDZLLlldk718wISVhEI0vfSlTPzmTooTlZ8sKWWsPNK87tC6bRszf/wj04884nYoC1KcmABjtHnd56xvXg/gyjLmIJUCwSoH5k2e23bfVvFrHZo5RMEUPJWxAnjVxlcRC8V8kbXyyp5AUGH1LOrsnYHVbmAPWsYKrHKgmZkhc8cdFb9WfmSEUCJBuLGh4tdaCs2vfAVSX+/5JvaivYA53OyNG5OyPOKROD0NPVVvYM8WskzlpwKTsQI4of0Eehp6qlIOLFktJNy3WphNS10LF66/kJ/t/BkzhRm3w1mQdC7tCasFUGH1LEpeVlXuswqisIqffjrh9vaqlANzIyOe6q9yCDc10XzJxaR++jNPr7gp2MIqpKVA37OheUPVM1ZBcF0/Eqcc+Nvkb0sTZ5VidNI2B/VYxgrgss2Xkcqm+NWu6jXyL4d0Nk1jTIWVJwl3dBBqbHRFWEkshsTdn2goFxIO03TRRWRuv4Pi9HRFr5UfGfWksAJo2baNYiZDukr9ZsuhlLHS5nXf09tseVlVs68vCHsC5+KlG15Krpjj9j23V/Q6I1NWxspLPVYOz+95Pmsa1ni+HJjJZmiKeuODoQqrIxARazLQhVJguLXVExMN5aT5kosxk5NM3HlnRa+T92jGCiBx5plEN6xn7EfeLQeWMlbaY+V7elt6yeQyHJiungeT0+AdpIwVwCmdp9AZ76x4OXB0chRBaI+3V/Q6yyEkIS479jLuGb6HocyQ2+HMSzqX1h4rLxPr7WVmoNoZq/FAlQEdEmeeSbilpaLlQGOMp4WViNC6ZSuTv/sd2UF3zBuPRjFjlTrCKqx8T2kysIrlwCCWAsESFReuv5A7h+6sqDfYyOQIbfVtREPRil1jJVx67KUA3LjjRpcjmRtjDBO5CS0FeplYXy/55HBVe2KCss7mSCQapfHCC8n86jaK2WxFrlFMpTAzM56yWjiSli2XQSjE2HXXux3KnGjGKjg4XlbVtFwIaikQrHLgdGGaO4cql3UfnRr1xPLl+VjTuIbn9zyfG3bcQKFYcDucZzGZn6RoiloK9DJ1TgP7ruqZ7AVVWIFVDixmMkzedVdFzu9YLXhlAfNcRLu6aDznHMavv96Ti5mLKRVWQaE70U0sFKvqZGBQS4EAp3edTlt9W0XLgV5zXZ+LrZu3MjwxzD1773E7lGdRWsCsGSvvEnMsF6rYwF4YGyO8alXVrldNEi94AaHGxoqVAw+bg3pXWAG0vGYb+ZERMhXuN1sOxUwaicUIxdxfAKusjHAozPrm9dUtBU6PEY/EqY/UV+2a1SISinD+uvO5fc/tFbMcGJ0apTPubWF1wfoLaKlr4fqnvJd1d4SV9lh5mNiGDUD1hJUxhsJ4MHuswNqb13ThBaRvurlkK1FOch5cZzMXTS95CeG2Nsav9d50TSGd0WxVgOhr6at6KTCIZUCHi3svZjI/WZG9eflingNTBzxdCgRrMfMr+17JrbtuZWx6zO1wnkEmZy9g1lKgdwklEkS6u6s2GVjMZCCfD6ywAmj7i7dQnJjgwDe+UfZz50fsjFWntz/xSSxGy6WXkr7tNvIHqjextRiK6bQ2rgeIDc0b2JPeQ66Yq8r1grQncC5e0PMCjm8/nq8+9FVyhfL+mR6YOoDBeL4UCFY5MFfM8bP+n7kdyjPQUqBPiPX1MtM/UJVrBdEc9Ejqn3Mcza98JQe//Z1S6a5c5EdGCDU1EfKBB1jra7ZBPs/4jT92O5RnUEinNWMVIHqbe8mbPEPp6ozHBz1jJSK867R3MZQZ4tqnymubMjpl3Q+9XgoEeE7bczi+/Xiue+o6T+0/VWHlE+psL6tq/OM5LKyCe2MC6HzXX2NyOfb/v6+V9bxetlo4krpNm4ifeipj13prMbOVsfLGTUlZOc5kYLUa2IO0gHk+XrTmRZy++nS+9vDXmMqXb2LcWWfjh4wVwNZjt/LHQ3/ksYOPuR1KCccZvznW7HIkFiqs5iHW20sxlaJw8GDFr1ULGSuwetdat25l7Ac/IDdUvk/SlrDyx00JoGXbVrJPP830Qw+5HUqJQiat62wCRMnLqkp9VkEvBYKVtXr36e9mdGqU7z/x/bKd18vrbObi5RtfTl24zlNN7OmcnbHSXYHeppqTgbUirAA63vkOAEb/9V/Lds78yIinrRaOpPnlr0ASCU8tZi6mM4R0AXNgaKlrYVXdKvrHK3//Kpoi49nxQJcCHZ7X9TxetOZFfOORb5Rtf+DI1AghCdFW31aW81Wa5lgzF224iJ/v/DnT+cquKlssmWyGSChCXbjO7VAAFVbzUhJWVWhgLxwaA2pDWEV7emh9w+sZv+FGZsogWo0x5Ee9uydwLsKNDTS/7GWkfvZzihMTbocDWD1WYc1YBYrelt6qlALT2TRFUwx8xsrhXae9i/GZcb792LfLcr7RyVE66jsIh8JlOV812HrsVtK5NLfsquyqn8WSzqZpijZ5ZiWcCqt5iPb0ILFYWX74H43C2BiIEG72Rn240nS87W1IXR37v/LPKz5XYWwMk8sR6fSPsAJo3baV4uQkqV/e5HYomHweMzlJSHusAsWG5g1VKQUG2Rx0Lk7oOIGL1l/Etx77VllsB0anvG8OeiRndJ/B2sa1nikHpnNpzzSugwqreZFwmNiG9WSrMBlYGBsj3NyMhP3ziWUlRDo6aHvTm0j9/OdMP/HEis5VslrwUcYKIH766cT6+hi7zn1PK90TGEx6m3vZP7W/bCWr+QjyOpv5+KtT/4rJ3CT/8ch/rPhcfnBdP5KQhNhy7Bbu3Xsvu9O73Q6HTDbjGXNQUGG1ILHe3uqUAgO8zmY+2v/izYSamhj90pdXdJ68T8xBj0REaN22lan772dmZ3UXfh9JwRZWoabayJjWCk4De6XLgUFdwLwQx646lldufCXfe+J7pam+5TI6NeqbxvXZXHrspYQkxA07bnA7FDK5jGfMQUGF1YLEevvI7t5d8d1utSiswi0ttL/lLWRuu42pBx9c9nn8KqwAWi69FMJhxq9zt4m9mEoBqN1CwHAsF/pTlRXutVYKdHjnKe8kX8zztYeXbx+TK+Q4OH3QdxkrgO6Gbl645oXcuONG1xczp7NaCvQNsb4+yOXI7dlT0evkxw7VnLACaHvTGwm3tzPypS8t+xz5UVtYdXaUK6yqEenspPElL2HshhspTk66FkchbWestHk9UKxrWkdIQhXfGXho+hBQW6VAgHXN69iyeQvXPnUtQ5nl2cfsn9oP+MMcdC62HLuFfZP7uH3P7a7Gkc6mPWO1ACqsFiTW2wvATIXLgbWYsQIINTTQ8ba3MnnX3UzcffeyzpEfGSHc0kKozhtjtkul/S/eTOHAAfZ++jOuxVDMWB4w2rweLGLhGGsa1lSlFBiSkKd6XKrF205+GyFC/NuD/7as949M+csc9EjOX3c+fS19fPruT3Ngyr01XZmc9lj5hlhfL0DFG9gLY8FdwHw0Wl//eiLd3Yxe88VlOZHnfOS6PheJM86g4x1vZ/y66xi/8UZXYiikLWGlzevBo7elt+KTgeMz47TEWghJ7f046W7o5vV/8np+svMn7BzbueT3l8xBPb6AeT6i4SifP/fzpLIpPnznhymaYtVjKBQLTOQmVFj5hciqVYRbWytqElrMZjGTk4RXtVbsGl4mVFdHxzvfwdRDD5H59a+X/P78iL88rOai453vJHHGGQx/8u+Y2bn0m/NKKTqlQBVWgaO32fKyquQPvKDvCTwabznpLdSH6/mXB/9lye8trbPxaSkQrP2BHzjrA/w2+duyTEkulYm85QWopUAfUenJwFoyB52P1i1biK5fz+iXvowpLu0HgN/MQedCIhHW/NMXCNXVMXTleyhOV9fNuJC2m9cbvXNjUspDb3MvU/mpFU+uLUQtrLNZiLb6Nt54/Bu5efBmHj/w+JLeu39qPxGJsKp+VYWiqw6v2fwaXtb7Mv759//MA/seqOq1nQXMmrHyEbG+vopmrGppnc18SDRK57vexcwTT5D+5S8X/T5TLAZCWAFEu7pY84+fZeaPf2TfP3y2qtcupjNIPI5Eo1W9rlJ5nMnASpYDa2EB89G4/ITLaY4185Xff2VJ7xuZHKEj0eH7MqqI8PEXfJw1jWu46o6rymKculgcnzadCvQRsd5e8qOjFDKVWT2iwsqi+ZWvoG7zZka//JVF21sUDh2CfN5XC5gXovHcc2n/y7cw9oMfkPr5z6t23WImrdmqgLKheQMAg+OVa2Cv9VIgWPvz3nzim/nN0G94cOTBRb/Prx5Wc9EYa+QLL/kCB6cP8tH/+eiyemaXg2asfEipgb1C5UAVVhYSCtF5xbvJDgwwfuOPF/UeP3tYzUfnFVcQP/VUhv/2Y2QHK7/nDSy7hVCNrFOqNboSXcQj8YpmrGq9FOjwv/7kf9Fe386XHvjSokXFyOSIbycC5+L49uN57xnv5fY9t/Ofj/1nVa6ZyVkZKzUI9RF1zjLmCpUDVVgdpvHCC6k/6SRGv/Ql8geOPrrrCKtogISVRKOsvfqfIBJh6D1/QzGbrfg1i6mUZqwCiojQ29xbMZPQ6fw004VpWutbK3J+P5GIJnjryW/lvn338cuBxbU0jE6N+rpxfS7+15/8Ly5cfyFfvP+LPDz6cMWv52SsfFUKFJF1InKbiDwuIo+KyBX286eIyF0i8gcR+YmINM96z4dEZIeIPCkil1TyN1BpouvXg4hmrKqAiND9iY9TGB9n6Mr3YHK5BY/PORmrzmDdmKJr1rDmH/6e6cceY+Rzn6/49QqZjE4EBpgNzRsqVgqsxT2BC/G6417HKZ2n8PHffpwnDz654LEzhRnGZ8YDlbEC6z7+yRd+kq6GLt5/+/tLzvyVoiSsfDYVmAfea4x5LvB84K9E5Hjg34EPGmNOAq4H3g9gv/Z64ATgZcC/iohvtwuH6uqIrl1b0YyV1NcTqq+vyPn9RvyEE+j51N8x+bvfse8ooqJUCuzwn+v60Wi64ALaLv8/HPrOd0ht317RaxXTaTUHDTC9Lb0kJ5JkC+XPftbqOpv5iIajXHPeNTRGG7nitisWFBWOh1XQMlZgCe3Pnfs5RiZH+MRvP1HRfqtSKdBPPVbGmGFjzAP24zTwOLAWeA5wh33YdmCb/fhS4PvGmBljTD+wAzir3IFXk1hfHzMDlRNWmq16Ji2vfrUlKr79bcZuuGHe4/Ijo4Tb2pBYrHrBVZHV730v9SeeyPBHPkp2z/JWZiyGQiZNWBcwB5be5l6Kpsiu1K6yn7sWFzAfjc5EJ1efdzX7Jvdx1R1XzbtHb3TK3+agR+PkzpO58nlXcsuuW/jeE9+r2HUy2Qx14TpiYe/8HFhSj5WI9AKnAfcAjwCvtl96LbDOfrwW2D3rbXvs53yL5WU1WBHVXRgbI7zK3x4mlWD1+99P4uyz2fuxjzP1h0fmPCYoVgvzIbEYa6+5GopFhv7mbzAV6rcqpjRjFWR6m3sBKrLaRoXV3Jy6+lQ+cvZH+G3yt3zp93PvQi1lrAJWCpzNm45/E+cecy5fuO8LPHbgsYpcI5VNeaoMCEsQViLSCFwLXGmMSQF/gVUWvB9oApy7vszx9mcpEhF5m4jcJyL3jY6OLj3yKhLr68VMTpZKT+XEylhpf8KRSCTC2muuJtzRzp53vWvOZvb8yEhgrBbmI7ZuHT2f/jTTDz/MyDVfLPv5TTaLmZnRdTYBxrFcqEQDu5YC5+c1x72G1x73Wr75yDf5Zf+zm9lLGauA2C3MRUhCfOZFn6Gtvo333f6+kudUOfHankBYpLASkSiWqPquMeY6AGPME8aYi40xzwO+BzxtH76Hw9krgGOA5JHnNMZ8zRhzhjHmjE6PNx/X2cuYK9FnpaXA+Ym0tXHMV75C4dAhhq648lnN7Hmf7wlcLM0vu4TWN7yeg9/8JjM7y/tvsJCx19k0euvGpJSPxlgjHfEOBsYHyn5uzVgtzIfO+hCndp7Kx377sWc1s49MjhANRQPf+N9a38rnzv0ce9J7+Oaj3yz7+TNZHworERHgG8DjxpirZz2/2v41BHwU+Kr90o+B14tInYj0AZuBe8sdeDWJOZYLFZgMVGG1MPETTqDn059i8r772PePnys9bwoF8vv3B8pqYSE63/lOCIcZv+7asp636CxgbvbWjUkpL87OwHIzNjNGIpIgGlbX/rmIhqNcfd7VNEWbuOK2K57hSD46OcrqxGqsH7HB5vSu03nh2hdy444b5+05Wy7pXNqXpcAXAW8CLhCRB+2vVwBvEJE/Ak9gZaS+CWCMeRT4IfAY8Evgr4wx5f2TrDKRri4kHi97xsoUixTGx1VYHYWWP/1T2i6/nEPf+Q5j110PYJUGi8WayFiBZSnR+JKXMHbDjUe1oVgKhZQlrDRjFWx6W3oZSA2UvU9UzUGPTmeik6vPv5qRyRGuuuMq8kVrs8TI1EggJwLnY+uxW9k3uY+7hu8q63nT2bSnPKxgcVOBdxpjxBhzsjHmVPvr58aYLxljjrO/Pmhm/Y81xnzGGLPJGPMcY8wvKvtbqDwSChE/4QTGrr2OyQd+X7bzFtNpSxyosDoqq9//PhLPfz57P/EJpv7wB/IjVn9CrQgrgNbXbKOwfz+Z3/ymbOcsZuyMlTavB5oT209kbGaML//+y2UVV7rOZnGc0nkKHzn7I9w1fBdffuDLgJWxCnLj+pGcv+58VtWt4rqnrivreX1ZClQs1nz+c0Ta29n1l3/JxN33lOWcag66eJxm9khHB3v++l1MP25NmATNHHQhGs85h3BHB2M/Kl85sGCXAtUgNNhs2byF1x33Ov79D//OP/7uH8smrnQB8+LZdtw2/uw5f8Y3H/0mv+j/hSWsaihjFQ1HeeXGV3Lb7ts4OH2wbOfN5DK+LAUqQLSnhw3f+TaxtWvY/X//b1myBiqslkZk1SqO+eevUBgfZ99n/t56roYyVhKN0nrZpWRuv73kOr9SimltXq8FQhLio8//KG86/k189/Hv8sm7PknRFFd8Xi0FLo0PnPkBTl99Oh/7n4+RzqVrKmMFsHXzVvLFPD99+qdlOV+umGMqP6UZKz8T6exk/X/+J7FNG9n9zr8ifcstKzqfCqulU3/88fR86lOY6WkQIdLe7nZIVaVl6zYoFEj9eHGLqo9GqRQY0Ob1+VZy2a+9y1679aiIfG7W84FZyTUbEeH9Z7yft570Vq596lo+cudHSv0+y0VLgUsjGo7yT+f9E811liFvUM1B52Pzqs2c1HES1++4vixZ04nsBOAt13VQYbVkIqtWseH/+/+IH388e664kvGf/WzZ51JhtTxa/vRVdLzznTS84AVIJOJ2OFWlbmMf8dNPZ+xH15blxlRqXm9oWPG5PMqcK7lE5HysLREnG2NOAL4AwVvJdSQiwrtPfzfvPu3d/HTnT7nqjqvIFZY3DFEoFkjNpHQB8xLpiHfwxfO+yIbmDZzQfoLb4VSdy469jB1jO3hk/9zGz0vBi3sCQYXVsgg3N7PuG98gcfrpJN/3fsauXV4zngqr5dP57nex/j++4XYYrtC6bRvZgQGmHnhgxecqZtKEGhqQcGC0wzNYYCXXO4DPGmNm7Nec2mrgVnLNxVtPfitXnXkV2we3c+Wvr2SmMLPkc6SzaQxGS4HL4KTOk/jplp+yqXWT26FUnZf3vZz6cD3X7Vh5E3s6Zwsrv00FKnMTbmxg3df+Hw0vfCHDH/kIB7/73SWfIz82BqGQNg4rS6L5ZZcQSiTK0sReSGdq5t/fESu5jgPOEZF7ROR2ETnTPmzRK7n8tD1iLt50/Jv42+f/Lb/Z8xv++ta/ZjI3uaT3O+agWgpUlkJTrImLey/mF/2/WPK/uSNxnNybY97adarCagWE4nGO+bd/pfHCC9n3qU9z4Bv/saT3F8bGCLe0ICH9a1AWT6ihgeZXvoLUL39JITOxonMV0+maWGczx0quCLAKqzz4fuCHthnyolZygb+2R8zH657zOj794k9z7957ecct71jSyhF1XVeWy5ZjtzCRm+CWXSvrUy5lrLQUGCxCsRjHfPEaml/xckY+/3lG/+VfFt37oq7rynJp2boVMzVF6hc/X9F5Cul04DNWc63kwspEXWcs7gWKQAeLXMkVJF696dV87tzP8fDow7z15reW9v8dDd0TqCyX53U9j/VN61fsaVXqsdJSYPCQaJQ1n/88LVu2sP8r/8z+f/nXRb1PhZWyXOKnnkps0ybGV1gOLKbThAJsDjrfSi7gBuAC+5jjgBiwnwCu5FoMl/RewjXnX8OTh57kLTe9hYnc0TOhWgpUlouIsGXzFu7fd/+KVi05GdamqLc+HKqwKhMSDtPzmU/Tctll7P/nf16Uz1XhkAorZXmICK3btjH10EPM7Nix7PMUMmnCwfawmm8l138AG0XkEeD7wOV29ipwK7kWy3nrzuPLF3yZp8ae4lN3f+qomXctBSor4dWbXk1IQlz/1PXLPodTCmyIeWuqWYVVGZFQiO5PfJy6444jedUHyO1b2MRRM1bKSmi59NUQiSx7KhUsg9BQQD2sYMGVXFljzBuNMScaY043xvxq1nsCtZJrKbx47Yt5+ylv52c7f8YNO25Y8NixmTEiEvFcf4viD1YnVnPO2nP48dM/XrafWiabIR6JEw15awm4CqsyE6qvZ+0Xr6E4PU3yfe/D5Of/B6PCSlkJkfZ2ms4/j/Ebb8Rks0t+vzGGQjrwGStlibztpLdxdvfZ/P09f8+OQ/NnQ8dmxmiua8aqtirK0tly7BZGp0b5n6H/Wdb709m058qAoMKqItRt3Ej3xz/G5O9+x/5//bc5jylOT2Omp1VYKSuiZds2CgcPkv71r5f8XjMzA7lc4JvXlaURDoX57LmfJRFN8L7b3zfvSLyus1FWyrnrzqWtvm3ZTeyZXMZzjeugwqpitF52mdXM/m//xsRddz3rdTUHVcpB44tfTGT1asaXUQ4s2guYwwFuXleWR0e8g8+e81l2ju/ks/d+ds5jdAGzslKioSiv3vRq7thzB/un9i/5/elsWoVVrdH9tx8ltnEjQ++/ivz+Z/6jUWGllAOJRGjZsoXMb35Dbt++Jb234CxgbvKWuZ7iDV6w5gX85Ul/yfU7rucnT//kWa/rnkClHGw5dgt5s7zFzJlsxnN7AkGFVUUJJRKsveZqiuk0yauuwhQODxepsFLKRevWLVAsMn79DUt6XzGdAjRjpczPO099J6evPp1P3f0p+sf7n/Ha+LSWApWVs7F1I6d0nsJ1O65b8v7TdE57rGqS+uOOo+ujH2Hit3dx4OtfLz2vwkopF7ENG0iceSZj112HKRYX/b7DGSvv3ZgUbxAJRfjHc/+RunAd77v9fUznpwFr8EFLgUq52Lp5K/3j/Tw0+tCS3qelwBqm9TWvoflVr2L0y19h8ne/A2YJq1Wt7gWmBIbW12wjt2sXk/fdt+j3FDNWj1Wo0Xs3JsU7dDd085kXf4Y/Hvojn//d5wGYyk+RLWZprW91NzglEFzSewnxSJzrdyzN0yqTzWjGqlYREbo/8Qli69Yx9N73kT94sCSsIpqxUspA08UXE2psZPzaxTuxF0rN6967MSne4txjzuXNJ7yZH/7xh/xy4Je6zkYpKw3RBi7pvYRf9v9y0YuZs4Us2WJWe6xqmXBjA2u/eA2FsTGSH/wghUOHCCUSSCzmdmhKAAjF4zS/8pWkbrq5JJiORlGb15Ul8K7T38XJnSfzid9+gj/s/wOg62yU8rF181Ym85PcNHDToo736p5AUGFVVeqf+1xWf/ADTNzxG8auu177q5Sy0vqabZjpaVI/+9miji+kUxAKEWpIVDgyJQhEQ1E+f+7nCUmIT/z2E4BmrJTycWrnqfQ29y7a06okrDzo/K/CqsqsesMbaLrkEorptAorpazUn3gidccdt+gVN8V0hlBjozpnK4tmTeMaPvWiT5V2tKmwUsqFiLB181YeHH2QneM7j3p8JmcvYNZSoCIi9Hz6U0TXrSO6dq3b4SgBQkRofc1rmP7DHxj/ybN9h46kmE4T1sZ1ZYlcuP5C3vjcNxIJReiId7gdjhIg/nTTn1qZ0d99nkJx4d3nmrFSnkG4qYm+666l5x/+we1QlICx6g2vJ3HGGQx/9G+ZfuyxBY8tZDKEmrW/Slk6V515Fb/c+kvtsVLKSke8gw+c+QHuHLqTf3nwXxY8VjNWyrMINzURbmxwOwwlYEg0ytovfZHwqlXs+et3kT90aN5ji6mUZqyUZSEidDV0uR2GEkBe95zXsXXzVr7+h69zy+At8x7nZKxUWCmKUnEi7e0c85WvkN+/n6H3/A0mn5/zuEImo+agiqJ4ChHhI2d/hJM7TubDd36YHYd2zHmcTgUqilJV4iedSPcnP8nk3Xcz8vkvzHlMMZ0mpOtsFEXxGLFwjKvPu5qGaANX3HZFyTdtNk4psCHivcqPCitFCSitWy5j1RvfyMFvfYvxH//4Wa8X02nC6mGlKIoH6Wro4urzriY5keSDv/ngs5rZM9kMjdFGwqGwSxHOjworRQkwXR+4isSZZzL8tx9j6tFHS88bY+xSoGasFEXxJqetPo0PnfWhOZvZU9mUJ8uAoMJKUQKNRKOs/eI1hNva2POud5E/eBAAMzkJhYKus1EUxdO89rjXsm3zNr7+h6+zfXB76XknY+VFVFgpSsCJtLdzzJe/TGH/AauZPZejkLHX2TSqsFIUxbuICB8++8Oc3HkyH7nzIzx16CnA6rHy4kQgqLBSlJogftKJdP/dJ5m85x72ff7zFJ0FzM3evDEpiqI4xMIxrjnvmmc0s6ezac8Kq4jbASiKUh1aL7uM6Ucf49B/fhuTzQKasVIUxR+sTqzmmvOu4c03vZkP3PEBUtkUfS19boc1J5qxUpQaouuq95M480zGvv8DAMLavK4oik84dfWpfOisD/E/yf9hKDPk2YyVCitFqSGcZvZITw+AGoQqiuIrXvec17Ft8zbAm3sCQUuBilJzRNrbWfdv/8rB73yH2Pr1boejKIqyJD589oeJhWNcuP5Ct0OZExVWilKD1P/Jn7Dm0592OwxFUZQlEwvH+PDZH3Y7jHnRUqCiKIqiKEqZUGGlKIqiKIpSJo4qrERknYjcJiKPi8ijInKF/fypInK3iDwoIveJyFn2870iMmU//6CIfLXSvwlFURRFURQvsJgeqzzwXmPMAyLSBNwvItuBzwGfNMb8QkReYX9/nv2ep40xp1YiYEVRFEVRFK9yVGFljBkGhu3HaRF5HFgLGKDZPqwFSFYqSEVRFEVRFD+wpKlAEekFTgPuAa4EbhKRL2CVFF8469A+Efk9kAI+aoz5TVmiVRRFURRF8TCLbl4XkUbgWuBKY0wKeAfwHmPMOuA9wDfsQ4eB9caY04C/Af5LRJrnON/b7N6s+0ZHR1f6+1AURVEURXGdRQkrEYliiarvGmOus5++HHAe/zdwFoAxZsYYc8B+fD/wNHDckec0xnzNGHOGMeaMzs7Olf0uFEVRFEVRPMBipgIFKxv1uDHm6lkvJYGX2I8vAJ6yj+8UkbD9eCOwGdhZzqAVRVEURVG8yGJ6rF4EvAn4g4g8aD/3YeCtwJdEJAJMA2+zXzsX+DsRyQMF4O3GmINljVpRFEVRFMWDLGYq8E5A5nn5eXMcfy1W2VBRFEVRFKWmUOd1RVEURVGUMqHCSlEURVEUpUyIMcbtGBCRUWAQ6AD2uxyOF2IAb8ShMRzGC3F4IQYoXxwbjDGBGAm272ETBOvvR2MoD16IwwsxgDfiqPj9yxPCykFE7jPGnFHrMXglDo3BW3F4IQYvxeE1vPLn4oU4NAZvxeGFGLwSRzVi0FKgoiiKoihKmVBhpSiKoiiKUia8Jqy+5nYAeCMG8EYcGsNhvBCHF2IA78ThNbzy5+KFODSGw3ghDi/EAN6Io+IxeKrHSlEURVEUxc94LWOlKIqiKIriW1wTViJyhYg8IiKPisiV9nNtIrJdRJ6yf11Vgev+h4iMiMgjs56b97oi8iER2SEiT4rIJRWM4bX2n0VRRM444viyx7BAHJ8XkSdE5GERuV5EWisZxzwxfMq+/oMicrOIrKl2DLNee5+IGBHpqGQM88UhIp8QkSH7z+JBEXlFJeOY789CRN5lX+dREflcJWPwA7V8/1ogjqrew/T+tXAcs16ryj3MC/ev+eKwn6/ePcwYU/Uv4ETgESCBtVbnFqxlzZ8DPmgf80HgHytw7XOB04FHZj0353WB44GHgDqgD3gaCFcohucCzwF+DZwx6/mKxLBAHBcDEfvxP7r0Z9E86/G7ga9WOwb7+XXATdgeay79fXwCeN8cx1bz7+N8+/9onf396kr/WXj5q9bvXwvEUdV7mN6/Fo7Dfr5q9zAv3L8WiKOq9zC3MlbPBe42xkwaY/LA7cAW4FLgW/Yx3wIuK/eFjTF3AEcuhZ7vupcC3zfGzBhj+oEdwFmViMEY87gx5sk5Dq9IDAvEcbP9dwJwN3BMJeOYJ4bUrG8bAKcRsGox2FwDXDXr+hWL4ShxzEU1/yzeAXzWGDNjHzNSyRh8QE3fv+aLo9r3ML1/LRyHTdXuYV64fy0QR1XvYW4Jq0eAc0WkXUQSwCuwlHWXMWYYwP51dZXime+6a4Hds47bYz9XTdyM4S+AX7gRh4h8RkR2A/8b+Fi1YxCRVwNDxpiHjnjJjb+Pv7ZLC/8xq8xTzTiOA84RkXtE5HYROdOFGLyE3r+Whltx1Oz9y47BK/cwt+9fUOV7mCvCyhjzOFaadjvwS6xUXH7BN7mDzPFctccoXYlBRD6C9XfyXTfiMMZ8xBizzr7+X1czBvuH5Uc4fEN8xsvViGEW/wZsAk4FhoF/ciGOCLAKeD7wfuCHIiJVjsEz6P1ryVQ9jlq+f4Gn7mFeuH9Ble9hrjWvG2O+YYw53RhzLlba7ilgn4j0ANi/jix0jjIy33X3YH0SdTgGSFYpJoeqxyAilwOvAv63sQvRbsRh81/AtirHsAmr3v6QiAzY13lARLqrGAMAxph9xpiCMaYIfJ3DaepqxrEHuM5Y3AsUsfZteeH/hyvo/WtJVDUOvX8BHrmHeeT+5VyvavcwN6cCV9u/rge2At8Dfgxcbh9yOXBjlcKZ77o/Bl4vInUi0ofVoHpvlWKaHVvVYhCRlwEfAF5tjJl0Iw4R2Tzr21cDT1QzBmPMH4wxq40xvcaYXqz/fKcbY/ZWKwYH5wemzRasMhRVjuMG4AI7nuOAGNYSUy/8/3AFvX8tOb5q3Ttq/v4F3rmHeeT+BdW+hy23632lX8BvgMew0ugX2s+1A7diffq7FWirwHW/h5WSzGH9Y3vLQtfFSqc+DTwJvLyCMWyxH88A+4CbKhnDAnHswKo5P2h/fdWFP4trsf4DPgz8BFhb7RiOeH0Ae6LGhb+PbwN/sP8sfgz0uPD3EQO+Y/+dPABcUOk/C69/1fL9a4E4qnoP0/vXwnEc8XrF72FeuH8tEEdV72HqvK4oiqIoilIm1HldURRFURSlTKiwUhRFURRFKRMqrBRFURRFUcqECitFURRFUZQyocJKURRFURSlTKiwUhRFURRFKRMqrBRFURRFUcqECitFURRFUZQy8f8DbIc/NDHjzFwAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "\n", @@ -481,7 +614,7 @@ "# Create a plot for dewpoint\n", "ax2 = fig.add_subplot(1, 2, 2)\n", "ax2.plot(times, dewpoint, color='tab:green')\n", - "ax2.set_title('Dewpoint')" + "ax2.set_title('Dewpoint');" ] }, { @@ -495,9 +628,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "\n", @@ -512,7 +658,7 @@ "ax2 = fig.add_subplot(1, 2, 2)\n", "ax2.plot(times, dewpoint, color='tab:green')\n", "ax2.set_title('Dewpoint')\n", - "ax2.set_xlim(110, 130)" + "ax2.set_xlim(110, 130);" ] }, { @@ -528,9 +674,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "\n", @@ -543,7 +702,7 @@ "# Create a plot for dewpoint\n", "ax2 = fig.add_subplot(1, 2, 2, sharex=ax, sharey=ax)\n", "ax2.plot(times, dewpoint, color='tab:green')\n", - "ax2.set_title('Dewpoint')" + "ax2.set_title('Dewpoint');" ] }, { @@ -565,9 +724,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "ax = fig.add_subplot(1, 2, 1)\n", @@ -608,7 +780,7 @@ "ax2.grid(True)\n", "ax2.legend(loc='upper left')\n", "ax2.set_ylim(257, 312)\n", - "ax2.set_xlim(95, 162)" + "ax2.set_xlim(95, 162);" ] }, { @@ -621,9 +793,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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jcHVmXhkRr46Ie4DnA1+OiKuK9m+mfC/cX1RM9bEYICIurpg65APFlCFbgXXAW1v4HSRJkmaMVj5VuhU4scrxyykPh44//l7gvTWudW7F9tlNDFOSJKltuHKCJElSm7BwkyRJahMWbpIkSW2ilUteSZIkzQql0aS3f5BtA8OsWrqQnuWL6eyIiU9sMgs3SZKkOkqjydmXXE/fjiF2j5SY39XJ6mWL2Lhh7ZQXbw6VSpIk1dHbP0jfjiF2jZRIYNdIib4dQ/T2D055LBZukiRJdWwbGGb3SGmvY7tHSmwfGJ7yWCzcJEmS6li1dCHzuzr3Oja/q5OVSxdOeSwWbpIkSXX0LF/M6mWLOLirkwAOLu5x61m+eMpj8eEESZKkOjo7go0b1tLbP8j2gWFW+lSpJEnSzNXZEaxf0c36Fd3TGodDpZIkSW3Cwk2SpClWGk0233YfX/rBCJtvu4/SaE53SGoTDpVKkjSFxk/metWPb562yVzVfuxxkyRpCs2kyVzVfizcJEmaQjNpMle1Hws3SZKm0EyazFXtx8JNkqQpNJMmc1X7mfDhhIhYA7wQWArsBm4F/iszf9bi2CRJmnUqJ3P98rdu4eUvOGHaJnNV+6nZ4xYRr4+I7wLnA/OBfmAQ+GXg6oi4NCKOnpowJUmaPcYmc33ls7tYv6Lbok0Nq9fj9hTglzJzd7U3I2I1cBzw4xbEJUmSpHFqFm6Z+bF6J2ZmX9OjkSRJUk2N3OM2D9gArALmjR3PzDe0MC5JkiSN08hTpRuBpwMvBa4FjgIebmVQkiRJerJGCrdjM/MvgEcy81Lg5cAvtDYsSZIkjddI4fZo8XcoIo4HDgGOaVlEkiRJqqqRReYviohDgb8ArgAWFNuSJEmaQnULt4h4FbAIODkzrwKeNQUxSZIkqYp6E/B+HHgrcDjwnoiwl02SJGka1etxexFwQmaWIuJg4DrgPVMTliRJksar93DCSGaWADJzF+B6HJIkSdOoXo/b/4iIrcV2AM8u9gPIzHxuy6OTJEnS4+oVbiumLApJkiRNqN5apXdPZSCSJEmqb8IJeCPiNRFxR0Q8FBHDEfFwRAw3cN68iLghIm6JiG0RcWFx/KxifzQi1ow75/yI+EFE9EfES2tc97CIuLqI6epijjlJkqRZr5GVEz4AvDIzD8nMhZn51Mxc2MB5e4BTM/MEYDVwRkScAtwKvAb4emXjiFgJvI7yYvZnAB+PiM4q130nsDkzjwM2F/uSJEmzXiOF232ZedtkL5xlO4vdA4tXZuZtmdlf5ZQzgU2ZuSczfwj8ADi5RrtLi+1LgVdNNjZJkqR2VPMet4h4TbF5U0R8Fvgi5V40ADLzCxNdvOgx2wIcC3wsM6+v0/xI4DsV+/cUx8brzsx7ixjujYjFE8UhSZI0G9R7qvQVFdu7gJdU7CcwYeFWzAO3OiIWAZdHxPGZeWuN5tXmicuJPqOWiDgPOA+gu7ub3t7ehs/duXPnpNqrOvPYPOayOcxj88y2XI5msvWnJe4eHuUZCzt47hGddETrpy+dbXmcLnMpj/WeKv29Zn1IZg5FRC/le9dqFW73AMsq9o8CBqq0uy8ilhS9bUuAwRqfeRFwEcCaNWuyp6en4Xh7e3uZTHtVZx6bx1w2h3lsntmUy9JocvYl19O3Y4jdIyXmd3WyetkCNm5YS2dHa4u32ZTH6TSX8tjIPW77JCKOKHraiIj5wGnA7XVOuQJ4XUQcFBHPBI4DbqjR7pxi+xzgS00LWpI05/T2D9K3Y4hdIyUS2DVSom/HEL39VfsFpGnVssINWAJcU6y2cCNwdWZeGRGvjoh7gOcDX46IqwAycxtwGbAd+E/gTWNLbkXExRVTh7wfOD0i7gBOL/YlSdon2waG2T1S2uvY7pES2wcmnPlKmnL17nHbL5m5FTixyvHLgctrnPM+4H1Vjp9bsf0AsL55kUqS5rJVSxcyv6uTXRXF2/yuTlYubWTmK2lq1S3cIuJ/UJ5+40jKDwoMAFfsy/QgkiTNRD3LF7N62aJx97gtome5kxZo5qk3Hcg7gN8ENvHEvWZHAZ+JiE2Z6RClJKntdXYEGzespbd/kO0Dw6xcupCe5Ytb/mCCtC/q9bhtAFZl5qOVByPiQ8A2vLdMkjRLdHYE61d0s35F93SHItVV7+GEUWBpleNLivckSZI0her1uP0xsLl4enNHcexoyqsgvLnFcUmSJGmcehPw/mdEPIfyeqFHUl7Z4B7gxrFpOiRJkjR16j5VmpmjEfFDYITiqVKLNkmSpOlR76nS1cAngEMo97QFcFREDAF/mJnfnYoAJUmSVFavx+2TwB9k5vWVByPiFOBfgBNaGJckSZLGqVe4PWV80QaQmd+JiKe0MCZJkpquNJr09g+ybWCYVc7VpjZVr3D7akR8GfhXnniqdBnwu5TXEpUkqS2URpOzL7n+SasjbNyw1uJNbaXeU6V/FBEv44klr8aeKv1YZn5liuKT1CL2Pmgu6e0fpG/H0OPrke4aKdG3Y4je/kEn3VVbmeip0q8CX52iWCRNEXsfNNdsGxhm98jekyLsHimxfWDYwk1tpebKCRFxQET8QUR8NSK2RsQtxfYbI+LAqQxSUnNV9j4ke/c+SLPRqqULmd/Vudex+V2drFy6cJoikvZNvSWvNgKrgQuBXwFeXmyfAHyq5ZFJapl6vQ/SbNSzfDGrly3i4K5OAji46GXuWb54ukOTJqXeUOkvZubyccfuAb4TEd9vYUySWmys92FXRfFm74Nms86OYOOGtfT2D7J9YJiV3tepNlWvcHswIs4CPp+ZowAR0QGcBTw4FcFJao2x3ofx97jZ+6DZrLMjWL+i23va1NbqFW6vA/4W+HhEjBVqi4BrivcktSl7HySpPdWbDuRHwG8ARMThQGTm/VMUl6QWs/dBktpPvYcTHpeZD1QWbRFxeutCkiRJUjUNFW5VXNLUKCRJkjShmkOlEXFFrbeAw1sTjqR94SoIkjQ31Hs44YXA7wA7xx0P4OSWRSRpUlwFQZLmjnqF23eAXZl57fg3IqK/dSFJmgzXYJSkuaPmPW6Z+bLMvKbGey9qXUiSJsNVECRp7qi3VumEYyyNtJHUWq7BKElzR72nSq+JiLdExNGVByOiKyJOjYhLgXNaG56kibgGoyTNHfXucTsDeAPwmYh4JjAEzAM6ga8BH87MvlYHKKk+V0GQpLmj3soJPwc+TnnJqwOBpwG7M3NoimKT1CBXQZCkuaFej9vjMvNR4N4WxyJJkqQ69nXlBEmSJE0xCzdJkqQ20VDhFhHPiIjTiu35EfHU1oYlSZKk8SYs3CLi94HPAf9YHDoK+GILY5IkSVIVjfS4vQn4JWAYIDPvAJwgSpIkaYo1UrjtycyRsZ2IOADIiU6KiHkRcUNE3BIR2yLiwuL4YRFxdUTcUfw9tDj+2xHRV/EajYjVVa57QUT8pKLdrzT8bSVJktpYI4XbtRHx58D8iDgd+HfgPxo4bw9wamaeAKwGzoiIU4B3Apsz8zhgc7FPZn46M1dn5mrgbOBHdSb4/fBY28z8SgOxSJIktb1GCrd3AD8Fvgf8AfAV4N0TnZRlO4vdA4tXAmcClxbHLwVeVeX03wQ+00BskiRJc0Zk1h71jIgOYGtmHr9PF4/oBLYAxwIfy8x3RMRQZi6qaPNgZh467rw7gTMz89Yq17wAeD3le+5uAv4kMx+s0u484DyA7u7ukzZt2tRw3Dt37mTBggUNt1d15rF5zGVzmMfmMZfNYR6bY7blcd26dVsyc0219+oWbgAR8Wng/Mz88b4GEBGLgMuBtwDfqFe4RcRa4OLM/IUa1+oG7qfce/ceYElmvqHe569ZsyZvuummhuPt7e2lp6en4faqzjw2j7lsDvPYPOayOcxjc8y2PEZEzcKtkSWvlgDbIuIG4JGxg5n5ykYDyMyhiOilvHD9fRGxJDPvjYglwOC45q+jzjBpZt43th0R/wRc2WgckiRJ7ayRwu3CfblwRBwBPFoUbfOB04C/Ba4AzgHeX/z9UsU5HcBZwIvqXHdJZo6tm/pq4EnDqZIkSbPRhIVbZl67j9deAlxa3OfWAVyWmVdGxLeByyJiA/BjyoXamBcB92TmXZUXioiLgU9k5k3AB4ppQhL4EeUHJiRJkma9CQu3iHiYJ+Zt66L8dOgjmbmw3nmZuRU4scrxB4D1Nc7pBU6pcvzciu2zJ4pZkiRpNmqkx22vdUkj4lXAya0KSJIkSdU1tMh8pcz8InBq80ORJElSPY0Mlb6mYrcDWEMDS15JkiSpuRp5qvQVFduPUX4g4MyWRCNJkqSaGincLs7Mb1YeiIhf4snzr0mSJKmFGrnH7SMNHpMkSVIL1exxi4jnAy8AjoiIt1W8tRDobHVgkiRJ2lu9odIuYEHRpnJKkGHgta0MSpIkSU9Ws3ArVky4NiI+mZl3T2FMkiRJqqKRhxN2RcQHgVXAvLGDmelcbpIkSVOokYcTPg3cDjyT8oLzPwJubGFMkiRJqqKRwu3wzLwEeDQzr83MN1BlPVFJkiS1ViNDpY8Wf++NiJcDA8BRrQtJktSo0mjS2z/ItoFhVi1dSM/yxXR2xHSHJalFGinc3hsRhwB/Qnn+toXAW1salSRpQqXR5OxLrqdvxxC7R0rM7+pk9bJFbNyw1uJNmqXqFm4R0Qkcl5lXAg8B66YkKkmagWZa71Zv/yB9O4bYNVICYNdIib4dQ/T2D7J+Rfe0xSWpdeoWbplZiohXAh+eongkaUaaib1b2waG2V0UbWN2j5TYPjBs4SbNUo08nPCtiPhoRLwwIn5x7NXyyCRpBqns3Ur27t2aLquWLmR+194L2czv6mTl0oXTFJGkVmvkHrcXFH//quJYAs7jJmnOmIm9Wz3LF7N62aIn9QL2LF88LfFIar0JC7fM9L42SXPeWO/Wroribbp7tzo7go0b1tLbP8j2gWFWzoD77iS11oSFW0R0A38NLM3Ml0XESuD5xdxukjQnzNTerc6OYP2Kbu9pk+aIRoZKPwn8C/CuYv/7wGcBCzdJc4a9W5JmgkYKt6dl5mURcT5AZj4WEaWJTpKk2cbeLUnTrZGnSh+JiMMpP5BARJxCeU43SZIkTaFGetzeBlwBPDsivgkcAby2pVFJkiTpSRp5qvS7EfFiYDkQQH9mPjrBaZIkSWqyRp4qnQf8IfDLlIdLr4uIT2Tmz1sdnCRJkp7QyFDpvwIPU15gHuA3gY3AWa0KSpIkSU/WSOG2PDNPqNi/JiJuaVVAkiRJqq6Rp0pvLp4kBSAi1gLfbF1IkiRJqqaRHre1wO9GxI+L/aOB2yLie0Bm5nNbFp0kSZIe10jhdkbLo5AkSdKEGpkO5O6IOBRYVtk+M7/bysAkSZK0t0amA3kP8HrgTorVE4q/p7YuLEmSJI3XyFDprwPPzsyRVgcjSZKk2hp5qvRWYNFkLxwR8yLihoi4JSK2RcSFxfHDIuLqiLij+HtocfyYiNgdEX3F6xM1rlv1fEmSpNmukcLtbyhPCXJVRFwx9mrgvD3AqcUccKuBM4ppRd4JbM7M44DNxf6YOzNzdfF6Y43r1jtfkiRp1mpkqPRS4G+B7wGjjV44MxPYWeweWLwSOBPoqbh2L/CORq/bhPM1x5VGk97+QbYNDLNq6UJ6li+msyOmOyxJkiYU5fqqToOIazPzxft08YhOYAtwLPCxzHxHRAxl5qKKNg9m5qERcQywDfg+MAy8OzOvq3LNqudXaXcecB5Ad3f3SZs2bWo47p07d7JgwYKG26u6mZjH0Uw+eOPPueuhUUZK0NUJzzqkg7c/bx4dMXOLt5mYy3ZkHpvHXDaHeWyO2ZbHdevWbcnMNdXea6THbUtE/A1wBeXhT6Cx6UAyswSsjohFwOURcXyd5vcCR2fmAxFxEvDFiFiVmcMNxFjtsy8CLgJYs2ZN9vT0NHxub28vk2mv6mZiHjffdh9377yZPaXy/p4S3L0zyKevpGdF9/QGV8dMzGU7Mo/NYy6bwzw2x1zKYyOF24nF31Mqjk1qOpDMHIqIXsqT+d4XEUsy896IWAIMFm32UBSGmbklIu4EngPcNO5yVc+XGrFtYJjdI6W9ju0eKbF9YJj1M7hwkyQJGpuAd92+XDgijgAeLYq2+cBplO+VuwI4B3h/8fdLFe1/lpmliHgWcBxwV5VLVz1fasSqpQuZ39XJroribX5XJyuXLmzq53gfnSSpFRqZgLcb+GtgaWa+LCJWAs/PzEsmOHUJcGlxn1sHcFlmXhkR3wYui4gNwI+Bs4r2LwL+KiIeA0rAGzPzZ0UMFwOfyMybKBds1c7XLNXMIqhn+WJWL1tE344hdo+UmN/Vyepli+hZvrip8Z59yfVP+oyNG9ZavEmS9ksjQ6WfBP4FeFex/33gs0Ddwi0zt/LEMGvl8QeA9VWOfx74fI1rnTvR+Zqdml0EdXYEGzespbd/kO0Dw6xsQW9Yb/8gfTuGHu/V2zVSom/HEL39gw7HSpL2S8153CJirKh7WmZeRjEVSGaO9YhJLVdZBCV7F0H7qrMjWL+im7esP471K7qb3gtW7z46SZL2R70JeG8o/j4SEYdTrFNaTKL7UKsDk6A9i6Cx++gqteI+OknS3FOvcBvrhngb5QcCnh0R3wT+FXhLqwOToD2LoLH76A7u6iSAg1twH50kaW6qd4/bERHxtmL7cuArlIu5PZSfEN3a4tikKXmYoNmm4j46SdLcVK9w6wQW8ETP25iDWxeOtLd2LYLG7qPzYQRJUjPVK9zuzcy/mrJIpBosgiRJKmvkHjdJkiTNAPUKN+dKkyRJmkFqFm5jqxZIkiRpZmhk5QRpL67DKUnS9LBw06S4DqckSdOn3j1u0pO0YgkqSZLUGAs3TUo7LkElSdJsYeGmSWnHJagkSZotLNw0Ka7DKUnS9PHhBE1Kuy5BJUnSbGDhpklzCSpJkqaHQ6WSJEltwsJNkiSpTVi4SZIktQkLN0mSpDZh4SZJktQmLNwkSZLahIWbJElSm7BwkyRJahMWbpIkSW3Cwk2SJKlNWLhJkiS1CQs3SZKkNmHhJkmS1CYs3CRJktqEhZskSVKbsHCTJElqEwdMdwCStK9Ko0lv/yDbBoZZtXQhPcsX09kR0x2WJLVMywq3iJgHfB04qPicz2XmX0bEYcBngWOAHwG/npkPRsTpwPuBLmAEeHtm/neV614A/D7w0+LQn2fmV1r1PSTNTKXR5OxLrqdvxxC7R0rM7+pk9bJFbNyw1uJN0qzVyqHSPcCpmXkCsBo4IyJOAd4JbM7M44DNxT7A/cArMvMXgHOAjXWu/eHMXF28LNqkOai3f5C+HUPsGimRwK6REn07hujtH5zu0CSpZVpWuGXZzmL3wOKVwJnApcXxS4FXFe1vzsyB4vg2YF5EHNSq+CS1t20Dw+weKe11bPdIie0Dw9MUkSS1XksfToiIzojoAwaBqzPzeqA7M+8FKP4urnLqrwE3Z+aeGpd+c0RsjYh/johDWxG7pJlt1dKFzO/q3OvY/K5OVi5dOE0RSVLrRWa2/kMiFgGXA28BvpGZiyreezAzD63YXwVcAbwkM++scq1uysOqCbwHWJKZb6jS7jzgPIDu7u6TNm3a1HC8O3fuZMGCBQ23V3XmsXnM5ZONZvLBG3/OXQ+NMlKCrk541iEdvP158+iI6ve4mcfmMZfNYR6bY7blcd26dVsyc02196akcAOIiL8EHqH8YEFPZt4bEUuA3sxcXrQ5Cvhv4Pcy85sNXPMY4MrMPL5euzVr1uRNN93UcKy9vb309PQ03F7VmcfmMZfVjT1Vun1gmJUNPFVqHpvHXDaHeWyO2ZbHiKhZuLVsqDQijih62oiI+cBpwO2Ue9POKZqdA3ypaLMI+DJwfr2irSj2xrwauLXZsUtqD50dwfoV3bxl/XGsX9Ht06SSZr1W3uO2BLgmIrYCN1K+x+1KylN+nB4RdwBjU4AAvBk4FviLiOgrXosBIuLiiBirPD8QEd8rrrsOeGsLv4MkSdKM0bJ53DJzK3BileMPAOurHH8v8N4a1zq3YvvsJoYpSZLUNlw5YQ5ytnlJktqThdsc42zzkiS1LxeZn2OcbV6SpPZl4TbHONu8JEnty6HSOWZstvldFcVbM2abr3bfnCRJai4LtzmmZ/liVi9b9KR73Pan0Kp139y5x07N5M6SJM0VFm5zTGdHsHHD2knNNj+Ryvvm4In75rYecgCnNitwSZJk4TYXjc02v35Fd1OuV+u+uR8/7C2UkiQ1k/9l1X4bu2+u0vyuTo5+qj8vSZKayf+yar+N3Td3cFcnARxc3OP23CM6JzxXkiQ1zqFS7bda981d9/Vrpzs0SZJmFQs3NUWz75uTJElP5lCpJElSm7BwkyRJahMWbpIkSW3Cwk2SJKlNWLhJkiS1CQs3SZKkNuF0IJpSpdGkt3+QbQPDrGrCOqmSJM0lFm6aMqXR5OxLrqdvxxC7R0rML1ZY2LhhrcWbJEkNcKhUU6a3f5C+HUPsGimRwK6REn07hujtH5zu0CRJagsWbjNUaTTZfNt9/MPmO9h8232URnO6Q9pv2waG2T1S2uvY7pES2weGpykiSZLai0OlM9BsHVJctXQh87s62VVRvM3v6mTl0oXTGJUkSe3DHrcZaLYOKfYsX8zqZYs4uKuTAA4uCtKe5YunOzRJktqCPW4zUL0hxXZexL2zI9i4YS29/YNsHxhmpU+VSpI0KRZuM9CqpQuZd2AHux8dffzYvAM7ZsWQYmdHsH5Fd1sXoJIkTReHSmegFx53BF0H7P1P03VABy887ohpikiSJM0EFm4z0HV3/JRHS3s/RfpoKbnujp9OU0SSJGkmsHCbgZw2Q5IkVWPhNgONTZtRyWkzJEmShdsM5LQZkiSpGp8qnYGcNkOSJFVj4TZDOW2GJEkaz6FSSZKkNmHhJkmS1CZaVrhFxLyIuCEibomIbRFxYXH8sIi4OiLuKP4eWnHO+RHxg4joj4iX1rhuzfMlSZJms1b2uO0BTs3ME4DVwBkRcQrwTmBzZh4HbC72iYiVwOuAVcAZwMcjorPKdaueL0mSNNu1rHDLsp3F7oHFK4EzgUuL45cCryq2zwQ2ZeaezPwh8APg5CqXrnX+tCiNJptvu49/2HwHm2+7j9JoTnySJEnSPojM1hUaRY/ZFuBY4GOZ+Y6IGMrMRRVtHszMQyPio8B3MvNTxfFLgK9m5ufGXbPq+VU++zzgPIDu7u6TNm3a1HDcO3fuZMGCBRO2G83kgzf+nLseGmWkBF2d8KxDOnj78+bREU7d0WgeNTFz2RzmsXnMZXOYx+aYbXlct27dlsxcU+29lk4HkpklYHVELAIuj4jj6zSvVunsc1WZmRcBFwGsWbMme3p6Gj63t7eXRtpvvu0+7t55M3uK1an2lODunUE+fSU9TuPRcB41MXPZHOaxecxlc5jH5phLeZySp0ozcwjopXzv2n0RsQSg+DtYNLsHWFZx2lHAQJXL1Tp/yrmmqCRJmkqtfKr0iKKnjYiYD5wG3A5cAZxTNDsH+FKxfQXwuog4KCKeCRwH3FDl0rXOn3KuKSpJkqZSK3vclgDXRMRW4Ebg6sy8Eng/cHpE3AGcXuyTmduAy4DtwH8CbyqGWomIiyNibKy36vnTwTVFJUnSVGrZPW6ZuRU4scrxB4D1Nc55H/C+KsfPbeT8qeaaopIkaSq5Vul+ck1RSZI0VVzySpIkqU1YuEmSJLUJCzdJkqQ2YeEmSZLUJnw4QTWVRpPe/kG2DQyzyidmJUmadhZuqqo0mpx9yfX07Rhi90iJ+cUcdRs3rLV4kyRpmjhUqqp6+wfp2zHErpESCewaKdG3Y4je/mlbYUySpDnPwk1VuQ6rJEkzj4WbqnIdVkmSZh4LN1XlOqySJM08PpygqlyHVZKkmcfCTTW5DqskSTOLQ6WSJEltwsJNkiSpTVi4SZIktQkLN0mSpDZh4SZJktQmLNwkSZLahIWbJElSm7BwkyRJahMWbpIkSW3Cwk2SJKlNRGZOdwwtFxE/Be6exClPA+5vUThziXlsHnPZHOaxecxlc5jH5phteXxGZh5R7Y05UbhNVkTclJlrpjuOdmcem8dcNod5bB5z2RzmsTnmUh4dKpUkSWoTFm6SJEltwsKtuoumO4BZwjw2j7lsDvPYPOayOcxjc8yZPHqPmyRJUpuwx02SJKlNzLnCLSKWRcQ1EXFbRGyLiP9VHF8dEd+JiL6IuCkiTi6OHxMRu4vjfRHxien9BjNHnVyeEBHfjojvRcR/RMTCinPOj4gfRER/RLx0+qKfOSabR3+T1UXEvIi4ISJuKfJ4YXH8sIi4OiLuKP4eWnGOv8cqJptLf5PV1cnjWcX+aESsGXeOv8lxJpvHWf97zMw59QKWAL9YbD8V+D6wEvga8LLi+K8AvcX2McCt0x33THzVyeWNwIuL428A3lNsrwRuAQ4CngncCXRO9/eY7tc+5NHfZPU8BrCg2D4QuB44BfgA8M7i+DuBvy22/T02L5f+JieXxxXAcqAXWFPR3t9kc/I4q3+Pc67HLTPvzczvFtsPA7cBRwIJjPUMHQIMTE+E7aNOLpcDXy+aXQ38WrF9JrApM/dk5g+BHwAnT23UM88+5FFVZNnOYvfA4pWUf3eXFscvBV5VbPt7rGEfcqkqauUxM2/LzP4qp/ibrGIf8jirzbnCrVJEHAOcSLl6/2PggxGxA/g74PyKps+MiJsj4tqIeOGUB9oGxuXyVuCVxVtnAcuK7SOBHRWn3VMcU6HBPIK/yaoiojMi+oBB4OrMvB7ozsx7oVwkA4uL5v4e65hkLsHfZFU18liLv8kaJplHmMW/xzlbuEXEAuDzwB9n5jDwP4G3ZuYy4K3AJUXTe4GjM/NE4G3Av1Xes6WquXwD8KaI2EJ56G9krGmV032suTCJPPqbrCEzS5m5GjgKODkijq/T3N9jHZPMpb/JGvxNNoe/xyfMycItIg6k/B/IT2fmF4rD5wBj2/9O0T1ddFk/UGxvoXzPwXOmNuKZq1ouM/P2zHxJZp4EfIZyzqD8/z1W9hodhUPSwOTy6G9yYpk5RPm+lzOA+yJiCUDxd7Bo5u+xAY3k0t/kxMblsRZ/kxNoJI+z/fc45wq3iAjKvWm3ZeaHKt4aAF5cbJ8K3FG0PyIiOovtZwHHAXdNXcQzV61cRsTi4m8H8G5g7ImeK4DXRcRBEfFMyrm8YWqjnnkmm0d/k9UVeVlUbM8HTgNup/y7O6dodg7wpWLb32MNk82lv8nq6uSxFn+TVUw2j7P993jAdAcwDX4JOBv4XjFeDvDnwO8Dfx8RBwA/B84r3nsR8FcR8RhQAt6YmT+b2pBnrFq5PC4i3lTsfwH4F4DM3BYRlwHbgceAN2VmaWpDnpEmlUf8TdayBLi0+B/sDuCyzLwyIr4NXBYRG4AfU75f0N9jfZPKJf4ma6mVx1cDHwGOAL4cEX2Z+VJ/kzVNKo/M8t+jKydIkiS1iTk3VCpJktSuLNwkSZLahIWbJElSm7BwkyRJahMWbpIkSW3Cwk1Sy0TE4RHRV7z+X0T8pGK/a7rjqxQRPRHxghZef36x/E5nE651UET8V5HH32hSfF0R8fViSiRJM5T/ByqpZYrZy1cDRMQFwM7M/LvpiiciDsjMx2q83QPsBL41iet1TmKerTcAX9jfebmKwupE4MBiCaCmyMyRiNgM/Abw6WZdV1Jz2eMmaUpFxElFz9OWiLiqYgml3oj4cNHrc1tEPC8ivhARd0TEe4s2x0TE7RFxaURsjYjPRcTBDVz3ryPiWuB/RcQrIuL6KC9A/V8R0R0RxwBvBN5a9GK9MCI+GRGvrYh7Z/G3JyKuiYh/ozxpcmdEfDAibixi+oMaX/23eWKlgSXF9+yLiFujWAR77DOK7ddGxCeL7U9GxIci4hrgn4BPAauL858dEf+7+PxbI+KiiIjivGOL73hLRHw3Ip5dHH97RbwXVsT4xSJOSTOUhZukqRSUZzp/bbEG6z8D76t4fyQzX0R5ea8vAW8CjgdeHxGHF22WAxdl5nOBYeAPo7zWa73rLsrMF2fm/wG+AZxSLEC9CfizzPxR8ZkfzszVmXndBN/jZOBdmbkS2AA8lJnPA54H/H6Ulyt64kuXh4WfVXwOwG8BVxU9ZicAfRN8HpTXWjwtM38POBe4roj1TuCjmfm8zDwemA/8anHOp4GPZeYJwAuAeyPiJZSXADqZcm/oSRHxoqL9rcV3kDRDOVQqaSodRLkQu7roFOoE7q14/4ri7/eAbZl5L0BE3EV58e0hYEdmfrNo9yngj4D/nOC6n63YPgr4bNEj1wX8cB++xw2ZOXbeS4DnVvTOHUK5MKq87tOK2MfcCPxzUXB+MTP7GvjMf68zzLouIv4MOBg4DNgWEb3AkZl5OUBm/hygKNxeAtxcnLugiPfrmVmKiJGIeGpmPtxATJKmmIWbpKkUlAuy59d4f0/xd7Rie2x/7H+vxq/Tlw1c95GK7Y8AH8rMKyKiB7igxjmPUYxKFEOPlQ9TVF4vgLdk5lU1rgOwG5j3eMCZXy96uV4ObIyID2bmv7L3d5s37hqPUEVEzAM+DqzJzB3FvYTziriqngL8TWb+Y433D6K8XrOkGcihUklTaQ9wREQ8HyAiDoyIVZO8xtFj5wO/SXnos38S1z0E+EmxfU7F8YeBp1bs/wg4qdg+EziwxvWuAv5n0XtGRDwnIp5S2SAzHwQ6iyKLiHgGMJiZ/wRcAvxi0fS+iFgRER3Aq2t83nhjBd79EbEAeG3xmcPAPRHxquIzDyruB7wKeEPRlog4MiIWF9uHAz/NzEcb/GxJU8zCTdJUGqVcWPxtRNxC+d6uyU7BcRtwTkRspTws+P9l5sgkrnsB8O8RcR1wf8Xx/wBePfZwAuWHAF4cETcAa6nR4wVcDGwHvhsRtwL/SPXRjK8Bv1xs9wB9EXEz8GvA3xfH3wlcCfw3ew/11pSZQ0Ws36P8cMGNFW+fDfxRkatvAU/PzK8B/wZ8OyK+B3yOJwrWdcBXGvlcSdMjMsePOkjSzFQ8/XllcRN+W4mIE4G3ZebZ0x1LLRHxBeD8zOyf7lgkVWePmyRNgcy8GbgmmjABbysUT75+0aJNmtnscZMkSWoT9rhJkiS1CQs3SZKkNmHhJkmS1CYs3CRJktqEhZskSVKbsHCTJElqE/8/I4sean89EIAAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "ax = fig.add_subplot(1, 1, 1)\n", @@ -634,7 +819,7 @@ "ax.set_xlabel('Temperature (surface)')\n", "ax.set_ylabel('Temperature (1000 hPa)')\n", "ax.set_title('Temperature Cross Plot')\n", - "ax.grid(True)" + "ax.grid(True);" ] }, { @@ -649,9 +834,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "ax = fig.add_subplot(1, 1, 1)\n", @@ -662,7 +860,7 @@ "ax.set_xlabel('Temperature (surface)')\n", "ax.set_ylabel('Temperature (1000 hPa)')\n", "ax.set_title('Temperature Cross Plot')\n", - "ax.grid(True)" + "ax.grid(True);" ] }, { @@ -678,9 +876,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "ax = fig.add_subplot(1, 1, 1)\n", @@ -692,7 +903,7 @@ "ax.set_xlabel('Temperature (surface)')\n", "ax.set_ylabel('Temperature (1000 hPa)')\n", "ax.set_title('Temperature Cross Plot')\n", - "ax.grid(True)" + "ax.grid(True);" ] }, { @@ -708,7 +919,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -728,9 +939,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots()\n", - "ax.contour(X, Y, Z)" + "ax.contour(X, Y, Z);" ] }, { @@ -774,13 +1011,26 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots()\n", "c = ax.contour(X, Y, Z, levels=np.arange(-2, 2, 0.25))\n", - "ax.clabel(c)" + "ax.clabel(c);" ] }, { @@ -792,12 +1042,25 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots()\n", - "c = ax.contourf(X, Y, Z)" + "c = ax.contourf(X, Y, Z);" ] }, { @@ -809,16 +1072,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots()\n", "im = ax.imshow(\n", " Z, interpolation='bilinear', cmap='PiYG', origin='lower', extent=[-3, 3, -3, 3]\n", ")\n", "c = ax.contour(X, Y, Z, levels=np.arange(-2, 2, 0.5), colors='black')\n", - "ax.clabel(c)" + "ax.clabel(c);" ] }, { From ac6f75a669134d1e3f132b545303336c29a1c380 Mon Sep 17 00:00:00 2001 From: Julia Kent Date: Tue, 22 Feb 2022 14:52:45 -0700 Subject: [PATCH 7/9] missing ; --- core/matplotlib/matplotlib.ipynb | 14 ++------------ 1 file changed, 2 insertions(+), 12 deletions(-) diff --git a/core/matplotlib/matplotlib.ipynb b/core/matplotlib/matplotlib.ipynb index ae868c019..385a88399 100644 --- a/core/matplotlib/matplotlib.ipynb +++ b/core/matplotlib/matplotlib.ipynb @@ -199,19 +199,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 39, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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", @@ -233,7 +223,7 @@ "ax = fig.add_subplot(1, 1, 1)\n", "\n", "# Plot times as x-variable and temperatures as y-variable\n", - "ax.plot(times, temps)" + "ax.plot(times, temps);" ] }, { From 56dc82fb7fdd7e8ef8ed8f4cbd63608aa9fa96ea Mon Sep 17 00:00:00 2001 From: Julia Kent Date: Tue, 22 Feb 2022 15:02:56 -0700 Subject: [PATCH 8/9] clear output --- core/matplotlib/matplotlib.ipynb | 369 ++++++------------------------- 1 file changed, 62 insertions(+), 307 deletions(-) diff --git a/core/matplotlib/matplotlib.ipynb b/core/matplotlib/matplotlib.ipynb index 385a88399..6874fb21b 100644 --- a/core/matplotlib/matplotlib.ipynb +++ b/core/matplotlib/matplotlib.ipynb @@ -70,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -199,22 +199,9 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Add some labels to the plot\n", "ax.set_xlabel('Time')\n", @@ -282,21 +257,9 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ax.set_title('GFS Temperature Forecast', size=16)\n", "\n", @@ -314,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -364,22 +327,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
