{ "cells": [ { "cell_type": "markdown", "id": "48060087-0e1f-44e3-8f81-cba6bb322d6d", "metadata": {}, "source": [ "# Creating publication-quality plots\n", "\n", "In this week's lesson we will discuss some general tips for creating high-quality plots using Matplotlib. The lesson is divided into two parts:\n", "\n", "1. Creating publication-quality plots using Matplotlib\n", "2. Considering accessibility in designing your plots\n", "\n", "As was the case in the past weeks, the lesson does not follow a strict plan, but the content will be adjusted according to the input of those in attendance in the online sesson." ] }, { "cell_type": "markdown", "id": "d3dbb2d3-3931-45d4-a17d-e7fec67ad534", "metadata": {}, "source": [ "## Creating some fake data\n", "\n", "First, we need to create some fake data that we can use for plotting. Rather than loading a data file we'll just generate some random data to give an idea of how the plot formatting can be applied. In our case we'll create two pandas DataFrames:\n", "\n", "1. A set of x values and 4 sets of corresponding y values for plotting lines.\n", "2. Random 1000 x-y points that can be used for plotting colors on scatter plots." ] }, { "cell_type": "code", "execution_count": 1, "id": "cb561fef-4988-4523-b5bc-45743d46c9fc", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "d26823d0-69fc-40c5-8f98-dc1a360fab95", "metadata": {}, "outputs": [], "source": [ "# DataFrame of lines\n", "\n", "# Set number of points, x min and max, and offset between y-lines\n", "num_points = 21\n", "xmin = 0\n", "xmax = 20\n", "y_offset = 0.25\n", "\n", "# Create DataFrame\n", "lines_df = pd.DataFrame(columns=['x', 'y1', 'y2', 'y3', 'y4'])\n", "\n", "# Create numpy arrays for dataframe columns\n", "x = np.linspace(xmin, xmax, num_points)\n", "y1 = np.random.rand(num_points)\n", "y2 = np.random.rand(num_points) + y_offset\n", "y3 = np.random.rand(num_points) + 2 * y_offset\n", "y4 = np.random.rand(num_points) + 3 * y_offset\n", "\n", "# Fill DataFrame with numpy values\n", "lines_df['x'] = x\n", "lines_df['y1'] = y1\n", "lines_df['y2'] = y2\n", "lines_df['y3'] = y3\n", "lines_df['y4'] = y4" ] }, { "cell_type": "code", "execution_count": 3, "id": "9aa2c892-70fb-4397-9805-a79ec42def76", "metadata": {}, "outputs": [], "source": [ "# DataFrame of scatter points\n", "\n", "# Set number of points, x and y max\n", "num_points = 1000\n", "xmax = 20\n", "ymax = 20\n", "zmax = 20\n", "\n", "# Create DataFrame\n", "scatter_df = pd.DataFrame(columns=['x', 'y', 'z', 'color'])\n", "\n", "# Create numpy arrays for dataframe values\n", "x_pts = np.random.rand(num_points) * xmax\n", "y_pts = np.random.rand(num_points) * ymax\n", "z_pts = np.random.rand(num_points) * zmax\n", "color = np.random.rand(num_points)\n", "\n", "# Fill DataFrame values\n", "scatter_df['x'] = x_pts\n", "scatter_df['y'] = y_pts\n", "scatter_df['z'] = z_pts\n", "scatter_df['color'] = color" ] }, { "cell_type": "markdown", "id": "a9a008ec-8593-4e66-bee7-1f876faa3a04", "metadata": {}, "source": [ "## Creating publication-quality plots using Matplotlib\n", "\n", "### Matplotlib style sheets\n", "\n", "Matplotlib has many different built-in styles that can be used for formatting the visual appearance of the plot. Many of these are nicer looking than the default plot settings. You can find information about the available plot styles in the [Matplotlib style sheets reference](https://matplotlib.org/stable/gallery/style_sheets/style_sheets_reference.html)." ] }, { "cell_type": "code", "execution_count": 4, "id": "a6d38147-3176-485c-9693-83a3073e1bb7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot data for two lines\n", "lines_df[['y1', 'y2']].plot()" ] }, { "cell_type": "markdown", "id": "9411c3d5-24e6-471c-bd6a-a6ae73c45f6d", "metadata": {}, "source": [ "You can specify a plot style to use with the `plt.style.use()` function." ] }, { "cell_type": "code", "execution_count": 5, "id": "d425586a-888b-4165-8a8f-85c8f1cdcbe9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define plot style\n", "plot_style = \"seaborn-whitegrid\"\n", "plt.style.use(plot_style)\n", "\n", "# Plot data for two lines\n", "lines_df[['y1', 'y2']].plot()" ] }, { "cell_type": "markdown", "id": "1377e75b-85c5-417f-85f0-b3700fde068a", "metadata": {}, "source": [ "### Using colormaps for line colors\n", "\n", "Matplotlib also has a large number of [built-in colormaps](https://matplotlib.org/stable/tutorials/colors/colormaps.html) that can be used to define colors of plot objects, often for things like filled contour plots. If you would like to have such colormaps be used for plotting lines on a plot, which you might like to do if you have a series of plot lines for different time periods, for example, you can do this using the `plt.cm.colormap()` function, where the word `colormap` in the function would be replaced by a matplotlib colormap. Let's see an example." ] }, { "cell_type": "code", "execution_count": 6, "id": "e68a65b5-c968-4dce-b53c-fa096fae7de2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Original plot, now for four lines\n", "lines_df[['y1', 'y2', 'y3', 'y4']].plot()" ] }, { "cell_type": "code", "execution_count": 7, "id": "b42feded-1645-4f62-822f-06fc8e81b5a6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define colors to use from inferno colormap\n", "colors = plt.cm.viridis(np.linspace(0, 1, 4))\n", "\n", "# Modified plot with colormap colors for four lines\n", "lines_df[['y1', 'y2', 'y3', 'y4']].plot(color=colors)" ] }, { "cell_type": "code", "execution_count": 8, "id": "cacfe386-0927-460c-ad5c-210b68cc7eba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Note you can change the range of colors by changing the range\n", "# of numbers between 0 and 1 in the np.linspace() function\n", "colors = plt.cm.inferno(np.linspace(0, 0.75, 4))\n", "\n", "# Modified plot with colormap colors for four lines\n", "lines_df[['y1', 'y2', 'y3', 'y4']].plot(color=colors)" ] }, { "cell_type": "code", "execution_count": 9, "id": "b80ecc42-d62d-413d-b245-4ed81b76a636", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Also note that you can reverse the order of colors by adding \"_r\" to\n", "# the end of the name of the colormap\n", "\n", "# Define colors to use from inferno colormap\n", "colors = plt.cm.viridis_r(np.linspace(0, 1, 4))\n", "\n", "# Modified plot with colormap colors for four lines\n", "lines_df[['y1', 'y2', 'y3', 'y4']].plot(color=colors)" ] }, { "cell_type": "markdown", "id": "f630f37a-2e20-4330-a1ef-1c15fc6fbf35", "metadata": {}, "source": [ "### More advanced subplot layouts\n", "\n", "Not discussed. If you're interested, check out the [Gridspec documentation](https://matplotlib.org/stable/api/_as_gen/matplotlib.gridspec.GridSpec.html) or this [article about using Gridspec](https://www.pythonpool.com/matplotlib-gridspec/)." ] }, { "cell_type": "markdown", "id": "cd736b72-aa21-4e88-9af5-b70d94d07c15", "metadata": {}, "source": [ "### Formatting plot ticks\n", "\n", "Not discussed. If you want to learn about how to format plot ticks, check out the [Matplotlib documentation on formatting tick labels](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.ticklabel_format.html)." ] }, { "cell_type": "markdown", "id": "aa0f5028-db45-4653-b218-0b57d38535b2", "metadata": {}, "source": [ "### Saving plots in high resolution raster or vector formats\n", "\n", "The `plt.savefig()` function can be used to save plots. It normally should be placed in the same code cell as that which produces the plot. The required value for the function is the name of the file where the plot should be saved.\n", "\n", "#### Raster plots\n", "\n", "- Raster images can be saved by listing a filename with a file extension such as \"jpg\" or \"png\".\n", "- The resolution of the image can be defined using the \"dpi\" parameter, such as `dpi=300`." ] }, { "cell_type": "code", "execution_count": 10, "id": "76b4f38e-410c-4227-aa9f-02e369421546", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create figure and axis\n", "fig = plt.figure(figsize=(10,10))\n", "ax = fig.add_subplot(projection='3d')\n", "\n", "# Plot data\n", "ax.scatter(x_pts, y_pts, z_pts, c=color, cmap='viridis')\n", "\n", "# Save as 300 dpi jpg file\n", "plt.savefig('3d-test.jpg', dpi=300)" ] }, { "cell_type": "code", "execution_count": 11, "id": "6196139a-cb3a-4556-92ce-9d129c666b13", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create figure and axis\n", "fig = plt.figure(figsize=(10,10))\n", "ax = fig.add_subplot(projection='3d')\n", "\n", "# Plot data\n", "ax.scatter(x_pts, y_pts, z_pts, c=color, cmap='viridis')\n", "\n", "# Save as 150 dpi png file\n", "plt.savefig('3d-test.png', dpi=150)" ] }, { "cell_type": "markdown", "id": "9ce40425-e1ed-487e-80fc-a57f3a8c78a4", "metadata": {}, "source": [ "#### Vector plots\n", "\n", "- Vector formats of images can be saved using the \"svg\" or \"eps\" file extension" ] }, { "cell_type": "code", "execution_count": 12, "id": "dbfba912-b0a9-4ba8-9b19-601c625fc56c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define colors to use from rainbow colormap\n", "colors = plt.cm.rainbow(np.linspace(0, 1, 4))\n", "\n", "# Modified plot with colormap colors for four lines\n", "lines_df[['y1', 'y2', 'y3', 'y4']].plot(color=colors)\n", "\n", "# Save plot as an svg file\n", "plt.savefig('lines-test.svg')" ] }, { "cell_type": "markdown", "id": "692ebf71-0f62-40b4-b847-5d68d1e19c39", "metadata": {}, "source": [ "#### Saving a PDF\n", "\n", "It is also possible to save images as pdf files using the \"pdf\" file extension." ] }, { "cell_type": "markdown", "id": "01a06294-9602-4e7a-b42e-41c64f849f93", "metadata": {}, "source": [ "### Creating 3D plots\n", "\n", "This is a quick demo of how to create a 3D plot of scatter data. The key thing here is the `projection=3d` when creating the plot axes." ] }, { "cell_type": "code", "execution_count": 13, "id": "586bf041-23c4-4fbd-96e7-0584ae2fdfcb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SoHfl/g3oOiVrOhyH6HpGCjJ2hkvpQVpdLUiShFfxMp2dJpydpVlvqsMrXNsUX4elLBKSySTJZDI/TbhckfZSWEnRUE7UXLp0iZ6eHkBEagTLjxAxglXDib7U6jwtSdIc4796OE/X49tsJBJhcnISn89Ha2trRX9T71RAMaVqOgo7n+oRKZAAGxuJ3OtYG/06a4PieibLsvKeT3OKtL3emqcJr3aHVOH8JkVR8qImmUzOKSIWokZQT4SIEaw4S0kfFVIoOurhPO2sbSl/OzY2Rjqdpq2tLd9dtVJUs/ZCh+jCSEGx71Clm6ou6Wxxb+J85iIu2UXGztCht9OohZbykipmtTdwqC4KIsvynGnCjkVCLBZjYmJiTiSn0mnCyy2EK6FwDY6gca4dIWoEy4EQMYIVZbHZL9XgRGLq5Ty9lLUUdh/19vYSi8XyHSvrgVKdT9Vuqgf8+2iz2pjMTNKgNbDNuxVZzKmpiHIWCY44r9QiYbVFwEJCqhJRU+jQLUSNoBKEiBGsCE5NhtM6XY8aAMMwmJmZobW1dVWdp52Npqura9VmhtT7Zl9qUy0e0e+IGqdtXZZktvm2sM23pa5rWS/U8z0otkjIZrMkk0lmZ2cZGxtD07S8qHEsEtZaJGYxSoka0zQxDCP/GGfwnqqqwqFbUBIhYgTLjjP7ZXR0FK/Xmx/zvhTC4TBTU1P4/X6am5vrsMrqRUxh+qg4ClTvwXmVrme5KDeif3p6mnQ6jW3b+Y2meJrtG4Hlfq8dE8eFLBIA3G73qouZWp+7VKFwoaiRJGlOpEaIGgEIESNYZopnvyyVQufpjo4OEolEHVZ5hUo3Iyd9FAwGaW9vL/na1kKdxnJRPKLfeU8mJiYwDGNOO/dKDX57I21opSwSJiYmiMViRCKRBS0SlpN6CqhSosYwjDlGsELUCISIESwLpYp3ZVle0sZe7DydSCTqKhQqjZ5Ukj5a6Zvpan/zdgbvOZEAZ5pt8eC3xYws1zOr9R44Fglutxtd1/H7/fMsEtxu9xxRs1wsZxRIiBpBKYSIEdSdcrNfak2xFDpP9/T05Kek1jtls9gNzxlel8lkFi0irmZt9brRrpXIT+E022qNLGtltV/7aj+/g/N5K2eR4LijL1ekbCXPQylRk81m8/VDTgdYoZmlEDWvP4SIEdQVx7ix1OyX4rkulR6vnPP0coiYcscrTB91dHSIm2EJyp27UkaWxTNSHEHj8XjW7bld7XWXO//ForJwRlC9I2WrWY/jRAQh93lVFCUvapzfO0XCju/Tar9ngqUjRIygLlQy+6Va0bGY8/RKiZhauo9WurB3Pd2MS81ISSQSRKNRJiYm8u3EXq8333kjWJxKBUThjCBgXqRsKYMPV7uouHAdjgVC4c8ymUzezNIpQnciNULUrE+EiBEsmUpnv1QaianUeXo5hELh8SzLYmxsrKL00WLHEpRnjpElpTtvCj2f1uJGs1be61rOTalIWfHgw0rTf2tJxBSvozBS47xfjqhxvng5Ld1O+kmw9hEiRlAzTgtkYbh2oRtYJaKjWufp5aqJyWQyXBoYwO31sWHDhqpvaKtxI18rG+lSKdV5k0gkmJycXBEjy1pZ7c27Xu9/ucGHlVokrPZ5gMXFVOHEYOfxkPvcO0MqhahZHwgRI6gJZ3NxhtdVcuNarDupWufp5UonRSIRXnztHD8/N0nGtOkI+Xnf7ftpDlQ3yE6kk5aO03lTaGRZXKTqdrsxDKPqeqt6slYE5HJcB8WDD530X6lpzk40drWpNiIkRM36RYgYQdUUz36pZkJnqZt9rc7T9RYxjoBJZAyeODuJz63T7NKZiib4yqOv8BtvvbGq17oWyBgmtm3j0l4fH/WFilTHxsbmdD55vd431EazUkKqOP1XaJEQj8fz94TVrGlaalqrlKhxamoKRU2h79Mb6VpbS7w+7myCFaEwfVSLdUAp0bEU5+l6iphMJsPU1FSuNTXQiG1fxOvK1eI0B7yMzkRJZgy8rtURWJUwt57H5qdHz/Hc2UEADmzq5N7921CV19eN1kltaJpGR0cHsizPqedYLPVR77WsJqtVj1JokRCJREin06iqSjgcJpVK5S0SHIuKlVijU9hbL0q1cztRweJC4cLuJ8HyI0SMoCLKzX6phuKNfanO0/USCs46GhoaUBQFU3Fh2jamZaHIMslMFpem4tKWZ0ibc0OsJ69cHOHp05foDOW+Lb94bogmv4c37eit6/OsNRYzsqzUSLFaXs/ppGpw7Ccciwon7ZxMJvMWFU6htsfjWTZRs9yCbjFR45wHJ/UkRM3yIUSMYFFqTR8V44gOy7IYHR1dsvP0Um8Kxd1H8XicTCZDe2OAO/Zu5mdHziPLErIE77ttP0oV3+wqFVjpdJrBwUEsy1pSa3HxY/snw3h1DVnO/TzgdnFxPLxsImat3qCrNbJcq6+jEtaCkCoWD4U1TcWF2lNTU3MKtZ2IWj3eg5WOSpUSNc59TtM0fD4fiqLMST+t52ttLSFEjKAslcx+qQZJkjAMgwsXLhAKhZbsPL2USEyp4XWFx7tj/1au6m0nlkzT0uCj0e+p+jkWW9vs7CwTExN0dnbmIkCXCybr0Vrc7PdyNDNG6PLNPJnJ0hIo/xps20SSXp92AIWUihIUGlkWbqjlWvvLsRY2pdVew2JpnFKF2qUsEgpFTa3rWM1zUXg/cSxXnHk8DkLU1AchYgQlsSwrbyRXryFQsViMeDxOX19fftDWUqhVxCw0vK7weJ1NAWDxLqlyaytHYQTIaSPPZDLzWovL3dwrGRV/aGsP50anGZyOEIum8EoKXaoHy7Lz0RmAjDnIbOb7mFYEl9JH0HUfiuSv6TWvNtVeo4ttqNUYWa72prlW1gDVvQ+StLhFQqHvU6VR27XWJVUuUpNMJucUEQtRUz1CxAjmUFi8OzQ0xJYtW5b8YXKcp03TzH/DWg2KxUPxJNJ63jTKCaxSEaBSrcGlbu5OF87IyAiWZeXPZakuHLeu8sFb9/Ojn77KsdOXaNAlnvyXY0xcmuG2+65GkiRMK8JM6utIshdV7iRjDTCb/j5N7vfU7TzUk7iRJpyN41fdNGjVtbtXwkLn3BnPv9Ak23LXz0B0ltPhaTyKyv7WDrzLNNtmLaaTqmWh7jPnunemDS9kkbBWBF25yJQjapzfCVFTO0LECPIUp4/qQaHztNfrZXR0tC7HrZZKvI+Wo2W7kGg0ytjYWE2FzE6Xjcfjobm5ed5UVSdVl0wm8wWrRsZg6NUxtnQ1oyi5GT2njw2z79Ammlr8GPYUNibq5ciLKrWTMS9h21kkae0MkQPoj0/wzyMvYNg5wXdn69UcDPUt63MWnnOYO56/eJKtU9NUzGtTE/z18Zdzf2/bPDF8id/cfwivujznd7U3unqLh1LXfSkzUee/wpbo1T4XUHlEqBJRU+jQLUTNFYSIEQClrQOcTb2WD4ttz3eedowhV5pKvY/qKWKKQ8fj4+Mkk8nqCpltA6yTSHYUW+4EuS//q+IuHMMwuHTpUv61qqoKVq7ORr7cVi1JEpIsYRpm7hh4AAvbtpAkGctOIktuar0tLNd7a9oW3x49jFvR8So6WcvkkYlX2eRtpVH3LetzF1I8nt/pfIrH48RiMWRZJpvN5tu5JUniuxdO49dcBC7X1wzFIhyfmuC69q66r2+tRGKWk0otEizLWhNCptY1lBI1heMtgHz3k6qqb2iHbiFi3uAUWwcUhj4Xm7BbjnLO0ys9O2Wx9FEp6h2JMQyDgYEBfD4fGzduLHujsW2bjGGiq5fXaJtI2a+DdQpQkTGw1AdBvbbk3zvfztrb24Gc/1A8HqehycX5M0M0NHrJZiwamwKEmnIbv6Z04NUOksgeBkkBWybkeseauxmmzAwZK0vocgpJkxUkJGJmikaqb82vF4WdT85GoihKXkgqikIkHkfXNcAGJCQkMqa5LOtZz5t2rZRrqY9EIgwODq7onKBSWJZVl+csJ2oMw8inrArTT28kUSNEzBuYxawDahEdCzlP1yqKaqGS9FEx9Q6Dm6bJxYsX6ejoyLf4luLk2AT/8OJRUqZBb6iB9x+8mgZ9DMk6jS1vAMC2M0jGj7GVgyAtflPUNI1QKMQ7f+lmnnv8NEOXJvF16Ow80M7wyFC+SNjnvR23chWWnUSVm1Hlxrqdg3rhVnSCqofZbIIGzUvKzCBJUl7UrAVs2y5pZHlNZJofD1wgqKgYEtiSRK/Xv2yb/WpvXKstpBxhOTU1RW9vb0mH9EJRs9xrXc73uTja64ga5/eF6afXs6gRIuYNSiWzX8oVnZbCthd3nl6pSIzTurxY+qiYeq3Ptu18d8u2bdsWbBOdjCX42xeO4NNVQh43Q7NRvvrycX79+hA2hZEjDQkTGxOo/Jud26Nz671Xz1ufE4K/UlfQgNerI3uW9s0xlTV45LXz9E/O0hXyc/fVW/C5qmtVLkaRZN7RdYhvDj/PeHoWTVZ4W8e1BNTVKRAvR/FnSNM03r7zavw+Hy+OjeBVFO5o70ZJJOkPz9allbiQtZJOWkubZSmLhEQiMSdaVutspkqo9+TgcpQSNYZh5CPskLvn+3y+152oESLmDUY1s18qjZxU4zy9nDdaJ32UzWYrTh8VUg8RYxgGQ0NDuFwuNE1bcHPKZgxGo1FswKNpSEi0+rxcnJnFsHegSV6wJkHygz2JrVwNdSi4lSSpbG3H5ORkPkRf7VRb27b5x2df5dTIJAGPi0vTYS5MzPCv7zy0ZO+mNleQX+u7g7iRxqPoaPL893YpN+WMleVc4hIJM0Wnq5Uud1tVf1/uulFkmXs2buGejVvmPb5UK7HzvlR77TqshY1pLayhHIVzgoD8nKDlskhYrVbvYlGTyWSYmJigo6Mj//tiM8u1/L4thBAxbyCqtQ6oZFOvxnl6OT8kTvqooaGh4vRRKZYiYpxUWltbG8FgkFgsVvJx4YkIP/37nzM9PEOm0UWyT8f25sRCIpvFr2sosg9b+xCS8WOwZ0C5Hlu9vea1LUS5qbbjk9NMzkZp8HloaWxYdOheJJXh9OgUHQ1+4uksE9Nxzg5PY6UsPnDrPjoaK5+5Y1k2yUQGTVfQ9dxtSpFkglr9oy+GZfDwxBOMZSZRJYWXIse4rel6tvn66v5cDqVaiedHxzxlW+hLISIx1VM8m6l4+OFSBk46rIXz4aQ7C7u3stlsPlIjSdI8M8u1sO5KECLmDYITfanGOmAhEeN03FTrPL0c1Jo+KmYpwsfpxCqXSnMwTYsf/83jJOIp2ja2EJuN4zobZlhX0FQFWZb40DV7c2uRWrD199f6cmpGVVVmUiZff+ECGcMA2+aOq3vpbUyQyWRKDt2TJAn58vkzLItzw1NIEnm/qe88c4KPvuUaNHXxCEM0kuRbXz/M+Ogssixzxz272H9w47K93uH0OOPZKdr0ZiAXlXkufKSkiMkYJooslbSgWOp8lIW6biotUF3tjWctiJhaxZwklR5+mEwmmZycnGOR4Iia9UJxREiSpDnRPue1LmRmudrvazmEiHmdsxTrgHI1MUtxnq4nTlt4OByuKX1UTC3pJNM0GR4eRlGUOZ1Y5UhGU8xORWndkNsw/Q0+tg8k2bd1O54WHx0BPyGPu+bXUCu2bXNqaJKhqQhel8aTx/px6yqNfg/prMGjxwf5Nw9eT8DjyqdBCgfAZbNZgkE3123q4vFT/cTSWVRVpiPop6PBz0Q4TiyVqci+4Yf/cpSJsSgtbUGyWZMf/+AY7R0NdHaFFlx/rZi2hWRfuYZVSSFuG3Mek0hn+NYzr3F2ZAZdlbn/2u3s29RZl+cvRamum+IC1eWs5aiV11M0qHD4YfFE5/Hx8bpZJKwEldhBlBM1joBx0uPOjJq1cs0JEfM6ptTsl2ooVROzVOfpeuEYJ8qyTE9Pz5IFDFQvYlKpFIODg7S0tBAKhSr6G5dHQ1YUMqkMulvHyJrYls2W9iaCzQHOnBnlb771Iplkmmuu38odb9k7xyZguTh8dphnTg3gc2lEkinOjExx3bbu3Jov17NEEmmCXvecNIgzfGxycpKpqSkOtvhwWz38S+IC7Q1+Nrc0kjFMZFnCo1d2kx+8NE2o6XI7taYgA9OTsQVFzFJoczXjUnRmjSguWSdixLjav33OY37w4mnOj87QEfKRNSy+/ewJWoM+upqD+ccs5029VOdTMpmcU8thmmY+BbJaG8xaicQsV0dQJRYJjqip1dh2Oai2NqdQ1Dj3xEwmQyaTIRaLYds2GzZsWJa1VsvaOcuCurHQ7JdqKNzU6+U8XQ8K00djY2N1PXalImZmZobp6Wk2bNiAy+Wq+PiaS+PWX7yBR//xqcvPB9fff4BAk5/+gQn++599DxMbWZM5+49PkzFM7n/wYMXHn4onmIgn8OkaPQ3Bim5clmXz4rkh2kN+VEUm4HVx9PwY4+E4nU0BUtlcFK/BOz9C5Awf83g8+Hw+XC4Xzc0JgrrGo6/20z88gaaqPHBoZz61BDCbSjEyG8OtqfQ2NlxJRdlZmlo9RGbSBBtyXk+WbeMPLF90yqd4eKD1Np6fPUrcSHIwuJv9wavmPObc6AzNAW8u5XD5dYyFY3NEzErifCsuNLIcHByc5wy90mmP17OIKaZUXVPhNGHLsjAMg2g0uqRi7XqwlHk1zrl01u+0ca8VhIh5nbHY7JdqcNJJTtSjHs7TS8ERUoZh5NNH9Z6yu9ixLMtieHgYoKL0USm27t9Ia3cjkakY3gYPje0NZLNZnn7xHJmsQXN7br5OQknz+GOvVSxiLoajPHNuEADTsri2p4t7dm5Z5K+u4LytiiyzY0MLqbTBWDiGIku87YadBLyLizUnYnDz/p3s2dbHTDSOhoVsG/T396PrOjOGxVdePYVhg2Vb7O/q4BcP7OR47FEupY7he4vB7HN+ps5sxLLgmkOb6O1rrvh11EKj1sA9LbeU/73PzWw8RYPPjW3b2LaNz32l9mk10yhOLYeiKHR1dc1Le1RjZLlU3kgiphinbsmxSDBNk0uXLpFOp2su1q4X9Wz1tixrTUWZ1s5KBEumktkv1SBJErFYjImJCbq7u1fNuBEoK6TqLWIqWUNjYyONjY1LOr8NrUEaWnPf4vPRLgWkwpdi20hq5e3Njw0M09bUjEdTsWybl4ZG2NvVRmdw4a4gWZY4sKmT588MEfDopLIGva0hHrx2O2nDwufWKkoFTY5GOPbsq6RSWa7av4GdB3pp8F2JoDib6/977Bky6TQ+TUWRFV7oH6S9bZiY61WCSjM+L8g3TdB3XRO9nt20tAZWfFhhMQ8e2snfP/oKY7NxbMtib18HWzvnCqvV3rwdSqU9SpkoljOyrMfzryZrQUjBlZRMS0sLUNoiwXkPPB7Psoqaek0Odo61mlGlYoSIeR3g3KSci6seF6tlWUQiEYC6FM0WUu1NxkkflRJSKxWJWWgN9eJNh7bx1E9eY3Y8gizLuVTSLx6q6G+zpkXatPBcrl+RL3cLJbOVhX6v29aD3+Pi0kSYgMfFwS2deF06lTZFz07F+f7fHc61cWoKF06MYhgWew5tyj/G2VxjpoXtUpmyTNyAZZkMRc/is2xSahpV1XApLqTGWVqDq5OuKaarKcDH7z/E2EwMl6bS3RycU6u0Fgpay1EcIVjIyHKpm+laEBArNWCu2nWUs0gonM+0XBYJ9Twna+X8OggRs85xvt2Ojo4SDAYXHG9fKU7Bqtvtrvs3NUcoVFarMT99VO549aL4WJWsoR5ksibtoQC/+TsP8v1HjpBOZbnx2q3cdnBbRX+vqwpdPi9j0Thtfi/xTBZFlmn1VdZyLssSu3vb2N1b3ZA3h8Fzk8xOxYmFE2QyJt6Am+d/dmKOiIHL16ticnJsCr9bI2OZeNHpa95EmNOoaGSzGWJmlFTSYCo7VdGI+JUQEQGPi4Cn8vqntcpCRpbOZur8vtrR/GtBzK0FIQWLF9MWz2daTouEeg7dq2dUpx4IEbOOcYp3HWW81BtIsfN0MpnErLNZXaXrrLQOZzkjMYX+S8tZC/TSiUEeP3wWG+hua+Bfv+c2PO7qizHv6OviaCzNhekZGtxu3rt/NwH3ymy6iViGkYtTBEJevD4X0Zk4/afnF11PpZN4GhW6MwGmI0k0RaGpzc1VDdfzanyCuBkG3aJL3cQB/+0YaYvZ2VnGxsbqPk213qy19VRKuWGHhY7o1Zz31T4Pa0XEVLuOchYJs7Oz+ffBETXVttXXU3g4g/PWCkLErENKzX6RZblin6NSlHKeTqfTda9Er0R0VJu6WY6amGg0ytjY2JIH6C3GwFiYxw6foynoRVMVhidmefKVC7zlhu2L/3ERPk3jvfu35tKLl6+NlcIfdCGrEtmMgWGYyIqMqkpYpoWsXLl52raNripct60L07SQJBhNxdElL7c2foAZYxQJiUatE0VSQSd/U3eKVUt14Kw2ayECUS/Kjeav5xTb5WQtiZilCId6WiTUu7BXRGIENVNu9stSIjHlnKfrnapZ7Ji1pG6WI500OjpKKpVakVby6dkEsiShqbmbQsjvZXB8tubjZU2Tn5w7z6nJKZDgYGcnt2zszbcwl8KwTNJWFo+iI1fgkF2KUIuP7t4mZEXBNC08Xh1/0I1UNOOmye1hg6+BS7FZAppONJtmS0MzDXrum2Wr3lv2OYqnqRbO6MhkMoyPjy/Ze2gprIWNczkoHs3viMmJiYl5A9/WAqvlV7Tc61iKRUI91yIiMYKaKJ79Utx9VG667mLHXMh5eiVFTHH6yLRtphNJfLqGawEhUc81Ol4isiyzcePGFbkR+r0urMstu5IkEUum6Wyp3GOomBeGRzgxOUlXIIANvDA0TJvPx1WtLSUffy4+zA/Gn8ewTYKqj5sD+/nxqQFGozE2NYX4xd27CFaQkmrvbeLqGzZx7ugwspyLDt7z3uvnnUNFknnPlt38fHSA4USEvc3t3NzRW/W5Lp7RcfHiRQKBAIlEgpmZGYA5dR1r6ZvjcrBSkaDFBr5lMhnGxsZWVUyupUjMcq2jnEVCIpEoaZEgIjGCVaWS2S/VppMqcZ6uRRgtRinRUZw+Gp6N8hdPPUc4mUKRZX75uv1c09NV8fFqwTGyVBSFtrbailuLqaSIeVNXE7u3tPPqmZx1gd+jc+vBzTU/51AkQtCVKwKUAI+mMhqLlRQxESPB98afxSe7cSs6U6kYf/jzn9GjtxNw6bw2Pslfp17mE2+6fsFIDuQKg29/5wEO3LSdVCJDa2eIUGtpMeZRNe7uqf01lkKSSjtzR6NRTg8NgizT1RAi6Pcvy5j+11M6qRoWEpOFs1Hq0flUKWtJxKzUZl9OXCaTybzHnSRJ+Hy+Jc8KEnNiBFVR6eyXajbzSp2n61EsXEypKcCF6SPbtvnC088Tz2RpC/hJZQ3+z/Mv0RtqoNU/3+ZgqSLGtm0mJiaIx+Ns3LiR/v7+mo9V4wrYvcFPk6sV04bO1kZ0xa75Rtzs8TAYiRJw5aJqyaxBYxkvpplsFNu2cSu5x0pZnWg6TLBBR5UU2nxeBiJRouk0De6FJ+bmarMkNmxtr3rNy4GiKHi8Xn44dIkjk+Ng27ROjfPWrl5kw1iWuo7V3DjXysZdLCYLZ6NMTU3l270dUbMca14r52I101qF4rKxsZH+/n4aGhpIpVJ5z7NaLRJEi7WgIgrTR07x7kJUEomp1nl6OdNJ5bqPEtksk/EkHcFcp4RbU4mmYDwWr7uIKYxGLYeR5WKRmMJzsHd3K7Ztz2uxdL45VdoVcn1PNyOxGCPRKLYNW5oa2d3aWvLxfsWDhY1pmyiSgiEZSMhI5K4107aRAF1Zn7eJVybGeGl8jA2B3LC84ViUV9NxHtq8PV9PUFzXUeu31LUQiVkLG3cxq2FkuVZEzFpZh4MjHgs9zxz/rWoGIIphd4JFcfKb1Rg3LraZ1+I8vVzppEgkQjQaLdl95NE0fLpGLJ3B79IxLAsLm8YyRYO13iScYubFolFLpdx74rSvdnd343a7yWQyyLI8z+SvsHDP5XItGg72ahq/uHs3U8kEMhLNXg9KGQHcrAd5c9PVPDl9DAkJVZe4d9N2To5GcE7rW3dsyw/QW2sstkmMJ+K4VSX/mAaXi+FYrGQ9QbmJtis9Hr5WVlNE2bbNpcQMKSuLaWYWfOxiRpa6rufPfa1t9Gul8HSt1Y4UnsvCWUDFAxBnZmbKpgEty6o4EpPNZvnd3/1dhoaGyGQyfPzjH2fr1q38h//wH5AkiW3btvGf/tN/mnMsy7L49Kc/zalTp9B1nc985jNs3LhxwedZm3enNzC1WgcsJDhqdZ6udyTGsizi8TiKopTtPpIliV+78Rq+8NQLTETjWNi8/eqr6GooLTQWWqNtG9hYyNJcj5upqSkikUjJYuZ6Uuq9s22bsbGxOd1P5dZf3I3gFFA64eBSG61t22iKTEeFQw+vC+1ki7ebhJkipPnxbnJzYnySmWSS9oCfrU2NVb3mtJlryXctY/TmlRcu8uIz5zBNm70Hezl089aSj+v0+UmZBpZtI0sSs+k0O5vm1waVmmhbOB6+0hTIan/rXo3nt2ybr1x6kcMzl5CQsFIZ/r+OFjZ4K7tuShlZlmujr9TIcq1EQNZa2mUhigcgFqcBX331VU6cOMG1115Lc3NzRa/ru9/9LqFQiD/7sz9jZmaGd7zjHezcuZNPfOITXH/99fzBH/wBjzzyCHfffXf+b37605+SyWT4p3/6J1555RX+9E//lC9+8YsLPo8QMWuEUrNfqqFU/cpSnafrWRPjpE5UVaW5uXnBb0o7Wlv4o3vvYCIWJ+h2lUwjOZQSMbZtE079kHDqYcDCrx+i2ftebEvJz8Lp6+tbsSJDB8MwGBgYwOfzVd39VFxAWWqjNQyDZDKJ1+ut6thNeoCmAoOB3e2l008LYdo2Pxw4zyvhCWzg2tZO3rppB2qdz/H502M89egpmlsDyLLES8+dx+t3ESrRfLW3tZ1L0QjPjw4jAZsaGrmzd9P8BxZRSQqkOM23XJEQy7IZno5gGBYdTQHceunP8Gpt3CejY7wwfYkOd+76GU1N84+XDvPJnXdVfaxSEbLC4lTDMCqq4xAiZukUfwaamppQFIXHH3+c48eP09LSwvXXX88NN9zA3r17S34ZvPfee7nnnnvy/1YUhePHj3PoUM5K5c1vfjNPPfXUHBFz+PBhbrklZ8S6f/9+jh07tuhahYhZA9SSPiqmOBJTD+fpet2cw+Ewk5OTdHd35/2YFiPodlXU2ltqjfHMy8yk/gVd7gRkoulnsQw/0Ym982bh1JuByVkujs3gdWkEuPJ+1Dt9VXyTcQSSs9FqmpbfaFdiINmR6QmeHR+mN9SIBDw3NkSrx8fNXeXnvtTCQP8UbreGpuVEcCDo4dK5SUIt81WMLEk8tGU7t23YiGnZNLhci3ZZlaJUCqQ4zZfNZjEMo+JoQSUYpsVXHzvKsYtjyJJE0OfmV++7lubg/OF+q5VOimRTSFz+HFo2XkVjKhOvy7GLi1ML037l6jiSZpzDqZ8RS8/Qlu3kYPA2vMrypYsXYq3Mq6kHfr+fe++9l9tvv52hoSE2bNjAc889x/e+9z3+83/+zxw4cIA/+IM/mPM3zr0pFovxm7/5m3ziE5/gv/yX/5I/Jz6fj2g0OudvYrHYHOscRVEwDGPBL+BCxKwii81+qYbCqEmhaFjKAKql1sRYlpWvMXDSR9FotK433FIiJmWeQ8aNJKnY2JhZL5Oxw2zd8AAu1/KN4T9xaZxvPP0qiixjmDZexeTXOzvJzM4yOzu7rOkrVVVRVZXW1lZkWa574epiDCSieFUV5fL1G9BdXIiE6y5i/AE3mcyVKdLJZJYNDQt3TgX1+r7npYa/DQ8PMzU1NafrY6lzUl69MMrRC6N0NPqRJImpSILvPXuSX37LwZKPX40Ns8sTBAkyloFqy4TNNAd8HcvyXIul/Szb4hX5Z8yakwT0EMPpi0Smv8U9Le/PTX9eYdZSRKhe63DqfJqamrjvvvu47777APJ7WDEjIyP8m3/zb3j/+9/PW9/6Vv7sz/4s/7t4PJ6fRuzg9/uJx6+I4ErauYWIWSWK00dLvcgcwTE4OIht23UxK1xKJMaJBDU2NtLY2Jh/ffVu2y4ltDS5CYt0rgYnEcckQkvTjRULmFo/9D89cpaQ34vXlfs2frp/iBdfO8uO7paa0le2bWNZNopS3d+VK1ydjcZ49OUzjMzE6WgKcsueTTQ2BOoS8m7S3ZyKzebPXSKbpcVTfzuA3fs2cPbkKOOjuanG/qCba2/YzHR4PP+Y0WSUHw6dJpJNcaCpi5vb+mqKwFSCM59D0zQ6OjpQFGVOtGApc1JmYkmypsWx8QnShklA0/BOlxbBq7Vh9nqbeG/PNXxj6BWylkmPHuS9vdesyHMXRyNn01PEJ2bxWAGyKQNZ1piSx5mIjdLu717x87NW0kkrYf5YKgI5OTnJRz/6Uf7gD/6AG2+8EYBdu3bx3HPPcf311/PEE09www03zPmbgwcP8uijj3L//ffzyiuvsH374vYrQsSsAuWsA5ZCJpMhHo/T2dlJKBSq29yLWgTHQpGg5agfKD5ewHUzs8nDzEZPoOluAu4Omr1vq+hYSzlvGcPAdzkFZmQNTNNE0110dZUe1FcO27Y5/NwFnnzkZK549UAPd9x3Naq6sChdqODU4/Hww5cucHI4it+t8+qlKUZmYtyztxu9wIOl1jbX61raGUjFGUnEwM4V1b65zlEYALdH4x3vP8TI4Ay2De1dDXg8OtPh3O9nMkn+/LWnyFgmbkXlqxdfJWFkube7ei+qanE+y8XRgkQiUZNDdNDv4mI4jO5S0RSZ4XCMYEPpyOpqdifd0NLHtU29JDIpolMzBLWFI2PLha66UFQFyZTwurwg2aQzcRKxBJemL1VtZLlU1ko6qZ5iqppj/a//9b+IRCJ84Qtf4Atf+AIAv/d7v8dnPvMZ/tt/+29s3rw5XzPzyU9+kk984hPcfffdPPXUU7z3ve/Ftm3++I//eNHnESJmBXHSR8PDwzQ2NtYltWDbOefpmZmZ/LTGelHtB7BU+qjUMet5w5VleZ5JZWQ2SXrqITZ03o+mK7iUjShyZVGBSqbsluPA5m6efO0iPk1mNhrD7dLZtqH60Pr5M+M88oNjNLcGUBSZl1+8hNfn5uY7diz6t+XObTSZ5vTgBJ1NuZkpQZ+b0ZkovlArzQF3vrXS8WAprKepBLei8qFtVzMrWdg2dPsCaMvU5qrrKhs3ly4+PjU7QdzM5NIcgC4rPDZ2YdlFTLnzLstySYfoSpy53QGdxnYfsckUGcOktdGHEQTDskoWTK/mhqnKMm5ZJb6KkQeP4meHdz+vpJ4mayaRZNgR3M+m4DYkSSpZy+REyZajbmytpJPq2epdzbF+//d/n9///d+f9/O///u/n/ezz372s/n//8M//MOq1iREzApRaB3gtFAvlWLn6YsXLy59oTVSLn1UzHLMnik1AXjzpm01p9NqfW9u2b2RaGSWU8NT7OjrZlebD69HJZxJENDcKBWaKw72T6Hrar54taHBw/kzY/NEjG3bZO00sqSgSguLDSedYgMSV16jJM11yy30YCnuCFmsxkOVZTb6g2V/vxIUG1ha2Khy6WsxZqSYycZpkAdwW18HO4ysHETRP4AkVR9NqGTDKj7XpVqKfT4fHo8Ht6rS1OFj56ZWbAtMySKezebrjgpZC8P21sIa9gduQYq4kH02Te4Wul2b8+/LQkaWhmHMaeeuR93YGymdtJoIEbMClJr9stSNvNh52rbtVbuJVFNIXO9IjHM8Z5hfQ0NDzd1YS1lfNptlYGCAm67q5aGbDyBJEj85fZivnPgelgQh3cuvbbmVDvfinVH+oIds1sxfL8lkhs7u0JzHZKwUL0efYDo7ioTMTt9BNGnusePxNLZt4/O58Ll19mzq4Mi5ETwujWTaYEtXEy3Bue3rTo1HoQeLUzxZbKy4XGPjHWZmE1wcmEZTZLZtacNVpr24kF0NbTS7fIwko2iyQto0eP+mffMedzo6wj8MPI1HCfNA47dpdbXQpLVgmk9CxkB1/fpyvKQ5lGspdswUZcOgx+PmQnQWTVFBknjvnl1rdk7NWog8SJJEq9RDm69twShiqevcmWBbPJa/1gLt12M6aa1N6wUhYpaVcrNfllLcatulnadXZdBVBemjYuodiZEkiVQqxaVLl+jq6soPa1rK8arF8aIqHCY4lY7xralXafYE8Lk8zGQS/PX5J/m9qx5Y9Dmu3r+BE68OMToYRpLB63Px5rt2znnM0fBzjMyO0uxvRlJNXou9wCb7AG12G6Zp8dRTZzlzZhwk2NjbxK237uDea7fR2RhgeDpKS9DLNdu6kMtEKQrPR7GxYuHMFKfOwDTNmq5pwziJaT6HhIKq3YIs56ZzDo/O8tf/8AzpTK7rob01yK/90ptwuxeOOPk1nd++6iaeGL9ALJvh6lA7V4fm+jllLIOvDD6Drmhs9sTQZbiYSOMPSuhSO5Z5uOrXUQ9hXmoW0EdbWnh5cIipaIwOn5c+l04ikZjnzL2aUZCsZfLD0RO8MnUJjyXzvuAN9HhDq7aeWjbtwlqmwrH8SynQXguiDkQkRlAjC81+qdZx2qES5+mVotL0UTH1jMTYts3MzAypVIotW7bUJQRczfocQRmLxeZ5UY2no0hIuJTczxp1L2OpWZJmFq86vxaq8Py5XCrv+fCNDPZPYZoWXT2NeH1XOqsuDU7zzW+fw8rK6Po0190RQGuVSNq5mQunT49x6tQo7e251M7F/imaXh3i4MFeDm7ronSDbmWUm5mSTCaJx+PEYrGKnXIN4yTZ7N8g4cfCwkydwOX+OLLcw8M/ew3btmltvjxEbXyWl48NcuO1iw+ra9DdvLXnqrK/T5gZspZBg+bFsPXLTlE2GctAVyyQKp9qXUi9P4+yLBP0+7l1Zy6N6Dhzx2Kxeb5Dq/mt/1tDR3lm6gJB2cVoJsYXzz3Jv99xJ416/bvTKqEe4qHUBNtEIjHHyHKxAu21kk6qdySmnrOQ6oEQMcuAE30pZx1QSzSiUufplWApc2jqJWKy2SyDg4Pouk4gEKjb7JNK12eaJoODg7hcrpJeVA1azlzRsC1UIG6k8ag6bqWyG4CmKWza2jbv56l0lu/84ChuzQ3+FHZK4flHIhx6p4lLyt1wJydjeDxXikR9Xp3x8QijkRjJbJZGr4dQgbN1uULRytaZqzMwLjtDa5q2qDWCg2k+i4QfSc4NyLOsMUzjZWS9h2gshct15T1VZIV4YmFfnkrxKy48iouYkUKml6FkF3JqiqQSwee3ULXfqPqYKxEJURRlTpFwLJ3g6PQZwuEozZafNqWBcDi8YgMO4XIn3cwl2t0BbMNC0dzMWlkuxqfXtYgpprhA24lIOpYupYws11Ikpp7dSSKd9DqmUuuAatJJtl2d8/Ry4HwYa0kfFVMPEVOYvpEkiXA4vKTjFbPY+pLJJENDQwtO/+3yhLgjtJUn4/3oVhpFkvmVzW9e8rySWCxN1jDpaexhOH0B05UmmbBoMncQknMdO42NXk6eGiEYzH1DjCeypP0Jvv7Ka8gSSEg8sHsbTX4vD184x6XILAFN5/4tW+kJ1F6YW4k1QuG3V5DJlRo7WCDlrqldOzp59OenUZsUDMPEtCw2b2yu/cQVoMoKH954M3/b/yQD0zGeeOlGmpHRJZm792/ioUMH6vI8y0nGyvLVsUcYSU8hSTKmYXC3doCQHVqxAYdwua5HVslaJgqAbWNjo8mrt9GtlKAsFZGcCB8maR5FVfzY1h4ymc4VE5TlqGeUbq1ElwoRIqZOVDP7pdJ0Ui3O0/XGEVzOWqpNH5U7Xi3Yts3ExATxeDzvBZVMJuteKLwQMzMzTE9Ps2HDhkWH590c2sKhjm2YmkyLy09Qq316soPPlxudb2cVNri3EU3G8blNrmm5kZmZSWzbZufODkZHZ+nvnwYJAk1uRnwG3cEgsiSRzGb5yanz+EM6Y4k43f4A8WyGb54+yUeu3kewTlONS1kjFLYXu1w78HqOoGppZAmQVBQlNyjt9pu2kc4YvHR0AE1TeNdb97N5YwmDpBrZ4Gnmk9sf5LPfepIeNUGz34tpWfzklRl29kyxo7v651rJz+eZ+CAj6WnaXLmRChE7ztPJE7xp44F5I/qX25n7bV17+Mqlw1imSdY02N7YwY7A/CjiSrLS90pN01C858hKf4eKjG1lSfMM45P/DiPjqsnIsl7UM3oiCntfhxRbB1Ryc6gknVSL8/RyhDCdSMf09PSSbQyc49VWAJqrB/J4PHME3XJ1OxXjRKGcaciVbgLNmm+OF0g5Kn3fPG6NB95yNd//8TGsmI0sKbz9nn14PDrhcO7vVVXhjjuuIhLJCbywmeEHJ87mo0AeTWMqniQcTecjLz5NJ5JJM51K1ixiFnsf5rcXd5FI+InFXsAwbFT1uss3ehNVVXjw7qt58O6ra1pLJeiyytRMkpA3l1pTLr+nk5EEO7qX7WnrQtY2kbhyvWiSQoJU/t+LjeivpKajUq5t6qVJ93F8cgC3LfPm3l01RWJs2+b06TEGh2ZoDHnZu7dnwQGP2axJJJLE49XxepbPjb5SwunvoEg+FMkPMqTlCwQaRwjqt87pOivsfFrIyLJeVDK6v5pjiUjM64jC2S/VTN4tNaDNwbIsxsbGyGQyVTtP11vEWJZFOp0mGo3WxcYAahMd8XickZGRkvVAKzEBOJPJMDAwUFMR83KwbUsbv/Khm4jF0gQCLnze+aJDliVCoVxNgpbWUGSJeCaDV9OYiCfYEAoyYsVJGlk8qoZl21i2jXuZb6gOV9qLdwO755n7LWVcfzX0tDQwMDlLk9+DefmLRXNQYzb9BBl7Erfci187iFThjJ9CEqkMP3j6FP2jYTqb/Txw01U0+OszzXaDuxVVlokaCVyyxowRY5+7fNFzOWdu58tStdNsUxmDsUgMj6bRGvSy2d9Mi6Xl5q0otV1Djz9+mod/dBxZAsu2OXp0kA9+8MaSthtjYxH+9u+eJhpLgwQP3r+H6w9trul564VNFgml8AdAdl6adSEjy3pHyaD+E3tFJOZ1QqnZL5VSLp3kdPw0NDTQ0dFR9SboRHjqccE6a1FVNe8JUw+q7f6ZmpoiEomUNU9c7khMNBplbGys5vbteqxtNp3iH44f53x4hi5/gA/svpp2nw+/b754KfV8fpfOQ1fv4McnzzMWjdMTCnDXjs2MJ+J859xpZtIpLMvm2o4uOnyLR42Wg8XG9ZcqnKwHH7x9P3/5/WeZiiawbLj34GYCoe8ymT6LLLmJ2E+TsUZpdj9Y1XFt2+bvH36Zc4NTBH1ujp0fY3gywm/+4s3o2tI/S816Ax/oegs/mXyBuJniOv8ODnkWn+jsUIkzd7n0x0g4yl/86DliqSyWbXPbrj7eed1VS/oClc2a/OSnr9EY8qKquZTz6TPjDA7OsLFELdRXvvociVSGpiYv2azJ9/7lKBt7m+noWD6H+sUIaLcynf46CiaWnQFJw6POjyRWEiVzRE1xK30t1HtirxAx65xKi3cXotTGWw/n6XqZKzpr6enpYWJiYsnHK6Ta7h9d1xc0T1wOEQNXCqqTyWTVEbHiY1VKqU3Asm3+8qXDDEUjNLrcXJwN899feJ4/uPkWPEVrWuj5uhoC/PL1+7BsO59W2qTrfOTqfUwlk3g1bdUETCmKu0GcTdaxRqhHjUEslkZH4lPvejMz8RRuTcXjmWA4cR5d7rp8bZnMZn9Oo+su5Cqm+Ebiac4PT9N22YHa49KYCMcZm46yoT1U03qL2eBp46MbHsg9XySCaZo1H6vcNNvi9IfX6+XLTx4hmTFoCeTqiB49foHdPW10eNWaRYxhmJfNTq+kiWUJMtn5rymbNZmYjNHS7Lu8dgUkmJqKr6qIadDvRkIjZjyLjBfS16ErnYv+XakoWalWeo/HU1PqTxT2CvIsNPulGgojMZZlMTw8nK+1WIrKXeoguVLdRytVc1JIJd0/1Ryv2vUZhkF/fz9er5eNGzcu+/Rf51oq9dhwKsVgJEKb14skSTR7PIzGY1yITLKzsW3emP3FKO6OanC5aXCtjmFfNSy2yWazWWKxGB6PZ9HPkG3bPPnsOY6fGAYk2lr93HfXbrwenZRpgi0h5YcASkCu46YaVEUGOydClcvvrW3buZ8vA/X+DJSb2hwOhzk/MkHI68YwsiiqmhMQsQQd3mDNnxW3W2Pb1jZOnxkjGPSQTGbwel10d4XmPVZVZUINXuLxDH6/C8O0sC2bUOPqtHQ7SJJMg+sOGlx35DzyGK7pOMWt9IUF8bWk/sTEXgFA/kZZS/qoGEdspFIpBgcHaW5urovz9FIiMalUiqGhoXl1H8sxYbfcGp3hdTMzMxV1/yx2vFowDIORkRG6urpWfR4PgOtyYaNp26iSxEw2wnhmhsORl5iWmrk2uB+3cuU8rQX/muWmeJO1LIv+/n5SqRTT09PAwtYIF/qnOHpskPa2ILIsMTEZ47kXL3L7LdvR5S50pY2MOYYieTHtKD5tHzLVCT2fR+fmfX08/soFNEXGMEz2bO2kvWn5rqnlqsEqntq8o3uA8+PTuTqrZJJ0KovbNvLeT7U+x/ved4h/+f6rnD8/Qd/GZh56aD9eb+kU8vvfe4j/93dPMz2TwLZs3nL3brq7Qmvm+q9nCqec31Zx6s/j8ZRMuYuJvW9w6pE+KsYZlT80NERPT8/lmRlLp9YNfWZmhqmpqZJrqVeKyqGcKHLcvWVZrqr7B+qzcdt2zg08Ho/XbaBgNe9HMplE07R5aSufpvPA1m1898xpslaWGWOW/Z2NbG5oYdaIcDx2imsa9i55rZWQtUz+pf8Mz48Poisqb+/bwYGWXLh8NedgyLKMLMu0tOTaostZIzjfXGfCCTRNyVsuBAIuRscjuWNJLjo8v8pM+sdk7QkCyiFC+u01vb4HbtpJb3uIockIrSEvB7Z3L2rzUCsruXl/6M37+cJPnmcimgAUfuH6HWzrbGFmZoZYLDZnanM1M1I8Hp13v+uaih7b09PI//dbdzM1Fcfn02lszKViFos6ZK0McTOMLnvwKssnKJdr0N2VgvgrfluLGVmKwt43MNXMfqkU0zQZGxvDMAy2bdtWV1VbrZ1BJamslUgnOYKuqamJxsbGJR+vWhwBpSgKoVCori2Pi63NSeE5aUrbtudFEe7fvIXNDSGOzfQzYcnsbWtHkiT8qo/p7Ez+WMstJH586RyPDV2k3e0jMhrnr84/x8dvOMS+3q6Sjx8dneWfv/kSU1Mxtmxp5e3vOFjym3W9KVW0Go/H807RppEiHk8RCnpQNYVoNM32LVfmmqhygFbPLyx5HZIksXdbJ3u3LV4XsVRWslahOeDlU297M+FEro7I7869p9lsFk3TcLvdJBIJJicnyWQyyzZ0z+PR6emZez0tJB7C2XGenPkWGTuFbdvs8d/EDv91dVtP8TpW4v0olfpzOp+cqdlOOqpWI0sH5/4kIjHrAGf2y+zsLJFIZEmuyIU4ztNNTU1Eo9G6XwzVbOiFwmGhVNZyp5PC4TBTU1N0d3fXFJGqRcRMpi/xauQRMnaKLu0qPFPdNDe30NjYyPj4eN1E22LXTKHzthNFcDoViqMImwMBmgMbeXZ2glzvpkTCSNKkzRV9y/mN/Oj0OE26m5GnJ4iNJEibBn938hk+8dHb8RWVI8Riaf73/3qcTMbA49E58sogsViaX/21N9dXbNk2EEGSEkU/zyJlv4FkPoULF7r/3YRCN2DbNm1tKSZnUpdrYqCtJcCeXW1rMlReDSsZDVMVmZbA3Dfd2eDKOXMXW1FUUr9ULQuJmGdnv49lmwSURkzb5NXYz2lz9dKotZd8/FJYLS+rws4nZx39/f2k0+m8C32towuc17TWPiNCxBRROPvFiWws9WJ0jAId52lFUZidna3Tiq9QaSRmofRRMcvV/VNYRNzX11fzzaza92Y2O85jU3+LjIJlwIuR73Ow6V62Nm7LH6+eIqbUsWzb5tFjp/npkdME/H4ePHgVOwJSPlRb3JXjRBHS6TRNSoix9AS6rhFQ/Vwd2Dnv+MtFQNc50x8mNhLH1aBjGODWVH748DHe9c65raRDgzOkUtn8rJqmJi/nzk2QThuLOlFXjJ2C7FfAOk2LNwbZu0B9CCQZyfgukvETkFoBAynzJWypCUnZjtfr4f6793PLjTvJZk009Up9Wj2HwK0ka6EWJJU1ODk+hq1M0dcSYkNzw5wZKY2NIQwzTDptk0rOr1+qVztxqffMsk2iRpig0gSAIikgScTNyLKImLXim1Qq1eqYtU5OTs4xulzsel+LURgQImYOxbNfFEVZ8s2hlPO0ZVl1jW44LLYB19IJVe+aGGcdFy5cWLKFQS2Mps5iWllkwwWWRZO3jYHMUfZxZ/4x9Xy9xceybZufvvwa//jccdoag8wmM/zvR1/k43dcw5a2pnl/r2kaoVAo/622I9XBVGyaWCKGC52EHQevvSIb7kN9O/izYyOkTBPDyBLQdDobgsSi6XmPdblULMvOf5ZM00KWJVS1jjdB4xGwTiLRhWGFwfg5SL2gHkQyXwKpESQN0MCOIFknsZXt+T8PFAyec1JPxdYIuq7PaeUuPseRVJpXR8YZG5vA19JKS3FIagVZzU0zbRh89YVTTMRT6JqKbcP7btzD7p5cms60ZhlPfp602Y+EREPgbWxovj8/D8iJPJabB2TbNi9eGubwpRHcmsqdOzaxoXF+52I58SBLCkG1iaQZxasEMW0DbBu/ElqW87FWN/xSnU/JZHJBI0uHWiKVR44c4XOf+xxf/vKX+a3f+i0mJycBGBoaYt++ffz5n//5nMe//e1vz38We3p6+JM/+ZNFn0OIGOZaBxSGy6qtMSmmnPP0ckyZhYXXW2n6qJh6r3V2dpZsNsuGDRuWbGFQC7YpkUyl0LUAPp+PtJVAla7k1esdiSnENE2GhoZ48eIwLaEggctRsLRh8vLF0ZIipvh4Ho+HHk93/niFqSdnTogT0q/3ptbrb+A3brqB/3v6KXxeF61+H9PTCfZePX9G/4beJnZe1clrr+XamCXgwbfuXXCMfNVYF5BoAEkCZCTc2PYgcBBbCiLZYcC5xkxg8Tk4pTpB4vH4HFNFp2g1ks7w5088RziZIpVM8vzkLL95yyG6GmovGLVtOzd80LZpcnsqNgxd7UjMmdFpRmZjbGgJoakqiXSWHx45kxcxU6kvkzb7UaU2wCSc/mdcyiY86q6SQ/eceUCOiDw2Eebbr54m6HaRNS3OjE/zm7dfT3tgriXLQhGQG0IP8vOZbxE1p7GB/cHbCWmty3I+ViudVC2qqi56/icnJ/F6vXR2dlYlYr70pS/x3e9+N3+fdwTL7OwsH/rQh/jUpz415/HpdO7L0Je//OXqXkNVj34dstDsl1pFjDMorZzz9HK2Qpa6mTmmhbXUndSrJqbQTkHX9VURMLFYDGvST8jdSlqKYRgJbGyuDT2Uf0y93xvn/XDSFa2trbQ0hpgcujJE0LTMmqa4Fn+rGhkZAcgXsDoFlT6fr261Bzs2tPOx972JHz58jNmZJLt2dvKWu3cRj0fnXHuKIvPBD93I0aODzM4m6ekOsXVbncP2cicYgyD5yc1ySYOU2zRt7ReR0p8Da/TyYzdgqzdUdfjCTpDioslwOMwjFwaZjETpagiSlCBtWfzo1Dk+cmh/TS/HsCz++ewJjkyOIwGbgiHev/NqPOri6bfVTl9kTRMJ8n5OmioTT2fzv0+bZ1GlpstrVMGGjDmMR9015zjOPKCsovHkwHnCySTbmoI8ca4f1TRQTAWXpjGZSHNiZKIqEdOgNnNvyy+TMCNoshu3vHxRs9V+PwrXUQ3F85iy2SwnTpzgW9/6FsPDw2zatIn777+fG264gY6OjgWP1dvby+c//3k++clPzvn55z//eX7pl36Jtra5JqEnT54kmUzy0Y9+FMMw+O3f/m3279+/6Jrf0CJmMeuAWjbwTCbD0NAQPp9vxZ2nc2H7KxMunfQRUHPdST1EjFPAGgwG6ejo4Ny5c0s6XrU4NUmxWIxtG3eySe7jYuIVMlaKLvcOGpRuMoaJrs4d7mfbNufPjjM2FqGx0cvOXV1VvZ/OsWZnZ5mYmMjXIL1lzzZeG5pgNBzFknK2AIc2dTMdjuPStZJ2ApWgqio+n4+sKpNOJ8CWyGaz+RSix+PB5/MtufZg+7YOtm/rmHOjjsfnP05RZA4c6K35eRZFfQu2NQj2CKocA+UQpryLseR3SZnD+JRbaNU6UCQvtrIXqpi4W4rCosnm5mbcE2FcajhXQ2dZGIbB5GyEVCpVkzXC4fERXhofpdsfQALOR2Z4bPAi9/Vtq3h9q8XG5gY0RWY2mcLndjEVTXLzjivvvSZ3Xo7ENGHb1uWflY48ziZS/MUjz5HIGLg0hZOjUyiqTMDrRddUjGyWZDLJ1OQkE42+OUWqi4kHRVIJqAtHPOvBWkknLUVMOSL+zjvv5M4772RmZoYjR44wOjrK7/3e7zE9Pc2+fft4+9vfXlJs3HPPPQwODs752dTUFM8888y8KAyA2+3mYx/7GO9+97u5ePEiv/qrv8rDDz+8aEfbG1LEVDr7pdrUQi3O0/Wk0Fiy1vTRQsesBcd7aLXOSbF9gSRJaGhcFbgFy7L5zuHXePzEw9i2zY3berlze1c+hP/YIyf40feP5o917fWb+YX3XFfxuXQEjKIoc2qQNraE+OQDt/DKpREUWWJLUyOPPX6KeDIDNhzav5G9u2qzUT46O8o3Rk5iYyMh8YG+fRzYsGHeKPNqp36WYtW/aUoB0P812ONMJ0dwN+3lQuKviBvnUSQvkexJJo1ttPBBmkIaNboTlGVvVwdP9w9hKyqGlcaQZPZ3tdVsjTAaj+FR1fz1F9B0BmPRitay2umkJr+Xdx/cxvODUySyJrfv6uP2XVcMGZvdH2Y08TkMawIbC5/2Jjzq/pLHOjU2RTSdofNyWs6lqkzHE8QyWdKmhWFZtDeFuGPfLnRsEokEU1NTSJKU3/BWOxKyVjrd6immFEVh+/btvPWtb+VXf/VXyWQyHDlypKovuQ8//DAPPvhgyS/UmzZtyk9I37RpE6FQiImJCTo7Fx5R8IYTMdVYB1T6IViK83Q9caImS0kflTpmLTfIengPLZXCFE4p+4JnzlzikWPn6Qj5kZB46nQ/btnm5q3dJJMZfvLDV2ls8qGqCpZl89ILF7j51u10dIYWfW7DMJiamkLTNHp7e+ddS52NATobczfpr3/vJUwLWpsCWJbFsy/309XRQEtTdV5GCTPL1waO0+Dx4lZU0qbBVy4eYVugBb/mKtv1tJyzPJYdSQOpG9MySNtTxI0LuORcmHp83CBpvMgLR7bi97Ry31t246sxylWKXR2tfOjavTx88hxJWeJde3dx65aN+c9MJpMhHo/P8R/y+XxlW4s7fH6SI2b+8xbNZtjXWnkKbrVFZUfQy0ffXNqoVVM66Pb/IRlzCFlyo8k95cc6lPhZo9fDB27cy6tDY7g1jUN9XTR6cylp58uRYRjMzMyQSCS4dOlSXYR6ray2iHKoZ22OaZpzrltd17nuuurm7DzzzDN8/OMfL/m7b3zjG5w+fZpPf/rTjI2NEYvFaG1dvGZpHd2tlkZh8S6wqICplKU4Ty/HhR6JRPB4PFVPvS1HLekkwzAYGBjA5/OV9R5a7g+5I+QWsi84NzaN16WhXD5PfrfOhYkwN2/tJpPORZ8UxSnyzvnppNOLR6WceUCBQCDvP1UOy7KZCsdpbvSCnXs+WZKIxTO0VBn1jplZLCzcSu5j7VJUZjMpIkYavzb3HBR3PTm1HiMjI3VNPa0WkWiKSDSFr0GhudnH1FiKF1/q59Zbti/+x1Vw7YYurt3QRX9/Pxs3bsz/vHAIWVNTU95mpJRTsTPU8Jq2Ti5Ewrx6uSamLxjitp6+itaxFjbNxdYgS17c6uKpsR0dLQTdLsYiMXRVIZnJ8q5rdrO5pZHNLeWHYaqqitvtRlEUmpqa8pNsHaFeD9PQSllL6aR6Tutd6rEuXLjAhg0b5vzsk5/8JJ/4xCd417vexac+9Sne9773IUkSf/zHf1zRF6o3hIgpTh/V68O+FOfpSvK31ZBKpRgdHUXTNHp6eupyTKg+EhOPxxkZGaGjoyP/rb/cMZfjpltsYrnQh64l4CWdvSJKkhmDlg4vtm0TCHro6AoxNhIm2OAlFkvj87loaw+WPV6h91Nvby/JZDJfcV8OWZZoaw4wHY7REPCQNUxsbAL+6iMGDaoLTVaJZTP4NZ24kUGXFRq1ha/N4loPp+210EXX6chZ6W+01eCW2/Gr24gZp0gbJro3ihndiW348fgMpmcSix9kmSicxwHlrRHe3ruFuzZsAqDR5c4L7MVY7XSSs4awMcVAMlfztsmzg0atperjBD0u/u2d1/PEqX6i6TR7etrZ11NZRKrwvlJu6F4pZ+56D91bK91J9Uxr1XKsnp4evva1r+X//f3vf3/eYz772c/m//+//tf/WvW6Xvciph7WAcUbbj2cp50Ix1IvMNu2CYfDTE9P097eTiwWW9Lxiql0TkzhQL9SHVmFLEeLuVNJ70TFmpqaFn2vb9u1meOD4wzN5HxzWoM+br9q4+VvHBIf/pVb+OevvcjAxUm6ukP8wnuuw+MpPTa/sIjaEU+pVCr/+6mxCE/88FUi4QR929t501270PTcx++Om7fz/Z+8yuR0FCSJm6/dTHNj9fVDbkXlgz17+eroa4wlo7gVjY9tubai7pZCZFmel3oq/EZbKvW0Fm7YkiTT5/sok+knsOPnuHTRxGtejyxBZDbJnqvrJ+4LqeVaLrZGcKIG09PT+XMc9xpVpfdW+z2I2DO8Nvtcfh0Xkqe4vemtNNXQxtzk8/D2g9UPciz35ahw6F5xZCwcDtc9+rgWImNQf/PHUqnC1eZ1K2KK00e1XpTFUYN6OU/XY4hc8caZyWSIRisrBKyUStJJhmEwNDSEy+XKD/Rb7Jj1ngIciUSYmJigq6sr/213MbwujX9335von5zBsmBja4hMMkEymQSgocHLR371zYseJ5PJMDAwUNIB3LZt4tEU//w3P8e2bdxenVeeOUc6leUt78yZ3YWCXn7hgf1EYylcLhW3q/ZQ92Z/I/+/vXcRzaYJaC40eenfMIvbLtPpdD7i5tz8Lcuqm5Ep1hSS+SJgYisHQV64lbMQRXLR7r6btq67MMcGePnoJQA29bVwzXJ2Si2RclEDJ6pY6KdV6l62FiIxA+ZZZF0moIYAiBqznEscp6nhthVbQ6VfDEtFxgoL3xca+lYJIp20crwuRUyhdcBS00eF1gNOqqAeztNLHaRXyjSxXjNdCllMcDj1H21tbQSD5VMt1RyzGpz3enp6uqYCYl1V2NZxJeSdTVV3rTjdVwuJp/HhMKlUlrbOXHFxW1eIU0cGuPNtB/I1N4oiEwwsbequ87earNDkWp4ZGIXfaAtTTzMzM8TjcaLR6NJST9Y4cvqPwc5FFCXj+1iu3wG5OgEiSRLXHOxl755uTNOaY3UQz2QwLIuAy1XxMLlKnq9SbNvm7JlxXj06iKrKXHdoE51doTnHKo4aJJPJvKliqVHxa+Gbv2VbSFzZ5CQkrBUWV7Weh1KTbJ0oTSqVWnRyczFrKZ1Uz0iMEDErwGKzX6rFaTEeHh5GVdVVLZiFuemj4u6j5bAIKHdM27aZnp5mdnaW3t7SHQnVHrNaHEsHSZLo6empS1dNpQLLtm0mJiaIx+NlxZNzLFVTsK0rxzSyJpquIsv1v8mt9DdyJ/WUzWZRFAWPx7No6mkhJONnYCdyg+wA7Emk7A+wXf+qpvVpmoJ2eZCgbds8fO4cT/RfAgk2h0J8YM8evEss8qz2nJ85Pca/fPcIPp8Ly7S4eGGS937getraSn8JkGUZn883pwun2Bohm81iGEbZIvalYts2pwcmGZ6IEAp42Lu1Y169TpfUx2n7JeJmLhpskGWzd+W8vZx1lmskOPXyJYYuTNDYGmDfm7aiLDA9utTk5mqcudeCqHTWUc9ITL1rh+rB60bEVDr7pVosy2JgYIC2traSbbq1UstGbppmfiprKTG1UpEY0zQZHh5GURT6+vqqPtf1iMQ4EaD29vb8jIh6sdjanNkzLpdr0YGGtm3TuaERebuX54eHaDI0/EmNu995cE3c5OpNJamnBesO7CRIhbclDUjWZW2vTU7y6MWLdPoDyJLE+ZkwPzp3jnfsXPpGW817eeSVAfx+F/7L3k2Tk1FOnxorK2KKKbXBDg8PMz09zeTk5LIUrP70hbP8y1MngJyH+sEd3Xz4vrnXcEhq4dam+zmTOI6ExFbvblr1hWd81Jty4uGRb7zIj//phfxn++jT5/jQJ++t6N5VOLm5sJsvmUyWdeZeK6mXehf2ChGzTFQz+6WaY05OTpJKpeju7q44VVIp1aaTCmtxnPRRqWPW+5t4sTBy1tHS0kIoFKr5mLWu04kAhcPhfARoenq6buJtsbUtNnum1LH++vwLPNE9RqY5y2kzxcc2XsOuPRsX/NtaWA1RZNlpUuZ50vYMLruHVNZLJJ3Gr+t4da1k6mmhridbuQ7JfAqIATLYcVBurMtah6NRNFnJRxBCbjcXwuG6HLsaFEXGKojMOYXktVC4wba2thKdjHH+6CVQLFo3NyHJ0pILVlMZgx88fZLGgBdVkTEtkxeOD3Dt9m52b2mfc9216d206bUNaqwHpURMOpnhJ19/kUDIi6Lm7pEnXupn8NwEvTVYYRR28xWn+5z2+Ww2SyqVwufzrfrQvXrNfVorwqyYdS9iDMMgGo0SDofp7OysywVT6DwdDAaXRX1WGjUpbNtdrBZnObp+Co9ZyeyVao9ZDZZlMTQ0hCzLcyJR9bxJLHSsYvuAcmTTBoomI0kSFxNhHhs9R4vbj+yRSJsG35g5wVvtvShS9TcE07aYzaRQJJmgVn3BYT2x7BTjyX8ga42SttOcmfLwxAvXYFpuFFninXt2clX7lc6Ucl1P09PTpNPpyxGEXnyuX0GzHwYsbPUhbOX6uqy3xesllc4yMTyNmTRJ+eHaqzcs/oeLUO21fN2hTXzz6y9iZE1My0bXVXbt6lryGi4cvcQ//uG3MEwT27K56sbtvPt33komk55XsOrz+SquWcpkDWxAkSWyhsGloRliiQxf/c5hbr12C3e9eceaiSqW2mizmdwYBVm5UnAvKxKZVHbO3zm/q5bidJ9pmly6dIlYLMbU1FRN57xe1FN4iEhMnSlOH9WrgKnYeXp0dLTuKRqoLGripG2cMcyLXYzLIWKciJHjgVGPmqBa1ukMFSwsZF7K8apZm23bjI6Oks1mF2ypj87E+X+f+Q7njw2iuVTe9uu3Et+aGyPvFJDqskIkmyJlGPi06toVk2aWHw2fZjwVwwZ2Blu5pW3TnOJU27Y5MzrFt188STydYVd3Kw8d3Ilbr/9HPZE9ScYaxqX0kLKSPHzSRPOew+PrwDQkvn7sGL8dugm/q/TrLJV6SiQSDM92Y1kfudKRo9h1KcDdGWpCP5bk4vAMsiKh2TK9FfoSLUY1954NvU28532HOHVyFFWV2b2nm1Dj0gqxbdvmO//zR6guLZ9mOvH0ac6/3M/O67eWFY6VDIALeF1s7AjRPzpDLJomlsrg9WhsaA9x+Ogl+nqb2bZpedygq6VUJMYX9LBhaxv9p8fwB92kEhk8Phddm1rIZk2++52XeelwP5qmcO99e7jhxi1LWoOiKMiyTHt7ez4qU+05rxeisHeNUjz7RVGUJQsNZ0x+sfP0cqRonOMutOZK0kcrQTqdJp1O58VDPT4Q1YoOJwJSbqhgXWpsoimiswncfnXOsZzpw36/f9GJzF/53A84f3yIUGuAbMbg6//zpzz0qTtQFJlYNo1P1ZnOJNjob8SrVu9s/uLUIBPpOB2eIJZt89rsON2eBrYGm/PHmIwm+PIzr+F3aTT53By9NIYkSbz7+t01npnyWCSQyAm6RBYSWgYtOElWMrE1iywak8l9+F2Ljx4u1ZGTSCSIx+NMTk7W5dvsyFCYJkOjd+dGLNtGQ+bwMxe46YatS7qua7n2OrtCczqS6kF0OkZDSy7tLUkSSBKJyNwBf8XCsdgaobi2wznWrzx0iK89cpSfPXeGJp+HPb3tuDQVSZKZna1PzVI9KCViJEnil3/nfr71pce5cHKUDVvbede/ug2v380Pvn+UF567SHOLF8Ow+Pa3Xqap2cf27ZW39Zcj3y1Y4pwnEgnGx8cxDGPZh+6Jwt41RLnZL0ttV17IeXqpxy5HuY23mvTRcuOIB03TaGqqn/NrNR1AY2NjpNPpBSMgSxUxhx8/yT//1WPYto3m1njgo9fR09OTLx5eaPpwIWePXKKhKZcD110a2JAYiPKpt97B5088xUQ6xvZgK5/YdUtNm+ZkOkFAzV0PsiShyyoz2bkbyMhsHNu28V2OfrQFvbw2NA6UFzFHn7/Ad/7uGZKJLAfftIW3feiG/CC+hXApfYCNacfxqCa2PwxmEF3xYpgWaTVKUpoBqr92Fks9paNZjIRJY2sjXZsrq2swDAtZlvIRMNO0iJkWtg1rJBtSM7Zts/VAH6dfPE9TZyOZZAZJkujaUn4zlqTKrBF8Ph9+j5uPvfU6mlWdMxcm8bt1TNPCsi2alhhFqgexVIZkNotxeaxGMf4GDx/89/fO+/nJEyMEgy5kWUbXZRRF4sK5ibqImFIUnvPGxsZ8kXDx0L2FZgJVQ73TSWvRV23tragMC81+WYrQWMx5erlETCl3aCd9VFzzsdJYlsXo6CiGYbBp0yYuXLhQ1+NXIjqc6bt+v7+kgWK1xyvH1Ogs3/hfj+ILeNBdKpHZBN/530+xaUcX0Vi0qvbxhpYAsXACb8CdX4836GZXqJ0v3vhOLHtpaZE2l49js2N4VQ3LtklbBs363MiUS1Ww7CvfSJMZg4C7fP3SpbPj/N3/eATdpaFqMk//9ASyIvHOj9w053H90TCnZqfwKBoHWjrwazoupYtm17uYzTyCqsTY1BRgOOwnZmaRJdjY0oCu1ecaLvw2e/aVizzx1RcxjCyZdIbt129i+419xOPxBW/83T2NeLw609Nx3G6NSCTBNdf1VVRUa1oWpmmja+WF9Grzjt+6n2/+1+9z9qULuH1u3vOph+jY3DbvcSPhKN94/jVm4kkO9HVy375tqLJc1hrBuUeqqsq1ezuYDscZn8y1Ud907WY29Tav6Oss5uFjZ/nekVNISHgV+K17bqKzws9ssMFDOJzAdXmOkGla+AMr98WxsEi4sPh9oZlA1VDPdJIo7F0Ci81+qaW1uFLnaUmSME2z5rWXo1zXz2qnjzKZDIODgwSDwboVShez2PtVif9S8fFqFjFjESQkdFfu/ff5XYwORglPR9iyvToh+f5/fz9/9btfJzIdw7Jsdt2whS37rnRqLLWu49rmHmazKQYSESRgf2Mnm/xXohySJLG5tYGdnS2cHJ5AkiUUSeJDC6SSTh8bxjJt3J7cTdwXcHH0+YtzRMyJmQn+3+kjKJKEYVk8MzbAb1x9CK+q4dV24NV2MJOZ4ZrgCXzes+i2ByQTVVVo1+dvokshmzF4+luHaelqRHNpWKbFyGuTdO1oIx5YOPXk87l47wdu4OePnyYym2Tv/h6ur6D+4ekjF/nOY69hmCY7+9r4wP0H8LqvbJJrYVqubdv4Qz5++TPvwTRzEadSn92ZeJI/+e6TpLIGLlXln194jVgqzftu3DvvseWsEd5yy0bGxmfpH40zFYly/PQIu7evbCu1w5nxKb7zykmafbnOqeHJGf7huWP8+3tvWvyPgQce3MeX/upxpqbiYEN3dyPXXtu3vItegOIIZPFMIE3TqnLmrpfwsCxrzcy+KWZNi5hKZ79Ue2KrcZ6WZTmfvqonTq3NcqSPar3YKpk+Ww8WSqVNTU0RiUQW9V+q5HiV0Njqz11nWRNZkZiZmsXt1dm8rfpI2Oare/gPf/0xBs6M4vG56NnRxuTk5KJ/Z1kW4+PjmKaZbzku9dwuReW+rh3EjAyKJOFV53/bVGSZ99+0h7Nj06QyBt1NQVoC5d9Lb5HRZDZrEgjNffyPBs/RoLvwX07DDMYiHJ8e57q2ua20uz1X0aA0cDF5Ca/s5kDDfvxq9R5QC2GkDUzTQrtszSArMrIiY2Yt2traLr+G+YWUznltavLx0DsOVPx85wan+OYjrxIKeFAVmRMXxvnWz47xgfsPznncat/cC69/Zwp0KU4OT5LIZGn2595jXVN4/EQ/771hz6KvwWnl9nr9PPzzSwyPhZEkeOFIP9fv6+Lqrc2LRsNqxbZtJmbimKZFa6MfVc0dfzwSR0JCvfya/S6N/unZRY9nWTZHnjrL0IVJbjqwgVBXLkq3dVsb+hKL4G3b5mJmhosTKUK6l6uD3TV1IkL5oXuVOnPXKxLj1NaISEwVLMfsF6jeeXo500nO0LR6po9qGUHu1J6kUqmaRvdXS7kBekNDQ2iaVpH/UjG1ipjWrkbe+ss38+3/8ziGkcXjdXP/R69bcCNYiMa2II2Xh5Y50cOFyGaz+cJht9tNMpnMCR9FJujzz4smSJJEQCufHrJtG0WW2dF5xUrBMC2eOH6R1wbGCXhd3LN/Kx2NuW/XB9+0hZ8/fJyxoRmwQdEU3vnLb5pzzIxpohbchCUkskWfCeczuiewmz2B+hcRO7h8Ot6gh4HXhmjd2IKRNdDdGv6mK8KrXNdTpT5EhQyOzmLboF2e7toY8HD60lxhuhYiMVCZkFLkuZ89y8pdL9V83i4NzzA2GaWrPQRA1jA5cW6WPdtaSCQSDIyO8mj/CIPxJO0NAd69fzedwUDVr8fBNC2+8eOjvHZ2DEmC1iY/H3rbtQR8Lpp9XizbxrQsFFkmnsnS17a4c/aPvvo8Lz5+GpdbI5PK0rezg/f92ztR1KXdgyPGOP8w8C2enJnBFfXhlUNc17iJD/fetOQ9rNTQvVLO3D6fL1+YXa/C3rUahYE1KmKc4t16WQdA7c7Ty9WdlMlkmJ2dpbOzs+ahcaWodr1O7YnP52Pjxo0rcqEWi5hqBshVcrxqsG2brQfb+WD7HQR9jTS1B5mcHse2Y2BFQW5AkmqPSi20Lidt1tnZicvlytlbEOVLY08xm03QPhvkFxsOEjC1qsf3F/KTI+d44tgFGvxuJqMJvvSTF/m3D9xIyOfG7dX5zT96iFefv0g6lWXrrk46NswtxD3U1s33L52myeUhbZloisy2hvoVelfDyWfPMHJmmNGLE5x6/ixX37KTt/+7e4kbpY1Pi7ueYuk0U5EI6Uikoq6ngN+FzZWbeCKdpaN58RTnWuXqDe20Bf2MRWKosoxhWbzvxj1VHcOy5womWZawbFAUldbWVr59boAzsQRBTeXi5DSf+8kTfPzaq2lpaMinQarhlZPDvHp6hPZmP5IkMT4d48dPn+IX7t7Ljo5m7t61mZ+dvIAsSbhUhQ/ftG/B4yXjaV5+8gwtnQ3Il0XdpbPjjA3O0NVXe31P2orx5PTf8dSUgVcBRY6iyhIvz17ijuRV9HrrWztUqqOvsDAbcumoZDK5ZGfutdpeDWtQxDghM6jeebqcWlyK83S9IzFO+mhqagqv11tXAQPVbejOTJzFak9qie4sROE5DYfDTE1NLSmVVquIKbQPuHr/Vfn6Jy18Giv+fwALUJHcH0RWq58nUu58OVOHZ2dn82kzwzCYzSb4i/M/QpJkmnQ/U0acr8Ve4dM7foHs5VZYZ3x/YTShMEpT6jw8f3qQ1pAPVVHwunTGZqJcHJ9h/6ZcHYPbo3PdrdvLvo43d25EkWRenhyhTdO4u2cLrZ76pokAxiaj/ON3X2J8Msr2zW2858EDeAqMG2MzcX72D0/R3N1Ix+Y20vE0yViKQJOf+Pji7u0vj4zyrRMnsWwbr6bxof17ab/s9VQq9aSqKnu3NrN7k48TFyPIsoZLV3jXXfPrR9bqt9RivLrG777tFn52/DzhRJo9PW0c6Jtbz2LYufuvKpVO5/Z0NOD3uZgMx/HoGpF4iuv2bEBRZFKGwamJKboCOcER8HgYi8ZJqXouJTQxUXVb8eRMDE29Ei3ye3RGJ3LvtyRJ/MI1u7hl+0aSmSzp8DRdoYWnq1umjc2VjjRJkpBYekQtnB0haaaRJRcKJprkIm1FcMtNpCxj8QMskVKF2f39/XVx5jZNU4iYSnFqX6q9oJy/KXxj6lFvUkvRcDkKu496enqYmJioy3ELqUR0OTeTeDxeUe1JvUWMc06Hh4cxTZO+vr4lzR+oRcSUj/7E8Onfx5a6kSQPth2H1N9j+34XSapuSnGpdTmvW5Kkeb5Tw6kZTNsmeLnWpUHzMpmJEDdTBN3e/Ph+wzAYi59mbHYMacJNUN2A3+cve6PRVQXDtHH87mwbbMlmPB3Bq+j41YU/F7IkcUtnL7d0VuckXQ3xRJrP/tUjRONp3LrKz188z1Q4zm9/7Lb8dRefTYBEvh7G5XMRnYmTjKUWPf50Msk3XztBo9uNS1WJpNP8/ZFX+eTNbyqbepIZpSXw93z4rgT9Yz4y9p30dN9J0Df3fK2VdFKlBNwu3nbNVfN+btkmhyOPcSZxFIBt3r1cE7wduaiew+vR+dA7r+Px584xG01y3b5errm6m8nJCVRZzheAa5c9hCxs/B4PjY2hOW3F8Xg831bsbK7xpEkqZdDU6MXnzX3eOluDZA0Ly7KRJIjG0+ws6rpqC+REdX9s8XoYb8DFjv0bOPnyJXwBN8l4mtbOEG3doVpOZx5F0tBlmwbJYjhu4CKLrUmE/Drd7qUdu6b1KAqKosypFUsmkzU5c6/VziRYgyIGatuUnM3bOdFOjYWiKEuqN6lXJCaZTDI0NJT3HHLSZfVmsXNXaKmwmHlh4THrGU40TZPp6WlaWlpoamqqS664mnPp1EWVFLbWLKZlcXbCQ9aE3iYffi0CdgyqFDHFOJ1foVAoP3fHNEymxiKYlonX48IkN3tDlmQyloGCjFuZG34fzDzDiH0ExaNieUzcigHmHmKxGIZh5Ar+NBcDx0fJpg1u6Grlx+cGc743pkkgoPPtiWeYvhhFliXeufkQt/bM39QqYWImxkQ4jpFJ0dNau7/YhcFp4okMwcumiJqmcPLcOIlkJr+ZBZv9qKpKMprCE3ATm4nj8bvxNXiYTcwsePyZZAokcF1OxQVdLkZiMRLZLP7L6Y3i8DzJ/4NpZsgajXQ2plCVr5NM95JWd85LPa2XSMxCnEkc4XTiFRqUJmzgdOIVgmojO3wH5z02FPTwtruvzv/biZ6rssxbd2/nn189iSxJmJbNvq42ehuvfFEobCuG3P0gmUzysydP8Mzz/SiKjMul8d53Xsvmvjau3tbJpeEwLxy7BEj0dTdy143lI4eLIUkSD/3yTbR0NHDp7DitnQ28+cF9Fc1GWogmbQN+q5sN5iukFD8RdJQpPwfSffjU5XEXrwZN09C0KxOdnW6ziYkJstnsginrau//R44c4XOf+xxf/vKXOX78OP/qX/0r+vr6AHjf+97H/fffP+fYn/70pzl16hS6rvOZz3yGjRsr95ZbkyKmFgrFhjOkrNYai3LHrYXCaFCh59ByFgyXO26h87PTNlnpMesluKLRKJOTk/j9fpqb65MjrmZ43mL2AYYd5P8+1875aZAlGa/L4Lfv9NLpq+x8ZYxczYhTy+Wsy0kFFXZ+pVNZfvqNFxgfCmNZFk2dAW69aSePh08iI2Fj86ENb0aXr3xM01aEscwxAnI7kiRj2xYT5jF6ggeR5UYMw0CRVP72D77JwMlhuDx4765/eyeZFj9+t85Poy9x8ewIelbFxOL/Tj1Kr7uZTS3VtUOf7p/ge5edjVOpNNs3NPOuu6pL1zpoqpKLEF2O+Fm2jcSVgloAT8DDAx+/i4e/9DMmB6bxBj08+PG7UbXFb2ONHjfYuSJlXVGIptP4dA1Pufoi20JiCFXpQFUlwI1lJjGM6Xmpp7U4xbQWRtMD6JIbSZKRAF1yM5YZLCliiimM1N68qZfOYICh2QhBt4s9HW0LjhdQFIVYwuLIsQk2dLciSTAbjfO1b73Ie9+xC7fbzc0HurjpQC+SrBD0u2s2zHTQXSq3vW3/ko5RjCwp+MZvJXk8w84GA81oJzPdxPnsDNxa16eqiIXuiQsN3XMK4D0eT96TsBoR86UvfYnvfve7eZH62muv8ZGPfISPfvSjJR//05/+lEwmwz/90z/xyiuv8Kd/+qd88YtfrPh1vq5EjGmaTExMEI1WN6RssePWuoEvNLyunmmqQkpt6IWty7Wcl6VOxHXW4KSw2tvbSafTSzpeIZVsmoXD8xZqq3/pUoRjI930NU8jSTbTCZWvvXINn7hv4XM2Fo3x+Z8/x0A4d+P+NzcdYltzI5ZlMTU1Naf+xeH4ixcYHwrT2t2IbVmMDk6zd3Az1+3bwkw2QZc7RLdnbgGtaRuAhCQ55pcyIGFd/jnAxSNDjJ2foqOvHWyIhmO88JVnee+n70fWVfrPjOCxdXRf7uM/nojwjX/6Oddt3Mqe6/pobl88omLbNj9+/gwhv5uInSRKnJ+fi7Bndzc7u6p3Bt66sYUtG5s5fWEi997YNvfeetW8dtcNO7r4yJ+8l8lIhLiWxXW5Nmexa6DJ4+EdV+3k2ydPATa6ovLL+/blHa3nIckgdYE9DTSCbeSm/Qb68DV0zkk9zczMkM1mmZiYqNuk1dUgoIYYSp/P/ztrZ/ArlX0JLE43b2luZEvz4vOuLDtB1jxHNBFBka18V2BjQ4DxyShdXT3Ytnl5AFwY0zTJpOZbI6wVXKpOaqQTd9yF5nFjGBlcy+BbVgnVpIBKDd1LJpP88Ic/5OGHH0ZVVfbv38+DDz7Ivn37FixB6O3t5fOf/zyf/OQnATh27BgXLlzgkUceYePGjfzu7/7unBrMw4cPc8sttwCwf/9+jh07VtXrXJMiptbQ7PDwcN46oF43kVrFRnH6qNRxlyudVLheJ62mqmrN52WpgstJYXk8Hvr6cpNVU6nF6xjqtb5q7AOmY0kkvMh6D9gGPq/EZGzhj4lt2/z5E88wEU/Q5veRyGb5b48/zX++9w4ymQzpdLrkuZ+diuP25SJziWSGs6OznP2Xo1wzuZm77rwKv2d+rYpbDuJVmohbU7gkP2krgk9pRZf9ZIgD5GpEJMc/B7x+D9m0wcaNG0mn0+hplaScxk5bZE2TRCrNzLlZjk30c+LlS7zn12+lqW3hyJNl2aSzBnE1yUByCsWGiJXl4ZGjbGy/FY9SnVBWFJlPfORWnnzhPBPTMbZsbOHaPaUdpo/EBvlC/8/IlWfCr2y8lR4Wf75rujrZ3txMPJsh5HbjXqTLy9Z/DSnz37HtCSQsbPUdIG8C5qaevF4v4XA4V9NR5PVUSxFlJRimxaMvnOXVM6P4PDr7NwepIgJfkt3+Q4yk+4kYUwCE1GZ2+a4DYDo7ww8nfsxkZoo2Vyv3tbyFkDZX4FT7Gg1rgqnEf8K0Z3A1GFz7pgCnj70fTfUQnk3Q2uJH11UkSZvXgROPx/PWCIUTbVebnVvbaW32MTIewZ3IfbF46O3VdX/Vi6XMiHGcuT/84Q/z4Q9/mHPnznHkyBG++93v8pnPfIb29nZuvPFGHnjgAVpb55p/3nPPPXnDYIC9e/fy7ne/m6uvvpovfvGL/OVf/iW/8zu/k/99LBabc19WFAXDMCruwlyTIqZaYrEY0WiU5ubmfBFTvahlXkmp9NFSj1sphZEjR0gtNa22FMHlrKGtrY1g8Io5XT0EnHOMhYbnOV1AlUag+lpC2NhkTQlVdhFOxLhpkWmk0XSGsWicVn8uKuDTdSZiMV46dZq+gI+uri4SRpJz0QGiiSSJQQkt5cZSZeKRJC6vi8MnRohEk2za1s6lgWm+870jvPcX58+rkSWVHb776U8+TdycoFnfygb3m5AlJX9N9V7VhSzLpOJpNJfG7GSUa+7ODTOLmhY7/Vt5MnKcrMcgPZsidESlLeRH90B0JsXRF85z6/17F7xGFUVmc1cTPzh1nFCDi3Qii0/TsT0mw6kZtviqj8bousqdNy1c65Aw0nzh4s9QZRmXrJKxDP66/3H+v8ZbKnqOgEsnUMZVex5yN7brj8CexJZ8IJWOLDhRCJ/Pl7cucYaSzczMzHEu9vl8dZnD9KOnT/HkyxcI+d1EE2m+2T/Kls0baQnV3jXmkj3c0/I+JjMjGKbFi6/F+OPHnkXXJPSdJ9DdNh7Fw2h6jG+MfZuPdP8SiqTMOQfVEEl/GdOeRpFakFWbTZsHmBh7gQtnD9LY4OEX3npg3jEXskYYGxvDMAxmZmbw+XyLFqsuB26XxofeeZAjrw2i6B629DazoWt1JrDXsxi3oaGB2267jQ9/+MMADAwM8OyzzzIyMjJPxBRz99135+/9d999N3/0R3805/d+v594PJ7/d7UeTetaxBQ6T4dCoVVX4mvB+8hpE56enl5USFVKLSm1QjFXLCBqjeyEs+MMJk+jSjq9WhzV+DG2nUWx9pG175rzWMuyGBoaQpblqiJQu7rbuGv7Bp4bnsGyLPb0tPOu6xYe3ubRVFQ5117qVlXSmTSJZJKNXZ2oyQQJI8l3Rx9jNh3nUv80hmGyLb4DOawR6gox1D9FJJKkaUMDs14LScoQG7lc6FrCx0WX/WzzvaXserq2tPO+T72V733xEeLhOPtv28UDv3Y747E4//OZF0hLNi3mBiLjMTad9dMdCNLelfuWG5tNE4lG6e/vzw/OKtcGe++NO3hu9iyxKQNdl9m2qwHTbeOktZaD6WwC27ZxKblbly6rZCyTGXNhJ+WLYzM8cewiADft6mVLZ4X1WJIbpJ6q11lu4N7o6CimaVY1cK8UL50YornBi6YquF0as7MRLg7PLEnEQK6tusPVy4+OnOW5MyO0N/hIyLMMRKbYqnWgqAoBNUDEiDJrRGjScht0LSLGtIaRyIkRSZLwuHzcc2cz2h234vXq5VN9BRRaI5imycDAAJIkMTk5SSaTWdJ8pVrRdYUDV3fX1TS3Furpm1QsLDZs2MCGDaUjpcV87GMf4z/+x//I3r17eeaZZ9i9e+799ODBgzz66KPcf//9vPLKK2zfXl3R9roVMcXO01NTU8tSY1Ipi6WPVpLp6Wl0Xa/7FOBKcQTEhUgET0MDTaY5J9hfSyRmNHWR747+FRPJCGkzi2pbvLdtI31+HZlnkG0deA+QuzYGBgZobGys+kYiSRJv2tTB++94E4Zl4a6gaFRTFD52/QH+97OHmYnGyBoGD+3ZxfaOds6fP8+FxBBxI4k77UFJ6ngCErP6JFvV7WQyBr/467fyl//3MYbsOGrawjJs0rE005kEQaoT5qdeGeS1F57HMi3u/rU7OXDT1vyN7JkTF8iaJp0BP50BP1OJJC19GvKTk0TCCSzTwuVyceOte2jpCJZsg/X5fHkjOo9L4/23HeTxyZPIhkXKStOmheh2L983zybdhyLJpMwsbkUjc3n+RpNSfiDhxbEZ/sd3nkEiNxvk8JlhfuOhG9jWVb/hYwttFqWGkiWTybzJXy2pJ11XMEwrX/hsA9oSp80WcnxwnCafB0WWcStuJMkmnkrjc+mYtomNhS7N9Y+qdsPUld1kzR9g4wEskLK4tavw6rV/GVUUhVAolJ9oW1ysulTxWAlrZbptPTtKbduuuf7o05/+NH/0R3+Epmm0tLTkIzGf/OQn+cQnPsHdd9/NU089xXvf+15s2+aP//iPqzr+mhQxi10ApZynl6vbZzEqTR+tBOl0Oh9K7emp/ttjOaqJnKTTaS4NDPCV8xd4fnQcWZbQZJk/ectd7GhpyR+vWhHz7PS/MJqIkTZ0NAkMKc7/uZjkd6/yoNKEwkngiv9TpbYS5VAVOe/HUgmHNnSjJRNMptJs7u5ia0tz/jo2bDPXneEM17IlTEzsy0GLtvYG/H0+jKNhFCXXldO2u4nXotP0NVcuwvpPj/Ozb71KS3sIWZJ45Fsvo7s0rr6uD4CsaaEUfLYUWSIY8nHnh7Zx/HA/iipz4E1baO3MpR6L22ALjeicGRNX+Trxtbt4bfISXkXnxs6duJXKPK9qwavo/NvNd/H58z8lZqSRgHc0XMf0TIZUt4G7RBHlz4/3I2HTdNlDKhxL8fjRC3UTMbWMgyhMPTkmf9Wknu6/aSf/+PArxBJpLMumucHDjr76pdIbvC6GpiO4dRXN9KDOdJDxzxLO5sxwbwgdmuOLVeocxM0IT8/8kLAxQaerj+sb3oImXxE+Add7Mawx0uZLgIRPewiPdnPNay4WD+WKVZ26Jed9qHfd0lqZqVLPdVQriHp6evja174GwO7du/nqV7867zGf/exn8///h3/4hzWvbU2KmHIs5DwtyzKGsTxTEcsNe6tH+qheqt2ZfdLY2FiTYj45O8YPhl7DsE3u7NjONc1XBptVKjoccTmMxHOj4wQvz9KIZTL8lyee4v++821VHa+QqBElY9q4ZAUbGUWCrG0wmoQePYlpN+dTiyvh/1SIE/nZ3N7GNSUcyDd4Ong5fALJbSK7bMKZKH2JTUyHY9x4/WaGR8K0bAjS5c4SkHXcfp1UDZPtz58YRXereLy5jcIXcHPqlYG8iDnY1cFzA0OEUylkSSKeyXKop5u+jjb6ti9cw1IYtnemasfjccbGxlBNk/1KB7qu45aXT8A47G3YwP/Y837GklF+8PQZHn1pkGwmw+NnJvj4/YfyYqUQ27TJzCTIShJxM8tsPFXXb8wWMBiPYFoWHV5/Pt1VCcUmf5nL05md1JPH48n74Tj3mD3bOgn63JwbnMLn0Wh0lxZwtXLf/u389aOHGZ2NYduwtXkfd/W0krDjNGkhNrjnfkkqPpdZK823xv6KiDGDKmmMZ4cIG5M80PLh/ONkyUOT53ewSQAyslT7l45SayimnHgsHv7m1NPUSrU1HctFPdNJa0WYlWL1z3SFLOY8vZyRGOfYheKgHumjUlOGq8WyLEZHRzEMg02bNhGNRqsWc2ejE3zuxM/QJAVJgr849SS/seOWvJBZrCbGMZBMp9Ns2rSJk2fOznldXk1jPB7LP76WGpvN3r2ciVzEQr08Q0UmkXLhlkaxbYWZyPX4A9aK+T85ONYNC0V+mvQG7mu/hZdnT+Df7kMd99Hoa6Jjd4hXXxtidGyWaCbNRHIWz7XtpN1g2hYHWqsrjnV7dIyMmf93NmPi9l355ru5qZFfvfYAj164iGnbvHP3TvZ0VP/tXZKuGNE1NubayJ0ahIGBgWX7hluIV3Ux2P88Jy8eo63BIJtpYjbh5nvPn+TDd86da7KnrZmf/LefMBZNY2RNrE0h2u/08ujhc9x+zZYF15e1TL506jBPjvXjVlR+ZftBbmqf2wZkWBb/PHSGQSOJLEk0uzx8dMdBGmpIixTO7yiVeio8t72dITZ25WZ8DAwMVP1cC9HVGOA377mBS1NhNEUho1m8ODyOX3PR190675wV38fGM4PEzFm8Sk6Na7bOpdRpUlYcj3JFoedG/tfHwqLajbaUeEwkEoyPj1dtjVC8jrWQTqp3JGattbM7rEkRU3wBVOI8vZwixkmnKJfHaE9PTxMOh5ecPlrqJFxnAmxDQwOdnZ15y4Zqz8NT4xeQgJB+5dz+bPRMXsQsFDkpNJDs7e1FkiQ2NzUhXx49rkgSkXSaXW1XKthrqbFpvridQGw7U8FzyIrObPQa3tyxlVZvI0MjKprWREdHR1WveynYts3k5GRueJ9P4/nB07R7/dzS0Yde4sPe7m7mXvflUPnlINcrRwcYGQ3T0d5Aq2XBkI00ZrH9QAsHWtsrHrDnsPeGTbz2Uj/jw2EA3F6dG+6cO4l3e2sz21vra0QnyzIulyvvrmsYBtFYjJ+8eIIjF8fxunXuObiNHb0ddfuGapinGQn/AEVuAUxk5RxuRWcsPH9DPPzNw7S73IyYNooNrtEk7abMsfNj7NrUTkdz+fP8N6df5oeDZwjoOnEjw2dffYr/4vKyM3Tlej4yM8bp6Axbm3Ob+1gixsMDZ3nPlqvLHrdSKkk9LSVtuhAhn5uQr4NnRgb4q6MvYw0mST0T5qtZuOuGnbzvgzfi8eREcvHGLUsKNnbBz51OwuX7Nr8U8VBq+JsjHoutERYzU1wrZon1LuwVIqYGqnGeXolITOHMlXoUzS5lkJ6TuimcAAu1pWpUWcYq+Bvbtud0BpSriXGm0BbPX9nV1sqvXXcN//uFw9jY9IYa+A9vvnnO8Spdo23bPPIPT/Hij4+iqj4s11W0Xb+Rt993kC5ZZ2QsSmtr85wWveXGuQ40TeOwHeebx4/nHYGfHx/gk/veXFFnRTSaQtdzU3OPa/1c6BvHq+k82LKtagEDEAh5eOev3Eh4PI1t2fTt6KChqf5GjYuhqiqvDoZ5/NQoAY+LqXiGv3nkCO9/U4KWgHtOeqTWm2zGeIaepiymqWNZBpadZTYxyb6+XfMeO3x+gpbWILExE7eukZiJkwwn0Rs9pDILRy2fGr+EX9PRZAVNVkgYWV6ZHp0jYmbSSXSlwKBQ05lIJQAw7SwySt0271LRg1gsRiaTob+/v2Tqaal889xJvFGYfSKMy6WQdpkcPnwBt6by/o/clH9c4XvZpvfQqnczlh5ARsaSbHb5rsEt1+4Ivxj19ncrbuVOJpNEo9G8maITESu2oFgrkZh6F/auBWFWijUrYqp1nl5uEZNKpZiYmKhr91Etay5M3ZSq/ailffm29m08OX6O8VQUWZKwgfu7rmwGxaLDskyGJ/+ZWPolQq19uL3vnnfMt121k3u2bSWZzdLgds8ZO+4cz7Qtnpx4jbPxEdpcIe5q24u3yGMkOh3n5UeO0b6hGVmRCVkmPz0/wKM/C6MoCndt2cqHOzpWzITPSWs2NzfjCfj59uNP0ubxo14WpMemxzkbmWZHqGXRY3V2NPDKq4OcVc9xUh8gZadRdJnfP/E1/v22+7g2VL0/jMev07upu5aXVleePTlAyO/Go2vg0RmbiRG1NPb39JBIJPKbgaqqc+oQKr35S2hc1TvL7XvjPHHci2Ho7OqFB67bMe+xHX0tDJ4Zw+vWSSQzuR96VBRFpqVh4U01oLsYTUTnRNcC2txrtNPjJ2tZ+chjOJNmV2OIVyL/yFjmNWQUtvneQp/nTRW9tkpxogeqqpJMJunq6iqbelpKWi9rWZiTGbBtZF1GMiw8ARcnjw/nH1O8cSuSykOtH+No9ClmjAk69Y3s8h9a8mteiOUUD4qi4Pf781/WnDlAhRYUjuhZKxu+SCetIk77dDXO08slYpxvO+Pj4/T29ta1+6jaqEnh6HwndVNMLdGdbm8D/3HPvTw2dgbTtnhT6ya2Bq580ywsmjZNkwsjX8BQf4zLGyRhnGU48jLdwc+hyHOrUd2qWnIqqvO6vzbwFE9NncCt6ByZvcjJ6CCf2PbWOV5BpmHmps9e9ko57kszoBlsU114gz4eG+in0+vjUGBpHlnFlLohRqNRLg0P09bRQUMwSNzIgk2+40eSpMtpNLPUIeexZXMrN16/if88+jIZMng1HZ/bRdxM852R57nK34tvEYfpQlb721/hdaepMslMgfC1cx1fsizP2QwKTeiqqUPQtdvJGE9zx76z3LRTJpHK0tP2u2glrrd3fvwO/uYz38WcjJJKGzTs7qRlcyt3H9qG37vw5/nXtl/Df3r5UaZTCZAkenwN3NbRV/C6bPy6zI5QgAvJWTRUdoVa2BA6w2j6OF6lBQuTU7Ef4FdaadG3VXo6K8Y575V2PTmuxZVyW/dGvnH6FUzbxjQMZEnCZSn4/VeuzVKfF112cW3DHXV4hZWxkhGQwjlAcSPBSHyMWDqBO6KTTqexLItAIIDX6101QSPSSauIy+Vi8+bNVb0ByyFinLSBZVm0t7fXvX26mjU7BaSFbeWlqHWQXLe3gQ9sunbBY6ZSKQYGByD4GB6tE0nKXT6GOUnKOIZPv6Gi55IkiZSZ4ZnoKVpcQWQpJ7yGklNcSkyw1X9lQm6wJUBHXyujFyfxBFycs2fxtrjxBX3IsoxbUTk9M11XEVOqaHF8fJxvvnaCn49PYnOMA10d/Mb117GvuYOXp0YI6W5i2QwNupu+QGVzUiRJ4pr9G+l4qYHxtIVH1nOCLecZQNxMVSVi1hL3HNzG3/70ZZKZLKZl0+h3s7dvfs2SUyDsCfh5Yuw8/eFhmmZd7NEbcSvqlU1XzUVplMtzURS5E7/n98kaT6EpBtlEH5paWiA0dTTwm//1fUyNhHF5dRrbKnfb3tPYxueuu53j4TC6rJDMGvzF8RcIaDoPbtzOy9HzvDx9AWybxgY37+o6wBZfKz+f+RkuJZhbMypIErPGYEUixrQsjpwcZjaWYmNXI5t7Fq9hKnWvLEw9TYyEGTg/jiTP0tzlxcbG4/Hkz+9CG+1Dm7ajI/Pti8+RGUnR7PEiWfDO912Xf8xaiD7Uc9OulJH0OF8d/g4ZO4tl21zbsIerpM14vV6SyWRJa4SVWmM935OlzIlZbtakiIHqv1XWW8QUjuyvp89PIZUIjkLjxEpah+vpOO0gSRLJZJJIJEJPdw8jyeI12HkfmxqOnn+OUpNeFUXmnf/uPr7/N48wcHqIbd3t9LdK+deZNg26/IG6vObR6Sg/eu4Uw2MTvCWrc83ODXkhe3wmzPcGBkmaWSTg+6cjBFw6v3HwRv7x7BFOzEywJdjMB7fvx6dV7hskSRJv776WL5z7EXEjnZttoWi06X4CavUFmyuVVluMXb1tfPyBQxy/NI5HV7l2WzeBMlEPy7b5av8RzkWnCGguLmWjRFWb9/fsIx6L86OvPMWLPz2JLEnsv3UH93/oZtweN4rcgaL/AqZpAiMLrkdzqXT0LZ7iK2Qqc5bDs39Lxk7i8zUSjtzGE8NRmtwewukUnz3yJKFQli41gCVbGIrETyaOsdV/Bx4lRDg7gKq4sG0b27ZwSYuLJ8uy+eJXn+aVk5dTNZLEhx66hjdfs7ns3yz2np85NsTXvvgYlmVjWTa7Dvbyjo/elJssnUgwNTW1YOpJkWUe2LKdez69hdMnRkgmsvRuaqb1shiMhhMMXZiktTNEsHJ9WBW512gvWFu0GrUo3xn7MSYWQTWAZVu8OHuUkBqgw9eRt3opnrGkaVpNKdRqqXckZrVFajnWpIip5cTXGoEoplT3USaTWZZU1WKCo9g4sZLzUi9fIgfLsvLh6C1btqAoCg3Wg4RT30KWPNh2BkVuwqNW14nhkjWuCW3hhZkzeFQXaTNLhztEr3fuRmNZFjPRaW7+xWvo7HyQWDbLp3/+GMPRKACbQ428bdt2Zicml/Q6J8Jx/vBvfkI8lcE0spwceopfvu8gvQ0Kzc3NHB8cZDadpsHjQkIinknzk/Pn+fih6/jYztIRrEp5S/teZNvm2yPPIiOxydfE2zpuxKOs3uDEetDX3khf++JRqZlMgvOxKbq9uR0wqLk4H5si8v9n773j5Lrqu//3uW367Oxsb9pV78WSLVuW3LsxxtiYFnpJD+FJnpCHJCSQHgJJnicJJBBKKKGaYrAx7k2yLUtW73V739npM7ed3x+zM9retAIlP3/y4hVrd/beM7ec8znf8vk4edoP9nDwuXPUNlUhpcv+505iBFTWX7ektLtdCLf68ci7KV6NfxmBgl8tJ+8m6Xa+Q43/AXRFx6/p9A4nUPMOQh8x2lQNYmahwHyl/25e7PsqjjYEiqRSX0add8OYc7jSoS23h7jVRVCrpNm3lTNtcfaf6CIULBAJy3b45k9fY/sVLVMWi8+0eD/8ny/h8Rv4/AZSSo6+1sbm65azdE39nFJPmqayZv1YfZiXnzzGt/7laRy34ED9G392L6s2zU6OfjaQUhLLP0Qs/x2kdAgbN1Pl+zWEmJgO+0WTGCklMWuYMq3w3CojjvJJJzWWBE6isVSsW7qU1ggLRTyKa98vO109FS5LEjMfLMQFnqr76FLV20x33GLnT01NDaHQ7DpV4maO/zi2m6P9XWxOdfK+FVsIaPOf4Ist3F6vF13XS+HEqP9X0NRKsuY+NLWSiO8BVGXu3TS/suh6ar0RzqR7qPaUcWftFRijxNKKRbTRaJTyERG5sMfD3954K2dihTDtkkg5ipQMXyRx232sjVQ2T2UkSCaTwZbw0NP7+fvfeiM+nw9VEYVo04jKrkDgioUhi0IIbqnZwLbIcvLSwqsY6MrcX82LeQfOZc6wL7kbW9qsCqxlXXATAkHWsfGoKuolbI0VIxG44iJUMvZE0Hq8G69fR9NUQKUsGiLenaWpqamkvtrT38fOeCsdQ4cIeXzcWbeG5eH5qddKKWnP9dCbP0nOyRHSC6kcjxJCV2O4pIHIyM90VBxyroUmBQNmiuWBGvpjKT730CG6B5chVIsHb1/K5vWbUYQ65jyHk4/QlT+ILrx0548waJ5HydyAoojSvdRUhYxjYVoOPs/U92Cqey+lJJPMUj7iSl6QYRBkU/kxn5tKcK+3t7ckuDc+9TTUl+C//uVpdF1FEwq25fKFv3yEv/3mhzA80z+/qUyex14+SWtvjGjIz93XrqQmOnEOSVk7Gcp9A1WUgVBImE+iKhEqvO+a9LteioXWkTYCMeb+QeFa1nlr6M33E9ZC2NIGJGUiNOU4RmssTWaNIOWFNN/FdpgtVDqpSIZej8TMEQsdUZgJ0zk+XyoSM1n0SErJ4OAgiURi1s7LAKbr8H92P0ZrMobiuDzSdoLzyRh/t/WuMZ1Bs8XoGhwhBMPDw6PGrVDmvYsy711zPu5oaIrKHbVXTPq7Ygv5ZNpAhqqyuvJC4bHjOBf9rLhuISFWCP1LHNvFGwyVzn3j4hYePX2KrGkXJihFsH3xwu04LcvCzOYJXGQh4HyuQ0++i+diT+BT/ago7Em8TNZ22N3j0pNJoisqb128jjWR6d1q54tyw8fashoODvfgV3WyjsX6SC3lho+yiiD53IU26FzGpLwqPKaI9bWuoxzND9IQKCeVyfDl4y/wzrpNtESq5yRUJqVk1/ABDiROoJKhSm+lTB7Go+gkZCPlHj/Hsg6qSGG5LkvCUe5oXsQjXa+RtU1Whxp5Q80GPvu1F+mLpagoC2JaNg/9vJM1DavG6NGYMkO3eZigWokQCh4ZIma3s6rGRVUUMlkTr0cjmTZZ0hjF55m6EHe6ey6EYOnaek4f6SJaFSKXs1AUQe2iqe0sphPc6x7sYJheAr4AVmthsdZ0Fdu2MTwa+ZxNYihNZd3UNWpSSn70/FF6hhJEw35S2TzfefIgH7r3KvzesfNd1j6AQC3V3yn4yVh7fyEkxpEWB5KP0Jk7DEKwwncdKwLXjTnHfdW3853unxCz4wDcXnk9lcNls++yExOtETKZTMkaYT6+WkUsVDrpck4lwWVMYn5RmI143aWyNBifThqtPzKV87KUknj+WeL551FFkEr/W/BqzbQmY3Sk40Q8PvL5PF7Dw7HhfvpzKWp8s4+STFaDk81mL4rEmY5DfzpN0GNQ5pm+ULVYRJvNZmdtH7AQhPfKVY08vPMIfUNxFAEIjTuvvtCuu6m6lg9dtZlHT59CAi2RCB/csHnK441H55leXn70AGbeYs3Vy9iwY0Vpgkmn03R1deH1ehkcHCxpUBRz5v09Cb75b8/T0xmjtqGcX/n166meZpGYKzpybShCwat4MTMuZ57QefbcK+jBKKtvaUL6Bd86e5CPrt1GhWfyluSLmSyFENzftJ5FgQg92RS1viBXRpsQQnD1Hes5ua+V/q4YICirCLLj3rHE93iylwrdT9Bf+J+bjZPSC9GEqcwrJ0PCTnEoeYoqI0JIidOg9WPLHAKdqBikKfybbFm3nVPxIYKawZaqOnyaTrMIYToWVdFKTMuhsz9ONFy4ToaukclZdPYnxonqFZ9XMeZHkYiH33/vDfzHD14hFs+yZmkNH7r/anJOmkGrG1XoVBuNpahA/3Cazr4YOhZ1dUyK+963nR99dSdnjnQRCPt462/cSGXt7J+fImG0jSwHnJ+RczM4eRehhTBNicRB01TyeRtNUwnPoE2UM226BuJUlwcRQhAOeOmLpRgYzrCodiyJ0ZRKJBe6/VyZQ1Mmr21a6OLTk+kX6MgdJKhWIJGcyDxLUKugwXvBhTmil/HhpneScjJ4FAOPYtA63Drv92F89974NN9crBEWKhJzuejeTIX/cSRmLhd8tuJ1lzKdVCRH00WCRiOW+xk96S8i8CCxSVl7WRL5LKrwXCiulReiCsoc0gCO49DR0YHH4xlTg3MxxcKdiQSfeO4ZYrkcEsm7123ggdUTBclgdA2QzqJFTSjK7CakmUiMlJKdZ9rYfa6TiM/DmzatpiI4djGOBj28+8bl7D49xHAixS1XrWLDyga6hpNEAz68usZbV6zltual5B2bSp8ffZbj6++M8aPPP4XXb6DpKs9+7xUANuxYUSDQ8Rj1TdWoeFAUpeRLNDAwQDqV5Wv/9yVyWZtQ2EdPZ4x///uf84d/c/+EkP18JxpD8eBIFyklu7+fpr/NwtJBJk2O/bCVDe9YgpTQn01PSWIuFjk3Q1NQZXWkkTLtwvPvC3p43yfupeNUL64raVxWg9c/dqELah565AWxQwmU+YNUhCuQmpdj5/sQQzEWV1tY5tQLgSVtBIXahjLlKIIAlgwTUcvQhY1PaaciGGVpeGIUQxshFbqmEPR5yJk2Po9eKKaVkkhoLHk3RIAaYxU95lEM4ceSWcr0ekJqFWWLNP72o28ofXbY6uOn/d/EkiYSl1qjhRuiD7LrYDtf+MluBGDbDh+61+XmzUsnjM0f8vLO37nlohejfcmnsaVJWKtAapKBqh6u+NASDnwljmNZCEXwxl+9iuH40LRdT7qmoioKlu1i6Gqp4NhjTHyfyoy7SVnPYzndIASqCFDhfe+k41voxbbfPItHCSKEgqCgfTNktY0hMVB4XsLaPMzOZoGLsUZYqEiM4zivR2Lmg/nsrufiRTRb0lAcy6VKJzmOw9DQ0KxdsIdyP0EVwZJZmuX2kci/TEvoPtZHa9k/0I1jW2RNyY7aFipnuegUr0d1dTXhcS0GFxPp+NuXXiSWyxHxerFdl68dOsC66mrGT1eF87dSEX0IxDMk4gKP5614fR+cldrpdOP76cETfOnF11CFwHFdXjjVyj+9/W7KfIWFpZi62rphFddv9dLW1sapZJ7/eOE1FCHwezTeeuV6qkIBot7JO4Zsx2Xf+S6S2TzLaitYVBkBCtfu/LFOkJJQ+YUd6tGXT1G5JEjK6SBZ9hr9qRweylkWuBuPHiESKfyvq22IfM7GHzQwLRPdI4jH0nS1D9C8tGZBJqnl/lWczByjZ3iQ/naJt0wgLT9CV7HSNsmBLE7EJahfmkLjc5mzPDrwCCBxkVwfuZ6N4QvRFsOjs2Td1K7st1av4EuxF+nKJZBSsshfzvJgFac7BvnrbzyDbbtIJEvqo/zRu29CSJd0Ol1aCIo1CCFvgJAaIGYlqVYEtrTRlSB+tQzHjSHE1FHE4n0QQvChN23lcw+9RDyVw3Fdbty8lCX10QmfXx96I6FsFTGrg6BaxVL/dhQxcUp+NfFzHGkTVAs1FF35sxwdPMQXf3ISXVVRVYFA8pVH97B5RT2R4OTP6GyfldPps7wU343lWqwMLOeayFWoQiXjJNCEB5D05vsZtofRNrWz7K8aWJFYwraVG4lEw+RyOdLp9Jj24kAgUEqHaKrCHVev4JGXjiMkuEiuWNFAdflEIqAqIRqDnyFj70dKG5+2Dk2ZvFh8oUlMQI2SsHsxFN+IOKeNX40s2PHniumsEWKxGECJ0BTT4K+nk/6boRgxme6Cz8f76FKqAScSCfx+/xxsDMQk7cwKihB8cvOt/Pj8Ufa1n2Vry3LuWbRqVg/xTCRqviRGSsn54TgVIy+UphSq99sTCRaLC87gsViMoaEhamp2YltPISgHXHK5b6MoDXi8d097npm+43f3HCZg6BgjGiOxTI7d5zq4dfVS+vr6yOVyY2wtelMZXj7bTUO0DFVRiGWyPHLwJO/bPnn9ju24fPrh5znQ2gMCFCH4/Tds58qlhYVXM1Qc98L1y+ctTDeP6rFJiN3oSgCvKCNtDnAm8zPWhN5R+qwvYCClQFFUdF3Hth2ka5G3MrS2tpZ2YsUuk/ncJ5/q457KN3NKO8Mh9TUqtBCOLmhNDWM7DjE7x+21K2nwz714eybYrsVjg4/iUQwMxcCWNs8PP0+Lf8mYiMx0aPRFeHvVetyID0NRWRKoRFdUvvTIqziOS8BX6Mo53THIS4dbufGKpWPMK0cvulfIpRyS52jPr2Fj4Axlmovj9iOETtC4d8x5e+Mpnjx6lv54gpaKMu6+IoShqaxqruJTH76Nrv4EIb+HppoLNRKv7jnPjx7ej5m3ufLKZu6/71qW+qeP6KXsOIZSIFBCCAQKfck4AoGuqbjSRVMVLBcG45kSiZHSIm09heWcQ1PqCRi3z+gU3ZPv5cnBpwloAbyqhwPJQ+hCY2vkSuo9yzic2onlOgzbCTShElHrUcrDnDJOc3NgK4qijJHrn8wpOhAIsHJRBVXlWxgYzhDwGTTXTq3KrggfQX3bjM/BQpOY1cGbGbI6SNtDSCRRvYlm75YFO/7FYjJrhNFq2JZlEYvFJrVGmAsuBw2g6fA/ksRMhfl6H10K7ZVcLkdvby+GYdDQMHuZ+Arf/XSn/hUpTSQ2qggR9hRecI+q8dalG9gs/SxrWTbjsYreVMC012O+kSghBA2hEP2ZDGGPB8d1AUltIIhIpXBdl97eXmzbpqWlhUx6P0J4RyIvClKqWPZePExPYmaC60rGvr8Sy3Zoa2vD6/VOUD9OmzaKIkotrWVeL32pqb2Z9rd2c6Cth0igUG+RMy0+98Rufter8sr5TporqwlWBOhpG8SVDtlMhrf8zp34ygQy4aKP7PS8apSM24cj86iiQCbLK4LcdPd6nnnkEMXWqFveuImVq5cUdHLy+VJNjeu6pd3ZXEW1vKqP9RXruOMmh2efPYGiCKK2l+b1lbxj+1bqAlN3XFwMkmaaeCaDavnw6A7hoBcBpOwkquvDcV3CsyhojGheGsrqx/wslsxi6AWCUCTiw6mxmk+TLboNmTrS6TT51Hqk9zU0QyPkvwVDvZCqSebyfHv3YRQh0BWFQ519aIbBPRsLdVTlIR/lobGE4dTpPr7xzZfxenV0XeXFF0+j6yr33zd9bVWdZzFnsgcIKVFcHECyJNqIovaTN210TcG0HFRNo2YkmiGlJJ77Kln7VQQBcuzHdE4R9X20VCQ7GbryhbSNRyk8fyEtxNnsebZGrmR9aAd5N8uR1G4EDiF1OR6l0L1lSRtXTJwjpkqHFLueqoI+/H59QQjIQovd+dUIN0Z/lZjdiUAhqjehTnPt4Jer0zS6lRvg/PnzKIoyxhqhqAU0l1bu19NJ88R8HsbpSMxc0kdzOe58MDw8zODgINXV1WQymTn9bbn3VlQRIJF/EVUJEPW9CUOdeztpsX25vLyc8vLyaa93kcQNx9Iceq0N13FZvaGR6lkUB/7Btmv50+eeJZ7L4SK5f+Vq1lZVcTaZpLW1lXA4PMqBuwbbPoYQxbSLg6rUzPm7jcdd61fwvb2H8Woalu3i1TQqsSgvr5uQOgOI+Dy4rsRyHHRVZTCdoal86u+ayhXaVYvX0NA1Oobi/NvOPTj5PPsG4yy9upKtVgPxoThbdmygvqWGjD2AxMWVDgIFW+bQhAeFsQV7dz1wBSvW1jHQm6CyJszSVbWl83m9XrxeLxUVFWSzWQYGBkqiWsVd72xk5lOpHD09CTZtbGTRoiidnTEqK0NcuaUZVb00E5jrSl472EtWAUVLk8nqpM0c4TKNF8/283LrMUCysqKC916xEZ8++XQ11cKxfkktuw63EvIr2E6h62dF0/SCd2MX3Vry+U0FTY/eNFK2lQwWuxMZTNuhtixILpejOhTgWNcAd29YMWU34MmTPbhS4hmpZQoEDA4e7JiRxGwO30rezdCRO40qVK4su53FgWX8/ttD/MO3XyCTt1CF4H+9dUfJRsGVcbL2XlRRhxAKUpZhOmew3S6GElFi6SyRgJfa8rHRNa/wIuWFuc5yTcJG4TOq0Lg6cherA9fxza4fIdCRSIbtBDVqBboy/TM2Ph0yPgo2WeppLrgUBai64qXamFhnNB0ulyJYIUTJGqG44clkMvT09EzZNj8ZXo/E/AIxGdmYT/poNsedD1zXpbu7G9d1aWlpwbIsUqnUnI8T9mwrRV/mg+nalyeDEIJ4LMu3vvgYqWQOATz92GE+/NFbaVxU2IklrTyfP/YKR4d6aQiE+e2111LnD7G0PMoX7r6HzlSSkGFQFwwVdrn5PI2NjWNIhNf3QWz7AK4bBwGq2oDH+7Z5f0+Awd44fQ8dwzs0RKbGYNWqeu5dtwjDE+Y7zx5FCMENVyxleeOFxa0q6OfW1Yt54UwHrpRUhwLcvX5qufhltRWoQpA1LTy6RiydQeiCunCITFoQCAQ40dfP1vUreMOdV6IoClm7j2HzCAE1TNLuQsGDdCVLA/dMqAESQrBsdR3LVk/RfjICRVHQNI3aEUPM8Vofo/Ployel7q5hvvGNlzFNB9d1Wbu2nvvevBlFmfsiMheksybdfSk2VF7HSWMXltcka0lW5W/imfN91AaDKAJODA7y6MnTPLB21ZyO//67t5DJWew/3YWuqbznrs2saZk9KR5NEoutxsVw/WDfIMlUijJDxXVdbAmGpk4rZxAIesZcI9NyqKycOUVnKB5uiD44oleilIr11y2u4d/+4M109Q5iqJL62pm/24Fz3Tz66pmC0auU3L55GVevvCAVsCywhCPpYwyYgwgEmqKxLTLWuDGsB7mv5naeGHyRuJ2k2VfPGmVuNjFwIQqmewVl+BCOh2w2OyH1NFuvp8uhi+aXYX0wGca/i5M9y8V6mpmsEebqm3TgwAE+85nP8PWvf51jx47xF3/xF6iqimEY/N3f/R2VlWM3Evfdd18petTY2Mjf/M3fzOm7/o8mMfNNH43HQhT2Thb5sG37khUMT/ZCFx2wc7ncrNuXi8c79FonmVSeqpoC6YjHMjz16CHe++s3IqXkk3uf5Gisj4BusG+wmz945VH+/bo3E9AMAobBimgFUkoGBgZIJBL4fL4J5p6qWkco/CVsez+goOubEWL+3TCO7fD5P/shg91xVkR8JA6ncE6cxX/Fer711CECXgMp4cs/2c2H33Q1S+orSt93fX01m1oaMW2HgMeYdnFqjJbxv9+4g88/sZt4JsfGRXV0mqkCCZCQTqVRFYXK6moURSFpnWN/7K+x3TwCMNQIS4O/jodqPOr8ddtH3+/JtD5G60+Mdo/+6U8OgISKikBBhO1QF+vWNbBi5USvo4WEEIVnMuiUc0XqLkxyxIYs8o0BDDWNOkKiQh4PZ0cKF+cCv9fgD955PY7jjhGQmy9Gt79WVlXRlrE53t2PbZq4UnLXuqUkk8kptWm2XrWYnTtP09uXAAm6rvHAm2ffpj9ZKsPQVCrL/BOsURRRhlfbTM7eg5ABJBmEXMLP96aoDAfQVRXLcXhy3xnWLKom5Cts7gzF4E3Vb6A914EtHeo8tYS1iUSrzlvNexruL80znZ2d84qcHEv9kLbc8wBUGqvYFHrflKmnmSIHC0ViHNslPpTG8GoEw3Oz/rgciBTMXIw7lVnoaGuEI0eOsGTJEsLh8KzXii9+8Ys8/PDDpc3xX/3VX/GJT3yC1atX8+1vf5svfvGLfPzjHy99Pp8vRLG//vWvz/erXr4k5mLTSZlMhq6urnmlj6Y77nyQSCTo7e0l1ZmjfW8fVY0VrNm2/JLU2kDh2p1MHuOZoccxXZMN4Su4tuwGOjs6CQQCNDc3z/n69vanGMzkceMqFSEfmq6Qy1oADJs5jg33U+7xFRZPVSNh5jiTGGRDtBA9cF2Xzs5OVFWlpaWFjo6OSb+7ooQxjOsv/iIA8cE0Qz0JQlE/+Vwef9iHmbF4cddJ/B6dcKBAouy4y2snOseQGCklHk3DM8uXd/PiBr74q28uTWJfeWUfu8+3o9gmQjeoKgvREi10VZxJfgtXOnjVQsdKKjfI9x7fQ8fpEJUVQd56/xaqKhe2ZXM69+jOzgGCIS+WZaFpGkKBdDo/6XGy6Ty5TB4n6OIqLlE9jDYPdWGAgM9gcX0FZzoH8Xt0MnmXpQ3ViHKVXV2dpWuZMk1WVEwtzjYdXFdy8HwPJ7oGCXh1tq1cRGX44tvEVUXhga3rON07RN/gEDVlQRZVlpNOp4nFYpPubP0+g9//X7dz8FAHluWwfFk11XMwo5wO499nIQQR7/tJmYuw3bNoSgPZ7A7gEPoIwdJVFQRk83aJxECByCz1T+3VNNl557N4d+VepTX3LF5RDgj6zWOcTD/CmtADs049jb6+C0Eg4kNpvvUvTzPUm0BKuO7u9Vz3hvWzPu7l0skz1xTQ+Noly7JIJpP84z/+I93d3axZs4bbb7+dbdu2EY1O/S4uWrSIf/7nf+ZjH/sYAP/wD/9AdXWh3MFxnAmZkOPHj5PNZvnABz6Abdv83u/9Hps2bZrTd71sScx8UNRdKdYFzDd9NB4XU9Xd09ODaZoc/OkJnvrmztKLdvM7t/Pm373rkkRi+t1enup5BFXRUFB5fvBpBgcGub3hDbO2MBiNnS+f5lhbjOFkjoF0lm6fQa3Py+Z7FwOM6KUU2mNVCpOJg8QYWdwmsw+YqePJcTrJ5h9ByiyGfh0eY/Y71iJ8gUIxcTqZwef3IhSFnGviDXpxMtnS51zXRR9X9zF6bKl0nj0HWslkLVYsrWJZy8QaJFc6JKxOQBDW63nDsmasZILz8RQttdXcv3EtfqMQEjfdBAoXtE6e/v4iWo/G8RvQ0RnjzLkB/vxP7iEYmPuzO1tSPFr6fM3aRRw72oWqCJLJNNmsiccrS+JaxXv14iMHeeaHrzFgJbCiJk3vraaqopy31d8y53FC4RnYtqmZyvIAQ4kM0bCf5c2VuMDxgUEO9w0gBFQHArxx5czuz5Nh96kOnj9ynrKAl754ira+OO+5edOYRXu+0BSFVXWVVHsKabyi8ioUJux0Oj1pfdLWqxbP+VxSSs73DZMxLWojQSpC/jG/m2yOEkIn5Lmz9G+P6hDwGgync5T5PcQzeQJeg0jw4p3SZ0sgpCyI4wlUhu3zCLRS+lSXfoas05P+3VRdT8Xrq2k6Q7EUHk+Aior5W6389OsvMdSXJFodxrFdnv/pQRYtr6ZlllHJyykSM99xFK0RHnjgAR544AE6Oztpb2/n5MmTfPvb3yafz3PVVVfx/ve/f0Jq6I477qCjo6P07yKBee211/jGN77BN7/5zTGf93q9fPCDH+TBBx/k/PnzfPjDH+axxx6bU+Hx/ygSA4V24bm1LF8aFH2HwuEwHuHl6f/aRag8iKIquI7LM9/axQ1v23ZJSEyn24YjXfyKF9uyUWyVLm/7vAiMlJIf//QA0WiAymgZvd3DZE2bLXcu58prCwVvQd3gzS1r+cG5IyBASthcWc/ysoop62+mIzGO00s89QmkmwOhkTd3IeVH8Hq2z2nsppNj290reOmREyTNLELAtXes5+pb1vPFH79CXywFSHRV5ep1zZOOLZM1+Y//2slwIoumKbyy7xz3372JjWsu6JaYbobn+j9NzGoFBAG3jtXue/ngTTvo6Oigrq5ujH1EledKzqd/jCI1LMvlzOF6ysN+NKHh8WikM3lOnenjig0Xb2tw5lA7R18+g1AE67Yto2XNxE64N9yzAdO0OXduAE0zeOAtm2hoKC91NXi9XgY7Uzz5/T2o5Sp5O48YFAz/OI3+Hp0nB17lVv/cSSYUXMpXLRlLClXg/Zs30ZMsyPvXh4Kl6MFUmGrC3n+2m6qyAIamEvQadMdStA/EWdM0P2+l2Z5fVdUZvYgCgcCs/HGklPzolWO8eqpzJC0G77phIysbqkq/nw0MTeWdN2zkoV1H6BlOUxn288D2tSXpgdHYf7abF4+24tE17ti8jEVVkRnHOBNyTjed2W9jukMYSiWGaEZKp7Tw2+QIarOrWRodORgezvDVr+2ks3MQIRSuubqRHduXleq/5lLP0d06SDhSIEqqpiAFDPYm/tuRmIUsxhVCsGHDBm677TZ+67d+i1Qqxd69e2d9/EcffZTPf/7zfOELX5gQxVm8eHEpM7B48WIikQj9/f3UTSU/PQkuWxIz1wehaCkfCASor6+f+Q8uIZLJJL29vdTV1REIBOg63YOiKigju/3if+eSOUzh8NyJ8yRzeVbVVbKsuuKiz28oHqQtMfN5EALNUPFqc8vtFuG6hXZkQxeEQn7CET+xWJqVaxvG3KMPrbyKlWVVnIgP0OAPcWvDMgb6+qe0D5gulZa3XkK6aVS1fmQMSXL5H8+axBRrf0zT5MEP38HW6zfS0zZEtDrMyisK7dS/cf829p/sQlFgy6qmMUJbo7/XybN9xOIZakfC/tmcxTM7T44hMUcSP2TIPIcuAli2SZxWkpF9qOqKSZ/j5uB92DJLT+4FFMXAUEMoeEtjl7Jg/Dce8ViGl3eeJpnI0thcwZati9FHWoillOw538Wu4+eoiPRy4+oW1KEsux7eR1lVCGlLXvjRXnSPTsPSsQt4IODhXe/eNiIbr5S6kYpdDblcjqOvtJE380ir4C2lhzRSbVkWq7X05WOwwEK+ihDUhy9el0ZVxEhr/8hCJuWUbtBFSCl5oaOdx1vPogB3Ll7KtQ2zI5T96Qz/8OLLnBmK0RAO8/s7rqaxLDypF9F4f5xAIDCpnkdr/zC7T3VSGwkghCCbt/jeriP88VtuGCOyNxtURwL8xt1bsR130mcMYM+pTj7/s91oqoLjurx2pos/eduNNFRMnfqSUpJxLP7t+G4ODncTNXy8vXYjSlJg6CormsroNL+GxMWj1GLLOJITlOuLGbZbEVLgU8pZGXjTjN+hMG+4iBGV5B/8aB9DsQyRiA/D8LJ3Xy+rVxfe88lST5Z0yDkmAc07wdi0uqGcrtZBIhXBwgZTSsoqprdRGI3LJZ20kAXG4wlRMBjkhhtumNXf/vjHP+Y73/kOX//614lEIhN+//3vf5+TJ0/yyU9+slBykUpRVTU3j7bLlsTMFqMNE6uqqrAs65c6lsl8fyobo4QrgsQHkvjDfrKJDMFokGhTlL/73it0pnMli4Dfu/1adixvnuFM02OZtpLD+f1klWyhYwWNW6vunPkPJ4GqKmxY18jLr57C4/GRzVl4PBrNi8aSLSEE19ct5vq6xQX7gPYOfD7flPU306eTxv1ciIk/m+J4ResEv99PU1PBf2fJmgaWjItANFSV0VA1ea3U6LG5rmS0yIyiCGx7bPQsZrYhULEsE03TUITBsNV24duM+56K0FgefjdR5QG+9+ph/E3nGDgbx69rSKC+towVy8fuSLNZk5/84DUsy8HnN9j/aiu5jMmNtxUsHPac6+Lxw2fxCkkim+dbLx1ibVbDH/bhHWm7zecs2k92TyAxRXgmcR4WomBQ19hSh9fjRfOoxHIpzKSFp1qnPx1jpb8Jx3EmOeIvBtNFAbavaeaRPSdIaxaW4xAN+WmeIarwak83XztykIjHgwS+cvgAfk1nU83ku/Hi+W3X5Y9+/jSdiSReXePkwAAfe+wpvnT/PfhGddeML6q0LKu0CTNNc4yAoaqqpPMW6qjCZK+hMRxP47gSTZ2fEOVUBAbgZ3tP4tFVAiNmjIOJLLuOt/Hg9nXTHvMfj+9k71AHIc3DuUSMP+x8jK2xRjyORlW5yk3XZwn5Cs+eLiLknV42ht5DTuaQ0iGsNaIpU6e2pJRgPwrWt0HaSG0HGB+ivWOIsrCPXC5bIPUSUimb1asKG43RqaddbYd5IXcWoSpEvSHesWg7lcYFsnzPu6/hm//3KYb6k0hXsvXmVSxdM/tN8eUSiVlIMjVfTyrHcfirv/or6urq+J3f+R0ArrrqKj7ykY/wsY99jI9+9KO85S1v4eMf/zjveMc7EELw13/913NKJcF/cxJTXLAMwyiIpWUymKZ5yc433QNq2zbt7e2TFs4aXoPf/fyH+MqffIfO0z00rKjj/X/5Ng729HM+lqCqLFwQSbNs/v25Vy+KxMTjcWQW3lP3q7SJs1iuybLASuq8sxfUG493PHgV2UyCvkGLxoZy3vKmKyibomp/OvuC0ZiOxHj0q8nlflxQSkVHksY7iWvt+ONls1m6urqoqamZVerMkTZ9+U5saVGuVxEcpRBbHNviRRX4DI2h4TSGrpFI5bj9+tVjjhOQ9XTZh/BpZQWS4zqUG4tL45oMyVyej3//cYbSWbQKQT6vUaMHuX79Ym6/eTUeY+yrOdCXJJs1qRqJCFXXhjl1vIfrbl6FqiocbO8lGvDhWiYhn4eMaTHg2mh2nn3+OP1qFp8D93vGEhjLtTCliU/xTeuztXxDI1tuXMlrz58g4PhJ+7NUP1hOQ6CC7YF1xONxXNfFcZxSmuRymMzXNFUT9Bqc643hM3TWNdfgNaaf9nZ3d+LXNfwjxCPv2Ozu6ZqSxEDhPvel0vSkCkanAJphkDZNzsfirK4eWztg5m0GexMoiqCqrmyMnkculys1JkgpMaSC6zqk8xZ+Q6M/mWFJdXmJiCzUwmlLh6SdxBHjzW7ljETJli57hzoo1wv3PZ91kEKilgvq3BCdgzHOduisX2ahCB1XWiBAV8L4lFmmDpx9YH4NRAUIFeznQYSprmqiry+Jpo5sOoCysgvzUzH1ZHsVXol3EvWHUVwYTMf58rEneE/NtQSDQXw+H9HqML/2p29kqC+B4dEprwrO6dpeLpoqCzmOuRKixsZGvvvd7wKwe/fuST/z6U9/uvTfn/3sZy9qfP9tScxk3UeX0h6geOzJGGk6naa7u5va2tpS98d4VC+q5A+/9ltjfnbo6BlglEiappLM5uc1KRXVby3LIhwOU+Yp45rAjjkdYyp4PTp33LKcJUum14Io2gfMpqB6OhKjqvWEQ58im3sYKbN4jOsw9GumPZ7jOHR1dc26mNuRNrtjT9JvdlMQcle4Jno7FUbtmLGVl/l5/zuu5dldJ8lk8lx/zXKu2lggmVIWHL8rMleT8ncwaJ3GkVDjXcOa0L3Tfs+D7b3E0jnK/YXJ1r/YoCeb5943bJi0nVvVFOQo6wLHcQtpyZE2ZI+uMpx2S55UjuvSsqqO74qzDLh5PJYgFhY8Xd7NNnc9uqJyNHWUncOFYvNyvZw7K+8kNEk7bfF73POea7nmtrXkcxa+KgPVqxDWAihCIelJYpomHo+nJHuuadoYN+5fFhZVRcbUdOw51M5Pnz6CZTtcu3kxd96wakyKya/r2KPmEduVBKYZf/H++nQNVxYMH4s6LI4rJ4j0pRJZfvzVXQwPppAuNK+o4a63X4Wmq7Sf7OGx/3yRTCLL2m3LuP7+LZi2yb2bFvPjvafosxyW1EZ589aVY455sSSmJ9/HVzu/TNoeJrdWkD/QjDNch+u6GJrKtasWTfv3CgJdUbGliy5UHNdBCNDcwhOpKho+rsJ0X0BQiKxWe+9BU2afqsE9CmggiveiDJz93P/mN/GV/9zJ0FCCXB6u3rqE5csmRhuHzBRCgN8oRHsavF56csN4goUW9dGpp7LKiXopsxriZaITs5DjmKtOzC8aly2JmeoGjE4fLVq0aEzBpKIolyysPVkNR1H3JJVK0dzcPOeJenVdFapQyJgWhqaSyOa5eknjnB8+y7Job28nHA5TW1tLb2/vgrduF7VyJnuYXdctqUDOtqB6pu4kTW0mFPidGY9T7ACzbZulS5eOeR6mQ1++k36zm6hemOxyTobDiVe4ofJNE65/TWWIt9071jPFdV06OjrQdZ2lLStZysdJ2X0gBEG1CiEU0pbJq329GKkk6+rqaC6LjDmGI11M1xnxlJoeNbVlNDRFaW8bQtMUbMvhupsveGPduGoxX9+5n2QqQ9KBioCP5UurUMwAVTmNrGIW7BPcFL25JB7N4oXYC4TUEJqiEbfiPDP0DPdW3zvlGIQQVNVHpv19sY272KY5mdHiTAqh45FM5/nqt1/m+Oleysv8vPdtVzMYzHI8PkCZ4eHa6NTmkONx4mwfX31oNz6vjqoKHn32KIauctuOC6TgzsVL2d/XS9eIEGXIMLi1eeaW43Kfj3tXLefh46ewXRdNUbiupYnmyNgI36MP7aWtM0ZTYyGacu54N8f3t1HbEOFrf/ljNE3F8Oq8+KPXsC2Hu953HdesD7F17TLyeZNcLksmnaA1PoTX6y3IAVxEF6aUkq91fpmU3Y1PEageidx4iuq2esqUBu7cvILGyullKhQh+ODSK/n3U7txkWAIAkmDctdLyjZRhGB949VEAxuw5DCGKMejzlGNW1QAdqFzQAiQGVAWU1Md5qO/cyv7D5xgyeJFVFVNbpER1n24shBx0oRK2s4R0nxEAiFEsPD58V1PUzmeT3ctLwcSs5CRmPmmk35RuGxJzGQYnz4af5Mule5K8dijozy2bdPZ2YnH46GlpWVeD25DeZhfu2YND5/qIp7JsX3ZIn7zpq0z/+EopFIpenp6SkXEk411ITAV6RhNoCoqKmZ9HWYiMbNBMYUXDAbnvGuypYXgwvOjKwZ5NzursZmmSXt7+5iWcRCE9Avphoxl8Q8vvcSZ/n68Hg+PnjvLb265irUjLYdJJU/cztM/lEFXFEK6h3s3LJ9SVE9VFW6/ZwNnT/eRTuaori2jcdGFSv/GaJj379jEnhNnqK+tYWVdJZZwSJPD9mTQFZ2kmyZrSWxpk7FiJUVWgKAWpCffs2CTcLFNc7TRYlEhdHBwEFVVSy3HM5nTfe4rL3DybC9+r0HfQJK/+JfHqLuvkspokPZ0nJPD/bwlOjnJkNKlK7+fmNVGQK1g/3EfQoDPW1iQ/D7Jq4fax5CY+mCIT2y7jv19PQjgippaKnzTVy4Xx/+rWzezvraGc7EYjWVhrmu54MvlupL/+NILPPfscZBwoifOjg2N6B6N+GCafCKDbTpERlR8y6tDHHrxJHe97zqg8F77fF58Pu8Y7ZTBwUGy2SypVKp0Teci259z88TtAfyKAqjoAry6xc3bBrmyfGpSOx531q+k0R/hZKKfkObB7nQ5fKYHv1fn/uvXUl8ZBsJ4maeIonZjIYXkngepgPCD8W4AvF6dutrQtLo71Z4ybqpcw7MDRxECdKHx9sZtY67TVF5PRSLu9XpL6dLJFvbLJZ20kNGTy6VYeSr8tyExxfTRdLUWlzoSM15Ib6a6j9lgVXWUO7dunvNDMl0UaCEIwnhMRhCLabTRBGq2uNgxFmtvivUvmUxmTseL6JUoCHJOBl0xiNtDLPGvmXZsg/1Jzp7qIp1JcOU1awgGp/7OB3p76EwlqRvxgck6Dj84cYw1VVUcG3qIhPMDPnCrjxePbKE7Ucai6gjvvGbDtGPWdZWV01gPVIUDbGqsorGxUIgopaTSC61pgSPdQqrLp+OQI6AGcHFxpYsiFLJuljK97JLtImdTzFpcgEdPvqZpc+JML6GApyQYNzicwZdQ8VW7ZJSz9FgJXkgP0yIbUMXYiftk+nFac7tQMXCkyaBoxHXLS7+3bYeAb2L0rsrv57aW2Qm+jX5WhBBc29zItc0To0N7X2tlz2vn8fkNcmkTy3LYe6KHVVVhqhvLycZSjH7sLNPB8E69+y9qp+RyOXRdx+fzkclkiMViczL88ygGhhCYLhgKuFIiBZRpXhzbZdeLxzjQ3kNdZRn33LQRzzRjWhepYV1kJMJSD3ddtXLKz84VQviQ3k+BcxgwQV2FEJE5HePaihWsDtWTdkyiRgC/OnUEayrBvemk+l3XnXNh6qXAQo7j9UjMPDFaCXKq9NF4XMqaGCEEjuMwODjI8PDwjGOZy3HnupgXI1JTRYGmug6ulOwZbGPYyrI4WMHy0Oxb2YovKIy9J/NJo40/3lxRrL0ZfQ/meh1DWoSro7dxKP4yOTfLYv9qVoUupIzGH+v0iW6+9vmnyZsmXo+Xvk6Tt7z72in9hUzHGcn9F6CrKlnLZij3PDHzYRzXIOgV3LP1WXpSd3MqZrDQ9EEIwcZoOQ3+EEnLIazr+HS70L7sqWd9cD2HU4dRhIIudG6O3rzAI5gauq5PKGYdr3ZbCOEbhVZfx0XT1NJ9kbpLp7sHR5q4wDn3BM8MlnFr5U2lczjSpC33Mn6lEkUUSHjDmm5aj1QwEEsXLB90jTfdOn3XzWwwG/LX35/EcSShkA/pSLJZk0Qyz9YHV7FsbT1m3qK2uYKe8wMIVSAQvPXDM3cVFq/J+ChC0fCvu7sbKWVJm8br9Y7ZNClC4cGam/l2z2PkXIkLXBV0aPbfwFe/9TxfTp9CKgKnQ/LTb57li+99AG0SbZlfBIQwQJufJlER5UaQ8pk/NgHjBfccx5mQepJSln7/y8RCRYRc1309EnMxKKZspkofjceliECMPnZfXx8ej2dBhfSmKxieDLNx457sOrhS8pmjT7N7sLXwGQS/vnw7t9StmNV5R7cwd3V1lewDLsaPalrFXmlhuVk8SrCk6CmlpLu7e9Lam/nc+0qjjpuq3jzj2FzX5dtfeQ7dUKipK+wyjx5o5+zVPSxbNXlkZHm0Ak1RSJgmQUUhblncvXw5cesxDCWESx4HDUUaKOIEDcHVCxIFGX8NtkRW8+LQASq8HixpE9KC1HmqChGDyLWsDq4m7+Yp18rxqhen3Drfd6/Yxl0UQyzWJRQjCnfetJSfPnESKQsaS8uWVJGtHMZ0sgjpxaeqVKp+DqeOclPF9aVoTHE8YtR5AgH4rQ+tp/WUhmnZZHtS/ODzz6NpCje+YT0bts5dTXe2aGwsR1UVpHQJRXwIXWHlilq23VbodvN4Dd7/qTdzZNdpcpk8LWsaaFg2u7qRyWwHJjOvTKVSpaLr0bUea8J38REjSmduJ0HFz6LAPeTT5fxX4gyOR6CjoCA56sZ57OhJ7tmweoqR/HJwqeb96aCqKqFQiFAoVKoB6+vrI5FIkEgkZkw9XUosVGFv8bq+HomZB6SUtLW1UVlZOeuUzaUKhedyORKJBJFIhNrahTXFm0tEYrbdP8Wo0Wgci/fw6mArUaPQAmm6Nl88vYsba5ehCgXHTZC29gEQ0LegKmO7rBRFIZ/P09nZOa4WZH6Y7nu3Z17mtdhXkTj41Uq2VfwuPlFJe3tBdXiy2pu5tkE6cgCkhapUI8YZ640mMZZl0dbWRi5jU1MXLZ1HEYJsZup2/vpQiI9s3crX9+zBUgT3LF/BXcuW0ZnehUdzaQqF6UgmQMsjRIi3rlw76/FPhcmuwbrQUnyKh7ZsLwHVy7rwUrzqhehVVJ+fJ9FCI2fbJPMmPl0jaBhjIgq1tbUsqo9y8mwvoYDBVVc0s986x4vpNkJqkHLdi2nmECP/V4SmeKg11tNtHsAQASyZw6+WU1/WzKKrPLz87Amee/wY4XIfuZzDD776EoGQl6UzuIWPx2wX0PXrGrj9tjU8/vhRhAJ1tRE+9IGxHYRev4ctt87tWZjp/MPWEC/FnyFhxan3NrG18jowBR3ne+nK9eMv00ciDGtYF7qytGDlZZa07qKN1I4JBBLoy2bmdP5fFH6RBbXt5wfY+eRx8nmbDVcuYtPWxaUasGK79mxdoi8FFioSc7nU+EyHy5bEFGWIf9mV3kXiUFZWNkY2f6Ewm2Jk13Xp7u7Gdd1ZRYGKHlKjkR7pECheT12oJKRZ6I6hn9bhj+DIBBKJrlTQHPlnNOXCAmdZFr29vTQ1NS3IdZgqcpKwutgb+zKa8CAI8Oxewb+e+hZBUcO7dmzirsWT75RnG4mR0mU48x+kzScQKGjqIiqDf4yqRCYcq1j7VFdXx9qNzZw42klVdbhgfCkEtQ3TE7nl0Qp+c8PGMcaLNf43kLKOEPEkCOogRDMrIr+KXwtcMo2jpYFGlgZm38Hzi0Z3MsVPT57EdBxAcPPiFlZXFXRVihGFK69YxpVXLMNxHLLZLOtTjZwjStyJk5QmpmtyU+T6CVo3a0L34stEiVnn8KsVLAvcjCYKG4DDe1oJhDylGo981uL4gY45k5jiOGfzmbfcv4U7bltLLm8RLQ+U1JEvBtMVY+ecLD8beAjTNfEqXk6lj5JIJWn/D4W2U70ArNy0iPt//Try+dyYdJ7P56NBD9BupTFQcKSLpilUuTrf+sfHUVWFbXetp3FZ9bzm6QPdvRzu6aPc5+WmpYsntKJfzDVwpUtXvp2EFSOsl1PvaZpWB2ku6O0a5tv/sRPNUNE0hZ89tB8pYfM1S0rjGE1aYPLUU/H3C1GWMB4LlQK63FNJcBmTGLi03UYzoUgcpJQsXryYWCx2SeptZqrjKXbClJeXU15ePuvJcvwxl4Yq0RSVlJXHp+nEzRwrQ1X4VJ2u5H9iyxiaUliULaefwcx/URP87ZKEfz6fp7a2dsGI3FT3tmCiCKow2H04xCsHI6iqjVAdPv/0XmqiETYvnqigOVsSk7VeIp1/DFWpARQs+zzDmS9TEfy9MZ/LZDJj6rDe9Pat/Ohbr3DqWDeBoIe3f2AHVTWzixCOHpdHrWZ55BOkrGMUOprWoCkhXNfFNM0ZO3XG4/zwMDvbO7BchzUVlVRfopqw2SBrWvTF0/gMbYLB4ou7z/KTJw5hOy7XbV3KG29fh6oouFLys1On8agqUZ8Py3F4+tw5GsIhwpNEG3ftPsd3frCXfN5my5YVXHuHxmB+kLJ8iNrhavrMvjGeRKrQWRa4CbhpwrH8AYMe0wYK53FsF98lNN0sIhTyEgpdvOniaEz1zAxa/eTcLGVa4d0uE+W8/J0TmCciRCvDSCQHXjlL2aIId79lK5WVlaUFN5FI8AdXbuQv9u4l5lioqsZ9NYt58e+fHzm6ZN8LJ/n1v3wzin9uJOaxE2f4wu7XStpHT54+z9/cedOsXePHYzSJkVKyP/EKJzNHUYWKIx1W+NdwRfiaBdkUnz7Wg+u6hMsKGxMhBPt3ny+RmMkW/clST+l0mv7+/lLXU5HULETqZqHSSY7jvE5iLgbzrXG52DbRouvyaOJwMYWo02G64xY9mOrr6+dULDaaINiuiyoEFZ4An1h3B/984nkG82nWR+r5yKobRj7ThxjlqiyEhuUUWgo7Ogr2AeFweEEf5qnurU+NUlAIdTly2o+iuOiagk83SGbzvHji/EWRGMtpA1SKviuKUoZlX3DOlVISi8WwLIulS5eWvrM/4OGdH7oe15WlYt5Bs42+/BkMxU+zfzOamFjgPNlzqCtllHsuiPcVNWcsyyrZ1Rc7eaab0HrTaR4+cZKwx4OuKLzY0c5qr4+W5ouzrZgPumJJXjjahs/nJdkxTL1msHJpHcs2LeLoqR6++cNX8XkNFEXw2LPH8Hl17rhxNXnbJmNZ1IUKC0LR6DGVNyeQmKPHu/nyN15CUxUUVfDSy+cJelfx4H23E4vFqK6unuBJNFpsb/y9uOkNGzh/so+BngQSKCv3c+V1y8Z8ZndHF8+cP48rJdc0NnBDS/OkbfC/zIjxtHpLQkOOKO4KIXBxSLdLwj4PEklXLEUqn+PZXScYrvPy4DVrCXiM0oJbU1PD95YuoSMWAzPPo5/bheM6hMsLz2Z8MMWunx3iuresmdN4/3PvAfy6jqEWirVbY8O81tnDtkm6umaD0Yt2xk1zOnuccr0CRSi40uV09jgrg+sJqJOLkc4Fmq4wesp2bLfkYTYb8jBefkBKWUo9jY6EXUzqaSHTSb/sbMhMuKxJzHww10LZ8YjH4/T3909wXVYU5ZL4Mk0lojeZB9NsIYQgZqX5/JHvczrVS0jz8htLbmVjeTP/uvXBCZ8P6FvJmAeR0gtIJDY6Gzl//nyphbmvr29Bo2JTkY6osYRm7w2cSjyBrlfiSh2/WkhrSSkJeiffKc+WxOhKI+AgpYsQCtJNoBtXAhd0ZwzDmNDBUUSRwJxPv8bzg1/ClYUUyHHPs9xR83sTiMxsNWfKy8tL7cf5fJ50Ok1XVxfAlBNaeyKBIgTBkXB0hc/HuURixmuw0LBsh1dOdRHy6qRPD3H2qaOccFxOREKs3NzCcEUARYiSlYLXo7P3UDt33Lgaj6YR8hgk8nnCHg9520YgCE0ShTl0rAvHcUsaL4ahsvdAGw/etxGYvI27SGhM0xzjHK2qKnWLovzax+/i9NEuNE1l5YZGguELEZITAwM8cuokVf7C+J85dx6/rnN14/wtPC4VplpoqoxamjwttOXOIlCQSFYuW8K5jmFyuGRNE00q1CyKMpTM8sqpDm5et2TMcf0+HytG5sJnfQdQ1RiO42CaJpZtkc1kcF131guepNC9FxqZ1wp/I8jb85fHGH1uRxY6A4vpI0UoCASOXBj5jTUbm3j1xTP09yRQVAEu7Lh19YRxzBaXIvW0UJGY19NJvwTMNwU1WrZ/8eLFE0jQpWrfnkxErxj9mMo8cSrE0zlsx8Wjwpd6XqRPpinX/eRdm386/TP+dv07qPFO7GiK+h7AdvsYzv0UAJ+8h0T/eqLhCpw8uAF3wTu/pjpeNpslGLuaHZVXUn/zEH//w9OkchJBjjK/lzduXjWn442Hz7gWv72PTP4FhFDQ1Hoi/g+O0Z0RQpAaUWudCi/HvoWKhkcNFDR7zPO0Zw6wOHDlhM9ONa7RNTd+vx/TNMd0lVRUVEyY0EZHabxqQea9CNNxMJRL20UgpeR82xCpdJ7KaIC62jJM28GVEk0onH7uJMGqEHnbobwmwtnD7US3LcMZZZlg2Q7BkbSNIgR3L1/OIydP0ZNKowrBHcuWEvJMnKxDwbEkzrFdQoGp0zK6rhOJRIhEImN2u8VCy0AgQCDsZ+sNk7uNnx6K4dU0PCPtxBGvhxMDgxNIzC+7sHW68ytC4eaKeziXPUXaSVKpVxN9dw1f6fwZRw614Zg21curaLxyEWnLIpbOTXuuHfds5PSBdsysA1Kiazqbb1qJZVm0trZOMK+cfEyCq5qq2dXaScjjxbRdDFVhbU3lpJ+f7TUo3sOAGqRcjzJsDeFTA2ScNOV6dEGiMAChMh/v/a0bOfRaG5Zps3xNHfVNFzZaF7voL0TqaaEiKK8X9l4k5nMTioJ3c4lemKZJR0dHSbZ/svNeqvqc0emk4qI2WwPDIqSUfPeFgzx36BxCCOoqArTWx6gJFMTLvKpOwrI5n+6flMQIoVIT/G0qfb9Od083ji05+eJ59j3/HACLVtZxyzs3L6iI02SkY2hoiOHhYZoXNWMYBvURaHzPal4+1Y6uqtywZjGVocnTarMlMUKolPt/h7D3LUhpoqn1xOMZBgcv+C6lUqkZj2W6GXThu3But/CzycY1GcZr3Ux1vvET2ugojce28UvJ+dgQhqajKoJrKismPc5CQErJz58+xt79bYWIlIS7blvL+rX1+AyNUy+fp/NkP4qhUd5YhtGooQiFLavqOdY6SCxeuD5ej8ab77wg7FcV8POujevJWBZeTcOYYmK+cftynnnhJAMDhfuj6yrvetvWWd73sbvd8W3cky2+IY9npNi4gKzlEJ4mEvjLwkwLlipUlvnHkv9f/+Sb2PXaWZ45epZFLVUgBIlsni1LpndsXnPVYt73x/ew85GDKKrghvs2s2hlNQMDA9TV1Y15PouaKcUi4eIYDyWfo3bZ0zRZYTr6fSyONPFb12ynahrxyLlcA1Wo7IjcxoHkqwxa/SzyLmFj6KoJQogXg1CZj2tvmijkt9DeSTOlnoDSczs+UrtQNTGXc3s1XOYkZj6Ya8RktnUnlzoSMzg4SDwen5eI3munu3jmwFmqyvwIIWjri5MrtzF9Nh5VR0qJRBLWpy7KLRK5srIy2o8NsOfpY1Q1FOqBWo918dIjBje/dWKUYbbI2zZPnjtLWyJOU7iMHXV1pcVndBH1eO2ZlqpyWqpmbueeS6RICIGm1peKlk3TpKWlpfSyzublb/JtoDWzD48SwJEWilCp9iyb9LOjxyVlweupGPGbyy5nsihNeXk5J3t7yeRyNJZFMFwH27bnTThdKYlbGXyqgVcdmxrrH0ix72A71ZUhFEVgWQ6PP3OMtavqCA+YHPnhERzTwc3aWGmTdo9