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fAvyDiDwI/B3wVgBjzCPA94FHgZ8Bf1bNicA703fy5d98mXROk2DLpVAqcOveW7lg0wXEI3G2tm0FdDJwMYwx7J/az4ampe9fyViS6eK0fsB2gUAJKxGhfecOpn/9a/LDw16HExiyN95EtL2d1LnnAtCw1frEp5OBC1MxB11kAbODZqz8jzHmDmOMGGNON8acaX/9xH7+ecaYM4wxzzfG3DfvPZ8yxmwzxjzHGPPTasZz+YmXA3D9U9dX87Sh5u79d5PNZ7l0i/XBsDnRzPrUep0MXITDs4eZLc0uus7GIRVPUTZl5kpzNYqsfgiUsAJo27EDIhEmrr3O61ACQTmfJ/eLX9B8ycVIzLItazjRElY6GbgwhdFRIk1NRFpblzwukkqpj5WyIjY2b+T5fc/n+qeup2zUpHc53Dx8M03xJl644YWV57a1bdPJwEXYP7UfWNrDCqyMFaCTgS4QOGEV7+mh6SW/z+R112GKOhVyPKZ+9SvKuVylDAgQ7ewk2tamk4GLULA9rKz2nMXRjJWyGnZu38no1Ch3jd7ldSi+p1gu8vM9P+f8E84nEU1Unt/Wvo3ByUEVpwuQnrIy7sdtXo9ZXnzaZ1V9jiusRKRRRO4RkQftlRAft59/nf37soicc8x7XF0J0X7llRTHxsjdcUe1Tx06sjfeRKSlhaYXvKDynIiQ2KaTgYtRSKeJHadxHSzLBRVWykq5aPNFtCZaue5Jzbofj/sO3MeRuSOVMqDDQNsAM8WZSnZGOYrTv3fcjFXcylipSWj1WU7Gag64yBhzBnAm8HIReQHwMLATeMaI3jErIV4O/LOIRKsZdMsFFxDt6GDymmuqedrQYQoFsj//OS0XXYgkEs94zZkMVJ7N8VzXHSKpFEaXMCsrpCHawKu2vopb9tzCxOyE1+H4ml3Du0jGkrx444uf8bxOBi7O/qn9pGIpWhNLtzJoxso9jiusjEXO/m3c/jLGmMeMMU8s8BbXV0JIIkHba15D9tZfUDx0qJqnDhVT99xDeXKSlksvfdZrDSduozQxQfHwYQ8i8y/lqSlKk5PLE1ZNKcoz2p8AMP2b3zD8f7+Jud1aXl4OO7fvpFAu8OPBH3sdim8pmzK37LmF39/4+5V+IIdtbZaw0snAZ+N4WB2vlcERVtpjZfH2m9/O9x7/XlXOtaweKxGJisgDwBiwyxhz9xKHL2slxFrXQbS/9kooFpm84Qcrfm+9kL3xJiKpFE0vfvGzXkvoZOCCVDysllhn46A9VkeZe+IJpu+5p+JIryzN73X8Hs/teC7XPXmdjrsvwgNjD3Bw5iAv2/KyZ73W3thOR2OHCqsFWI6HFVhTgaClQDi64DuTz1TlfMsSVsaYkjHmTCwX4vNE5NQlDl/WSoi1roNoOPFEkmecwcQ11+iNaQFMqUT2lltovuClRBobn/W6TgYuTMVqYRkZK7F7rPT7D+Z270ZSKWI9PV6HEhh2bt/JE0ee4NHDj3odii/ZNbyLRCTB+Secv+DrW9u2ailwAUanRo/rYQVHpwK1FAhDmSHA6t2rBiuaCjTGTAC/wOqdWoyarYRou3In+aefZvbBB904faCZvu8+SocOLVgGBIj19hJJpXQy8BgqwmrjcjJWTVAuY+bUBya/e5CG/n4kErhBY894xcArSEQS2sS+AMYYbt5zMy/a8CKa4k0LHrOtfRu7J3frB5t5TBemmZibOK6HFczrsdKMFYOTg0ANhZWIdItIu/04CVwCPL7EW1xdCTGf1le+EkkmmdAm9meRvfEmpLGR5pe8ZMHXdTJwYQrpUYjFiHV1HffYSMq6MWmfFeR37yYxUJ2bUr3Q1tDGJVsu4Se7f8JscdbrcHzFwwcfZv/Ufl7W/+wyoMNA2wDZfJaDMwdrGJm/Wa6HFRwtBWqPlSWsIhJhU8um4x+8DJbz8bIPuFVEHgJ+jdVj9SMR2SEi+4AXAj8WkRvB/ZUQ84k2N9P68peT+fFPKE9NuXGJQGLKZbK7dtH8kt8n0rTwpz2wJwM1Y/UMCuk08d5eJHr8QdaKsKrzycDyzAyF0VESW1VYrZSd23eSLWS5ec/NXofiK3bt2UVMYrz0hJcueowzGah9VkdZrocVaClwPoOTg5zQfMIzvNLWwnKmAh8yxpxlr4Q41Rjzt/bz1xljTjDGNBhjeowxl817j2srIY6l/bVXUp6eJnPjTW5eJlDMPPggxbGxRcuADg0nbqM4NkYpU52GvTBQSKePu8rGIZKybkzl6foW9fnhYTCGhq1bvQ4lcJzbey4bmzdy/ZPXex2KbzDGcPPwzTy/7/m0NbQtepwzGah9VkdZrocVQCwSIxFJMFPQjNVQZqhqZUAIoPP6sSTPPptEf7+WA+eRvfEmJB6n+YILljyuMhmoDewVCqOjy2pch6MZK1Pnk4F522IhocJqxUQkwhUnXsHd++9mb3bv8d9QBzxx5An2ZvcuOA04n65kFy3xFs1YzWP/1H5iEqM7ubyBsFQ8VfcZq1K5xHBmWIXVfESEtit3MnPffcztHvQ6HM8xxpC96SaaXvQioi0tSx5bmQxU7yHAMlQtHjiwrMZ10B4rh7ndgyBCYssWr0MJJFeceAWC6GJmm13Du4hIhAs3X7jkcSLC1vatKqzmkZ5K09PUQzSyPE/uVCxV9z1Wo1OjzJXmVFgdS/sVV0A0yuS1mrWafeRRCun0ccuAAPGNG5FEgjl1YAegcGAMymViyy4F2sJKM1bEN2xY0NZDOT69Tb28aOOLuOGpGyiVXWlHDRQ3D9/MOT3n0NHYcdxj1XLhmYzmludh5ZCKp+p+KtCZCOxv7a/aOUMhrGLd3TS/9KVMXH8DplDwOhxPyd54I8RitFx80XGPlWiUxNatOhloUxxdvocVWD5WoMJqbmhQy4BrZOeJOzkwfYA7R+/0OhRPeXriaXZP7j5uGdBhW/s2Ds8e1tVANsv1sHJIxpJ1XwqsttUChERYAbRfuZPSwYPkfvlLr0PxjEoZ8LzziLa3L+s9Ohl4lJWYg4LtY0V9TwWacpn84BANOhG4Ji7YdAHtDe1c++S1XofiKbuGdyEIF2++eFnHb22zBL2WA6FYLjI2PbYsDyuHVEwzVkOZIdob2lnXuK5q5wyNsGo+/3yiXV1M/Ff9lgPnfvck+eHhZZUBHRLbtlIYGan7rAvMX2ezzFJgk/ZYFffvx8zMkBjQjNVaSEQTvHrrq7l1760cnq3f/Z03D9/MmevPpDu1vObrre3W993Tk1oOHJ8ep2RKy5oIdEjGk3XfYzU4OVjVbBWESFhJPE77FZeTu+02iqvYPRgGsjfeCJEILZcs79MeQMO2EwG08R8ojKSJdnYuu1coklS7Bef7Rj2s1s7O7Tsplov8eHd9Lmbek9nDE0eeWHYZECxbgWQsye4JzVhVPKy0FLgiVFgdh7adV0KpxOQNN3gdiidkd91E6nnPW5ZruMPRyUD9xFdIp5ddBgSrR00aGuo625cftIRVg7qur5nt67ZzWtdpXPvktXW5pmXX8C4ALtl8ybLfE5EIA20DWgpknoeVlgKXTSaf4dDsoao2rkPIhFXD1gGSZ5/NxH/V32Lmud27mXvyqRWVAQESmzdDLKaTgdgeVsssAzpEUilMHZcC84O7ibS0EF2BmFcW54oTr+Cpiad4+ODDXodSc24evplTO09dkTAAnQx0cNbZrHQqsJ5LgUOTQ0B1G9chZMIKoP3KK8kPDTFz//1eh1JTsjdZzvMtly4/jQ5WCTWxZUvdm4QaY1acsQJLWNVz8/rc7kESWwcQEa9DCQWvGHgFjdFGrn2qvprY07k0Dx96eMndgIuxrX0bB6YPkMvnXIgsOKSn0nQ0dlRW1SwHx8eqbMouRuZf3JgIhBAKq9aXX0YklWLimvq6MU396k4aTz2VeE/Pit9rTQbWt7AqHTmCmZ0lvmGlGatkfZcCd++mQRvXq0ZLooVL+y/lp4M/ratMwt2jdwPWdORKcSYDnR+S9cpKPazA6rEymLpdAj44OUgsEmNj88aqnjd0wirS1ETrq15J5mc/o5Srn6bi/NAQDdu3r+q9iW1bye/ZQzmfr3JUwaGQticCV5ixklSqboVVKZejODamHlZVZseJO5gqTFV6juqBocwQ8UicLS0rd+93hFW9Twau1MMKrFIg1O8i5sHJQba0bCEWiVX1vKETVgBtO3dipqfJ/PQnXodSE8rT09YPuFWuFGnYdiLYfkT1SiE9AqxcWEVSqbq1W3C+XxID/Z7GETae1/M8NrdsritPqz2ZPZzQcsKyV7HM54SWE4hH4nU9GWiMYXRqdMX9aamYJazqKTs6n8HMIP1t/VU/byiFVfLMM4n19TF9511eh1IT8nv2AJDoX6Ww0snAijnoctfZOERSTXWbscoPWj/IGjRjVVVEhMv6L+O+A/dRKNXHJonh7PCqslUAsUiM/rb+up4MnJibYKY4syIPK5iXsarDycBCucDe7N6q91dBSIWViBDv66N46JDXodSE/NAwwKozVon+fhCp68nAQjqNpFLLdqx3iCTrt8dqbvduiEZJbNrkdSihw+mVqQez0LIpszezl82tm1d9jnqfDFyNhxVQaXSvx4zVSHaEYrmowmolxDo7KR466HUYNSE/bAurzau7MUUaG4lv2lTXk4GFdJrExg0rnm6L1HGPVX73IIlNm5BEwutQQkdnshOAQ7Ph/3A4Nj3GbGmWLa2r+2AIsK1tGyO5kbptwh7NWT2iG5pX2GMVq9+MVWUisFWF1bKJdnVSOhj+mxJYwirW3U2kqWnV52jYurWuJwML6TSxFfZXge1jVa/CalCXL7tFZ6MtrGbCfw/bk7FaGdaSsRpoH8BgGMoMVSmqYOGYg65YWMXrt8dqMGMJK+2xWgGxzi5KExOYQvh7FPLDw6suAzo0nLiNuaEhTLFYpaiCRWFk5R5WcLR53ZTrywfGlErkh4a0cd0l6iljNZy1Mu6r7bECK2MF1G05MD2VJhVL0ZpoXdH7KhmrOpwKHJwcpCvZRUuipernDq+w6rJuTMXDRzyOxH3yw8PEV9m47pDYdiIUCuT37q1SVMGhlJuiPDlJYuPKvUwiqSQYg5mtrxJEYWQEUyho47pL1FvGqiHaQE/Tyj34HLa0biEq0bptYE/n0mxoXnkrg9NjVY+lwKHJIVf6qyDEwiraad2YSiHvsyrlcpQOHlx7xmqb9QOyHsuBq7VaAMvHCqi7Pqu53dYPsISag7pCKp4iGUvWR8YqM8ymlk1EZPU/jhLRBJtaNtWt5cLo1OiKy4BQvz5Wxhh2T+52pb8KQiysYp3W7rKwTwZWGtfXKKwSW61Uej1OBhZGVi+sIo6wqjMvq/xuqz9BS4Hu0dnYWTcZq80tq++vctjatrVuTUJHciMrtloAaIw2AvXXY3Vk7giZfEYzViulUgoMeQN7oSKs+td0nmhzE7G+Pubq0MvK8bCKr6oUWJ8Zq/zgINGODmLr1nkdSmjpTHaGPmNVNmX2ZveuaSLQYVv7NvZm9taN95dDLp8jm8+uai1LNBIlGUvWXSnQrR2BDqEVVtGO+igFHrVaWLuXUMPWreTrMWOVTiOJRKV8vBIiSVtY1dki5rnB3SQG3LkpKRYdjR2hz1jtn9pPvpxf00Sgw0DbAEVTZE92TxUiCw6Oh9VKXdcdkrFk3ZUCHWHlxkQghFhYRZpSSGNj6DNW+aFhYr29RJLL32i+GA0nbmNu9+66m3ArjKSJ9/UhkZX/d4g01WnGavcgDVtVWLlJZ7Iz9Aahwxl7IrBKGSuov8nAitXCCs1BHepRWA1NDtEQbVhV+XQ5hFZYiYhtEhpyYVUFqwWHxLZtmNnZykLieqGQTq+qDAjze6zq58ZUmpigdPiwNq67TGdjJ0dmj1Ash9cCpeJhVYUeq4G2AQSpu8nA1XpYOaTiKWYK9dVjNZgZpL+1f00DE0sRWmEFtkloHZQCqyWsGrbZOwOffqoq5wsKhZER4htXd1NyhFU9mYTODdqN65qxcpXOZCcGw8TchNehuMZwdphkLMn61Po1nysZS7KheUPdTQamc2kaog0Vi46Vkoql6i5jNTg56Fp/FYRcWMU6u0JdCixlMpSOHKlexsr2JKqnycDy7CylQ4dWn7GyS7D1VAp0JgLVw8pd6sHLak9mD5taNq3Yf2kx6nEyMD2Vpq+pb9V/h/VWCpwrzTGSG1FhtVrCXgqsNK6v0RzUIbZuHdGurrqaDHTKnquxWoD6nArMD+5G4vFVi1FleVTc10MsrIYzw1Xpr3LY1r6NockhSuVS1c7pd0Zzq/OwckjFUnU1Fbgns4eyKdPf2u/aNUItrKJdnZSOHMGUwvmfLD9UHQ+r+dTbZOBaPKwApJKxqp8ehbndgyT6tyDRqNehhJpKxiqklgvFcpF9uX1V6a9y2Nq2lXw5z0hupGrn9DtOxmq1pOKpuvKxcvZJasZqlcQ6u6BcpnQknGtt8sPDIEJ809qtFhwaTtzG3NNPY4yp2jn9zFo8rAAkEkFSqfrKWO3erY3rNSDsGavRqVGK5WJVM1Zb263vy3qZDJwpznB49vCqPKwcUrH6ElaO1UI1v++OJdzCyjEJDWk5MD80RLyvj0hDQ9XOmdi2jXIuR3FsvGrn9DOFdBpiMWLrV988G0km60ZYmUKB/L592rheA5rjzSQiidBmrByrhWp4WDlsbbOEVb1MBo5OWa0Mq/WwAurOIHRwcpC+pr7KOh83CLew6nTc18M5GZgfHq5af5VDvU0GFkZGiPf0rKmsFamjjFV+714oFrVxvQaIiOW+HtKMVTU9rBxaEi2sT66vG2G1Vg8rsEqBs6XZuulLc3siEEIurKL2vsBSCDNWxhjyw8PEq9hfBUeFVb1MBq7Fw8ohkkrVjY9VvrJ8WTNWtaCzMbxrbfZk9pCKpVZtE7AYW9u31k0pcK0eVmCVAgFmS7NVicnPGGMYnBx0tXEdQi6swrwvsDQxQTmTqWrjOkC0q4tIa2vdTAYW0ulVN647RFKpuvGxmqssXw6GsBKRTSJyq4g8JiKPiMi77Oe/JyIP2F9DIvKA/Xy/iMzMe+0rXsYf6oxV1poIrJbVgsPWtq3sntxdF32io1OjxCRGd7J71edwSmL1UA4cnxlnujjtesYq5urZPSbS0oLE4xRDaBKaHxoCqjsRCFb5oWHbtrqYDDT5PMUDB9YurJJJylNTVYrK3+QHB4mtX0+0udnrUJZLEXivMeZ+EWkB7hORXcaY/+EcICL/AEzOe8/TxpgzaxzngnQmO3nk0CNeh+EKezJ7OLnz5Kqfd1v7NmaKM+yf2r+m3qMgMJIboaeph2hk9a0MyZg12VwPXlZuL192CHXGSkSIdnVRCmHGquJhtaW/6ud2JgPDTuHAATBm7aXApjrqsdq9u2IkGwSMMaPGmPvtx1ngMaDyDy5WuuT1wHe8iXBpnLU2ZROu/Z2FcoF0Ll1VqwUHp4G9HoxCR3Oja5oIhKOlwHrIWKmwqhJhNQnNDw9DJELihOqbNCa2bqN05AjFw+FeAFvxsFrlOhsHq8cq/OPKxhjmBoO7fFlE+oGzgLvnPf0S4IAx5sl5zw2IyG9E5DYReUktYzyWzmQnJVMK3VqbkewIJVNyZeTdsVyoh9U26dzaPKwAknErY1UPlguDk4M0xZvWVDpdDiqsAkpheJj4xo1IIlH1czec6EwGhvsTX2HE9rBaYymwXnysSocOWX19/cETViLSDFwDvNsYk5n30h/yzGzVKLDZGHMW8JfAf4pI6yLnfKuI3Csi946Pu2NPEta1Nnuy1vJlN4RVR2MH6xrWhX4ysFAqMD4zvqbGdZiXsaqDUuBQZoj+1v6q9/UdS+iFVbSrk1II7RbyQ9VbvnwslcnAp0N+Y0qnLYPV3t41nSeSrA9hNedMBAaoFAggInEsUfVtY8y1856PATuB7znPGWPmjDGH7Mf3AU8DJy10XmPMV40x5xhjzunuducTcMUkNGSTgW54WM1na/vW0Aur/VP7MZg1C6tKj1WdlALdLgPCMoSViDSKyD0i8qA9VfNx+/kOEdklIk/av66zn/fVVE2ss4vi4cOYcnh6FByrBbeEVayvD0mlQt9nVRgZIbZ+/ZqzfpFUCjM7G9rVSQ75wSGAQJUC7R6qrwOPGWOuPublS4DHjTH75h3fLSJR+/FWYDvg2U/osGashjPDtMRbWNewzpXzb22zLBfCPBk4MmW1MqzFwwrmTQWGPGM1XZhmdGrUH8IKmAMuMsacAZwJvFxEXgB8ELjFGLMduMX+vcPTxpgz7a+3VTvolRDr6oRSidLk5PEPDgilQ4coT025JqxExNoZGHKT0Gp4WMG8Rcwz4faBye/ejSSTxNaY4asxLwbeCFw078PeK+3X3sCzm9bPBx4SkQeB/wLeZozxrNkwrGtt9mT2sLl1s2slmW3t28jkM6HL9M1nNGe5rlerFBj2HisnS1oLYXVcuwVjSf6c/du4/WWAy4EL7Oe/CfwC+EDVI1wjUdt9vXTwILF17nw6qjWVicAqu67PJ9Hfz8xvfuPa+f1AIZ0meeaZaz5PRVhNTxFtblrz+fzK3OBuEgP9SCQ4HQTGmDuABX96G2P+nwWeuwarbOgLWhOtxCKx0AmEPdk9nN59umvnd3q39mT20JXscu06XpKeShORCD1NPWs6T734WFUmAlv9kbFCRKK2gd4YsMsYczfQY4wZBWukGZi/bO24UzW1aPwEexEz4doXmB9yrBbcE1bxvl4KY2OhKqHOx5RKFPbvX3PjOkAkZfUohN0kNL97kIYANq4HGRGho7EjVBmrfCnP6NSoq0twe1NWVvXA9AHXruE16Vya7mQ38Uh8TedpjDYiSOhLgUOZISISca2vbz7LElbGmJJtmHcCcJ6InLrE4cuaqqlF4yeE0309PzwMsVhVyliLEevphUKBUkgtF4pjY1AsVrcUGGJhVZ6bozAyErjG9TAQtrU2+7L7KJuyKx5WDk4W58BUuIXVWj2swBLv9bCIeXBykI3NG0lEqz9JfywryukbYyawSn4vBw6ISB+A/euYfcyyp2pqQaUUGCL39fzwMImNG5GYe8b58V7rxlTYH84bUyFdHasFmN9jFd4ehfzQMBgTqMb1sBC2tTZuLF8+luZ4M6lYKtQZq9Gp0ao5y6fiqdD3WNVqIhCWNxXYLSLt9uMk9iQN8APgTfZhbwJumHe8b6Zqom1tEIuFLmMVd7G/CuyMFVA8sN/V63hFtcxBoT4yVvnBYFothIGwZazc9LByEBF6mnpCK6yK5SL7p/aveSLQIRVLhboUWDZlhjJDNemvguXtCuwDvmmLpQjwfWPMj0TkTuD7IvJmYA/wOvv484G/FZEiUMLjqRqJRIh1dISmx8oYQ37PHlLnnevqdY5mrEIqrKqYsZKkLaymwntjmtu9G0Rc7etTFqYz2cnh2cMYY1w3NqwFw5lh2hraaGtoc/U6Pame0JYCx6fHKZnSmicCHZKxJDOF8GasRqdGmSvN1SxjtZypwIew1kAc+/wh4OIFnvfVVA1YJqFhWcRcHBvHTE+7/gMu2tlpZfrCWgocGSHa2UmksXHN54o01UEpcPcg8b4+Ismk16HUHZ2NnRTLRTL5jOtipBbsyexhS4v7Ar0n1cOdo3e6fh0vGMlVx8PKIeylwKHJIQD62/prcr3gzE2vgVhnF6VD4WjCzg8PAe4sX56PRCLE16+nENpSYLoq2Sp4pt1CWMkPDmoZ0CPC5r4+nB2uyWRWT1MPB2cOUiwXXb9WrRmdsjysqtZjFfJSYK2WLzvUibAKz77AWnhYOcR6e8ObsaqSOShQyeKEtcfKWb6c0MZ1TwiTSehscZb9U/trI6xSPZRNmYMz4ahWzCeds1oZ1rqA2SHsU4GDk4O0NbS55vR/LPUhrOx9gWFYb1AYHkbiceJ91fkPtRTx3p5QZqxMuWwJqyplrKSxEURCK6yKBw5gpqdp0IyVJ1TW2oQgY7U3uxegJqXA3qbwelmlp9J0NnbSGFt7KwNYpcBQZ6wygwy0DtSsR7EuhFW0swtTKFDOZr0OZc3kh4eJb96MRKOuXyvWY2WswiBI51M6dAiTz1dPWIlY+wKnw9mjkHeWLw+osPKCMGWs9mTsicC22vRYQTi9rNK5dNUa18FuXg9xj1UtrRagToRVmExC80PuLV8+lnhvD2ZujtLERE2uVysqE4FVsFpwiKRSoc1YzQ1a/QmJgX5vA6lT2hvaiUo0FMJqOGt7WNWoeR3CmbEanRqtqrBKxVOhLQVm81kOzhysWeM61IuwColJqCmXye/ZUzNhddTLKlw3poqH1YbqOddLKhlaYZXfPUikuZmYixsSlMWJSIR1jes4PBv8AZw9mT10NHbQnGh2/VptDW00RBtCl7Eqm7KVsarSRCBYGat8OU+hXKjaOf2CMxFYKw8rqBNhFQ3JvsDigQOYubnaZaz6LGEVNi8rdzJWTeEVVoO7SWzdGgoPpaDS2RgO9/XhzLCrxqDzERF6m3pDl7E6NHOIQrlQ3YxVzJpsDmM5cDBT24lAqBNhFZZSYC0nAsGaCgRCNxmYHxkh0tZGtLl6n5ojqVRofazmdg/SMKATgV7SmQyH+/qezB5XdwQeS08qfO7rFQ+rKpcCgVCahA5ODhKLxNjY4t5u3WOpC2EVbW+HSCTwJqH5IVtY1aoU2NUF0WjoJgOrORHoENYeq/LUFMX9+9XDymPCkLGaLkwzNjNWs4wVhNN9veJhVSWrBTiasQrjZODg5CCbWzYTj8Rrds26EFYSjRLt6KAUgoyVNDQQ6+mpyfUkGiXW3U1xNFzCqphOV7UMCJaXVRgNQueGhgBtXPcaJ2MV5Aldx2qhFh5WDj1NPYxNj1Eql2p2TbdxPKyqPRUI4RRWQ5ND9Lf21/SadSGsIBwmofnhYRKbNyOR2v2zxXvC5WVljCFfRdd1h7BmrAp7rPF4t53+laXpbOxkrjTHVCG44n04Y08E1jhjVTTFUDT+O6Rzadoa2miKN1XtnE4pMGyTgcYY9mT31PR7DupOWAW9FDhUs/4qh7C5r5cmJjDT064IqzD6WJUmJwGIrmv3NpA6JwxrbRxhVeseKwiX5UJ6qroTgRDe5vWZ4gyFcoH2xvaaXrduhFW0qzPQpUBTKlHYu7dm/VUOlvt6eExCj04EVreRMdIUzoxVyTbVjba0eBxJfVNxXw9wn9VwZpjuZHclO1ILeprCZxI6mquuhxWEt8cqV8gB0Bx3395jPnUjrGKdXRQPBbdHoTA6iikUiNdYWMV6ejHT06FwrYf5HlbVvTFJMonJ5zGFcPnAlLM5iMettT2KZ4QhY7Unu6em/VVwNGO1fzoc7QzGGNJT6ao2rgMk41aPVdimAnN5S1i1Jlpret36EVZdnZjZWcpTwVTktZ4IdIj3WjemsHhZVTJWLpQCgdBZLpRzWaLNzeph5TFhWGtTSw8rh3WN64hH4qEpBU7MTTBTnNGM1TLJFqyEQC0MaedTN8IqGnD39fzwEFD7JuKKl1VI3NcL6TSRVMqy4KgiYRVWpUyWiJYBPae9oR1BApuxyuVzHJ49XNP+KrBc69en1oemFJieqv5EIMzzsQpZj1U2bwsrLQW6Qyzg7uv54WEklSK2vrZrReI9IctYjVhWC9XOwERS1oROUDOii1HOZqtqpKqsjlgkxrrGdYHNWFV2BNY4YwXhMgmtWC1UuXk9EUkQlWjopgKdUmBLorYfDutHWFXc14OasbKtFmpckol1d4NIaCYDLXPQ6jvwRlJWj0LYGthLuRyR1tr2JygL09HYEVhhtSdj2XbUuscKrAb20GSsXPCwAmv9TzKWDG8pUDNW7nC0FBjMG1NhaLjm/VUAkkgQ7eoMjZdVYWSk6uagMK8UGDKT0HI2S7RFM1Z+IMhrbRyrhU0tm2p+7d6UtS8wqINL80nn0jTFm1xpxk7FUpqxqhJ1I6xiHR1W5iWAlgumWCQ/MuKJsAKI94TDy6qUy1HOZKreuA5HhZUJW49VNkukWXus/ECQ19rsyeyhJ9VTcfiuJT1NPRTKBY7MHan5tauNMxHoRuUiFU+FsscqKtGaf9/VjbCSWIxoe3sgTUILIyNQLHomrGK9PRRDkLEqjLjjYQXzM1bh+sRXzmaJaMbKFwQ6Y5Wt/USgQ8UkNATlwNHcKBub3VkmHMpSYD5Lc6L2U811I6zA6rMKYikwP2xbLdTYdd0h3ttHIQQZK7c8rMDaFQjhElamXKY8NUVUM1a+oLOxk5niTCDLNXsytfewcuhtsiabw9DAns5V38PKIRlLBvJ7aylyhVzN+6ugzoRVtLMrkKVArzysHOK9PZSzWUq5YPcPueVhBSBOxipEU4HlqSkwhkirCis/EFST0Mm5SSbmJtjSohmrtZDNZ8kWslVvXHdIxVOhy1jl8rmam4NCnQmroC5izg8PE2lqqjTg15pYj+1lNRbsG1MhnUYaGoh2dVX93JEm224hRD1W5UwG0HU2fiGoa228nAgEa5oyJrHAZ6zcmgh0SMXC12OVyWdqbg4K9SasujopBdBuIT9sTQR65X7tuK8XA+5lVRgZId7nTuOnxOMQi4WqFFjKWRM12rzuD4KasfLSwwogGonSneoOj7CqsoeVQyoewqlALQW6T7Szi/L0dOCyCvnhYc/6q+Co+3phNODCKp12pQwIlg9MJJkMlbAqVxYwa/O6HwhyxkoQTmg5wbMYelI97J8K9v3LcV3va3axxyqEpcBaWy1AnQmrmF1KC1I50OTzVqbFo/4qgNj69QCB97KyPKzcmagBazIwTD5WJVtYRVrUINQPdCQ7gABmrDLD9DX10RBt8CyGnqbgu6+nc2kaog0VgV1tUrFU6JYwZwtZFVZu47ivB6kcmN83AuWyZ43rAJGGBqIdHYH2sirPzFA6fNgVc1CHSCoVKh8rzVj5i3gkTltDWyAzVl71Vzn0pCz39SCbhI5OjbrmYQVWKbBoihRKBVfOX2vKpkwur6VA14kGcF/g0eXL3gkrsLysgpyxKoyOAu5MBDpEUqlQTQUezVhpj5Vf6Gzs5PDsYa/DWDbGGE89rBx6Uj3MlmbJ5DOexrEW0rm0a43rYGWsgNCUA6cL0xiMZqzc5ui+wCAJK8fDqt/TOILuvl7xsHKzFBi6Hiu7eV2FlW/oTAbLfX1iboJsPsvmFo8zVk3WAE6Q+6zcFlaOO3lYGthzBev+pRkrl4l1WD0KQXJfzw8PE2ltJdre7mkcsd6eQE8FVlzXXcxYSVMqXMIql0UaGogkEl6Hoth0NgbLfd3ZEeiHjBUE1yR0ujDNkbkjrk0EglUKhPBkrLJ5ewGz2i24iyQSRNraKAUoY1XYs5fE5s2eWS04xHt6KU1OBm6i0qGQTkMsVmnEd4NIKhXYv5+FKGVzmq3yGUHLWO3N7gVgU2vtly/PJ+ju606mrRalwLB4WTkZKy0F1oCgmYQWDx0i1t3tdRjEHC+rA8G8MRVGRoj39iLRqGvXsKYCw/FpD6CczRBt1sZ1P9HZ2EmukGOuNOd1KMvC6QfrTnp7D+tMdhKRSGDd10dyViuDq8LKyViFpBToZKxa4iqsXMcSVsEpBZYmJjwvAwLEHS+rgPZZuelh5RBJhktYacbKf1RMQgOStZqYmyAmMU/6XOYTj8TpauwKbMZqdMoavnFrTyDM67HSUuCaqTthFe3qDFQp0C/CKtbjZKyC2WdVSKddbVyHMGassmq14DOCZhI6MTdBa0Or560MYHtZBTRjlc6liUVirmb+KlOBIclY5fJaCqwZsc6uwJQCy7OzmNlZXwiruC2sgpixMvk8xbEx9zNWqRQUi5h83tXr1IpSLqvmoD4jaGttJucmaW9o9zoMwPayCmjGKp1L05vqJRpxr5XBKQWGpccqW7BLgSqs3CfW1Uk5m6U85/8ehdLEBIAvhFUklSLS1hbIjFVh/34wpjbCCkKTtSpnskQ0Y+Urgpix8o2wCrD7enrKXasFCGcpMB6Je+L4X3fCKmqvtSkFIGvlJ2EFVp9VEDNWtfCwAoikrBtTWIRVKZcjqguYfUXQ1tpMzE3Q1tDmdRgA9KZ6mSpMVUpEQcJtDysIZynQi2wV1KGwigXIfd1vwiqoXlaFtO1h5eI6GwhXxsoUi5jpac1Y+YyGaAMt8ZbAZKwmZ31UCmwKppdVvpRnfGbcVQ8rgHg0TiwSC0/GqpD1bGjiuMJKRBpF5B4ReVBEHhGRj9vPd4jILhF50v513bz3fEhEnhKRJ0TkMjf/ACvlqPu6/ycD/Sas4j29FAJot1AYSYNIpU/MLcQRViHwsirnrE/10YD3WInIJhG5VUQes+9f77Kf/56IPGB/DYnIA/Pe49v7F9heVgHIWBlj/FUKdExCA9bA7nhY9TW7NxHokIqlQtNjlcvnPJkIBIgt45g54CJjTE5E4sAdIvJTYCdwizHm0yLyQeCDwAdE5GTgDcApwAbgZhE5yRhTcunPsCJiWgpcNbHeHkqHDlHO5wPlxl0YGSHW04O4HHMkaQurEOwLDNGewCLwXmPM/SLSAtwnIruMMf/DOUBE/gGYtB/7+v4F0NHYEYiM1Uxxhnw575tSYFAzVo6H1cZmd1sZwOqzCkspMJvP+rcUaCyconTc/jLA5cA37ee/CVxhP74c+K4xZs4YMwg8BZxXzaDXQrTLLgUGwHKhIqzWtXsah0O8x/KyCppJaC08rCBcpcCyLayCbrdgjBk1xtxvP84CjwGVn1Bi+QC8HviO/ZSv718QnIzV5NwkgG8yVuuT1taFoO0LrIWHlUMqngpNKTBXyHliDgrL7LESkaidKh8Ddhlj7gZ6jDGjYN28AGdXyEZg77y372PejWzeOd8qIveKyL3j4+Nr+COsjEhDA5Hm5mD0WB2ZQFIp32SHKu7rAeuzqoWHFUCkySkFBv/GVHIWMIeoeV1E+oGzgLvnPf0S4IAx5kn798u6f9nn8+Qe1tkYjLU2E3MTgH+EVTwap7OxM3AZq3QuTUQilYybm4SpFJjNZz0rBS5LWBljSsaYM4ETgPNE5NQlDl/ICc4scM6vGmPOMcac013jlS2xzk5KAXBft8xB/ZFGh2C6r5tikcL+/ZqxWiHlnJ2xag2HsBKRZuAa4N3GmMy8l/6Qo9kqWOb9C7y7h3UmO8nkMxRKhZpdczU4wsovpUCwyoH7p4P1wTCdS7M+tZ54JO76tVLxVGhKgblCzr/N6/MxxkwAvwBeDhwQkT4A+9cx+7B9wPyNmycA6bUGWk2iXV2BKAUWJ44Qa193/ANrRKxSCgzOjak4NgalUm2EVdKyWzAhEFalTGh6rLB7Q68Bvm2MuXbe8zGsXtHvzTvc9/evoJiEOsJqXaN/7mE9qeC5r6en0q5PBDokY8lQZKxK5RJThSlaE94M3yxnKrBbRNrtx0ngEuBx4AfAm+zD3gTcYD/+AfAGEWkQkQFgO3BPleNeE0FZxOyXdTYO0eYmIs3NgcpYHbVaqEEpMBkeHyunxyoS8CXMdg/V14HHjDFXH/PyJcDjxph9857z/f2rYhIaEGHlq4xVAN3XR3OjrntYOaRi4eixyhWsVgY/TwX2Ad8UkSiWEPu+MeZHInIn8H0ReTOwB3gdgDHmERH5PvAo1kTOn/lpogYg2tlB6e67j3+gx5QmJkhsPMHrMJ5BrLcnUBmrijloDTJWkkgg8Tjl6RB84nNKgQEXVsCLgTcCv51nqfBhY8xPsKb/5pcBA3H/6mi0TUJ93mflS2HV1EM2n2W6MF1Z4eJniuUiB6YP1KRxHaxS4Ewh+PevirDyqBR4XGFljHkIq+Hz2OcPARcv8p5PAZ9ac3QuEevsojQ5iSkUkLj7devVUpqY9FXGCmwvqyBmrDbU5sYUlkXM5WwOSaV8/f9jORhj7mDhvimMMf/PIs/7+v5VKQX6XFhNzk3SHG+uSW/Qcql4WU0fYKBtwONojs/Y9BglU9KM1QrxcgEz1KHzOswzCT182ONIFseUSpQzGd8Jq6C5rxf2HyC6bh2RxsaaXE/CIqxy2TBkq0JJkEqBfspWAfQ2WX2iQSkHOnE6cbtNMpZkujiNMQvOawSGbN67BcxQp8LK2RfoZ/f1UiYDxvhOWMV7eikePIgp+HsiyaE4NkbMZcf1+YQlY1XKZEPRuB5GUvEUyVjS9xkrP7muOwTNfX1s2poJW59af5wjq0MqnqJsysyV5mpyPbdwhJWv7RbChrMv0M/u66UjE4B/zEEdYr09YAzFGvr2rIXi2Bix9bUbhY+kUqHwsSpnNWPlZzob/W8S6qc9gQ6OQAlKxmp82rrPOuambpOMWQM4QZ8MdHqsfG0QGjaO7gv0743Jb+tsHILmZWUJq9rclCBEGatcTjNWPqYz2cnhGf+2MoA/S4GNsUbaG9qDk7GaGSMeidfs7zEVsxr6g95npRkrD3D2BRZ9bBLqV2EVJC8rUyxSPHSIeC2FVTIZCmFVzmZDYw4aRgKRsZrzX8YKgmW5MD49zvrUeizXEPdJxq2MVdBNQjVj5QGRpiYkmaSkGasVE+8LTsaqeOgwlMvEauiKHUmlMCFZwhymdTZhozPp77U2xXKRbCHrS2HV29QbKGHVleyq2fXClLFqjDYSj3ozkVqXwgr8bxLqV2EVaWlBUqlATAYWx6zGz5qWAptSlGeC3Z8AVsYqEvAFzGGmM9nJxNwExXLR61AWxFnA7LdSIATLfX1sZqxmjetwVFgFvcfKyz2BUPfCyuelwFjMd87XIkK8p4fCAf/fmIrjHgirEPRYmXweMzdHVHusfEtnYycGw5HZI16HsiCOsPJjxqqnqYcjc0cCMfk2Pj1Od7J2GXfHNDUMpUCvzEGhjoVVtKvL96XAaFtbzWrrKyHW20NxdNTrMI5LccyaqKmlsBK7xyrIPjClnNWfoM3r/sXv+wId13VfCquAWC5MF6bJFXJ0p2onrJypwKCXAnP5nGceVlDHwioIpUC/lQEd4j29wchYjY2BSGVYoRZEUk1QLmPm/P9peDHKmQyAZqx8TMUk1Kd9VpV1No0+LAU2HXVf9zMHZ6yKihelwKBnrLL5rAorL4h1dVI6cgRT8tUasAp+Flax3h6K4+OYoj/7OxyK42NEuzqR2HJWYlaHSMq6MQW5z6qUtTNW2rzuW5yM1eFZf1ou+LoUaGes9k/5u0/UMQf1ohQY+B6rQlZLgV4Q7ewEYygd8WePgp+FVby3F0olX2f8AApjY8S7a/dpD+YJqwBPBpadBczavO5bgpKx8rOw8nvGanzGNgetYcZKS4HVoW6FleO+7ldxYAkr/6XRgcqKGL9PBhbHxmvaXwUQSVk3pvL0VE2vW01KWUtYRVpbPY5EWYymeBMN0QZf91jFIrFKaclPpOIpWhItvu+xqmSsathjFYvESEQSzBSCnbHS5nWPOOq+7r/JQGOM/zNW+N/Lqtau63A0Y2UCPBlYtoWVrrTxLyJimYT6NGPlmIP6cfgGgmESOj49TmO0seYml6l4KtAZq0K5wExxRjNWXuAsYvbjvkAzM4PJ530rrGK9/ndfN4UCpUOHamoOCmHpsbIzVtq87ms6k/51X/fjAub59DT5X1iNzYzRleyquThNxVKB7rHK5a0eUfWx8oBYl10K9KHlgl/NQR2i7e1IIuHrjJWTifQqYxVkL6uy07ze1ORxJMpS+Dlj5cc9gfPpTfX6vhTorLOpNal4KtBTgY6w0oyVB0Sam5FEwpcmoX4XViJCrLfX1z1WxXHHw6q2GStJOj1Wwb0xlXNZ6/9HNOp1KMoS+Dlj5dc9gQ49qR4OzR6iUCp4HcqiHJw5WNP+KodkLBnoUmC2YC9g1h6r2iMiRLs6fWkS6girmE+FFeB793Uv1tmA7WNFsKcCS9mclgEDQEdjB0dmj1A2Za9DeRZBKAWCVW7zK2PTYzW1WnBIxTRjtVbqVliBNRnox6lAv2esAN9nrAq2sIrXWlg1Bb/HqpzNaON6AOhMdlIypYq1gV8wxvi+FOh39/WpwhTTxWlPSoHJeDLQPVbZvJWxUmHlEX51Xy8GQFjFe3sojI1hyv77tAx2xioaJdrRUdPrRpJhsFvQjFUQqKy18Vmf1XRxmmK56O+Mlc+9rLywWnBIxYI9FailQI+xSoHaY7UaYr29UChQOuxP5+fi2Dixrq6a9wlJNIo0NAS7xyqbJaLmoL6nYhLqsz4rP5uDOvQ2WZPNfs1YjU/b5qBJDzJWsaSWAtdIXQurWGcXxcOHfZd1KU1MWM3D8bjXoSyK372svPCwcoikUoEWVqVclmiLmoP6Hb9mrIIgrJoTzTTFm/ybsZrxMGMVcB8rJ2PVFPduqrnOhVUnlEqUJie9DuUZ+Nkc1CHW428vK6+FlZkObo9COaMZqyDg17U2k7P2nsDGdm8DOQ5+NgmtZKy8sFuIpZgtzvpyKGI5ZPNZUrEUsUjtdsQeS30LK9t93W/lwNIR/wureK/Vo1DwaQN7cWyMWHeXJ9cOcsbKGEMplyOqC5h9T2uilXgk7rtS4JE5a/+qn5vXwRZWPi0Fjk2PkYwlPcm6pOIpDIbZ4mzNr10Ncvmcp+agUOfCKurTfYFByFhFOzogHvflZGA5n6c0MeFZxkpSyeAKq7k5KBS0eT0AiAgdjR2+y1gFoRQIluXC/in/3b/A8rDyIlsFwV/EnCvkar4G6FjqWlgd3RforxtTEISVRCLE16/3ZY9VyTYHrbXVgkOQM1aVPYGtKqyCgB9NQifnrFJga8LffXo9qR7GZ8YplP1nEuqVhxVQWZwd1EXM2XxWM1ZeEqvsC/RZKTAAwgr862VV8Mgc1CGSagqsj1VlT6CWAgOBH9faTMxN0JJo8bTHZTn0NPVgML77+wMYnxn3pHEdrFIgBDdjpcLKYyJtbVY5y0cZK1MsUs5mAyGs/Oq+Xhxz1tloxmqlVDJW2rweCPyYsfK767qD42Xlt3KgMcbaE+iB1QLMy1gF1CQ0V8jRGvc2W1rXwkpEiHV0VBb2+gFnQjEIwsrJWBljvA7lGXi1zsYhkgxuj1XJWcCsPVaBoLOxk8Ozh301weX3PYEOfjUJzRayzJZmPctYVXqsAuplpRkrHxDfsIHCyIjXYVQIgjmoQ7y3B2M3ivuJ4tgYxOOe/R0GOmOVczJWKqyCwIbmDRTLxYpTtx/w+zobB7+ahHpptQDBLwXqVKAPSPT3kx8c9DqMCkESVhUvK5/1WTlWCxLx5ts7kkphZmZ8Zzy7HCo9ViqsAsGW1i0ADGWGvA1kHkHJWLUmWmmMNvouY1VZZ+N183oAS4FzpTny5bxOBXpNYmCA4vg4pVzO61CAYAkrv3pZFcfHiHd782kP7EXMxmBmg+cDU85o83qQ6G/tB2BocsjTOOYTlB4rEaGnyX8moeMzPslYBbAU6IcFzKDCisRAPwD5oWFvA7EJkrCK9Tru6/66MRXGxoit9+bTHoBUFjEH78ZUymUhErHEoeJ71qfWk4wlGc744/5VKBWYKkwFohQI/jQJdTJWXUlvDI6D7GPl7AnUUqDHNPT3A/imHBgoYdXVBdGoDzNWB4l5mbFKWaIkiMKqnM1ZeypFvA5FWQYiQn9rP4MZf9y/JvP2OpsAZKzAn2ttDs4cpDneXMkc1ZrGaCMQUGFVsBcwaynQW+JbtkAk4i9hFY8HImMg0Six7m6KPjIJLc/OUp6c9GwiEOYJqwB6WZWzWW1cDxj9rf2+KQVOzE4AARJWTT2MT49TKpe8DqXC2PSYZxOBANFIlGQsGUiDUKcUqBkrj4kkEsQ3biQ/NOR1KIBjDtoWmIyB5WXln4xVcdxbDyuASNIWVlPB+8RXyma1cT1g9Lf1k86lyZfyXodSWWcTpFJg0RQ5PHvY61AqeOlh5ZCMJQOZsdIeKx+R6O9nbsg/GatYAMqADrENfeSHh33jZeW1hxVQyTYGsxSYJdqs5qBBYkvrFgyGPZk9XodSWWcTlIxVX1MfgG961MBb13WHoAorLQX6iMRAP/khf4iD0pEJom3tXoexbJqe/3yK6VHmfvek16EA84WVdzemo6XA4N2YSrmcZqwCRn9bP+APcRCUBcwOZ/WcRSwS4/Z9t3sdCmC5rntdCgRrMlBLgatHhRVWxspMT1d+KHtJaXKC6Lp2r8NYNi2XXAIiZG+80etQgKPCyqsFzHBUWJmgZqx0AXOg2NJieVn5oYE9aKXA1kQrz+97PjcN3+SLD9aTc5MUygXPS4GpWCqwGStBaIo3eRrHcYWViGwSkVtF5DEReURE3mU/f4aI3CkivxWRH4pIq/18v4jMiMgD9tdX3P5DrJWGgQHAH5OBxYAsYHaIdXWRet7zyO66yetQAMtqQRIJaw+kR0SCbLeQzaqHVcBoTjTTnez2RQP75NwkiUiiMrIfBC7dcikjuREeP/y416EwNmObg2opcFVk81ma4k1ExNuc0XKuXgTea4x5LvAC4M9E5GTgX4EPGmNOA64D3j/vPU8bY860v95W9airTMIRVh43sBtjKE1MBkpYAbRceilzTz7F3O7dXodCcWyc2Pr1njb/B9VuwRhDOZcjoguYA0d/W79vSoHtDe2BGb4BuHDThUQlyq7hXV6H4vk6G4dULBVYg1CvG9dhGcLKGDNqjLnffpwFHgM2As8BnML0LuBKt4J0m9j69Ugy6XnGqjw1DYVCAIXVywDI3uR91qo4Pk6s29tPe0cNQoPVo2Cmp6FUUruFALKldYsv1tpMzE3Q1hiMMqDDusZ1nNNzDruGd3leDnRc170yB3VIxVOBXGnjhz2BsMIeKxHpB84C7gYeBl5jv/Q6YNO8QwdE5DcicpuIvGSRc71VRO4VkXvH7RF5r5BIxJoM9FhYBckcdD7x3l6SZ5xBxg/CamzM04lAsL6fJICLmJ21Ttq8Hjz6W/uZmJuo+Eh5RVD2BB7Ly7a8jKHMEE9PPO1pHE7Gyqs9gQ6pWECFVSHn+UQgrEBYiUgzcA3wbmNMBvgTrLLgfUAL4JiojAKbjTFnAX8J/KfTfzUfY8xXjTHnGGPO6fY4wwDQYE8GeklFWK1b52kcq6Hl0kuZe/Qx8nv3ehqHH4QVWH1WQRNW5UwGQDNWAWSgzWpn8DprFZQ9gcdy8ZaLEYRde7wtB45Nj1nLoWONnsaRjCUDWwoMTMZKROJYourbxphrAYwxjxtjLjXGPA/4DvC0/fycMeaQ/fg++/mT3Ai+miT6+yns20c5753JXlAzVgAtl10KeFsOLE9NUc7lPLVacIgEMWOVtTNWIWpeX2z4xn7tnSLyhP38Z+znAjd8A1YpEFRYrZauZBdnrT/L8z6r8Zlxz/urwCoFzpZmfeVIvxwC02MlVhfi14HHjDFXz3t+vf1rBPgo8BX7990iErUfbwW2A953NR+HxMAAlMsU9nhnshdkYZU44QQaTz7Z03Kg47rupdWCQySVCpyPVTlnecBEw9W8vuDwjYhcCFwOnG6MOQX43Lz3BGr4BmBj80ZiEvN0MtAYQ2YuE0hhBVY58MkjT3o6BDA+Pe55GRCsUiDAbGnW40hWRq6Qoznu/f1rORmrFwNvBC6a9ynulcAfisjvgMeBNPAN+/jzgYdE5EHgv4C3GWP8sy9gERLOMmYPJwODLKzAKgfOPviQZ0uZCz5wXXeIpFKB87EqZS1hFWl9VuU+sCwxfPN24NPGmDn7Ne9N7NZALBLjhJYTPBUFuUKOoikGxsPqWC7ZcgmAp1mrsRnvzUGBygLoIJUDjTHk8rlgZKyMMXcYY8QYc/q8T3E/McZ80Rhzkv31QWOPUxhjrjHGnGKMOcMYc7Yx5ofu/zHWjmO54GUDe0VYBfQH29FyoDc3puKY93sCHSLJZOB2BZYrpUDvP/G5wTHDNycBLxGRu+0hm3PnHXrc4Rs/0t/W72kpMGiu68fS29TLaV2ncfPwzZ5cv2zKHJw+6ItSoONDFiQvq9nSLEVTDEzGqi6INjcT7e7yPGMVaW1FYjHPYlgLDQMDNGzfTuYmb1zY/bAn0CHSFMQeq/A2ry8wfBMD1mGVB98PfN9ue1jW8I19Tt9MNgMMtA6wJ7PHs76YoO0JXIhLtlzCI4ceYSQ3UvNrH5k9QtEUfVUKDFLGyi8LmEGF1TNo2NJPfnDIs+uXAua6vhAtl17KzH33V/qdaklxfBxJJn2RcbF6rII1rlzO5iAWQxq9nUiqNgsN3wD7gGuNxT1AGehayfCN3yabt7RuIV/OMzo16sn1g7bOZiFettny5PMia3Vw5iDgvTkoQDJuZayCZLmQy9sLmFVY+YvEwICnJqGhEFaXXQrGkL3llppfuzg2Rqy72xeuz0H0sSrnskSbm33x91ctFhu+Aa4HLrKPOQlIAAeDOnwDR5cxe1UODHopEGBT6yZ+r+P3PBFWY9NWxt1rc1CYl7EKUCkwW7AXMGsp0F8kBgYoHTlS6XWqNaUjR4i2B/fTHkDD9u0k+vvJeLCU2fKw8j5zABBJBk9YlbK5UDWu2yw2fPNvwFYReRj4LvAmu080kMM3YJmEAp41sDvmpEEWVgCXbL6EB8Yf4MDUgZpe13Fd90XGyumxClApUDNWPsXrycAwZKxEhJZLL2X6nl9TPHKkptcujo35wmoB7KnA2VlMseh1KMumnMkQ9UEZtZosMXyTN8b8kTHmVHvI5uf28YEcvgHoaOygJd7C4KQ3WfeJuQkE8cUPtrXwsn6rHHjLntpm3X2VsbKnAqcKUx5HsnycHivNWPmMxEA/AHMe9VmFQViBXQ4slcj9/Oc1u6YxhsL4OLFufwirhu3bAZi68y6PI1k+pVxO19kEGBHxdDJwYm6C1oZWopGoJ9evFlvbtrKtbRs376ltOXB8epx1DetIRBM1ve5C9KR6aEm0cNdocO5fTinQD8JehdU8EiecALGYJxkrk89TnpoKhbBqPPlk4hs31rQcWJ6awkxP+2IiEKD5wguItrczcc01XoeybMrZLJFwmYPWHf2t/Z6VAoO6J3AhLtlyCfcduI9DM4dqdk2/eFgBJKIJXjnwSm4evrky7el3tBToUyQeJ3HCCZ40sJcmrW/eMAgrpxw4deddlOz9c27jJ6sFgEgiQdvlryF7yy01L4mullIuS7QldD1WdcWW1i3sn9rvSW/MxNxEoCcC5/OyLS+jbMr8fG/tsu7j0+O+EVYAO7fvJF/O89PBn3odyrLI5rNEJVrpD/MSFVbH4NVkoNMwHwuBsAJovexSKBTI/eIXNbme34QVQNvOK6FQIPPDYLTplDOasQo6zmTgnmztV3OFKWN10rqT2NyyuabTgePT46xP+uf+9dyO5/Kcdc/h2ievPf7BPiCbz9IUb/LFVLMKq2NI9PeTHx7GlMs1vW7Q19kcS+PppxPr6anZ7kDHN8svU4EAjc85icbTTmPiv67BXkzgW0y5bJWiQ7SAuR5xJgO96LMK6gLmhRARLtlyCfeM3lOTUlipXOLQ7CFfZaxEhB3bd/DY4cd4/PDjXodzXHIFf6yzARVWzyIx0I/J5ymka2uyVwyZsJJIhJaXvYypX95Becr9yZJKxsonzesO7Vdeydzvfsfsww97HcqSlKemwBhtXg84m1s3A3iyjDlMpUCwyoFFU+TWvbe6fq0jc0comZKvMlYAr976ahKRRCCyVn7ZEwgqrJ5Fg70zsNYN7GHLWIFVDjRzc+Ruv931axXHxoikUkSbm1y/1kpofdUrkcZG3zexl+0FzNFWf9yYlNWRjCXpa+qreQN7vpRnpjgTmowVwCmdp9DX1FeTcmDFaiHlvdXCfNoa2rh488X8ePePmSvNeR3OkmQLWV9YLYAKq2dR8bKqcZ9VGIVV8uyziXZ21qQcWBgb81V/lUO0pYXWyy4l86Mf+3rFTckWVhEtBQaeLa1bap6xCoPr+rE45cBfpX9VmThzi/Fp2xzUZxkrgCu2X0Emn+Hne2rXyL8asvkszQkVVr4k2tVFpLnZE2EliQSS9H6ioVpINErLJZeQu+12yrOzrl6rODbuS2EF0HbllZRzObI16jdbDZWMlTavB57+VsvLqpZ9fWHYE7gQL9vyMgrlArftu83V64zNWBkrP/VYObyg7wVsaNrg+3JgLp+jJe6PD4YqrI5BRKzJQA9KgdH2dl9MNFST1ssuxUxPM3XHHa5ep+jTjBVA6txziW/ZzMR/+bccWMlYaY9V4Olv6ydXyHFotnYeTE6Dd5gyVgBndJ9Bd7Lb9XLg+PQ4gtCZ7HT1OqshIhGuOPEK7h69m5HciNfhLEq2kNUeKz+T6O9nbqjWGavJUJUBHVLnnku0rc3VcqAxxtfCSkRo37GT6V//mvywN+aNx6Ocs0odURVWgacyGVjDcmAYS4FgiYqLN1/MHSN3uOoNNjY9RkdjB/FI3LVrrIXLT7wcgBueusHjSBbGGMNUYUpLgX4mMdBPMT1a056YsKyzORaJx2m++GJyP7+Vcj7vyjXKmQxmbs5XVgvH0rbjCohEmLj2Oq9DWRDNWIUHx8uqlpYLYS0FglUOnC3NcseIe1n38ZlxXyxfXowNzRt4Qd8LuP6p6ymVS16H8yymi9OUTVlLgX6mwWlg31M7k72wCiuwyoHlXI7pO+905fyO1YJfFjAvRLynh+aXvITJ667z5WLmckaFVVjoTfWSiCRqOhkY1lIgwNk9Z9PR2OFqOdBvrusLsXP7TkanRrl7/91eh/IsKguYNWPlXxKO5UING9hLExNE162r2fVqSeqFLyTS3OxaOfCoOah/hRVA22uvpDg2Rs7lfrPVUM5lkUSCSML7BbDK2ohGomxu3VzbUuDsBMlYksZYY82uWStikRgXbrqQ2/bd5prlwPjMON1JfwurizZfRFtDG9c96b+suyOstMfKxyS2bAFqJ6yMMZQmw9ljBdbevJaLLyJ7400VW4lqUvDhOpuFaHnpS4l2dDB5jf+ma0rZnGarQsRA20DNS4FhLAM6XNp/KdPFaVf25hXLRQ7NHPJ1KRCsxcyvGngVt+y5hYnZCa/DeQa5gr2AWUuB/iWSShHr7a3ZZGA5l4NiMbTCCqDjT95MeWqKQ1//etXPXRyzM1bd/v7EJ4kEbZdfTvbWWykeqt3E1nIoZ7PauB4itrRuYV92H4VyoSbXC9OewIV4Yd8LObnzZL7y4FcolKr7d3po5hAG4/tSIFjlwEK5wI8Hf+x1KM9AS4EBITHQz9zgUE2uFUZz0GNpfM5JtL7qVRz+1n9USnfVojg2RqSlhUgAPMDaX3slFItM3vADr0N5BqVsVjNWIaK/tZ+iKTKSrc14fNgzViLCO896JyO5Ea55srq2KeMz1v3Q76VAgOd0PIeTO0/m2iev9dX+UxVWAaHB9rKqxTfPUWEV3hsTQPc7/xxTKHDwf3+1quf1s9XCsTRs20byzDOZuMZfi5mtjJU/bkrK2nEmA2vVwB6mBcyL8eINL+bs9Wfz1Ye+ykyxehPjzjqbIGSsAHaeuJPfHfkdjx5+1OtQKjjO+K2JVo8jsVBhtQiJ/n7KmQylw4ddv1Y9ZKzA6l1r37mTie99j8JI9T5JW8IqGDclgLYrd5J/+mlmH3zQ61AqlHJZXWcTIipeVjXqswp7KRCsrNVfnP0XjM+M893Hv1u18/p5nc1CvGLrK2iINviqiT1bsDNWuivQ39RyMrBehBVA1zveDsD4P/9z1c5ZHBvztdXCsbS+4pVIKuWrxczlbI6ILmAODW0NbaxrWMfgpPv3r7IpM5mfDHUp0OF5Pc/jxRtezNcf/nrV9geOzYwRkQgdjR1VOZ/btCZauWTLJfxk90+YLbq7qmy55PI5YpEYDdEGr0MBVFgtSkVY1aCBvXRkAqgPYRXv66P9D9/A5PU3MFcF0WqMoTju3z2BCxFtbqL15S8n8+OfUJ6a8jocwOqximrGKlT0t/XXpBSYzWcpm3LoM1YO7zzrnUzOTfKtR79VlfONT4/T1dhFNBKtyvlqwc4Td5ItZLl5j7urfpZLNp+lJd7im5VwKqwWId7XhyQSVfnhfzxKExMgQrTVH/Vht+l661uRhgYOfvkf13yu0sQEplAg1h0cYQXQfuVOytPTZH52o9ehYIpFzPQ0Ee2xChVbWrfUpBQYZnPQhTil6xQu2XwJ33z0m1WxHRif8b856LGc03sOG5s3+qYcmC1kfdO4DiqsFkWiURJbNpOvwWRgaWKCaGsrEg3OJ5a1EOvqouONbyTzk58w+/jjazpXxWohQBkrgOTZZ5MYGGDiWu89rXRPYDjpb+3n4MzBqpWsFiPM62wW48/O/DOmC9P828P/tuZzBcF1/VgiEmHHiTu4Z/897M3u9Toccvmcb8xBQYXVkiT6+2tTCgzxOpvF6PyTPybS0sL4F7+0pvMUA2IOeiwiQvuVO5m57z7mdtd24fexlGxhFWmpj4xpveA0sLtdDgzrAualOHHdibxq66v4zuPfqUz1rZbxmfHANK7P5/ITLyciEa5/6nqvQyFXyPnGHBRUWC1Jon+A/N69ru92q0dhFW1ro/PNbyZ3663MPPDAqs8TVGEF0Hb55RCNMnmtt03s5UwGQO0WQoZjuTCYcVe411sp0OEdZ7yDYrnIVx9avX1MoVTg8OzhwGWsAHqbennRhhdxw1M3eL6YOZvXUmBgSAwMQKFAYd8+V69TnDhSd8IKoOONf0S0s5OxL35x1ecojtvCqrurWmHVjFh3N80vfSkT199AeXraszhKWTtjpc3roWJTyyYiEnF9Z+CR2SNAfZUCATa1bmLH9h1c8+Q1jORWZx9zcOYgEAxz0IXYceIODkwf4LZ9t3kaRzaf9Y3VAqiwWpJEfz8Acy6XA+sxYwUQaWqi661vYfrOu5i6665VnaM4Nka0rY1Igz/GbFdK55/8MaVDh9j/yU95FkM5Z3nAaPN6uEhEE2xo2lCTUmBEIr7qcakVbz39rUSI8C8P/Muq3j82Eyxz0GO5cNOFDLQN8Mm7PsmhGe/WdOUK2mMVGBID/QCuN7CXJsK7gPl4tL/hDcR6exn//BdW5UReCJDr+kKkzjmHrre/jclrr2Xyhhs8iaGUtYSVNq+Hj/62ftcnAyfnJmlLtBGR+vtx0tvUyxt+7w38cPcP2T2xe8Xvr5iD+nwB82LEo3E+e/5nyeQzfPiOD1M25ZrHUCqXmCpMqbAKCrF164i2t7tqElrO5zHT00TXtbt2DT8TaWig6x1vZ+bBB8n94hcrfn9xLFgeVgvR9Y53kDrnHEY//rfM7V75zXmtlJ1SoAqr0NHfanlZufkDL+x7Ao/Hm097M43RRv7pgX9a8Xsr62wCWgoEa3/gB877AL9K/6oqU5IrZapoeQFqKTBAuD0ZWE/moIvRvmMH8c2bGf/ilzDllf0ACJo56EJILMaGf/gckYYGRt79HsqztXUzLmXt5vVm/9yYlOrQ39rPTHFmzZNrS1EP62yWoqOxgz86+Y+4afgmHjv02Iree3DmIDGJsa5xnUvR1YbXbn8tL+9/Of/4m3/k/gP31/TazgJmzVgFiMTAgKsZq3paZ7MYEo/T/c53Mvf442R/9rNlv8+Uy6EQVgDxnh42/P2nmfvd7zjwvz5d02uXszkkmUTi8ZpeV3EfZzLQzXJgPSxgPh5vOuVNtCZa+fJvvryi941Nj9GV6gp8GVVE+JsX/g0bmjdw1e1XVcU4dbk4Pm06FRggEv39FMfHKeXcWT2iwsqi9VWvpGH7dsa/9OVl21uUjhyBYjFQC5iXovn88+n80zcz8b3vkfnJT2p23XIuq9mqkLKldQsAw5PuNbDXeykQrP15f3zqH/PLkV/ywNgDy35fUD2sFqI50cznXvo5Ds8e5qP//dFV9cyuBs1YBZBKA7tL5UAVVhYSidD9rr8gPzTE5A0/WNZ7guxhtRjd73oXyTPPZPSv/pr8sPt73sCyW4jUyTqleqMn1UMylnQ1Y1XvpUCH//l7/5POxk6+eP8Xly0qxqbHAjsRuBAnd57Me895L7ftu41/f/Tfa3LNXMHKWKlBaIBocJYxu1QOVGF1lOaLL6bxtNMY/+IXKR46/uiuI6ziIRJWEo+z8ep/gFiMkff8JeV83vVrljMZzViFFBGhv7XfNZPQ2eIss6VZ2hvbXTl/kEjFU7zl9Ldw74F7+dnQ8loaxmfGA924vhD/8/f+Jxdvvpgv3PcFHhp/yPXrORmrQJUCRWSTiNwqIo+JyCMi8i77+TNE5E4R+a2I/FBEWue950Mi8pSIPCEil7n5B3Cb+ObNIKIZqxogIvR+7G8oTU4y8u73YAqFJY8vOBmr7nDdmOIbNrDhf/0ds48+ythnPuv69Uq5nE4EhpgtrVtcKwXW457ApXj9Sa/njO4z+Jtf/Q1PHH5iyWPnSnNMzk2GKmMF1n384y/6OD1NPbz/tvdXnPndoiKsAjYVWATea4x5LvAC4M9E5GTgX4EPGmNOA64D3g9gv/YG4BTg5cA/i0hgtwtHGhqIb9zoasZKGhuJNDa6cv6gkTzlFPo+8bdM//rXHDiOqKiUAruC57p+PFouuoiON/3fHPmP/yCza5er1ypns2oOGmL62/pJT6XJl6qf/azXdTaLEY/G+fwFn6c53sy7bn3XkqLC8bAKW8YKLKH9mfM/w9j0GB/71cdc7beqlAKD1GNljBk1xtxvP84CjwEbgecAt9uH7QKutB9fDnzXGDNnjBkEngLOq3bgtSQxMMDckHvCSrNVz6TtNa+xRMW3vsXE9dcvelxxbJxoRweSSNQuuBqy/r3vpfHUUxn9yEfJ71vdyozlUMplieoC5tDS39pP2ZTZk9lT9XPX4wLm49Gd6ubqC67mwPQBrrr9qkX36I3PBNsc9Hic3n06737eu7l5z8185/HvuHadXD5HQ7SBRNQ/PwdW1GMlIv3AWcDdwMPAa+yXXgdssh9vBPbOe9s++7nAYnlZDbuiuksTE0TXBdvDxA3Wv//9pJ7/fPb/9d8w89uHFzwmLFYLiyGJBBs/fzWUy4z85V9iXOq3Kmc0YxVm+lv7AVxZbaPCamHOXH8mH3n+R/hV+ld88TcL70KtZKxCVgqczxtPfiPnn3A+n7v3czx66FFXrpHJZ3xVBoQVCCsRaQauAd5tjMkAf4JVFrwPaAGcu74s8PZnKRIReauI3Csi946Pj6888hqSGOjHTE9XSk/VxMpYaX/CsUgsxsbPX020q5N973zngs3sxbGx0FgtLEZi0yb6PvlJZh96iLHPf6Hq5zf5PGZuTtfZhBjHcsGNBnYtBS7Oa096La876XV84+Fv8LPBZzezVzJWIbFbWIiIRPjUiz9FR2MH77vtfRXPqWritz2BsExhJSJxLFH1bWPMtQDGmMeNMZcaY54HfAd42j58H0ezVwAnAOljz2mM+aox5hxjzDndPm8+brCXMbvRZ6WlwMWJdXRwwpe/TOnIEUbe9e5nNbMXA74ncLm0vvwy2v/wDRz+xjeY213d78FSzl5n0+yvG5NSPZoTzXQluxiaHKr6uTVjtTQfOu9DnNl9Jn/9q79+VjP72PQY8Ug89I3/7Y3tfOb8z7Avu49vPPKNqp8/lw+gsBIRAb4OPGaMuXre8+vtXyPAR4Gv2C/9AHiDiDSIyACwHbin2oHXkoRjueDCZKAKq6VJnnIKfZ/8BNP33suBv/9M5XlTKlE8eDBUVgtL0f2Od0A0yuS111T1vGVnAXOrv25MSnVxdgZWm4m5CVKxFPGouvYvRDwa5+oLrqYl3sK7bn3XMxzJx6fHWZ9aj/UjNtyc3XM2L9r4Im546oZFe85WS7aQDWQp8MXAG4GLROQB++uVwB+KyO+Ax7EyUt8AMMY8AnwfeBT4GfBnxpjq/k3WmFhPD5JMVj1jZcplSpOTKqyOQ9sf/AEdb3oTR/7jP5i49joAqzRYLtdFxgosS4nml76UietvOK4NxUooZSxhpRmrcNPf1s9QZqjqfaJqDnp8ulPdXH3h1YxNj3HV7VdRLFubJcZmxkI5EbgYO0/cyYHpA9w5emdVz5vNZ33lYQXLmwq8wxgjxpjTjTFn2l8/McZ80Rhzkv31QTPvf6wx5lPGmG3GmOcYY37q7h/BfSQSIXnKKUxccy3T9/+mauctZ7OWOFBhdVzWv/99pF7wAvZ/7GPM/Pa3FMes/oR6EVYA7a+9ktLBg+R++cuqnbOcszNW2rweak7tPJWJuQm+9JsvVVVc6Tqb5XFG9xl85Pkf4c7RO/nS/V8CrIxVmBvXj+XCTReyrmEd1z55bVXPG8hSoGKx4bOfIdbZyZ4//VOm7rq7KudUc9Dl4zSzx7q62Pfn72T2MWvCJGzmoEvR/JKXEO3qYuK/qlcOLNmlQDUIDTc7tu/g9Se9nn/97b/y97/++6qJK13AvHyuPOlK/sdz/gffeOQb/HTwp5awqqOMVTwa51VbX8Wte2/l8Ozhqp03V8gFshSoAPG+Prb8x7dIbNzA3v/3/61K1kCF1cqIrVvHCf/4ZUqTkxz41N9Zz9VRxkricdqvuJzcbbdVXOfXSjmrzev1QEQifPQFH+WNJ7+Rbz/2bT5+58cpm/Kaz6ulwJXxgXM/wNnrz+av//uvyRaydZWxAti5fSfFcpEfPf2jqpyvUC4wU5zRjFWQiXV3s/nf/53Etq3sfcefkb355jWdT4XVymk8+WT6PvEJzOwsiBDr7PQ6pJrStvNKKJXI/GB5i6qPR6UUGNLm9cVWctmvvdNeu/WIiHxm3vOhWck1HxHh/ee8n7ec9hauefIaPnLHRyr9PqtFS4ErIx6N8w8X/AOtDZYhb1jNQRdj+7rtnNZ1Gtc9dV1VsqZT+SnAX67roMJqxcTWrWPL//f/kTz5ZPa9691M/vjHqz6XCqvV0fYHr6brHe+g6YUvRGIxr8OpKQ1bB0iefTYT/3VNVW5Mleb1pqY1n8unLLiSS0QuxNoScbox5hTgcxC+lVzHIiL8xdl/wV+c9Rf8aPePuOr2qyiUVjcMUSqXyMxldAHzCulKdvGFC77AltYtnNJ5itfh1JwrTryCpyae4uGDCxs/rwQ/7gkEFVarItrayqavf53U2WeTft/7mbhmdc14KqxWT/dfvJPN//Z1r8PwhPYrryQ/NMTM/fev+VzlXJZIUxMSDY12eAZLrOR6O/BpY8yc/ZpTWw3dSq6FeMvpb+Gqc69i1/Au3v2LdzNXmlvxObL5LAajpcBVcFr3afxox4/Y1r7N61BqzisGXkFjtJFrn1p7E3u2YAuroE0FKgsTbW5i01f/N00vehGjH/kIh7/97RWfozgxAZGINg4rK6L15ZcRSaWq0sReyubq5vvvmJVcJwEvEZG7ReQ2ETnXPmzZK7mCtD1iId548hv5qxf8Fb/c90v+/JY/Z7owvaL3O+agWgpUVkJLooVL+y/lp4M/XfH33LE4Tu6tCX/tOlVhtQYiySQn/Ms/03zxxRz4xCc59PV/W9H7SxMTRNvakIj+MyjLJ9LUROurXknmZz+jlJta07nK2WxdrLNZYCVXDFiHVR58P/B92wx5WSu5IFjbIxbj9c95PZ/8/U9yz/57ePvNb1/RyhF1XVdWy44TdzBVmOLmPWvrU65krLQUGC4iiQQnfOHztL7yFYx99rOM/9M/Lbv3RV3XldXStnMnZmaGzE9/sqbzlLLZ0GesFlrJhZWJutZY3AOUgS6WuZIrTLxm22v4zPmf4aHxh3jLTW+p7P87HronUFktz+t5HptbNq/Z06rSY6WlwPAh8TgbPvtZ2nbs4OCX/5GD//TPy3qfCitltSTPPJPEtm1MrrEcWM5miYTYHHSxlVzA9cBF9jEnAQngICFcybUcLuu/jM9f+HmeOPIEb77xzUwVjp8J1VKgslpEhB3bd3DfgfvWtGrJybC2xP314VCFVZWQaJS+T32Stiuu4OA//uOyfK5KR1RYKatDRGi/8kpmHnyQuaeeWvV5Srks0XB7WC22kuvfgK0i8jDwXeBNdvYqdCu5lssFmy7gSxd9iScnnuQTd33iuJl3LQUqa+E1215DRCJc9+R1qz6HUwpsSvhrqlmFVRWRSITej/0NDSedRPqqD1A4sLSJo2aslLXQdvlrIBZb9VQqWAahkZB6WMGSK7nyxpg/Msacaow52xjz83nvCdVKrpXw+xt/n7ed8TZ+vPvHXP/U9UseOzE3QUxivutvUYLB+tR6XrLxJfzg6R+s2k8tl8+RjCWJR/y1BFyFVZWJNDay8Qufpzw7S/p978MUF/+GUWGlrIVYZyctF17A5A03YPL5Fb/fGEMpG/qMlbJC3nraW3l+7/P5u7v/jqeOLJ4NnZiboLWhFavaqigrZ8eJOxifGee/R/57Ve/P5rO+KwOCCitXaNi6ld6/+Wumf/1rDv7zvyx4THl2FjM7q8JKWRNtV15J6fBhsr/4xYrfa+bmoFAIffO6sjKikSifPv/TpOIp3nfb+xYdidd1NspaOX/T+XQ0dqy6iT1XyPmucR1UWLlG+xVXWM3s//IvTN1557NeV3NQpRo0//7vE1u/nslVlAPL9gLmaIib15XV0ZXs4tMv+TS7J3fz6Xs+veAxuoBZWSvxSJzXbHsNt++7nYMzB1f8/mw+q8Kq3uj9q4+S2LqVkfdfRfHgM79pVFgp1UBiMdp27CD3y19SOHBgRe8tOQuYW/xlrqf4gxdueCF/etqfct1T1/HDp3/4rNd1T6BSDXacuIOiWd1i5lw+57s9gaDCylUiqRQbP3815WyW9FVXYUpHh4tUWCnVon3nDiiXmbzu+hW9r5zNAJqxUhbnHWe+g7PXn80n7voEg5ODz3htclZLgcra2dq+lTO6z+Dap65d8f7TbEF7rOqSxpNOouejH2HqV3dy6GtfqzyvwkqpFoktW0idey4T116LKZeX/b6jGSv/3ZgUfxCLxPj78/+ehmgD77vtfcwWZwFr8EFLgUq12Ll9J4OTgzw4/uCK3qelwDqm/bWvpfXVr2b8S19m+te/BuYJq3Xt3gWmhIb2115JYc8epu+9d9nvKeesHqtIs/9uTIp/6G3q5VO//yl+d+R3fPbXnwVgpjhDvpynvbHd2+CUUHBZ/2UkY0mue2plnla5fE4zVvWKiND7sY+R2LSJkfe+j+LhwxVhFdOMlVIFWi69lEhzM5PXLN+JvVRpXvffjUnxF+efcD5/fMof8/3ffZ+fDf1M19koVaUp3sRl/Zfxs8GfLXsxc76UJ1/Oa49VPRNtbmLjFz5PaWKC9Ac/SOnIESKpFJJIeB2aEgIiySStr3oVmRtvqgim41HW5nVlBbzz7HdyevfpfOxXH+O3B38L6DobpXrs3L6T6eI0Nw7duKzj/bonEFRY1ZTG5z6X9R/8AFO3/5KJa6/T/iqlqrS/9krM7CyZH/94WceXshmIRIg0pVyOTAkD8Uicz57/WSIS4WO/+higGSulepzZfSb9rf3L9rSqCCsfOv+rsKox6/7wD2m57DLK2awKK6WqNJ56Kg0nnbTsFTflbI5Ic7M6ZyvLZkPzBj7x4k9UdrSpsFKqhYiwc/tOHhh/gN2Tu497fK5gL2DWUqAiIvR98hPEN20ivnGj1+EoIUJEaH/ta5n97W+Z/OGzfYeOpZzNEtXGdWWFXLz5Yv7ouX9ELBKjK9nldThKiPiDbX9gZUZ//VlK5aV3n2vGSnkG0ZYWBq69hr7/9b+8DkUJGev+8A2kzjmH0Y/+FbOPPrrksaVcjkir9lcpK+eqc6/iZzt/pj1WSlXpSnbxgXM/wB0jd/BPD/zTksdqxkp5FtGWFqLNTV6HoYQMicfZ+MUvEF23jn1//k6KR44semw5k9GMlbIqRISeph6vw1BCyOuf83p2bt/J1377NW4evnnR45yMlQorRVFcJ9bZyQlf/jLFgwcZec9fYorFBY8r5XJqDqooiq8QET7y/I9wetfpfPiOD/PUkacWPE6nAhVFqSnJ006l9+MfZ/quuxj77OcWPKaczRLRdTaKoviMRDTB1RdcTVO8iXfd+q6Kb9p8nFJgU8x/lR8VVooSUtp3XMG6P/ojDn/zm0z+4AfPer2czRJVDytFUXxIT1MPV19wNempNB/85Qef1cyey+dojjcTjUQ9inBxVFgpSojp+cBVpM49l9G/+mtmHnmk8rwxxi4FasZKURR/ctb6s/jQeR9asJk9k8/4sgwIKqwUJdRIPM7GL3yeaEcH+975ToqHDwNgpqehVNJ1Noqi+JrXnfQ6rtx+JV/77dfYNbyr8ryTsfIjKqwUJeTEOjs54UtfonTwkNXMXihQytnrbJpVWCmK4l9EhA8//8Oc3n06H7njIzx55EnA6rHy40QgqLBSlLogedqp9P7tx5m++24OfPazlJ0FzK3+vDEpiqI4JKIJPn/B55/RzJ7NZ30rrGJeB6AoSm1ov+IKZh95lCP//i1MPg9oxkpRlGCwPrWez1/wef74xj/mA7d/gEw+w0DbgNdhLYhmrBSljui56v2kzj2Xie9+D4CoNq8rihIQzlx/Jh8670P8d/q/GcmN+DZjpcJKUeoIp5k91tcHoAahiqIEitc/5/Vcuf1KwJ97AkFLgYpSd8Q6O9n0L//M4f/4DxKbN3sdjqIoyor48PM/TCKa4OLNF3sdyoKosFKUOqTx936PDZ/8pNdhKIqirJhENMGHn/9hr8NYFC0FKoqiKIqiVAkVVoqiKIqiKFXiuMJKRDaJyK0i8piIPCIi77KfP1NE7hKRB0TkXhE5z36+X0Rm7OcfEJGvuP2HUBRFURRF8QPL6bEqAu81xtwvIi3AfSKyC/gM8HFjzE9F5JX27y+w3/O0MeZMNwJWFEVRFEXxK8cVVsaYUWDUfpwVkceAjYABWu3D2oC0W0EqiqIoiqIEgRVNBYpIP3AWcDfwbuBGEfkcVknxRfMOHRCR3wAZ4KPGmF9WJVpFURRFURQfs+zmdRFpBq4B3m2MyQBvB95jjNkEvAf4un3oKLDZGHMW8JfAf4pI6wLne6vdm3Xv+Pj4Wv8ciqIoiqIonrMsYSUicSxR9W1jzLX2028CnMf/BzgPwBgzZ4w5ZD++D3gaOOnYcxpjvmqMOccYc053d/fa/hSKoiiKoig+YDlTgYKVjXrMGHP1vJfSwEvtxxcBT9rHd4tI1H68FdgO7K5m0IqiKIqiKH5kOT1WLwbeCPxWRB6wn/sw8BbgiyISA2aBt9qvnQ/8rYgUgRLwNmPM4apGrSiKoiiK4kOWMxV4ByCLvPy8BY6/BqtsqCiKoiiKUleo87qiKIqiKEqVUGGlKIqiKIpSJcQY43UMiMg4MAx0AQc9DscPMYA/4tAYjuKHOPwQA1Qvji3GmFCMBNv3sCnC9e+jMVQHP8ThhxjAH3G4fv/yhbByEJF7jTHn1HsMfolDY/BXHH6IwU9x+A2//L34IQ6NwV9x+CEGv8RRixi0FKgoiqIoilIlVFgpiqIoiqJUCb8Jq696HQD+iAH8EYfGcBQ/xOGHGMA/cfgNv/y9+CEOjeEofojDDzGAP+JwPQZf9VgpiqIoiqIEGb9lrBRFURRFUQKLZ8JKRN4lIg+LyCMi8m77uQ4R2SUiT9q/rnPhuv8mImMi8vC85xa9roh8SESeEpEnROQyF2N4nf13URaRc445vuoxLBHHZ0XkcRF5SESuE5F2N+NYJIZP2Nd/QERuEpENtY5h3mvvExEjIl1uxrBYHCLyMREZsf8uHhCRV7oZx2J/FyLyTvs6j4jIZ9yMIQjU8/1riThqeg/T+9fSccx7rSb3MD/cvxaLw36+dvcwY0zNv4BTgYeBFNZanZuxljV/BvigfcwHgb934drnA2cDD897bsHrAicDDwINwADwNBB1KYbnAs8BfgGcM+95V2JYIo5LgZj9+O89+rtonff4L4Cv1DoG+/lNwI3YHmse/Xt8DHjfAsfW8t/jQvv/aIP9+/Vu/134+ave719LxFHTe5jev5aOw36+ZvcwP9y/loijpvcwrzJWzwXuMsZMG2OKwG3ADuBy4Jv2Md8Erqj2hY0xtwPHLoVe7LqXA981xswZYwaBp4Dz3IjBGPOYMeaJBQ53JYYl4rjJ/jcBuAs4wc04FokhM++3TYDTCFizGGw+D1w17/quxXCcOBailn8Xbwc+bYyZs48ZczOGAFDX96/F4qj1PUzvX0vHYVOze5gf7l9LxFHTe5hXwuph4HwR6RSRFPBKLGXdY4wZBbB/XV+jeBa77kZg77zj9tnP1RIvY/gT4KdexCEinxKRvcD/Bfx1rWMQkdcAI8aYB495yYt/jz+3Swv/Nq/MU8s4TgJeIiJ3i8htInKuBzH4Cb1/rQyv4qjb+5cdg1/uYV7fv6DG9zBPhJUx5jGsNO0u4GdYqbjikm/yBlnguVqPUXoSg4h8BOvf5NtexGGM+YgxZpN9/T+vZQz2D8uPcPSG+IyXaxHDPP4F2AacCYwC/+BBHDFgHfAC4P3A90VEahyDb9D714qpeRz1fP8CX93D/HD/ghrfwzxrXjfGfN0Yc7Yx5nystN2TwAER6QOwfx1b6hxVZLHr7sP6JOpwApCuUUwONY9BRN4EvBr4v4xdiPYiDpv/BK6scQzbsOrtD4rIkH2d+0Wkt4YxAGCMOWCMKRljysDXOJqmrmUc+4BrjcU9QBlr35Yf/n94gt6/VkRN49D7F+CTe5hP7l/O9Wp2D/NyKnC9/etmYCfwHeAHwJvsQ94E3FCjcBa77g+AN4hIg4gMYDWo3lOjmObHVrMYROTlwAeA1xhjpr2IQ0S2z/vta4DHaxmDMea3xpj1xph+Y0w/1n++s40x+2sVg4PzA9NmB1YZihrHcT1wkR3PSUACa4mpH/5/eILev1YcX63uHXV//wL/3MN8cv+CWt/DVtv1vtYv4JfAo1hp9Ivt5zqBW7A+/d0CdLhw3e9gpSQLWN9sb17quljp1KeBJ4BXuBjDDvvxHHAAuNHNGJaI4ymsmvMD9tdXPPi7uAbrP+BDwA+BjbWO4ZjXh7Anajz49/gW8Fv77+IHQJ8H/x4J4D/sf5P7gYvc/rvw+1c937+WiKOm9zC9fy0dxzGvu34P88P9a4k4anoPU+d1RVEURVGUKqHO64qiKIqiKFVChZWiKIqiKEqVUGGlKIqiKIpSJVRYKYqiKIqiVAkVVoqiKIqiKFVChZWiKIqiKEqVUGGlKIqiKIpSJVRYKYqiKIqiVIn/H+CqIiaHvbHvAAAAAElFTkSuQmCC", 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", 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qrBRlAXLJ5DMa1x1CiQRGM1aKoniYUsaq8dkZq3wxT66QcyOswKPCSlEWIDc8PHfGKh7XqUBFUTzN8MQwjdFGmmPNz3g+HrEsY7QcWBlUWCnKPBQyGYqp1DMa1x20x0pRFK8zl4cVWKVAQBvYK4QKK0WZh9yQPRE4RylQGhJqt6AoiqcZzgw/q78KrFIgoH1WFUKFlaLMQ27Y8bDSjJWiKP5jeGIeYeVkrLQUWBFUWCnKPDgeVpE5e6xUWCmK4l0mchOksinWND77/lXqsdJSYEVQYaUo85AfHkaiUSIdHc96TTNWiqJ4mfk8rOBwKVAzVpVBhZWizENuKEmkpwcJPfu/ieVjpf0JiqJ4k/k8rOBwKVB7rCqDCitFmYf5zEHBElbkcphstspRKYqiHB0nYzVXKbCUsdJSYEVQYaUo85AbHp5zIhAglLB6FLQcqCiKFxmeGCYSitARf3Yrg/pYVRYVVooyByabJT8ysnDGChVWiqJ4k+REku5ENyF59o959bGqLCqsFGUOcvv2gTFE18yXsbKFlfZZKYriQYYzw3OagwJEw1EioYj2WFUIFVY1RnFqikJmwu0wPE8uafUnzJexEs1YKYorHJg64HYIvmA+DyuHRCShpcAKocKqxkhedRV73v52t8PwPI6H1bylwLgtrHRfoKJUjVsHb+XC/76Q3andbofiaXLFHKNTo3M2rjvEI3EtBVYIFVY1RCGVIv3r25l65BFMseh2OJ4mlxwCINLdPefr2mPlD0RknYjcJiKPi8ijInKF/fypInK3iDwoIveJyFmz3vMhEdkhIk+KyCXuRa8cyU93/pSCKfDYwcfcDsXT7JvYR9EUF85YRTVjVSkibgegVI/MbbdZFgG5HLlkktgxx7gdkmfJDQ8T7uwgVFc35+uhBqfHSm9MHicPvNcY84CINAH3i8h24HPAJ40xvxCRV9jfnycixwOvB04A1gC3iMhxxpiCW78BxWIyN8mdQ3cCsHN8p8vReJvhifnNQR0SkYT2WFUIzVjVEKmbboZwGICZHTtcjsbb5BfwsALNWPkFY8ywMeYB+3EaeBxYCxig2T6sBUjajy8Fvm+MmTHG9AM7gLNQXOfOoTuZLkwTljA7x1RYLYQjrBYqBSaiCS0FVggVVjVCITPBxJ130vKqVwGQffpplyPyNrnkMNGeBYRV3PKBMSqsfIOI9AKnAfcAVwKfF5HdwBeAD9mHrQVmN/DssZ+b63xvs8uI942OjlYqbMXmlsFbaKtv4/lrns/T43r/WgjHHLS7Ye5WBrB6rDRjVRlUWNUIE3fcjslmaX3tawh3djDztH7imw9jjGUOulDGKq4GoX5CRBqBa4ErjTEp4B3Ae4wx64D3AN9wDp3j7WaucxpjvmaMOcMYc0ZnZ2clwlZsZgoz3L7nds5fdz7HtR7H4Pgg+WLe7bA8y/DEMO317dSF525lAJ0KrCQqrGqE1E03E+7sIH7aadRt3MTM01oKnI/CgQOYmZkFhZXEYkg0SnFSP/F5HRGJYomq7xpjrrOfvhxwHv83h8t9e4B1s95+DIfLhIpL/Hbot0zmJ7l4w8X0tfSRLWYZygy5HZZnSWaSC5YBwSoFTuX0/lUJfCWsTC7Hoe9/n8wdd7gdiq8oTk2RueMOmi66CAmHqdu0ieyOpzFmzg/iNU9u2PGwmr/xE+xFzJqx8jQiIljZqMeNMVfPeikJvMR+fAHwlP34x8DrRaRORPqAzcC95Yrn9yO/5+sPf71cp6sZbtl1C82xZs7sOZNNrZsAeHpMy4HzMTwxvGAZEDRjVUl8JayIRDjwH9/kwNf/3e1IfEXmzjsxU1M0X3wxALFjN1GcmCA/MuJyZN4kN7Swh5WDqLDyAy8C3gRcYFsrPGhPAb4V+CcReQj4e+BtAMaYR4EfAo8BvwT+qpwTgXcl7+Irv/8KyYwmwRZLrpDjtt23cd6684iGomxs2QjoZOB8GGPYO7GXNQ0L37/ikTiT+Un9gF0BfCWsRITWrVuY/N3vyA4Ouh2Ob0jfdDPh1lYSZ54JQN1G6xOfTgbOTckcdJ4FzA6asfI+xpg7jTFijDnZGHOq/fVz+/nnGWNOMcacbYy5f9Z7PmOM2WSMeY4x5hfljOfSYy8F4IYdN5TztIHmnr33kM6muXiD9cGwMdbI6sRqnQych4PTB5kuTM+7zsYhEU1QNEVmCjNViqx28JWwAmjZsgVCIcauu97tUHxBMZsl8+tf03jRhUjEsi2rO9YSVjoZODe54WFCDQ2EmpsXPC6USKiPlbIk1jau5eyes7lhxw0UjZr0LoZbBm+hIdrAC9a8oPTcppZNOhk4D3sn9gILe1iBlbECdDKwAvhOWEW7umg458WMX389Jq9TIUdj4re/pZjJlMqAAOH2dsItLToZOA8528PKas+ZH81YKcth6+atDE8Mc/fw3W6H4nnyxTy/2vUrzj3mXGLhWOn5Ta2b6B/vV3E6B8kJK+N+1Ob1iOXFp31W5eeowkpE6kXkXhF5yF4J8Un7+dfa3xdF5Iwj3lPRlRCt27aRHxkhc+ed5T514EjfdDOhpiYanv/80nMiQmyTTgbORy6ZJHKUxnWwLBdUWClL5YL1F9Aca+b6pzTrfjTu33c/h2YOlcqADn0tfUzlp0rZGeUwTv/eUTNWUStjpSah5WcxGasZ4AJjzCnAqcDLROT5wCPAVuAZI3pHrIR4GfCvIhIuZ9BN551HuK2N8WuvLedpA4fJ5Uj/6lc0XXA+Eos94zVnMlB5NkdzXXcIJRIYXcKsLJG6cB2v3PhKbt11K2PTY26H42m2D24nHonzorUvesbzOhk4P3sn9pKIJGiOLdzKoBmrynFUYWUsMva3UfvLGGMeN8Y8OcdbKr4SQmIxWl79atK3/Zr8gQPlPHWgmLj3Xorj4zRdfPGzXqs7dhOFsTHyBw+6EJl3KU5MUBgfX5ywakhQnNL+BIDJ3/+ewf9zOTM7tby8GLZu3kqumONn/T9zOxTPUjRFbt11Ky9e++JSP5DDphZLWOlk4LNxPKyO1srgCCvtsbJ4xy3v4AdP/KAs51pUj5WIhEXkQWAE2G6MuWeBwxe1EmKl6yBaX7MN8nnGb/zxkt9bK6RvuplQIkHDi170rNdiOhk4JyUPqwXW2Thoj9VhZp58ksl77y050isL8ydtf8Jz257L9U9dr+Pu8/DgyIPsn9rPSze89Fmvtda30lbfpsJqDhbjYQXWVCBoKRAOL/hOZVNlOd+ihJUxpmCMORXLhfgsETlxgcMXtRJipesg6o49lvgppzB27bV6Y5oDUyiQvvVWGs97CaH6+me9rpOBc1OyWlhExkrsHiv99wczO3ciiQSRri63Q/ENWzdv5clDT/LYwcfcDsWTbB/cTiwU49xjzp3z9Y0tG7UUOAfDE8NH9bCCw1OBWgqEgdQAYPXulYMlTQUaY8aAX2P1Ts1H1VZCtGzbSvbpp5l+6KFKnN7XTN5/P4UDB+YsAwJEursJJRI6GXgEJWG1djEZqwYoFjEz6gOT3dlPXW8vEvLdoLFrvLzv5cRCMW1inwNjDLfsuoUXrnkhDdGGOY/Z1LqJneM79YPNLCZzk4zNjB3Vwwpm9Vhpxor+8X6gisJKRDpFpNV+HAcuAp5Y4C0VXQkxm+ZXvAKJxxnTJvZnkb7pZqS+nsZzzpnzdZ0MnJtcchgiESIdHUc9NpSwbkzaZwXZnTuJ9ZXnplQrtNS1cNGGi/j5zp8znZ92OxxP8cj+R9g7sZeX9j67DOjQ19JHOptm/9T+KkbmbRbrYQWHS4HaY2UJq5CEWNe07ugHL4LFfLzsAW4TkYeB32H1WP1URLaIyB7gBcDPROQmqPxKiNmEGxtpftnLSP3s5xQnJipxCV9iikXS27fTeM6LCTXM/WkP7MlAzVg9g1wySbS7GwkffZC1JKxqfDKwODVFbniY2EYVVktl6+atpHNpbtl1i9uheIrtu7YTkQgvOeYl8x7jTAZqn9VhFuthBVoKnE3/eD/HNB7zDK+0lbCYqcCHjTGn2SshTjTG/J39/PXGmGOMMXXGmC5jzCWz3lOxlRBH0vqabRQnJ0nddHMlL+Mrph56iPzIyLxlQIe6YzeRHxmhkCpPw14QyCWTR11l4xBKWDem4mRti/rs4CAYQ93GjW6H4jvO7D6TtY1rueGpG9wOxTMYY7hl8BbO7jmblrqWeY9zJgO1z+owi/WwAoiEIsRCMaZymrEaSA2UrQwIPnReP5L46acT6+3VcuAs0jfdjESjNJ533oLHlSYDtYG9RG54eFGN63A4Y2VqfDIwa1ssxFRYLZmQhLjs2Mu4Z+897E7vPvobaoAnDz3J7vTuOacBZ9MR76Ap2qQZq1nsndhLRCJ0xhc3EJaIJmo+Y1UoFhhMDaqwmo2I0LJtK1P338/Mzn63w3EdYwzpm2+m4YUvJNzUtOCxpclA9R4CLEPV/L59i2pcB+2xcpjZ2Q8ixDZscDsUX3LZsZchiC5mttk+uJ2QhDh//fkLHicibGzdqMJqFsmJJF0NXYRDi/PkTkQSNd9jNTwxzExhRoXVkbRedhmEw4xfp1mr6UcfI5dMHrUMCBBduxaJxZhRB3YAcvtGoFgksuhSoC2sNGNFdM2aOW09lKPT3dDNC9e+kBt33EihWJF2VF9xy+AtnNF1Bm31bUc9Vi0XnslwZnEeVg6JaKLmpwKdicDe5t6ynTMQwirS2UnjS17C2A03YnI5t8NxlfRNN0EkQtOFFxz1WAmHiW3cqJOBNvnhxXtYgeVjBSqsZgb6tQy4QrYeu5V9k/u4a/gut0NxlafHnmbn+M6jlgEdNrVu4uD0QV0NZLNYDyuHeCRe86XAclstQECEFUDrtq0U9u8n85vfuB2Ka5TKgGedRbi1dVHv0cnAwyzFHBRsHytqeyrQFItk+weo04nAFXHeuvNorWvluqeuczsUV9k+uB1BuHD9hYs6fmOLJei1HAj5Yp6RyZFFeVg5JCKasRpIDdBa18qq+lVlO2dghFXjuecS7uhg7Ee1Ww6c+eNTZAcHF1UGdIht2khuaKjmsy4we53NIkuBDdpjld+7FzM1RaxPM1YrIRaO8aqNr+K23bdxcLp293feMngLp64+lc7E4pqvN7Za/+6eHtdy4OjkKAVTWNREoEM8Gq/5Hqv+8f6yZqsgQMJKolFaL7uUzO23k1/G7sEgkL7pJgiFaLpocZ/2AOo2HQugjf9AbihJuL190b1CobjaLTj/btTDauVs3byVfDHPz3bW5mLmXaldPHnoyUWXAcGyFYhH4uwc04xVycNKS4FLQoXVUWjZug0KBcZvvNHtUFwhvf1mEs973qJcwx0OTwbqJ75cMrnoMiBYPWpSV1fT2b5svyWs6tR1fcVsXrWZkzpO4rqnrqvJNS3bB7cDcNH6ixb9npCE6Gvp01IgszystBS4aFLZFAemD5S1cR0CJqzqNvYRP/10xn5Ue4uZZ3buZOapHUsqAwLE1q+HSEQnA7E9rBZZBnQIJRKYGi4FZvt3EmpqIrwEMa/Mz2XHXsaOsR08sv8Rt0OpOrcM3sKJ7ScuSRiATgY6OOtsljoVWMulwIHxAaC8jesQMGEF0LptG9mBAaYeeMDtUKpK+mbLeb7p4sWn0cEqocY2bKh5k1BjzJIzVmAJq1puXp/Z2U9sYx8i4nYogeDlfS+nPlzPdTtqq4k9mUnyyIFHFtwNOB+bWjexb3IfmWymApH5h+REkrb6ttKqmsXg+FgVTbGCkXmXSkwEQgCFVfPLLiGUSDB2bW3dmCZ+exf1J55ItKtrye+1JgNrW1gVDh3CTE8TXbPUjFW8tkuBO3dSp43rZaMp1sTFvRfzi/5f1FQm4Z7hewBrOnKpOJOBzg/JWmWpHlZg9VgZTM0uAe8f7ycSirC2cW1Zzxs4YRVqaKD5la8g9ctfUsjUTlNxdmCAus2bl/Xe2KaNZHftopjNljkq/5BL2hOBS8xYSSJRs8KqkMmQHxlRD6sys+XYLUzkJko9R7XAQGqAaCjKhqalu/c7wqrWJwOX6mEFVikQancRc/94PxuaNhAJRcp63sAJK4CWrVsxk5OkfvFzt0OpCsXJSesH3DJXitRtOhZsP6JaJZccApYurEKJRM3aLTj/XmJ9va7GETSe1/U81jetrylPq12pXRzTdMyiV7HM5pimY4iGojU9GWiMYXhieMn9aYmIJaxqKTs6m/5UP70tvWU/byCFVfzUU4n09DB5191uh1IVsrt2ARDrXaaw0snAkjnoYtfZOIQSDTWbscr2Wz/I6jRjVVZEhEt6L+H+ffeTK9TGJonB9OCyslUAkVCE3pbemp4MHJsZYyo/tSQPK5iVsarBycBcMcfu9O6y91dBQIWViBDt6SF/4IDboVSF7MAgwLIzVrHeXhCp6cnAXDKJJBKLdqx3CMVrt8dqZudOCIeJrVvndiiBw+mVqQWz0KIpsju1m/XN65d9jlqfDFyOhxVQanSvxYzVUHqIfDGvwmopRNrbyR/Y73YYVSE7aAur9cu7MYXq64muW1fTk4G5ZJLY2jVLnm4L1XCPVXZnP7F165BYzO1QAkd7vB2AA9PB/3A4MjnCdGGaDc3L+2AIsKllE0OZoZptwh7OWD2iaxqX2GMVqd2MVWkisFmF1aIJd7RT2B/8mxJYwirS2UmooWHZ56jbuLGmJwNzySSRJfZXge1jVavCql+XL1eK9npbWE0F/x62K2W1MqwkY9XX2ofBMJAaKFNU/sIxB12ysIrWbo9Vf8oSVtpjtQQi7R0UxsYwueD3KGQHB5ddBnSoO3YTMwMDmHy+TFH5i9zQ0j2s4HDzuinWlg+MKRTIDgxo43qFqKWM1WDayrgvt8cKrIwVULPlwOREkkQkQXOseUnvK2WsanAqsH+8n454B02xprKfO7jCqsO6MeUPHnI5ksqTHRwkuszGdYfYpmMhlyO7e3eZovIPhcwExfFxYmuX7mUSSsTBGMx0bZUgckNDmFxOG9crRK1lrOrCdXQ1LN2Dz2FD8wbCEq7ZBvZkJsmaxqW3Mjg9VrVYChwYH6hIfxUEWFiF260bUyHgfVaFTIbC/v0rz1htsn5A1mI5cLlWC2D5WAE112c1s9P6ARZTc9CKkIgmiEfitZGxSg2yrmkdIVn+j6NYOMa6pnU1a7kwPDG85DIg1K6PlTGGneM7K9JfBQEWVpF2a3dZ0CcDS43rKxRWsY1WKr0WJwNzQ8sXViFHWNWYl1V2p9WfoKXAytFe314zGav1Tcvvr3LY2LKxZk1ChzJDS7ZaAKgP1wO112N1aOYQqWxKM1ZLpVQKDHgDe64krHpXdJ5wYwORnh5matDLyvGwii6rFFibGatsfz/htjYiq1a5HUpgaY+3Bz5jVTRFdqd3r2gi0GFT6yZ2p3bXjPeXQyabIZ1NL2stSzgUJh6J11wpsFI7Ah0CK6zCbbVRCjxstbByL6G6jRvJ1mLGKplEYrFS+XgphOK2sKqxRcwz/TuJ9VXmpqRYtNW3BT5jtXdiL9lidkUTgQ59LX3kTZ5d6V1liMw/OB5WS3Vdd4hH4jVXCnSEVSUmAiHAwirUkEDq6wOfscoODBLp7iYUX/xG8/moO3YTMzt31tyEW24oSbSnBwkt/b9DqKFGM1Y7+6nbqMKqkrTH2wNvEDqYsicCy5SxgtqbDCxZLSzRHNShFoXVwPgAdeG6ZZVPF0NghZWI2CahARdWZbBacIht2oSZni4tJK4VcsnkssqAMLvHqnZuTIWxMQoHD2rjeoVpr2/n0PQh8sXgWqCUPKzK0GPV19KHIDU3GbhcDyuHRDTBVK62eqz6U/30NveuaGBiIQIrrMA2Ca2BUmC5hFXdJntn4NM7ynI+v5AbGiK6dnk3JUdY1ZJJ6Ey/3biuGauK0h5vx2AYmxlzO5SKMZgeJB6JszqxesXnikfirGlcU3OTgclMkrpwXcmiY6kkIomay1j1j/dXrL8KAi6sIu0dgS4FFlIpCocOlS9jZXsS1dJkYHF6msKBA8vPWNkl2FoqBToTgephVVlqwctqV2oX65rWLdl/aT5qcTIwOZGkp6Fn2X+GtVYKnCnMMJQZUmG1XIJeCiw1rq/QHNQhsmoV4Y6OmpoMdMqey7FagNqcCsz270Si0WWLUWVxlNzXAyysBlODZemvctjUuomB8QEKxULZzul1hjPL87BySEQSNTUVuCu1i6Ip0tvcW7FrBFpYhTvaKRw6hCkE8z9ZdqA8HlazqbXJwJV4WAFIKWNVOz0KMzv7ifVuQMJht0MJNKWMVUAtF/LFPHsye8rSX+WwsWUj2WKWocxQ2c7pdZyM1XJJRBM15WPl7JPUjNUyibR3QLFI4VAw19pkBwdBhOi6lVstONQdu4mZp5/GGFO2c3qZlXhYAUgohCQStZWx2rlTG9erQNAzVsMTw+SL+bJmrDa2Wv8ua2UycCo/xcHpg8vysHJIRGpLWDlWC+X8d3ckwRZWjkloQMuB2YEBoj09hOrqynbO2KZNFDMZ8iOjZTunl8klkxCJEFm9/ObZUDxeM8LK5HJk9+zRxvUq0BhtJBaKBTZj5VgtlMPDymFjiyWsamUycHjCamVYrocVUHMGof3j/fQ09JTW+VSCYAurdsd9PZiTgdnBwbL1VznU2mRgbmiIaFfXispaoRrKWGV374Z8XhvXq4CIWO7rAc1YldPDyqEp1sTq+OqaEVYr9bACqxQ4XZiumb60Sk8EQsCFVdjeF1gIYMbKGEN2cJBoGfur4LCwqpXJwJV4WDmEEoma8bHKlpYva8aqGrTXB3etza7ULhKRxLJtAuZjY+vGmikFrtTDCqxSIMB0YbosMXkZYwz94/0VbVyHgAurIO8LLIyNUUylytq4DhDu6CDU3Fwzk4G5ZHLZjesOoUSiZnysZkrLl/0hrERknYjcJiKPi8ijInKF/fwPRORB+2tARB60n+8VkalZr33VzfgDnbFKWxOB5bJacNjYspGd4ztrok90eGKYiETojHcu+xxOSawWyoGjU6NM5icrnrGKVPTsLhNqakKiUfIBNAnNDgwA5Z0IBKv8ULdpU01MBppslvy+fSsXVvE4xYmJMkXlbbL9/URWrybc2Oh2KIslD7zXGPOAiDQB94vIdmPMnzkHiMg/AeOz3vO0MebUKsc5J+3xdh498KjbYVSEXaldHN9+fNnPu6l1E1P5KfZO7F1R75EfGMoM0dXQRTi0/FaGeMSabK4FL6tKL192CHTGSkQId3RQCGDGquRhtaG37Od2JgODTm7fPjBm5aXAhhrqsdq5s2Qk6weMMcPGmAfsx2ngcaD0Fy5WuuR1wPfciXBhnLU2RROs/Z25Yo5kJllWqwUHp4G9FoxChzPDK5oIhMOlwFrIWKmwKhNBNQnNDg5CKETsmPKbNMY2bqJw6BD5g8FeAFvysFrmOhsHq8cq+OPKxhhm+v27fFlEeoHTgHtmPX0OsM8Y89Ss5/pE5PcicruInFPNGI+kPd5OwRQCt9ZmKD1EwRQqMvLuWC7UwmqbZGZlHlYA8aiVsaoFy4X+8X4aog0rKp0uBhVWPiU3OEh07VokFiv7ueuOdSYDg/2JLzdke1itsBRYKz5WhQMHrL6+Xv8JKxFpBK4FrjTGpGa99Aaema0aBtYbY04D/gb4LxFpnuecbxOR+0TkvtHRytiTBHWtza60tXy5EsKqrb6NVXWrAj8ZmCvkGJ0aXVHjOszKWNVAKXAgNUBvc2/Z+/qOJPDCKtzRTiGAdgvZgfItXz6S0mTg0wG/MSWTlsFqd/eKzhOK14awmnEmAn1UCgQQkSiWqPquMea6Wc9HgK3AD5znjDEzxpgD9uP7gaeB4+Y6rzHma8aYM4wxZ3R2VuYTcMkkNGCTgZXwsJrNxtaNgRdWeyf2YjArFlalHqsaKQVWugwIixBWIlIvIveKyEP2VM0n7efbRGS7iDxl/7rKft5TUzWR9g7yBw9iisHpUXCsFiolrCI9PUgiEfg+q9zQEJHVq1ec9QslEpjp6cCuTnLI9g8A+KoUaPdQfQN43Bhz9REvXwQ8YYzZM+v4ThEJ2483ApsB135CBzVjNZgapCnaxKq6VRU5/8YWy3IhyJOBQxNWK8NKPKxg1lRgwDNWk7lJhieGvSGsgBngAmPMKcCpwMtE5PnAB4FbjTGbgVvt7x2eNsacan+9vdxBL4VIRzsUChTGx49+sE8oHDhAcWKiYsJKRKydgQE3CS2HhxXMWsQ8FWwfmOzOnUg8TmSFGb4q8yLgTcAFsz7svcJ+7fU8u2n9XOBhEXkI+BHwdmOMa82GQV1rsyu1i/XN6ytWktnUuolUNhW4TN9shjOW63q5SoFB77FysqTVEFZHtVswluTP2N9G7S8DXAqcZz//LeDXwAfKHuEKCdvu64X9+4msqsyno2pTmggss+v6bGK9vUz9/vcVO78XyCWTxE89dcXnKQmryQnCjQ0rPp9XmenfSayvFwn5p4PAGHMnMOdPb2PMn8/x3LVYZUNP0BxrJhKKBE4g7Erv4uTOkyt2fqd3a1dqFx3xjopdx02SE0lCEqKroWtF56kVH6vSRGCzNzJWiEjYNtAbAbYbY+4Buowxw2CNNAOzl60ddaqmGo2fYC9iJlj7ArMDjtVC5YRVtKeb3MhIoEqoszGFArm9e1fcuA4QSlg9CkE3Cc3u7KfOh43rfkZEaKtvC1TGKlvIMjwxXNEluN0JK6u6b3Jfxa7hNslMks54J9FQdEXnqQ/XI0jgS4EDqQFCEqpYX99sFiWsjDEF2zDvGOAsETlxgcMXNVVTjcZPCKb7enZwECKRspSx5iPS1Q25HIWAWi7kR0Ygny9vKTDAwqo4M0NuaMh3jetBIGhrbfak91A0xYp4WDk4WZx9E8EWViv1sAJLvNfCIub+8X7WNq4lFi7/JP2RLCmnb4wZwyr5vQzYJyI9APavI/Yxi56qqQalUmCA3Nezg4PE1q5FIpUzzo92Wzem3N5g3phyyfJYLcDsHqvg9ihkBwbBGF81rgeFoK21qcTy5SNpjDaSiCQCnbEanhgum7N8IpoIfI9VtSYCYXFTgZ0i0mo/jmNP0gA/Bi63D7scuHHW8Z6Zqgm3tEAkEriMVbSC/VVgZ6yA/L69Fb2OW5TLHBRqI2OV7fen1UIQCFrGqpIeVg4iQldDV2CFVb6YZ+/E3hVPBDokIolAlwKLpshAaqAq/VWwuF2BPcC3bLEUAn5ojPmpiNwF/FBE3gLsAl5rH38u8HcikgcKuDxVI6EQkba2wPRYGWPI7tpF4qwzK3qdwxmrgAqrMmasJG4Lq4ng3phmdu4EkYr29Slz0x5v5+D0QYwxFTc2rAaDqUFa6lpoqWup6HW6El2BLQWOTo5SMIUVTwQ6xCNxpnLBzVgNTwwzU5ipWsZqMVOBD2OtgTjy+QPAhXM876mpGrBMQoOyiDk/MoqZnKz4D7hwe7uV6QtqKXBoiHB7O6H6+hWfK9RQA6XAnf1Ee3oIxeNuh1JztNe3ky/mSWVTFRcj1WBXahcbmiov0LsSXdw1fFfFr+MGQ5nyeFg5BL0UODA+AEBvS29VruefuekVEGnvoHAgGE3Y2cEBoDLLl2cjoRDR1avJBbYUmCxLtgqeabcQVLL9/VoGdImgua8PpgerMpnV1dDF/qn95Iv5il+r2gxPWB5WZeuxCngpsFrLlx1qRFgFZ19gNTysHCLd3cHNWJXJHBQoZXGC2mPlLF+OaeO6KwTJJHQ6P83eib3VEVaJLoqmyP6pYFQrZpPMWK0MK13A7BD0qcD+8X5a6loq5vR/JLUhrOx9gUFYb5AbHESiUaI95fkPtRDR7q5AZqxMsWgJqzJlrKS+HkQCK6zy+/ZhJiep04yVK5TW2gQgY7U7vRugKqXA7obgelklJ5K017dTH1l5KwNYpcBAZ6xS/fQ191WtR7EmhFW4vQOTy1FMp90OZcVkBweJrl+PhMMVv1aky8pYBUGQzqZw4AAmmy2fsBKx9gVOBrNHIessX+5TYeUGQcpY7UrZE4Et1emxgmB6WSUzybI1roPdvB7gHqtqWi1AjQirIJmEZgcqt3z5SKLdXZiZGQpjY1W5XrUoTQSWwWrBIZRIBDZjNdNv9SfE+nrdDaRGaa1rJSzhQAirwbTtYVWl5nUIZsZqeGK4rMIqEU0EthSYzqbZP7W/ao3rUCvCKiAmoaZYJLtrV9WE1WEvq2DdmEoeVmvK51wviXhghVV2Zz+hxkYiFdyQoMxPSEKsql/FwWn/D+DsSu2irb6Nxlhjxa/VUtdCXbgucBmroilaGasyTQSClbHKFrPkirmyndMrOBOB1fKwghoRVuGA7AvM79uHmZmpXsaqxxJWQfOyqkzGqiG4wqp/J7GNGwPhoeRX2uuD4b4+mBqsqDHobESE7obuwGWsDkwdIFfMlTdjFbEmm4NYDuxPVXciEGpEWAWlFFjNiUCwpgKBwE0GZoeGCLW0EG4s36fmUCIRWB+rmZ391PXpRKCbtMeD4b6+K7WrojsCj6QrETz39ZKHVZlLgUAgTUL7x/uJhCKsbarcbt0jqQlhFW5thVDI9yah2QFbWFWrFNjRAeFw4CYDyzkR6BDUHqvixAT5vXvVw8plgpCxmsxNMjI1UrWMFQTTfb3kYVUmqwU4nLEK4mRg/3g/65vWEw1Fq3bNmhBWEg4TbmujEICMldTVEenqqsr1JBwm0tlJfjhYwiqfTJa1DAiWl1UQDUJnBgYAbVx3Gydj5ecJXcdqoRoeVg5dDV2MTI5QKBaqds1K43hYlXsqEIIprAbGB+ht7q3qNWtCWEEwTEKzg4PE1q9HQtX7a4t2BcvLyhhDtoyu6w5BzVjldlnj8ZV2+lcWpr2+nZnCDBM5/4r3wZQ9EVjljFXe5APR+O+QzCRpqWuhIdpQtnM6pcCgTQYaY9iV3lXVf3NQc8LK76XAgar1VzkEzX29MDaGmZysiLAKoo9VYXwcgPCqVncDqXGCsNbGEVbV7rGCYFkuJCfKOxEIwW1en8pPkSvmaK1vrep1a0ZYhTvafV0KNIUCud27q9Zf5WC5rwfHJPTwRGB5GxlDDcHMWBVsU91wU5PLkdQ2Jfd1H/dZDaYG6Yx3lrIj1aCrIXgmocOZ8npYQXB7rDK5DACN0crbe8ymZoRVpL2D/AH/9ijkhocxuRzRKgurSFc3ZnIyEK71MNvDqrw3JonHMdksJhcsH5hiOgPRqLW2R3GNIGSsdqV3VbW/Cg5nrPZOBqOdwRhDciJZ1sZ1gHjU6rEK2lRgJmsJq+ZYc1WvWzvCqqMdMz1NccKfirzaE4EO0W7rxhQUL6tSxqoCpUAgcJYLxUyacGOjeli5TBDW2lTTw8phVf0qoqFoYEqBYzNjTOWnNGO1SNI5KyFQDUPa2dSMsAr73H09OzgAVL+JuORlFRD39VwySSiRsCw4ykhQhVUhlSakZUDXaa1rRRDfZqwy2QwHpw9Wtb8KLNf61YnVgSkFJifKPxEIs3ysAtZjlc7awkpLgZUh4nP39ezgIJJIEFld3bUi0a6AZayGLKuFcmdgQglrQsevGdH5KKbTZTVSVZZHJBRhVf0q32asSjsCq5yxgmCZhJasFsrcvB4LxQhLOHBTgU4psClW3Q+HtSOsSu7rfs1Y2VYLVS7JRDo7QSQwk4GWOWj5HXhDCatHIWgN7IVMhlBzdfsTlLlpq2/zrbDalbJsO6rdYwVWA3tgMlYV8LACa/1PPBIPbilQM1aV4XAp0J83ptzAYNX7qwAkFiPc0R4YL6vc0FDZzUFhVikwYCahxXSacJNmrLyAn9faOFYL65rWVf3a3QlrX6BfB5dmk8wkaYg2VKQZOxFJaMaqTNSMsIq0tVmZFx9aLph8nuzQkCvCCiDaFQwvq0ImQzGVKnvjOhwWViZoPVbpNKFG7bHyAn5ea7MrtYuuRFfJ4buadDV0kSvmODRzqOrXLjfORGAlKheJaCKQPVZhCVf9313NCCuJRAi3tvrSJDQ3NAT5vGvCKtLdRT4AGavcUGU8rGB2xipYn/iK6TQhzVh5Al9nrNLVnwh0KJmEBqAcOJwZZm1jZZYJB7IUmE3TGKv+VHPNCCuw+qz8WArMDtpWC1V2XXeIdveQC0DGqlIeVmDtCoRgCStTLFKcmCCsGStP0F7fzlR+ypflml2p6ntYOXQ3WJPNQWhgT2bK72HlEI/EfflvayEyuUzV+6ugxoRVuL3Dl6VAtzysHKLdXRTTaQoZf/cPVcrDCkCcjFWApgKLExNgDKFmFVZewK8moeMz44zNjLGhSTNWKyGdTZPOpcveuO6QiCYCl7HKZDNVNweFGhNWfl3EnB0cJNTQUGrArzaRLtvLasTfN6ZcMonU1RHu6Cj7uUMNtt1CgHqsiqkUoOtsvIJf19q4OREI1jRlRCK+z1hVaiLQIREJXo9VKpuqujko1Jqw6min4EO7heygNRHolvu1476e97mXVW5oiGhPZRo/JRqFSCRQpcBCxpqo0eZ1b+DXjJWbHlYA4VCYzkRncIRVmT2sHBLRAE4Faimw8oTbOyhOTvouq5AdHHStvwoOu6/nhn0urJLJipQBwfKBCcXjgRJWxdICZm1e9wJ+zlgJwjFNx7gWQ1eii70T/r5/Oa7rPY0V7LEKYCmw2lYLUGPCKmKX0vxUDjTZrJVpcam/CiCyejWA772sLA+rykzUgDUZGCQfq4ItrEJNahDqBdribYAPM1apQXoaeqgL17kWQ1eD/93Xk5kkdeG6ksAuN4lIInBLmNO5tAqrSuO4r/upHJjdMwTFomuN6wChujrCbW2+9rIqTk1ROHiwIuagDqFEIlA+Vpqx8hbRUJSWuhZfZqzc6q9y6EpY7ut+NgkdnhiumIcVWKXAvMmTK+Qqcv5qUzRFMlktBVacsA/3BR5evuyesALLy8rPGavc8DBQmYlAh1AiEaipwMMZK+2x8grt9e0cnD7odhiLxhjjqoeVQ1eii+nCNKlsytU4VkIyk6xY4zpYGSsgMOXAydwkBqMZq0pzeF+gn4SV42HV62ocfndfL3lYVbIUGLgeK7t5XYWVZ2iP+8t9fWxmjHQ2zfomlzNWDdYAjp/7rCotrBx38qA0sGdy1v1LM1YVJtJm9Sj4yX09OzhIqLmZcGurq3FEurt8PRVYcl2vYMZKGhLBElaZNFJXRygWczsUxaa93l/u686OQC9krMC/JqGTuUkOzRyq2EQgWKVACE7GKp21FzCr3UJlkViMUEsLBR9lrHK7dhNbv941qwWHaFc3hfFx301UOuSSSYhESo34lSCUSPj2z2cuCumMZqs8ht8yVrvTuwFY11z95cuz8bv7upNpq0YpMCheVk7GSkuBVcBvJqH5AweIdHa6HQYRx8tqnz9vTLmhIaLd3Ug4XLFrWFOBwfi0B1BMpwg3auO6l2ivbyeTyzBTmHE7lEXh9IN1xt29h7XH2wlJyLfu60MZq5WhosLKyVgFpBToZKyaoiqsKo4lrPxTCiyMjbleBgSIOl5WPu2zqqSHlUMoHixhpRkr71EyCfVJ1mpsZoyIRFzpc5lNNBSlo77Dtxmr4Qlr+KZSewJhVo+VlgJXTM0Jq3BHu69KgV4RVpEuJ2Plzz6rXDJZ0cZ1CGLGKq1WCx7DbyahYzNjNNc1u97KALaXlU8zVslMkkgoUtHMX2kqMCAZq0xWS4FVI9Le4ZtSYHF6GjM97QlhFbWFlR8zViabJT8yUvmMVSIB+Twmm63odapFIZNWc1CP4be1NuMz47TWtbodBmB7Wfk0Y5XMJOlOdBMOVa6VwSkFBqXHKp2zS4EqrCpPpKOdYjpNccb7PQqFsTEATwirUCJBqKXFlxmr3N69YEx1hBUEJmtVTKUJacbKU/gxY+UZYeVj9/XkRGWtFiCYpcBoKOqK43/NCauwvdam4IOslZeEFVh9Vn7MWFXDwwoglLBuTEERVoVMhrAuYPYUfltrMzYzRktdi9thANCd6GYiN1EqEfmJSntYQTBLgW5kq6AGhVXER+7rXhNWfvWyyiVtD6sKrrOBYGWsTD6PmZzUjJXHqAvX0RRt8k3GanzaQ6XABn96WWULWUanRivqYQUQDUeJhCLByVjl0q4NTRxVWIlIvYjcKyIPicijIvJJ+/k2EdkuIk/Zv66a9Z4PicgOEXlSRC6p5G9gqRx2X/f+ZKDXhFW0q5ucD+0WckNJECn1iVUKcYRVALysihnrU33Y5z1WIrJORG4Tkcft+9cV9vM/EJEH7a8BEXlw1ns8e/8C28vKBxkrY4y3SoGOSajPGtgdD6uexspNBDokIonA9FhlshlXJgIBIos4Zga4wBiTEZEocKeI/ALYCtxqjPmsiHwQ+CDwARE5Hng9cAKwBrhFRI4zxhQq9HtYEhEtBS6bSHcXhQMHKGazvnLjzg0NEenqQioccyhuC6sA7AsM0J7APPBeY8wDItIE3C8i240xf+YcICL/BIzbjz19/wJoq2/zRcZqKj9Ftpj1TCnQrxkrx8NqbWNlWxnA6rMKSikwnU17txRoLJyidNT+MsClwLfs578FXGY/vhT4vjFmxhjTD+wAzipn0Csh3GGXAn1guVASVqtaXY3DIdpleVn5zSS0Gh5WEKxSYNEWVn63WzDGDBtjHrAfp4HHgdJPKLF8AF4HfM9+ytP3L/BPxmp8ZhzAMxmr1XFr64Lf9gVWw8PKIRFNBKYUmMllXDEHhUX2WIlI2E6VjwDbjTH3AF3GmGGwbl6AsytkLbB71tv3MOtGNuucbxOR+0TkvtHR0RX8FpZGqK6OUGOjP3qsDo0hiYRnskMl93Wf9VlVw8MKINTglAL9f2MqOAuYA9S8LiK9wGnAPbOePgfYZ4x5yv5+Ufcv+3yu3MPa6/2x1mZsZgzwjrCKhqO017f7LmOVzCQJSaiUcaskQSoFprNp10qBixJWxpiCMeZU4BjgLBE5cYHD53KCM3Oc82vGmDOMMWd0VnllS6S9nYIP3Nctc1BvpNHBn+7rJp8nt3evZqyWSDFjZ6yagyGsRKQRuBa40hiTmvXSGzicrYJF3r/AvXtYe7ydVDZFrpCr2jWXgyOsvFIKBKscuHfSXx8Mk5kkqxOriYaiFb9WIpoITCkwk8t4t3l9NsaYMeDXwMuAfSLSA2D/OmIftgeYvXHzGCC50kDLSbijwxelwPzYISKtq45+YJWIlEqB/rkx5UdGoFCojrCKW3YLJgDCqpAKTI8Vdm/otcB3jTHXzXo+gtUr+oNZh3v+/uUXk1BHWK2q9849rCvhP/f15ESy4hOBDvFIPBAZq0KxwERuguaYO8M3i5kK7BSRVvtxHLgIeAL4MXC5fdjlwI324x8DrxeROhHpAzYD95Y57hXhl0XMXlln4xBubCDU2OirjNVhq4UqlALjwfGxcnqsQj5fwmz3UH0DeNwYc/URL18EPGGM2TPrOc/fv0omoT4RVp7KWPnQfX04M1xxDyuHRCQYPVaZnNXK4OWpwB7gWyISxhJiPzTG/FRE7gJ+KCJvAXYBrwUwxjwqIj8EHsOayPkrL03UAITb2yjcc8/RD3SZwtgYsbXHuB3GM4h0d/kqY1UyB61CxkpiMSQapTgZgE98TinQ58IKeBHwJuAPsywVPmyM+TnW9N/sMqAv7l9t9bZJqMf7rDwprBq6SGfTTOYmSytcvEy+mGff5L6qNK6DVQqcyvn//lUSVi6VAo8qrIwxD2M1fB75/AHgwnne8xngMyuOrkJE2jsojI9jcjkkWvm69XIpjI17KmMFtpeVHzNWa6pzYwrKIuZiOoMkEp7+/7EYjDF3MnffFMaYP5/neU/fv0qlQI8Lq/GZcRqjjVXpDVosJS+ryX30tfS5HM3RGZkcoWAKmrFaIm4uYIYadF6HWSahBw+6HMn8mEKBYirlOWHlN/f13N59hFetIlRfX5XrSVCEVSYdhGxVIPFTKdBL2SqA7garT9Qv5UAnTifuShOPxJnMT2LMnPMaviGddW8BM9SosHL2BXrZfb2QSoExnhNW0a5u8vv3Y3LenkhyyI+MEKmw4/psgpKxKqTSgWhcDyKJaIJ4JO75jJWXXNcd/Oa+PjJpzYStTqw+ypHlIRFNUDRFZgozVblepXCElaftFoKGsy/Qy+7rhUNjgHfMQR0i3V1gDPkq+vashPzICJHV1RuFDyUSgfCxKqY1Y+Vl2uu9bxLqpT2BDo5A8UvGanTSus865qaVJh6xBnD8Phno9Fh52iA0aBzeF+jdG5PX1tk4+M3LyhJW1bkpQYAyVpmMZqw8THu8nYNT3m1lAG+WAusj9bTWtfonYzU1QjQUrdqfYyJiNfT7vc9KM1Yu4OwLzHvYJNSrwspPXlYmnyd/4ADRagqreDwQwqqYTgfGHDSI+CJjNeO9jBX4y3JhdHKU1YnVWK4hlScetTJWfjcJ1YyVC4QaGpB4nIJmrJZMtMc/Gav8gYNQLBKpoit2KJHABGQJc5DW2QSN9ri319rki3nSubQnhVV3Q7evhFVHvKNq1wtSxqo+XE807M5Eak0KK/C+SahXhVWoqQlJJHwxGZgfsRo/q1oKbEhQnPJ3fwJYGauQzxcwB5n2eDtjM2Pki3m3Q5kTZwGz10qB4C/39ZGpkao1rsNhYeX3His39wRCzQsrj5cCIxHPOV+LCNGuLnL7vH9jyo+6IKwC0GNlslnMzAxh7bHyLO317RgMh6YPuR3KnDjCyosZq66GLg7NHPLF5Nvo5Cid8epl3B3T1CCUAt0yB4UaFlbhjg7PlwLDLS1Vq60vhUh3F/nhYbfDOCr5EWuipprCSuweKz/7wBQyVn+CNq97F6/vC3Rc1z0prHxiuTCZmySTy9CZqJ6wcqYC/V4KzGQzrnlYQQ0LKz+UAr1WBnSIdnX7I2M1MgIipWGFahBKNECxiJnx/qfh+SimUgCasfIwJZNQj/ZZldbZ1HuwFNhw2H3dy+yfsioqbpQC/Z6xSmfTKqzcINLRTuHQIUzBU2vASnhZWEW6u8iPjmLy3uzvcMiPjhDuaEcii1mJWR5CCevG5Oc+q0Lazlhp87pncTJWB6e9abng6VKgnbHaO+HtPlHHHNSNUqDve6xyaS0FukG4vR2MoXDImz0KXhZW0e5uKBQ8nfEDyI2MEO2s3qc9mCWsfDwZWHQWMGvzumfxS8bKy8LK6xmr0SnbHLSKGSstBZaHmhVWjvu6V8WBJay8l0YHSitivD4ZmB8ZrWp/FUAoYd2YipMTVb1uOSmkLWEVam52ORJlPhqiDdSF6zzdYxUJRUqlJS+RiCZoijV5vseqlLGqYo9VJBQhFooxlfN3xkqb113isPu69yYDjTHez1jhfS+raruuw+GMlfHxZGDRFla60sa7iIhlEurRjJVjDurF4Rvwh0no6OQo9eH6qptcJqIJX2escsUcU/kpzVi5gbOI2Yv7As3UFCab9aywinR7333d5HIUDhyoqjkoBKXHys5YafO6p2mPe9d93YsLmGfT1eB9YTUyNUJHvKPq4jQRSfi6xyqTtXpE1cfKBSIddinQg5YLXjUHdQi3tiKxmKczVk4m0q2MlZ+9rIpO83pDg8uRKAvh5YyVF/cEzqY70e35UqCzzqbaJKIJX08FOsJKM1YuEGpsRGIxT5qEel1YiQiR7m5P91jlRx0Pq+pmrCTu9Fj598ZUzKSt/x/hsNuhKAvg5YyVV/cEOnQlujgwfYBcIed2KPOyf2p/VfurHOKRuK9LgemcvYBZe6yqj4gQ7mj3pEmoI6wiHhVWgOfd191YZwO2jxX+ngospDNaBvQBbfVtHJo+RNEU3Q7lWfihFAhWuc2rjEyOVNVqwSER0YzVSqlZYQXWZKAXpwK9nrECPJ+xytnCKlptYdXg/x6rYjqljes+oD3eTsEUStYGXsEY4/lSoNfd1ydyE0zmJ10pBcajcV/3WKWzVsZKhZVLeNV9Pe8DYRXt7iI3MoIpeu/TMtgZq3CYcFtbVa8bigfBbkEzVn6gtNbGY31Wk/lJ8sW8tzNWHveycsNqwSER8fdUoJYCXcYqBWqP1XKIdHdDLkfhoDedn/Mjo0Q6OqreJyThMFJX5+8eq3SakJqDep6SSajH+qy8bA7q0N1gTTZ7NWM1Ommbg8ZdyFhF4loKXCE1Lawi7R3kDx70XNalMDZmNQ9Ho26HMi9e97Jyw8PKIZRI+FpYFTJpwk1qDup1vJqx8oOwaow10hBt8G7GasrFjJXPfaycjFVD1L2p5hoXVu1QKFAYH3c7lGfgZXNQh0iXt72s3BZWZtK/PQrFlGas/IBX19qMT9t7Autb3Q3kKHjZJLSUsXLDbiGSYDo/7cmhiMWQzqZJRBJEQtXbEXsktS2sbPd1r5UDC4e8L6yi3VaPQs6jDez5kREinR2uXNvPGStjDIVMhrAuYPY8zbFmoqGo50qBh2as/atebl4HW1h5tBQ4MjlCPBJ3JeuSiCYwGKbz01W/djnIZDOumoNCjQursEf3BfohYxVua4No1JOTgcVslsLYmGsZK0nE/SusZmYgl9PmdR8gIrTVt3kuY+WHUiBYlgt7J7x3/wLLw8qNbBX4fxFzJpep+hqgI6lpYXV4X6C3bkx+EFYSChFdvdqTPVYF2xy02lYLDn7OWJX2BDarsPIDXjQJHZ+xSoHNMW/36XUluhidGiVX9J5JqFseVkBpcbZfFzGns2nNWLlJpLQv0GOlQB8IK/Cul1XOJXNQh1Ciwbc+VqU9gVoK9AVeXGszNjNGU6zJ1R6XxdDV0IXBeO7PD2B0atSVxnWwSoHg34yVCiuXCbW0WOUsD2WsTD5PMZ32hbDyqvt6fsRZZ6MZq6VSylhp87ov8GLGyuuu6w6Ol5XXyoHGGGtPoAtWCzArY+VTk9BMLkNz1N1saU0LKxEh0tZWWtjrBZwJRT8IKydjZYxxO5Rn4NY6G4dQ3L89VgVnAbP2WPmC9vp2Dk4f9NQEl9f3BDp41SQ0nUszXZh2LWNV6rHyqZeVZqw8QHTNGnJDQ26HUcIP5qAO0e4ujN0o7iXyIyMQjbr2Z+jrjFXGyVipsPIDaxrXkC/mS07dXsDr62wcvGoS6qbVAvi/FKhTgR4g1ttLtr/f7TBK+ElYlbysPNZn5VgtSMidf96hRAIzNeU549nFUOqxUmHlCzY0bwBgIDXgbiCz8EvGqjnWTH243nMZq9I6G7eb131YCpwpzJAtZnUq0G1ifX3kR0cpZDJuhwL4S1h51csqPzpCtNOdT3tgL2I2BjPtPx+YYkqb1/1Eb3MvAAPjA67GMRu/9FiJCF0N3jMJHZ3ySMbKh6VALyxgBhVWxPp6AcgODLobiI2fhFWk23Ff99aNKTcyQmS1O5/2AKS0iNl/N6ZCJg2hkCUOFc+zOrGaeCTOYMob969cIcdEbsIXpUDwpkmok7HqiLtjcOxnHytnT6CWAl2mrrcXwDPlQF8Jq44OCIc9mLHaT8TNjFXCEiV+FFbFdMbaUynidijKIhARept76U954/41nrXX2fggYwXeXGuzf2o/jdHGUuao2tSH6wGfCqucvYBZS4HuEt2wAUIhbwmraNQXGQMJh4l0dpL3kElocXqa4vi4axOBMEtY+dDLqphOa+O6z+ht7vVMKXBsegzwkbBq6GJ0cpRCseB2KCVGJkdcmwgECIfCxCNxXxqEOqVAzVi5TCgWI7p2LdmBAbdDARxz0BbfZAwsLyvvZKzyo+56WAGE4rawmvDfJ75COq2N6z6jt6WXZCZJtpB1O5TSOhs/lQLzJs/B6YNuh1LCTQ8rh3gk7suMlfZYeYhYby8zA97JWEV8UAZ0iKzpITs46BkvK7c9rIBSttGfpcA04UY1B/UTG5o3YDDsSu1yO5TSOhu/ZKx6GnoAPNOjBu66rjv4VVhpKdBDxPp6yQ54QxwUDo0Rbml1O4xF03D22eSTw8z88Sm3QwFmCyv3bkyHS4H+uzEVMhnNWPmM3pZewBviwC8LmB1O6zqNSCjCHXvucDsUwHJdd7sUCNZkoJYCl48KK6yMlZmcLP1QdpPC+BjhVa1uh7Fomi66CERI33ST26EAh4WVWwuY4bCwMn7NWOkCZl+xocnysvJCA7vfSoHNsWbO7jmbmwdv9sQH6/GZcXLFnOulwEQk4duMlSA0RBtcjeOowkpE1onIbSLyuIg8KiJX2M+fIiJ3icgfROQnItJsP98rIlMi8qD99dVK/yZWSl1fH+CNycC8TxYwO0Q6Okg873mkt9/sdiiAZbUgsZi1B9IlQn62W0in1cPKZzTGGumMd3qigX18ZpxYKFYa2fcDF2+4mKHMEE8cfMLtUBiZss1BtRS4LNLZNA3RBkLibs5oMVfPA+81xjwXeD7wVyJyPPDvwAeNMScB1wPvn/Wep40xp9pfby971GUm5ggrlxvYjTEUxsZ9JawAmi6+mJmndjCzc6fboZAfGSWyerWrzf9+tVswxlDMZAjpAmbf0dvS65lSYGtdq2+GbwDOX3c+YQmzfXC726G4vs7GIRFJ+NYg1O3GdViEsDLGDBtjHrAfp4HHgbXAcwCnML0d2FapICtNZPVqJB53PWNVnJiEXM6HwuqlAKRvdj9rlR8dJdLp7qe9wwah/upRMJOTUCio3YIP2dC8wRNrbcZmxmip90cZ0GFV/SrO6DqD7YPbXS8HOq7rbpmDOiSiCV+utPHCnkBYYo+ViPQCpwH3AI8Ar7Zfei2wbtahfSLyexG5XUTOmedcbxOR+0TkvlF7RN4tJBSyJgNdFlZ+MgedTbS7m/gpp5DygrAaGXF1IhCsf0/iw0XMzlonbV73H73NvYzNjJV8pNzCL3sCj+SlG17KQGqAp8eedjUOJ2Pl1p5Ah0TEp8Iql3F9IhCWIKxEpBG4FrjSGJMC/gKrLHg/0AQ4JirDwHpjzGnA3wD/5fRfzcYY8zVjzBnGmDM6Xc4wANTZk4FuUhJWq1a5GsdyaLr4YmYee5zs7t2uxuEFYQVWn5XfhFUxlQLQjJUP6Wux2hnczlr5ZU/gkVy44UIEYfsud8uBI5Mj1nLoSL2rccQjcd+WAn2TsRKRKJao+q4x5joAY8wTxpiLjTHPA74HPG0/P2OMOWA/vt9+/rhKBF9OYr295PbsoZh1z2TPrxkrgKZLLgbcLQcWJyYoZjKuWi04hPyYsUrbGasANa/PN3xjv/YuEXnSfv5z9nO+G74BqxQIKqyWS0e8g9NWn+Z6n9Xo1Kjr/VVglQKnC9OecqRfDL7psRKrC/EbwOPGmKtnPb/a/jUEfBT4qv19p4iE7ccbgc2A+13NRyHW1wfFIrld7pns+VlYxY45hvrjj3e1HOi4rrtpteAQSiR852NVzFgeMOFgNa/POXwjIucDlwInG2NOAL4w6z2+Gr4BWNu4lohEXJ0MNMaQmkn5UliBVQ586tBTrg4BjE6Oul4GBKsUCDBdmHY5kqWRyWVojLp//1pMxupFwJuAC2Z9insF8AYR+SPwBJAEvmkffy7wsIg8BPwIeLsxxjv7AuYh5ixjdnEy0M/CCqxy4PRDD7u2lDnnAdd1h1Ai4Tsfq0LaElah5mdV7n3LAsM37wA+a4yZsV9z38RuBURCEY5pOsZVUZDJZcibvG88rI7kog0XAbiatRqZct8cFCgtgPZTOdAYQyab8UfGyhhzpzFGjDEnz/oU93NjzJeMMcfZXx809jiFMeZaY8wJxphTjDGnG2N+UvnfxspxLBfcbGAvCSuf/mA7XA5058aUH3F/T6BDKB733a7AYqkU6P4nvkpwxPDNccA5InKPPWRz5qxDjzp840V6W3pdLQX6zXX9SLobujmp4yRuGbzFlesXTZH9k/s9UQp0fMj85GU1XZgmb/K+yVjVBOHGRsKdHa5nrELNzUgk4loMK6Gur4+6zZtJ3eyOC7sX9gQ6hBr82GMV3Ob1OYZvIsAqrPLg+4Ef2m0Pixq+sc/pmclmgL7mPnaldrnWF+O3PYFzcdGGi3j0wKMMZYaqfu1D04fIm7ynSoF+ylh5ZQEzqLB6BnUbesn2D7h2/YLPXNfnounii5m6/4FSv1M1yY+OIvG4JzIuVo+Vv8aVi+kMRCJIvbsTSeVmruEbYA9wnbG4FygCHUsZvvHaZPOG5g1ki1mGJ4Zdub7f1tnMxUvXW558bmSt9k/tB9w3BwWIR62MlZ8sFzJZewGzCitvEevrc9UkNBDC6pKLwRjSt95a9WvnR0aIdHZ6wvXZjz5WxUyacGOjJ/78ysV8wzfADcAF9jHHATFgv1+Hb+DwMma3yoF+LwUCrGtex5+0/Ykrwmpk0sq4u20OCrMyVj4qBaZz9gJmLQV6i1hfH4VDh0q9TtWmcOgQ4Vb/ftoDqNu8mVhvLykXljJbHlbuZw4AQnH/CatCOhOoxnWb+YZv/gPYKCKPAN8HLrf7RH05fAOWSSjgWgO7Y07qZ2EFcNH6i3hw9EH2Teyr6nUd13VPZKycHisflQI1Y+VR3J4MDELGSkRouvhiJu/9HflDh6p67fzIiCesFsCeCpyexuTzboeyaIqpFGEPlFHLyQLDN1ljzBuNMSfaQza/so/35fANQFt9G03RJvrH3cm6j82MIYgnfrCthJf2WuXAW3dVN+vuqYyVPRU4kZtwOZLF4/RYacbKY8T6egGYcanPKgjCCuxyYKFA5le/qto1jTHkRkeJdHpDWNVt3gzAxF13uxzJ4ilkMrrOxseIiKuTgWMzYzTXNRMOhV25frnY2LKRTS2buGVXdcuBo5OjrKpbRSwcq+p156Ir0UVTrIm7h/1z/3JKgV4Q9iqsZhE75hiIRFzJWJlsluLERCCEVf3xxxNdu7aq5cDixARmctITE4EAjeefR7i1lbFrr3U7lEVTTKcJBcsctObobe51rRTo1z2Bc3HRhou4f9/9HJg6ULVresXDCiAWjvGKvldwy+AtpWlPr6OlQI8i0SixY45xpYG9MG794w2CsHLKgRN33U3B3j9XabxktQAQisVoufTVpG+9teol0eVSyKQJNwWux6qm2NC8gb0Te13pjRmbGfP1ROBsXrrhpRRNkV/trl7WfXRy1DPCCmDr5q1ki1l+0f8Lt0NZFOlsmrCES/1hbqLC6gjcmgx0GuYjARBWAM2XXAy5HJlf/7oq1/OasAJo2boNcjlSP/FHm04xpRkrv+NMBu5KV381V5AyVsetOo71TeurOh04OjnK6rh37l/PbXsuz1n1HK576rqjH+wB0tk0DdEGT0w1q7A6glhvL9nBQUyxWNXr+n2dzZHUn3wyka6uqu0OdHyzvDIVCFD/nOOoP+kkxn50LfZiAs9iikWrFB2gBcy1iDMZ6EaflV8XMM+FiHDRhou4d/jeqpTCCsUCB6YPeCpjJSJs2byFxw8+zhMHn3A7nKOSyXljnQ2osHoWsb5eTDZLLlldk718wISVhEI0vfSlTPzmTooTlZ8sKWWsPNK87tC6bRszf/wj04884nYoC1KcmABjtHnd56xvXg/gyjLmIJUCwSoH5k2e23bfVvFrHZo5RMEUPJWxAnjVxlcRC8V8kbXyyp5AUGH1LOrsnYHVbmAPWsYKrHKgmZkhc8cdFb9WfmSEUCJBuLGh4tdaCs2vfAVSX+/5JvaivYA53OyNG5OyPOKROD0NPVVvYM8WskzlpwKTsQI4of0Eehp6qlIOLFktJNy3WphNS10LF66/kJ/t/BkzhRm3w1mQdC7tCasFUGH1LEpeVlXuswqisIqffjrh9vaqlANzIyOe6q9yCDc10XzJxaR++jNPr7gp2MIqpKVA37OheUPVM1ZBcF0/Eqcc+Nvkb0sTZ5VidNI2B/VYxgrgss2Xkcqm+NWu6jXyL4d0Nk1jTIWVJwl3dBBqbHRFWEkshsTdn2goFxIO03TRRWRuv4Pi9HRFr5UfGfWksAJo2baNYiZDukr9ZsuhlLHS5nXf09tseVlVs68vCHsC5+KlG15Krpjj9j23V/Q6I1NWxspLPVYOz+95Pmsa1ni+HJjJZmiKeuODoQqrIxARazLQhVJguLXVExMN5aT5kosxk5NM3HlnRa+T92jGCiBx5plEN6xn7EfeLQeWMlbaY+V7elt6yeQyHJiungeT0+AdpIwVwCmdp9AZ76x4OXB0chRBaI+3V/Q6yyEkIS479jLuGb6HocyQ2+HMSzqX1h4rLxPr7WVmoNoZq/FAlQEdEmeeSbilpaLlQGOMp4WViNC6ZSuTv/sd2UF3zBuPRjFjlTrCKqx8T2kysIrlwCCWAsESFReuv5A7h+6sqDfYyOQIbfVtREPRil1jJVx67KUA3LjjRpcjmRtjDBO5CS0FeplYXy/55HBVe2KCss7mSCQapfHCC8n86jaK2WxFrlFMpTAzM56yWjiSli2XQSjE2HXXux3KnGjGKjg4XlbVtFwIaikQrHLgdGGaO4cql3UfnRr1xPLl+VjTuIbn9zyfG3bcQKFYcDucZzGZn6RoiloK9DJ1TgP7ruqZ7AVVWIFVDixmMkzedVdFzu9YLXhlAfNcRLu6aDznHMavv96Ti5mLKRVWQaE70U0sFKvqZGBQS4EAp3edTlt9W0XLgV5zXZ+LrZu3MjwxzD1773E7lGdRWsCsGSvvEnMsF6rYwF4YGyO8alXVrldNEi94AaHGxoqVAw+bg3pXWAG0vGYb+ZERMhXuN1sOxUwaicUIxdxfAKusjHAozPrm9dUtBU6PEY/EqY/UV+2a1SISinD+uvO5fc/tFbMcGJ0apTPubWF1wfoLaKlr4fqnvJd1d4SV9lh5mNiGDUD1hJUxhsJ4MHuswNqb13ThBaRvurlkK1FOch5cZzMXTS95CeG2Nsav9d50TSGd0WxVgOhr6at6KTCIZUCHi3svZjI/WZG9eflingNTBzxdCgRrMfMr+17JrbtuZWx6zO1wnkEmZy9g1lKgdwklEkS6u6s2GVjMZCCfD6ywAmj7i7dQnJjgwDe+UfZz50fsjFWntz/xSSxGy6WXkr7tNvIHqjextRiK6bQ2rgeIDc0b2JPeQ66Yq8r1grQncC5e0PMCjm8/nq8+9FVyhfL+mR6YOoDBeL4UCFY5MFfM8bP+n7kdyjPQUqBPiPX1MtM/UJVrBdEc9Ejqn3Mcza98JQe//Z1S6a5c5EdGCDU1EfKBB1jra7ZBPs/4jT92O5RnUEinNWMVIHqbe8mbPEPp6ozHBz1jJSK867R3MZQZ4tqnymubMjpl3Q+9XgoEeE7bczi+/Xiue+o6T+0/VWHlE+psL6tq/OM5LKyCe2MC6HzXX2NyOfb/v6+V9bxetlo4krpNm4ifeipj13prMbOVsfLGTUlZOc5kYLUa2IO0gHk+XrTmRZy++nS+9vDXmMqXb2LcWWfjh4wVwNZjt/LHQ3/ksYOPuR1KCccZvznW7HIkFiqs5iHW20sxlaJw8GDFr1ULGSuwetdat25l7Ac/IDdUvk/SlrDyx00JoGXbVrJPP830Qw+5HUqJQiat62wCRMnLqkp9VkEvBYKVtXr36e9mdGqU7z/x/bKd18vrbObi5RtfTl24zlNN7OmcnbHSXYHeppqTgbUirAA63vkOAEb/9V/Lds78yIinrRaOpPnlr0ASCU8tZi6mM4R0AXNgaKlrYVXdKvrHK3//Kpoi49nxQJcCHZ7X9TxetOZFfOORb5Rtf+DI1AghCdFW31aW81Wa5lgzF224iJ/v/DnT+cquKlssmWyGSChCXbjO7VAAFVbzUhJWVWhgLxwaA2pDWEV7emh9w+sZv+FGZsogWo0x5Ee9uydwLsKNDTS/7GWkfvZzihMTbocDWD1WYc1YBYrelt6qlALT2TRFUwx8xsrhXae9i/GZcb792LfLcr7RyVE66jsIh8JlOV812HrsVtK5NLfsquyqn8WSzqZpijZ5ZiWcCqt5iPb0ILFYWX74H43C2BiIEG72Rn240nS87W1IXR37v/LPKz5XYWwMk8sR6fSPsAJo3baV4uQkqV/e5HYomHweMzlJSHusAsWG5g1VKQUG2Rx0Lk7oOIGL1l/Etx77VllsB0anvG8OeiRndJ/B2sa1nikHpnNpzzSugwqreZFwmNiG9WSrMBlYGBsj3NyMhP3ziWUlRDo6aHvTm0j9/OdMP/HEis5VslrwUcYKIH766cT6+hi7zn1PK90TGEx6m3vZP7W/bCWr+QjyOpv5+KtT/4rJ3CT/8ch/rPhcfnBdP5KQhNhy7Bbu3Xsvu9O73Q6HTDbjGXNQUGG1ILHe3uqUAgO8zmY+2v/izYSamhj90pdXdJ68T8xBj0REaN22lan772dmZ3UXfh9JwRZWoabayJjWCk4De6XLgUFdwLwQx646lldufCXfe+J7pam+5TI6NeqbxvXZXHrspYQkxA07bnA7FDK5jGfMQUGF1YLEevvI7t5d8d1utSiswi0ttL/lLWRuu42pBx9c9nn8KqwAWi69FMJhxq9zt4m9mEoBqN1CwHAsF/pTlRXutVYKdHjnKe8kX8zztYeXbx+TK+Q4OH3QdxkrgO6Gbl645oXcuONG1xczp7NaCvQNsb4+yOXI7dlT0evkxw7VnLACaHvTGwm3tzPypS8t+xz5UVtYdXaUK6yqEenspPElL2HshhspTk66FkchbWestHk9UKxrWkdIQhXfGXho+hBQW6VAgHXN69iyeQvXPnUtQ5nl2cfsn9oP+MMcdC62HLuFfZP7uH3P7a7Gkc6mPWO1ACqsFiTW2wvATIXLgbWYsQIINTTQ8ba3MnnX3UzcffeyzpEfGSHc0kKozhtjtkul/S/eTOHAAfZ++jOuxVDMWB4w2rweLGLhGGsa1lSlFBiSkKd6XKrF205+GyFC/NuD/7as949M+csc9EjOX3c+fS19fPruT3Ngyr01XZmc9lj5hlhfL0DFG9gLY8FdwHw0Wl//eiLd3Yxe88VlOZHnfOS6PheJM86g4x1vZ/y66xi/8UZXYiikLWGlzevBo7elt+KTgeMz47TEWghJ7f046W7o5vV/8np+svMn7BzbueT3l8xBPb6AeT6i4SifP/fzpLIpPnznhymaYtVjKBQLTOQmVFj5hciqVYRbWytqElrMZjGTk4RXtVbsGl4mVFdHxzvfwdRDD5H59a+X/P78iL88rOai453vJHHGGQx/8u+Y2bn0m/NKKTqlQBVWgaO32fKyquQPvKDvCTwabznpLdSH6/mXB/9lye8trbPxaSkQrP2BHzjrA/w2+duyTEkulYm85QWopUAfUenJwFoyB52P1i1biK5fz+iXvowpLu0HgN/MQedCIhHW/NMXCNXVMXTleyhOV9fNuJC2m9cbvXNjUspDb3MvU/mpFU+uLUQtrLNZiLb6Nt54/Bu5efBmHj/w+JLeu39qPxGJsKp+VYWiqw6v2fwaXtb7Mv759//MA/seqOq1nQXMmrHyEbG+vopmrGppnc18SDRK57vexcwTT5D+5S8X/T5TLAZCWAFEu7pY84+fZeaPf2TfP3y2qtcupjNIPI5Eo1W9rlJ5nMnASpYDa2EB89G4/ITLaY4185Xff2VJ7xuZHKEj0eH7MqqI8PEXfJw1jWu46o6rymKculgcnzadCvQRsd5e8qOjFDKVWT2iwsqi+ZWvoG7zZka//JVF21sUDh2CfN5XC5gXovHcc2n/y7cw9oMfkPr5z6t23WImrdmqgLKheQMAg+OVa2Cv9VIgWPvz3nzim/nN0G94cOTBRb/Prx5Wc9EYa+QLL/kCB6cP8tH/+eiyemaXg2asfEipgb1C5UAVVhYSCtF5xbvJDgwwfuOPF/UeP3tYzUfnFVcQP/VUhv/2Y2QHK7/nDSy7hVCNrFOqNboSXcQj8YpmrGq9FOjwv/7kf9Fe386XHvjSokXFyOSIbycC5+L49uN57xnv5fY9t/Ofj/1nVa6ZyVkZKzUI9RF1zjLmCpUDVVgdpvHCC6k/6SRGv/Ql8geOPrrrCKtogISVRKOsvfqfIBJh6D1/QzGbrfg1i6mUZqwCiojQ29xbMZPQ6fw004VpWutbK3J+P5GIJnjryW/lvn338cuBxbU0jE6N+rpxfS7+15/8Ly5cfyFfvP+LPDz6cMWv52SsfFUKFJF1InKbiDwuIo+KyBX286eIyF0i8gcR+YmINM96z4dEZIeIPCkil1TyN1BpouvXg4hmrKqAiND9iY9TGB9n6Mr3YHK5BY/PORmrzmDdmKJr1rDmH/6e6cceY+Rzn6/49QqZjE4EBpgNzRsqVgqsxT2BC/G6417HKZ2n8PHffpwnDz654LEzhRnGZ8YDlbEC6z7+yRd+kq6GLt5/+/tLzvyVoiSsfDYVmAfea4x5LvB84K9E5Hjg34EPGmNOAq4H3g9gv/Z64ATgZcC/iohvtwuH6uqIrl1b0YyV1NcTqq+vyPn9RvyEE+j51N8x+bvfse8ooqJUCuzwn+v60Wi64ALaLv8/HPrOd0ht317RaxXTaTUHDTC9Lb0kJ5JkC+XPftbqOpv5iIajXHPeNTRGG7nitisWFBWOh1XQMlZgCe3Pnfs5RiZH+MRvP1HRfqtSKdBPPVbGmGFjzAP24zTwOLAWeA5wh33YdmCb/fhS4PvGmBljTD+wAzir3IFXk1hfHzMDlRNWmq16Ji2vfrUlKr79bcZuuGHe4/Ijo4Tb2pBYrHrBVZHV730v9SeeyPBHPkp2z/JWZiyGQiZNWBcwB5be5l6Kpsiu1K6yn7sWFzAfjc5EJ1efdzX7Jvdx1R1XzbtHb3TK3+agR+PkzpO58nlXcsuuW/jeE9+r2HUy2Qx14TpiYe/8HFhSj5WI9AKnAfcAjwCvtl96LbDOfrwW2D3rbXvs53yL5WU1WBHVXRgbI7zK3x4mlWD1+99P4uyz2fuxjzP1h0fmPCYoVgvzIbEYa6+5GopFhv7mbzAV6rcqpjRjFWR6m3sBKrLaRoXV3Jy6+lQ+cvZH+G3yt3zp93PvQi1lrAJWCpzNm45/E+cecy5fuO8LPHbgsYpcI5VNeaoMCEsQViLSCFwLXGmMSQF/gVUWvB9oApy7vszx9mcpEhF5m4jcJyL3jY6OLj3yKhLr68VMTpZKT+XEylhpf8KRSCTC2muuJtzRzp53vWvOZvb8yEhgrBbmI7ZuHT2f/jTTDz/MyDVfLPv5TTaLmZnRdTYBxrFcqEQDu5YC5+c1x72G1x73Wr75yDf5Zf+zm9lLGauA2C3MRUhCfOZFn6Gtvo333f6+kudUOfHankBYpLASkSiWqPquMeY6AGPME8aYi40xzwO+BzxtH76Hw9krgGOA5JHnNMZ8zRhzhjHmjE6PNx/X2cuYK9FnpaXA+Ym0tXHMV75C4dAhhq648lnN7Hmf7wlcLM0vu4TWN7yeg9/8JjM7y/tvsJCx19k0euvGpJSPxlgjHfEOBsYHyn5uzVgtzIfO+hCndp7Kx377sWc1s49MjhANRQPf+N9a38rnzv0ce9J7+Oaj3yz7+TNZHworERHgG8DjxpirZz2/2v41BHwU+Kr90o+B14tInYj0AZuBe8sdeDWJOZYLFZgMVGG1MPETTqDn059i8r772PePnys9bwoF8vv3B8pqYSE63/lOCIcZv+7asp636CxgbvbWjUkpL87OwHIzNjNGIpIgGlbX/rmIhqNcfd7VNEWbuOK2K57hSD46OcrqxGqsH7HB5vSu03nh2hdy444b5+05Wy7pXNqXpcAXAW8CLhCRB+2vVwBvEJE/Ak9gZaS+CWCMeRT4IfAY8Evgr4wx5f2TrDKRri4kHi97xsoUixTGx1VYHYWWP/1T2i6/nEPf+Q5j110PYJUGi8WayFiBZSnR+JKXMHbDjUe1oVgKhZQlrDRjFWx6W3oZSA2UvU9UzUGPTmeik6vPv5qRyRGuuuMq8kVrs8TI1EggJwLnY+uxW9k3uY+7hu8q63nT2bSnPKxgcVOBdxpjxBhzsjHmVPvr58aYLxljjrO/Pmhm/Y81xnzGGLPJGPMcY8wvKvtbqDwSChE/4QTGrr2OyQd+X7bzFtNpSxyosDoqq9//PhLPfz57P/EJpv7wB/IjVn9CrQgrgNbXbKOwfz+Z3/ymbOcsZuyMlTavB5oT209kbGaML//+y2UVV7rOZnGc0nkKHzn7I9w1fBdffuDLgJWxCnLj+pGcv+58VtWt4rqnrivreX1ZClQs1nz+c0Ta29n1l3/JxN33lOWcag66eJxm9khHB3v++l1MP25NmATNHHQhGs85h3BHB2M/Kl85sGCXAtUgNNhs2byF1x33Ov79D//OP/7uH8smrnQB8+LZdtw2/uw5f8Y3H/0mv+j/hSWsaihjFQ1HeeXGV3Lb7ts4OH2wbOfN5DK+LAUqQLSnhw3f+TaxtWvY/X//b1myBiqslkZk1SqO+eevUBgfZ99n/t56roYyVhKN0nrZpWRuv73kOr9SimltXq8FQhLio8//KG86/k189/Hv8sm7PknRFFd8Xi0FLo0PnPkBTl99Oh/7n4+RzqVrKmMFsHXzVvLFPD99+qdlOV+umGMqP6UZKz8T6exk/X/+J7FNG9n9zr8ifcstKzqfCqulU3/88fR86lOY6WkQIdLe7nZIVaVl6zYoFEj9eHGLqo9GqRQY0Ob1+VZy2a+9y1679aiIfG7W84FZyTUbEeH9Z7yft570Vq596lo+cudHSv0+y0VLgUsjGo7yT+f9E811liFvUM1B52Pzqs2c1HES1++4vixZ04nsBOAt13VQYbVkIqtWseH/+/+IH388e664kvGf/WzZ51JhtTxa/vRVdLzznTS84AVIJOJ2OFWlbmMf8dNPZ+xH15blxlRqXm9oWPG5PMqcK7lE5HysLREnG2NOAL4AwVvJdSQiwrtPfzfvPu3d/HTnT7nqjqvIFZY3DFEoFkjNpHQB8xLpiHfwxfO+yIbmDZzQfoLb4VSdy469jB1jO3hk/9zGz0vBi3sCQYXVsgg3N7PuG98gcfrpJN/3fsauXV4zngqr5dP57nex/j++4XYYrtC6bRvZgQGmHnhgxecqZtKEGhqQcGC0wzNYYCXXO4DPGmNm7Nec2mrgVnLNxVtPfitXnXkV2we3c+Wvr2SmMLPkc6SzaQxGS4HL4KTOk/jplp+yqXWT26FUnZf3vZz6cD3X7Vh5E3s6Zwsrv00FKnMTbmxg3df+Hw0vfCHDH/kIB7/73SWfIz82BqGQNg4rS6L5ZZcQSiTK0sReSGdq5t/fESu5jgPOEZF7ROR2ETnTPmzRK7n8tD1iLt50/Jv42+f/Lb/Z8xv++ta/ZjI3uaT3O+agWgpUlkJTrImLey/mF/2/WPK/uSNxnNybY97adarCagWE4nGO+bd/pfHCC9n3qU9z4Bv/saT3F8bGCLe0ICH9a1AWT6ihgeZXvoLUL39JITOxonMV0+maWGczx0quCLAKqzz4fuCHthnyolZygb+2R8zH657zOj794k9z7957ecct71jSyhF1XVeWy5ZjtzCRm+CWXSvrUy5lrLQUGCxCsRjHfPEaml/xckY+/3lG/+VfFt37oq7rynJp2boVMzVF6hc/X9F5Cul04DNWc63kwspEXWcs7gWKQAeLXMkVJF696dV87tzP8fDow7z15reW9v8dDd0TqCyX53U9j/VN61fsaVXqsdJSYPCQaJQ1n/88LVu2sP8r/8z+f/nXRb1PhZWyXOKnnkps0ybGV1gOLKbThAJsDjrfSi7gBuAC+5jjgBiwnwCu5FoMl/RewjXnX8OTh57kLTe9hYnc0TOhWgpUlouIsGXzFu7fd/+KVi05GdamqLc+HKqwKhMSDtPzmU/Tctll7P/nf16Uz1XhkAorZXmICK3btjH10EPM7Nix7PMUMmnCwfawmm8l138AG0XkEeD7wOV29ipwK7kWy3nrzuPLF3yZp8ae4lN3f+qomXctBSor4dWbXk1IQlz/1PXLPodTCmyIeWuqWYVVGZFQiO5PfJy6444jedUHyO1b2MRRM1bKSmi59NUQiSx7KhUsg9BQQD2sYMGVXFljzBuNMScaY043xvxq1nsCtZJrKbx47Yt5+ylv52c7f8YNO25Y8NixmTEiEvFcf4viD1YnVnPO2nP48dM/XrafWiabIR6JEw15awm4CqsyE6qvZ+0Xr6E4PU3yfe/D5Of/B6PCSlkJkfZ2ms4/j/Ebb8Rks0t+vzGGQjrwGStlibztpLdxdvfZ/P09f8+OQ/NnQ8dmxmiua8aqtirK0tly7BZGp0b5n6H/Wdb709m058qAoMKqItRt3Ej3xz/G5O9+x/5//bc5jylOT2Omp1VYKSuiZds2CgcPkv71r5f8XjMzA7lc4JvXlaURDoX57LmfJRFN8L7b3zfvSLyus1FWyrnrzqWtvm3ZTeyZXMZzjeugwqpitF52mdXM/m//xsRddz3rdTUHVcpB44tfTGT1asaXUQ4s2guYwwFuXleWR0e8g8+e81l2ju/ks/d+ds5jdAGzslKioSiv3vRq7thzB/un9i/5/elsWoVVrdH9tx8ltnEjQ++/ivz+Z/6jUWGllAOJRGjZsoXMb35Dbt++Jb234CxgbvKWuZ7iDV6w5gX85Ul/yfU7rucnT//kWa/rnkClHGw5dgt5s7zFzJlsxnN7AkGFVUUJJRKsveZqiuk0yauuwhQODxepsFLKRevWLVAsMn79DUt6XzGdAjRjpczPO099J6evPp1P3f0p+sf7n/Ha+LSWApWVs7F1I6d0nsJ1O65b8v7TdE57rGqS+uOOo+ujH2Hit3dx4OtfLz2vwkopF7ENG0iceSZj112HKRYX/b7DGSvv3ZgUbxAJRfjHc/+RunAd77v9fUznpwFr8EFLgUq52Lp5K/3j/Tw0+tCS3qelwBqm9TWvoflVr2L0y19h8ne/A2YJq1Wt7gWmBIbW12wjt2sXk/fdt+j3FDNWj1Wo0Xs3JsU7dDd085kXf4Y/Hvojn//d5wGYyk+RLWZprW91NzglEFzSewnxSJzrdyzN0yqTzWjGqlYREbo/8Qli69Yx9N73kT94sCSsIpqxUspA08UXE2psZPzaxTuxF0rN6967MSne4txjzuXNJ7yZH/7xh/xy4Je6zkYpKw3RBi7pvYRf9v9y0YuZs4Us2WJWe6xqmXBjA2u/eA2FsTGSH/wghUOHCCUSSCzmdmhKAAjF4zS/8pWkbrq5JJiORlGb15Ul8K7T38XJnSfzid9+gj/s/wOg62yU8rF181Ym85PcNHDToo736p5AUGFVVeqf+1xWf/ADTNzxG8auu177q5Sy0vqabZjpaVI/+9miji+kUxAKEWpIVDgyJQhEQ1E+f+7nCUmIT/z2E4BmrJTycWrnqfQ29y7a06okrDzo/K/CqsqsesMbaLrkEorptAorpazUn3gidccdt+gVN8V0hlBjozpnK4tmTeMaPvWiT5V2tKmwUsqFiLB181YeHH2QneM7j3p8JmcvYNZSoCIi9Hz6U0TXrSO6dq3b4SgBQkRofc1rmP7DHxj/ybN9h46kmE4T1sZ1ZYlcuP5C3vjcNxIJReiId7gdjhIg/nTTn1qZ0d99nkJx4d3nmrFSnkG4qYm+666l5x/+we1QlICx6g2vJ3HGGQx/9G+ZfuyxBY8tZDKEmrW/Slk6V515Fb/c+kvtsVLKSke8gw+c+QHuHLqTf3nwXxY8VjNWyrMINzURbmxwOwwlYEg0ytovfZHwqlXs+et3kT90aN5ji6mUZqyUZSEidDV0uR2GEkBe95zXsXXzVr7+h69zy+At8x7nZKxUWCmKUnEi7e0c85WvkN+/n6H3/A0mn5/zuEImo+agiqJ4ChHhI2d/hJM7TubDd36YHYd2zHmcTgUqilJV4iedSPcnP8nk3Xcz8vkvzHlMMZ0mpOtsFEXxGLFwjKvPu5qGaANX3HZFyTdtNk4psCHivcqPCitFCSitWy5j1RvfyMFvfYvxH//4Wa8X02nC6mGlKIoH6Wro4urzriY5keSDv/ngs5rZM9kMjdFGwqGwSxHOjworRQkwXR+4isSZZzL8tx9j6tFHS88bY+xSoGasFEXxJqetPo0PnfWhOZvZU9mUJ8uAoMJKUQKNRKOs/eI1hNva2POud5E/eBAAMzkJhYKus1EUxdO89rjXsm3zNr7+h6+zfXB76XknY+VFVFgpSsCJtLdzzJe/TGH/AauZPZejkLHX2TSqsFIUxbuICB8++8Oc3HkyH7nzIzx16CnA6rHy4kQgqLBSlJogftKJdP/dJ5m85x72ff7zFJ0FzM3evDEpiqI4xMIxrjnvmmc0s6ezac8Kq4jbASiKUh1aL7uM6Ucf49B/fhuTzQKasVIUxR+sTqzmmvOu4c03vZkP3PEBUtkUfS19boc1J5qxUpQaouuq95M480zGvv8DAMLavK4oik84dfWpfOisD/E/yf9hKDPk2YyVCitFqSGcZvZITw+AGoQqiuIrXvec17Ft8zbAm3sCQUuBilJzRNrbWfdv/8rB73yH2Pr1boejKIqyJD589oeJhWNcuP5Ct0OZExVWilKD1P/Jn7Dm0592OwxFUZQlEwvH+PDZH3Y7jHnRUqCiKIqiKEqZUGGlKIqiKIpSJo4qrERknYjcJiKPi8ijInKF/fypInK3iDwoIveJyFn2870iMmU//6CIfLXSvwlFURRFURQvsJgeqzzwXmPMAyLSBNwvItuBzwGfNMb8QkReYX9/nv2ep40xp1YiYEVRFEVRFK9yVGFljBkGhu3HaRF5HFgLGKDZPqwFSFYqSEVRFEVRFD+wpKlAEekFTgPuAa4EbhKRL2CVFF8469A+Efk9kAI+aoz5TVmiVRRFURRF8TCLbl4XkUbgWuBKY0wKeAfwHmPMOuA9wDfsQ4eB9caY04C/Af5LRJrnON/b7N6s+0ZHR1f6+1AURVEURXGdRQkrEYliiarvGmOus5++HHAe/zdwFoAxZsYYc8B+fD/wNHDckec0xnzNGHOGMeaMzs7Olf0uFEVRFEVRPMBipgIFKxv1uDHm6lkvJYGX2I8vAJ6yj+8UkbD9eCOwGdhZzqAVRVEURVG8yGJ6rF4EvAn4g4g8aD/3YeCtwJdEJAJMA2+zXzsX+DsRyQMF4O3GmINljVpRFEVRFMWDLGYq8E5A5nn5eXMcfy1W2VBRFEVRFKWmUOd1RVEURVGUMqHCSlEURVEUpUyIMcbtGBCRUWAQ6AD2uxyOF2IAb8ShMRzGC3F4IQYoXxwbjDGBGAm272ETBOvvR2MoD16IwwsxgDfiqPj9yxPCykFE7jPGnFHrMXglDo3BW3F4IQYvxeE1vPLn4oU4NAZvxeGFGLwSRzVi0FKgoiiKoihKmVBhpSiKoiiKUia8Jqy+5nYAeCMG8EYcGsNhvBCHF2IA78ThNbzy5+KFODSGw3ghDi/EAN6Io+IxeKrHSlEURVEUxc94LWOlKIqiKIriW1wTViJyhYg8IiKPisiV9nNtIrJdRJ6yf11Vgev+h4iMiMgjs56b97oi8iER2SEiT4rIJRWM4bX2n0VRRM444viyx7BAHJ8XkSdE5GERuV5EWisZxzwxfMq+/oMicrOIrKl2DLNee5+IGBHpqGQM88UhIp8QkSH7z+JBEXlFJeOY789CRN5lX+dREflcJWPwA7V8/1ogjqrew/T+tXAcs16ryj3MC/ev+eKwn6/ePcwYU/Uv4ETgESCBtVbnFqxlzZ8DPmgf80HgHytw7XOB04FHZj0353WB44GHgDqgD3gaCFcohucCzwF+DZwx6/mKxLBAHBcDEfvxP7r0Z9E86/G7ga9WOwb7+XXATdgeay79fXwCeN8cx1bz7+N8+/9onf396kr/WXj5q9bvXwvEUdV7mN6/Fo7Dfr5q9zAv3L8WiKOq9zC3MlbPBe42xkwaY/LA7cAW4FLgW/Yx3wIuK/eFjTF3AEcuhZ7vupcC3zfGzBhj+oEdwFmViMEY87gx5sk5Dq9IDAvEcbP9dwJwN3BMJeOYJ4bUrG8bAKcRsGox2FwDXDXr+hWL4ShxzEU1/yzeAXzWGDNjHzNSyRh8QE3fv+aLo9r3ML1/LRyHTdXuYV64fy0QR1XvYW4Jq0eAc0WkXUQSwCuwlHWXMWYYwP51dZXime+6a4Hds47bYz9XTdyM4S+AX7gRh4h8RkR2A/8b+Fi1YxCRVwNDxpiHjnjJjb+Pv7ZLC/8xq8xTzTiOA84RkXtE5HYROdOFGLyE3r+Whltx1Oz9y47BK/cwt+9fUOV7mCvCyhjzOFaadjvwS6xUXH7BN7mDzPFctccoXYlBRD6C9XfyXTfiMMZ8xBizzr7+X1czBvuH5Uc4fEN8xsvViGEW/wZsAk4FhoF/ciGOCLAKeD7wfuCHIiJVjsEz6P1ryVQ9jlq+f4Gn7mFeuH9Ble9hrjWvG2O+YYw53RhzLlba7ilgn4j0ANi/jix0jjIy33X3YH0SdTgGSFYpJoeqxyAilwOvAv63sQvRbsRh81/AtirHsAmr3v6QiAzY13lARLqrGAMAxph9xpiCMaYIfJ3DaepqxrEHuM5Y3AsUsfZteeH/hyvo/WtJVDUOvX8BHrmHeeT+5VyvavcwN6cCV9u/rge2At8Dfgxcbh9yOXBjlcKZ77o/Bl4vInUi0ofVoHpvlWKaHVvVYhCRlwEfAF5tjJl0Iw4R2Tzr21cDT1QzBmPMH4wxq40xvcaYXqz/fKcbY/ZWKwYH5wemzRasMhRVjuMG4AI7nuOAGNYSUy/8/3AFvX8tOb5q3Ttq/v4F3rmHeeT+BdW+hy23632lX8BvgMew0ugX2s+1A7diffq7FWirwHW/h5WSzGH9Y3vLQtfFSqc+DTwJvLyCMWyxH88A+4CbKhnDAnHswKo5P2h/fdWFP4trsf4DPgz8BFhb7RiOeH0Ae6LGhb+PbwN/sP8sfgz0uPD3EQO+Y/+dPABcUOk/C69/1fL9a4E4qnoP0/vXwnEc8XrF72FeuH8tEEdV72HqvK4oiqIoilIm1HldURRFURSlTKiwUhRFURRFKRMqrBRFURRFUcqECitFURRFUZQyocJKURRFURSlTKiwUhRFURRFKRMqrBRFURRFUcqECitFURRFUZQy8f8DbIc/NDHjzFwAAAAASUVORK5CYII=", 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", 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", 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", 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", 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", 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ExtgosRERKYSGDWHevGAW1K+/Qtu2iUso2raFSZP+erx69WDcTSpauXIl11xzDXfffTe1a9fmxRdfTHZIZVuEEpvoRCoikmRm0Lo19OiR2FaSO+4Iur1yDinZdddgRlaEft8U2rvvvkuLFi0YN24cn332WbLDkYhJwf8lRERSS4sW8MkncOqpQcvRUUcFs7H69El2ZLG1fft2brjhBrp06ULNmjX57LPP6NGjR7LDkuyuKI2xERGRWGnePBjnk8qGDx/OnXfeyYABAxg1ahRVqlRJdkiSLUJNg3FLbMysEjAd2CW8z8vu/k8zOxO4GTgQaOfuM8PzGwMLgcVhEZ+6+6B4xSciIqXD1q1bqVSpEldeeSVt27alZ8+eyQ5JctLg4f/JAI51941mVgH40MzeAeYDpwOP5HHNt+7eMo4xiYhIKbF582aGDh3KV199RXp6OnXr1lVSU1pFKLGJW6Qe2Bh+rBC+3N0XuvviAi4VEZEU991339G2bVsef/xxjj76aNw92SFJiojrGBszSwNmAfsBD7r7zoa3NzGzL4H1wHB3/yCe8YmISGK5O6NHj2bo0KHstttuTJo0iS5duiQ7LNmZCLXYWCKyZDOrCbwG/MPd54fH0oGrcoyx2QWo6u6/mVlr4HXgYHdfn6usgcBAgHr16rUeN25cTGPduHEjVcvA7nKqZ2pRPVNHqtdx69atXHjhhdSrV4/hw4dTK8W3Ro/H8+zcufMsd28T00IL0Gb33X1m9+7Fvt6efz6h8SZkVpS7rw0Tme4EY2zyOieDYFwO7j7LzL4FmgIzc533KPAoQJs2bbxTp04xjTU9PZ1Yl1kaqZ6pRfVMHalaxxkzZtC8eXMqV67M559/zsKFCzn22GOTHVbcpczzjFCLTdwiNbM6YUsNZlYZOA5YtJPz08L3+wD7A9/FKz4REYm/zMxMRo4cyRFHHMG//vUvABo0aEC5CP2ilGiJZ4tNA+DpMFkpB7zo7m+Z2WnA/UAd4G0zm+3u3YCOwC1mtgPIBAa5++9xjE9EROLol19+oU+fPqSnp3POOedw9dVXJzskKQ5N9w64+1ygVR7HXyMYb5P7+CvAK/GKR0REEmfatGmceeaZbNmyhSeffJJ+/fphOfeEkGhRYiMiImVZw4YNOfDAA3n88cc54IADkh2OlFSEEpvoRCoiIqXa4sWLGT58OO5O06ZNmT59upKaVBCxvaKU2IiISIm4O08//TStW7fm4Ycf5qeffgJQ15MkhRIbEREptg0bNtC3b1/69+9P69atmTNnDnvvvXeyw5JYi1CLjcbYiIikiA0b4KOPYOlSSEuDpk2hXTuoUCE+93N3unbtyowZMxgxYgTDhg0jLS0tPjeT5NGsKBGR2Pvtt+AX96JF0KxZsqMpfTIy4NVXgz/dITMTFi6E33+Hk06K7b2ysrIAKFeuHCNGjKBy5cocffTRsb2JlC4RSmyiE6mIlEnuMGwYNGoE334Lhx0GRxwRJDryh0WLYPv24OeVLTMTVq6E1atjd5+VK1fSo0cP7rzzTgC6du2qpKYsiFBXlBIbESnVxo+HUaNg69bgF/WWLTBrFpx9drIjK11WrQp+PrmZBa02sTB16lRatGjBtGnTUn6PJ4kuJTYiUqrdcw9s2vTnY9u3w/TpsGJFcmIqjXbfPRhXk5s71KhRsrK3b9/O9ddfT9euXalVqxaff/45F198cckKlejQdG8RkdjJr8upfHlYuzahoZRqzZr9NbEpVw5q1YK6dUtW9ty5c7nrrru48MILmTlzJs2bNy9ZgRI9SmxERGKjR4+8Z/VUrgz77Zf4eEqrypXh1FOhQYM//oG9777Bz6+4y8nMnTsXgNatWzN//nweffRRdt1119gFLdEQsRYbzYoSkVJt2DB46aU/WmfKlYNKlWD06Ly7XsqyWrXg5JMhKyv4XVTchGbz5s0MHTqUxx57jPfff5+OHTvSTFPRJCKU2IhIqVa/PsyfD/ffD1WrQu/ecMUV0Lp1siMrvUryj+R58+bRq1cvFi1axHXXXccRRxwRu8AkuiI03VuJjYiUerVrw4gRkJ4OGrMaP4899hj/+Mc/qFWrFpMnT+a4445LdkhSWiixERGRqMnMzKRz5848/fTT1C3piGNJHRFbeTg6kYqISMx9+OGHvPbaawBcfPHFvP3220pq5K8iNHhYiY2ISBmUmZnJrbfeyjHHHMMtt9xCVlYWZka5CP3LXCQv6ooSESljfvnlF/r06UN6ejrnnHMODz/8sBIayV/EuqKU2IiIlCErVqygRYsWbNmyhSeffJJ+/fphxZ0XnmyzZ8MrrwTLK59xBrRqleyIUpcSGxERKU3cHTOjXr16XH311Zx66qkccMAByQ6r+G67Df7972A7cwgWNrrkErj55qSGlbIilNhEJ1IRESmWxYsX06FDB7788ksArr322mgnNUuWwL33BjuiZmUFry1b4IEH4Kuvkh1d6onYysNKbEREUpS789RTT9G6dWuWLFnCb/ltvBU1b78dJDO5bd8efCdlmhIbEZFSYuNG2LHjr7uZF8f69evp06cP559/Pm3btmXOnDmps+BehQp5twSUK5f3xmJScmqxERGRwsrMhC++gM8/h61bYcaMYFxsZmbxyxw9ejTjx4/n1ltvZerUqTRs2DBm8SbdaaflfbxcOTj99MTGUhaoK0pERIpiyRJYty7oXXEP/lyzBr79tmjlZGVl8eOPPwJw+eWX89lnnzF8+HDSUm230D32gP/8J9gNddddg1elSsG4m732SnZ0qSlCiY1mRYmIJJE7LF/+1yEjWVmwbBk0bVq4clauXEm/fv2YO3cuX331FTVq1KB1Ku8Ueu650KULvPNO8EM8/nioVy/ZUUkpoMRGRCTJ8hoHW9Dx3KZOnUrfvn1Zs2YN9913H9WrV49dcKVZ3brQr1+yoygbNN1bREQKwwxq1Mj7u5o1C752x44dXHfddXTt2pVatWrx+eefM2jQoOguuCelk8bYiIhIUTRrBmlpwe8PCH4XlC8PO1tqply5csydO5cLL7yQmTNn0rx58/gHK2VThBIbdUWJiCRZ1apwxBGwdCl8/TXsvTc0bAi77JL3+S+++CLt27dnr7324vXXX6dixYqJDVjKlojtFRWdSEVEUtguu8C++0LlyrDPPnknNZs2beLCCy+kV69e3HXXXQBKakRyUYuNiEgEzJ07l169erF48WKuv/56RowYkeyQpCyJUIuNEhsRkVJu6tSpnHjiidSqVYvJkyenzgrCEh1xTGzMbE/gGaA+kAU86u6jiltedFIwEZEy6vDDD6dfv36ptS2CREf8Z0XtAK509wOB9sAQMzuouOHGLbExs0pmNsPM5pjZAjMbER4/M/ycZWZtcl1zvZl9Y2aLzaxbvGITESntPvjgA3r06MGWLVuoVq0ajzzyCHXr1k12WFJWxTGxcffl7v5F+H4DsBAo9h4g8WyxyQCOdfcWQEugu5m1B+YDpwPTc54cZme9gYOB7sBDZpZi64CLSKrIyoJffgn2eFqwADZsiE25mZmZ3HLLLXTq1Imvv/6aZcuWxaZgkeSpbWYzc7wG5neimTUGWgGfFfdmcRtj4+4ObAw/Vghf7u4LgbwWkDoFGOfuGcD3ZvYN0A74JF4xiogUR2YmfPxxkMxkb1T5ww/QsmUwTbu4li5dypVXXsmcOXPo06cPDz30ENWqVYtFyCLFV/Lp3qvdvc3OTjKzqsArwFB3X1/cm8V18HDY4jIL2A940N0LysAaAp/m+LyUPJqiwkxvIEC9evVIT0+PWbwAGzdujHmZpZHqmVpUz8Tatg22bPnzsawsmDUr2NCyuK6++moWL17MddddR7du3Zg1a1bJAi3FSsuzjLeUqWecZ0WZWQWCpGasu79akrLimti4eybQ0sxqAq+Z2SHuPj+f0/NaA9zzKPNR4FGANm3aeKdOnWIUbSA9PZ1Yl1kaqZ6pRfVMrI8+goyMvx4vXx4OOQRq1y58WRkZGWzbto1q1arxwgsv8Mknn9C3b9/YBVtKlZZnGW8pU8/4zooyYAyw0N3vLWl5CZkV5e5rgXSCsTP5WQrsmeNzI0CdyyJS6pTP55+E7vl/l5fFixfTvn17LrroIgD2228/9txzz51cJZJyjgT6Asea2ezwdUJxC4vnrKg6YUsNZlYZOA5YVMAlbwC9zWwXM2sC7A/MiFd8IiLF1bhxsLdTbhUq5L+hZU7uzlNPPUXr1q35+eef6dOnT8xjFImZOE/3dvcP3d3c/VB3bxm+JhQ33Hi22DQAppnZXOBzYIq7v2Vmp5nZUuAI4G0zmwTg7guAF4GvgInAkLArS0SkVKlbN0huypULEpzy5aFiRTj88D82sszP+vXr6dOnD+effz5t27Zlzpw5nHjiiQmJW6TYUmkTzHCtmaOBPYAtBNO1p7r77wVd5+5zCaZs5T7+GvBaPtfcBty287BFRBLHHX79FVasCAYJ77Yb7L8/NGkCv/0WJDW1axfu7/ANGzbw7rvvMnLkSK677jrS8mr6ESlNUmUTTDPrb2ZfANcDlYHFwErgKGCKmT1tZnslJkyRxJk7Fzp2DP4VXr06XHll3gNFpez45hv46adgJlRGRpDkzJsXJDSNGgUtOAX9vZ+VlcW4cePIysqiYcOGLFmyhGHDhimpkehIkRabKsCR7r4lry/NrCXBOJif4hCXSFL89BMcddQfi61t2AAPPQTffw+vlmgCokTVli1Bq4znmKPpDtu3w6pVUL9+wdevWLGCfv36MWnSJCpUqMAZZ5yhtWlE4ijfxMbdHyzoQnefHfNoRJJs1CjYuvXPx7ZuhYkTg+SmSZPkxCXJs2lT0BLvuRafyMqCdesKTmymTJlC3759WbduHQ8//DCnn356fIMViYeIdUUVZoxNJWAAwVYHlbKPu/sFcYxLJClmzQr+JZ5bxYqwaJESm7KoYsW8j5tBpUp5fwdwzz33cNVVV3HQQQcxdepUDjnkkPgEKJIIEUpsChPpswRbiXcD3idYXyZGu6KIlC6HHRZM2c0tIwOaNUt8PJJ81arlndyYQb16+V93+OGHc/HFF/P5558rqZHoi9AYm8LccT93vxHY5O5PAz2A5vENSyQ+3n03mJJbowa0bg3vvPPn74cO/eu/witVgu7d1VpTVpnBwQcHCU52i3zFikGim/u/lfHjxzNixAgAjjrqKEaPHs2uu+6ahKhFYijO69jEWmHumN0wv9bMDgFqAI3jFpFInEycCCedBDNmwPr1wa7MPXv+eVDwXnvBBx/A0UcH/z9WqwaDB8O4ccmLW5KvYsVgq4TWraFFi6BlL+dCfJs2bWLAgAH07t2byZMns23btuQFK1LGFWbx70fNrBZwI8HqwFXD9yKRctVVf924cPPm4HjOMZ0tWsD06YmNTaKhQoW/dlXOnTuXXr16sXjxYm644QZuvvlmKuTVnykSZREaY1NgYmNmpwI1gXbuPgnYJwExicTF4sV5H//++2CGS4T+v5VSYv369RxzzDFUqlSJKVOm8Le//S3ZIYnEXqrMijKzhwhmQn0M3Gpm7dz91oRFJhJjDRrAzz//9XhhV4wVybZp0yaqVKlC9erVGTt2LG3atKFu3brJDkskfiL0l2RBkXYEjnX364FOwKmJCEgkXm66CXKP46xSBYYPT048Ek0ffPABzZo14/nnnwfghBNOUFIjUooUlNhsy96E0t03AzvZ2k2kdBswAP71L6hVKxgMWqMG3HgjXHppsiOTKMjMzGTEiBF06tSJSpUqccABByQ7JJHEidCsqILG2DQLd+aGIKnZN/xsgLv7oXGPTiSGzOCyy+CSS4IVY2vUCHZmFtmZpUuX0qdPH95//3369u3Lgw8+qG0RpOxIlTE2wIEJi0IkgdLSgt2ZRQrr008/ZdasWTzzzDP07ds32eGIJF4qJDbu/mMiAxERKU22bt3Kp59+SqdOnejZsycdO3bUWBopmyLWYrPTSM3sdDNbYmbrzGy9mW0ws/WJCE5EJBkWLVpE+/bt6d69O8uXLwdQUiMSEYVJwe4ETnb3Gu5e3d2ruXv1eAcmIpJo7s6TTz5J69at+eWXX3jllVdo0KBBssMSSb4UGTycbYW7L4x7JCIiSZSVlcV5553H2LFj6dy5M8899xx77LFHssMSKR0i1BVV0AJ92YvMzzSz8cDrQEb29+7+al7XiYhEUbly5WjSpAkjR47kuuuuI01T5kQCERtjU1CLzUk53m8Guub47IASGxGJtKysLO655x7atWvHMcccw623anF1kTylQmLj7ucnMhARkURasWIF5513HpMnT2bIkCEcc8wxyQ5JRGKgMGNsRERSyuTJk+nbty/r169n9OjRDBw4MNkhiZReKdQVJSIpaONGWLsW9tgjPn9XLV8O48fD11/DLrvAMcfAiSdC+VLyt8306dPp1q0bBx98MO+++y6HHHJIskMSKf0ilNhEJ1IRKZHNm6FPn2A386ZNg93OX3optvdYswZuvx0WLoTMzOCeU6fCmDGxvU9xbN++HYCjjjqK+++/nxkzZiipESmsCE33LvCOZtbMzK41s/+Y2ajwvbZaEImgvn3hlVcgIwO2bIGVK6F/f/joo9jdY9o0CPOH/9m+HebNg9WrY3efoho3bhxNmzblp59+oly5clxyySXsmnurdxFJCfkmNmZ2LTCOYNPLGcDn4fsXzOy6xIQnIrGwYgVMmABbt/75+ObN8H//F7v7fP990FKTW/nyQRdVom3atIkBAwZw9tlna6E9keLKHmMTkRabgnq9BwAHu/uf/v1lZvcCC4Db4xmYiMTOL79AxYp/TWwAvvsudvfZc0/49tu/Jjc7dkC9erG7T2HMmTOH3r17s3jxYm644QZuvvlmKlSokNggRFJFhMbYFJTYZAF7ALk3w2wQficiEdG06V+7iCBoSTn66Njd59hj4cMP/5zYVKgABxwAid5q6b777mPdunVMnTqVY489NrE3F0klKTQraijwrpktAX4Oj+0F7AdcEue4RCSGqlaFG24Iup02bw6OlSsHu+4K118fu/vUrg1XXgnPPw8//hgkTkccAWeeGbt7FOT3339n7dq17LPPPowaNYqMjAzq1KmTmJuLpLJUSGzcfaKZNQXaAQ0JxtcsBT539zx60UWkNBs2DPbZJ5i1tHJlMA175Eho3Di299l77yBZysoK/qFnFtvy8zN9+nTOPfdc6tevz4wZM6heXXv1ipRFBa4s4e5ZZvY9sI1gG4VlSmpEoskMzjkneCVCov6Bl5mZyciRI7nlllvYZ599GD16NJaobEqkrEiFFhszawmMBmoQtNQY0MjM1gKD3f2LRAQoIpKfVatW0bNnT6ZPn07fvn158MEHqVatWrLDEkktKTTG5ingYnf/LOdBM2sPPAm0iGNcIiI7Va1aNdydZ555hr59+yY7HJHUFaHEpqBIq+ROagDc/VOgys4KNrNKZjbDzOaY2QIzGxEe383MppjZkvDPWuHxxma2xcxmh6/Rxa2UlB4ZGcH6JTt2JDsSSRVbt27lpptuYt26dVSqVIn3339fSY2I/E9Bic07Zva2mfUysw7hq5eZvQ1MLETZGcCx7t4CaAl0D1t7rgPedff9gXfDz9m+dfeW4WtQ8aokpUFmJlx9Ney2G+y7L9SpAw89lOyoJOp+/PFHDj/8cG699VbeeustAI2nEYm3VFmgz90vNbPjgVP486yoB919ws4KdncHNoYfK4QvD8vrFB5/GkgHri1e+FJaDR8eJDLZU4u3bAkSndq14ayzilbWd9/Bu+9CjRrBZopaCb/scXeeeOIJLrnkEqpWrcrbb7/NCSeckOywRMqOCHVF7WxW1DvAO8Ut3MzSgFkEa9886O6fmVk9d18elr/czHIu29XEzL4E1gPD3f2D4t5bYmfjRhg7FubOhUMPDWbVFDQ+c/t2uP/+P5KabJs3w4gRhU9s3INk6MEHg/+n0tKCPydOhPbti18fiZ477riD66+/nlatWvHWW2+xxx57JDskkbIlQomNBQ0reXxhVp5gW4VTCVpsHFgG/BcYk3urhQJvYlYTeA34B/Chu9fM8d0ad69lZrsAVd39NzNrDbxOsKXD+lxlDQQGAtSrV6/1uHHjChtGoWzcuJGqVavGtMzSqLD13LYNFi0Kupaysv5oWTzwwGCJ/rxkZsKcOUFikltaGrRsWbgY168PlufPyrXOdfny0KKQQ9f1PKPN3TEzVq1axbvvvsvxxx9PjRo1kh1WXKXqs8xN9Sy+zp07z3L3NjEttABtDj3UZ775ZrGvt8aNExov7p7nC3gBeBhoDzQKX+3DY+Pzu66A8v4JXAUsBhqExxoAi/M5Px1oU1CZrVu39libNm1azMssjQpbz5NOci9Xzj1IU4JXWpp7jx75X5OZ6V6v3p+vyX516lT4GM84I+8yqlVzT08vXBl6ntGUmZnpd9xxh59wwgmemZn5v+OpVs+8lIU6uqueJQHM9CL+Di7Jq3Xz5u4//FDsV6LjLaht6TB3/7u7f+ruS8PXp+7+d6DVzhImM6sTttRgZpWB44BFwBtAv/C0fgQtQNnnp4Xv9wH2B2K4PZ8Ux8SJf20xycyESZPybpGBoEXnrrv+OhZm112DVW8La8uWvI+b5b2Zo6SGX3/9leOPP55rr72WypUrsyW//xBEJHEiNHi4oDuuMbMzzex/55hZOTPrBawpRNkNgGlmNhf4HJji7m8R7AreJdyDqgt/7BLeEZhrZnOAl4FB7v570asksVQ+n1FY5csXvFR+377w4ovQpk0wYPi44yA9HQ4/vPD3PvdcqJLHwgKZmbHduFFKj8mTJ9OiRQumT5/OI488wksvvUSVvP4jEJHESZVZUUBv4A7gITPLTmRqAtPC7wrk7nPJo2XH3X8D/pbH8VeAV3YeshTGzJnBTKJatYINCGvVKl45vXoFGxpu2/bHsYoVC7epYY8ewau4zjoLnnkGPvooGMBcoUKQUD3xhGZGpaKMjAwuuugi6tSpw3vvvcfBBx+c7JBEJFuEBg8XNN37B6AXgJntTjDQeHWC4pJiysqC886D114LkpGKFeGKK+Ctt6BTp6KX9+9/w5dfBoN4MzODwb/77AOjRsU89L8oXx4mTAi6vd56C3bfHfr1C9bFkdTx448/0qBBA3bZZRcmTZrE3nvvTeXKlZMdlojklAqJTU5hK8v/mFkXd58Sn5CkJF55BV5//Y+p1tkr/p5xBvz6a9DqURQ1awaJTXo6fPVVMBuqc+fE7dhcrhwcf3zwktQzbtw4Lr74Yv7xj38wcuRImjVrluyQRCTiCpXY5GEMsFcsA5HYeOop2LTpr8e3b4dPPoGOHYteplmQzHTuXOLwRADYtGkTl156KU888QQdOnTgoosuSnZIIpKfVNkE08zeyO8rYPf4hCMlld9MJbP8vxNJpPnz53PmmWeyePFihg0bxs0330z5/Eapi0jpkAqJDXA00Ic/tkXIZkC7uEUkJdKvH0yf/tdWm3Ll4IgjkhOTSE7uzrZt25g6dSrHHntsssMRkZ1JlRYb4FNgs7u/n/sLM1scv5CkJM48MxhnM2FCsA7MLrsE/02++GL+KwWLxNtvv/3G+PHjGTx4MM2bN2fx4sVqpRGRuChoVlS+wzXdvRgjNSQRypWD8ePh009hypRgd+1evYLdtUWS4f333+fcc89l1apVdOnShf33319JjUjUpEKLjZlZuHRzvgpzjiSeWdDtpK4nSaYdO3Zw6623MnLkSPbdd18++eQT9t9//2SHJSJFlUJdUdPM7BXgv+7+U/ZBM6sIHEWwHcI04Km4RigikXT66afz5ptv0q9fP+6//36qFbQlvIiUbimS2HQHLgBeMLMmwFqgEpAGTAb+7e6z4x2giERTv379OOuss+jTp0+yQxGRkkqFxMbdtwIPEWypUAGoDWxx97UJik1EImTr1q1cddVVNGvWjEsuuYQzzjgj2SGJSBlU2JWHtwPL4xyLiOSyZUswfX/JEmjYMFgksWbNZEf1VwsXLqR3797MnTuX6667LtnhiEgspdAYGxFJojVr4MYbg+Rm27ZgO4wJE2DYMGjcONnRBdydJ554gksvvZRdd92Vt99+mxNOOCHZYYlIrMU5sTGz7sAoguEuj7v77cUtKzopmEgZM348bNjwx87q27fD1q3w2GPJjSunefPmcdFFF9G+fXvmzJmjpEYkFWW32BT3tdPiLQ14EDgeOAg428wOKm64hUpszGxvMzsufF/ZzDS9QSTOZs8OdmvP7ZdfglacZPr1118BOPTQQ3nvvfeYPHkye+yxR3KDEpH4iWNiQ7CbwTfu/p27bwPGAacUO9SdnWBmFwEvA4+EhxoBrxf3hiJSOAXtxJ6Wlrg4csrKyuKOO+6gcePGfPDBBwB06tSJtGQFJCKpoCHwc47PS8NjxVKYMTZDCLKpzwDcfYmZ1S3uDaV4li6F55+H336D7t2hU6egdVBSV+fO8NZbQRdUtrQ0aNEiOdtj/Prrr5x33nlMmTKFM888k+bNmyc+CBFJCqdEv3Bqm9nMHJ8fdfdHc3zOq/BiL/5bmMQmw923Wfhb1MzKl+SGUnRvvhlsi5CVBRkZ8OCDcNxxwZ5Q+ody6jr5ZPjuO1i4MGjNdYe6deHCCxMfy+TJk+nbty/r16/nkUce4aKLLsKUWYuUGXl1ixfBandvU8D3S4E9c3xuBCwr7s0Kk9i8b2Y3AJXNrAswGHizuDeUotm6Fc49989jKjZtgqlT4aWXoHfvgq93DzbAvPNOWLkySIhuvjmuIUuMlC8PV10FP/8MP/0U7Pe1//7JaambO3cudevW5b333uPggw9OfAAikjTuJU5sduZzYP9wMeBfgN7AOcUtrDCjeq4FVgHzgIuBCcDw4t5Qiuajj/L+RbZpEzz77M6vHzkSBgyAL74IurOefRZatfpz94aUbnvuCUceCU2bJjap+fbbb3nvvfcAuOKKK5gxY4aSGhGJOXffAVwCTAIWAi+6+4Lilldgi42ZlQPmuvshQCmaZFp2FNTVVNDgUgimCv/f//25tSczEzZuhHBSi0ienn/+eQYNGkTdunVZtGgR5cuXp3LlyskOS0SSJM4tNrj7BIKGkxIrsMXG3bOAOWa2VyxuJkV35JFBl0RuVarABRcUfO3ChXknP9u3B0mPSG4bN27k/PPP59xzz/3fVO7yef0HKCJlRnZXVHFfiVaYv7EaAAvMbAawKfugu58ct6jkfypUgNdfhx49gv+4tm8PBpKeey6cdFLB1+6xxx+Lu+VkBrvsEpdwJcJ+//13jjjiCJYsWcKNN97ITTfdpKRGRIDkJCjFVZi/tUbEPQop0NFHB+NjXn89WGa/Sxc4qBBrMjZqFEwLnzYtmE2VrXJlqF8/XtFKVNWqVYsePXpw0kkn0blz52SHIyKlSEolNu7+fiICkYJVrw7nnVf068aPh/79gz2GypcPkpoHHgi6srJt2xYkPtW0nnSZ89tvvzFkyBD++c9/cuCBB3LvvfcmOyQRkRIpzMrDG8xsffjaamaZZrY+EcFJyVWvDq++CsuXw9y5waDhXr2C7zZtgvPPD87ZbTc44AB4X2lsmZGenk6LFi147bXXmD17drLDEZFSKuXG2Lj7n/4db2anEqxELEWwdi1MnhyMj+nWLfGtI7VqBa+czjzzz91UX38NJ5wAM2fCgQcmNj5JnB07dnDLLbcwcuRI9ttvPz755BMOO+ywZIclIqVYlLqiiry7t7u/Dhwb+1BS13PPBQN5L7wwmMlUv36wVH4ybdsWJDVbt/75eEYG3HNPcmKSxHjggQe49dZbOe+88/jiiy+U1IhIgVKuxcbMTs/xsRzQBm2pUGg//AAXXfTXBOLMM4MBwbvvnpSwyMgIZkbljiszM5gmLqln/fr1VK9enUGDBtG4cWNOPfXUZIckIhGRai02J+V4dQM2UILtxMua55//84ykbDt2BGNfkqVy5b8mNRBsrnjEEYmPR+Jn69atDBkyhFatWrFu3ToqVaqkpEZEUlZhpns/7u4f5TxgZkcCK+MTUmpZtChoxsttxw745pvEx5OtfPlgltXYsbB5c3DMLEh4hg5NXlwSWwsXLqRXr17MmzePK664QqsHi0iRJWCvqJgqTIvN/YU8JnkoV8BPONk7cz/8MIwYEexFVL16sODfjBnB+jcSbe7O448/TuvWrfn111+ZMGEC99xzDxUrVkx2aCISQSkxxsbMjgA6AHXM7IocX1UHkvwrOToOPjhIbnI/3AoVYL/9khNTtrS0YPfoq65KbhwSe1lZWTz33HN06NCBZ599lgYNGiQ7JBGJsFRpsakIVCVIfqrleK0Heu6sYDOrZGYzzGyOmS0wsxHh8d3MbIqZLQn/rJXjmuvN7BszW2xm3UpSsdLinHPy3r6gYkU444zExyOp7bPPPuPXX38lLS2N119/ncmTJyupEZEyJd/Ext3fd/cRQHt3H5Hjda+7LylE2RnAse7eAmgJdDez9sB1wLvuvj/wbvgZMzsI6A0cDHQHHjKzUtMytGUL/Oc/0L49/O1v8PLLeY+dya1hw2D136pVg+6e6tWhZs1guneNGnEPW8qIrKwsbr/9do488khuuOEGAGrWrEm5gvpCRUQKIeWmewObzewugoSjUvZBdy9wLRt3d2Bj+LFC+HKCGVWdwuNPA+nAteHxce6eAXxvZt8QLAT4SSHrEjfbt0PHjvDVV38MtP3sM0hPD7Yn2JmTToKVK2H69KD7p2PHoMVGJBaWL1/ONddcw6xZszjrrLO0LYKIxFyqdEVlGwssApoQbIj5A/B5YQo3szQzm00wg2qKu38G1HP35QDhn3XD0xsCP+e4fGl4LOleeSVY2yU7qYFgO4IxY+C77wpXRuXKwYrDxx2npEZi5/PPP6dFixbMnz+fxx57jHHjxlGzZs1khyUiKSQVW2x2d/cxZnZZuCHm+2ZWqB2F3D0TaGlmNYHXzOyQAk63vIr4y0lmA4GBAPXq1SM9Pb0woRTaxo0b/1Lm1q3B7KHcypWDL7+En36KaQgJkVc9U1Gq13P9+vXss88+nHfeeey33368n+KbfaX684SyUUdQPaMmSi02hUlstod/LjezHsAyoEgTgt19rZmlE4ydWWFmDdx9uZk14I/1cJYCe+a4rFF4r9xlPQo8CtCmTRvv1KlTUULZqfT0dHKXecMNcPfdQZdUTtWrwwsvQIxDSIi86pmKUrGe33zzDXfeeScPPPAAFStW5OSTT07JeualLNSzLNQRVE+Jn8J0RY00sxrAlcBVwOPA5Tu7yMzqhC01mFll4DiCLq03gH7haf2A/4bv3wB6m9kuZtYE2B+YUfiqxM+AAcH07JzMoFIl6NIlOTFJ2TR27FhatWrFSy+9xKJFi5IdjoiUEVHqiiowsQlnJe3v7uvcfb67d3b31u7+RiHKbgBMM7O5BGNyprj7W8DtQBczWwJ0CT/j7guAF4GvgInAkLArK+n23RfGjQtmM1WvDlWqQJMmwSaSuROeRHOHp56Cww6D/feHa6+FNWuSG5PE3saNG+nfvz99+vShRYsWzJkzh0MPPTTZYYlIGZBSY2zcPdPMTgb+XdSC3X0u0CqP478Bf8vnmtuA24p6r0TIntn0xRfBQODmzYNWm2T7+9+D3cM3bQo+33cfvPQSzJ0bTDGX1NCnTx/eeOMNbrzxRm666SbKly9ML7KISGyk2hibj83sAWA8sCn7oLt/EbeoSqkKFeDww5MdxR9+/BGefvrPm1lu2wYrVgTHhwxJXmxScu7O9u3bqVixIrfccgtDhw5VX72IJFzU9ooqTGLTIfzzlhzHHChwHRuJv88/D5Kt3Lt0b94MU6cqsYmy1atXc8EFF1CnTh3GjBmjbicRkULaaWLj7p0TEYgU3R575L36cfny0LhxwsORGElPT+fcc89l9erV3Hnnnbg7Vhr6PUWkzIpSi81OZ0WZWT0zG2Nm74SfDzKzAfEPTXbmiCOC5Cb3cIuKFWHw4OTEJMW3Y8cObrrpJo499liqVq3Kp59+ymWXXaakRkSSLkqDhwsz3fspYBKwR/j5a2BonOKRIjCD996Dtm2DqedVqkD9+vDqq8EMKYmWZcuWMWrUKPr168esWbNo1eovY+9FRBIupWZFhWq7+4tmdj2Au+8ws1IxDVuCTTY//hiWLYMNG4KERvseRstHH31Ehw4d2GuvvZg3bx577bVXskMSEYmswvwK3GRmuxNubxDu0L0urlFJke2xBxxwgJKaKNmyZQuDBw/mqKOO4oUXXgBQUiMipVKqtdhcQbAq8L5m9hFQB+gZ16hEUtxXX31F7969mTdvHldddRU9e+p/KREpnVJuure7f2FmxwAHEGxUudjdt+/kMhHJx/PPP8+FF15ItWrVeOedd+jevXuyQxIRKVBKJTZmVgkYDBxF0B31gZmNdvetBV8pInmpU6cORx99NE8//TT169dPdjgiIjsVpcSmMCMyngEOBu4HHgAOAp6NZ1AiqebTTz/lgQceAKBLly5MnDhRSY2ISBwUZozNAe7eIsfnaWY2J14BiaSSrKws7rzzToYPH07jxo0ZMGAAlStX1to0IhIZURtjU5gWmy/DmVAAmNnhwEfxC0kkNSxfvpyuXbty/fXXc8YZZzBz5kwqV66c7LBERIos1WZFHQ6cZ2Y/hZ/3Ahaa2TzA3V2b2IjksnnzZtq0acOaNWt47LHHGDBggFppRCSSotZiU5jERlM2RAopMzOTtLQ0dt11V26//XZat27NQQcdlOywRERKJEqJzU67otz9R2A9UAPYPfvl7j+G34kI8M0339C+fXv++9//AtC3b18lNSIiCVaY6d63Av2BbwlXHw7/PDZ+YYlEy9ixYxk0aBDly5ennJZ/FpEUE6UWm8J0RZ0F7Ovu2+IdjEjUbNy4kUsuuYSnn36aI488kueff17bIohISonaGJvC/NNyPlAzznGIRNJbb73FM888w4033kh6erqSGhFJSak2K+r/CKZ8zwcysg+6+8lxi0qkFHN3Fi5cyEEHHUSvXr1o3rw5Bx98cLLDEhERCpfYPA3cAcwDItQYJRJ7q1at4vzzz2fatGl89dVX7L333kpqRCSlRa0rqjCJzWp3/0/cIxEp5aZNm8a5557Lb7/9xt13361uJxEpM1ItsZllZv8HvMGfu6K+iFtUIqWIu/PPf/6TkSNH0rRpUyZMmEDLli2THZaISMKkWmLTKvyzfY5jmu4tZYaZsXbtWvr378/9999PlSpVkh2SiEjCpFxXlLt3TkQgIqXNa6+9RsOGDWnXrh3//ve/SUtLS3ZIIiKyEzud7m1m9cxsjJm9E34+yMwGxD80keTYsmULgwcP5vTTT+eee+4BUFIjImValKZ7F2Ydm6eAScAe4eevgaFxikckqRYsWEC7du14+OGHufrqq3n22WeTHZKISFJld0VFJbHJtyvKzMq7+w6gtru/aGbXA7j7DjPLTFiEIgkya9Ysjj76aKpVq8bEiRPp1q1bskMSESkVojTGpqAWmxnhn5vMbHfCfaLMrD2wLt6BiSSKe7AFWsuWLbn00kuZM2eOkhoRkYgqKLGx8M8rCKZ672tmHwHPAP+Id2AiifDJJ5/QoUMHVqxYQVpaGrfffjv169dPdlgiIqVKSnRFAXXM7Irw/WvABIJkJwM4Dpgb59hE4iYrK4s77riDG2+8kT333JMVK1ZQr169ZIclIlLqpNJ07zSgKn+03GTbNX7hiMTf8uXL6du3L++++y5nnXUWjzzyCDVr1kx2WCIipVaqJDbL3f2WhEUikiDDhg3j448/5vHHH+eCCy7ALHfuLiIi2aLWYlOYMTYikbdt2zZ+/fVXAO6++25mzpzJgAEDlNSIiKSYghKbv5WkYDPb08ymmdlCM1tgZpeFx1uY2SdmNs/M3jSz6uHxxma2xcxmh6/RJbm/SLYlS5bQoUMHTjnlFLKysthtt9046KCDkh2WiEhkpMTgYXf/vYRl7wCudPcvzKwawWaaU4DHgavc/X0zuwC4GrgxvOZbd29ZwvuK/M+UKVP4z3/+Q4UKFXjiiScoV64wa1KKiEi2VOqKKhF3X569A7i7bwAWAg2BA4Dp4WlTgDPiFYOUXRs3bqRfv37861//olWrVsyZM4dTTz012WGJiERSslpszOwuM1tkZnPN7DUzq7nTa7IXJ4snM2tMkMwcAkwE7nD3/4bTyUe4e7XwnAUEWzasB4a7+wd5lDUQGAhQr1691uPGjYtprBs3bqRq1aoxLbM0SvV6Zu/31KFDBy644IKU3+sp1Z9ntrJQz7JQR1A9S6Jz586z3L1NTAstQOPGbXzYsJnFvn7gQCt2vGbWFXgv3PXgDgB3v7aga3a6u3dJmVlV4BVgqLuvD7uf/mNmNxEs/LctPHU5sJe7/2ZmrYHXzexgd1+fszx3fxR4FKBNmzbeqVOnmMabnp5OrMssjVKxnu7Ok08+Sa9evahSpQqLFi3ik08+Sbl65iUVn2deykI9y0IdQfWUwnH3yTk+fgr03Nk1cU1szKwCQVIz1t1fBXD3RUDX8PumQI/weAbB4n+4+ywz+xZoChQ/TZQyY9WqVZx//vm8/fbbbN68mUsuuYRddtkl2WGJiEReDMbY1DaznL/LHw0bKYrqAmD8zk6KW2JjwTzaMcBCd783x/G67r7SzMoBw4HR4fE6wO/unmlm+wD7A9/FKz5JHdOmTePcc8/lt99+4/7772fIkCHJDklEJKWUMLFZXVBXlJlNBfLay2aYu/83PGcYwaSksTu7WTxbbI4E+gLzzGx2eOwGYH8zy/7N8yrwZPi+I3CLme0AMoFBMZiZJSnu8ccfZ+DAgTRt2pQJEybQsmXLZIckIpJS4j0ryt2PK+h7M+sHnAj8zQsxMDhuiY27f0j+i/yNyuP8Vwi6rUQK7dhjj+Xvf/87d955J1WqVEl2OCIiEkNm1h24FjjG3TcX5hot6iGR88orr3D++efj7uyzzz48+OCDSmpEROIoiQv0PQBUA6YUdvHeuM+KEomVLVu2cPnll/PII4/Qtm1b1q1bp80rRUQSIFkL9Ln7fkW9Ri02EgkLFiygbdu2PPLII1x99dV8+OGHSmpERBIge4xN5LdUECktduzYwYknnsjmzZuZOHEi3bp1S3ZIIiJlSpS2VFBiI6XW2rVrqVatGuXLl2fcuHHsvffe1K+f14xAERGRgLqipFT6+OOPadGiBSNHjgTg8MMPV1IjIpIEUeuKUmIjpUpmZia33XYbHTt2JC0tje7duyc7JBGRMi9KiY26oqTUWLZsGX369GHatGn07t2b0aNHU6NGjWSHJSJS5mmMjUgxLF26lC+++IIxY8Zw/vnnE+zKISIiyRTvlYdjTYmNJFVGRgYTJkzgtNNOo127dvz0009Ur1492WGJiEhEaYyNJM2SJUvo0KEDp59+OvPmzQNQUiMiUgpFaYyNEhtJimeffZbDDjuMH374gddff53mzZsnOyQREclD1GZFqStKEm7w4ME8/PDDdOzYkeeee44999wz2SGJiEgBNMZGpADt2rWjXr16DB8+nLS0tGSHIyIiKUSJjcSduzNq1Ch22203zjvvPPr375/skEREpAii1GKjMTYSV6tWreKkk07i8ssvZ+LEickOR0REikhjbERC7733Hn369OH333/n/vvvZ8iQIckOSUREiiFKLTZKbCQuFi9eTJcuXdh///155513aNGiRbJDEhGRYojaAn3qipKY2rx5MwAHHHAAzz33HLNmzVJSIyIiCaPERmLm5ZdfpnHjxsyYMQOAs88+mypVqiQ5KhERKakojbFRYiMltnnzZi6++GLOPPNMmjRpQu3atZMdkoiIxFCUEhuNsZESmT9/Pr1792bBggVcc801jBw5kgoVKiQ7LBERiZGojbFRYiMl8tprr7Fq1SomTZpE165dkx2OiIjEQZQSG3VFSZGtWbOGWbNmAXDDDTcwf/58JTUiIlIqqMVGiuTjjz/m7LPPxt355ptvqFixInXq1El2WCIiEidR64pSi40USmZmJrfddhsdO3akfPnyvPzyy1SsWDHZYYmISAJo8LCklA0bNnDKKacwbdo0zj77bEaPHk316tWTHZaIiCRIlFpslNjITlWtWpUGDRrwxBNP0L9/f8ws2SGJiIjkSYmN5CkjI4N//vOfDBw4kH322YexY8cmOyQREUkCjbGRyFuyZAkdOnTgjjvu4M0330x2OCIikmQaYyOR9eyzzzJ48GAqVqzI66+/zimnnJLskEREJImi1mKjxEb+Z8yYMVx44YV07NiRsWPH0qhRo2SHJCIipYASG4mUHTt2UL58eXr37s3GjRu55JJLSEtLS3ZYIiIiRRa3MTZmtqeZTTOzhWa2wMwuC4+3MLNPzGyemb1pZtVzXHO9mX1jZovNrFu8YpNAVlYW9957L23atGHTpk1UqVKFyy67TEmNiIj8SZTG2MRz8PAO4Ep3PxBoDwwxs4OAx4Hr3L058BpwNUD4XW/gYKA78JCZ6TdsnKxZs4YTTzyRK6+8ksaNG7N9+/ZkhyQiIqVQ9hibqCQ2ceuKcvflwPLw/QYzWwg0BA4ApoenTQEmATcCpwDj3D0D+N7MvgHaAZ/EK8ay6t133+XCCy9k06ZNPPDAAwwePFhr04iISL40xiYXM2sMtAI+A+YDJwP/Bc4E9gxPawh8muOypeExiSF3Z/jw4VStWpX33nuPFi1aJDskEREpxaI2K8rcPb43MKsKvA/c5u6vmlkz4D/A7sAbwKXuvruZPQh84u7PhdeNASa4+yu5yhsIDASoV69e63HjxsU03o0bN1K1atWYllka/Prrr+y6665Ur16d1atXA1C7du0kRxV/qfo8c1M9U0dZqCOoniXRuXPnWe7eJqaFFmC33dp4t24zi339uHGW0Hjj2mJjZhWAV4Cx7v4qgLsvArqG3zcFeoSnL+WP1huARsCy3GW6+6PAowBt2rTxTp06xTTm9PR0Yl1msr300ksMGjSIk046iWeffRZIzXrmRfVMLWWhnmWhjqB6Rk2UWmziOSvKgDHAQne/N8fxuuGf5YDhwOjwqzeA3ma2i5k1AfYHZsQrvrJg8+bNXHzxxZx11lk0a9aMESNGJDskERGJIA0eDhwJ9AXmmdns8NgNwP5mNiT8/CrwJIC7LzCzF4GvCGZUDXH3zDjGl9K+/vprTj/9dBYsWMC1117LrbfeSoUKFZIdloiIREzUxtjEc1bUh0B+U21G5XPNbcBt8YqpLKlevTrly5dn8uTJdOnSJdnhiIiIJIQ2wUwha9asYcSIEWRmZlK/fn2+/PJLJTUiIlJi6oqShPvoo48455xzWLZsGV26dKFDhw5am0ZEREosal1RarGJuMzMTEaOHMkxxxxD+fLl+eijj+jQoUOywxIRkRSiFhtJmAsvvJCnnnqKs88+m9GjR1O9evWdXyQiIlJIUWuxUWITUe6OmTFo0CCOOeYY+vXrp64nEREp85TYRExGRgbXXnst7s6oUaM4/PDDOfzww5MdloiIpLAotdhojE2EfP311xxxxBGMGhXMlo/3dhgiIiKgMTYSY+7OM888w5AhQ6hUqRJvvPEGJ510UrLDEhGRMkBjbCTmli1bxuDBg2nbti1jx46lYUNtei4iIomjxEZi4rvvvqNJkyY0bNiQDz/8kEMPPZS0tLRkhyUiIlJqaYxNKZSVlcW9995Ls2bNeP755wFo1aqVkhoREUm47K4ojbGRYlm5ciX9+/fnnXfe4dRTT+X4449PdkgiIlLGqStKimXatGmcc845rFmzhgcffJC///3vWptGRESSTomNFMu6deuoVasWkyZN4tBDD012OCIiIpGjMTZJ9sMPPzB+/HgATj31VObMmaOkRkRESo2ojbFRYpNEL730Ei1btuSSSy5hw4YNAFSoUCHJUYmIiPyZEhsp0ObNmxk4cCBnnXUWzZo1Y8aMGVSrVi3ZYYmIiPxFaWixMbOrzMzNrPbOztUYmwTbtm0b7du3Z/78+Vx33XXccsstaqUREZFSLZmDh81sT6AL8FNhzldik2AVK1bk/PPP55BDDqFLly7JDkdERKS0+zdwDfDfwpysrqgE+P333+nZsydTpkwB4PLLL1dSIyIikVHCrqjaZjYzx2tgYe9rZicDv7j7nMJeoxabOPvwww8555xzWL58uZIZERGJnBhsgrna3dvk96WZTQXq5/HVMOAGoGtRbqbEJk4yMzP517/+xc0330zjxo35+OOPadu2bbLDEhERKbJ4jrFx9+PyOm5mzYEmwJxwsdpGwBdm1s7df82vPCU2cfLqq69y0003cc455/Dwww9TvXr1ZIckIiJSZDFosSnmfX0eUDf7s5n9ALRx99UFXafEJsZWrlxJ3bp16dmzJ5MmTaJLly7aFkFERCRBNHg4RjIyMrjsssto2rQpP/zwA2ZG165dldSIiEjkJXsdGwB3b7yz1hpQi01MLF68mN69ezN79mwuvfRSGjRokOyQREREYkabYJYhTz/9NEOGDKFSpUq88cYbnHTSSckOSUREJGaSNcamuJTYlND7779PmzZtGDt2LA0bNkx2OCIiImWaEptimDlzJpUqVeKQQw7hoYceokKFCqSlpSU7LBERkbiIUouNBg8XQVZWFvfccw8dOnTgqquuAqBSpUpKakREJGWVhk0wi0ItNoW0cuVK+vXrx8SJEznttNN4/PHHkx2SiIhIQkSpxUaJTSEsWrSIzp07s2bNGh566CEGDRqkadwiIlJmRCmxUVdUIeyzzz4cd9xxzJgxg7///e9KakREREopJTb5+P777+nZsye///47FStW5Nlnn+XQQw9NdlgiIiIJFbUxNnFLbMxsTzObZmYLzWyBmV0WHm9pZp+a2exw+/J24fHGZrYlPD7bzEbHK7adefHFF2nZsiVTp05lwYIFyQpDRESkVIhSYhPPMTY7gCvd/QszqwbMMrMpwJ3ACHd/x8xOCD93Cq/51t1bxjGmAm3atIm7776bt99+m/bt2/PCCy/QuHHjZIUjIiKSdFFboC9uLTbuvtzdvwjfbwAWAg0BB7K3uq4BLItXDEV15ZVXMmHCBK6//nqmT5+upEZERCRizN3jfxOzxsB04BCC5GYSYASJVQd3/zE8ZwHwNbAeGO7uH+RR1kBgIEC9evVajxs3LmZx/v7773z11VccddRRMSuztNq4cSNVq1ZNdhhxp3qmlrJQz7JQR1A9S6Jz586z3L1NTAstQIUKbXy33WYW+/qVKy2h8cZ9ureZVQVeAYa6+3ozGwlc7u6vmNlZwBjgOGA5sJe7/2ZmrYHXzexgd1+fszx3fxR4FKBNmzbeqVOnmMa72267EesyS6P09HTVM4WonqmjLNQRVM+oUVdUyMwqECQ1Y9391fBwPyD7/UtAOwB3z3D338L3s4BvgabxjE9EREQKpllRIQsWexkDLHT3e3N8tQw4Jnx/LLAkPL+OmaWF7/cB9ge+i1d8IiIiUjhRSmzi2RV1JNAXmGdms8NjNwAXAaPMrDywlXC8DNARuMXMdgCZwCB3/z2O8YmIiEiKiVti4+4fEgwQzkvrPM5/haDbSkREREqJqE331l5RIiIiUiAlNiIiIpIylNiIiIhISohaV5Q2wRQREZGUoRYbERERKVCUWmyU2IiIiEi+otYVpcRGREREChSlxEZjbERERCRlqMVGREREChSlFhtz92THUGxmtgr4McbF1gZWx7jM0kj1TC2qZ+ooC3UE1bMk9nb3OjEuM19mNpGgHsW12t27xyqenYl0YhMPZjbT3dskO454Uz1Ti+qZOspCHUH1lPjRGBsRERFJGUpsREREJGUosfmrR5MdQIKonqlF9UwdZaGOoHpKnGiMjYiIiKQMtdiIiIhIyihTiY2Z7Wlm08xsoZktMLPLwuMtzexTM5ttZjPNrF14vLGZbQmPzzaz0cmtQeEUUM8WZvaJmc0zszfNrHqOa643s2/MbLGZdUte9IVX1HpG+HlWMrMZZjYnrOeI8PhuZjbFzJaEf9bKcU0Un2eR6pmCz/PM8HOWmbXJdU0qPc8865mCz/MuM1tkZnPN7DUzq5njmsg9z0hx9zLzAhoAh4XvqwFfAwcBk4Hjw+MnAOnh+8bA/GTHHcN6fg4cEx6/ALg1fH8QMAfYBWgCfAukJbsecahnVJ+nAVXD9xWAz4D2wJ3AdeHx64A7Iv48i1rPVHueBwIHAOlAmxznp9rzzK+eqfY8uwLlw+N3RP3/zyi9ylSLjbsvd/cvwvcbgIVAQ8CB7NaLGsCy5EQYGwXU8wBgenjaFOCM8P0pwDh3z3D374FvgHaJjbroilHPSPLAxvBjhfDlBM/t6fD408Cp4fuoPs+i1jOS8qunuy9098V5XJJSz7OAekZSAfWc7O47wuOfAo3C95F8nlFSphKbnMysMdCKILseCtxlZj8DdwPX5zi1iZl9aWbvm9nRCQ+0hHLVcz5wcvjVmcCe4fuGwM85LlsaHouMQtYTIvo8zSzNzGYDK4Ep7v4ZUM/dl0OQ5AF1w9Mj+zyLWE9IreeZn1R7ngVJ1ed5AfBO+D6yzzMqymRiY2ZVgVeAoe6+Hvg7cLm77wlcDowJT10O7OXurYArgOctx7iU0i6Pel4ADDGzWQRdN9uyT83j8shMlytCPSP7PN09091bEvyrr52ZHVLA6ZF9nkWsp55nKafnCWY2DNgBjM0+lFcRcQ+yDClziY2ZVSD4JTjW3V8ND/cDst+/RNgsGDYV/ha+n0XQF9o0sREXT171dPdF7t7V3VsDLxDUB4J/MeRs1WhERLrjilLPKD/PbO6+lmBsQndghZk1AAj/XBmeFtnnma0w9UzB55mfVHue+Z2Tcs/TzPoBJwLnunt28hL551nalanExsyMoDVmobvfm+OrZcAx4ftjgSXh+XXMLC18vw+wP/Bd4iIunvzqaWZ1wz/LAcOB7FkHbwC9zWwXM2tCUM8ZiY266Ipazwg/zzrZMyrMrDJwHLCI4Ln1C0/rB/w3fB/V51mkeqbg88xPqj3Pgs5PmedpZt2Ba4GT3X1zjksi+TyjpHyyA0iwI4G+wLywPxTgBuAiYJSZlQe2AgPD7zoCt5jZDiATGOTuvyc25GLJr577m9mQ8POrwJMA7r7AzF4EviJoMh3i7pmJDblYilRPovs8GwBPh3/plwNedPe3zOwT4EUzGwD8RDCeKMrPs0j1JPWe52nA/UAd4G0zm+3u3VLweeZZT1LveX5DMPNpSvBvMD5190ERfp6RoZWHRUREJGWUqa4oERERSW1KbERERCRlKLERERGRlKHERkRERFKGEhsRERFJGUpsROLEzHa3P3Yq/tXMfsnxuWKy48vJzDqZWYc4ll85XCY/LQZl7WJmU8OfY68YxVfRzKaHSz6ISITpf2KROAlXUW0JYGY3Axvd/e5kxWNm5XNsypdbJ2Aj8HERyksrwvobFwCvlnS9jjDxaAVUCJewjwl332Zm7wK9+GPpexGJILXYiCSQmbUOWy5mmdmkHFsFpJvZv8NWg4Vm1tbMXjWzJWY2MjynsZktMrOnzWyumb1sZrsWotx/mdn7wGVmdpKZfWbBRoNTzayeBRuIDgIuD1tBjjazp8ysZ464N4Z/djKzaWb2PMHCiGlmdpeZfR7GdHE+VT+XP1YMbhDWc7aZzbdws8Pse4Tve5rZU+H7p8zsXjObBjwGPAe0DK/f18xuCu8/38wetXA1NDPbL6zjHDP7wsz2DY9fnSPeETlifD2MU0QiTImNSOIYwYqrPcN9rJ4Absvx/TZ370iwBcR/gSHAIUB/M9s9POcA4FF3PxRYDwy2YL+sgsqt6e7HuPs9wIdA+3CjwXHANe7+Q3jPf7t7S3f/YCf1aAcMc/eDgAHAOndvC7QFLrJgmfg/Kh10u+0T3gfgHGBS2OLSApi9k/tBsGfQce5+PnAh8EEY67fAA+7e1t0PASoT7M0DQcvLg+7eAugALDezrgRL2LcjaE1rbWYdw/Pnh3UQkQhTV5RI4uxCkKhkL7GeRrCjcbY3wj/nAQvcfTmAmX1HsGneWuBnd/8oPO854FJg4k7KHZ/jfSNgfNiiUxH4vhj1mOHu2dd1BQ7N0bpTgyBxyFlu7TD2bJ8DT4QJ2evuPrsQ93ypgG6szmZ2DbArsBuwwMzSgYbu/hqAu28FCBObrsCX4bVVw3inu3ummW0zs2ruvqEQMYlIKaTERiRxjCBhOSKf7zPCP7NyvM/+nP3/au49ULwQ5W7K8f5+4F53f8PMOgE353PNDsIW3bBrJ+dg55zlGfAPd5+UTzkAW4BK/wvYfXrYStIDeNbM7nL3Z/hz3SrlKmMTeTCzSsBDQBt3/zkcy1QpjCvPS4D/c/dH8vl+F4L94kQkotQVJZI4GUAdMzsCwMwqmNnBRSxjr+zrgbMJupYWF6HcGsAv4ft+OY5vAKrl+PwD0Dp8fwpQIZ/yJgF/D1tfMLOmZlYl5wnuvgZIC5MQzGxvYKW7P0awO/th4akrzOxAC3ZlPy2f++WWnQCtNrOqQM/wnuuBpWZ2anjPXcLxSJOAC8JzMbOG9sdu8LsDq9x9eyHvLSKlkBIbkcTJIvjFe4eZzSEYW1LUKdYLgX5mNpeg2+Vhd99WhHJvBl4ysw+A1TmOvwmclj14mGCQ7jFmNgM4nHxaTIDHCXYp/sLM5gOPkHdL8GTgqPB9J2C2mX0JnAGMCo9fB7wFvMefu9Ly5e5rw1jnEQz+/TzH132BS8Of1cdAfXefDDwPfGJm84CX+SOh6wxMKMx9RaT00u7eIhERzl56KxwkGylm1gq4wt37JjuW/JjZq8D17r442bGISPGpxUZE4s7dvwSmWQwW6IuHcObW60pqRKJPLTYiIiKSMtRiIyIiIilDiY2IiIikDCU2IiIikjKU2IiIiEjKUGIjIiIiKUOJjYiIiKSM/wcNgQZpT/ZoQAAAAABJRU5ErkJggg==", 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", 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", 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", 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", 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots()\n", "im = ax.imshow(\n", From 378066c34a06a3c9f3c59d284f635afa8c1274bf Mon Sep 17 00:00:00 2001 From: Julia Kent Date: Mon, 28 Feb 2022 13:09:51 -0700 Subject: [PATCH 9/9] add why matplotlib --- core/matplotlib/matplotlib.ipynb | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/core/matplotlib/matplotlib.ipynb b/core/matplotlib/matplotlib.ipynb index 6874fb21b..f30d012fc 100644 --- a/core/matplotlib/matplotlib.ipynb +++ b/core/matplotlib/matplotlib.ipynb @@ -22,6 +22,7 @@ "## Overview\n", "We will cover the basics of plotting within Python, using the Matplotlib library, including a few different plots available within the library.\n", "\n", + "1. Why Matplotlib?\n", "1. Figure and axes\n", "1. Basic line plots\n", "1. Labels and grid lines\n", @@ -54,6 +55,19 @@ "---" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Why Matplotlib?\n", + "\n", + "Matplotlib is a plotting library for Python and is often the first plotting package Python-learners encounter. You may be wondering, \"Why learn Matplotlib? Why not Seaborn or another plotting library first?\"\n", + "\n", + "The simple answer is because of Matplotlib's popularity. Matplotlib is one of the most popular Python packages. Because of its history as Python's \"go-to\" plotting package, most other open source plotting libraries (including Seaborn) are built on top of Matplotlib and thus these improved or specialized plotting packages still inherit some of Matplotlib's capabilities, syntax, and limitations. You will find it useful to be familiar with Matplotlib when learning other plotting libraries.\n", + "\n", + "Matplotlib supports a variety of output formats, chart types, and interactive options, and runs well on most operating systems and graphic backends. These features are part of \"Why Matplotlib\" is so popular, and the first plotting language we will introduce you to in this book." + ] + }, { "cell_type": "markdown", "metadata": {},