BTUOEJSvr+KOVdRw40oHjSNasqKWqYuyuWFOUSQt5R8PvN/jzP7qHPftayedt1q6qo662jFxu+ujBZJhMGG784ru2PMLh3gCdiSRCQMjwcH3zRCPESxWJKRpJzgZzXbAUVWH7lUuRQZ1Xz3QikWxeXMcVLTN3Zq25ajFrrrrQJViMIE72fGaz2TGGoJY3yf78E4T0MLduhLw7iCHSLKu4Z07jH4/xRM6r+rg6cv1FHXMhxrHQmCn1pOs6gUBgwZ7J1yMxvwTMNmJSXMByudys6k4uFYkpFpL6fL55i8e1DwyjKKL0t2V+H25vNWYkTc61kVJybcVyVoYm32WN91/a03oC3aOVjhcs89N9fmDeL4YrJV/av4/D/X0EdYPDfX2cGujnutogyeE89kCOuvIaotEonUMJTnQN4NU1NrbUTlkDMx5zTXc5jkN7ezt+v5+mpqYJO5iZjrW94j0IFDpyh/GoQa6N/grlxuQFx5Odc3zET0rJsHmOrBzEUEJE9eUoM+wcVVWlMhKhciRdUiSiRUI41Q5tKvTnk3z88A/pzsdBwvuar+XBxoKKccbJ0JcdQCgX6oI0raCka1o2+588gVdX8YT95NJ5clmTZCLPb/7tbaWOnx1bl844hpng8+pct21ysjhfTJXCS6fT3FJRTl8ogMfrZXl1NeWXQGZhPJ45do5/e3oPWdPiiuY6/uDu7QS9U29sLkZk8LrVzWxb0VSIbE2jwhsbSNF2bgCvz2DZ6toxreFTLdyqqk4wBD0Zb8O2bPJWHkVRURSdtBjGxUG9iOXoclpsf5FRualST7Ztj0nvzbfr6fWamIvExaSTpoNlWXR0dBAIBGZdd3IpupPy+TyDg4N4vV4aGmYuFszYef6z9TkOxduI6AHe13IjK0J11JaHcNwLHQjpXJ7l/hretf4qWtMDlOl+VocbJuzqpCzYBySTyTH2AZUN5Vh5u3S8TCrL8uVN854sB7MZjg700xAsuMuGPQYHcvtoHUpjxBT8Xj8f8j/Aqe5Bvv78PoQQ2K7Ly6fa+bXbtk47gY//PrNBLpejo6NjSu+r2ZAYQ/FxY9WHZzxX8Vj5fJ729vYpz9mVfZWO3G404cGRJkm7gxbfzYhZalsIUfB50TSNpqamSWtpiqRmKsL+1ycepTMbw1A0pJB8re0lVgSr6XdO8ELsBaSE7NUK6uErKdPKiMUz1NWU4fcZqJqClCPqu0EvCMGSDY2U10zvfnw5YvTCUCMlLaZJOp0mHYuRGBgYQw6LE/zo9t64HceUJhV6xZxTGCe6B/i/P38ZTVXwGzqvtXbzTz9/iT950w3T/t3FLJzaDFo150718YXPPoFjF4p3V6yt5wMfuRlVu6CkPduOnPpIC7ptYAgdpELGSqBLP10d3aXrOhfzyiL+O3TRXGoUr7Gu6yV5iNmmnqbCQhpJXipc1iRmPpgpYlKMOtTW1pYEyGZ73IUMGxe7oCoqKiYI002FL5x9iv3D5whrPgbzCT578if85bq3c9WKRg6f7+G1M10oQlBVFuSODU00+KI0+CZXZHUch87OTnRdn+C/tHH7Cs4e6uDEvvMAVDdG2fGmTXMmcVJK2rti9CRSOKYLIynvjIiRNwbwuRGiZWVk3Rzf63wcz5kVBLwGfq+OALqHUhzt6GXrsqYZzzXbSEwikaCvr4/Gxka83qmLQqUccXu2U/jVAJoyd3+oIrLZLIODg1Oe03bz9Ob3E1RrEEIdWQjPk3Nj+NSpa1xe7eni6fbzaELhniXLWRm98NnxOzRzZCGeLkpzKtWPrmiF1ACCvGvzcuwoXc4udKEXNgjlGeJrjiD3XMGixij33LEOIQS3v/1KTh/sJJvOI6XE49W5/W1zc2S/GFyqBaxIDj0ez6Ty/fmsTWo4g8fwEYlq/Lj/x+xP7EcRCmVaGR9o+ABhbfYmsce6BnCkxDeycPh0jf1tPdP+zaVewL/z5Z0IIBzxIaXkxOFODu9rY+NVLaXzzxZRvY4rw3exN/EzQOD3hLgl+l5ConKCeeVMpHs0XicxYzGd4F4ikRiTevL7/ZNKEECBxFwKMb6FxP9vSIyUkv7+ftLp9LxMCxcqnTS+JiKbzc5KqdWRLgfi5ynXA4WaDkVl2MpwJtVDVcUKPnjHVdwdS2LbLjXlQTraWqc8VlEHp6KigkgkMuH3mq7ywG/dwmB3HMdxqKwrJ5vLkMlMLFydcryuyzd/8CoHjnaiKIJ0Ps359TZlUR99Zj/echWfYaAoCj7hJWYlCNsmB/Xz9JNAQVDriZK3ZtcWOROJKd7/TCYzaffZ+GP12O38+PyXsaWJKnTurXkHjb4WFDH7F1pKSTqdJpfLsWTJkiknY4lLYeSjdvVSULDimxyv9nTx//a9ik/TcKXk8GA/f3L1jklf6KkW4uJkZhgGgUCASiNAXz6JITSklKhCIJQ8ju3gUQopIZ/mRdbk+dhHbhtzjmUbGvm1v7yHg8+fR9EUbrrvChatWFiLjssBiqKUUiR7nz3OY996hbyZx+Pdw+oPVPBaeC8exYOqqAxZQ/yo70e8p/49sz6+ro+NbliOSzQwfQrrUndHJYYzeHyF+bLwnkEqcaEOaa4EYlVgGy3eDeRlhoAaKckSFGuULCdJd+ZJuvP9qL1LMOzlYwqEJ0tvvE5iLmCqFNBkqadMJjNt19Nc03QHDhzgM5/5DF//+tdpbW3l//yf/4MQguXLl/Nnf/ZnY47lui6f/OQnOXHiBIZh8Jd/+Zc0z0Pj6rImMfNNJ40nG0Ujyalcn+d73LmimMYKBoOlmojZRngUBB5Fx5JOaZGRMMYHpz56Ycc31TFnG4lQFIWqUbL6Ij+3mpMjJ7rZd7iD6opgYVcQFzjtkuoKhTX1Kzilp7EtpxB1sFK0+Otpq0jSORAj6HpwpEubtx8zmJ/V+aZL9xWjToZhzCp9aMo8z+d/imHo+NQgWbuf73d9lnsrG4h6tlDuvYPxfkvj4bounZ2dtMbiPHS6leS+Y1zVVM8Htm7GGFd7oCs+InoLg/nTeEQYS2bwqeV4RlkhjMcTrefwa1qpGLY/k+HFznZuDF5I30gpsWwHTVXHuG2PXohHR2neH9nMZ3uex3EcpICt0cVcE22mo3fPhUVVWlQb1ZOOqXlVDVt2jPX96cv382p8b6FwNLyJeu/cJf1nwi+jxXmge5jHvr2bssoQpqnjWHDoxGnk1gueW0IK2jPt5PP5GZWYLdfl06/s4oW2VtIyTypVEPtTFcG7rlnPyfP91FWFCU2hKHwpF/Dlq+s4vK+dSNSPbTkIRdDYciHqNx8C4VUDeJnYjWTLDMeSnyLndoOigO8Fmn3vwedsm1bE8HUScwFzFdwrShAUneSHhob47Gc/y+LFi1m7di3XXHPNtMcq4otf/CIPP/xwSV/tb/7mb/joRz/K1VdfzZ/+6Z/y1FNPcdttFzY/Tz75JKZp8p3vfIf9+/fzt3/7t3z+85+f8/e9rEnMfDBelK7YtjxVLcJscbE6KcVQ/vg01mzJkRCCdzVfx5fOPU3SziGEYEWwjnXhmVMtcKGQOZ/PzxiJmOr8c/n+w4ksiAuTq8+jkkxm+O1t2/H7/bwyWM5DbY/j2lDnreDBhtv55OBj1AVCZPMOHlGQru93krMe32SYKeo0GVJOHEfaBbdpN40ghUTFlOWcPrmXvY/2IM0qNm9fxtW3THSftiyL9vZ2XI+Xz7x6kKxl4zN0fnjoOLFsjo/fct2Ec7YEbkR1A6SdboJaPXWeLaiTKAAXUehwHtX1RKHDp4jhZJbdB9vI5i28Hp2t6xdRHp64ox8dpbkhGmVd4xIOD7WjmZJ66cdIGKwwVnDKPIWCglfx8paat8zqOnbne/mX1n/DdE0ksGv4FX6t6QM0+yZ2+FyOSA6lyKZypAX0p7IEfAarFlWhKgrDA6lCRFRXMU0IhH0kelQUoZAnhyNsHCS1ag1DQ0OlNu5i+H78+/eDE8d4ob2NoMdDcLFBLJZjXW0Ny5wQX/ray6iKQFEEH/vgTaxeOtbZurChMcnYbQhUvGrDjCR7OrSl4hwa6sWjalxb08Rb338tpvk8J490Y3g03v6Ba2leWjXm/G1nBnn4a/twHcn221az5or53eO4uZ+c24uhFEiSK006c99nc/ltpXlzvIhhcTP2y057XC5Eaj5FzkJccJKvrKzkU5/6FDt37uTpp5/my1/+Ms3NzWzfvp3t27dPuRFctGgR//zP/8zHPvYxAI4cOcLWrYWU8vXXX8/OnTvHkJi9e/dy3XWFuXDTpk0cPnx4Xt/3fySJKapHDg4OjvG/+WVASsnAwACpVGrSNNZcCoZ3VK6ixlPG2XQvQc3H1uhStFmImxUF9Px+P4sWLZrXizbXwua66jIEAst2sG2LgaEkm9e3lPKzW6PricS8NLY04VcLdRlV3hCDZoaakbbXgXyKCs/stCPGj09Km2QyQ19f3wT15ZkQUAsaPbZrATlcKZAIcv0q3/l7QPbi8yicPdaFbbvsuHNd6W9HC9i90tVHznbw6Aq2cNE0wbOnz/Oxm7ajjptkVGFQ771qyntjujbPDRznfKafSiPEzc3NHNs3yGA2iyslhqpyQ+MinKEYtu3y8sFW8moKpSJHNqex64DL7dtWTNuBAlDhDXFD/ZqRa1gIOd+dupu2ZBtZN0uTv4mQE5rVhP3s0POY0sSrFhaZvJvnycFn+GDje6f9u8sBex8/yDPffpkhXXDaK6haVIHu0Vi/uJb33bWFSGUQkFhmoZ4tnchSadZh6zm68j0IBKpQCBiCypoKNKGTy+XGFFkWCY3X6+XIQH+BqAgBQuAP6wznsjz1cg+GrqAqCnnT5h+++hz//qkHx0TWHJmkLfstLDkESPzqYhr970MRc/eBOjzUx5/teRbTdRDAQ2eP8ffX3Mav/e/bsSwHTVMm3PfWU33817+8iGEUoiKnDnfxvv91y7yIjIvJ6KMLVBzGprHHixjmcjkGBwfJZrOkUqk5F68uFBZaI+aXOY7y8nLuueceNm7cSE1NDalUihdffJFPf/rT9PT08JWvfIWysrFF+3fccQcdHR2lf48RIAwESCbHbkhTqdSYDb2qqvOSh7isScx80z5F+XhN0+bdtrwQcByHjo4ODMOYMo0114Lh5aE6lodmH5Kfr4DeeMx5nIuruOfWdfzwZ3sBwcplDbzt3rE6MyoKAe0CuXjv4mv4i8OPEjPTuFKyMlzD9dXLZ3W+4rW1nCHakv9GPHccaftY1vgRfN65tcX6tSBXajdyUO7ClS62dLg2soTWp23MvENlTQhD9aJqCjt/frhEYoaHhxkcHCyRZl1VsKRNznZQFRXHdUEWTA/nEgeTUvJQ1x6OJjoIaz66ssN0GEN87KpreLmrC01RuGVRC42hMK1DMXKmRb9sZajsCEIKpC4JxpvJ5ZfMSGJGoxhyjkajY2ppRut+jJb5H4+8m0dw4d1TUMi7l8apeyHR3z7IM996ibLqEAecPLplk+mMsWxzC4fP93K6c5CVTVXc+Y5reOxbL5NMZwlFAjz469t5XG1jfWAZrpD4FA8pJ8mA1Uedp7G0051MiTkiCoTfVQv1DJbrUiYMkoooEV6PoZHJmmRzFgH/hU1ZWn0RxR3Eo9YipSRjnyFmvkKFZ+46KV88/hpCCCq8hc1GeyrOd48e5vb6pTRUhiedw/a+eLago1NWeM9SyRwvPn50XiQmrK1FEV4sN4EiDByZodpz85SfL0YQ/H5/6XkcL9lfJIvDbo7vduyhKxenwRfhrQ1XUulZGBVf+O8diZnuWKqq0tzcTHNzM7/yK78y6+85egzpdHpCJiQYDJJOp0v/dl13XvpWlzWJmQ8syyKRSFBfXz+BKf4iUWzjraqqmnYcl0p/BgoKuLFYbEEiUXNNJ5mmSXOtyp/8zq0EQmECvrE1AZO9BA3+CH+36c2cTvVjKCqrwrXos5TRL0ZiWpP/ynD6NJqowOOTdKT/BZ/+lxjTdPlMdqzF2mq2NFxDzOrFtl5Ap48eJYtARR8JdUtXjrQWTy6at6WxDt0jyGUkrlK4x6uWuDzS+y1qvdWsD19DYFznymQTRNYxOZ7sosZTRtqy0KROZyZOqE7lg+s3TRi/orn0hg7hswPoio7jOgz5z5ITCUJUTfj8bDG+lqYY1i/adaiqSiaTKbUeXxnezPHUSSzXQozsr7eWbZn3+WeC60qOHe2irzdBNBpg3YbGMXoms0V8MAUCVF3DdnL4dA0za4FbkMxP5yx2t3bSFXHI3llPdihBuCLK/lgMKgUe1UARF0i/YOKz3pvJ8L3Dx4jn8uxobuI9G6/g6PAw7amC91W1L8BbVq3kH1/px3ZcNFUhl7cIB734fWOjubYcpH+4jKylUBWQRAIeLHdwyu9XGtck72DSzKOPLD627dAfz/BQ61FeSJ5j09I6futN10xoyVaUQrFv6fju/BdRj1rFqtAf05b5BraME9FvpsH3wIx/V3xvJuvKy2QydPR08aW+3VhCUuEN0p2N8+XWnfyvZbfOeo6ZzRguB02VhdR2mazFerZEbc2aNbzyyitcffXVPP/88xNqazZv3swzzzzD3Xffzf79+1mxYsW8xvg/hsQUReMGBwfx+XyXjMDMhoUWJeWLMvbT4WJrbSaD67qlBWauqrBTYS7ppGIb+1zdtwHKDB9bonPfwRU6OTIMpY7h0+rxjIjkOU6GvNMxZxIjpSSslxPWy5FyGabTzfbr0xx84iViA1lUNY9ju9z3/mtpa2vD6/VOEM3z6jq3bK6hsyuHLRXKo8OowcPs7TRw3AM8rb/MB5b/NrWhaKklcvyz4EobsEFKutNJhnOFQue4O8y/nv0RfkNjc9ly7q6+uqRJIlSX8rCPdAxsLAQQLfcjtdm18s/2Go2WQ08kEqRSqVLrsaZpNAbqeaDqTTwXfxEXyXWRa9kSvmLBxjAeTz1xlH2vtWJ4NKy8Q2vbEPe8ceOY1MtsEKkKgQTHdKhUNHryeQIejbRpoSiCp1vPc7x/gNbEMCnbwhdWqNAs7G7BmsgyBjiJJnQcaVPraaDKGNulNZDJ8NFHnyCVN1EVwSsdnfzqlVfw+bvu4fjQIK7r0uj1Yedy3L2jhZ88dxpLVfF5dP7ggzdNEEl8/lwde/tipRqqO1cLblsyscvDch0e6zrJ3qFOdEXhrvqVbI42jMgJpFCExrW1Tfz4/AkUIeiKJXAclxolQMivs/dUJ996cj+VQT/RsJ8taxrRVIUrr1/Kwd2tDA+mChFb4MY3rJ/7DRxBQGthdfhP5vQ3k83Lo+u98j4FN65RpfqwbAvDcunJDnG+v4tFkeoZC69ng/9J6aQiipGY+eAP//AP+cQnPsE//MM/sGTJEu644w4APvaxj/HRj36U2267jZ07d/L2t78dKSV//dd/Pa/z/I8gMa7rlhx/m5qa6O3tvSTnKaZUpnpAivL5ruuO2ZFPh4UW0SuqtiqKQn19/YIx8tmQranE834RyOfzJBNZfJVhNE2OjMcFXFQx9zTa6O8qhIZHa6K2Bn73L+vZ9cQRsmmTVZsb8UUkkUhkUtKsCMHG8noQ7dSHKzmf301/v0pQNfBqftJ2nK/ueZKP3fDghIVWSklr5mu0Z7+HxGVbdDnfbV2DVw1gksdRY3TlNaLCxyN9r5BzLR6sKwiieRQfNcFKhvU4XhnAVvIoqiCsRuZ8HWYLVVUxDIPKyoKJX7HjqT5by4PKfQUHaSNwyULumYzFwQPtVNeERyIDklMneohtX0ZF5dxSBpUNUW573/U89fUXaXAlTpmOvihKwKOzY/sKvnnwCIahkhMOhqZgJiRmmcNR0c9N1lWsrVpCr9lFmV7O2sCmCYJ3O1s7SObzlI0UpJqOw3cPH+NNq1eyvmpU51dZGW9/YzV3XL+e3v5hfLpEuCn6+pySG3d3Ks2+zhA15Q4OMSxH8MzJ5dy7bCKJeLb3LLsGWqn3hbFcl++3HSasSzLu50lYhwHBDQ13YrlbeK6rDceSLE2WEXYNEJDJWTz84jGqfD4k8OrRDn7jwWvIuA52fZD+/jTRkIcPvftalq1Z+C606TBTFKRooSE0FZ+uY3tc0nkXv+YZU3hdbDEen9aIJ7KcONkLAlYur6FskiL5/4nppLmK3TU2NvLd734XgMWLF/ONb3xjwmc+/elPl/77z//8zy96jJc1iZnNA1HsPolGo5SXl2Pb9iVLzxQJx2QPyGjvoWg0OuuHeSEf+tERkIUmcjPVxBRbiov5019EWFVKieNKEvFh+gcHCQXDhMMfpj317zgkkEiinuvxaYtnPtgoTEfYotVh7vmVbaVrPVPR8NXli8FyGVZtNKniUxQ8euG101WVoVSWVD5P2De23b0//xzt2e8j0BEIfOppbq3y0JG5jaQcos0eRHE1UhkbWzo82rGXG4KFmiNFKNxQfhcvxp5g0OonoIa4rvxWvOr8JPMtt4+sfQhw8Wnr0ZWZ9V9GR2lc1yWbzZY6Soq1C36/f0EK7qWUSLeYImHk/wtA4Lrzi3JuvGE1K7YsJpvKEYoG0Y3CPTvWO4AiBKbrFsiSXTi+gUrcyVEbDrIs2Mwqpo5EuOOeLTHJz0q/E4JoJEQ0UiDixWuZyWQYGBigLZVBQeBXliIUidAFfXaOvONijJvdj8b7qDACqEJBVRU0odCW+TKGehhF+ABJb/4x7l+ygt9Y8wD/9pNXeLmjHRmQuFKSSOdpiYapCBfI6LFzvew/1sV/fmsPqqLQvLiSeCLLz3edYv3muet9XAxmIhAR3c/NVat4sv8YAoFEckfNWhoqqkt/X/TPGi0I6ff7SWcc/u1LL5BK5RECgkEvv/nh64mWj60Fu5zSSQu1rryu2LsAmG5BGR4eZmBgYIzmyaWsMZnq2LM1kbxUmKwDaqHTVNMdzzRN2tvbS0TyF4HHdx3nWz97jUwuj7fcoGxlGZqQvG/bVlZWf4qc3YGmhPFrK+b0QltOP5bTixQFMa+BvgRf+fyzdHfEaFlazXt+7Xpsp2BqNxvPLVUobAzWU1tby/M9SX6WfBRXSITiku30kTpuMLQuiadWJZXK4PHqGB6dYfsgEqckridQqfJ1Qr6OASTnzfPYlotXVVFVBUUq/OzwKa6tKdTYhLQwd1U9gCtdlBmsC6SUJOwT5Nx+AmozQe1COs9yexnKfQ1G6jqy9n6i3nehK7PfaSuKMqYAuFinUBTZ8vl8pcjCZItA3rYLmkjTXGt/wGDRogpaWwcIhrxk0iY1NWHKo1O/j1nLQhXKBN2eInxBb8FCYRTqy4L4DI1YNocqFGzpoOgQd/Jsqqxlac3kCtmjsa2pgW8cOEQyn0dVFBzX5a3r1kz4XF9/kod+vI+hWJo1K+u456716Lo65lqGUmn0oycZSCbxKQoJ26E2HMI7ycIT0b20ZeL4tUJUwnIdFOUcQugl0ielS8I+Sg038yu3bqJ7KElbXxzXdQkbOlXBwvUUotBJ1dkVw3UkwYCOoggiZT5a24bImzae8SzqEmI2UZBbqlexNFhFzMpQYQRo9l9IMQsxtXnlw48eZjieoiIaRNM0YsNZnnvxNG9+48Yxx79c0kkXkwIajWKX7+VAzKbDZU9iJoPruvT09GDb9gTNk0tRY1LE+GiElJK+vj6y2SwtLS04Ap5uP0vKNFlTUcWyyOzrMOaLqewDFprMTZX2KhK4ubYxXwwOnermaz/dg6ZILEUS60mhejRql4f5xmsH+V/XXUNd+Ko5Hzeee5Le9L8Cgrw3z0DiD/jrP25leCiN7tHYt/sc7a19fOSPbp51tGn0pLaj+ibO92Q5MnSEoZ0Kgzsh6BvgUzu/zcbNzSxZWoWmKVx5/XI8vmoKi0pxcnao8NajB0KQrSGkBhh2k9iKCwg2quvottr5WTbG/u6TbC1bT7O/YUYCA3A6/RW6co9TJCorgh+mzlvoCMla+xAINKWwY7XdATLWXso883cdHi2yNT5KM1rITNU0vnH0EE+3tQKS6xoX8d51G0uFp6OhKIJ779vErp2n6eocZsmSKnZcvwJtEoKStSz++flX2d/ZgwDuW7+St2xaM+0C5ErJ99r380TvScwaBy1lUD8QJO7PEYgorKyq4fc2bJvVIlYbCvIPd93GN/YfIpHPc31LM3evKJhjSilJWSZ21uEz/+8JMmkTXVd5vPMow4kM73/XtWOOFQ0G+JXVy3m8p5/BTJaWijD3L1tMd1dXSXa+6Ed0Z/0KvnhmD13ZBFJKmgPllOtNJO0DIApu9wIFn1IwMg35PPzpu29mMJ5BUxX+8+E9nGwfIOz3ks1b+Lw6LQ1RXClL86JlO+iGOqcuuIXAbP2bFgcqmU1cdrR5pW6cxe8vtHnncjls26Svf4hUKoXP5xujbns5kBjXdRcklV/8Pq+TmAXG6LRNXV3dpMVclwqjiUFRe8Xn89Hc3IzlOvzRzic5OVzoClAVhT/cvJ1t9ZdO2KvYAVVZWTlByO1SRGJGY3T0ZzYRiYXEoZMdmHmTcHmQAdPE69GI9WdoXlWOKSVdiSR14bnVwdjuEH3pz6GIAIowyMthDh3/EonEtfiDHqQE17AZ6EthaKFZv9h5N8vB3C4O9FlUexp5x/rb2X9sPf9vz4+pLNPRNY3kcJq9r5ylaU01L/R384PvnGfbpsWsWNmIRU9ByE4EWBn6HQLli4Bm7sgt4R/3PYZiuDSp9dgyS5txnmZRxrCZ4uvnn+ae6uvZWDG9LlDKPk9X7nFU4UMIBVfanEz9B9We7ajCQ0FGb/R3Vaa0Q5jP8zY+SlMsSO/v7+e5rg5+1tlOzYh/znPtrdQEArxx6eRdDB6vzk23rJ7xnP+19zD7OrrxeVRyjs239h9mUXkZV7c0Tvk3z/Wd5rHu41R5AwgD+tQMv7JuIzdWLeNMWyurW5ZM0P7pz6doS8fwqTorw9Woowhlc6SMP75xx5jPD+dz/PP+VzmfGMbqzKEMZ6kbUeE2DI1X97by7rdfPYGYNYYCfGrdGlwpx5i82rY9wY/o/fXrGJAmHt1gSaAch0UcjP8htswAkqC2lDrfG0rHUBWF6vJCTdGvPnAN33n8AKfaBmiuK+edd26itjLE2lU1HD3Rh6raCOBdb9s652Lqi8WlJBDr1zZw7EQPXo+OqhoowmHT+iZyuRxDQ0Mlsgi/WAfrqbBQEaHLJbI0Ey57EjN6MS5K5v+y0jZFEjOZ9sorPZ2cjg9R5fUjhCBrW/zb4T2zJjFzfQmLBpJT2QcsdMHwaExnHmm7Dgfj5xmyUtR7orQEPHRknsBxs9T4riHqWTfmWHP93rFYDGln0XQdoSioLuQz5og5nYtEEPBMXWdhuVkkLoYyNp9tu0NICqJzAAID3XBwXQfHcXFsG1XVCj5C3sKuNe1k8SqeKQUHbWnzbPzH9Fu9xNrL6BjspLmsjbt82/F7DQxDw3FcFFXBcSVPnG1FBBX8kSFOZfuJH38Db7uyCrAo09djKBdSdRXeEB9YfitPHzuLC3R4TtNcXoWZcXnhaIaMZXHw3Evc3TzMe9dumEZEL45ApeiWrQgNV5rYMo0qPHi19WSdg9huQaDNJYtf2zS7mzUNXCkxbQePpo4Z22ghs/7uTgKGgXRdctksquOyv7OTO5paSilTx3V5rbOX4929VPXF2NbcSHVoeoHEo9392MKmLTcMgGVJvn96P1ubG6a8TseSfXhVrUREAqrOkXgvd9WtJqTqExziTyX7+dyZFwvu8risLavjQ4u3jVFVHo8vHd5PazJOtc9P3HDpyscot/14NW1Wu+LxY9A0reRHVKz5yGQyRDMuUmZJmAK/v4zNZf9K0jmJInTC2hqUKdR+Az6DD7xpYoTzwXvX096VxLIFjfURGusXJqVsjcxfk0XexuNSLribNzaRzVo8v/MUQsB992xk65WLS+crksXh4WEsy8I0zTmZVy40FioF9N8hlQT/DUgMjJXM/0Xv+scjHo+TzWYnaK9k7ILVQfHBNhSV1Cj7g+kwF++P2doHLLTrdhHTyfi70uWhzpc4nuxAVzSkjLM+9BRexUYIhY7sU2yIfJQa39XA3L930TjzgTuv4URHmuOnu8n0JnBth/xLZzibTXDHe25kReXENJ6ULmfTz9ObPwISop6lLA/eUmpL1ZVqBCquzKIIH5Is1Q1eVq2r49BrnSiKgqpIrrt1NU7A4v+e/RpDZhxVqNxfdyvry1ZOOOeQ2UvcGeR8exn7zqsowseJtgF6IwcRAvJ5C13XsCwH1VCxPVCx9BBGbRtCEcQkHIrfw83Vb5z0miypLKfqqnUkcyYvpgdIySRPnE7iuAo+Q1Che3ihs40tNXVju15GIaA1gRA4Mo+CgS3TeJQKDFG4t4baSLnnnWTsVwHwa1sw1IuLLh7s7OW/dh/CtB0aysN84NpNlPsnpiLrgkFe65N4R2QKUukUNX7/GMO647EE+7r6CGka8UyOhw+f4MFNayjzTe0LFg162dufxOvRELJgrnom28vOzla21DTgmyQUX2kEMN0LZqQ516ZqlJr0+Gf4v9r24lE0goYHKSWH490cTfSwIVI/5bhODg9S4SmozIYbAvSGNYaGMwQ9Bq7rcvcd6+Yd4Rhd8xGNRktie8lkkmxfFsOow+/34wQkczVsFwJWr6hdsI2l5bp88+hBnmtvQyC4Y/ESHly5ZgJJG41LGYkRQrBj21J2bFs66e+LZLFYQ+L3+0mn0/T09OA4zozmlQuNhSJ0juO8TmIWApZl0dbWRjAYnJNk/kI/1K7rkkql0DRtUu2VNdEqNEUhZZl4VJVYPseNjS2zOvZsCUdRiTgQCMx4LS5FJMZxHNrb26esf+nNxTmZ6qLWW17QaBDHyTrDhLQGFCGw3SxnUt8tkZi5fu/Rxpn/+1038NH7P0NIVwm6EsvvJftUK7f/78ZJJ7u+/DG6cwcJaTWAYDB/ioAapclf8PZQlTB1of9Dd/LvsGUMEPjd3+At727mqm0r6emM07K0iqt3LOdz57/JsJkgoklMJ8H3On9IjeeDVHvHCskJFKSEfecEAV+hbsNyJJ3ZDO/81W089qVXyGVNItEA669uZrdxFqO2FYGGkAqu6/Ba+lG22jcS1CZPj4W8HkJeD9f7NvNw71PE8hZ+r4qu6JQZIfrtHLF8btK/BfAoUdaH/pAjyX/Elkl8aj3rw39YiswAGGoThjo7j66Z0JdM87WXDxDyGJT7vXTHk/znywf46M0TTebuXrKMg/19dKYSSKA2GOLt6zcR9hSIQTab5cjRM3ili7QLIoBJy6I3mZ5AYqS0yVrPYrtnuWtdGc+0g23KQppQQN+Q5J92vUqN/zh/dtN1VI9TIb67bjUH41305JIgodIT4E0NY6OKoxG3coS1whiEKOgWp+3pzUyr/QEGsxkiHi+oguCNUXbkq/FZKiuW13DVAnb8TOZoXBQudBxnxmLr0VjozdLPz53m6bZWavyFLqhHz56mNhDkhqapv//lUI9SLKgd7xg/Wc1XsTPvUox5oSIoCymadylx2ZOYwcFBqqurp5Q2nwzFtM9CtYYVow8ej4dQaPJ6iKZQGX929Y187uCrJMwctzQt4dfWXznJ0eY33rnaByxkJEZKSX9/P47jsHTp0ikjYQ4uAlF6MQXFnasExEjNxYXo1Gzqdop1P+O/dz6ZxZ/ME4z4AYHX78XJ5hnujVPVcKFDJGHmaU0OE7NPo6qe0uJsqEESdveYcwWNLSyNfh3TGuBM7wBatIaGxTUsWXJhorFcm578IOVKDtwkhqKRdfL0pZ+kyvP2MZNS1KimQq/DljFcVFzXJaSHcS2FumWV/MvXP0wmlcMX8NDT3UPyWDfDtkBaEnDwBlTAJWEPT0lipJT0JtJYtsF91bdzOPA0A5ZLk7+cAoeV1AWm10kpN9azPfolXMyROphLh+54EsdyMOOFNuCyCi/nB4dLqrSjETQM/vTa6zgdGwJgSaS81KFUrEOIloXJmXlUp9CFlc5k6OvtoUzapcVCCEEq/21y9ssoIkRjMMOVm+vpS9SSSym09uXxGQpV/gCxXJav7DvAH+4YW0Ab1D38yZrbOZnsA2B5qAqfOnXIYm24lv3DHVR5QuRdGxAs8k+fZvnQ2iv4+7276M9mcKTkhsUtvH/Nxku+OI8XLpyu2LqYxhuNhSYQRwYGCOp6yUfKo2ocHRy47EnMZLL5U9V8DQ4OlswrpzIFvZhxLMS1eD2dtECoq6vDcZyZPzgKC0liirUnDQ0NZLPZaRfdDZW1/NvNk4f+p8N0UZOiEvFc7QMWKhJTrH8xDANd16dN5VV7yogaQQZyCfyah5hTzXK/B0dmcKWGK/M0Bi9IiM9EYorXfjLl40hVGI/fIJvK4Qt6MfMWIKhqvJBKGsim+cqxfaRtE0MfojZ4lisqDFQlgOVkCBgTfZlsS9DZnkNTvdTWTtRD0YRKQNHJuX34VD+ulLhIwqIHZBxG0jAAObuTKm0Xv3HTGbrj5ew7ewv5fJCgYbCiugJFEfiDHjo7O9E0jSv8a3nWehahuEhbYOXzKPgwh1ySoSSBQGDMpOK4Lp9/6lVeOd2BEILasiBvW7eap1KDtCcSCCF456p1LC+fue1XCIHKpSUwAAYKA7t6UbIuApCqoG5HPeoUaRJDVVlTObVVwrWLm/jRgaM4loXHB8vra9m6ejn2iNje0NAQQslj+3bxRH8zXXmNZUGX9y7q4tHBxew6ncHQNFoCFSgo+DSdrkRq0nN5VW3adNBovGPRZhxcDg9349cMPrTkGhr8kWn/pjlcxh9dvYVH+n9Ayu0n4O0jYTdTphfIj5SSx8+e5ZHTp1GF4IFVq9ixaOrUXszMMGim8asG9b7ZK5hPtfAODAxgWdaYhXcmAdD5oMrv5/jQIKGRqc50HKp806eqLgcSM5sxTGZemU6nGR4eLqWiLta8cqEiKK9HYn6JWIj24slqT/L5PLa9cNLtRUwVNRmtRDxX+4CFiMSMr39JpVLTvqi6gDdUuxxNHCVmhagIXs+myA7aMt/HdrPU+a6nOXB36fNTkZhi63oul5uy7kf36Pzm/30fn/vdr5IcTiMVl1t+/1pCVRcids92nsOWLo3BEFuDx1jsfRHVfZ6z2Vp2p27h+qo6mv0Xvs9oAbvOzs5Jv6MQgrc23Mw32r5G3LZwpWRbpIqGceu/7abZPfD7mO4wQUOluaKfisDPON/xYd535fWUeb1YlkV7ezuRSIRoNMqXvvQqcTZRdvMhVJ+FOeilcfgOam6rJp1OE4vFUBSlNNG9dKaLXafaKfcXJryuWJKnjnXwJw/eTtLM41G1abVVAPr7kvQPJPF6dRYtik7akjwbzHbCjZ2LE7BV0t5CQ7eTc6gdmuiMPBsMp7J87gcvc6S1D6+h8t67t3D7mmUYmoqhaQwqQ/QZ/aiu5Esn6ziT0lAF7B5UOJmI8Mdrt3Ct18M/vrQbDbXQ3myabKmfWcxvJvg1g19dcu2EjqHpYEubR4e+SVwO4VE8dORb+VrrV7hGe5Ayr5/2bIIv7NtHQNOQwD/t3o1f15lMyOFsaoAfdB5AUqhVu7J8EbfUTKzbmg3GL7xFsb1iZ47jOFiWhcfjWRAi8eblqzg2OEB/JoMEGkIh7lw8eT3KaPyyScxcF30hRMkUFJhgCmoYRuldn0vL9OvppP8BuFgSY1kWHR0dE+pwLpWQ3mTHLQrIlZeXU15ePucX9GIjMcVOsNH1L5br8uzZ8yTNPKuqqsYU0EopOZv4J2L5XVTpClWaS4VPp9Lzq2SczfTn9jCY34dfraHad1VpjONJTNH52+v1zlj3s3RjM5945KM8dOBR+u0cx9xuftb5FHfU34SuFOojvKrGcu9LLPPtIWmHsR2bFs8gO2jnib5jaIrBhkgTg4ODxOPxWdklLAms5Hebt9KXO01QDVNrmKC2gCi0w1qWQ1/qOI7MogovNjkMVRINDrNlyyH83lqy2TV0dnZSV1dX2vFKgN5Kcj+6HVfYJGMmW25rGDPR2bZdCkcfOtuKM6JQraoqPkOjK55BEYIyz9SFrUWcPz/AzhdOFbqjHJdzZ8q48eZV8zJNnAlmzuL5nx3mhedOIJIWyxZHUXQFxQV1dvXvE/Dn33yGU52DGJpCPm/zlZ/u5arFDdSUBzmYPMRzQy8gEAzkXI6lg1QZeYRQka7D3liYEx0mDZrOzY31PNNeKN5eXVXJezZtmPKchec1PvKvshnfy9kSGIBha5CkHcc/0jmXG/bw+HM+nhYvIKSC4lPwVGilwmPTcXi+vZ0319RMGONPuw8T1r34VB1XSvbE2lgTrqPOF55w3rmgmMYrFvHatk1XVxeJRILBwcGSdH8gEJh3JLzc6+VT22/gVGwIRQhWlEfx/BKbOWaLi40GzaZOqXjtpyMXCxWVep3ELBDmczMuhmwUZadra2sJBsfWElyqtuXxx70YA8Ui5nsNivUvmUxmTCeYYrxuqwABAABJREFUaTt8/tAxuvN5EAJVCH77mq3saCmEs3NOJ7H8K+iiYoScuAzmngVRS29uD361Bhebc6kf4FGjlBlLJ5CYfD5Pe3v7jM7fo7Gz7wCvnMygujq5nE5/TxuNt51iU8UaVpdX8UjrCSq0s7hSYEmJpmqAQr3eSbke4OBwK5UZteR3NVsBuzL/GwgbB8HtBaUaoW1ACIX+/gQvvXQGW+3AWJNH01UQFgIViYtXqaMn8TxqwkfzomVj0oO33rKar351F44rcV0Xj0fnqqvGSnNpmkZZWRllZWVsjJu8cLaXfN4C8qRMh7W1EUzTnDTt6DguZzuGME2bproIe/ecJ1LuxxhRVu3pidPXm6CuPjLm7/JOJ8PmTiQOZfpWfNqFXXHGyRC347i2RJdTTydP/nAfp450EY346ehO0HNukCUra0mkc2zduqT0OSkllkwjUNCVqZ/9vGVzqnMQj15YKHW9EEk50dFPVcTPzthLhLUwmtAwLRNHxnAIYwgHqejoqpfa+iaimpd3lJVxW2MD6VyWqlAImc/jqOqERVhKE2k9DO6Zwg/U1aDdPX5o84aheHBxkdJFCIVXdwewbfD4NRSp0BNLEdS9hKpGzE2lxDcJUbClS861KTcK108ZeV9z7jzZ4jTQNA1N06iqqkLTtJJ0f1dX10WlR/y6zsbqmpk/eBlhIWtIpqpTymQyDA4Ooqpq6dpeygLhy91yAP4bkJj5YD4LeNG8MJFITLkbv5SRGDmierlQAnLzEbsrRkE8Hg/Nzc1jXox93T20JZPURyIoqkLOsvnK3n0lEuPKPILRaQGBQCFuHsejlNNzRvL0V0wSMYPla5/kwx+pHzPG+Sr/7jnSgypUIhGDTMZmOOHy01fPkFjiZ0VNBbc2LqE/W06L1yWkG5jSRsUm5VZiOTbJZBaj0aCiomJOE4EQOkLfMuZnluWwa9dpvF6DsHclmfRa7MAhFM1GVRQqjA1k05K+WJ6IYtDdn6KprrzUNnvllS2omuCVV85hGDq33rKK+nGEYjQqfX4aQiHODg4jBLRURbhvfcukcv6uC1/6/iucau1HURQ8ukpTKMCiwIViU6EUIjKjkXe6aM/8PyQFNdektYcG/6/j15bTk+/l5wNPYEsb27ZZri7lJlk14To6tsvpI11U1YYRQrDGlRw/2cfgQIrtN6zgxlsLAnW2m2Nn7NP0mUcASYvvRqKD97P7pfOomsL2HctpaCyMV1dVNFXBdSXZvEUmXxBa+8+H97KiPoojHVQKE3ClVydkKKQdAym9mNJmQ6SOKk+gQEhHSOHoGoVYLIYQolQbYhgG0t6NdE+DGKmLsY+AaAAqZ/3cFNGfTbO7twvTcVhfUc2ySJSwFmFDcAsHU3twXZd0ugy/7il8D1GwXXAdSX82C1ISMAzuWb4cOxYbc2xdUWnyRejKxakygmQcC1WoVBizb46YC4o7/8mk+8enR4q1NL9Ic9hfFC6lVs34OqViRLZoXunxeErXdqEwWaHy5YjLf4TzwFzJxnjxtqnY9KXSXhFCYNs2bW1ttA9nMAJBQlmTytD8b89cr0GxC2iqKEjOtgov6Mg7qqsKw7l8aQLzaU141GpyTjeqCODIFH5tMUKpo7u3nZ/8k1lou/a7nD2Y4j//6Qne/KErcV2X/v7+qYmbcxYl/z2QGaR+A1K/6YLLH6A7fqRakFG3HJf2uMXwqRjnevbh0TV+//btLK3/A9T0ANI+R9w2GXaCPDG8ld7EIO9cvL3kvFw6peNi2+6cw7K5nIltu3i9hQnaP/hrDPY9RcXiA0TDNZCpp7VvkBdeqMCrnsZ1JRtWN3DvretLRGbjhiY2bZxZhyWeznGyvZ/7N68mmTdJ50x0TUXzaFTX1qIKMabD5Pi5GEdOd1NTEUJVVRK5OAPREwg/lLlNiIFFGIZKRcXY6GPc2o2ULoZa0Jmx3Bgx8zl86jKeHnwGTaiEtCB5aXLMPMF6ax1VxrhWc0XgOi7xwTRl0QB11SE0x+X+D+6gacmFzx5Ifp0+8whiRCH4bPo5nn5hkNjhlUgX9u9t47d+9xYaGgvE79ffsJV/fGgn2bwNAoQLnd3D/MUXnuYNH1zCmewZgmqQvJvnjkUBzOxSujMpVoSreFfLFZOqfY9P3RVrP/L5PJHgCTweA0MvfCcpfCB7GU1isuk8Q/0pDK9GZU140udnKJflK0cP4EiJpijs6erGbDfp6k8QCXh40613Eiw3aasdor3XRMqCAaNH0/jNa6+i38mSsS22NzZRGwjQOTw84RxvrF/PT7sP05aJEVQ9PNC4ibA+c4pxPpjqPRmfHik6mxfTI6OjNP8d0hYz4RdZXDw6IjvevNI0Tfr7+0sbmIspEH49ErMAuNTppJkW7/kedy5wXZfe3l5+cqyHva09hfCvovDxN9/AmsbJRcpmwlwiMcX6l6nUfwFWVlaiqwqJfB6/YRDL5riueVS9kDBYEfkU7an/IGO3EtY2sij0ASw3x5FXv4BtW/jLQFV8RKqqOH20C9ty6O3txefzTVD+BcDpQE3/CUgbhIawD+NKE+m5s/SRHcvW8L1XUqS0ND1JE9fVWFxZSdBr0NUb57MPPc/br9nA1as/jdd7Gs3JcKZfo9ZK86ZVq2kMX1hEpZR870ev8dBPXsO2bLZuOcdHf+MWPJ7ZvSZej46mKuRzFh6vjpl3EKmrqbWuw0zsxQjk2LunimiojqDfj5SSg8c62bSmkZbGmTuIRsO0bBRFoKoKEb+XOHn2DXXRpRq0aZLr65vH7NxOdmQQFFJ2UrEo3/Iyqj+NNxwibrVSEbqSm5e9GZ9/ku43Mfo/BeDi4pJ2MkRHOmcUoSCAtJNhNIVxHZev/f1jHH7xJPmsiS/oZfmVi1m1sYmG5rElqf3m0cI5SkqoJsHGAdz2KwCIxdK8tOs0b3lroabq9i3L+NqP99CfsQv+TghcXLoGElztu5WA5qM110aNXs315TuoMObmZTZB8TbTjG2+wHBGQwAeTwzNiJTes/7uON//8k7yWQvXddl4zWJufuPEFuljQwPkHYf6YKFtfu+rHSTiOZoiYdJ5i2/8tIfPvPtOPnmP4JM/fJaOWAKAd1yznq1LGvjcgT10xeLs2XuCTfV13LG6ZcLYg5qHtzdtwZHuGLuDS4HZzDNCiAn6KZlMhlQqRX9//4I6m0sp2T3Qyf7BboK6h9sbllLlvTRRqPHn/WWQsfFChq2trfx/7L13lCRnee//qdjVuXtyntmdzTkHpZVWCQUUECCiCCJcbHxtY3wdrn1xtrGB44SvwQEbMJZBJghJSAiUpVXYnPNOjj09nbsr//7o6d7JO7s7q3B/POdwDqvpfuut6qp6v+/zfJ/v1+v1kk6np1zb6VrkZ4pftFi/iTFXsJFIJBgZGZl18b6UcS8mkskkyWSSvpzNno4BImOdJjnd4O8e38X//dTdlzTuXPg74w0sZ1P/haJp3WfXr+FHHd2kDZObFi7gmiVN7BnppsEXpt4bQpUqaA//rwnfU0RYUXM/Lwg/wSdpKJIfU3dQVIlsLkMkEqG+fnpHZMF8BdwCiKVlUUY0H8UeB2KuXt6Ga8Prp7rJ0Y8WlQhoKsODafo7EkiiwH9l9/P6sS5+5d3XkE7GabJybF+xbsr5vvL6Ob7/432oioQkuOw90MU3/3MXn/zotbNex/K5qjLbtrfzyq4zpDMFZElk7doGdD1Je+P9eL0+HONJ/MHiTr8oIy+QyMfpLySRHZWgOLeyll8r1sF106KAzeHEEA2BINUekZxlsnuonx2N53U1FjRVI8unUFQPamUCtAxeIvgUHz7VhxU8hs/37inHCSmbSBkvYzojgIjjFggr1yIJEtVqFaNWgrAcwhzjW0TkiRuBV356hFd+eoRAyIvmU8lndDBMbn//FsTJujBSHWmr2BXmum4xuyJbSMEUdjo0dk9PXDBDHpVRO4cgFLMjUOSA9Oe6+c6LnQwmLRZXS1y30wuXsTYKgoCoraPgPosgv4aAF9vZTirZgmnmGRgY4LHv7MeybCpqgziOy75d51i0vI7K1nMU7JNIQpCgumPCuLbtMDqaR1EF0paOIkrYpsuZwTjblzTzNx+6jUSugFeR8aoK/3J4H309MTJfPYCZKvCMtZeedc38wdd/qci/mhRXGsAc7R/mycNniPbEuLq9hcU1cwOKoiiWDRZhsrO5SdB3CK/Wh6q2Iao7EYSZy0+TQdRzAx08dPYQPklBd232j/Tzu2uvI+q5sga1bwWvoRLwmPnaWuUW+fHmldPFL4i9b2KIoog5i+R/yQXbtm3a2trmnDKbT2JvSUbfMAyqqqo4Hu8uHwNAUxXi2fwlpygvVPoa3wU0mf8yU7RHIvzJzoVomsb3Og/w1VMvIo5t0z/avplNldOXQZatXsyaDWc5srcLhCyu47LzXcsJBoOzixhOeQFPNiMsGtTtWLOQHWsW8vPd+/jPI51kdYPe7lFcEeorQ9RGA5zrj/PC7iOsaKuZ9nxTuQIv7zmLbdtoHhlHEJBkkYNHp2+1nilqa8PcdvsaCgWTQiFLKpUo16sBFrRUca4rRnVlgIJu4viHeSn+EvaAiepT2NB4HWuj113w9/BpKluXN7PnRC/9hQxeVWFxUxWp5CghxcOInp/w+UWtVdx3yxp+9PRhZG+BRq9KS1UFoihi2xZZK8/g4CCOc56M6fV60aQmmvy/TMJ4Hte1CSnb8CvLANhZeQNPxX7GqDmK68JWbQsRJQKA49oMG90cOHIQ27EQRA+KKkMARofTSPLUl+P68MeJx05jOjlMN4cgglwVJ3LT4ww8tR0hUc3WbedJwIIgcPcNK/mn779KrmDiOjaSKPLu21r53489T7ogIUsCu7v6+I0fPc6/vO9dU0wa5xqOa9Gr/wzTbUMTFmO4KUTJQ1tdHXpnD5FIhJGhNF6/TDqVRlEUXNdhKP4KSv1+JLEC0+lHL3SwJPphXuwXGcplkQALG8kV0W2TnKsjWCJBrYi4REGgwn9+8e1Opyh8/zRGooASUrEti54Dvbz2+H6uunvjDLO/MnFiIMbD+44iGAbkCzy05wgPbFlDa2Xkosca72xuF/4Zx/wxtg1GzsJIP4Mtfh6/PzgtiXXyO/LJ3jNUqF40uQh8+nJpjiSGuKZ2/hSPp4u3ilbNZOAx/tpO1yI/3ul8/Pwvhdj7/e9/nx/84AdAMet77NgxXnrpJUKhYlfcN77xDR5++GEqKoqZ5z/8wz9k4cKFM443l3jLg5j5LieNd8GuqKi4qPHnKxMz2T4glUrRHA0iCMUuIEUSSeYKLG2omjI/07B47kd76TjWR1V9hBvfs4VgZCqZazbAVSqh1dTUlG+uuUSpRNWTS/Dc0GnqtCCiIFCwLb59bg/rok3TGtyJoshHf+NWjuzpoL93mGCFwuarVhfNHGcBWq5yDeg/BCdG8Va1cNRPzvj51kiQT+/YzPdeP4TtuDRWBGmKhnFcB13XUT3atFmf/Wf6+Pef7yXWlSBTMJFkCUkA27KpjF58GlpRJEZHRygUCrS0tEzQnLn75tX86KlDnO2MoWkS3oVHyA86KKJGakjnlcLPqF4pgtCPIoSp8uxEnGEXWhMNcOuWJQzmMjzT34EsFe+VpKFT4zvPbYkVcvz3uaMMChnW3dPKzQ1X8Wo2TsFJITsqBnmWBLfTHGopp/nT6TRDQ0NjZMwIVf73T+ErheQg99beje4YWAWTfLYInFzX4VRuNzGjG7VBx8bAcERU0YtlWDS0Tb9b90vV3Fb9NxzN/JCT2SdR5QhK0CZbyNBy82Gu8/4hrW0T+Uu3XrUUrwLP7TmH5vVy01VheoS/p3BqDZrsAl5EWaI/laY/laEpcmktxpabwbCTaFINLqAQomAPYrqpcjq/fVkD3WdjhMIB8rkChmFgKkco5CKoqoyqVmG7/QTUGB9fsY7XBvtI6DlWravg3JE0puEAAmFN5MePHeRRB268Zimbx3GkWkNhTvWnkDSp2JIvCMiiyGBn7JLO63LiQO8gAY8KOIQ0DdN2ONw/dFEgpr97lJHhNOGoj6a2SiAD9k8QxSpESQLXRXFPkrN7iMdr0XV9isrtdODBnfQvgTcGXLzZIOZC2aDJLfK2bZfF9gqFApIksWfPHrZs2XJJmZh3vetdvOtd7wKKAOW+++6bsMYcOXKEL37xi6xaNbNlx8XGWx7EXErMBDZKHTCX2rp8KR0/k2M6+wBRFGmMBvjMLVv5+s9eJ6M7tFVH+NXbJ0qfu67LD772DAdfPoUv5KXr5ACdx/v5H3/6bjzaxIVupkzMhdyvZ4sSMMraBpIgljUwNEkmYeTRHRNZnF71VRCgokGlsrGJ+vp6RFG8MFFarMEOfBFRfxTcDK5yDa4y1UV3fGxua2RzWyPfDO7m1SNd5PIFEuks4YCfNUum7sTOnhviK195AgmoaYuSHc6RyhTwazJ+r8bd71nPnlgvXklhaaSqnJ5PGgWSRoGArFKhnb+XHMehp6cHVVVpaWkpm8KVIuDz8MG7N2E7DkP9Q3zryGP4vcVdiaxIqOJxOnJ/giiAgMSg/hNWhr40o7OwKArUB4JsqKrjwMgQo0aBtkiYTdVFsJa3TP768C4SRgG/rPLsYAdxI89HlnyCo9mnydkJ6tTFLPFfMzbe+VT0eDJmf3//tC2zoiDilTRywvnnLe9kGDF7CMnVbLq9it7dOTr3x0GWqKgN8YFfv2XG308RffilWgRBQRRFNK+IqoVxMFlYO5EfNmIkGTJGqWlX+aWFm6msrORs+rMMxQo4rojoOghCHvDiuBKaMvvrLm/r5G2DoOxFESfJx6MCLo5rIQoyrmuP5QXPP3e3vGsDj3z7VQb7EoiiwDvft42apb04toplOqRSKRzSCIU0YZ/I7a2LSJh5skqKtU21DMdzGCmT/U/2cIh+REHgyMlBPvvRa9i6vg2Ady1azp5F1cRe7UYQVUKKiiSatCyfm5LwfIYqS0W7iLF/W7aDehE799dfPM2TP9yPIIDrwNU3LeP6W+spkrDGFk9BQEAiGPAQCtdP20GmaVr5ORMEgVsb2/nPs4fw2RamYxNSPKyMXBq38O0WFws8JEmawPvK5XIMDQ3x+7//+6TTabZv386NN97Ipk2bpqimzxaHDh3i9OnTfOELX5jw348cOcLXv/51hoeHuf766/n0pz895zFniv9fgJiS9kk2m72s1uXLQdmz2QeUwMF1KxZw9bJWdNPGq8pTjqfnDQ7tOkNVQ6TY/hnUGBlI0XdumAWTXmKTAddc3a9nixLoqPeGkAWRtFkgIHsY1rM0+sL4pOlJByVl2snZrzmBQrEexztz9mWmuP/GdeBYHD7dz4qFDbxn5zrCgYmgbWggyRf/z49Ix1KIkki6K0XrVU2kbZvrltTRvrGJ78QO4cRcXBxWR+t4YMkGzqVG+XHnCVyKbfHXNyxgY3Vj2azU7w2iCBqWaU9bNoFiGcwjaYhpL1ZVDtnwYYs6TfUdCPiRBBXXdclap0iYr1GhXjXtOKVYFq2mLRilQ+piYWMz6lgqvTubYtTIU6MVMzNeSebw6BCCu44t4akcmPExmYw5uWW2VCabXBIstWMLgoAkC9zzhVV0nulliXoVCxY1oWqzt9dWqu0ISNiugYiM6WZp8Kyf8JlTmW7+e/Dpsa40k6VqC/dVXIPpjLCgIsSy+mGO9tXgOCCKcOuyNqr8M29cDqc6eDa+HxDwiip31V1FtXqe3yOLPqo9WxnSdwECLg7V6lYUMQgUvZ2CYS/v/8wO8lkd1SOjqDJZ8waS+qMomoasGUgsxGsvLF9DRVWpwENMy9PU6mfXY11gC/j8xWdJNywe/dnRMogJezz86V98jH/4jf+g/+QAQsFl7W2rWH/jylmv6ZWI7QuaODk4wnA2T06Q8CoKG1qm57dNjnzO4KlHDhCp8CMrErbt8NLTx1m7uZWwfwk4x8ENADkQKkFsA6ZXuU2lUti2TWdnJx6Ph3XeKN72dRxIDhGQVW5pbC+aav7/IC6HjFuSFPjUpz7Fpz71KY4fP87IyAjPPfccX/7yl4lGo+zcuZMPfOADF1wLv/a1r/HLv/zLU/77HXfcwQc+8AECgQCf/exneeaZZ7jhhhsuab6leMuDmMstJ1mWRU9Pz8wdMG9AXMg+YHxGQhJFfJ7pb0JBFBFEcBwXSSoBgOnrsDNdg4txAp9y/DHQEVa9fHbptfzrmVcZKKRZEKjk4+1bpx23lHkar0w7ebz5jNJ4I8ND3LC6kQ+9Y8uMD/VLz55AzxtIWhEwupbDwKEhmm5sY+uGJr4TP0NY9eCTi4Di8OggxxPD/Lz3LBGPhibJWI7Ds/3naFC8ZGNx0kMW33/4aRzHQfN5uO+T1814jtHaMMvMHRwffg49PIpTcJEFCRF5jNgqgCtgudkp3z2TjvPycCeSILKjdgGNvhCaLBNQ1AlkTkkQsBy3vEu1XRcBpi37XSgmt8yOFzazbRtRFCkUCmhqgIAUJW2NoIo+dDfDkiWLWOKf2/MXVdrYEv4E+1LfxnRz1Klr2BT+aPnvruvy46EX8IoeNEnFMAyOFTrpLaxBEgK4GPzyjgFePJNkMCmzpv5O7lh+/YzHixtpnh7ZR0QOoIgyaSvH44Ov8kDTzRPmW6GuxyvVYzppZDGAT5q6YIticXNRCr+yEVmMULDPIhHAp6xDFLyEQpSv4dVpiX3xTkb1PFHBQ0zInR/QnUoNC0cD/NY/f5LkcBpXcNHt/JtCwKwNBfj4Vet5/uBR6mprWVFfTcRXPHfLdjjeM4xh2iysixIJTCTVFvImLpTJyJIkIooC+ZxJtPJ3cfV/xXWOg7gcUf0EgjA9KbdkTlkoFKirqytnDhtMgXpvTVHl1hHeEnyVNyLmk1ysqio7duzgHe8oNlL09fVx8ODBC34vlUpx9uxZtm2b6Ezvui4f+chHyhWIHTt2cPTo0f/3QcylRGkBz+fz9Pb2XjT3Yz5jLvYBcyUMezSFLTet5JUnD6FqCoZu0by4lqb2qanSEkC4VP7LdDF+nvkjo6x6CbzBCnbcu5GIZ+ouNx6Pz2pcOd8KyCW9nZJlRH19/awPtGlaCIJIZdDHSDqH7bhItsMnbt2MZudIWwYNnnGdRIJA2ihg2g6aVnx0ZFHEKOh09vexKNrI97/6BIGQF1VTyKTyfP+fn+e2j0wvYy8IAre+60ZaXmslNhijprEa0/ePpKyD4Cq4roUgyHhZim3bY91MIseTw/zF4edxKYLYZwbO8oW1O2nyTewMenWkk//s2kufPUpPMkazWokD3Nm8BI8086Pvui5dsSQ53aQuEiAamLqATBY2y2QyJBIJRkdH0XWdqGchktqPLeap9jTTqC25qJdrs3czzd7N0y4+Ng55R6dSCZ3/bRAoOAbN/t+gJ/tFRCHHtYsyVGnvplKb/SWZsrIIUC4hBWUfw0YC07VQx/GRbNfiXL4f3SnQ5q3AN8dkpkdqxyNN9f4pXcN6TaO+uhbbtjkq9vLFY8+SyebLv/ftNyyb8l1RFInWhtF1HT2en/L3NyqqAj42NlbT2tpc/m+GZfP3j+ziTH+ROOpRZH7tnqtorj5/f4bCXqIVfhIjWcIVPjKpApqmUFkdQBBUBO1/znkO48X2pmvjntxqfLFeRG+nmM+OoslZnYaGBhoaLly2fP3117nqqqmZ40wmw5133snjjz+Oz+fj1Vdf5b777ptmhIuLtwWIudgduyAI6LpOX1/ftA7Ib1Sk02n2HjrNS4eGyOkWG5Y3884bVqJMMtm7GBG92z58NXUtlXSdHKCiLsz2W1dP21opCEKZxDxf16D0O7z200P855ceQ5IkbNtm98+O8Jv/92OExoTSXNelv78f27ZnNa6c70yM67p0dnbOGbBtvXoxP3/iMI7pUOHzYhoW93/4apY2VdPd3c3KSA1Hk8PUeoPkLBNJEFkYquTIaIy4nqNC9TIwGscyTVYuXMRodxLXpVwuCYS8xAaS5LPGjPMVJZHlWxchCIsRBAHT+QKn0n9F0tiPIlTSHvgcfqmp7ORu2zaPdB9DEiDqKWa2hgtZnh44ywML15fH7cjG+WbHbiKKlw0VDZxOx/B5BD7UupH1lcUMgmnZRU2ica3Oruvyg9eOsft0b7EcJIo8sGMti+pnb52VJAlVVampqSlnGLxZP9lEFkEQSPpTlySRPt1nZUGiRaulpzBEVAlScAwEBGo8UXxyKwuDf4fp9CEJEVTpwtL1IdmHA5iOhSLKZKx8kRczjodkOib/1PtFYsZg8Trh8tGGX6PVu4g0nRxKvYwgiDRr2wkrFxYrnC4kSWL18hb+4HO38ejPjqDrJts3NNFYrdDV1TWjhP9bLcOw51Qvp/pGqA4XFZGT2QL/9fwhPn/fNeXPSLLI+z5xDT/4j1fp7x6lsibIuz60Fc178X3wM2VZJvO7Sl5EQ0NDUxStL3fhvxIiqJcS86ntcqlid+fOnaOpqan87x//+Mfkcjnuv/9+fv3Xf50HHngAVVXZvn07O3bsmGWkucXbAsRcTIxvn160aNG8p1lL2YMLGXANDw/T1Rfje0+foeiDIfHEi8cwLIv33bZhwucvputJkkQ27VzBpp0rZj1+SRVz0aJF86a6WAJbT37rJbwBDc1XBEbxgSQHXjzBtXdvLHdeBYPBC0r5z2cmJpVKYRgGbW1tcyZtty6s5jd+75386HuvUyiYXHvDMnbctKI8t3c1L8cjKxxJDBFWPDyweD013gD3ti3nh+eOcnygl4Dq4WNrtxP0aNgRC3AxDQtFlcllCmheFY9v6q7PdYv+SKX0b+k6KWKIFeE/nvJ5RVFwHAfbttFti4xhkNMtFEnEFcEYc1cvjdOTS+C6bjnj0h6sJGsbbKhqwLYdXj3cxdmeEQQR1i5uYGV7LYIg0DGc4PXTvdRGAoiCQFY3+O6uI/zOvdfOebGcnKUZr3xb0AuI3pO4ntN4lCAV2g14pOYLDzop7q27nh8OPEdXYQDFlbkzvJ3oWGZGFoPI4twdmyvUEDdUruXZ2AEOD2U5OJhDEWQGYi/y+bVXoYgSe9MvMWT0Y7nnpRu+P/RvPFD/EXrEJwjZlbiuS9w8w7rQRwjJjbMes7dnlIMHu5FEkXXrW6ipPQ+6F7VV82ufuH7C52eS8H8rysIns/qEe9qrKoymp2aLKqoCPPirN152qWcuJZTiO3h6L6JYLFYuS5XE9i52PjOBh8RIhlOHiz5Si1Y2UFEdvKhxLzbmq5xUIkpfyvr5iU98YsK/3/nOd5b//z333MM999xzudObEG+9J+AyQtd1enp6iEaj6Lp+RerEc9Vf8Xg85CwPpmVTFS1mKOSQyCsHOqaAmPlczMfzX87u7mLXt/bj8arsuP8qmpdeXgdDaZ62ZU+6ti6Ofb58N77zarYYyeR55LXj5O2jtNdVcufmZfg8c0/zOq5L3tLJjKbI53J4vd6LVvtcsrye3/w/d037N02S+dDi9VP+e0CUuU6JEFjeRu04oBapCvCO+7fy5HdfA4r1/vd86np0UhO+77outm1PSIPPJUodXTVKiFG9E01SsEwHQYDNFQ2YplkGR0HFUyw2jR0jZ5tUKEVwd+TMAKe7Y9RWBHAclz3HeggHNJrrImR1E3GsdAbgUxUGkxkc10W6xJfjeOXbpP4KnQNPMnrWwcUiVHOApsin8SqNHNvXSyKepaGlghXrW8pWDNNFQPbxoabbcFyHTDqDNQbiLjXWhBbSNarz3aFdqKKCiMDj3aeIqBqfWbmZlJWYAGAAMnaafn0vIh48YhGE5O04g/rBWUFMd1ec//yPV5BEEcd1OXSghw9/7CpqambOHkqShCFK6KqXhqoq3HGtsZZlEYvF8Pl8lyUzP1+xsK6o4mxYNrIkksgWuGblzBotlztf07aJ6QU0XSc0x4zzZC8i0zTL5oqGYUxwjJ7LJnA68BAfSvPQ155HLxQtV15//hT3f+paqurmZm57KTFfmZjSe+MXYnfzFHMpO5Sk80sGgvF4/IrMpZQ1me7Gnmxh0DHYMcHnx7Id1GnaPOfLk2k8iDi56yxPf+MlquqrsE2bM/s7+PRXHqCu7dJbDUsg5uq71vPYvzyH5tewDAuPT6VpWfVFle9yusk3nztINq9TFQ2x52wvqXyBB2/aNKeXWm8+zr+efZbBTBy/5OHTy25BGilc9nV0XIcBvYd+uwfJEvAycTEqEZVnatNfu72d9hUNZFJ5whV+vH4Pp0+fBzGu65YX3It5QaStBD2Fs+QtnXy+wG21yziSGUREoEWNUu+LUigUsCwL13VZ6qtidaiOw6kBJEFAESU+2FYUQ+sfSRPyF0sSkiTgUWViySzNdRHqIgEEQSCVyBE/NkJiJEtjawWWYSNpl/9C6x96gViHg6oEwXVJDw8yYh/l5cfPMNiTwOtTOfD6GeLDaa57x4W1JERBnLdFe3dsEMd1UcXis2278OJgF59ZuZk2bTEvCyqmWywNiog0eVrHfJ7GdQHiIDD7ovf6a+dQFIlwuHj/jIxkOLCvm5tvnbnD6Osv7+F7+48hiwJBj4ev3HsLTRUVeL1eUqkUmqZN0vbxvyGZmumetyVNVbx/xxr++6UjmJbNhkUN3Hf1lemeGsnn+MqeVxnKZpFVhTsWLuaOhYsu+p5QFGVWI9CZBOFKMV02ad+uM1imRXV9BCiKPO556Qy33rdhyvfnK+bLtPHtotYLbxMQM1vMR+vwxcRMpZ/p9FfWLmukripE/1CyvKv82L1bp3x3PjIxJQuFEoh45dG9+MI+ApEx3kT3CMd2nbwsEFMCWze9bzua18PeZ47iC2lsvmMFsl+gqWnu6sf9o2lyuknE78GjyNRFApzuHyFvWBfMxhiOxddP/5xUNkOdN4Ipu3yj4zk+FNh4WSDGcR1eGX2G3kIHOSPPmdEjXC3fRLN3AQCjo6PE4/EZicqlCIS9BMITybAzlY8mR840yVkmAUVFG3sZ5ewMh9KvIAsyriMRM/pZFlnAPcHiIt+bSpFOpTAsq9yB57oun1y4jZOpIXTHoskbplIL4DgOIb9GPBHHN8bdMUwb/5hCbFXQx3u3ruBv/+pJ9KxJKKjBkM73//N13vfR7bMuDnO59snhPLJHZPdLfo4fVpBkPxvWJsgmKmlbVI9l2eh6gZeePkzzkiCRaKjMpbnSUaX5JkiiOS5UjBG7F/tXsrPiLp4a+T4ONqpo4rivkrUrcAWLnD1CUVRNot6zbsZjWJbDucFRehJpqnGoDRV5I84s1+71rj4ePlAEMKIgMJLL80dPPM/X33dnefGcTtunVFYfr8Bc+v0yeYNENk804C3/9pca090T165q45qVrcUM3hVcDP/9yEFGCnmqvF4kReXHZ06yOFrB0oqL88kaH5PbuEvl0BJpfbxjdAkwTJcBMXQLaRz/UZIlTH1mJfn5iPkCH28FC4W5xtsaxExWvn0jLvpkwFGyDzBNcwqI8noUfuvjO9l1oINMTmf5wlqWTAMiLld/pnT88RYKsiJNBEauO+GBupQoLY6CIHDtPRu56p3r6O7uxufzUV1dfVHnocoSDpxvA3ccRFFAkS78AA6m4oxkEjQEq1AUGQ8Q09Mk7fxlgZiYMUhfoZMKuRpVyiCKAvuSL9OktTE4OFjm3FwsULYdh/3HehiMpamM+Fi1pAF1GjL26dE4Pzl7Gtd1USSJuxYtoTEYYtQcBlx8UhAkWFkT4cRwP21+jYJlEkXABzROegYkSWJNdXOZS1MCUSsWVDMQSzEwUswQNdZEWNh0/qUfcmXawmEiC/2IY7/56eMDFPImHq9CMl/Ar6qol3A/SelN7Nv/Ivt3yyiqjZFVeOH5AotaClQLYRRFRJJk/D6HmppqTMsoe77MRMScL1LlBxat5qmes4zqeVxAk2V+ddU2zuQ6eCWxB8M1WKhlsMiOldtcjueeYKXzQcIeBRCp96zDL0+/UXAcl4ee2EdXIs1QOstAOsegP0NTKMCaNU3TfgegI57AcVwUWcRxQRYEOuKJ8t8nk3xn69BRFIWzsRw/2HUSl6Kkw8du2cCK1kvb3MzGZxEE4ZJLkHONrlSKsOoBhLJswFAue1kgZnJMMQId5xhdEoCcLvuxfF0zx/Z3k00XACjkDJatuzTS91xjvspJv8jEzHNM95CUbqK6urqy0dXk71wJbYDxpZ8SiAoEAtTV1U17LJ9X5cZtS+Z1DqWY7fjXv+9q/um3v0l8IIFj2fjCPlZfNzMZeC4xvqx3ua3bjRUhVjZVs/d0Dxmr+IK/c/OyKZ1bk2N0dJR0bBSf14cz9oyZjo3jgl/yXNaCVuQ8nM+SSCjk7BQdnR34vD6am5vLf0uZeSzXJqz4ZjXZc12XPUf6GU45RII+OnrjDMTS3Hrtsgk71Kxh8JOzp4h4NDyyTNY0+PHpkzy4dj0iE8uN1X6JWFpFRmCJqrG6ro7aWUBkiUsD59PN77hqKfFkFkGAirCvKN829uKS5eLxSqOVTBf7M1n+5JEXiGVziILA/7x2CzsXL7ioa7x45bV84186ERwdTAHJ9SApMnnTJjaQRPOpZNMFVm5sxR/wAT4ikUiZiJnNZonFYhPaZecrKjxevr3zXp7r78R0HLbXNIGU44eDz+GXfHgQyZPjPFVHAARMQWeR/52zjFyMoXiGY2cHaW2uoDLiIzacJqNb3H3feuobIjN+rzEcRBQFdMNCN2xsXAKiQld/gsrQ7FnLyR06o6ks3/vBblSpuGEwHYt/eeJ1/vijN+PzXFpn0JsZjYEgZ+IjVHg82I6D60Kl9+LV2Ocak0nrJcJ1KpUin8/T19dXztK0LanlnR/cyu7nTwFw/Z1rWLRibmKAlxrzSez9BYi5QuG6LiMjI6RSqVnT+qWMyXyXl0rlpBI3YiYQdaXjQiTapZvbufvztzJ6Lo3m87Dp1rVEay+PUFa6piX+0aVYF5RCFAXee/UqmsMaqj9IfTQ4axvv+IzTsvbF3J9Q+a+eXWAW213vbtxEuOAtptNNC9ty0LS5284DRJRKFEElZ2fQHYszsT4KcT+SN8nN6xvKIO6JgYO8FDuFIEC9FuHDrdcQVKZeB9d1GRxJ0TlYIOiXMPQMmqxwrnuYeKKZ6orzv1vGNHBc8Izt6PyKSkrPkDctPGKYk5kUSbOffFbl5RMGGgEs8yirIlWsq2kuCyBe+LoXAU1AlvF5PRPKXI7jYFkWNXVBFiyq5vSJQWRFwjJtrrtpOX/+7EsMZ3MEVBXTtvmbF16jvaqC1ujc76twVZD65jo6O0bweGQUj0w2o7Ph6maspS+Q1s5QKflZWv+xKfMeD1pKzrxDQ0Pouo4sy2iadtnE1qDi4c6W85uOPcmzCAJoYwBZcGRc1ywCPMEF18XP3LIYtl30RhIEgWDISyCoMZLIUXMBouf2tiZ2LGjl8SOnkEQBTZDY4q3hocf28en3bryorrGcYSPJMpGQr0gwt2yGkxmOnTpLXTR40Toqb7aI3AMr1/BXu15kpFBAlExuaVvI8nnMwlwoSgKQoiiWeTW5XK7cHRqp8XHXA5vmpY17LjGfxN5fgJgrELZt09vbiyzLtLW1zXqRZyPgXk4IgkAymUTX9QtyI65UlLgZFyLRNi6t4+pbt83bzSgIArlcDsMw5oV/JEsSS+ujNDfP3mJr23a5bFXKOG2sWECrv4oRI0NE8VGrhent7eXw0V72H+jDcV3q6yLcvHM53mm0J1zXxTJtZEUqv4R9kp9rK29hb3IXR0ZOkh310uZZy1DG4JHdx3nPtlWczg3yfOwEdVoYEYH+QpLH+vfzvpap6pQDI0kee/k4vSNpvDmF2oogLSEfo6lR+nr7yKWLRnaBQICAohbNNC0LTZbJGAZeWUaVRF4cOUVAqsMnFvj2vj5wFQKiRCZj8vJwJ8LrMdZV13L7R68pt73PJUr3Rel3LAEZ27a574ObObC3i0Q8R2NzlIUr6vjytw4SHLvfFUnCchw644mLAjEA9z+wnb/+yyfRDQvTcohE/UR2HKDfPkdQ9OFg8WLqa9ym/i5RZfoyy3hn3mQyST6fJ5PJzLuomUdUy3wVQRAYSW4jHNgFrogoOpi5jYS8bSTNUWLmILIg0+hpRRanHremMkB1NMDwaAavRyY+nGFBS+UUO4zJIQgCH1i1kuSpFP6gh4isoogSwyMZCrqFPEsX1+SIBLzF+8yw0FQZ03Hxe70sX7wQWShmuEsL8HhdmpneIW82iKn1+/n8uo2MGjpVkSjVl+CJdzHhui7nEglG8nmimkb7mIBpadEvlfLGt3GXsoelNu7SfXklrtsvMjFv4SiVL6qqqohEIhf8/Hw5To8Px3FIp9NIknRBEHUpcaEXwlxF5EoxF02buYZt2wwODuK6Lq2trfPyoAiCQCaRY1gaJVQRmGJiCcW2+e7u7mnLVlWeIFWeIJbdT66wi0R6gL37QlRWtCDLEgMDCXa9coadNyyf8L2ejhg/+NYu0qkCNfUh7v3wVVSO6TdUqNUst7fywimB9vpqgv7ifx9IZBjN5hnWU8iCWC4hhRUvPfmJnXAl/snLhzsJ+DwsbKmibzBJ90ACbFje3sDqlUtwnGKb7MjICLqusyUU4aXYEJIso8kKdy1eSsHVyVp5qtRi26ptDSFgYZkO+bSO7JXRqvwMd8d5/akjXHv3pXc+lLI0siyjKArbrllSBjWu6+JXFHTLwqPIuG6xxX02P6KZYvHSOv73H97Frj1H6bROUrEmRae1G58YRBQkRCR0N8f+wT3s29eFIMDtG5awtKFq2vFKPJBoNDpB1GzyYnwpWZrF/oUcy54kZsTBhd0nI7SHPkhVQMe2fPTEVWpaOulwDqPbNgFVZIG3gZ0Vd6CMARndtJBEEUWW+Pi7NvPwY/v5+Xf341gOw/sG+bc8fPRTs+vwRIIaAVEhJCgookQmp+PzefCoEvYs7eW249AXT2PaNlUhPyGvh4/cvJ5v/mw/2YKBIkl87NYN5VLSZB2VuQDDN5sAqooiTcEQwSsMYACe7ujgJ2fOlEutO9vauG3RomkzF9O1cWez2TLHa7wb93wK1P2CE/MWjHQ6TV9f30WVL+YbxJTsA0rM9CshojcbiLkYEblSzFfrdkl/JxQKkc/n5+2ltff5kzz3492EQkG8fg93fuQaqsbaEeG86/hsv7tldzGa+VNct4CspVm9XiY+9BksM0I04qe3PzHh89lMge/+6wtIskR1XYhEPMv3vvEin/yNWxFFgc6eXr7/2nGO9CU4O5Jl7cJGFtQUF0dJFKn0BLBcB8d1izYEZp6lwWKde3IHUiZvEg1qLFpQhd+n0jOYYPniGnZuWYwoCoiiPKGtsy6fpzEQZCSdIqB68BgGjijhuC6265LNZKj3K3RnHPzKEC0rT+FIInU9m1HDIWJ9o9NeI8dxOdg5wHAqS100wKrmorBdPqszPJhCEARqGsJ4xnWFjc/SlIT2fmvnVXzhsWdJJnK4wI0LWlhSFb2k5yxSr2BsOUoDIh7Rz7DpkrVThMToWBu6w3+/fIaB7qJI2qsne/iD+3eyrHF6IFOK6UTNSsTW8e3HPUcHGTw7TN3CGlZsXzzjeB5R5e6a2+gq9GDYFoflk4SkCGahZGKa5on8frKWiSRICNhkQ90s9XdSI7bw+J6T9I2kEUWBG9csZHlzDWde7ca1HFRFwnVdnn3qGKvXNbNp68z8omjYx903ruJHTx/GdXS8msL771hX1JqZ6Z1hOzy5/zQdQ/EiOBVF7t6ynNUL6vjDB24kmS0Q8Wt4p+kGnK58N53arSRJbzqIeaM6adKGwU/PnqXW70cWRWzH4ZnOTrY2NiLNYQ6KohCJRIhEIriuWxbbi8eL9gyl630pYnulmE9i75Xu9J2veFuAGE3TLrp8MZ8gprSYNjQ0oOt6WQJ+PmM2wHGp/Jv5aN3OZDIMDAzQ2NiIJEnkcrkLf2kOMdgT5/WfHyVc5aeyMkpqNMtT332N9//qLWXeUzqdvqDreLbwI8BBlhrBTSDLXYTCrxOP3Uw6k2c0avLXh14ipHq4q3U5hVge03QIjbWeRyoCxAZTpJM5kukRnj3Ry6jhsKA6wkAyx+5TPRR0i+1Lm6kIeInSyNaKdnbHzyEIAtWeAHc0rJu2hbq5JkzHwCjVET9VlQEUTWLbmrZpO5NKWhQ+n4+m+noMwyCTyZCJJQllJU4YZ1FllWtWVtM90E1b1c/AsQgIEkpjLwOP3MzC5s1TxnVdl4dePshLx7oQhaKiyY2rF3LT8oU8/dghCvliy2co4uWG21bNKPsuiiKRjMjC3QUKPlBNgeSBTs4s6mfhsjosyyqf/4Veop0n+tl7ai+D9TEaKhuQfBJhcQ1JZw8FO4MoSKSTQYb76gh6i+WxdF7n0T0nLghippv35Pbjh774CE9940VwXQRR5KYPX80Df/DuGRcOVVRY5CsCjLW1aY4Oxajx+8iZJqakk6BApexBEiVMx+FoSuedtTo/P3yWgXia2mgAw7J5cv9pKkN++npGy1YPgiBgGjY9XfFZQQzA2mUNLG6tIps3CAc1VEUmlUrNOO+uWIJzQ3EaosUMZiqn8/zRDt69fSU+j3JRwpLTqd1ms1lyuRyO45BIJMpqt290vFElLd2yJpinSqKICBQsC99FzmH88w5MULXWdR1N08oZxItZ935RTnqLhqqqF63IOR8gpmQfkM1my4upaZqY5vz3+s/E4bmQieKFxrzUTMx0QKIkpDYfkU3mi8qwY/X8YMRHrG8UwzB5+InXOXh6kLrqKO+5tYLGmpk5F46bQ6B4Xfw+FdPyMRJLMDSc4pw/xSktiX/Eg+HYvD7cw/9aePVYicRBkkR03UQQYHCoj7r6WobznVQEfDiaQsDrYThdYHlTNTesbC+CE+Duhg1cW7UUw7Go8gSRBXFaBd5tK1qwHIfuoQSqLLFz/SIiwendeCeHqqpUVFQQCoWwuiwa/dXomAi6w7LWF8iLQQpJkXxKx/LmqN/ew8atH5kyznAqyysnuqmNFNulbcfhmcPniGZFbNuhpr54bYcHU5w9MciKdTPzk1586gg+R6JW8oIEaT3Ha8+fZtGKBuLxOJFIBNu2yyBfFMUpqp8dx/p47gd7ERt08hGdzhP9LFjeiKxW4mUDG0Nr0EQ/33k5h+vGyt8TxuY+Xcz1nhQEgdxogZ994yUEFxBEXMflqX9/kdW3LqZ+Qe0U/Y/J8cG1q/juoWMcHRom6tW4emk7PxjqwkRHcEXAwXIhqtTQPXyWilBxkVJlCRGBeDpHXX2Ezo4YoljMxCiKRH1jZE7n4POq+MYBzdnOXTftCZ1zXlUmU5jex2umyBdMTnXFAJdFLVX4NHVClqZQKBCPx7Esm6GhIWzbnldPornEGwViIppGpc/HcDZLhddLolAgrGlU+XxkU6nLylzM1Mbd19dXbuOezjdrupgvEPN2Mcl8W4CYS/lRLhfEjLcPKAmIlca9Em2Fk7Mm4z2g5sJ/mWnMS5mr4zj09vYiSRKtra3lY1/qeNNFqGKsTmwUwWkilqGyPsy//vfzPLO7C1VV6BrMcOhUP3/5ubuojEzfSqsp20lbR8CVQcgTjSrURO9l/aol/N7xn1EtBcr+QQO5NJ1CmmtvWskLTx1BEAVsy2LzDS00tzTh8/moCvrpjafwShDwKBgOLGusniCBLwgClZ7zZpclADP5N/KoMjduWIRlO0ji3O0FSqHrerkDbeFYWt91XfbGf0DBEPAGVTw+GVcUqKmvQp1mZ61bdrF0Vbp/BQFBgEy+gKqef/wVRUIvzA7OhTFtlFK4Ljhjz0ldXR0+n4+CbrL/ZC/9sRThoId1ixrwaUoZ0JzY20kw6sUrR8nrMWLePgZSA4Qq/FwTuZOFvmJn0O3r+zjQ8QJZvbjoChR5MZcbyZE0SALZgok7Nq5fUwlqEaLR6AT9j9JCPV6l1a+qfGzj2vJ4Q7kEP4uFcAWDoNxJRBqh0rOQKrWKSKCfTEEn7NOKJUHHxedR+exv3Mwf/e8fYugmtu2y7ZpFbNm+8KLPxXFNTHcAAQ2ITvl7dciHC+QNE48sE0vnWN16YUPM8rmlh/mX579D3s5QGKpF05v49Q/vIBo6D8TjyRxf/q/XOZwYxRZcVrbU8Bt3bIVpyKxXKkvzRoEYWRR5cN06vnf0KF2pFA3BIO9dsQJVkkjPk1IuzNzGPdk360oqMruu+4ty0psdlwNiJtsHzNe4s8V4cGSaJt3d3YRCoTnzX2Ya82LnWuL+RKNRKioqJvztcstTOctkpJAjrHqoqo9w/b0befTbzyE6CXxBlSXb6vjbHx7E79PKejHJTJ49R3u45arpDf009VpcDPL6UwiChEd8H1UVxbKKcHLSdRv75zU3r2DRinp6uwcRZYtVa5eWdx13blrGN57ew2AyRdIssLC5Em94egBZIvBeyGNEnoOA3+TIZDJlG43xHWiCINDkv5lj9ikk2cF1HWxHxKuv5ty5c2iaRiAQKKeha8MBon4vsVSOoFcllddpiIZYvqie1184jaLKxZ1fwaSuaepCOD6ue8cqjuztIpUolhQdx2Hx2qryHF3X5eVDnXQPJQgHNPpiWVLZTm7duhjXdTmxt4PXfnoQy7RZsaWdJncFQj5A28Y6NlStplI936q8YWEDv33PtTy65ziCIHDXpmWsbpnbAry7v59HT5/Cchx2NLdw44IFZRBX0VxB1rVxbQdBFMBxydgW/ubItAtHIpGgUChMIGGOf7lHFT/vjm7grPg9VvifQBJEFOEAvdkRblrzv/nBq8cYTGRwHJe1C+porgohCAJ/8/UP0dMVx+dXqW+ITPuMdydTPH26A9O2ubqtmeU150tphj1Id/bPydtFIUSn8C6qPPdNGKcq5Oe29Yt59sg50nmD5U3VbFsyN7PNgpPhB91/jdQwgs8V8DR0cualEf7uIYnf/+RN5eP84/deYf/oCJIkIrkChzsH+cpPXuMrD9yGKApTyKzjPYkutDEbymbpTaep0DRaZ2nmeCM7pCq8Xj69ceMbOodSG3cwGJxVkflS5S6mi1+0WL8F4lLBRiKRIBaLzdi+fCVBzHzrz1xs5qS0C53JF+hyMjEnEzH+7vArGI6NADywZD1XbV6I4DUIBkLkjSxtba3IPz46oWwgCAKzdZAKgoDPcxM+z01FETRRZqSQ47/PHUG3LE5lEzT5w7hASNFYW1GP67q4YoHqBh9NTU0THtbqkJ9P37qFbx54maAtUlvn5amBE1ztmKyKFA0052ohcKkRj8dJp9O0tLRMu9Oq8WzHDdr05n+KIIi0eO8mrLZh2KO4ZtE9e2RkBBAY7M7QnpXYlzRJGzarFtXznu2rCHk9ZK0ch06dQ3M1tl2/hPoLgJj2ZfX80v++g5d+dhS9oLNiUz1brl5VnmPBsOgZSlITLfovaarCUDxDTrfoO9LHv/3xj7Btm+RwhoFzMdbvXE6kuootC7YSlKfebxvbG9jYfnGmpcdiMb5x8ABRTUMUBH5w6gQeWeK6lqIBYcI1yX16Fd5vHIPRAm7Eg/7R5cQcnfFHkiQJBIXDZ1Jk8waLW1UUxZjipSOKIi2eIFHtp7hICIKI6zpkzBdoCZzmw9evI57O4VFkqkK+8r2iaQqLlswMyvpSaf7y2ZcxHQdJEHitp4/Pbt/Emvrid/py/4DhxJEIAw6xwg/wySvwyys4k4nx9bMvETdyrA7X87Frt5F3BrEwMUihjmVt8raB47r4pKlE0p7CUQwhhZ7VsGwHWRVpXt/D4ccb2H2il83LmtANi3PDRUuVEk/EtVy6R1JkCjohnzaBzOo4TtmTaGRkZNaW4z19/fzta6/j4uI4LncvW8J7Vkwv1vlWWHDfqDnMpMhc6iIzTXNe+Em/IPbOc1xqOeliuCuz2QdMnsuVADEl/ZlcLjdv+jMXA7ji8TiJRILW1tYZa6GXulibjs1Xj7yKIgpEPX502+LfT+5jcbgCQXJxBJP29oVIksTdO1fxncf2FAXrHIegT2PTyrlJdQuCgGnbfPvUXrKmydbqFryywoieY0fdQt6zcBUhWaWrqwuv1zujynLGLeD4HBarFQS0AKZj8/pIFyvDxS6kKwVgSj5gtm3T3Nw840tREATqvNdS570WgJHCzzmR+FtAQBRkmiO/Sk3NKk4f7eXc8WGCIZmr5BCptEk+kOePj/4cR8yiegcJrVRxcWmrDNM2B9G2BUtqCURFDMOgoaFhwhxLCsQlx2vXdYstz5bDl7/1LP0NfmQE2qoD2B1xRFHg9geuxhfSylyaUlbrYheE0u9waHgIVZLwjd3DYY+HPQMDZRAT9XqxG/zkfm8zMgK2UGxDrpwE2jM5na9843niySySIPLsq6f56H1bWLusZYKXTqFQwCGJq7ljZpCMcadEbHeUoEfB57l4kcldnT0Ytk1NoFhGTBV0njh5pgxiCnYHshDCwkEQJFzAsPsp2K388dEnsF0XjyjzUuwcnblz3NJoISCAILDWfzNnsjqHUz0AtPgq2Vm9AlU8vxw4ro3mUbBtCwRwHQFBdAj4NU50DrN5WROqIqHJEo7tjik8C2NdfAKeGYxux5NZZ2o5VjSNr76+G68so8kytuPwoxMn2drYSEt46rV8s7Vq4M3zGppMXO/s7AS4pMzX+PgFsfctEBezgJumSU9Pz6z2AePHnW9OjOM4ZLNZJEm6ZP7LdDGXzInjOGUOwJXQvoGiGm3eMqnzFTNLHknGdQocOXeWWkGZ4Ht1x3UrCAc0Xj/cRSigcffO1URCcyPDCoJAQs+T0AvU+4odGesrG+nPp3hv+2qikkpHRwdVVVVTyoTjo9Q+7Y7xP0ShaNBXysBMJvCOj/holnRWJxzyoks2Z0ZH8SoKq6qrUcSZdza2bdPX14fX66W2tnbOL0TdHqQ/9y0kMYQoKNhOju7s37FM+XvisSxVNRH8wSIn46jnDEeHB2mOBhj1nMbKQihUi19R+Mnwiyz0txBVZraQKN0riqLQ2Ng4ZY6qIrF2cT17TvSiyhKmZdPeVMk3f/w6fZZV9MoS4JRXor3ST+OCWqLV4fLYpfLchcjBs4VfUbCc892DRe2W8xuCoKryq1u38DevvoYlFNvPH1izhsZJqtf7j/YST2Sprijes9mCwWPPHGXtsoYJJExd1xkalrHcamz6wZVAcBER8UjL5jTn6cJxHfJpg5Ec+PwKyMW5PvK9Pbz+8lkceQVX3dXFwhXgusX3nCrWcCg1jOnYhJTiMxOUJU6kR7hXakMWRQynwK7kT+nPLaDOE0ZAoCs3wt5EB9sqFgFFUJA0VRzFxRuyKORcZI9N6twi/AGV6Bg5XRAEPn7HBr74o5dJWSaW5SC7LnWnkpzb18GyLYtmPcfpWo6z2SydAwNk8nmq/D5sxy6CWgQShcJbFsS8VeYgSdKsma9SBvFCbdy/4MS8BWKuIOZCHkyXOu5co8R/kWWZSCQyryDiQlmj+eLeXCgCiopPUUkbOkHVQ84wyOfztFbVYKcyE44rCALXbmzn2o3tF30cQRDwiCIuYDk2slhUlXVdcHWDrlixVbzkTjtTVGsBgopGTM8iaCpJM8/aSOMFAcz+wz08//IpEATi5DlVkUPVipyTFVXV/PqWbdMCGdM0OXu2E0Xy4tM8uC7M9acwnRgIAqJQzDxIog/THsF2M/iDGoO9CfzBYmmlV8xREwgRDnsZtURcS2Qkl0FWfFiCyWB6mEg0OO25WZZFb28voVCIaHTmstOaRfVUhLx0JvtRvS7L62r42289j6xImLoFrosDZH0KG3eeFyGc7O9UIkyX7t/ZsjTjgfo1zc282tdHbzqNIIBXkrmtfeK9dOfixaypqaEzmaQhGKR9mvMxreLOOpczGE3kMEybXEDHsmzkcf5egiAgSzILIv9IT+Zz6PZZBEJ4jc/R163j9Q5etKCZ67r0nUsycCpZPAZQ2RJguezh5y+cxudXsQq1PPavLvf+yikCzXFsqjFyzyOLV+Pglu9T07WRBMpGjIqgkjZTDHXp9KaGsHszCENZ4hXDLHlvDRU1IZ6L7+Ol0YN4hKXgP4uTs8h2NpPvXUhdRZAd68+TkFctruVPP7iDr/3D0xiWwwK/H79s86Ov/oy6thoiNXPzVRvfclxZVUXdqdPEczkCkkzeNLFwCY+9e6f7/d8KAOLNzlxMzgZNl/nK5XKMjIxgGMaMPK/SWJcCYu65556yDU5TUxN//ud/Xv7b008/zVe/+lVkWea+++7jve9976Wc5pR4W4CYK9Gd5Lou8XicZDJ5UeWb+QQxJQBVX19PPp+flzHHx2xZo5L30hvh/aSIEr+ycht/e3gXvekkpq7zqVVbWFBTx+nU6TmNYds95HP/gOMMICsb8Xo/gSBM5Sz5JIVbmxbxk+5TiAg4uGwL1ZKLz14qGx+apHBL9RL2jHQhKRrLg7UsDVYDzPiiSqULPP/yKSqiPmRZ4sXkAJlRk5UL6hAEOBIbZt/AAFsaGid8L5/Pc+ZUJ2eOJ3FscBxoaomyfnsbPfoxktYQQbmCVu9qFHHqPaqKNeCC4+qIggfLySCJfmQhSPsyP0N9CWKDKVxcKsI+dL+AhIIkyBiCSUDzIqsKomEi5lzOJc7h8XjKKWpJkjAMg97eXqqrq+d0r3Qphzjk2Y+REXjoURndVnAFUDUF27RxgZ3v2kRFcwUPPX+QU30xKoI+7t2+goaK0LR2CJZlEdfzyAgEFLW8U5z8bgh7NH5z23YODw9hOw7LKquomobf1RIOl3f1GdMgaRSIqBp+pXiNl7fX8KOfufQOJPB4ZGzXIerTOHi4lw3jnIhLz5cqNbIw/F+4ro0gFOc9VEgQzyUxs/YFOSDj49zAKPtO9NFaFSaZ1zEtG0Yc+kdieP0qiiqjIKMXaklkClhOGtHNkLFfQBb2sip0OweTxd9cAHbUejHcPAoe0tYIuViEvr4sWkeB+MsD4BGo9uf4xpnHefD/3MEriUNUKiEkQQKlDj0yyrbQRhrXVbOkuRptXFdb0iiQcQtUDWWpbx4jHnslsokco4PJOYOY8SEKAr919VV8adcrDGVzaB6Vz6xZjQ/o6ekpL86ljMJbAcS8WeWkyXOYDUiVvJ1K4pqlLE2J5yXLMsPDw6xYseKSQJmu6wB861vfmvI30zT58z//cx5++GG8Xi/vf//7ueGGG6iurr64k5wm3hYg5lJiNrBRaiEWRfGiSyiXwonJ6Abf3n2AU7E4TeEQH960BkEvkEwmywurruvzzrURBGFaYb6S99KV9n6yHIcfdR/mcKKfem+QX1qwmtFkiuVtCwlfhNOs4yRJp38F10khCBp64WFcJ4Y/8IUJnyuVz66ua6MlEOVwopcX+46yKzmKUddOg9jMXJUPAoqHLeEmqqqq5sR/yecNBFEo79J1wUF2i9omiiwhALlJHK1UKsXIyAjxYQdJlKmoKJrydXbEKDSfQPcP4RH9xMweEuYQG8K3Ik5yzFalapr8n6Y393VsN4skeGkN/DqCIKN54ZpbVhIfTnPkzABtwy67T/VitNpIajNetRtZcjAck/c0vYN2/wISuQKaCPlcju7u7jKAqKurm5Nj9KAxwIH0PlQ9zOPfNcjnXVzBwjVdVFlC0RSqo37ee9cmHnr+IMe6h6kM+RhMZPj6E6/zuXuuITTJ/yljmXxx74ucScVxXbizdTHvXbC8/LxYllV+3kVRJKiqbG+c6Lnkug7CNG7jh0eH+NbpA9iugyyIfHjRWlZGa6irDnHPzlV8/8mDSJLIigVRFjVW0NM7yoZ1LZimTX9/EtuxGG/+LAhF7ZcfDLzCsyOHEAUBn+jhlxfcQY0UmtKpM52eSjqnIwkiPkUpc3uSmQKKVyabHt8aL6I0H0d0tbJXk+nm+GBbiKvSa0hZBZYEq6nzwpHsi+SdNDVKO2cGPLRV5jj+40OIIQlBkKitriAVy3J8XxduS5HfUr7HPCJLGipo9010YD6SGOSfTr6KbTkkjFEyAzYNlRWoroDruIQqL31z1BgK8ZVbbiZrmnhleYLju2VZ5RKJYRjlf0+XUXij4q0ApC4GeAiCgNfrLWelS7Yy3/nOdzh58iRNTU3cdtttFwU0jh8/Tj6f5+Mf/ziWZfG5z32OdevWAXDmzBlaWlrKZfyNGzeye/dubrvttos/0UnxtgExF9sZMxOIKUnoV1RUzJoWn20eFxOu6/KlZ17i5NAIAY/K7mQvx/v6+a2rN04AUDMBjssJURQniAROJi9f6fTnV0+8yM/7T6KIEq8O6byinuWrV70Xr3JxwMmyDuK6WUSx9HtpGMZz+FwDQTg/1vh7RBXhuZ6DhD0+KoJhDqf6EEWRe5rWz/m4F0PgDYe8qIpENqvj93uosj30iFlEUSBvmgiCwIKxNtGSkGCJxH3q8GG8PrV8DqJqM2x10yw3F182BBg1B8jaCYJyxZRjRzzbCCprsNwkiliBOC5DpSgSe0/188wrp9A8CiFdwZtRufddG1kSqcJwdfyyl+N9cd797f8ib1p4FZk/umsnrRUVxGIxKisrSafTxGIxvF5vuYV7uvsna2UQETl11CGfc1FVAUdxkRQNv6LwoZvXc9O2xSiyxPGeYWrHOpkiAS9DiQy9IylCvokvzX89tpfTyThVXh+O6/JI50mWVVSzuaaRbDZLJpOhpqZmApcmZ1oMZ3OE1V4qtRfA1XGlFQjyzvI9kzUNvnX6AAFZwSsr5C2Tb50+wP9Zfz0+WWFhcyVbljVRVzumeJsuEAn7SKXy/PlfPUH/UArHcVnSXslv/cbtKGNKzCeyvTwzcoiw7EUURNJWnn/vfprfXfyeafkKsVhsgjdRU3W4eN/oJpoqk87p1FcGec+dq/naX/+cxGgWXJArNQzHwc7rBLxSsZXfhcO7uzj5rI4si7TeHCS6uY1rIu8unoNe4Jvik+iqAQoE0XBtgTN7OkkNZTi1p4OqDRHMX7UIRf3ojklYCdDomUj61m2Lb57Zh19SEGWB4Xc2cup754iNZAjIKh/41M1UNlz8+3V8CIIwgc9UClmeaNfR0dGBruvljMJ8yPdfbLwVy0kXE5Ik0dDQwF/8xV/gOA5PP/00AwMDfP7znyefz7N161Zuvvlm1qxZM+MYmqbx4IMP8p73vIeOjg4++clP8sQTTyDLMplMplxmAvD7/WQymUua6+R424CYi43pQEzJPmAuvIj5inguz6nhEar8xV22I0LKMLG8ExeByYBjPmJ81siyLHp6eiY4QV9qzGXXkbMMnh44RVjRMA0Dr+pj1DU4kR5mXcXEksqFxhMEBdex0R0TRZIQhJJMmTjpc0JZ7XLv2WMoqkp1qPgirdVCHE8NzPn8ZFkmm81SKBTKpZXZslaapnDXO9bw2FNHGBpOsz1UT6IJjiaHCSgqn92wmZZQuLzjEUWR5uYiSKlrCHPq+ADVNSEsqwicvB55wnwQmLA7Pv/HNFgHkXCQpGUwqcRm2w7Pv36G6ooAkiQSwctwPEMw6yFQrQEamYLO/3nkaQzbRlNkCqbF73z/Kb58+1Usamst725L5MtMJlMWMgsEAiQMh+eOdmA5LptWVuLiUtCLYMLBQURE1WR8fg93Xb+yPC9BdCiYOl5VKz4brotnGkuGk8kRQmOCc9IYoOxIJVjmDRGLxWhpaSn7O7muy/GBYf76hVcZFuPEPKNU+UU+uiDEbbWHEVEp2Ndy6twww/ksRs7CW1HMCnplhaSpkzJ1fLJCY0OEpsYIvX1JJElAkSXWr2vm376zi2OdQziSCy7sOdrHk08f5Y5bVgEuI0YaoJw180seBvTEhHOaqVOn5E300RtX8O1njzGaLtBWF+FX7r2Kmoifz/3+HRw71EtfKs3Tp3o4fmgRi1YdwcgYhAIqdkHhzC4/VVUBLMvmZ48epKIqQMuCKlzX5Yf9BxEjLsaog73aT+zFUbQRh/xIFkEUUDwyI/sTaP+g0v6HTUSVINdUrEOTJt77GcvAdBx8kkxvdgS5Rcb69GIWO7WYiox/08W1xl9qlHhSVVXFUlYpKzNevn8m3sd8xluhnDRfQEoURVpbW3nnO9/JZz7zGTKZDK+++ip79+6dFcQsWLCgbA68YMECIpEIw8PD1NfXEwgEyGaz5c9ms9kJoOZy4v8XIKZkH5DL5S7oxTPfoUhFoqlpWZiGjsfjIe8aqJPmcCVat0ucmJJ433RO0Jc65lweWMd1KOg6muopesUYU0HaXMY5cLqKXNZDdaQXXJFoSCMc+iiCMPUallyvm+sakAeGyn/L2yYB5cJiUCVCqaIotLW1YVlW2T/Ktm38fj+BQGBaR+T62jAPfnA7hmnjGUv5lzJDz+w6xRf+83Hy+TzbNyzgnls3lL+/fE0zesGip6vYdrxl83IyEYG+wilU0YvhFKj2NOOXJnVmOAko/BU4I2NMYC94Pwfi+VJKsc156nV2xmU1+5IZbMfFI8s4tott2OiOQ3fcYvGC8y/F8eRLKC68Rzt7+aN/fZZc2kAQBH7ytMqnH9xId9OruPs1TFPAL6vYjsv164qEUNs1OZZ7hvYVPeza46JJfnxiBavb6miriXL2WB/7XzqFY7us2NRGoy/E4fgQHq9c7hDzO265JFpanERRxHFd/u+uvaSVHEOeFKLrMph1+XpHDk0Mssl3in//ochoIoftugwURvHtkIlGfWQtE1WUCCtFIChJItdevZjhWAbbdohGffi8KntO9GILRUNQ1wXLsnn2wF5uuvYfcF2dCtYDCrbrIAkiaatAs3d2z6fJeipVVXkW1UfIjHFCVIp2J00tFTS1VPAH//wUqiIxcHIjkhMkXHsOj95I+rW1BDyBIiBRZSRJpK97lJYFVeRsk678KCuqa0n5C2SrIgzW+Mh+vRNJFvFoCoIo4Doi8WMp3l9/y4yLYkjx4FdkdOkAUW2YCC75SJAqaRkpPcGe3MOcHrRp1paxPnQDkjD/71zDtBiKZxgezdHU7CCNObDPxvsoAZrxKszzFW82iJlP36TxgCgQCHDjjTde8HsPP/wwJ0+e5A/+4A8YHBwkk8mUS1Ht7e10dnaWNWx2797Ngw8+eNlzhbcRiLmUclJpQSrZB5RQ4hsZQY+Hqxrr+PnpDryah0xeZ2NzPS3RqUrA8926LQhCGcDMJN53KWPOZZ5mNs8GrZq9+WFcx8S0bRq8YZaFJ6alS+Btpl1SMlPg77+/B7/2ATYv3Y/PM0rnQDO//J4PTflsJpMhl8vR3t6OKEssyw5yPD1Q9GhC4INtW2edc6m9F84TeBVFIRqNlo3vstksyWSSgYGBKQTY0vl4xhEfBUFgz6FunnzuGJoHKitCvHawl4a6CratXzB2DInNVy9iw1YHUSpmGhy3kpBcRcqKEZCiNHuXT+V0WC+AOwrSWGbLiYHxGGifLn9EliW2rGnhlf0dBHweCrpJRdhL67hUf6Xfi+26uJZNIWfgAIgCnSeHOREIsHz59LtqRVH4/gunyGcs/D4PjutSSBt86+GzVO+sYdnVAuf2F7Ash7s2L+dDNxVLed35g8SMTjYuqqUxYtE1EmNxpJ0di9by0L+9zE9+vB9RElnQUkEilubGdyyl15MiXigCjzXBClb5IjRN0qkByBkmWd0gEyogICALAi4Cogsvj+qI5yKMjGapqPCRxqRmNEDf4VH0TS6qKPLRxevwyuPdvAVCPgVJlvCMeRY5IREhNgZQxx4FIzAAaAhCiDbPbm6r2MwT8TwiAhHFz0ebds56742P8d5EtZx3kC5pCPl8PnTDLItADpxbzsnDC7ntqmUE1Ty9+VE0TaHkBh4IFp97Zcyw0HRsQj6taK652cV8Os/ZA73F5KYLjgtev2d2kqgocVOzys+HY+iGiuk41Ph08vZhDM9x8oKIYHnZn36GgpPhmui9cz7/uUQqW+C/njxAMp0nnclwbtjknhtWlpW+YSrvY7y+zxuZpXmjYr60XeaiQj5dvPvd7+Z3fud3eP/7348gCPzZn/0ZP/nJT8jlctx///389m//Ng8++CCu63LfffdRWzt3C4zZ4m0DYi4lHMfh3Llz85KBGB+lhfxCgMhxHPr6+rhnSRtrW5voiCdpDAe5tr21LINeivlu3XZdl0Qiga7rLFq0aN4e0guBGNd1GRoaolAo8Dubb+eR3iMcSgzQ4A3xgQUb0KSJ1NoLjRdLZseutZ/dJ68GisTH0XQen6aWj9nf34+u64RCoXIH0rtbNnIuE0N3TOq0cNnvaLo5z4X/IoriBPlvXdfJZDJ0d3cX6/fjyk7jxzhysgfXtQgHI0iyhGU5nDgzXAYxpZDkceVFQaLFO71C6fmJZ5nwCAueYnlpUtx90yqiYS+nO2NURvzcdPUStHE+S5UBHx/fvpZ/fO51HFxESeSW5gW0VEQ5dWpoRhADMDqaQxzzhZIEAUmRSGYN1gcbEbwuzY0GQ0aGZbU+TENH0jTS1jCa6EcQBOqrFcIVPqpUk9d3neVnTx1BliUUVeJsVxxVFkmeTvDl+26lM51goLOfei1IQ139tC9Zv6oQ8WkMWuAqAo4rATaC4BKURXRrGVnPID+zzuHgYgdctqjVfG75FkKqhm8cXyufKfDYPz1D9/F+EGD7nevZesc6tt68iCe/cwAh4wIuTq3Atm1xBKGU6atkZ+Qs19b8KXnboEIJIM+iEXShmOwgncvl2La8ju8+cwxZEkAQkSWJbSubCa5V+K9/e5nhoTSu49LaXsXSVUWQq4oyN9Uu44mBo+XOvQ2RJlb/zlr+4tP/Tnq0aCfh8ap89HfvvOC8BDFDq7cC1e8nrhukzDRpoZuQByJqESTLrsrJ7B6ujtwzrxvIF/aeI5UtUFMRQBEtzvbEOHJmgHVLG2f8zmSTxclZmlLH05XI0rwRMV/lpEsdR1VVvvzlL0/4bxs2bCj//507d7Jz59zB/Fzj/1kQk0gkME2TRYsWzUsGYnxcKHsAUz2ImoBrZ5E+mc9yUin7JMvyvO8yZpunbdv09vaST5uYeRHRSvCehet4b9v5F4Lr6ljma7huHklecUEQUxkuli4M00ZVJAqGhWFZvHyqi7pYkM0LGxjo78Pn8xEOh0kmk+XvSoLIouDsKrSXaiEgCOdN2qqqqsplp+HhYQzDwOfzEQgEMAwDwbVQFBVpbJdY0G0i4XnwOZHWgvnsGJiRwEmC5/apH5NEbti2mBu2LZ52mEKhwMYKP39w47W8vK+LhXUVVHt96LqFJM1+PdYvrud0xzCGZYMAtmlT0+BFFCU0r4LX6yWTd1BVpaxwqysCaTmBohVl+C2ngF+q4PmDvUhS0V1bFAVkWaR/KI3Hq6Ag8Mp/H2Df7j4UWaa+8Rif+uWdBEMTr6MgCPzajm386bPPkXCy6IJAyKcR8Kjcv/A2cj6JPzp5GAO7vJDvc+KkCha1PqVMDnZdl+e/9ypdR3upbq7EsR1e+uEealureHDrBnoKGY52DuHgsL7F5Z2LB3Dd+rH7J4cgNBKUvQTl+ePeWbbDcCqLX1O56/r1RCMRnth1FE2VuWFtE6KZwVV83P+xrYyOFFAUiabWymIpdyy2VLRSpwWJ6VmCsof2QDVig8AX//uz7HryEJZhs/baJTS1X1i9OapU47gWsitQq3oJaia1nnr69RPlz7hM3xV2uTGSyOLXikBcEIp8pWS6MOfvzyVLUwI1b5cszXxmYt5skvLFxNsGxMx1cSm5P1uWhaqq8w5g4HzWZKabu8ShmMmDaKYx56OcVOKEVFdXo2kag4ODlz3m+JhpniXQNtJb4KGvvoDrFMHBtbet5r4Hrx0DKzq59O9gO6fHeBoKkvRpXHfmnX4k4OVTd23l64+8imFapAsGUlDmiQOnsGybJ1/X+I27riUaiZDP5+d0DV3XJWUNYjh5NCGIJoSnBTCpeIb9z58glyrQuryBZZvaZrwPu1NpXurqxnVhS1MDAa/G0NAQpmmyeU0DPYNZBoZTSKJIKKBx/QyAYro40TvMib4RQl4PW5c04VXHsijycvA8COajgAXqfSBfN+dxgTLwampqolkQyQ8bJBM5RgtZDMNi+/bZRQc/+I4NdPaOcvB0P7iwfHEDd969mCdGjuCTVAzHJqr6WFuzAL9cNImszldycDRJf/IsIFDjWUilsIBINIusSOA4ZEWD7qsL2DUCVJ2m/6kUe1/vpaIyiCgK9PaM8vBDr/GxT00939aKCF+9+05OjsY4mhlAkSS2V7VS6w2SairgyCA6ArigSBKKLNGdTrOyrrbMBzBMk0P7z6HLkMjmCfs0RElguCfOgtXN/NmNOxnOZtF1HY+VQ1W6cOyTuK6IIHhQ1A9f1O9woRgYTfPHDz/LaLaA47q8Z/sq7tu2giX1PqLRaJFrZxZ4beR1BvPDRKQQK7XlZLMZfD7fBB5gi6+CFt/ELrdQZYBbP7D9oua0wr+R3Ydf4WT6JCCgZULcvPUGcvIwCWsYwXVwcdkcvn3eMxut9VFePdRVtEZwHAzLpq7q0omik7M0uq6TzWbp7e1922Rp5isT8wsQ8ybGeAXa+vp6zp49e0X692dayEuts6lUas7CauPHvNxMzOTuK9M0rwjPpuSJU7qu40X7vvaF7yDLIqpHYbA3znf/8VleffIQH/jVm1m5pRvbPokg1CCKAq6bRhb/g6GhDQSrshTcDkTBQ4VnHZJwfod99ZoFrFxYx1A8w1888hzRkA9hrFOmN6MzmDWJRubO1zmXe43e/JExPoPLYt91VGsLJ3wmly7w6D8/h65beDSFzhP9GAWDtddOddPuTCT5xt4D+BUFBPj2/kPc2lDL0ppqKisrMU2TB+4NcPxMH7iweEEtqjy3Lq+Xj3fx0EsHkSURy3Z47XQ3//OOq9BK3jTK5uL/LiFGR0dJpVI0NzeXF7nrdyyls3OEQsGitjZETc3sC4OqyHzh07cwECuWsWoqA4iCQNQX4Hi6H7+ssr2yHb9c3EwIgkDQF2a79z4KThrDMDnSl+RHvUdRmiAQUkmnHTp3ZDECUB32cSI3xFl3hHY1UM4q+AMeujpGZpyXIkmsrKplZdXEunvA4yHgUckaxhgxt3gvN4/pV5Se7edOdDPgWOQHEwzlC9RHg4iGjT/sxTAMJEmi2uejIIpksw6q5/M49jHAQBTbEcSprfDjI2+P0q/vw3Vtaj2rCch1s37+K4++zEg6T9DrwXYcvrfrMMubqohKxfvddm1+HHucHr0XWVTopgdLtNlmbS7bipR4NvO1EI90J+j4kkm4fQken4f0OYOfvvYS9//xe9md+Efytk61otGiDOG61hQi/uXE9rVtJLMFjp8bJpczuGn7Cpa0Xr5wGkzMspYczbPZbNnR3OPxlK+lJEnz/o691JhPYu9bFahNF//PgJjp7APmUva5lJgOcJQE9CRJuiQPosspJ7muSywWI5PJTOi+uhIdT6dPD/PXX3yGTKJAc0sl975vHZofWltbcSyXfFYnXOEn1pcgHS/yJQp5g3//4uN85k9qqG85n1VLJGxi8V5+9srDLNz+LDW1fhRFYiDfworw55HE80AmEvAWeRySgG2ZWJaFP+DHyOTRx1rT5wJislacvvxR/EIlgijiCCZnC7uo9LQiCufvk/6OYbLpArXNlQB4NJVDL52aFsTs6xvAI0lEvBq245BIpjidyXHNyuJL1ePx0NhQS2NDbfmFWCqtaJpGMBicVnfFdV1+vPs4Ub9GwjEwHJdTw3FO9MZY2zb7ojdblHhLlmVNMZpUVZnFi88v/DnDJFEooMkyFb7pSyNFbstEztnKcAMrwzNn2ERBwidFeK73NK/19+GRRE72xsivUAi5HqRwjtpgkVsUkr2kHZ2c3ywDv1zWYMnSi78GoiDwpVtu5tefeBJBKBqGfmjtGlbWnF8ARzI5jvUOs/bOtRz9r90UUgU644O84/aNLNu6CHDLz5VpmmPZGxlJXjunOeTtOC+PfhndSQFwOvckWyOfJaK0zfidrlgS/xgHrAS+ekZSRGuK3KIhI0av3kdEjowRw11OFE5xQ/V1VFRUYNs2uVxuxoX4UmKkL4HgCmh6AMmWiVRq9J8dolB4geW+CLK4qJjVcE6g2yfQ5JWXdJzpQlUk3nndCm7aajLQ38fCBW3zNvbkkCRp2ixNX18fruuWs+1vtuDdL8pJb/GY6eaYLfshSdIbAmJKpZRLFdArjXkpiL4EnmRZpq1tYrljtjFHCjlG9BxRj5dq7cJKrABdPXH+7Wuv4FgOHq/KsRN9JP5vmi988b0oioIru9Q1RRnuT5FJ5im1TwSCXrKpHOeOBqhvlXDdHLmcyL7n85w7tQTvgv2YusRQj8yiRTVkrS7ixj6qtYnpbY8s0V4Z5Fj/CFXhIMmcjtejsrCmuOudC+lYt4olJ1EaMxZEJefaOK41AcRMvt9c10UQp78HZam4aJiWRTqdRtM0ApPUbfN5A0O3CIa8E16I0+mujNekMSyLQ7lRYmZhrHPE5cDAwCWDmBLZXFVVGhoaytds/4Fujhzpw+tVuObqxdTWhhhMZ/jx0ZNYjoPjumxsamBry8zEyYuNtKGzZ7CfxmCQ3cd7ONMRL2rFyBL5jIJ/NXg0qaifJLosaqtk4EAKWRaJRHy8+/1bLum4mxsbePSD7+fc6ChVPj/N4YkAzLIdREHAG/Gz9mNXk4ulGckVuPk916Gq598vuq6TSCTKIGGuppWd+Rcw3Aw+qdh2rTspTmV/wubIZ2acc10kwGAiS0BTcZyiom5tOEDJ/BGK/6103woUdYVKJqaSJE0hpV9uuSRUGcBxXGzHRQKyyTzRmjCulEDk/EZSEGRsZyrh/EIxnMuSMgxqff5pRe8EQcCjSKjTOGZfqZguS5NOp7Esi87OzjI4nFzCeyPizSb2vlnxtgEx08WFsh9XIhMBE0FMqYRzMfyX6eJS5noh8DTTor4n1sO3Tu0HwMXl/oVruKq29YLHe3XPWSzDIhj24dgWHk0mkzUZGc4QCBZ1Uz71u3fwj3/yKEO9cVzHpaEpguqRyQLBSBua77co5P6R7/21y55nFlAoBFADKZbe7qN1h4kLCC5YTm7CsW3bpru7mweuWc1TJ3o51jNMQ22ID167rtgqOhYzgZgSgVcTgkiCiu5k8Yg+MnackFSDLE7kTjW21xCuDDDcG0dRFQo5nevu3Tjt2JsbG3mts5uOoVR5Z7u9pal83J/95BBPPX4IEGhojPDxX7qBUNg7re7KZE2aaKWXwY5e5DFypIDAwyeP88C2dRf8vSZHSfCwpEdSit27O/jpU0cIBb0MGjYdHTE+9tFr+Om5M2iyTMBT1HnZ3dPHgooINYG5gd4LheO4Y+cExzuHkSURGxevLKMbEvmUg6kayKLIDbWL+czmLXRuGySdztHQFEVWisDhUjYpEU1jfX39tH+rDPiI+DWG0zmCmkrWL7OstZmAdv4e0XW97D3m8/nK5PDS/0q78ukAjeXkEdxxnWjIWO7s3mm/dsd2/ujhZ8kZJrbtcPPadta01tLf348gCFQrVVSqFcSMETyih7xTYJF3AV5xavZspnLJka4ejg3FCGgaW9qaqY1GZr22DYtq2fCOVRx6+gSyLKNoCvf86q2o0n5y5m4UsQGwwLVQpIsD3Y93nOJ7J48hCgKKJPG59VtZEq2c8rk3u/RR8sPKZrM0NDSUwWGphFcCh5qmXfF5zte1uNRn6s2Kty2ImYt9wHy3LZeiZBEwPDw8pYRzOWNeTMyFPDwdiMlZJt8+vZ+wR0OTZAzb5rtnD7EiWkNEnb2TQlFkRMEh4u0kFMhhWiLDI434fOd3SdX1EX7v7z/IkdfP8Y0/+zGWaZEYSdPQVs3GHctQVZXBjoUce/VfMNBR/QKypnPyCYeF1zvYThZBkAip54mvJbJyqVX+4w3TLz6zcZVKi4sq+ZBHN/GNn75EujBK42KFd21bgOGYqOL5XbbHq3Lngzs4vvscuUyBliV1tCydelzXdZH1Ave2NjMkiCAIrK2rpS5Y3ImePNbPk48eJBzxIYoCfT2jPPydV/n4Z66f5vpO1aRpqfShdhVF1SRRJKAV+RwXm7rWdZ1zZzrJjdgURsC3yo861ma9e08n0YgfTVPw+2FgMMWZs0NkTJP6sfOQRAFRKFooTBeZRI6RwSThigCR6rkRLEMeDwvDEU4n4jguuI5TVOQFQorGHc2LCdfJNPkiXFvdjigIrFkXnra9vSRCOB98D0WWeNfmFbxwvIORTI7VzXVcvbSlPG4ul2NgoOiIXmocmM6FezyosSyr2IYuSdRp6+ku7MJ08giCiOXmafBsmnVObTVR/v7BO+geSRHwqDRWFrNHpftdFmTuq72HXYlXiRlxGrV6toY3zelaSJJEf8Hgh2e7kUQRI5nh0HCcdy9uJeBRZ5TxFwSBrXetZest67F0m8rGKL6gF8e9AdfNU7COIggiIfV2VKltzte/O53kuyePEdW8KKJIxjD4uwOv87c7bp0+Q/om8zdKmYvpwGEulyOZTDI4OHjFszS/yMS8xWP8jZpKpRgaGrqgfUCpnHQlIhaL4fP5ppRwrnSMd9++WPKwaVgc3H+W/KkUlUu9IIEqSYBLxjQuCGJWLKli5Pouju9XGc57AZfbbumgujoNFImRlmtRsLMs29zC//q7D3P6cA+qR2HN9vayWFghp+PRZKp8CrHhNFYmgCS6VFU6SKKPhf6P4ZeLTsElsNbU1ISmzU1xd/K/Sy2zgiAwEM/wz48cQfSEyK44x0FJ59SxR1haWcfvLH4Pfvn8MXxBjQ03LJ/1WKWd8Loli6feB06CoY5vIdgGCuDSij/op/Ps8JSxBjqGOfzicWRVYePNqwlG/QSDQa5ZtoT/OH6qbLKQMw2WRCPE4/EJZaehXBbDcaj1+cd+0/ORzWbpPrOL//jz5xiN2YCP6qZ6Pv83H8Af8iJLYplXNHZmKLJEvRZgOJcrElgtCwGIeKf+Bif2dvCdv3wM2y4u3nd/6ga23LJ6xutWCkEQeNey5bzY3UVvS5ITXcMokoThOES8Gh9cu47wNMeb3N6ezRfI5XKMjIyg6/oF/Z3mEkGvh9vXT+Q/OY5LT+cAyWSCpSvaZ7ShmM6FuySkaNs2YWEhq3wf4pz+Uxxs2gM30eK99oJzkhE58/xZTh/pJ1oV4Lb3bZ6wiPskLzdWXj/le5lknke+/QrdZ4epa4py94e3E6maqJn09OkOgh6V4Bgo602mSakai+trJ5gtlkwrfT5fedNQ3VQx4T0kCh4inntx1TsB6aJbrEcK+WIGpqQYq6oM5jLkLatsiFmKtwKImSkDMrmEVxItvFJZml9wYt4GUSIk5vP5OWU/rkQ5qVQHDwQC1M+Qjr5SUeIzCIJw0eThXKbA3/7ufzPQHWc0nyYd6WPpL6+h4HVRJImoZ2YAU7JtUGWL9983wrHVAZIJjaYmlWWLc7hOF67URE/+NE8NP4TpGqiih3dUf4irb5vqtdG4qBZfQCOXKVBbE6CQ0WldtoYbl3+8/DCPB2tzzXRNzjwVFUuLi3PpWp3pG8F2HPKNMUzVQLUV9LxDXyHOo4Ovc3/jhRcTOK/FEwgEqKiomPYlJOtfozLSAzTiuiaCc5Z8biHNrRM7Zs4d6uIrn/wnCjkD3bL51lce5f4vvZ/rty1jYUWU373hWr70wi6yhsGahnp+//prkGyL4eFhCrrOY4N97BstmgjW+vx8fvN2olrx90wmk2SSR9n76PcYGQgQCDm4bo6BTofHv/0y7/mlG7nmmsX88If7KBRMLMsmFPKyaFEt7Qo8efIs/ak0qixz69J2wpOApKlb/OeXHkfxyAR9HkzD4pGvP8OitS1U1E5Upe5NpvjOvsMk8gW2tzZx+/LFaLLM9c0tLETkpaYYh/rjVId8fOTq9dMCmPFh2Q7PHjrLse5hEGBNWx3XLG9D1wtTeEaqqqFpnrLL+MVGPqvzjS//hM5TxR31+qtGuOsjV03QYJkpRFHExmB/+tsMFA6jiWHWBT/Ids//Kn/Gtu0J2Zzp4vv/+iKHXuvAH9KIDabo/YufcN//2DzrAujYDt/48k/p64rjD2qcONjDP//lE/zPP74HdZw/l+kULRLKcxYELNuZIuOfz+fLoEaSinwlwzCQZXnKPAShCDiMgkk+UyAQ9c/petX5igBLt208kkRCL1Cl+fBO8w54K4CYucxBEAQ8Hg8ej2cC0bqUpVHV8xmvS83SzGd30mw+cW+1eNuAmBJxyuv1ztk+YL7LSSX+SyQSecNJW6X28XA4POOiOVv87L/30Nc5QrQqiMf20Nkf48yjp2l490L+x7Kt+OXpb1rHcejp6UFRFFpbW7FGK1i3xkBV/eC64Lq4QpCCneOnw99BRCIghdGdPD8Z+hYfbPpN1El8E19A47Nf+SD/+aXH6T07wPItC/nI79wzAcD09/fjOM5FgTUXsCel8ifrv2iqDC7oio7gCriOiyyISIgMFEbndBzDMOjt7aWqqmpmEzPXQnBOsHp1DRs3GuzbpyKK4Hp0Ti60ePDxR1hRVc0n127gu19+DMu0sVQJVxLIj2b5ybdfpKAI3LV1BTsWtLJjQSu2U/SHKUUkEuHVvh52x4epVFQc26YzPsK/7N3Nr27eRjKZJJ/P01pzjMFeCVkWAQFBcJCkLEM9xfNdvrwer1fh9OkhNE1h7dpmAoHib3bfqmXoto0iihOOXYpsKo9lWOCV6YwncFwXqWATH05NADEj2Ry/+ehTZA0TWRQ52D9IIl/g2qp6ujp7aW2r58PXzV5SmRwHOvo50jVIfUUI14V9Z/uoCvlY2VKLz6tCdTWZbIF/+fqzHD7YC8ANNy7hrns34Pf75/wMua7LD7/5Ah0nB6lvrgIE9rx4ipbFNWy8dsmcxnh19J/oLexDEbykrD5eGP0KV6m/S2WovnhfjGUMS1lDSZImcGlMw+Lw7k4qaoLFTJRXJTGSob9rlIWLZuazjcYyDPSMEqkcO19B49zJQf79q0+zYm0zm65ZhMejsLW5kUeOnMB2XUzbRhZFllRPbBOfjsPV29vL6Oho2eHc7/fj9XrL89779BG++6XHcWyXcFWAT/zZe6ltnd1Hqs4f4OMr1vKNowdIAyFV5dfWb5n293qrgJiLzVzMJUvj8/mm9WibbR7zcS1+UU66QuE4DhUVFRdlHzBf5aRSJiKbzdLW1kY2m8UwjMsed6ZjTb4Rc7kcfX191NfX4/dfGqkyNpBEGWPxa5JCcyRKnVDJr226ZcIObHxMRxzO834C7j+BMwTYuPJ6XGklaWMA27XRpOL8PKKXrJ0iYyWpUKeqf9a1VvHrf/cAw8PDKIpCKFLcfVmWRXd3N8FgkMrKyjk9lK7r8r2uvTzcvY+CrnOztYJPLNiOIk3dHa5tr2dBfZQ9IwOYDTaiC3XhILZrsSRw4c6bkodNQ0PDBcpbEghBRDHPhz4osPMGnYFUir/tbkfyuoRkD7v7+9jT3Yd8rh/T0BEkGU2RcEUBrwOn++JkC8aE1trJMZDLoo4pMwOIhkF3JsW5c+eAItCxLIulq3OcOuov4U5sC5asbSmP09ZWRVvb1MVFEAS0WQB7IOJD9Mj09Mfxh7xgOmQMg16rwKJxn9vd009GN4iMlX9V2+ah1w4yoncRCgY5dy7L1dcItM9BKbYUvbEUQZ82BlTB51EZHh1EqvkWon0Y8PLYD27i+NE00YoAruPy3LOnqa4N0L4ogqqq5W6wmTYlrusyODhIb0eMiqrQOE8tmf7u+Jzm6bg2fYX9eIRAsa1bd8kWUvz02JP40iu5+c41RCsDZS6Nbdvl95Zt2+V7WJQEbNtBlovaJI7rIsvSrM+I4pFxHHcM2LsM9SexLBt/QOP0iUF03WLn7avZ0tKAJAjs7x9AkxWuX9RK9QUI3IqiIEkS9fVFC4hSlqaUASskTB764qP4ghqKRyE9muVff/9hfvvfP33B5/qaxhY21NSTNg0qPBrKDETTt8KCe7kZkMlZmpK1RDqdZmhoqJyl8fl8F6QPvJXKUm9UvG1AzKUQ9uajnFSS0i+5Gpd29leKMDwZxIyOjpbdei81xee6LotWNbL/pdPFBw4BPW+ycm3rjACmBJwmE4dtYREJ+/NUamlcwQvSMhBEfFIxI2G5JrKgYDkGAgI+aXq/osnnDFMJvHONF4fP8FDXbkKyhig6/HzwOBHFywfaporAOYLFup0S5msRTiSz5CsNLNnk6orl3FKzbtbjJBIJEokEzc3NF+YiCQKW+glk/e8QyNLY4NCjbsMc8BFRi8q12YJBxjTYvm0Bp394EMPKY7lFJdngwhoQioTa2aIxEMQeW9AEIG0YLPL6qKqqIhQKFbki6XXcfO9j9HWp7N0VBAS23byAnfdN3211MSErEjv+x3X8118+TtIwyIRlWm5cRmc+O/lyUOxDKoZhWOTzBu2LG1EUGdO0ee2Vs7S1Vc2p5ABQEfTSOZwod6fldZNVNU8i2adxqQF0jh89TEGsJpYpdv/4HJljHXF+7hklZ+hcVV3Htkgx41AiB5c4CuPb0RcubeLArjN4/VqxTGla1NRH5jRPARFJUHCwcS2RbDqP6BEIBUMYCYdnnzzCvR/YOi2XpgxoBJfr7ljF0z88MGbN4NK6uIb61sis78VQxMe2G5ex66ljWJZNPqPTsqSWQLWMJRfo7OnDslYgyxKbWhrY1FLU9rFMm+ce2c/Jg92EIj52vmsj1Q3Tn2/pnTg5S7Pn6CEsy8JyLFzDxRfSGOlPoOcNNN+FldR9ijKFAzM53iqZmPmcgyiKZXA9Pksz3gC0lPG6EudeygS+XeJtA2IuJSRJuqyMSWlRraqqmtCSeqW6nsZ315RKKrZts2DBgktGxiWQcPU7VjPQGeflnx7GdV027ljCjTMsYrMBJ1EUMaworjIxje6Xg1xT8U5eiD+CMLZY3VB5H5o0e9t5aX6lUt1cCbzj40CiB0kQkQQRj6JgmQ4v9Z3kJl8rgUBgwsN+OtdF19EB+r7Zj98WUGWJ5sVBPvKHNyIJM+/2Sp5ILS0tcy9vyasxxT9GcLpBCKD5KnDcl4qLoOOg2xaaLLPgnUuJnYkztKcTVxbxLW3gbGeCd9+wHE2d/SW+sbaem1oX8ExXJ7guYUHg/StW80jiNC+dOkdQ8fBg+1aq/X/FJ37nu6QTGUYLG8CzjWQqOYEcfKnRsrSeuo9t4LWzvbjAoXyanv0nedeGFQQ8xbE3NTbgjzsk0nGEiExBc1nvrypnBxVFwrYdbNuZM4jZuKiR3nia/ngacGmpDlMX7MClagw1aYQiefS+PKgB8pZNxtT5SfdZtOowsijyH2dO4F2zgTsXLpogQujxeMqGolVVVdzy7iADXXGG+hK4rsuKjW1zLiUJgsDa8P3sS/wHhmOCaiIX6lHTbXjCMkP9SWzLmWAAChM7ngwry8pbMlAlM3xGoaFmCRuvXspIPHZBLay7PrSNhUvrOHWkj9MnB2m9WqOn/jlsx8aqdOg1FtAqTzyXnz28m9efOU4w4mN0KM23vvxTPvn7dxKMTHyeZ1rAFUWhqa0BWZZRVQ/gkkvnERWIxYcJGEXi9cU0JkwXbxUQc6UyF3PJ0pRAzXzFldBWu5Lx/zSIuRywMVsH1Hz5HE2O0nxd16W7u7tMHr6ch7Q0V0mSeO8v3cDdH78GXLfcKTQ+XNct+05NBk4DHcP0nOjFxqZh2fQW6suDm2j0tpOxEgTlKEE5csH5CYJAJpPBtu1pCbyOm8O0+xAED4rYNO21qFT9WE5RaEyWZXBNWqLVdCay7N5zAtuy2NBWx6rWRrJWlsP/0YcoCWhBBcsRGTw2yqFXzrHh2ql+RuN3442NjVOOnzdNTNsh6FGn/53EWlyxeL2WVblsqmvg9f4+AAzHYVtlPYIoQl0VVfdV0xIJY9suZtagNXDhVmVBEPjg8tXsrG+mZ6Cf5S2t/Ff/QR7rO4pPUkmaef7w0JN8af3dtAR/j2AQgpzXpBkcHMSyLHw+H8Fg8JJ2d22VEU4OxXFFodgZ5UJBN3n68Bnu2rgcx3F56GsvENyXxS0UvX9ue+86KvCQSuXx+zzER7PU1UdQ1eLvP9ARIz6Uwh/SaF5SN+0i4VUV7tu+glgqhyAIVIV8UIiCmwMC4Lrcckcnr56uJ6kX7w9XFHEHLMIZgaTXIGWk+YeDTxAKVrC1+g4aQg1l/pmqqmQyGbLZLIFAgI/85k3EhjJ878gJnozF2P2Dn/JL12+hfRJ3ZLpY5L+BoFxHV/wQh/YOEzDWI8gyqUSOaGVgCoAZH45r0av/FMMZZdH6AC3rUvjEIWyjaJVR4n/B+SzO+OslCAKrtyxg5aY2nv35QfZrP0TIqIiWh4bWIHsyP6dWa0ITiwDFsmyee/4EWlhD1GTCfg8jA0m6Tw+xYlPbhLnN9h5sWlLHzvdv5+n/3FUEZJLIg3/yXmpqauYts/BWADFvpFbN5CyNaZrla2kYBsPDw5edpXkrlOguJt42IOZSfpBLKfuUdt25XG7GrpgrqT+Tz+cZGhqitrZ2ZtLoRY45/kXj0abf+ZSE0Px+P3V1dROu99lDXfzo754AwNANPJV+6jYtYziWobYuzK23riYcLgK9kBwlJM9Ntdh1XZLJJI7jTJttMu0BhjNfwnZSgINf3U7U97EJLZu2bfOO2uW8OHyGwUIKEPDLHq7xLeGlo31UBoPYjsOuzhg+TcPGJDuaR/OqOK6Lg4uMTC6TB9eBcWOXiIuTxeFKc//W3oM8tP8IAEurK/nDW64npM2cJhcFgc9u2MyB4UFSuo6l27x2ro/+dBoTm9ZQlIZoUcl32E6VsxQXikwmg55IsK59Eaqq8tzQGQKyB0WU8CATN7IcTPTR4j//u0ynSZNMJhkYGMDj8ZRflHPZkSmSRMDjQUDAsRwyGZ2CbfP0yydZW11DNpnn0L4uNE3E6w2AK3D0qbP8wV++m1dfPUsqlae1tZLNW4qL8pFXz/DaEweRZBHbcli8roWr79owfQeYJFEXPf+c2J5PIBe+DM5wUa+2ohW9PoDUbyLKAiYOrukSP5Ekt9JElrMoksGx9OtknP3siP4Wsf4MtbW15d1taaEYHY3ztdcPsLtvGFWSGEhl+PzDT/L1D91FdfDCO+Faz3Jq65cTWtLLrudOATr+gMb1t84ux284SXQ7jlcq8oVkvMQz57ALC2loaOfo3i5SiRyNrRU0txd5TaVup/HkYFEU2HBdE319ITxWCE2T8fo8pKw4BTuLJvqwLJu//cbznCroCIaBLApsqIkUdYpmAFqTf5d4Ksdz+8+RKxis27GU37hhBenRLDXNlYQqi+VlVVXL9950/I+5dumUQIzp2BxM9JMxDVr9UdoCl6acfinxZi36giCgqiqqqhKJROjq6sLr9ZJOpxkeHkaW5fK1vJiM1y8yMW+huFhib6lt1uPxzNoBdaVAjGVZDA4O0tLSMm/u23OZa6FQoKenZ0YuygvfewV/xI8/5KVQ0Nl1pJ+40k1Tew3dXSN897uv8bGPXXNR7aslAq+iKKiqOu1LYDT3TRwniyLV4boOGeMlvMp6vOqGCR1IQUXji2vv5mCiD8t1WBmq58XDXYR8nrLjs2HZJCzYsWwTuzad4dCucyhBC9WSuenmo1y1+WnkrISj3I6jfpyCbtLX1zdhMRsfr3T18tD+I3gVGVEQODYU429ffJXfu2l2F2lJFNlQe741f2NjA/Fcnm5fLS//9DixoTS2ZdPUVknLgtm7OADi8TjpdJqWlpbyi8cjyeQsA4XivwUEPNLMj7ooilMk6ScLyQWDwSliZ+Pj2iWtPLL3OPmsDgKoisiCSJgnnznG8pZKLNtCEzUkWQbXJZ0uEAx5ue32iS34pmGx9+dHqGqIIisSruNy+mA3K7YuoqIuPO2xe7JJTqVGCCke1lUuxvX+KaLTwfGjo/zoBxmM3kEcXARJwiPI6JZNwbIAHceRWF2fwLC8pMxRjg78nHUN904oaSqKQiQSIRQOs2/gGbxjC4LgOOR0nRePn+bOdSvmvFAsXdlIy4JqDMPC5/egKLM/NwISLudVgDOZNIZpUF/bxHf+4VnOHh8oZvOAuz6whQ1Xt08Q2iuRg0VRJKCECAWCSIh4RA+GU0ASJLxj3LXdB7s5fmaIquoAo0NpTBv298W5ob2eBcsvLCmRzBT44refI5ktIIkiLx7s5ON3bGTzuuk7qGbif4xXrZ5NS8VxHGzX5WunX+FEKkbpIx9dsIkNFfNnkTFbvBUyFyUy7kxZmlLGq9TxNNt8f0HsvYIxk4z+THExYKO0kFdXVxMOT/+yvJRx5xKlDgjTNCeogM5HXOiazYWLYhQMlBIYsF0MBwJ+FUWRqKgMEBtOkxjNUTVHpdbSta6trcV1XQqFwrSfM+1+RDE8dh4iAgKWEy8DmPG7Ta+ksrWyrfxdTZUxrPO/kWU7eMa0LD7za/fykPw0R3Z3sPmqLu68rxOkCAXdQTZ/QDotM5zaQVNT04x8kRNDsQktz15F5ujgVBG7C0XU5yXq89J+bQVtjZX0do3gD2isWNM06+JWumccx6GlpQUHlyd6TnIyGWOJv5Zd8bPkbBNwqdNCbK9qm3Gs8TFZSM6yLDKZTJkT5PP5CAQCZbGzUnxw22ryeZ1Hd5/Apypsr2mgMRBkcCiFI+SRJRnbcpEkl0xGZ+HimmnPz7GdYtv72N8Esbj4WpY97Xx3D/fw5wefx3VdXFw2VzfxW2uu48RJk29+4wyBgJcl0cj/x95/xzl6lvf++Pup6iONNL3tzvbevV6ve8UN27iAMWACpuUECKQCIQmkEPJLTs43IZSQkxAg9GKMsQ3u9rqtt3h7r9OrRl16+u8PjbSaGc2MZnbWJYfP6xUIs9Kj+2n3fd3X9bk+H44MxlB0EZdLxuOWMZa6qIr00V4zQr3fIGeCY1sEqwOTvgcCIEsijiAgiyKSJGE5oIgivb29vHasj+2H+5FlmVuvWMnmlW1ljwPg8ap4vOWfraQ5wrbogyTNKO3eVWyqup6gspSYfphsWsdCZ37NZXSdTHLm2AA1DcF8NkI3+fVPd7Hp8sVlycEFb6fNvht4NfUb4uYwsqCwJXgTrlF7glgiT4CuqvahqDLplIYkibz3D24oKjxPhd3HuomlstSOdhtmNYOHXzzCRctbp/3udFoq5RRvHcfhZHaEY8khGj359vOcZfCTzn2sr256Xco8b7T1AUwMpEqzNIWMV2n32FRZmpkSew3D4HOf+xzd3d3ous7v/u7vcu211xb//Vvf+hY//elPCYfzZdcvfvGLLFiw4DzP+BzeUkHMTFFpOanAf6mUVDqX3UkFTyCPx0MgEJjzl2GysTpOeefrclhx6VJe/uUuquuDZBMZBFHAF8zXz23LxrYdFLWyR2l80JRMJicNslzyYrLGawhiA2ABDrLYVNTSKAQw5bBhfhOnBkboHckf3+92saoln473eF184E9uylsG5P4ewfKB4AEHDMNEsnYiCFfR19c3wZCxgIYqP2JJN5lmmrRXhyq6BpNh/oJa5i+onfZzBc8wt9tNfX09giDw9UOv8GTPSWRBxHRsWv01bK5rIqh6uLp+MT5JxdAMlNGFKGtlGdKH8Ek+wurknA5ZlovlNMdxyGQypFIpBgYGUBSleH0UReF3Lt+A1G3gdsl4PCrJVJZcNs2ateup+aNavvWNZ0kmcixa2sBHPnluktNtDduxcYluXB6VpoV1dJ8aIBQJkE5k8VW5CdWUD5D/5dDLuEQJj6zgOA47BrvYM9xL54FebCBjm1R73SwLBxk2DRYsquOO69cg1sr84GQ3df4T6LaMW3YIuUO0+DdMei0EQeD+Lev4zxd3ozl5EcXmUBXXrl7GoZP9/OKF03kzUNvmX77/HL9z8xouWjW/4rJc/r6k+XbXF8lYebJyZ+4YMWOQ6yL3kR1xIQspGmsW4pfnMaR1IojndJBkWcLQLWzLQZJH27LL2CHUis1cL78Hzc7iEj0oolrcfbe3RhBEAcO0cHtVNMtm46pW3JMEXONhWjaUvJN50bzyAeh0qERLxbIsdNtCLDG/VEWZhKHhOA7duWGSZo4qxUOze6L30lzgzZSJmQyiKBaDFqB4LQtu9qZp0t3dzUUXXTTjTMwvf/lLQqEQ//AP/8DIyAjveMc7xgQxBw8e5O///u9ZtWrV7E9wCvyPDmKmKyeVKgC3t7dXPNHMFbF3fBmnsLOeS5Qb63jjzOkCpy23bECSJI5sP0F9c5ir1rTSN6yTzBo4tsOWSxZSVXUu+HMch5jRi+5kqZLr8Ej5SWh4eJhkMjkmaJoqU1TtfQ9WagTdOgNAlftuZGFxMXCYatxhv4d7L1lNx1AMURBoqwnhd4+diAVBwBFrEEwLBNANHREdf9UCvPXtZQ0ZC91O1y5q59mTZ9jfN4AkiPhVld+/fMuU13EuUM7EMa7neLr3FBGXtxhY9abTbIm0szhYw55nD/Ojf3oUI2cyf1UzN/zpxTyU/gWWY2E7NpdUX8LVkaun/e1CaakwERbKTj09PTiOg8/n4+rLF/LsC6eIxWPoWpa7br+I6uog1dVB/vHr78O2HcTRtvFkMsNrwy/RKR9CEKHFvYBLQm/j8js2suupg/SeGaK+Lczmt61BLcPlchyHhKERHrXLEAQBAYG4rpHQNU72RRE8+Xe6SlK4/uLFvO9D5xSZq9QPs733ISzpMG3Vjaysuo2A3DTlNbhn40qaQwF2nu0h4vNw+7rleFSF53efQpEl/KOtw8l0jgNnYqxbaszI3+l0Zj+anS12yjmOw97EcyzLXUnQs3CMdlLrghpUV54c7PaoJEbSrNw4b1LuSmkLt4qK1/YVNwSWZeUJ/a0h3nnLWn766F4sy2H54nree2flIoSrFzbwqxcPE0/lkGWRrGbwjotWVPz9yTBZliYajeLXLCzdYMhOEHB5iBpZLgq38mrsOLvjpxAEEQebzaElbAotPO+xjMebIRMz0zGMz9L09vby3HPP8ZWvfIVQKMTNN9/MVVddRVvb5NnEAm688Ube9ra3Ff/3+HX04MGDfPOb32RwcJCrrrqKj370o5WfWAV4SwUxMy0nTZUxKfBf3G53xQrAsx1HOZTL/lwI/Znxxyx0XoRCoWJ6bzpIssSWWzew5dYNaJpGX18ftu1lZCRNdbWP+fNrxqjt7ok/ypns7qI+xiWhe9GG8w/2vHnzJqQ9J7uWkhikLvBZbCeBbUvguKcNXkpR5XGxqrV8J1UBtnIXgvEypt6Xb9OWI5iu9wBTk1/dbjd/unUTHeksuu2wtDYyJal3PGbTVVFwTh7P07Gdc27QMEq0FMB0HHpODfD9v38Yj9+Nr8rDmYPd/N993yKyIIhX8mI7Ni+PvMxi32Ja3C0zGk9hUSl1QvYaBlsvqiGXNWhpaSASGUuwFMX8/X7w2y/z+MM7yNppIvPdXPbxCJ2cRIw9Qa1aT8PVLjZ5LkcVJ8+MCoLAmnAD+4b7CLs85CwTQYCFgWp+ltxHzjJgKAeCgO6RWbjxHEfCcRw8OY3LAtfR1HR/RffizMkBvvJ3jzHUn6B5XoR3fe7mYgu5S5Wx7HPPsWU7+Lz5klyhLFeQ689pGfA+jCXvxqXUUu/7BG45n153GJVYGB1jvkxm4/P5iITHZhKqQl4++AfX86sfvEp8JMOmyxdz492Va/+Uy9JYlsUVmxdw2aZ2DNPE7SrPV5sMDeEAf3Dv5Tz84mHSOYPNy1u4av3clQ4KKGRpNE0jEonwiZpqfnxmL9F0ihWeMBd7angiup96bzWSIGI5NjtjJ1gRaMErzV25Ht4cHVLnkw0SRZHm5mb+/M//HNu2efHFF4lGo3zpS1+ir6+PTZs2ceutt7Ju3bqy3y/MRalUik9+8pN86lOfGvPvt9xyC/fddx9+v5+Pf/zjPPPMM1x99fSbpkrxlgpiZorJMiYz4b/MNabqfroQrdulx5wL5V/bdnjp8aP0d6QJRfzc8q6xcuBD+hlOZ3YTkCMIgkjWTPJc9/e4Mvjhsgq80weEAjgBcCZaCMwFdNNH79AfUBfuwuvxYEhr6RyBRKqf+iovtaOdL+PJr7lc3p8nnRriQGaY42kPVzUvoSkwdVdEZyzOk8dPkdYNFkaquXpR+5SKuAUUCHrjOVNDyTTH+4dpkAN05eIEFJWsZdLoCbAgUM3e7YdwHIqZjKpaHwNiL82jbd/iaDdWzIjNOIgphSRJVFVVYZomPsOgrbWZTCZDR0dH0b+oUJbb88opnn54L7IXVARGThu89oM4yz7gsDf5Aq3ueTiOxZnsAS4L34EquslZUQ4kvkbcOIFbqmVV1ccIKgv5g1WX8b/3b2PfSD8BReVPV11BszfIyc4BhLCAbKhgWaSqBAaMPN+joMEkSRJNTZXxJtIpjS995udkMhqKItFxapC//czP+Kf//B1kWeKmS5ex91gP0UQGAVAVmbddcs5AstSDqDf5D0RzD+HYoOVOkMztoV7+BsFAO+3eVYiopM3k6FgFIqwiXF1+w9HYGubDf3LjrO9bAeWE9hRLHmNcWfhcacdTOcxrqObjd2097zFVgsLivSTcwOfDDcDoBjU2gKZpxLUYcqF5wDHIaL/EEE4hCmG86m1I4tSbnPFWH1ON4Y3EXPomNTY2cvPNN/Pe974XTdPYtWsXfX19U36vt7eX3/u93+O+++7j7W9/e/HvjuPw/ve/v9hpe+WVV3Lo0KHfBjHng3g8zuDg4KxE1c4XBfVfVVXLZn8uVCZGN02+u2cH23s7aYvU8p6GOmYrjfSr773Ky08cJ1wTZKA7RseJAT79t3cSGG2xztopBAQEQcSyLLS0BS5tUguBqc55Kg+kuUAmk6Gvr4/GxgV4PCuxHYcfvbKfR3+4g9yxGAICF1++mE/80U1jOD+CIODxeOgy03xj+AA508SOWzzad4xPNW2kLVQzQWQPYCSb5aGDR6lyuaj3+zgxNIIgCNy4dFG54RVRUApua2sbE/T2xJL898t7sRybBstPTjTx+xQWVIV5/+INuCSZQLUvv5u3HQRRQE8bqAkXGTuDT/JhjnI7atTpO6GmQqE0a5ombW1tCIKA358nd47XpDm09zS2beOSFTQLFK/I8EmdYWOQgBQkKOczDiPGAP1aBy3uxbwW+0dSZieK4CdrDrJ75MtsjfwjITXIX2+8HttxEEevtZbVkaNZzCoXgiNgo+DoBk4yV/QC8/l8RCKVcyQ6Tw9hmlZRx0Z1ySTiWYYGkjQ0hWhvCvNnD1zHS/vOICJw6br5NNeV3yDFtF8hCspoR5EL29HQ2EV/vxfTNIl1X4NY9RqimEYy2ziTWE5nY4K2qtdvwzVZlqbUDuFCLdw5y2B/4gxpS6PdW8c87+RWFOWyIJIk0VxdR3OujqSZRXYUBnNxlrq3k00NYyr1KHIMy/oaVd4/QhQm8q364il+tvsQQ6kMjcEAd25YTo2/vHDnm6GcNFeB1Pjr6XK52Lp16oB0aGiID37wg/zFX/wFl1xyyZh/S6VS3HrrrTz66KN4vV62b9/OXXfddd7jLMVbKog5nwel0M2hadqM+C9zBU3T6OrqIhKJTNAcKeBCtG4LgsC3D+7mhcFeavwBDo4M8lfbn+XLl15fdDqeDpZlc+rMEJm0xsvPHKGq2lPsrhgZSnL6aB9rNrcDEJTzcvlZPY2WNRDcBvWehZPeu8kyMYVJsxL+y2wQj8cZGRkZYyFwciDKbx7bh3EigepTsRybV184ziPzarnjPRP5Lj/v2IfjQL0nPwkOaikOSRmWejxjyk5+f16ddDidxXYcvKOdXvUBHyeHJzedLJCvNU0rqxT84vGzKJJI3WhWTYnJXFk3n62LztWxl25qZ83lS9m/7RiCKCDJIve1v5uXpOdJW2kcx+H6mutpcDXM+loWauqKopTNbIwvy51ujeWfc11GEmQyGYNIi4QiKDSo50o+giBgOSaGkyRtdqEIeeK76HjQzDTR3EkafXkirljym6Ik0p6EM24LTZURHZvaQY2FkWo6Ojqorq6ecQbWF3BjWTaiWLAdyXsReX3nsmJtDSHaGtZNfzBBymsSnRsxPl8V1ZFWDNMkfuIwgezFSKIEsoxpGkQzmdc1iClFaZbGsiye7+jgqdOnMUyDTdXhoiBnOaG9mUK3Tf6z8wm6s8PF5+iexstYG5xf9vOTlXJkUeLm+o28ED3EgBZnSbiZ9Z4cirAQ07TQcjKW00suvQe/d/2YbrucYfK97fuwHYeGKj/RdJbvb9/P/7rqIuQyatJvhnLSXGZiZnr/vvGNb5BIJPja177G1772NQDuuecestks73rXu/j0pz/N/fffj6qqXHLJJVx55ZXnPc5SvKWCmNmiQIb0eDzFXeJcoNKHt0AOLaf+W4p8K6k5J2OD/G5pZGSEV4b7aQlVI4sSfqA/k+LIyBCXNE7f9mhZNg89/BrHTg4gAkPDKcJ4CATyu2wHxsjEV8l1LOIqDuR+g+pRCbua2Ri6fdLjG5rJgRdOcMrVx7zlTcxf3nxBA5hCYJDL5SYEBrF0DnMoC2K+tVd2JDTJ5uj+7rLHylomcok4noRIxjLKlp2Gh4cZzubIZLMYHjeKopDRjSKnYjwKgYEsy2WVggE00xozqUqiiD6uFVkURd73Z7dzcm8H2VSO5sUNhOuDrHdWkzATuEU3HqmyYLYcCtyyqqqqoknoVBBFkSvetoaje3o4vKcLVQjgDcJtd69ENON0Jo/RMWBhGBbheolIpBFJcIMg4GCRyliMJNPIisZ/v3iI91y9iKaasdpGiipz5z2X8G8vvkgmnMOTgK0r2/D5HWpqaooZopmgZV6YS65cysvPHcW2LERJ5O33bKIqOPNrV+O5n8HMf+A4BgCyGKZKzROOTcMgIkpkZImIP0BO17F1HTMe50xOm+Dv9Hpjd38/Dx47SlBWsA2T54eGmDc0xNq6umLJqZzQXqU4lu6mJxelzh0C8lmZxwZ3zjiIAQjIHm6q21j8XCz7M0RsXC4Xqqpi2R4UIUQ2k2V4eBhJkvD5fCQth4xuUF+Vf07CPg/9iRSJnEbYN/F+v1nKSXMxhtlk2D7/+c/z+c9/ftJ/v+OOO7jjjjvOc2ST4398EOM4DmfOnJmxqeB0KHBNpppIJuvImQxzWU4q+D75fD5cskwJ5zAfeFQ4AXZ2RTl+coCGuqq80NbqFk7uPoNHdWGZNg2tYRatzHd0FCT6w0I772z/S2xMZGHyTgxDM/ivv3qIk/vP4vbkJ+W7P3kDay5fMqsJcDqUBgYtLRMtDJqqq5B8CrqVJ1Salo2CQE19+efmitoFfDP+CpIgYuNgY7O1dn7x3wtlJ4/HQ21tLU26TndW52BfP6ZjYykOt69YPuE5KgQGgUBgSvL16pZ6Ht5zBFEQsGwHy7ZZXD+xRCIIAovGiY1JgkS1cn6qpoZh0NXVRU1NDS6fh55MHLckE3ZNXayUZYmPfvZmOk8NomsmLe01eLwqiXSGp3+YoXsoioBAlVzNmrenWLEoyBL/uzkU+y5JLYPqEslGl5CK1fCdR3fxp++7asK93LkwR6fowrBsMoLAS94cv9NYj9838wAG8tfwo39wPRdduoiB3jit7RFWrZu+c6McajzvRxEbSOkvIolharzvQxKDxZbXD1+0he8dO0RfOoUkCLxvzTo2NjQVydMFf6fSLN/5ZJYNa5Bo7icYVi8ueQFh991IYvmW9n0D/agApkFNKERMy3FkJMrm1tZi2alUk8ay8gFpIqHh97vw+6cu4Rv22CBcESWSpjbp5yvNQAiCgEe5jYz+EwRHxMFEkZfhdy0n4MvPy4ZhkMlkyIyMkEylcAsOHpcLClpUkyhov1nKSXNRXXgzBGQzxVsqiJnpgxKLxTAMg/nz549xYp4LFEo/k93w0jbm8R05Ux1zLoi9BS2W5uZmNE3j7a0LebDrFIooYTgWLf4qVtdMTWgrQNNNxJJsyPxVTaRyGS7auJhQxM8l1yzD5VYwTZOOjg6CwSDhcDifXp7m8Tq2+yzdx/sJ1Qfw+3zksjq/+o/nWHvF0orvdX80ySMvHWEkmWVpWw3Xb16Cq8xkU8jGBYPBSTMGTdUBPvKBq/jXv34ELZ5DlSTamsJlS0kAVzcsxHAsftNzFEkUubv1YtZUT65q6lJV7tiwhpa+Lv755HPkLJ1DJ7u5bnAedzSsLBJfe3t7qampmdZ2Yk1LPQ4Ou8/0Iksit65ZTFrtYlu0l6BczXL/KhTx/MwdJ0MulyuSxFOCxf8++CQxPYuNw3X1S3h788op76EoCsxbNJbrcLJzBCsTYP28fDYulsjw6xeO4JUNFGUl3sQH2HdiN361huxIO1U+kb5oCsO0UUuE8zKmzi87D+NWVTzk732vleV4Ls6GWQYxkJ9/Nm45/04bQRAIuW8k5D5HyE0kEkSjUVpbW5FlmU9v3EJS1/HIct6PinPk6aqqqjFZvmg0WuQgFZ6hSt8f28nRn/4qppVkOCaimdtQpQ5WNX8Wd5ksoWSYZHI56mprR/WRLPxK/nOlZSdFUfL8o+4o3/32S/R1jmAaJpde3M7d929FkqWyc+I8T92ozksGl6QQM1JcHFo64XMFzKSU41a2IIm1mNZZRKEKVV6DIJybKxRFKZKvb7MFfrP/OCNZDdM0uWZRC7l0CglfWQHMNzqIsW27IpuGSo7z2yDmTYBS/ovX6z1vp9RyKMdfOTowRHc8QZWiUG3pVFdXV9zGPNkxZ4JymR/DMLiyvoWF9Q3sHxqg2u3m2raFeOTKrkl9XRWyLJFM5fC4FYaH06zc2Mydv3Np8TOlCrwz8XvSNQNhVDPEAWRFIpMsr95bDsmMxr//8lUM08LrVnlx31kyOYN3Xrt2zOcKC+5kFgKl2LpiPuv/88McOdiNIogsWNYwhvdQCkEQeFvTUt7WNPkkOx6iIPD9np3Yok2Ny4/l2Dyb6WarvBRSKRKJBC6XC8Mw0HV9SodpQRBY19rIutZ84LQ99iKHRvagCi4M5yjdubPcUHvbpO7cU+HJ46f4xcEj2I7DzcsWc8uyxcWJutApVVA0/ubR50gaWerc+fN5ou8oS6vqWFo1OSGzHDTNHLMYaLpFImXhC9YS8qskNYeu4zECHhWPWyer20SqPCiyiGFZHBoYRLOsIgHTsW1sx0FRFCzHxrgAViGlMCyLrkQSRRRprppcuFK306TMHhTRi19qIhaLkUgkaG1tPccrEQSCUyh3j8/yFSTmp1NWnjjmPiw7Tle/Qiqro8ohNOkET776GjddetGYzpyhoSE2hsOcTKfoTiYREAi6XVw9f37xMwf6BtjV2UPA7eLaRe38+Ec76Trej+g4SKLIk08fpcorc8M9m8fYIRTGGFb9PNB6PY8O7CRp5rgivIpra9aOH3YRM+WjKNJCFGl6rZjLFs1jQU2YeFYj7HMT9riK19c0TTweT9Fo8c2Aucqg/DaIeROg4Mnj8/loa2ujq6vrgpk1lh730UPH+cHufZiWhaEbXLt0IR+bobTy+ZSTCqUcQRDGZH4KL/jG+mY21s/cSyQU9PLOuzfx+JOHSCSzrFrZxPy2c5NrQe+mtbV1xnYJ85Y3IasS6Vhe3Cs1kmX9NSsqnpS6BmJkNYO66vzuuj7sZ++JXu66ejWSKNIzmOC7j+7gbKqPwBKLjXILl0traHRP3Ynj8ais39Q+o3OpFI7j0JWNEVbzC60kiCDA8fggw1mZpW3zqPf5xnTzlIrsjVnkcwbbnjpM5+khAjVuRjbvptZbiyjkM3oDRh/D+gB1rkbSZoycnSYgh1HFqSfe7R1d/Puru/GpKoIA3929D7csc93iBUVCdGmnVGcmRlDxnDsfYEhLU3lol0d7cxhRFEikchw9OUDfYBKXS+b3/+ZBPvORa1m3vI13Xm/z8AsHiac1ZAmuWtXK2a4uvnX4OKfjCSRRQJEk5lcFOZWJokgyWdOg2uVhZWhmQdVM0JmM8fknnmUolQUHNrc287krL0UZDUpylsah1ClSRj9J81FUQcPBotpeT715Pa2tree1eBT8nSpRVi6FIKgYlkkqY9MSTNPk60IQdF7oPUAyvYZQwFOUhTBNk1ULFtDW0sLR4SEEBJZGIlSNvvcvnO7gKy+8CuS1i544egrPQArBdnCPlpEM4PDODm5+99aiDk6hhbtQEml0VfPheW+jElxIUm1TKEBT6NymrHB9x0v4G4ZBLBabsdHiXOKNJPa+0XhLBTHT3aRsNlsUAytkBC6UWeMY/RXd4Iev7ccnSTgCuP1+Xuro5u3xBC2hyjsKZltOKgjYlZZyCpgLnk1zUzUfuP9c5uXEiRMzsi2YDNV1VXzwC3fys689TmwwweKLW7jkjpVkMpmKrORlSSpOhIIgYFg2siQiCgLprM4///A5knKM+JoOhh2L7q4OXk0e5NML76XZPbm8f/4e6EDlaflKIQgCrZ4QfVqSKsWNZdukczo/2H+EgOzHOXOady5fwSVtJln5MBJuRHsN8bg1ptvJ6/XyyK+fpF95Eddqh4HuRgY6ooQXRRCVUTsGR8ABjiRfYk/ySRxLIDXg4qLIraxpW15Uzh2PVzq6kEWxyAEwLJuXznayrrqKbDY7gRDd5g1xJhWlxu3Hsm0coHYaXkw51NcEuP+2TXznoZ0MDCdxu2S8boWMofPFf3+MD/zhaq5ZuYa1ixtJZ3WqqzyossTTx09ydGiYakXGwSGd1akRfCybX8f+kX5afEH+YOVl+JW5FTkr4Ln+E/zFM8+QituIEjS4q3ils4vHjp3gtuVLSZkZ/unUd4jqcXJ2FEmwubEmgMvS6Gc78+sumdOFY7yysq7rpFIpent7JyhPK2IjbmkTTcEHWVHdA4Bte7huxQ9xhLU4zkb6+/sBil1IQZeLzU3NpM0MB1OHyKVyzPO08r3d+/EqctEgczCdoSYIRpeNh7wAIA54VAlJkorvVrkWbtM0ixmaqa7NG8HhGC/hf/r06WL2v2C0WMjSvF5lprkKPuaKW/N64i0VxEyFWCzG8PDwhIzAhQxiCsfNaDq6puPzuPB6fSDkO0XSujGjY84m4CgEbg0NDWW7Li6EgJ7jOHR3dyOKYkW2BZMdwzRNWpc08Ol/fj9AWVXcwg6y3Ava3lRNe1OYk93DSKKIZdvcccVKAPYdOUU2p2OvSSII4LZdGFkbzW/wzNAu3ttSXiDMtE6TzPwdlt2PKNRS5fsMsjS1jstM8ellV/HXBx8noefIGTpCWqHeE8KrqJi2zfcOvoqpHqfer2BjMCwcZF39x1CEhiIP4kzfEQbqfobLJSKi4F01gK+vlv50P5FANTk7R0ipRsZmV+w3aFE3z/3ARzIm8JjzFOuWnOEzn3zbGC5JAX7VhVXyHJqWhWAYGIZxjhDtpMEZBqGG++Zv4uvHX6A/lwQHbmpcxuLA9B5Q5bCgJcLlG9o5dKwPRZbI2TpJQ8fOwN88uJt/i+zn27e/i4bIuR1yznFwJJtecRDDNBGQkLUwn6xahbdhJYFA4IKl/Ye0FF89sQ0jB5KYV0oe0JJUyz5OjcQAeHZ4B0P6CAHZh2VY6I7IjhGdy4Miiqyi2ZO32c8FVFUlHA4TDocnvGMulwu/7zY87mcwjCiG5cWyFPweDVV8nM7eJmRZpnaUA1NA1srxUP+vSZtpoimNhzOvcHqkmlpPFYwmIwTg0iuWsP30HkZGMoiSQJNf5opb1405VjmhvVLTyqmE9uZ6bpsNRFEcIyGQyWRIJpMMDAygqmox4JkLzspk+G056S0Mx3Ho6+srEnjHR5EXOogxTZPYYD+NVX6GNR3VsUnmdLyKQktwZt1QMx1rIXBra2ublDsx1wJ6pmmi6zrhcHhGYmEFTCVgJ4oiHq+Po4MJ+uMGEUNknniu/TEQCIxJicuSxPtv2sS+kz0k0hrzGqqZ3xDKi5l5XMiKSk6wwAHHyU+qkiCi2eWDS8fRSKS/gOPkkMR6bDtBIv1FQoF/QxTmjhje5qvmn9ffwb6zJ3EpLv5p7368o+RIWRTR7TiaUYV7VB49bfUxrB2l0XNRkQcRc+1HTtg4mh/TcXB0G58SZ5FwNY6SJShXs7ZqIyd7D9N7JsqhJxuJ9jvIioMoCxw63sejTx7gjpsm8g1uXbGElzu6GEylwQEJh9uWLaKhoSF/z4wXkHNfAhwQJGrdX+QzK64jqmdwizJB9fwChoVt+XKfadkkDQ3bAMcDLlVkKGryt889x/+56dbi5xuCboaNGC4nb/6XtBxcdSna2tqKLsjFBXu0m2euFpSBXF7c0euViI2YSAJYTl5DZsGoIWjMSCIyulALKtgaWVtCUaW8I/w0fk1zifHK0wX/K78SRhZ6cBwXHpeMW7FIpjOoqkpNzcTya2eum6SZQkvL9A1pqKqLquoMHb3QWl2FA6iyxNVrFnH7Py7lqed2s009TjTo8EztGZpyTdS5y2epxwvtlf5fIetaav76RpJqxwdRoigWN16lppV5qxa7mKWZ6xb5uSwnXchg60LgLTXa8TepwH/x+/3FCXY8LmQQk8vl6O/vp6Ghgc/f1MA3XtzBiaEojcEAH9t6Eb5JNECmOmbhpTDtBDnzKAISHmUVonDuWAV11FwuVzZwm+yY54tC1kdRlBkRlgs4135pIAg5wMc5x5/8v//81YPsOdOHS5HQTIvNC5u5fdPyouprISXu9/sxdAEckdXtDbhcCoZh0NHRQSQSoaUlwMazI2zrjmIsHEFwHEJBN47gsCW0suz4LLsfx0khivngTBSrsO0ott2HKM2d/4thGAx097K8tplAVRXhoyeI53IE3W5ypgkChEvjAKf4H0XIkkxVyMtI9+jkJThUBXys9K1ES+bbbw3J5JWHz+KscsgmVUQRHGwEJHDgbFd0wths22b/yE5WLewkm5WosVq5csE6ljSPLrT2CHLubwEBBBc4GnLuL3F8P6beXTmpeyrMbw7zv95zKV///os4JtgusJfmFy1BcjjRHx/z+Wq/zdIWndM9brKWwPw6mfY2DQ19zIKdzeXIpNN0dXUVSy7TGTJOhzq3HweH2kaZXM4ml8tnDS5pa+HmpYsBWOZvZ0fsAKZtIpgBHMGk0W2gO1mWBu4kpOT5V3Ejwa8HnmXIGGGxr51rIluRxQs3RQuCgNvtzi+o5v0o2T/HZRvYdg7DFBnJXYM/5Cq7O3ccQMgr23pUFUG0Wdhi40uHQBRoCwd574bVNAcD6LbJwaVDqKaXWsXLoJbgm6ef4U+W3oo6zfmVUw4uBDSmaWLbNoZhIEnlu50uNKbi5AjCWNPKQpYmkUjQ39+Py+XC5/Ph9XrPO3CYS8Xe35aTXieU47+Uw4UKYnK5HJlMhvb2dlRVxQ/82Q3np0RYyJroVh9diS9i2QkcHFzSPFqq/hxJ9I4xrqxEuG96b6LKUErg7e7unjGhrjD5mMYJTP17IGQRhGoU1/2IYr67JprKsq9jgMZwAFEQsB2HXad6uXrlAoJedzElbpomj/1yNy9vO4GDTSDg4Z73XIQoGzQ1NRVLB+++fj3rzjSxO3GUE/JJ/G4X19VuYmVV+YBEFII4ODiOgSAoOI6Jg4UgzJ2+UKFTqqGhodj2/4cXb+EfX3mZoUwaSRT58LqleNzPoNk+bMdAFr1Uq4vHHKfBvYbqqqdQlASGbiPJLi6uvZdmf9OY9tu+o2lkYyH+mjTpmJLPrJhuBFGgvW1sJs1xHL7w8s95vrMLYfR/v33FCzTWbyh+RnB6cRAQCkG14AInB3Y/SHNHhr5q8yIu37iAv3j+VzxxsBtFIa9yaws0B87dD8MwiPfHaGsSWdvuRRQkDFvHcBRco+3lO/q6+fudL5LQNVaEa/n8xVcQUlRSqRRDQ0Mz6uYZjxqXn99ddBlfP/ECTQtELF3iY4su5brWc91cG4MrGMxFeaxvG0gCV1Zfwe31W3BLPuRRknXWyvHVM98mbiaQBImz2S6G9Sjvbr5jzq7pVHDkdRieLyHqvyKdSmEqtxOMrCpeo/H+V83uBjyiC1uKYVoComRRqy1AVTxc2tTERSvn4Q96ePr5I+w6fZaDDT0sqq1DVAVCqo9hLcmwnqJxVNSuEpSWnWzbpq+vj+rq6ryy8wz9neYKMwkeJsvS9Pb24jjOeWVpfkvsfYthZGSkqKkwXUfMXAcxhfKVpmmEw+EpW2BnisJDOJT5PpadQpHy3RSadZq49iR+6UY6OzuntC4Yj7lo2x4aGiKdThftGmYaGJ0j7SUx9W8jiF4EIYxjj2Bo/4Xq/hMEQcK0bUZpBcDofwuMcQcG6DwbZfernTQ1RRAlgYGBGL/48U7uvG8tw8PDxYlClmVWLmhgJQ3AuQBT10x6O6N5y4DmEB5vQeciiM/9QdK5/wBHRMDG534/Q5qbwWw/A8ei9B0axud3c8W1y6mOzIy8WugWGW/i2BYM8k/X30AslyOgqqiSxKBWw5B+AEXw0Oy9Arc0VtvGI4W4NPL7nM28iOFkaXCtoc61jISm8dVdO9g3kG+nX7m+iegOkSURgZQQI5V2sL0Ca1Y0cNM1K8Yc88DQINs6+/DI+ett2SKPHq3llgW7WBa4JX8vhToELHBMEGRwDLoMgZcH/hHdztLgXs2W6o+iiudffpMkkc9fdiOnBn9Ox3ASSRAIe7z80ZV5knnB1Xtp42KymsnL0Z0gCIgI3F5/A5Ig0Z1K8MVXnkMSREKqm8PRIb74ynN85eqbZtXNUw5X1y9mfXULUT1NrStAYByB2DRNlmVbuGzhJ/D5fUXTzVKcznSSNFP4pPx1S+Q0nunbyZlD1Vy3dBGbWiszqjwfGCynayAvsFgQBi0E2uP9r7xeL9cFrsBTu5/tZ8+gJsIMHnMY+M0Bkt6T/Np5nqWXLCTlEgnW5DucTncOs6S9DtklYePgkWY3dxY2csFgsDgPTia0N76Fe64x2+BhfJbGsqxi6bM0S1OpkOFcdWn9VuzuAsNxHHp6erAsi/b29ooF5OZKyr8gmOb1eolEIsWXZa5hWEOIwrl6goBCOttDNNoxrXXBeJxPJma8YF9pDdq27YpfrsL1FxgBTARhlIAshLDsbnCSIISI+L00hwN0RZME3CrJrMb82mpC3rEqn7GRvFOwKAnkchoet4SWE1iwYAG6rpNMJunq6gIo8mgKAmDZjM6jP95BdCgFAvgDbm591+aigaXHdSuKvBLL7kUSGzgY8/CjUy+TPBRn4Nd9+FUVv6Sy46WT/PEX3k4wVNliPTIyQjwen2DiWIAsitSUCDLWuddR515HYjjJQEeccEOSqsjYjKNXCrM88PYxf/vnHdvZNzBA2O0mreu8UJXl6tV1DBwcZE0gzPo7lrJkdQNu1aGzs2OM6mtMyyEKDg42kigjCJDTBQyr5PkRazBdv4+s/TOOYxOzHJ7NhEBIIyLTnd3Ny87XubLmDyu6LtPBo6h856572NPTT84wWdlQS9jrKZp3FgLCrd6NLPG1kzIzhNUQVXL+GTs2EsV2HHyjnVZB1cXRkWF0yyqKyI3v5inwRHp6erBtuxjQTLVDDqkeQmW4QIVAq7GxcWrLEUHAGT10WjeI5XJIsoAsivz8tcP4VJUVDZWTpXu1Xob1IaqVaporcCcvqC/X1tbi9/vRDJNDXQNYtsPy5lp8bnUCeTWVSrHRWcTC+vn0p3Qeee45aqt8eH0uTMPipUf2seWejfglD8uNFvbLHXSnY/hReVv9GkLK5O+OZnWT1Hfj4BBQ1uGW8+rIhQCmurp6jAJ7OaG9Qtv2+BbuuczSzFXwUOD8lXKV0uk0PT09OI5TfD6nKn3OVSbmt+WkCwyPx0MoFKr4hs1VJqYg6FawL0gkEhjGzLqPKoVPWUM0+wtEwYPjmBhGFjtXz4J582asQzATYm8yp3FiKIoqSSyoDtLb000oFJrAf5mMZxNPZnn5tdOk0hrtrRFWL21EGB2DIAg4dgCEfLkmZmTpzJxBFDJ0JndwXc1l+GQP7718HU/tP0n3SJIVLbVcu2rhhFbgSI0f23FIJlPIsoRhirS0hsfsbmpqajBNk1QqVRQA8/l8nDo8xMhwivqmEADDg0n2bD/F5Tec48nIUjuy1I5hW/z8zLOEXR76t3fgcsvkZJs6v5tELMvenWe4/NrlnD3aR8/pQVoW1dG2eKyRYkFjQ9f1siaOU2HPM4f4wZceosCHufezt7P+mvJ8HgDTttk3OEDNaGunT1XRsllW3ryMD3zg6lGV1LEcpFJvJyWTRrTdmIKBgEXGEKn3myzwXzz2nNSbMeSLEJw+ejInsIUHUUbLSzIuerV9FZ/jdHAchz3PH2PbYwcQRYHAbetQVtczNDQ0xrwToEYNU6OOfVaDLhcO5xYb3bbwyDLKFPeh8AwVNiqzlfrPZrP09vYWA61kPEsmlSMQ9OL157M1A+k0Pzt8mGguhVjtJuVkSBk6gmQRMdrxKi6yqsWx/uGKg5iXR17i6eEnEBBwcLgifBWXhycvdWe1HN86uI29xhCBmJt7mjbww18fpGckAYJAlcfF3957PXVV+SCvXFmkunOAR0wL0SOf46hIIomRNMEaP4u0JuyYwLr5Layd30q7b/Jz0axe+jPfGy1ZCmTMQ9R73o1MM11dXWMyRZOhEhfuucjSXIjMRSlXafwzqGkabre7yKWZ64Djt0HMBYYoioTD4RllFuYiiInH4wwODo4pX10org1A2HsnphMjkXseQzdxObfQ3nrbrB6uSjMxPfEkf/XrZ0lrOqZl0eR18bm3XUW4jM5NuWNmsjo/fuQ1NN3E5ZI58/JxUukcl25ccC6DI4aRldvJ5H5GX64bjyTTbV3HgJbkmaEd3NpwBT6Xym2blk851qaWEOsuamD39m5UBarDfm5/56YJn5NleYxAVSaTYXjwBJlsmng8H/AoLol0qrxKsG5ZmLaNW5KxLRtBFEFwsEYdiA3T5qdff5pH/vN5bCv/t1s/eDnv/MQNwFh358lMHCdDOp7hB3/3EG6fiupW0XMGP/zyL1m8oR3/JNkfSRDwygqaZeGW5Xx6HfCrKoo68VUvqL663W4cx6FZlvnMhsv4P3tfJqlnaQlIfG7zFXilMuKAYi0OtahSXrm1ECTYWKhz2Mm156UT/PTft+EL5Mf43//yBLe8fwNX3LCp7PtwINrPT04eImeZXNe8gGua29na2MpLvZ2j5wyfveiyiu9FOan/ZDJZ7JizvQkycheq4qHRtQqfnOcZFXyQCoHW4dc62PbYfkBAlATedvdG/E0B/uiJJ4hrGoooYvXUcskKCY+QJB130yTn5QJ108LrqmzzkjZTPD38JC7RjSRI2I7N89FnWRNYR1AZ+y7btoOua3zr0PM8njqLT1aJZXL8xROP4x70EPF5EQSBWDrHd55/jT+69bIJv1fYOLTNb6Yq6MfQDWRZJJvJ4VJFcqZOZ1f+Wq1sbeHWpWuR5annsZSxH5BRRgn2hh0lnttFZtAuZopmgpm0cJumzc4dZ+jpjlNb72fLloW43ZNf+9fDN6ncM1gIagpZxNLOrfPBb8tJb0KcT7BR2gVU4IPMxXGngyio1Lg/RGbwOqr9VdTU1M764az0e99+dQ9pTSegKmg5i650jl19g9wwSRAz/tx7+uOkMxr1tfkXTVVE9h7u4bJNYyW+ZeUSorqfQ7kX8CnNGPioVhy6cgPYjl3kCziOw4FYP1E9Q6OniiVV+YW0kJ6/7sZ1XH/jRWg5g2C1d4yTdjkUdo+r1i2i+3Qir8+h6fR3j9DSHiAajRbLTgV4ZYVGb4CBXJr6jbWcfaYLQRXRbQOXW6a+xsd//8U2JEnE7XVhGiaP/Oc2tt68loZ5Ebq7u8e6O9vDiNYr4DjY8hYQJ1cOTgwnwXFQ3fnxqG6FXDpHfChRNohJWylyVoYPrF3FN3btIaXrOMCGhgZW1U4t7NfT04ORM4l3ZQhbFt++/B34a/3o2XyW5vTp05NmIFo9F3E09WtGjLPYtoUkyGwKfWDKe1HAcO8Irz25H0EQ2HD9aqrrQxM+s3vbcVweBbdXRdd1BAH6TqbKBjAn4lH+audzSIKAJIp8/eBOAP7s4svZ1d9DTMuxuDrC/KqJv1MJSqX+AfrTJ9gffxw7I2LbJmfkPawL3o1i+xkZGSn6ICXjWbY9tp9g2IeiyuQyOk/8/DUabl9APJcjMlpG1C2Z/cfh/1x/O998cRc9qRQODmGvhy3zpy8JAWTsDAJC0WpCFEREQSJtpYtBjGFY/PS7r/DK80exbIu+e8EXcuGSZFzAYFZHcM5ZQCiSyEAsNeXvSrLIRz53M//2t4+QS+sgCDzwRzfRvLSGMx0DWKZOc2MV8XhsWn8nIU8rL/5v27KIxqO01dVNaxtSCSbL0liWxS8f2svJEwP4/G5OnxmkpzvGu+7dPOn88nov+uOfQdM0SafTWJbF2bNni3YIMyWoF/DbTMybELMNNgq1V5fLVbYLaK71V0qPW2nn1VxiIJFCxsYwdHx+H7l0lqFUZtIxTtRHyP/Nse18h4/NpC++W2okbtcgO15EAbK2RkD2jglgvnNqN8/2naRA8713/houC7XQ399PU1MTbneeJ+Pzz0yFdf7iei67fgW7XjyJ44hcc8tGVm5oJZ1O0dfXV1Q0DQQCuN1u3rtoLT8+fYDT6yxapWaqOgVqgj5uecd6MiNpTM3EF8wvQrIio2cNuk/1Y4iZsbtGuwc586k8/wcQ9e9gev8/EMtrhIRqg0iyRC6t4fa5yKU1JFmiKhKg48QAhm5S31KNv8rDkdQ+Xo09CwjIksIfXXoNsbRClUtlQ0MjkihiOw47h7oY0tIsCtSwJFiDZVl50UJb4olvvshIfxxBEFFcMvd+5jYa5tcWa/SlZoOl5QRVVbmu9s/pyG5Hs1PUqUsJq2O7lDoywySMHE2eEGE1vwj1nR7gr+76J7LJLAA//z+P8pcP/iF1bWMDO7dHwTJtNC2H4+Rby93e8oTQF3s7sByHsDs/wQvAbzpPcH3rQi5qmLnlxnTotw4Q8ERwSX4c2yGm9XB6+DUCuUX4/X7S6TQ+n49MKgcIxWyY6lE4NRhj5FQfhjl2DnGAGr+Xj1+5mZNDUUQEFtWGK5ZrCMnVuCQXWSuLW3Sj2RqKqBApKbP95qE9vPTsEVweCZ/q4kjfID7FwVWVf1bVEDAClm0jCnmTx1Vt5Q1jY/phTqa+h+EkiTSt5y/+7Z0kouaYkllT42hGpUJ/J7+yhpSxD90axLZtkskRWsO3zUkAMx6lWZpEIsvZs8PU11eBAF6vQlfXCP39MRoaQmM+X8Ab7WAtyzKBQIB4PE5ra2sxS1PIFBa4NIqiVDTO37ZYvw6YKVF1NkGMpml0dXVRU1NDMDi5INOFUIsskGln40V0Pr/Z6nXROTxCU3UQy3awHYeldeUzBeXOvbk+SKTaR+9gApcqo2km12xdXPb7NWo1NWo1J9KdBGQvbsnFLXXnUtXd2QTP9Z+izu1HFAQM2+IHJ19jXovEorbZWRyUYuX6eaxcP2/M31yucLFLoJQD4fF4eHfzMjyLvcibx77c8So3qltBz2qoHhUtZyIpIo5q0NjYWAy0bHsEJ/VxRM4CLgSxHsFJImnfw/L8cdkxegJu3v/X9/Cdv/wp8aEEsirz3r94B0/94jVOHupBFEVUt8JNH1rLduFZfHIAWZDJWRlOmM/yzvkfGhMU/t2+Z3m+/3Ren06Ajy/ZwkrHQyQS4fC2k8QGEtTPy2dsYoMJXnhwB3d/+magvNngeG+nev8GPL6xMuuO4/DDzh38uu8AoiAgCgJ/sPh6VgabefCfHyOXyuGtygeAmUSGh77yaz78D+8dcx2uvG0d+3acJDaYQ1ZkvH43l920uuw1U0ZtKAqwHAdFfH0mZEEAy7SQRInFixcXr1FXVxe5jI5uaKQSGXwBD8+d6qYvlyV4wCLmyWLZNkGvG800uW91/tyq3C7Wt0zuiD4ZFFHhPU3v48e9PyRuxAjIVbyz8V5c4jly/P7XziLJ4PV6EAWBtmM+Ous0RD2Dg0Njq5/N4UU8te8UOLB1SSv3bl0z4bcyZg+HEl9BREUU3PRrL+Jgs6T5g+XHVqG/k6rU0+B9L7HsLoZjQ7TV3EnQN3c6TZMh/+wKiKPkX0HIByiSJBWJwaVCe4V58I12sC5kg0rf05qaGgzDIJPJFGUEKsnS/DYT8ybETIOYZDJJf3//tF1AF6J1u2Cy1t7efsECGNOweOnRvRzecQq3T+Xy2zeAW+fejauwVRe7O3sQBYF71q9kQ2v5SXR8IGlZFqII73jbGg4d7yOd1WltDLGgdWIQZNgm3+l8hDPZXkzbJG1pfKD17TSUmDJmTANJyHsgAVi6gWmZ1DY1XnA1yfH152w2SzKZZHBwEEVRit1OsiwTDPv5yN/czTc//1MyyRySLHLdezeyceuaIuHUcRzS2b/BbXVjAw4aotOFJNaBE59yLEs3LeAvfvL7nDrahw5EoxlOHOimriWvjZEYSfPsMzuRrxGQhfx1cUte4kYU3dZwS/nn92BsgG39p/FJ+d2Ybpn8f4de4OdX3EeV308uk8/yFKC6FXIpbdJxKYoyplNlvIx9IBDA5/NxJhvlsb4DBBU3kiCStXS+cuJpvr7hvSSGkgglmTpREkkMjy1ZWJaFJWb48J/dRMfRKIIgsPaSBYTrypM6r2lu59cdxxnMpBFEAQGBdy6anAh9vmh2reNQ6hFsxyCdSeE4AkubtiBJeW8gt9tdJJjbd0g8+fPXONY9QI+p0T6vBq/fg9dwcTKRYGlrhK0tLdy46PwtLhpcjXxy/qcxbANFHMvnSCQSuDwCcO79CvTJvNtaitLiwSMpXNuwhGrVy4ev2oRpO7iV8u9cwjyJ41jIUj5DohJhWH9tzGfiRpKMlaNK9uOTSzoup/F3crvdpNNLmN989evmFO33u1ixsokD+7twu1VyOYNFi+poaKgGnDFCewU+zVx1vp4PJssGKYpCMBgkGAwW57JyWZrSEvpMdWJs2+YLX/gCR48eRVVV/uZv/oZ5885tEJ9++mm++tWvIssyd911F+985zvP72TL4LdBzChmamg4l0GMbdt0dXWhquqsa5mV4qVH97L91/sI11eRGEnx3//wS97/udtoqqvjj66tI2eYRSfgyVAopY23EPC6VTatbiv7Hcuy2bPjDDtHDnMocoq26lpERSRhpHl6aAcLfOfS/c3eKrySQlTPIhsWKdtkQXUd1a65I4xWAkEQ8Hq9Ra2MQuttQezP7/ez9vKFfOWpP+HEobPIboGlKxeN2ck4pMhlDxIbctFco2PbAo5oIKpZbHkiUXI8Dh7p4+Ff7c0TLIdTKFmd+tEJy+NzkRsw8OMUF6yMlcYr+VHFc0Fw3MghjnaI2baNY1oIoogwShZdsGYe2x/dQyaZRZIlEkNJNt+8rqJrNF7GvrTsdDQ3gGNZiHJe/MctKkSNDJptctFN6zi64wSmYZFfIGDTjecsEAotv5FIhKp5VSxaPm/yQYyiwevn/3fJDTzRdZKcZXJ5wzyWVU/tWH4+iLjms1J4O8cHXqVarGNp3VZ8cvWEz8myzIq1C1m8Yj47Dpwl+sRrSIpIJp1GFQSaMy4+u+USvB53mV+ZPcYHMLFYjHg8zrs/cCX/+uXfEI9nwIGGpiD3XncxXt/YjZMsSUzFwZUFD45wzoDVdjRk8VzJZ1/iGNtjexEREBG5vnYrLZ6Gsscq9XfKZDJ0d3fj8Xjo7e29IHYR5SAIAjffvIamxhC9vTFqa6vYsHHeaEdf/p0rJQcbhkEymSQUChU7VV9Pob0CKuHljJ/LSkt7J06cYNu2bVx66aUTPLKmw5NPPomu6/zoRz9iz549fPnLX+brX/968Tf+7u/+jp/+9Kf5jPa7383VV19N7RQcvdngf3wQU0n5qVDCkWW5YkPDuQpidF2ns7OTcDhMdXU1XV1dxeMmomme+vErDPWMMH9ZE1feeRHqFEz5yVC4BoIgcHjHKcINVdjYOKKF2+Mh1pdm3mjlZ7Jd1/jjle5IxnsgjYfjODz4/e28tuMMqSUjRO0UUlKmdX4Et6QSM/I78BM9wzz88mGymsFF85vZbZ0lITisqmnigUUXFXeOk/1GLmcgS2LZTpy5QGnrbYFQVxAC9EUU6uvrJ0wmAm5SMY1MzoUrKRD2p3CArt6tNC5525S/l8sZPPLofkJBL4oiocoih/d10ZbMEfC7GBlMsmpzOwurV/Fy7CmyloNLdHN15NYxgmpLqmoQEEgbOrLtoIkO8/1h/HJ+B9a6tJE7Pn4DLz64A0O3uOrerVO2ck+G8WUnMemHkb0kcxkUQSTjmNS5A6iCxNX3XUpyJM3j33oGELj1Y9dzxT1bgHPk7fr6+hnzIBq8ft63ZC3JrMZz+06xI9nJgqYwW5a1Is3xwmLbNpkBkYXuq4hEItPOG4oisWxhA+rzCqadv1bRRIaFTdUMDQ4U7TSm06SZDaLRKKlUitbWVkRR5E//5g5OHu1DkkSWrmzCNYt5pVpdQ5W8kIR5Ml+mRGKxL0/qjhkJto/spVqtQhIkcpbG08Ov8N7m28qK/RWQzWbp6+ujra0Nl8uFbphYZn7BLWg/Fa7R+dhFTAZJEtm4af60nyuInkYikWKr+YVo4a4Es+HllJb2amtrcRyHbdu2sXfvXtrb27nyyiu54ooraG6emku2a9cuLr/8cgDWrVvHgQMHiv928uRJ2traipSMjRs3snPnTm666aYZnuHUeMsFMXP90I4PImYyjvPlxBQkp5uamooRciFA0LI63/nSQ8SHk3j8bl56dC8jg0nu+eQNM74GgiAQ1zP0a0n0oEO6J4nilggGg2iJKEqF7Zulxyu8sNMFMAAjw2n27e6gpjYAWYOYNMxILEmdVkVSyHBRaDndQwm+9vArqLKECDz70kluu2QFt126atrxaJrBQz/ZyYkjfSAIXHblEi6/dvkFrVXLsozf7ycejxOJRHC73cX6fmHn6Pf7kSSF43uvZcGq35CyIBX30Xl8PhLvpHHp1OPL5Qwcx0EZdZquCnqpbw6RjGfRkjmWrG7hqlvX4vKotHrayVlZfJIfedwOvMbl5U8XbeH/O76dpGiyLFjHn6+9Zsz1WbJxAe4lEX595gTbLQ36e9jcMLO28PFoC9Twe0uu4d9PbSPnWIQlH/dHNnDmzBlcLhdX338Jt/7udWMyVwVtlVLy9kyhGSb/8eudjKSyuFWJw10DxFNZbt68bNbnUoDjOGiWhQwTu88qQLjKy8fv2sp3f7ObWDLL6gWNvPfGDQS8Lgzd4PTRLrrT/fgibnw+b8WaNFONd3h4mFwuR2tra/F+VgU9rN98fjYRkqCyMvhpovoeTDtDQFmAf1SULmPl8nyS0S4pt+QipWXQbaNobDoehXvf0tJCOmfyrQdfpLs/jt/r4p03raN9/vzi5mF4eBhN0/B4PMVr9HplPyzLKq4ZpXo141u4C4FNoeQ010J7BZyvVYCqqlx11VVs3bqVrq4uQqEQzz//PF/4wheIRqPcf//93H777WW/m0qlxrS8S5KEaZrIskwqlRrTmOLz+Uilpu5ymw3eckHMXCKVyneklAYRrxei0SixWIx54wTsCmSxvo4hYkNJahpDQL50cHTXaXIZHY9vZnyZs/oIf79vG6Zjk1iXImhaLOuqZiAepWFeDYvWtFZ8LMdxcLvdDAwMEI/H8fv9BAKBKe0XTDOvw3D27BCZlA4JL9l1CQZzMTbWLeWmuq28tL8T07SpcitomkZDJMhrp/srCmKeefwQxw71UltfhW07PPfUYeoagyxbOfcdKQWMKXeMTmSFHZmmaSSTSTo7OxEEAVm5gad/qtK8IEM26eHskRbe/fvTOxcHAm5CQQ+xWIZg0EM6rRGpq+ITH78GlyqP4bG4RPcY8mYBjuPQ39/PIlcVP7v+fqD8RqA3neSfdr8MgCKKHIoOYjkOW5sqfzbKYUtkIRur55OxNAJynkg6WbeTKIrF1uSZijqWomMwznAiQ0M4P7n63CqvHOnkho1LkKdpxZ8Kp0ZG+OauXcSyOdyOw+9u2si8GQQwBSxqqeGLD9ww5m+5jMZ//c0v6TzWB0Drkgbe9Yc3kMvlihyG0o6wSlDKs5upTlGlkASVWtfmCX8Pyn5ERHKWhltykTBSBBU/LlHF0E1SyRz+gLuYNc1kMvT39xfb0r//k1cZiqWpiwTI5gy++9BOfv/9VxL0uyfwPCbzd7oQmCyAKcV0QnumaRY/M1emjXN1HEEQmDdvHu973/t43/veV7y+k6HQhVdAqQv2+H9Lp9MXpNv2/8kgxnEcotEo8Xh8QhDxevx2gbw2f/78ieWHgqS/LOLYJfVm2wGBCeq1lfze94f3IMoyLlOgvipE7LIsK6zlzPfmA5hKS1SFF9Hj8TB/dFdUIEIXulQKrcmlE2akJoDLrTByegif34Vz1I/3TJBNb1vBuzdsBUCRRQzDQNfzhL+MZuCqsP7dcXqIqqBntJNAQFYkerpHLlgQU87EsYBStc1CJ4/fHyCbzXFkVycer5sNdy8kGsoh5uI0uMt3v1mWjWXZ3HffxfzkJzvp708QqvZyzz0X4fVWFsTatk1PTw8ul4v6+vopF7G9g/3olk3T6K5KEkSe7T5z3kEMgCJKBEu8lMp1Ow0ODpJMJlEUhZGREfx+Px6PZ1YLr1D8j1E4+T+kNZ0XjpwlZ5hsaG+iva7yACRjGHz11R04jo0f0CSRbx06zF/X14/hjzmOw6OP7OPxxw+iKjLvvu9iNmycns/z7M93ceZwD+H6/PNw5nAP2x87yI3vzb8fpR1hhmEUHbi9Xm/Za1QodwiCQGNjY/EzKe1Z4rlvYzs6AddNBN33IUxR3pktfLKX62su4enh7aStLFWyj+trL+XUsX6+87Vn0TUT1SVz//+6ioaWAAMDA7S0tKAoCtmcQf9wkrpRmw2vRyWT0xmMpgj6zwXq5XgeM7lGM0UhgIlEIhUvxjMR2pttlmau2rzzDRpjf79Uk6YcNmzYwDPPPMPNN9/Mnj17WLJkSfHfFi5cyNmzZ4nFYni9Xnbu3MkDDzxw3uMcj7dcEDNbs61zwUB+YhcEoWwQcSFhmiadnZ34/f4xE0spCpmYxvm1zF/RzKkDnSiqjKGZXHrbBlyeme0wdNsiZekEbXCNylSrmNQtrmNFeH5FxxhP4C2MW5blMV0qqVRqTGtyMRUui1x23XIGh5I4lkN1jZ+meRHSCa14/AafSLXPRVK3yJhpQOA916yraHyRWj/Hj/Th9qh5rybDIlQ995oSQNHGoKWlpaLdnqIoRCJhbnnXFdx4t8VjXXt4YugI9jEHSRS5uXENlzQsLT6HjuPwm0f388tf7MayHFavaeGBj16JokjTKp3mv2+TNI+T1YeJD9vUVa2qyCxUEvMS9QXYOEizWNwsO4ntpJHEakShsmArkUhgWRaLF+eJWZN1O1VaUmmtDVJf7ac3msKtSmRyBluWt/Kpbz/KYCKN7Th8d9sevnjPtaydV55oOh6D6TRZw8A76jYckCUGUmlGcjnqSng7j/xqH9/9zkuYpoXjwN9/+VH+8ou3s2LF1Jm3vrNDuDwqNgYJs5eMnGb3kae41FxAQG6Y0BGWyWRIJBJFs8BS4mtBwFBRlDFEzazxGkPpv0cQ3AiIxLL/DaiEPBM7RhzHIdobQ8/phBtCuCoMnEvR6m3kvZ63o9kGblFFy5p8+18fQRBFgtU+shmd//jnJ7n/E5tZtHhBcQevqhKKIpHTDNyugg+SjW+aua/cNSpsslRVHWMMO1PMJoAph0rsEGYa0MxVJmY2Zanrr7+eF198kXvvvRfHcfjSl77Eww8/TCaT4V3vehef+cxneOCBB3Ach7vuuov6+vJ6Q+eDt1wQMxsUSLi2bdPZ2UkwGCQcDs9J9FqpTkDBe2k6AbvCWCVZ4t5P38hrzx0h2h+nZXEDKy9eOOn3JkM2maJadJOVbPyShG6bIECjp3wGYDxKnWELL9dk456sNVlVVSJ1bhpaq6mprUKWRAb6Eyxd0cip+DAdvd0sCNfx2fdcx+7jPeQMg2Wttcyrr2ynfO2Nq+jrjjE8mMR2HBYtbWDN+vJdUueDkZEREolEMeU94++bGfZkemivbkAQBDJ6jt8MHKQ2p+CWVQKBAKdPxfjFz3fh87oQJIGde07T880Yt75nHZvDC5GnmGQcx6En+yhDuZ1kMxpur4LudoDLpx3bhtpGHj97ip50CkUU0S2L9ywtr8cyGTL6yyS0XwACIh6qvR9CFpt45ZmjvPrMEURJ5MqbV7NmlItRUMS2LIuWlpbiszVZt5MgCGMMPSeDS5H54PUbeflwB9FklgWNYU4NjTAQT+F35xfjnG7wzSd38NUH3j7pcUoh2zaZbJZgdQhJltAtC0HIWzqU4je/PoBpntvR6rrJM08dnjaIaV3cwJGdp9A8fViOgZ2TqW4X2BP/EVuqP4IintsNj/cuKnTNFYivBYLw+E6TjP5i/vtCQQzQJqM/OyGIcRyHZ77/ErufOoAkiXiqPNzzh7cQaZp56UwSJLyjwWcsmsYwLILV+WyKogokExp+b3jM+ySJInddv4YfP7aHZCqH7cClG9ppqKk8eDgVj/GL40fJGAYb6hu4OtJIbrTrqWCoWCmBumD8e74BzHhMlaUpdeMu/PtU2i5ztZbNNIgRRZG/+qu/GvO3hQvPrVPXXHMN11xzzXmPbSr8PxPEFLxMGhsb50z5sTTDMxUSiUQxXTodWbFUCVhxKWy+YWYLSQGllgkfatrCd0f2MKKnERD4YPtlNHumn5AKu4RSMaVKUJrmLRjEud1J1m2sZ+f2TgRBZMWaVjpaM/x495N4XG4CmT5+d+nFrGqqoaszSnogjV4dQK2g0yhU7eNDH7+Gvt4YsiTR0Bya1oZgJihcS9M0i90ds0HOMvLtpqMZDp/qIWnrNLa24HJEUqkUe3afQNcNPB6ZmJYjIWZJHdb4r7Mvsj/RxUfar5r0Pmj2EEPZ3ehpP9WBRiRZZFDbRkTdhCSOTQmfjcc4NRLDqyhsaGgg4vHyJ5suZVv3WXKWyca6RpaWaU/O6QZd0QSqLNMaqSqOxbT6SWgPIgu1CIKCZceIZb/D2d138diPdhAIeXBsh5/9xwt4fCqLVjQVswWTZSWnE9nzer0EAoGyZSevW+Xa9ec0V/Z19VFKw5ckkWRuci2cAva+eJyffP0pMqkcq6+Yz3F3DknLWzq8Z/UqvCWl6H2xbrr0EUzLQsRGEfNEzkq65a64fQNnj3ew69VeJBRaN3hZe2sdmhMlY0UJiuVLo6Xly3A4zDOHDnA8lcQblVgXj1FXFSxRxQ0A5zoqHcdAFCbOhWcPdrHzif3UtYYRJZHYQILf/Ndz3Pe5O6Y9j6lQKPnquokoOmQyOdxuF9XhiV5IKxY18In3Xc5gNIXf66K5Pljx/NObSvGNPbvwyDIuSeKJM6dwgLcvWjJjU89C9nw2nk0zxfgszfhgZrIsTSkP5XxQrpz0VsBbLoiZTcRpmiYDAwO0tbXNKeGrkDWZ7MYXtGfS6XRF2jOlxzwflOrOtLW1ofb18cW6WzEUAZ/swi1Nz4EpDWAq6UCaDAWDOJfLxY231HDN9RtIJBLs7j/Lr3qO0OIL4vZ4SJoG33rlVVwv5opE4MamEPd98LKKAhmXW2Fe+9zqD8A5XomqqjQ1NZ3Xjifi8uOWFOJGhoDsYdhIUeeqwie7EAWBcDjMgoUtvPJSJxYOcSMDOqgRiWrJw2uxDnpysUkD0FQ6TjabIxxsPDcZO2BjIHEuiHmtt5d/2bkjz7kClkYi/PEll1Dr8XLnosnNNwcSaf7x4ReIZ3LYjsOG9iY+cu0mJFHEckYAAUHIP1uSGMKwu9m38yRevwv3aClAy5kc3H0WVyCfLSh1SLdsmx8+t48XDp4l4HXxwA0bWdpy7p5WKrJXrux00aIWHtxxGN20EEUB3bS4bNnUXJVjezv418/+BMt2UFWZI784zDX3b2Hl21dQ5/PRULKo9WUTfOHAI9hbJfilhWU6OIKJ3+vmllsnqt2Oh+KSed9nbqX+xHFcYhWBiBsHG8eyx2RhJoNlWTy8bw8/6zqLqshYjsP+TJI/qttU1AOR5PU4nl9hMoiAiCC4CHkn+lwlo2lEUUAc3QgEwj6GuqJT/n7GMNg90ItmmiwL19AcqCJrniCa+yW2kyWgbCbov4a777+EH/7H85iWhcvl4p73b8UXKL+xi4R8REITgyzbsenTetHtHDVqHX55bHbkVCyaV0EeFQyt83nZ1dfD2xfl+RrlDBVLs32FLJcoinR1db0uAcx4lCs7jQ9oSlWD30wE4dcbb7kgZiYokGhN06yYwzATTGU9UKo9M2/evAmLXzSb5ejwEIoosbqurkhizTupzl4F0jAMOjo6xrSMC4KAiEDEVdmLWNo+PdcPtaoqyLJExjbx+3yoqgstl8M2DI49O8hqtY7a+vwOv6c7xtGDPay+AKWhSlBIIxf0FKaDbUex7G5EsQZJnKh27JFU7mvbwkM9rzGoJ2n1hLmtad0Y/Zutly1m+8snOXlqAHRQ3BINbwtiWRa6rtHV240vLEyo7cdiMZJxqA42YTICTgDDGsErtyALYyf5b+/fh19R8SoKjuNwLDrM3v5+NjVNXfL47+f3kMjkCPs9OI7DzpPdbJjfyMWLW5GEgqqpjiCoWHYMSQjj8Xgw9Ni5a2qYZHOpYocJQCqj8cTLx3hy/0lODcdwuxR6hhN87ttP8M8fvYWWmomlz6lE9sqVnVa11vOHt17Kfzyzi5xhcvP6JXzgyg1Tnu+2R1/D0E0CIR8ggGNy8OljvPtDV0/47NFkPzbgW+bGdMsY+3UMyeZLH76L5ubKyjCK5GZ9200cSf2atJ0Cx2aedyteKTzl9wrP6TPD/YS93mJ2qDed4lAsxjwxgCMGiITq0fUvk8g+i+Xk8Lu24hjtONLYbHK4KYRjO5iGiazIjAwkmbd88mcjbRj87fZtdCXjgIAiinxqw2L86r8hoCIIKsO5B3GwaF92Mfd/8hI8rioitVWEwvkgxXEcDM0oGp5OBtuxeXLoMU5kjuY7/5B5e/1dNLjOjc8ty2Oybrpl4ZXLH7dcti+dTtPf308mkylm7c+3jfl8UFp2UhSlGMwUNpq6rqMoypjAZjZ4K1oOwP/gIKaURHuhTBQny5oYhkFnZ2dx1zgeHfE4X37xBbKmgePAvGCQP730MryjJl2zzcRkMhl6enomlMwqPabjOJxKDLFjqANFkthSM48GT/k2wtmg0PKp6zpr5y3i2cMDIEt4VR/xTJIgLkTJIZFIIIkSlmmSTufm7PdngoLgWl1dXUW7MM3YSTLzJfLpeguv+wN4XXdO+FyDO8hHF1w1aRlSVWX+8E9v4vDhXr5/6iWGw2nEoEzG1GiuqmFFYztaOktXV1dRut0wDCzLYl7rAkzeS1/2cXLWAEF1JQ3u6yb8TkrXCbnyu19ByHsG5yoInHtjSbyjmkL57BwMxPMtlLJUT5XrLhLag2A7iKKfkOf9XP12N6eO9jHUF89PkgpceeO6YgCTzRn81dcfp28oSYeRxsFGFkV8HpW0prPzeHfZIKYUlZadrlg+nytXTNRGcRyH506c5ekTpxEEuGZROyuCPgTRQRQlCq1Otm1PKgrnl115A1THQZ4v47QJiDjMa41Me11L0eRZR0BpJGtFcYlVVMlTB5aFVv+6ujqck+IYzpRl2zz10jGqUwoCUBXw8K7b1rMg8sCUJZXmRQ1cfd9Wnv/JdnCgtjXMDb9zxaRjeLW3i65knEZffp5NaBrfO7ybj6w1UMQ6AARRYCj1HO7sSlasWjxmoe091c+j33yKTCJDsC7EDR+8ioa2iaVMgI7cGU5kjhKUQwiCQNbK8NTQb3hP87mM0sqaOloCAboSifyiLgi8e3llZfmCh9PIyEiRp1Ug8xe0ofx+/+va0ToepVmaaDSKbdt4vd7zFtr7bSbmdUIl6fzxLtD9/f0XxHG6XBAzWSBRih8dOoDp2DT48y/96XiMFzs7uH7BwlkbS8ZiMYaHh8uWzCo5puM4HIsP8O8nXkERJWzHZne0i99bchn1nvw4bcdBs0zckjzjskppWaagWXFv+xp+fvYgpmOzuKqGBVtb2fXiaSI1fjRNx8FBVnXOnj1bkR7NXCGTyRT1gyoRXHMcnVTmy9imQt8pL7Zl0rDwW7jCFyNJk3MZJoMsS6xe3cKfLb+Nn3Tt4HR6iEX+Ot7VspmA6iPg8RUN3rq7u4u6E4ODgwQCAVq990x5/Iuamnips4uIx0POMpFFkYUV6J0sbAiz62QPqixhO3mrgNbRAMOykyhSGzXezwAaoliNKKg0tMDHPnszB3efJpaIseXK1dQ1nMss7D3aw2A0RajKQ3csg2ULpDIaXo+KACiz4DbNtOy0q7OHhw4eocaXb9X90c693L50AbfdfxV7nj1FKpEFBxRV4h0fvWrMb1mWzWMP7+XI4V7qFDf96zI4LgHHcvhw05YZjx0gINcTkKfv4tB1na6urmKr/1Wt83jo5DGCqopmWegZEzUF9aOE2MGhFK++1sG1ly0pW1JJJpNFTZoFm1pYunkBjg3+0NRWKBnTGNPRrkoSKYMxc05WS+GY3jEEboBsKscvv/o4iiqT8XrZdWiAZ/70J1x+/Wre/e7NeMZ1JGWtDHDu/XGJblJWYsxn3LLMxzdsZv/gADnTZEEoRHOgss1YYfNbV1dXnL8n83cqkINnKwVwvhgZGSGdTtPS0jKm9FSapSn8/5UI7dm2/YYGZ7PFWy6ImQ7xeJyhoaExLtBzbdZYwPjjjoyMEI1Gp+XejGRzeORzD4ssisRHSYZTjbV3OMFPntvPYDzN0pZa7rxiFR5VLhJ458+fXzYdOF0mpvDAP9d/ArekEFbzNfi+bJJd0U5ubl7Ba8PdfOPoq+Rsk3m+EJ9cvpUad2UE6cJiO74ss6WujU01LRi2hVuSsRbbKILEgb2duN0qt3xgA4uWNFSsRzMXiMfjMxZcc5wkuYzOtz9XT/dRAVCoaZX41Nc6qY7MXqvGL7v5wPzynUW2bdPb20sgECAcDueNJksWa7fbjdfnYVg6g06aiNJCnWs+APevXoMoCLzW10eVy8X716ylsYJs5X2XriWazHJmcAQHuGXDEtbOayCee4iRzH+STmnk0j7SA5/g4osvZTTZg9sv0bI0wJaW5RPeC9Oyi6n/BreXrky+BTqT06kOeLhs5fzZXbxRFDp5Dr18lm0P7ca2LdZfu4RFG5uKJak9Xb34VBWXLJNOpfEoMn2GRU1jiL/81gNse3gPuazO5mtXsGCc9tDX/+Updrx8CmfU/6n5jAffMtAPJHh1+EUSm7q599M3zrkVRkGrqDTQvn3RUlySzKt9PVSpKrWOTCKdLX7H5ZZJpCZmNkszWXBObyWWHME0TbKGd0q9leXhWkRBJGXoqKJENJfl5vblqNJxNKsLw8iXp9siD0z4fnwwgaEZWB4XRztG8HlV9KzG4UPd/OqRfdxz96Yxn69RaxEAw9aRBYWkGafNMzG75pZlLmqcXlCyFKVZrXIb0FJ/p3LB8evh71RALBYjmUyOCWDg/IT2fpuJeYNRUCbVNG3CYn6hgpiiod6osJRhGLS3t0/7IKxvaODh48dwSRKGbWPbDstHTbEmCziSGY2vPPgSmmHhdStsP9JBMpvjlnXNRQLvVO3Pk2ViSgm8jgOlIZAggOU49GWT/OuRV/DJCkHVRVcmzleOvMwX11037TUqTLaT+eDI4rkUuCxLXHvjKq69caxK73g9mtI0eDnZ8ZjRy9nsHkBgvmc9QWX6XW1Bnj2bzdLW1jajl1kQgmz7cZiOgw6BsADYDJyWePTfz/Cez8xuNz4VChwIQXST0yRyOQOPRx3DEclkMzw1/C36jOMASKLMJdV3siJ4KR5F4cPrp+aDlEOVx8Vn77iCWCaHKkv4XCqaeZRY9j+IDkE2I+PyxLDdX+XBn7i4576LSadTxcC+3OS+YmE9HpdCMp3DJ8vUSi4idX62rp3PbZuXE/SdvynivpeO88v/+yxV1T4cweGRbdu5rHE9l6xdhWAIOLpGNB4HLYciKwiyQpUnvwGKNAS548NXAqDpJnuP9mDbNkvm1+GYNq++fBJVlYudivHOFK5Oi7aWENTB4VdP8dIje7jyHZumGOHMUJDnb25uHut270C4w6Lp1SyyqlO7pI7+XBy/V0UQBNJpHakpxz+d/AE5S2N11SJurNuCIo69L+X0VmLxGL19vXjcngmL9YJQNb+/YTPfP3KAjGFyc/ti7l66HMFZTPfQU1i5NMMn2xjM2SxYNkjrgnNkbY/fjWM7jCRHO8VGF9JQtY8TJwYmnHutWs+1kZt4NvoEaSdFk6uVayJTe5BVgkIAU19fX5F6+3hO1vg29wvp7xSLxUgkEhMCmHJjhMqF9izL+i0n5o2CZVl0dXXhdrvLLuYXMhNjWRZnz57F6/XS0NBQ0QN7+9JlZEyDFzo6UCWJD6xbx8rRIGaygKNzIEZGM6gJ5gOBmioPu46c5R1bFtFQN3VXTuEBHY9Strsoilxa285/nX4F2erDcSwkIcSGcAvdmQQOTjF7VOPyciYVxbAtFHHyhz6ZTDI0NDSnpOrxk8d4PRrLk2SH/kMcJ39eJzPbuSbyEULKRKJtAQUCuCiKE9LdlUAQZOLdW5CVXSAYCAionjoGzmTO61zLocDVOd2RZefuIwiigKrIvOuuTTQ2BEfHI5AQexihg5A7b+6mmxovD/8c93ADgUDVrE0GBUGg2neuW8awurAsh2wmz+dxLD+hmiF2PjnMmdPdKKpDa2vrpJNjOOjlzz56HT949DViiSw3LF/KHdesqkjYr1IcfOUkbo+K6lU4uXqA4XCKR9KvsqvjJO9vvYE7Nq7l2G+eJaoZCLqJRxJY6nOTSCSKZadURuNv/u0J+oeTCAgE/C4+fd8VY65f/j2zUfxK8e+qW6GrzGI8WxRIp+XeqddeOckLTx4mUhvAMm0OvnyKFVsXcKJ3BMeBZZuq2anuxuu4cEsuXo0dRBIkbq6/ZPIfFOCYtZtj7AEPLHatpU1fzsjICHBusV5b28C6unPvmOM49A+kEfVN/Oob2+k6fQgckGSR+z91HasvymdPgrVVXHbnZn7xvZcwNAPJEGha3EBOM2ltKV/iXOJfziLfUizHmuDUPRvMNIAZj9I295qamgvq7xSPxysKYMphuiyNYRjn7Qf4RuAtF8SMn3QLInK1tbVFsuB4nG/Hz2SwbZv+/n4aGxsn9dEoB1WSeP+addy/eu2E85ksE6MqBR6Cg21ZJJIpvB43NZHpiYPjz38yBd7FVSGuaDhOv3YGAYEaV5igejkZ04XtONiOgygIZC0Dv+xCnkTRtWDrkE6naWtru2DRfTk9mheHnkAzcrgIIMsyhpPiWPplNocmkmwhHwB3d3fj9/uprq6e9a5pweqV7Hu+B0lwIQgylp6hfVXL+ZzeBBS4OqLkZ8euo9RE/EiSSCqV4xcP7+FjHzq3qOpOrnhvBUHApbixRI3mxia0jDFlJmsmkMU68hbGDiAhyVm0bJicpqFpGu0LFkx73Jb6EH/8gYkdP3MFr9+NaVgkwllidVmkERG/24MqKvyo+1ne776CT125hb6cDsDi2giKY4/pdnp6Vzc9A3FCVflFLp7M8eiLh1m5uoUD+7oQhDxnzO93IRtacTHQciZNC+am9b9AMJ2s1Hl0fzfBkDcvSaBCJqURVBU++cF8Jumlkf04AzaeUQPGoOLnYOrUlEHM8fRejqR3EZRrAIejud1Uh2pZULtijJO7rut4vd4iR2RgYABRFBnoyNJ9ZpjqUV5OLqvz4H+9VAxiANZft5qmpU388Ec76OpLYCDgUSVuv339pOMSBXFKN+xKUWjCKGchMlvIsnxB/J3i8TixWOy8tKoKKM3S2LZNLBYbtUh5fVvJ5wJvuSAGzonMVSoidyEyMclkkng8TigUmlEAU4qpbAfGo70xzPK2WvYe78a0zLzGwpWrKzK0Kw2MJgtgALpyu0AcZIFv/ijzf4SXh3+Kz7mFNdWN7B3pRRpl+//+sq1lx18orTmOM8Y1d6YYzmbYPdCLgMDG+kaq3VNrZRT1aDwKHtGLS/RgmCl0s5vhRB/dRoxq3x14POcClXImjrPF1fdu5ezhHvY+exgEg2WbF3LTA1ed1zFLkUgkGB4eprW1ldNn86aJBUE/n8/FwGAKy7KLGYwapRVRUNCsNIroJmslaXAtxCV7cFV5yiorK4pSbE2utK7vklcR8ryDdPCHZDNZDEPl5cevYl57mGXL8wFMz5khXn5sH7pmsuHKpSxdP72X0Fzi8tvWc2jHafoSMQzNxCOr1DaHkJAYyESpaanB7/cznr1U2u008swJbNsml8shiSKSCIOxDJ/547fxsx++ytEjvTQ2hXjHXRv4xdeepvNYLwCL17Zy6a3rzvscEokE0Wh0SrVor8/FyFAa76hBrGlaeDxq8Xn3Sq6xrce2SUiZetHq1c7iFr3FgEEV3fTpHSzwrZiwWGcyGVKpVFFaIhwOk0nnKP1RRZHJpieKDNa3Rvj4p2+goyOKbpi0NFfjm6HR7UxRCGAaGxun9Ac6H0zl71TonKvE32kuA5jxKMwtS5cufd2NkOcCb8kgpqCgmslkKhKRm8sgpsCdSCaT1NTUzHn6bbKxioLA2zfOo63aheL2Ma8hzNLWynZ4hcBoqgAGIGfFETnXeTSsmZxNHOX4cD227XBZ43w21TXT4g1SW4bUW8hq+Hy+87J16Ekl+ey2p0jqOggOIZebL19+HXXe6YnE7d5NdGuHMfUYA/1d6JZD+nQz7ZsPY1sZjL6b8Xg8qKpKLBajqalpTiYwWZF44G/fSXwoiWM7hOqqZn3+4xGNRkmlUsWsVrjah+PkJe1VVSYWz1FXGxhTgvHJId5W+xFejP6YtBWn1bOSS6vvGXPc8RNsoa5fkGYv7Qib7FwEQSDsewCvcgOHDx3h6CGTtWuauOzKlYiiSH9nlP/861/mSYOSyJFdZ3jXJ69nRclO/EIj0hjif/3dPWx/7SC/9G0nFPAjKSL96WFWhtqn3X0qisL6FfPYc6w/r9PhOOQ0jcZqmaGhfm59xyre5bu4mHH80BffwWD3CKIoEGmsXD3atpNYdheC4EESz2lLxWIx4vH4lGU5gEuvW86P//NF+ntjAITr/KxYd87Ac0VgAa+MHKRHG0JwBGRR4ua6rVOOyS8F6dc68Ej5a2Q6Bj5pYsBfeJZGRkaKm4JUKoWvWsS0DRKxFC63SjqpsfmqJRO+D3kV5fb28q3Vc41CZ9eFDGDKYTb+TolE4oIFMPF4nIGBARYvXvyWDGAABOctVgRzHIeTJ08iy3LFHJRsNks0GqW5+fxcjQttwqIo0tjYSCKRQNM06urqzuu4pXAch1OnTo3xnyjl/NTV1c14cSyw6Ovq6qZU4B3QDrMj9l94xDCWDftjx0hrS0nl1mHaNlEtwz9efCMR98SHXdd1uru7qampOW9dnn/etZ1tPWeLvzOUzXDDvIV8dO3Gir5/NrWfX+74HpoWwzVYT+ZMEK9P4O7f6ac+9FdEo/ldrSRJxa6C2RrDXUiU2h0U1IJt2+HFw2d57rWTdJ6N0uLyUR/2c/cdGwmH58ZOw3LsfFdKOr+z1nV9WkfgyYQBn/jRq7z4yF4io3yddCJLbVOIB/7i9jkZ64zgOBxOnOaH3c8zkk2wsrqd97Zdj0+enjxs2w4/eHQ3j790FAfYum4+H3zHZiwzv7NOp9NFtdfZSAGYVieJ7P/GcbI42Ljki/G7P8jISIx0Ok1zc3NFC1gsmqbrTL5s0b6krqiUXIBuGxxNdaDbBm2eBmpdoSmPl7FS/Kr/+wxoAyBAs7uZm2rvxS2NXfgL4p6FDUwpju7r5Cf/93mS8QztK2q58Z0bCEdCMzL1nEu8UQHMVCiUw1OpFKlUqujvVNCpmS6AnQ0SiQR9fX0sWrToLVlGKuDNNWtXAEEQaGhomFE/+1xkYgqpx1AoVHxJLxRh+IR+lgO9JwjIPtb6VhLrjRKJRCpSjS0HQRDIZDKk0+nii1EOteoylvtv4VjqcXKWTizbjK7nO4VkUUQQRFKmToSxQUyBqzFXk0Jcz6GWEIYVUSSuVy56F8i1k922Hn/1UUQhQLAaokMWibiK6iRIp9MsXLgQSZLQNI1kMlkUj3s99WimQqGFWlGUMXYHj+0+yuOvncDnVvHWe9FcMvfeuZmqOejisRybh3p2sW3oCCBwdd0Kbm1eD6OlgsKOsTTwkySpWJarRJ7dcYC5SVDNCIL2IIL2TVag8ceRNaihL6K6KjNBBRBFgffcupF3vm0trw320ZNNsXOwly2NLbPydhqPVO47eTK92IDj2GjGy2RSizC0RTMim4fCvqIKbjmoosLqqsqNZIe1HMeSQXBEbCBrBMmGbdwl62nB5iQQCJQV91y6ppXP/8t7AMpq0syWIzIbFAKYSjWgXi+U2rMU/J2GhoaIx+NIkkR/f/+k/k6zQTKZpK+vj4ULF76lAxh4CwYxAC6Xa0bBw/kGG5MJ2M1WmG4qvDryGtv1PURyEbJGltf6DvA7899JKBCa8bEK5SNZlqmtrSWZTDIwMFBU5yz4gxQgCAILfFfQ7r0MzTZ5vuMpkoZOtSoR13P4ZYW6cWWk2eiqTIdLGlt4baAPlyTj4KBbFhc3VJ5FU90y4AWnBpshbEvAtgUwt6Bp+pgOtsLEUegqKF2E3igxq0Lmraqqasyi4DgOz+4/TW3QhyyJVHld9MfSnB4YYW375N1XlWLb0FGeHTxEjSufSXuyfz8R1c+lkSUTXJOTySSdnZ15uXjDoKGhoexkuPayxbz65EFGBhKIkoihm1x6y9qpB+IY4CRBCIIwB7tPcxeC9jVsR8G03FS59+PY38DhT2d8qJ+cPMyPjx/CIZ/RvLKpjU+t34IgCOfl7WTb/YgFewhBRNMMsEaKwpBvFLYNH0YVVEJq3vpjQIuzJ36aq2vzmxvbtuns7CQYDFa0yZpMk6a/vx/DMKbN+J0P3qwBTDlkMhmy2SwLF+YFUCfzd5qq1DsZkskkvb29LFiw4IKp2b+eeEsGMTPF+QQx0ynhzmUmxnEcdsT2EhB8qKaErSvobpMhYYQIU/unlDtWgf9SEPwqLEKlOyFZlieQOQVBxC2p/OHqS/n64VfpTCVo8gX43eWbi23WBXPLXC43Y12V6XDdvAUkdI1fnjyGKAj8zsp1XNFSORnU73dz2VVL2Pa0jU0VtmWwYm0N4dBF1NTUTPrSy7JcLIcUFqFYLEZfX9+ctklOhUJWY7KyXH7spYHz9C7qlWL/cAd22iKdzeEPenBLCseSvVwaOcdhKG0n9fl89Pb2Ul1dXXxPxgsR1jVX88Dnb+OVxw9gGiZrL1vC4jWtk45BNF5C1v43OAaOGMZ0fwFHmn9e5yWYe7FtA8tW84G2IyKYO5jp9iOpa/z0xGGqXW5kUcR2HLb1dPKORcuZXxUaex7TeDuNz/jJ8jJ0Yy+iWE82GwfBobZm9RsawAAYjjmmC1EUREz7nAlhoYQ4WWfodCjHEUkkEmMyfnMhIFeQJigEMJZtI05SVn+jUZibS0tI5fydChYupeTg6eamguJwe3v7eTczvFnwlgxiZvrgzSbYKIjn6bo+qRLuhSon2baNbhhUVVUxbIzM+PtTEXjH74RKyZzAmMm12VfF32y6rthaXTq+3t5eZFmela7KdBAEgbuWrOCOxct4bvAg+xLH+M+zXdzcsIFG99h0dd9IkrMDMTyqwoq2umK31iWXL6G1rYahoQS5XIJlK9vKpronw1R6NNN18ZzuH6FzOI7frbK6rR6lQs2TgjDgZGU5QRC4bt1CHtlxFI8qo5kWNVU+FjfNzJ+nHIb74hx68hS9tUlcGQmPz0VgcYCwWj7VXNAAamtrK2bgbDvfllzqxxMIBKhrrS4Kxk0Jux9Z+wdwZBCqEOwYcu4LGN7/hFm20zqOQyrtwiuCIsvka1k6jjjz9vecaSIA0ujzLgoCkiCQMY0pv1eJt5PffxeymCSdOYAgylQHHkCVF838hOcQceM0ja6nse1ObKeFmLEW24HlVS1YlkVnZyfhcHjOFsPxm625EpArDWBMRL77wh6O9w/jc6ncuWkFixvO//2ZK6RSqQkBzHgoilLcbJV2hU3n75ROp+np6WH+/PmzDjrfjHhLBjEzRaElu1KUEmmnahM+H7PGcrBtm/lmMzvZj8vtJqrHqFL8tHkqL6WUKvBORuAtRWkddip5/wIKBM5gMDijoGA2+E3/Hp4c3EuV7KVfi/PVU4/xh4tuo3p0YT3SNcjXH9mObec7r5a21PC7t2xBlvIKlHWNfgw7zpL6RZP6WFWCybp4yvFodp7o5pc7DiOJIoZlsfdML++7ch3yNHXsqUTMSnH92kVU+zwc6Rok5PNw5ap2POr5l/Ge+OlOao+7SNUa5EImI3qGUNTPNatXTvjsyMgIiURiggaQKIpj/HhK9TEqMc8T7Y58kkkYba0V/Ah2FEgCM590C8Ro29pKoOo5sM+AI4Cg4rg/NePjRTxe2gJBziZjVKku0oZOQHUzb4al3vJlpyTJ5O0oyq2Ew/XIYpAXHtnD3hdP4HarXPvOi5i/7PxLhpUiaw2zL/41vJJEo7uOuNGJV5bYEv5fNChBOjo65oTEPxmmE5CrNPtQCGAK6sbffWEPJwaiNAT9ZHWT7720l49fv4WawBvfmVOqA1Qp70UQ8iaw5fydhoaGeOqpp7jssstYsWIF/f39zJs3b9bcyjcr/p8IYmYCTdOK6fzpotW5zMTouk5nZyeX1l6Eq18h5zHxKz42hdbikSqr3zqOUxS1m5Vw2Th5/0L6uzBpuFwuotEoDQ0N5xUUVIqXo0eJKAEUUcYruRjQ4pxI93GRmt+h/uDZvXhUGZ9bxXEcjnYNceBsP+sWNBaDggnS7HOA8YFfaU3/F68cpdrvw+txgQOnB2KcGYyxaIrdXoFXNJk0fykEQeCixS1ctLh8JuF4bJijsWGCiouL6ptxV5iGj0fTVIke1hzyc8afJZvKcdmShQRKOncKJURN06Zt9xwf+Om6TjKZpKenp9i+PX5X7Qg1gAWOlefCOBoIKjDzZ62gwixJEg2N83H4VxzzVSAL0hoQp7eiGA9REPjzi6/gq3t3cCw2zKJQhN9bcxG+8+CCiaKIz+djZGSE2to6PB4PqVSKh7/7LNsfO0ww4ifuiHz3Hx7jw395Ow1tr0/WIGmcxXZMPFKIsArVSoCcHaVZqZ5gkPh6YDJNmqmyD4XMZmEOsG2HE/1R6oP55gavSyGR1RhIpN7wIKZQHppKB6gSlPo7NTY20tfXx0MPPcSXv/xlli5dyg033MBll102oYPsrYzfBjElSKVS9PX10dzcXFGXzVwRe9PpNL29vTQ1NeH1elkUm09bXeVKt9Ppv8wG43fVw8PDDA4OIkkSsVis6OJ6IVskFVHCchxKlwippKyQyuoEvPmsRf68IaMZxGIxYrFYRUHB+aKUR2OYJrx8HNPUicdySLKEZZroRnm16PPxayqHV/q6+PbhPUiiiGnbvNDbwR+svwSXNP01WLy6hd88+hq76x0028FyQS7Xyw05jSq3qyhiCMyKbKqqKpFIpNh5UUibl+6qfb75WOrdSPrPABEEMF2fAWFm97DQ7uvxeIhEIqNjVUG5bEbHKYew28OfX3zFeR+ngEJZprq6urhp8ng8dB2JUtsYRpQFDNMgPpJm1wsHufqOTa8L0VwSXIBdzOha6Ei46O7unrU8/1xhquxDYV5SVZXh4WFaWlpKjIAF/G6VjG7gc+U3PrbjzEkm83yQTqcZGBg47wBmPBRF4eqrr2bRokU0NzczPDzMs88+yyc+8Qkcx+HOO+/k7rvvnrPfe6Pwlgxi5voFLsjkx+PxisTzSsdxvpmYgvP1vHnziruIwnHPGXel0M092I6OKi9HlsZ6lMx1AFNujOl0mgULFiBJUpGkWGiRLHBH5jpguKl+Az/seoGMJWE4FrWuIMv850prq+fXs+N4N7VBL5phIQoiVbJdFIZ7vR1ZFVlm0+JWdp3sIez3kUxnUQSwUjE6O/UxPJrSoGCueEU/P3mYsNtTJF93JOMcjg6xrrZh2u9efssaftxzknQiimoLVAW9xCyDH+05wAOb19PT01Ps4jrfsUqSNGFXXeicU9VrCAXW4/NkEeR5EzImvbkYP+x8mWE9yeqqVt7RfBFqiYHhZJ1dMJpJMnrJWRlq1EY80uuXSSgH0zTp7OwsW5ZR3Qq5tIbH58HlUkm7dAJVvgmuyYU297lGtbqUoLKYmH68+LdQ+gYaGhreNNoqBZRmHyzLIhaL0d/fjyzLDA8Pj2lNvnPTcr730j6SWR3bcVg/r5F5kdAbNvYLFcBAPhPV2dlJc3MztbW11NbWsmzZMj72sY8RjUaL889bHW/JIGY2KPBixk/ABZIqwPz582foXjz7ybyUODze+bo0w2PbSUbSf4dl9YEAAi5Cvj9CkRde8ACmMEbbtseUD0pJioUywXiV17ko4VxUvYgq2cuRZBd+2cOW8GK88rnjvuuKNdgO7Dvdi8+tcsfGedRWeSoSBHQch66BOJpu0lATwO+Zm5LTzRuW4lEVjnUP0d5Qw9vWL6Iu6J9AUizsGOvr6+fsvmmWiVc+t8CIgoBhW5iGxZmDXZiGReuSBnzBibtoRZXxNAeocZt4RoPptKbTE8+3UpcLCuYCpbvqc2RON0MjKQQhh98/XOQbJYwsf3fkIVKWhluUeax/LzEjw0cXXAuc42uVI5s6jsNTwz/lQHL7KCFX5s6Gj9Hoen0tEAoodKFNVpa59u6L+MH/+Q3ZtI5jO4Trqth45Up8AfeYbqfOzs5Z6Rt1ZqL0awlCipeFvtoJz6AoyKwJfowhbR8ZLUYm6qK9YcObLoAZD8MwiMfjtLe3oyjKhA1Xtd/PR6/awHBGx6vKtEVCiOIb06GUyWQuWACjaRqdnZ00NTVRWztR2b0Q9P1PwFtOsRfyC8BMDR1Pnz49gYhomiYdHR0Eg8FZy+SfOHGCRYtm1kUwnQJvZ2cntbW1uN1uMtqTpLLfR5byHAjLHkGWWgn5/nhGBN4ChvQhdsV3kbNzLPYuZrl/ednvFiwEvF5vSUp+ahT4IclkcgIx+EKmvwvXMxAIVPRi2rbDj5/cy+7DXYiiiFuV+cidW2iqvfAth4Xdt8vlKj7Hc6VH88NjB3i2+wwRt4fs6Pvxp2u28tDfPcKZQz2IooDH7+YjX34XtS0Tr9N3d+7l+7sP4HflF8K0pnPXknm8c+PaN0RPotDFk0qlME2TE06U7w/vIKT6i4aLMSPD/934YRzTmjIoOJs9yoN930QVXAiCiG7n8MlBPtT656/7eVWqGNt9apAT+7tQXTJrti7CV1X+s6XXqaC1MpXI3ktDJ/h5z24E8hu7y2sXc1vjurKfLfBK3graKtlslt7e3knJ8eWu04XSpJkOmUymSOSfK32tAjRNo6Ojg4aGBurrZ879eqvhLZmJmc0DVyDhFoKYbDZLd3f3pCJdFwoFAu9UxOHSTIzjpIFzgZcgqNhOalYE3rgR56H+h7AdG1mUeTb6LIZjsLZqrPhYYZcYCvuJy6/Qn+jGr8yjxXMNkjD5Tq+czkqpW3IgEKhIy2AmmI3dwZGzA+w81EV9OE/wi6dy/OTJvfz+uy+fs3FNNtbCQlt45sbr0RTakmejR3PXouW4ZYm9Q/3UerzctXAFZ144xan9nUSa8saX8aEkv/rm03zgrybWwu9dv4reRIpnT5zBweGypjreddF6/K8jgbMU47t4evtyWJZFLpfNvyOigIiAoen0lrSmnznYyeGXjiErMuuvX01Nc5iEGQXyGkgAgqMwrA3SFU/QEnz99DJmEhQ0L6iluQIH7OlE9krLTppl8FDPHiKqH0WUsB2HF4ZOcHF4AQ3usfPReGLsmxnTBTAwvW9R4b270Dy6bDZ7wQIYXdfp6Oigvr7+/4kABt6iQcxsUNpJFI/HGRoaorW19XV9OQsE3umIw6VjVeVVpIWHse0kgqBg2cN4lCtnVT7qyHag2RoRNd/hIAkSB5IHxgQxhcmgoaGOY/r/JZY5iiS4GNT3kDBOs6rqYxX97nidlUI3QZ73oBb5IedTzy+MdaZ2B4lUDoFzwbDPozIUS896HJWgMNbxi1c5PZrStuSZuEorosQdC5Zzx4Llxb8dGkggSlLxXN0+F9H+ePnvSxJ/cs2lfHTzWvr6+pg3jTt8JTDtFCPaNiwnRUBZg09ZOqvjiKLIxobFzBs5QGd2GJx8mexq70LOnjlDJBJBlmVO7jnDz/7pEVS3gm1aHHr5GO/9wt1EqvM8Mtux0CybaC6Ongvw2T1Pc9fKZdyxfNl5nWclKDwDFzIomExkr1B2st0ylm2jjNp6yIKJKuhkTb3sWKdr+X8zYDZjvVCaNJWOdS4VzgsoBDB1dXU0NEzPg/ufgv+nghjLsujv7yeXy00qYDdTTMa1GY+RkRFGRkbGEHinOmYhiFHkhVR5Pk5a+ymOncOj3IZHfdvsslGCiFBiXOM4zpjdfsGSvbW1FV0YIJ4+gVusKZ7jsLafXz6+jZ3bR1BVmZtuWMWmDdNzCsrxHpLJJB0dHUXvlEAgMKOXunSsM50MGiIBHNshOZhClkWSjs3y9rkz8RyPgjDcdGMVSOJzDeJ1B6CuvawQYWFirRTzVjTj/GQ7pmEhySKpWIZVWxdP+vlUKkV0cJAFFTyn08Gy05xIfB7d6gFEBnI/p833KUKui2d1PJco89llt/P0wEGG9STz5TCtmpeGhgZyuRy9vb08/v1nEBXwR3zIksxg1zBHXjnOpe/YzOXVb+f5kYcZzmZxLC/m8CWE3G5+dvAIm5qbaLmACqalBM65XrwmQzmRvUQyScCWOBvtZU3oNA3eAyz1gGBHsZ0PIQqeohfa6znW2WIuxjqdJs1cZZEvZABjGAYdHR1EIhEaG18/PaE3A96SQcxsFnBBEOjr68Pr9Y7xzjlfjC9TjUehC8U0zYqJw+Nbt13KWhRpNZZlIYrirMfe7m1nV3wXI/oIkiBhOAZbq7dOaPWVJAndBGGcMHs8keXVXafx++qxLIsfP7iTUNDDooWVBwClE0ZhYi14edi2PYagWO48C51k6XR6AsepUtQHfSjHRjh2oh8ciLRVc/v9V5MxDX50cj+HY0M0eP28Z9Ea6j3nV2qcTBhuPATzBLL+LRxMwMZWbsTlunaCHs3AwACGYRQDmul4NEs3tXPTB67g8e++iG3ZrLxkETe+v3yLcKE1fSqioeNY4IyA4EYQpr42ceNVdKsPVco/H5aToS/737MOYgC8ksqtjetJJPJO5C1tLciyjNfrJRwOEwhUkYvr5LI5LMskl8uRSWexbZuNoatoU9fxx48/RrVaDYjIYp4APZLNFYOYjGHwckcXCU1jSSTMirqJxNeZoDSIfSOd0hVFIRIO80n/Tfyq+4eEpD2YVohmOUQy8xqdxg8Jq3dXFHDPNTKJLM/9+GWGuoZpW97M1jsuQnFN/ZPHWREAAIuVSURBVPsFXsl0Y7Usm9OHeshldBrawtQ0hqY87mw0aaZDabboQgUw4XCY5ubKhVH/p+AtGcTMFLquk0gkCIVCc55mmyqIKRBOPR4PDQ0NFU+EpeWkUgXe8wlgALySlzsb7uRg6iA5K0e7p50Wdwu9vb2Iojim1dcrNRBQFpAwTiAJHkwny0h3DW4pgiyLyLKImNY5fnJgRkHMeCiKMqY9sjBZ6Lo+gaA4vltqttfiVz/YTmYozcL5tTgOpOJZdjx9mP9/e+cdIFddrv/POWf6zLZs79kkuwmQQu9FOqEoEpAiosL1oj8VATFUAQUJXr16r4iAXCuggmBB6RCkSQsQSiAJCUm29+n9lN8fm3MyM9tmd2e2JOfzD2RnduY7szPnPOf7vu/zbGhJsH6gi2Krgw2DPax55yV+cNDxuK1DW9RJWSEQieNx2LDbxv7qaJpmvI7xjOHQVKTE/WiCAwQ3aDJi8klUaW8Qh66qxsp1GquPRhAEjl51MEeceSCqrIx4YtCFYSQSGXM0XVP76Rz4EW91xxHQOLTxWJLa8fzqtbfpCARZWFrCJYfuzzzXUGlPVeOk5jwJWFG17NPIR0MXhiM5mx50ygr+9rMnkUQJNQkOp536pVVs374dm82Gy+2mwFKML5ag2OEgmkwiCFBTMCTI4rLMHa++QXsgQIlrkB3hjfQm6ji8ZhV2qWzCa9XF1mQFdz4osblYWVWKN9awU2BqJGU74fhGon0dOBwOAoFAztPck7JCz0AQSRSpLC0wpoKSCZkHbnmE3tZ+XAVOtn/QRn/7IGddedqo3/FsG2MVReVv977Ax++2IYgCoihy1qXHsHBpdrET2XjSjDe8oO8S5qM0pw+nFBcXU1c38SiN3YHdXsToBnaFhYV5GQ8czStmIs6/oz3mRCMEssFj8XBI8dCVsD4pM9JUjyBILCv8f+yIPElYaaNAamTz9gLi8SB6m4SqqHg8uavtp/qHZDYoOhwO4vE4Ho9nymPJHdsHsDksxslasojs2NbHe6VRqhyeoW14i5W+WJgdIR97l1TQ1uvnd0+9RTieQBJFzjt2BUubRm6c091iE4pKXxy6t3WxV105bvtoB7A4AmE0Yec2sGAZCinUAmgM3xoeq49GlET8jm4Eu0ats4l5tsqd762IJA0XJ7o1f0LxUlSpElW34xLmGw2wqWzvu4fVL5YRTtoAjQc2bqZQi5NUHBTYrXzQ1cuPn/83t6w8FkkU8diWIkRtyGoQUbAiq0HKHKeP/wcahdQdw9GE4eKDFnH2t0/n/Zc+wmqzcuDJK6icX46maYYdwAVNjfzqw410B/w4rDa+eehBlO40b9s8MEhHMEhLuY+FNfcjCEkiGrw9+Dz7zfsZDil7wT6W2JpprGIZGknj2CKrIVAaWLRo0VDe1LBsp6lN8YQicX779zfp94ZRNY3F88s59+R9sVgkerb30dvaT3ndUK+eq9DJxte3EA3GcI0wkTWRyZ4dm7r5+L02ymuLEQSBaDjOEw+8xjfWTM7kLdOTJnV4weFwpHnSwK7m6HwKmKKioj1yB0ZnToqYbL9IAwMD+P1+GhsbCQQCeQlrHMm1N9sG3rEeU5ZlZFlGEIS8mLbpmSKpkzKZWEQnCz2fNf592ok+7vn1i/QPhECFqsoiDtwvPz4bqSdqfaLLarUSDAaJx+NTagyuX1DOtk3dOJxDBxVZVmlYUMGrtKJoGpaduz6qpmEVJWRF5XdPv4WqaVQUe4glZP64dj3fOfdoij3pf199NF0Rrdz1/Ad4Q1EASjxOrj3rGEo8I30eHGhCOagDIJaCFgWEoZ+NQ6q9v6Ip/KXzHtqCW9D8KgIixxecy5KSfUfso9E0jc7OTlRLL0H33whEhkpZhdZl1LnOGyZkHvgwTkx2M88xlGLcE7YykAyyfKdZWKnbSYc/yGAkSrnHjUOqY0HB9XRGfo+ihahwHk+Fc3InD11sKYoyrjngwn3ns3Df+cPeJz0uoqysjP2bF9Hj9aLG46jxGD09PXg8HpKKggBUz3sOUFAUJ4qmIWsBOiOPsqDgP7Ja78DAAJFIZPxduBmi0HYwoeQ7ROQPkZMqSsLBosqLjXJX5rRTZrL0RL97z7y6mX5viPJ5Q420H33Sw9sbOzh4acPQjoyGIag0defxdIQ/sd5blG1ZJh5JIIq7LgDtTiuDvcGs+hjHQ5KkNFfzVE8aURRxOByEQiHq6+vzJmA8Hg91dXWz8jM2XcxJETMe+pWwqqpGH0q+EqczH3dwcBCfz5dVA+9I6F+uQCBg1F9z7WEw2Vyh2ppiLv/68Wzb3o/FIrG4pRLHOHXrqZKa7OxyudKuqPWJC13sZPt+n3rewbRv62f75h7QNJYe0MjxZ+xLrMPFI9s+xCKIyJrKsnmVLCgsIRRJEIomqCwZEnsOm4VgJMZgIJomYvTR9NLSUh5d/wmDoShlhUNX+P2BCI+9vYkLj953+IIEAdn+JSzx34DaDVhRbBeCODEzqk8iG+hMfoLLMjQ6nlASvBL9B/OSNcP8aHRrfo/Hw6D1eUTVhlUqRdM0/Mn3KJYPoCBjksifKMAiKgydXTQsokZME4yUc0XTQNNwWHcdVtzWJTQX3Tah15FJag5SdXV1Tr4PdpuNhp0jqPq4bSAQwBIMIMgyshZCVQVkVcVls4ImI2vjT7Dp+VKJRCIvCe+5QhCs1Li/Rp/vA4IRH/U1B2CzDL+Yydz105vyJ2qy1zMQxJ0SEWKzSvR7QwBUNlXQuE8d295vxe6yEwvHOfDkFbgK0gX/ZNxtqxrmIUkikWAMu8vGYHeAxfvlridSJ7OJWk+MttlstLe359STRt9Bd7vdM+JMPtuYsyJmtGTq1BJJqkmbvruRa3QRM5kG3kx0B16Xy4UkSYaqn+io7VikNppO5rHmlbiZVzI9viF6I2uq2Mq8otYNrPQadapj8GgHC6fLxje/9xn6e/yIgkBpZSGCIPCZxiU0eIr4JOCl3OHisKoGJEHE7bDisFqIxBK4HDYSsoKmQbFn1/ixvrNVVVWFy+ViMBjFZtl1pWqzSAwGo6O/WLEC2fEdIAw4QJi4OIypYTQNhJ29BlbRSlyLUldXh6ZpRh+N/l4VFRVRXFxMT9CHVSgx3l8BEWWEE/bRjUfy4cDrWMUEGiCKhRxa20hbf2Do38CZy5ZQkMPx4dQcpLKyifekZEPquG1VVRWXl5byYscGBMezOCUNh6QCAuX2sbOXjNRsVaWmpiZnJ0pVU3nH/wEbw1uxizYOLzmQGsfUPUB8vgCxYAlNdcuyOl6N1JSfGn461om6saaEV9dvx2m3Dl2IJBVqyofK7JIk8rmrP826J9+lv8NL3eIqVhy7NO33Q6EQ//7wYzb540jb+jh+rwUsrh7/81BSUcg5Xz+eJ/7wGoHBMEsOaOTk8w+dwLs0ceLxOD09PTQ0NOwMnsydJ01qn2VjY+OkzjPJZJLrrruOjo4OEokEX/va11i0aBHXXHMNgiDQ3NzMTTfdlPbYqqpy8803s2nTJmw2G7feeiuNjTPjdp3JnHTshaEGq8ylx2Ix2tvbqaysHGZ8FgwGiUQiOTcA0n1PfD4fLpeL8vLJTTKM1f+iX/2EQqFJ7Tzoj9/b24ssy1RXV8969e71evH7/dTV1WX9Rdcbg0OhkBEsqI9GTvWEsqWjn989/Q6KoqIBnz1ybw5eUg+MvLO19v2t3P/iu8zbuVMzGIpy4dErOG7ZwimtYyz6Ep38sfOnSFiQBAsxNUK9o5lV1V817qOX5kIJkdfebyOeSLBoySZqGrfhstaBmCCp+lhYcBkOKb0JXtU0/rThbR7dtBFJlDhn7305o7mFdzq66Q+FqSkqZFn1+JEP2TJWDlK+0TSVtsiDdEYeR1NFChOn45IPHLWRU7+IEUUxq9iLifCm711eGnydAslDUpNRNIULas+k1Db590Sf8Kutrc3JsUAvO4VCIaLR6LCyUyye5M9Pv8uW1n4ADl7WwMoj98rK8j8UCvHqRx/z940duG02NCAmy1x2wiEsqpyeVO9s0S9mRtvlTvWkCYWGdqKy9aTRvw82m21YVM1EeOSRR9i4cSPXX389Xq+Xz372syxZsoQvf/nLHHLIIdx4440cddRRnHjiicbvPP3006xdu5bbb7+d9evXc88993DXXXdN6vlzzW4jYgKBgLHVONKHR6/r5nqGvru7G7/fT1VV1YQbeHUm0sCrjySHQqGsRpJh19Ws7oMwW7e4IX2qp6amZtJf1NSrn2g0OiUnXJ1QNM5gMEqhy26UkfTpk9ra2jRRqaoaj7y2gWfe2wLAicsXserQffKe07I59C7PDfyZuBql3rGIlRVfwCUNlQn0MU9ZdHHf4+uxW4dM8ELRCMce1UFxxSYEzUal7dNUFh6UN0O2bPoRUnOQCgrcBOLPEpU/wipVUew4A0mYfhdhvZEzFAoZLtT6zkN3dzc2my0v369ftz2IqqnYxaFyzEDCy9Glh7B/0bJJPV5/fz+xWGxSaeTZkFp2CofDRtnJ4/EQT2pIkojbmV2PiD6t+NS2Pj7p81K8c/JtIBRhv8ZqLjx8xTiPMH3ojtwTiWjQPWn0C6/RPGl0AWO1WlmwYMGUhGc4HDZy7rxeL2effTaJRIIXX3wRQRB49tlneeWVV7jpppuM31mzZg3Lly/ntNNOA+Coo47ipZdemvQacsmcLyfpJ71IJEJTU9OozWb56IkJhUL4fD5KSkomLWAURTECHLP5YI41kqwLmtSrxGQySUdHx5TWOFU0TePN9Tt4+Y1PEEWB445oYfnew7vp9TBOq9U65QNspiNnLBYz/DomW57zOO1GUGSqX81I0yeiKHDO4Us5+7B9gNwnr49Gi2cFLZ4VqJqKmNKYm9oQ+djLm7BKIsU7ew40TaO/6xBOWPEVFFkz7ptNDs9ESKg+tofuJyhvwS6W0uT5Am7L/GH3ywxH7A3fSyDxHAJ2tGSCSPI9agtuRhwjAmM8Pg7voC3aRaHFw35FeyEJ4zepZjZyRqNRgsEgnZ2dWK3WoeZqRcmpF0w8mqDzn/34u0OULymh6sh5aGhYhfGf4+2uLv61Ywd2i8Tpzc00FBYZ/Tr5EjAwetkp9TOFOn5/SDAYNAwtbe1e1JTLbVXTsIwwbTdTTEbAwNieNE888QQej4djjz0WTdOwWCxTFjCAMS4eCoW47LLLuPzyy/nhD3+4y8Hc7SYYDKb9TigUShsAkSQJWZZn1PdIZ+ZXMAVUVTXUaWNj45hfiFyLGL2Bd7JXXrlIoB5pJDk1q8hut+P1eo2m2JninQ3tPPzYegrcdlTggb++id1uYfHCXaU9WZbp6OjIS+kgtekOSLMYn0wC8ET8amZq1ytVwPj9frxer9EQKYoiasoupqYNfT9EwYJoZVJ+NOOhaRpbg78iqrRhF0uRtTAfB3/BPkU3YBV3OeXq2/F6lISqRQgk1mIRyhGEoUnAuLKDuLwVp3WvMZ5xdF7of4O/9jyLoqmICLzhe5+vNp6b9p6Nh96b1dfXR2VlJU6n03BX1q9yp2pbLycV7rr6QTo/GCSkheh+fpCebf3sc+FCFrrnj/m7r3e08z+vv4FVElFUlTc6O7li2XIq7Pac9utkQ2Zm0bbBHl5v/xA1KbO0qJrywpJh006pAkaSJI7bq4kP2nroCw71fVkkgSNbZkdPxmQFTCaZnjSnn346Tz31FDfccAOxWIzjjjuO4447jmXLsuthGouuri6+/vWvc8EFF3DGGWfwox/9yLgtHA4PS4H3eDyEw7v65FRVnRUCBuawiEkkEuzYsYN58+ZlddLLlYjRJyUURWH+/PkEg0ESicT4v5jxGFMVMJlkThH09/fT39+PJEl4vV5kWcbj8cxIL8zb77XhdFhx7txCTiRk3vuwwxAxeohjeXn5tIRx6o3BuhOu3nCXTfK2qqp0dnZit9un7FczHQwODhpjnvpJ4uCl9azf1EG/L4wAqBocvnz4CSGXuU6KFiGitGIXh3rGrEIBcaWfqNJpiJiRsoW0DNdoQRAQNIDJfZcVTeGvPc9hE6xIooSmaWwOb2drpJXmcYRB2uMoCm1tbcybN8844Kd+psLhsLHrMV5vlqZpPNb6MU+0foxTsvDFxfuyrLSS7R920La5i8qqUkrUAsLJCJG1Sc761kpc0tjWDY9u3ozDaqFgpzDv9Pl4vauL/zzssBn9zLZGvfxfxxskNQUN+NDv5/PW5Xi9XuOCQp/OTP3Mzi8r4fKTD+fNbe2AwGGL6qkpnv5k9UxSE8lznfJdV1fHypUrOeWUU6iurua1117jT3/6EzfccAP77LMPV1xxxaR6PPv7+7n44ou58cYbOeywwwDYe++9ef311znkkEN48cUXOfTQ9Obn/fffn+eff55TTz2V9evX09LSkpPXmAvmrIiZ6A5DLkSMfuByu93GqOdEHzcfBnaZj68bgi1cuBBRFI1SSq4nnbLFYbcgK7veI0VRse8czdazT6Z6FTNZLBaLcZWo9zwMDg6O2Bis7xbpUz2zGb3Mmkwmh+0WVZcVcumqQ1n3YTuqprH/klrqKovHfLxUPxrAGHPXdx70z9RofTSiYEfAgkoSCRuapqKhIglDj6dvoWdayEuCmwLbEQQTLyNqLlSi2KQa7JbJNUgnVTmt1CYIAqImEFXiWT+GPgE5WnJ6ZokgHA4bQnkkn5W/b9/IHe+/gVUUUTSNq159mjuOPBVNVhCEIZduu2THJtrwi0HsZNerpP/F47Ehl+SCwoIZF92PdX6ATZQotw1drHRG/bRLMY6Yv4BkMkl/fz+BQACr1Up/f3/atFNDaRENpTNTEh8Jvew50QDabNBL66qq0tzcjCRJnHTSSZx00kmoqsqGDRsmvbt+9913EwgE+MUvfsEvfvELAK6//npuvfVWfvKTn7BgwQJOPvlkAFavXs3ll1/OiSeeyCuvvMJ5552HpmncdtvUbBNyyZxt7JVlGUVRsr6/pml88sknLFw4uYNfPB6nra2NioqKtK22UChEMBjMqmF4OgRMV1cXgiCMGnOQi0mnidLR7ePu379MIimjaeB22fjGl4/BKikMDAzkJU9kquj1aX2qzWq1Eo/Hh/39ZyOpviq5npQZCT3XKRgMjtlH0x9/nR3hP+irpMx+GA2u8wgGg0M5SKNMomlaEm/s0Z2NvdXMc6zCIhZPer0/+eQ3bI904hDtJNUkFlHihuavUWQd/8o+s19nImROpug7D1esf4G+WASHNPTaffEY5y7ahy/OX86P/vPX+AdC2B1WoqEY+xzezH98f9W4z/Xv9jZ+9sYboCiogNNm59Zjj6V+hj+7P9r4LHElicsytEPUHQtwctVeHF+5xGiS10V3amP+ZE328kUymaStrS2vAkaWZVpaWmbF653N7DEiBmDLli0sWrRows+lRxeM5MAbiUTwer3j2j5rmmY48ObjpKJ3rxcUFFBSUpLVc+gNd8FgMOtJp8nSOxBkw6YuRFFg2ZIaVDlKJBKhtrZ21n9JI5EInZ2duFwu4vE4kiQZ4m+21IV19Ek0l8tFaen0j5+qqsqmzm62dPdSKIk0V5al9dFE5PadJaQiCiwt+Hw+AoEAdXV10/Y5CMph7m9/lE8ibRRZC7mw9gzmu8a3bc/s15kq+vfvm689TVcsjMtqQxRF/Mk4F7Ys5z/2OoDBHj+P3vM8fR2DLFrRwKlfPhp7FpM9mqbx5HvvsW5ggGKPhzNaWpg/C3YP1/Zs5rGu9ym1uZE1lVAyzjdbPkWRPFT2HulzMNa0U74m6MYi3wKmp6eHeDxOS0vLrDu+zEbmrIhRFGXC5nWTETF6dMFo5nCxWIz+/v5Rw7fy0f+Sid5TMtr2djbok056j89Ik065YLDbx5//958E+kLs+6mlHHfeYUiW2Sti9DJHbW2t0firl1JCoVBWpZTpQh9LnslJtCc+/Jg7XnxjyNNX0zhnxRJOW9RAOBxOK2VKksTAwACxWGxKo/RTJSErPPXBFrb0DlBVVMBpy1sodA7/O+rO0bkoe7YG/Pxhwwd4o1H2rayiotDF7etfQlFVZFXFIUjcvvwIFpVVTqqPbaaF7Fgomsrans28ObgDu2jh1Op9qMGJz+fLWsjq4i8UCo1rspdr9J24ysrKnA9LqKpKb28v0WiUxYsXmwImS0wRMwqp0QVjHWQTiQTd3d00NDSM+Bj5FjC60Voue0r0qZRgMGhMOulX01N5DUFfiNu+cCexQBynx0ksHOewT+/POVeempN15xqfz4ff76e2tnbUA0pqKSWzMXhLeAv/GvwXCS3B8oLlHFFyxIQmYCaCfnCdrubokQjFE3zuN3/GIohYdk7FJBSFX13wGWqKCgzxp5edLBZL1g2RG9p6ueepN/BHYixrqOSrpxyMxzE10ahpGr9+6W3Wt3ZT4LATSSapKHBz1SlHpLkt631buQjxG4xGuf6FtSQVFafVgi8W41MN81leU8Gz7Z/gsFhY1bQX5Ra7sfOg7/x5PJ5xy676xKbH4xkW6job8fv9+Hy+SWdMZfpB5bPslG8Bo1uFtLS0zLry+mzGlHojkNrAO94I9WiNvdMhYHw+n3EAyOWHPnMqRT9I9Pb2YrfbjQPqRA46yWSS155ZRzyUpLRm6ODqcNt5/Z/vcNZlJ6ftxiSSCl39AURRoKa8EGmar9L16a54PD7uwdVisQwbSfZ6vbRF2nhGfganxYlVsvKy92VERI6Yd8Sk1xVPylgkcdj7kZovlY+k9mzxRWMIgEUSichJgsk4qqrx+LZNXLLiACMBOB6PY7fbcTgcxgTPaH00H7y8iT/e/QxvlIq4CxxU1JTw1tZO7njsNa5ddcyU1htOJHmvvYeqoqGJGI/DRm8gRIc3QFP50MRjal5PLr5jmwcHiCZlKnb209hcEi+3t3Hxin05qCK9pKX/LROJBKFQiM7OTjRNM96rzPFtXcAUFhZOqvFcVVUCAyEsVgue4vxbMugXCVMJycz0gxop2ykXu6T6Lmc+BAxAX18f4XCYxYsXmwJmguxRIkY3yBtLUIzWwDsamga93QHsVi8VlUVIFnFaGnh1g7t8B4ClehekmsZNZNJJP8nOKy1NW6umaQiiCCnvTzAc5xeP/JtebwhV02ipL+eSTx+MzTqxq6qt4U46YwMUWdzsUzgfKcsdEH0HThTFCRuCpYq/jwc+RhwUsWgWkrEkFsHCeu96Di06dMJXiKFonF8/9iab2vqxWSQ+d+xyDls6NBKt7xJMNMwzF/gSMf65YyOD8SgHltVwQGktTqsVbyxKSEkgaCAg8GTvxyzuKeOIioZhZY7UpGS/35/mRzPQ6uPXN/yZQIUTTXASGQjjEyVKa4p5b3s3iqpOSeBKgoCmQb8cpV0JIABF7BIGujniRAIHx8MqSmlD47KqYhvHtE0Xf6kGlwMDA8YEnX6S7uzspLi4eFKlxGgoxi+veZCt77UBGoeeui/nrT4tb8cWvRcqlynf2ZjsTabspE+jVVRU5EXA9Pb2EgqFTAEzSeasiJmMMNB3TUY7iehjkHV1dVltccdiSR749Uts3NCK272JuoZSPn/xEVisovF8uUb3KbHZbHl13RyJTNM4vTygm8aNNOmk95TU1dVRWwXltS/T2zaIxSaRjMsc//kjkFIO4o/9+yO6B4NUFA9dWW3a0csr723j2AOy72V6qf89/tb976FYCkFg36KFfKHuhHHfK/1K1u12M2/evCm9tw7JgSiK2K12bDYb4WQYK1ZaW1snVB4A+MMz69nc1k95kZukrPLAs+9QXVrAPLfFMASb7oNfOJngO68/SU80hCSIPNe5lS+37M9tZxzP1x75J1pCw2KRaG4uAbvGy13baYgLI5oZZu786UL51affIhaLYZfcIAiIFpGQL0xBRQFOuxVxip99p81KQ30xf2h7H4QhAeuyWFGtmmEQ2NDQkNOyxLKKCuYXFfGJz4ckDCWAf2n5iqw/a6kGl/ouaSAQoL29HbvdbgwQTFR0/f0Xz7Ll3R0Uzhv63r362HrmL63j8NP3m8zLHJPUZu58XoBlmuzp79Voo+4jkSpgJjqNlg19fX0Eg0EWL1485VLlnsqcFTGTYTQRo1vIBwIB5s+fn/UB4N8vbmLHJ/0UlTgpLPSwY3sf/3ruQ05cuSwv4kKPENDLFzONzWajtLSU0tLStDRpfdJJP3AYV7I2+MYdX+RfD76Gt8dP8wFNHLwyPfukuz+I2z70ZRYEAZtFoncwlPWakqrMoz2vUmhxYdlpZvaufyvHlC6n0TW6MVSum2KXFSzjbf/b+JI+ACyihVOqT6HB2WDkX+nlgfGmwja39VFSMHT1aLNKaBp8tK2DvWsLc36SzZZ1/Z30RcOUOYYO7AlF5t2+v3DysgquPCXKA1vLKHMVIQgCfdEwSjRGSUnJuLubCaWVgPosuDWq6quwSBY8EYWCcBKfQ0KyCEQTSb6+8tCcfMc6xACFTjuSJmARJWRR5ZFN73FuVVNedjltksQ1hx/BK21t+OIxlpSWsbS8YlKPpbsG683Rdrs97aJiIqWUTz5ox+HauQslCMS0CH979c9s3nctBxYdw9KCAye1xky8Xi/BYDDvAiaTyZSddAFTXl6eFwHT39+P3++npaXFFDBTYI8UMalommacTCYabd7bHcDusIKQBMBut9LXHciLgNFLMlVVVTMaITAaqVc9sizT2dlpjCMPDAwY/Q7uIhen/edxoz5OU+08tnd5cTmsaBrEZYWGquxjCIbMzDSjfCQIApIgElNHd1XWR2crKytzdrBySS6+WPdFNoY2ktSSNDmbqLAPnazGyr8aqTdkXqGLgUCEQpcDVVNJJpJYBHVKW/GheIJNXf0IArRUleGxpx9EewIh2gcDFDntLKwYviulaOnfo0+Vv8Jhpf8mFivgkGIV64Iyfr39syiqgEXROGfZinEFTEz+hNbgjWgkAIGyQyTKG1Yw0B6h3huhpNTOoZ87iGV7V1NpV+jp6ZlyrpOsqrhtNlyWoZ2swWiEcCxmnGQ1TeO15z7irRc34ypwcNoFh1BZO/lYjAFfmCdf2Yg3EGXx/HKWLJr89NBIzdx2u52ysjKj4TzbDKyq+WV0b+/D7rQRkv1EkxEa6ksBgZcGn8AtFdDkWjzptcLMCZhMRio7ZeaFuVwu+vv789YoPzAwgM/no6WlZUZMPncn5qyImUo5SUdX2gUFBZSWlk74Mevq5/HBu23YnRqJRIJoNEF9Y+5HGvXafC6mI/KNqqpGX0N9fb3hWKrn74w36XTKoYvpGQyycXsfGnDE8vkcvE991s/vlOw0uirZHumhyOoiqsSxiVZqHWUj3j+fjsEuycX+RfuPeZ+R8q8ye0POP34Fd/71NQYCEWLxOEvq53HswUsnfSLwhqP8+MlX8IaGnFzneRxctfIIIyF4fWsXP3v29aHmdE3j2CVNfPGIfdP+XivmVeGyWPHGo7gtKofOexWbWIwoFiFoGvvP8yJJLrb3lXLCwr1oLBn5/U9bV/xxNJJYxaH7Ch4vF/wUet88nXg0QcsBTdTsjKoY7b2aaK7T6fNb+O/1rxKRNZKyjIDGWXuvMB5j7d/e4cG7XxgqNyka61/Zwk33XERp5cRN48LRBHf9+d9EokmcdgtPv7aZYCTOWccvn/BjjWe6N1LDeep75fF4cLvdxi7eWd88ibZN3Xh7AwSSIeYtd9B4SjGSKBJXY+yIbZmSiNHDUscSMH3+MH94/l06B/zUlRVx/qdWUFaU/7Ryq9Wa9l4Fg0GjL87v96MoSk6nnQYHBxkcHDQFTI6YsyJmMqSKmFgsZnSbT9Zb5ZAjF9HeNsD761sJBQI0NBUxv9lDMBicVEheJqlJyTNVNpgIekkmtdyV2iuTzaST3WbhK585hGAkjigKRmp0tgiCwJcbTubBjn+xLdJNha2Yc2uPxWMZPrUTCARmrKdkJEbKKgoGg2ixMBefsIT2fj9FBR4O3GdRWh/RRHnqgy34wjEqdp4g+gJhnnp/C+cesgxN07hr7ZvYLRJOmxVV03h+4zaObG5gUeUugV7qcHH7wSfx+4/XE04OUmizUWAdOrEPWfmLLBIEjlx2cNYNx5omI5D6ukTsboXDzhguBPX3SnLaGQgOEpNVxEjEyHXSS3TjlYZPql8IGvx503tY7CKXLD+I5WVVxu1PPPgmFquI1Tb0OOFAjHUvbubkcyZeXtneOUgoEqe8ZOjK3mG38sYHbXzm2KUTalDW83qy3ZUdqedIbw6WJGnovSou4Jrf/icdW3p4NfAsoZouJNvQmlQUXOLkxYR+DKutrR3dqkJWuPux1wlG4xS7HbT1+7nn8TdYfc7RWKfRR0rTNCPSxuPx5Hzayev1MjAwQHNz85QmCd99911+/OMfc99993HFFVfQ398PQEdHBytWrOCnP/1p2v3PPPNM4zxXV1fHmjVrJv3cs409UsRMtIF3JIbsdTTOOu8gTj59qK/DU2A3mhL7+vqMk3TqFc9EHr+7uxtg3KTk2YBekqmoqBh1+3Uik06F7slfoRRYXPxH49jeM3ow4mwVh6lZRfqO4V4N5cSSCV7d9BHFBQW0VFZNamfOG46m+aDYLBLeyNCuTFxWiCSTlHmGTo6iICAKAv7o8GyhBk8xN+z3KTRNIxR+BVl5F01zoagRZNlBddVR2GzZH+yL7McTTP4bWQ0gIKBpSYrsJ456//awn2vefpKQHEfVNA4rb2T10qNRknJartN4PUfLrC72XXHEiBENenP4sJ9NAkkUSf1VVVWRRAGB7L/bU3ENjiaTPPbBZjoDQZZUlHHCkoUoOwNQ9VDbgioPx84/gSd8fyKQ9AEaBZaiSffEpO7AjHUM6/eHCYTjlBUNfe5KC1z0+cMMBCNUlUxP0KNurVFaWmqc8FPLTiOV6CYy7eTz+ejv76e5uXlKLQH33nsvjz76qPH31wWL3+/noosu4tprr027fzw+9N297777Jv2cs5k5K2Imc1IXBAG/308ymZxQA28miqIY/i+iKFJYtOtgop94UpvHJhq8qCgKHR0dOZmSmQ4mU5KZzKRTLtA0jd7eXmRZnhPiUC8blJWVkbRY+Plrr9ATCpFUZPYuLOLc+Qsp2vleZfqGjMbSugrWt3bj0kM4E0n2qR3q13FYLTSUFtPpDVDschCXZQQB6uaNXj4ZEqc3E43eSTz+DolEDaUlV2OzTcxszW1dRq3nGgZjfwdNo8R+OgW2g0a9//9+9AqBZIxCqwNN03i5dzuH9TTwqaoFRsO5fuIZqecIhq5cHQ7HqOXkEz67P3/9zSsosoIqazhcNvY/snlCr0tnQV0pNeWFdPT6sVokErLCaUfujShm9xnUBcxkSp9JReHGx55nc98AkiCydvN2tg34uPTIA9P6s8LhMMlgkkMTJ+O39eNyuGkpWYpLmvhOjB5EO56AgaFJMUVTjbF5WVHRtKGfTwepqeSj7cxnlugmMu3k9/vp7e2dsoABaGho4I477mD16tVpP7/jjju48MILqahIbxTfuHEj0WiUiy++GFmWufLKK9l3332ntIbZxJx17IVdCjMbVFVl27ZtCILA/PnzJ1XqmYqBXapb6Vgn6VxECEwn+ihqbW1tzgRHaqaTXo+eyEl6NPRgNavVSnl5+awXMPpJSy8b/Gzd67zT0035TpHcHQ7zleX7sqJ4HqFQiHg8ntXVoappPP7uJp7e8AkAJ+2zkNNWtBj37wuG+Z9nXqN1wIfLauWrxx7Efo3jB5zqjZu5zMPqi3t52/8hKirLCxdT69h1gL7gxT+haCpWcei5BuMRLlq4P+c1rRjxsfTekFAoRDQaRVEU3G43VVVVox4PNE3jxcfe443nN+EqcPCZLx5OXdP4/T2jEY0nee29HfiCURbVl7J0UXXa3ykhKzz20WY29vRT7nFz1vK9mOdyGo39k/UD2tDVy42PPY/HPrQbpaoawXicB764CtcIQiG1nBkOh7FarVlfhMEuATMRG4jH3tjIs+9sNTa+Tj6gmZMPaJnQ65wMeu5cNtNzIzFStlNvby9FRUW0tLQQCATo7u5m0aJFOWsSbm9v58orr+Shhx4Cht7viy66iEcffXTYd2/Tpk28++67nHPOOWzfvp2vfOUrPPnkk7tNrMGcfhW6ed146NvxNpsNp9M57QIGho8jp47Y6oJGlmW6u7tn3Hk1GzRNMw5UuR5FTZ100qd3xnN2HY/UgMzZbsfeHXuft333E4n7qC86iAbHFwBoCwTw2HaNn0uCQHckwtGNTUZjcOrV4WjNrqIgcPq+SzhtxWLjsVIpL3Dzg7OOJ5aUsVukcd9n/bMQS5nqyQW98UHubX2EpDo0/fembwNfqv8MDc4hQdVSWMq6gQ6KrA5UNERBoMkz+t9W7w1xuVy0tbUZJ5QdO3aM2kcjCALHnL6CY04fWRhNFKfdyrEHje559Lt17/LGjnYKHXZafX62Dnj5zlEH4ZtiY7+sqgxNTw/9LfU/qTKC2/jQ7bvKmYCRvp1NiU53u56oj9WpBy2mpa6cgUCYskI3C6vz/z3VvaEmK2Bg+LSTLMts2bKFX/3qV/T09LDPPvtwxhln5NWM8sknn+T0008f8eKhqamJxsZGBEGgqamJ4uJi+vr6qK4e/8JkLjCnRUw2pDbwqqpKIjH6qO1o5NqBN3XEVt/ubm9vJ5FIUFxcnJWz8EyS6mqbzVbxVBhpeifbSSed1JLMbN/d8iXbeGXgDlQF7DYX7fHXkQISBxZ/mUUlJfy7vR2HW0IFFFVjflGx8buZXhh6z5He7Jp5JT3e381hHf/woJfnFEXJufniG773kVWZkp0NwwE5zEsDb/P5utMAuGyvI/ju+mdoC/vQNDi7cSkHl40cxKqjN5/Pmzcv7aSl75Rm20eTD+KyzLrWDioLPYiCgNtuo8sf4K2PP+FTy/eZ0k5nc3kpxU4nA+EINotEXJbZr6562Gj9aNjtdux2+6glOn33T3cSrqmpmfD7JggCzTWlNNdMT2ilqqq0tbVRXFw8aQEzEhaLheOPP56DDz6Y7du3Mzg4yAsvvMBPf/pTFi1axLHHHstxxx2XU++ZV199la997Wsj3vbwww+zefNmbr75Znp6egiFQpSXl+fsuWea3VrEZDbwBoPBEXOOxkJ3wIT8OPBKkkQymcRqtVJfX080Gp3yrkM+mcl+nZEynfRGu9GaqGdLrlC2tPrWIysJPLahHo140s5HgVcJhT/F2Uv2oTcc4ROfFw2NkxYs4KDqmhEfJ7PnSL+STjVC00/Sk0UXs5IkUV1dnfPPgqwqaU2vEgKytiv0dZ7dxR0Hf5qBeAS7JFFoHbtPZKyQzNSd0rH6aPL5eRd3XiDpzcTJRJJ4PEFNddWUS7Uum5U1nz6e37y2nk5/kH2qy7nwoOWTej0j9YboAlAQBCoqKsZ0Rgf42D/Ax/4BPFYbB1fU4ZCm91Sk78BMNqZhPHTjzyVLllBUVMTKlSuHHMg3bWLt2rW8//77HHrooTl7vm3btlFfn25FsXr1ai6//HLOPvtsrr32Ws4//3wEQeC2227bbUpJMMd7YpLJ5KjhiwMDAwSDwbTck3A4TCAQyHobLbWBNx8HL71Hw2KxDJuMyEySdrlcxlb4TAka/SRQWlqa0yuXqZJakw6FQsaugyiKc8ZfR//M7oj+mx3SP3BIRfgTcfpjPhTVzjvtp9FSXMq3VxxOKJHAKooUTXKyTt45kZLac+TxeHA4HFl/tlRVHZaDlGu2Rzr5bdvfsAqWIUGnJjin+iSWFk68sXaiY8k6mSnJusfKRANQs+Wv73/EYx9+jAREYjH2qqniO8cdgXUWTtDp6IGpiUSCefOG+rP03hB99y/1+/dabxv3fPQGGkP9WQsLS7lmxVHYp0nITDUoczz0sM758+fPCmf13Z3dTsTo2UKCIFBdXZ12oIlGowwODlJbW5v5UGlMRwK1vq1dVFQ0LEtmpPXoB9JIJDJpY6+pEI1G6erqmhM7GolEgr6+PkKhkLFDM9Vdh3yiaRo9PT2oqkp51TxeHPgvfMk2eqMhBCT6/McRidfTHQ1zxYrDWF46enzCRNEnUoLBoBEoOJ5Y1vuLioqK8n6Q3hJu5cWBt1BROaR4GcsKJ97oOZWx5FRSS3ThcHhCfjQTeY5/bfyY99s7WVRTzXEtC7Mq680UehitLMvDduMyG/T1Ha2r33kOAQHnTpfkrmiQb+x9CAeVj10KzAX5FjCRSIT29nYaGxvHPa6b5IbZ++2YBHoDb2Fh4YiljpFiBzLRBYyiKIiimNcIgWxt7kfzV+nr68NmsxlXO/nyO5lLjsGaphEIBFBVlebmZsMXqLu7O6eTTrkidWKqsrJyqJG09Graom/yy45/Y6UBWSlDEEAUIKEoOX1+SZIoLCyksLAwTSzrY6OZZoSj9ZTki0XuBha5Gyb9+1Od6kllNFuAXPbRBINBmpw2jj7uqFnpX5TKWAIGhgcwhsNhvF4vg8EgRXY7SYZKUwIC8Rx/rkdCFzAFBQV5ETDRaJT29nYaGhpMATONzGkRk/qlycaBdzwRk9rAmy8Bo/dwTPagmnogLS8vN8oora2tE/KiyZbBwUGCweCsNYVLJdUgUG84FkUx55NOuULvL/J4PGkTUxbRTpP7SJpcTv7d3co8u0xETuKQrCwsyt/BcTwzQqfTSSAQyGnGVD7R/YtGE9/egRBvvLCJaCTBPvs10LzP2Du0meh9NI6iAvrCIWIJmdgU+mh8Ph9+v5/6+vo58V3r7e1FVdWs+qFS+9mOC7bwXMdWChMCkVAQTYAKLEZvYD7Qy58FBQV5ERjRaJS2tjbq6+tn/fTj7sacLifJsoyiKAQCAXp7e6mvrx9TGCiKQmtrK01NTcNuy/UE0kjogqC2tjYvjVXZetFkQ2qJY8JNm5oGyacQks8AIprtDLAcNcz5NJfoBymn05lVDlZmz5E+6eRyuaalRJfNjkZckfnz1g95b6CbUruLC1qWUe8Z3oSoqCpvdXcRTCRoLplHQ54aFTs7O7FYLMYJaSr26/lGb8ytq6sb8fMf8EW4+/bHiYTiSBaJZEJm1ZeOYMXBw48NY/HhYC8/2/AasqYiIvAfSw7gwLKaCffRzJZwxGxIFTBVVVUTPlYmFJk/b9vAW/2dFFrtnDt/byqwEgqF0DTNEIC52i3VNI329nZjGCHXxGIxWltbqa2t3a2mfuYKc1rEJJNJent7hzXwjoamaXzyyScsXLgw7ef5buBNFQRjGWvlEt2LJhQKoapqWhllPHRB4HA4KCsrm/h7knwBIf5bEEoBDUHzotq/Cdb9JvVaxmOkzKaJkGnsNZW4iGzQm0xzsaOhqCq3vfoyb3d3ITC0m3L1oYdzcE3u+gv0fih991Cf3gkGg8iybJx0JtIYPBVUpYNY7E5UtReL9VDs9i8iCLuEir57VFdXN+ox4bV/beLxh96kvGpI8EXDcRwuG5fd9Oms1xFTZK589QksgojbaiMmy4TkBD869GSKbUNN16P10Xg8HkNcZZMtNFvQj2WAUf7MJfpuqW7e6HK5jLDKyTyXpmlGA3o+BEw8HmfHjh3U1NQMc8o1mR7mdDlpYGCARCLB/Pnzs/qAZ5rjTUcDr14y0Kc4pqtsMZIXjW63P1ZfyFQFAYAgrwOhAAT9QB5FUN5Gy4OI0R2ORxqbzZZUY6/MuAhJkowdrVzsnumCIFep2e/0dPN2dxclOwVETJa54603uS9HIkbf0UgNyRwpIdnr9abtaE32pDMequolFP5PNNUPWFCUjahqLy7XdcCQg7TP5xu3JKMq6WVlQRxysZ0I/kSMuKJQ5Bz6OzosFoLJOAOxiCFiRuuj0Y0uRVFE0zTq6+v3eAED6b5QmYGxev+f2+3O6ruoCxin05k3AdPa2kp1dbUpYGaQOS1iSktLJ+z7ojMdAma2jCSnnnT0aRTdlCq1dq8LginvEAgFoMXZZfGRGPpZjskUBBEliDfZh0N0Ms868W1uGO6+mdq8CUzJXyW1xJGrBulgIp7mxGqXJAaiUVRtyMF2KgQCAQYHB8fc5RzJuyc1pXysPJnJoMjr0NQggjAkWDVNJZl4HM15NT5fwNiVHU8QLF5Wy/OPvYdvIITFZiESinHa50bPaRqJIpsDuyQRTiaGdmIUGUEQKLWPPgGl99HMmzeP3t5eIpEIVquV7du3z3iP1ljoAkb3gZmO9WX2aE3E6yhVwOTDAiCRSNDa2kplZSWVlbmbFjSZOHO6nKQoimFEly1btmxh4cKFee9/mQsjyal9IZFIBEVRqKioMFyDJ//AXQjR20ALD/1bKEFzXg9i7q6GUiemrFYrvfF2nuq/H0VTUFFY7D6Aw4tPzenfdiR/lWxr93rG1FgljsnQHgxw+TNPYpMkZGRaQ148bo2VS6u4pPEkiq2TE6NTzUHK9O7Rd7RSyyiTIZl4jkj0+wg4dz6PAsRJyg8TiyWoqanJekeju93LC0+8TyyaYNkB89nv8IUT/rxsGOzhjg2vp/XEHFwx9i7YSFM90+1HMx6b2vt45NUPiSWSHNJSx4qaQqwWadoEzHikljT1ROnUYM/Ozk7sdjtlZZPPuRoNXcCUl5fvNtb9c5k5LWJUVSWZTE7od7Zs2cL8+fPzKmACgYBRk89Xt30u8fl8eL1eSktLiUQiufGiUQdA+QAQwbIchNw1m3q9XgKBAHV1dcYJ9qGu/yWuxnCILjRNJaQGWFn2Baod83P2vKnotftgMDjuNMrAwADhcDhvTZtvdXXy32++ytZgLyUekeVNTiJEmO+q5KpFn53QY6XmIE1EEIyH3qMVDAanNI6saSFCwS+iqt2ACGgk5c+QSHw+L67B2RCWEwzGohTbHRRYx+4503c0NE0btSk2s48mVwIwW9r7/fzgz//CIolYRJGBQIiVKxZw3nEHzgoBk0lmsKeqqjidTqqqqnLe05ZMJtmxYwelpaXj+o2ZTA97lIjRG1aTyeSUJndGQ3eu1E8Ac2FMUl9valNh6kE0FApNixfNaOuDXaUS/Qo2kUi/4tY0jd903IJH3LWDFFJ8HD3vTBa6luV9nZlX0XpfiNPppL+/H1mWJ5UlMxHe8X/Cr7c/TbFNL7NoeJMhfrrsK9jE7HZ+UnOQ8ikIJiIAR0JVvSTi96Oo3YTDS1DVE6isnFz5cDrRLQBEUZzQjoZe0tSnd/Kd6/T4uk389dUPKS9yE4vFSMgqBW4na754cs6fK5dommYYnVosFkMA6u/XVI/1yWSS1tZWSkpKqKubWs/Zu+++y49//GPuu+8+NmzYwFe/+lXmz58PwPnnn8+pp55q3FdVVW6++WY2bdqEzWbj1ltvpbGxcUrPvzsxp3tisiW1/6W6utooC3R2dgJDfQ6FhYVT+pDrpmWSJOU9FDEXqKpKd3f3iOsdy4sm142uI6FpGq961/NM/2soqsIBxXtzavlR9PX0IUnSsKBBQRAot9XRn+jEIxUha0PCttgyPeOOmcGL0WiUQCBAR0cHFouFsrKycbNkpopHcqAJGDuMCU3GIdmwCtk9p56DZLFYiHsc3LL+eQbjUQ4oq+HcpmXYcmgJP16opz6NMtoukCiWYHd8w1hvZWX5rP++pb6/5eVD61U1jTf62+iLhVlQMI99ikfurcjMdQqHw4aYH1BVnu/uQhNETlq4kP2qqtJ+15fsYmPoJRQtwUL3wVTZx3c8dlgtqGgEo5GhdHDJgt02u08V+vtrs9nSxpwTiYSRYzTZiA3YJWCKi4unLGDuvfdeHn30UaP09eGHH/LlL3+Ziy++eMT7P/vssyQSCR588EHWr1/P7bffzl133TWlNexO7PY7MeM18Kb2OUx0FDn1MTo6OigsLJwTTo26bXxBQcGEu/Zz6UUzGh8FP+H+jn9SILkRBRFfMsC+4iJOKD9s1PWGZB/P9P8Jn9yHgMgRJafR7N43Z2uaCLozqD4emtkXkg8BqGkav2t7jnW+LQg7YxMvbjiRfYsXZLVefYJOcztY/eaTyKqKU7LgS8Q4tnoBX93rkJyud7TXkDrqPtoOoB4tolsAzHb0HYLUHg1N0/jRhhdZ273VaML+j0UHcfb87HcOt3m9XPn008TkJOwUr1cddDCfWrQIURTxJ3t4vO8nyFoCYWfp7Zh5F1PvXDrm4/rDMf7fr/5KRyCEIApYRJHvfPooTtp74plV08FIAnEkMiM2svWGkmWZ1tZWCgsLc1ISfuqpp1i8eDGrV6/moYce4qabbmLbtm0oikJjYyPXXXdd2qTlmjVrWL58OaedNpTeftRRR/HSSy9NaQ27E7NbXo/DeEo6mwkki8WS5uiqT1aMN4qso+eyVFRUTHrEdzrRJ5DKyspGdTYei9SrQj0bpaura9ICcCS2hFuRELGKFlRNRUhCh6N/TMHlsRRzZuWlxNQINtGOJOT+o61pGhs6evGGozSUFtNYVjzsPvqIeklJiZGOm49Jp0wEQeCL9cdzaMkSgnKUOmcp1Y7xBWpmDtIrPTuIyTLlzqGG4HJJ4qWeHVy65OC873Zkjrrr71dbW5ux2+V2u+np6RnmcjxbGS0oc0twgOe7t+KSrIiCgKyq/N+WNzm1bgkuS3YXBE9/8glJTaN853EnGI/z182baLJakSSJHdZXSKox3JahC6u4GuGD0LNjihhN09jYtZ14s0JNsABBEdCK4IngZk5i9okYvUQ3noCBkSM2dOsJm81m7NKkXmDoAsbj8eSsp+3kk0+mvb3d+Pfy5cs555xzWLp0KXfddRd33nknV199tXF7KBRKO7dIkoQsy7tVEvVU2G3fhck48EqSlDaKnGpRr59wUrchw+EwPT09OcllmQ5yPTGVmo2SKQDdbjeFhYWTct0stLhRUFFUhVg0hmARKXWOv8MlCAJOKT92+Jqm8X//eouXN+8wnIcvOXp/jl4y37jPeJ41mWWBXGc6CYLAkoLst7pHcg22iRKpW7OyqmITp7+3SxAE7Ha7sXuRTCYJBAJs374dSZJQFIVYLDZrMrBGQhcwIznFBpNxREE0xuAtooimyPTF3qfW1YJFHP+CSEGDlL+WKAhYbXaamppIJBJsGxia3ozJUSTJgiZoO6e5RkbfMfIj43TbKJvnNn7eHQ2RVBWsM/BZGI3UHqPxBEwmmePbetmpvb2d3//+98ybN49jjz3WmBJraGjI25TYiSeeaHz/TjzxRG655Za02z0eD+Fw2Pi3qqqmgElht3wnNE0zRq8n+8HLrNuHQiEGBwcNbxUYEgUNDQ1z4gOlT0ylmpblklQBqL9fI3nRZHOgOahkGesGN9Ad6cNms+OSHJxScWTO1zwRPun18vLHrZR4nIiCQEJW+O3L73B4cz0WSTKCBrMViJk7gKN59+TrBK0LroqKijRPoOXzqmj0FLMtOIgkiqiaxiUtMz+VIggCwWCQ6upq3G73jGVgbfmgg1/+4J94+4I07VXN1276NCVlu3Y09dLQeGnJCwrmYRVFInICh2TFnxig1B7En7iDiOymqeBaHNLY0y8nNi3gma1b8cfjSIJAUlX5zOLFwJBgXlp6DO1969GQSaoySTlOcWIxPdrQTlZqUrnuq+JwOGgurEXt+BBZVbGIIoFknEqne9YJmJ6engk3SY9EqmAuLS3l//2//8czzzzDz372M/r7+znqqKM47rjjOOCAA/Jy7Lzkkkv47ne/y/Lly3n11VfZZ5990m7ff//9ef755zn11FNZv349LS0TT3LfnZnTPTEwVM7RmS4H3s7OTuLxuKHm9brqTB/oR0LTtDRb8+memBptcmcsR9dAIED3QA/RYgVBEpnvrKHQOrOluvdau/npU69S4t5lJz8YjnLnRWcgKEl6enoME7uE/DH+6D0o6gB26wqKnP+BKGS3/pH8QqY06j4Cegl0NMEVlZO80L0NbzzKPiWVLJ9XNcKj7KKnfZCNb+/AZrey7NCFeIpy64ukm0aOtMM1He+Xjrc/yLUX/h/JhIzVZiERS1LbVMb3f/1lfLEYP3rhVTb09lJgs3P+okaObF5olBRHYpO/jzXv/4vOaD81zm7+szlCmUMlqXpxSgtYUHjDuGv6sK+Phz/6iISicMqihRxZn5743Rv/hPeDz6BoMs3uw2iwrzD6jvT3y+12EwgE0kpe/2jbyEOfvDdU4rNYuWbZMcwvmB39ftMRfdDe3o7NZqOmpoY333yTtWvX8tZbb9HS0sKVV1455fHq9vZ2rrzySh566CE2bNjALbfcgtVqpaysjFtuuQWPx8Pq1au5/PLLqaqq4uabb2bz5s1omsZtt902LDpnT2bOi5hEIoGmadMiYDIzhWAoKTcQCBgHhMLCwrxZrk+UKYU45mk9+glnJC+amRZcY+ELR/nOg08jAC67FW84Rn1pEd854cA0EztFHaA3eDmgIeJE1DqxSwspdF8L4sSMsbJtdJ0ImTlIU2X7xi5++f1HScaToEFJRSHfvP1sCopdU35s2JUzVVVVhcs19mOOlFOUy1T3d17+mLu//yiSRTKeLxFL8r9//yY/+PerfNTbR5HDTjAaRRME7vjMqdQVje/U3Rf9Jz3RB7FJQ9b1qpYAYEnxHVNe81jony+9p03PDNP9aAbjEYLJOBUOD84s+3TyjW4DoGlaXgWM1WplwYIFaUJY0zQ2btxIbW3tjDqwm6Qz++sgWTCdEQLz5s1Lu7pKravqJxzdcl0XNDPhuDnRVOfpILMOrZ9w+vr6sFqtRq23vr5+Vqw3lWK3k++ceiR3P/cGA+EozZWlfP7AFvx+f1pOT0L5GLQEkliKW9uOXRhAU7sg/C1wXA3WA7J+ztEynSY76j5SDtJUefz+VxEEKK0c+k4MdPtZt/Yjjj0r+9c5GuPtGGWSmVOkv1/Z2NRng7vAgapqiDv77FR16L8Wu4UNPb2UOOxD/XN2O6GkzJaBwaxEjMPSONTdosmAhKz6KbQdPKk1TpSBgQFKSkqYN2+e0Rei5zp5PB4qPR7sORyvnwpTTc8eD/2YabFYhgkYGPp87bXXXjl9TpOpMzs+nVNgMg28E0W/WhnrajDzhJN6grbZbIagmY7dhWQySUdHR9qEzGwj9YRTWlpqdOsnEgna2try7kUzGVqqSvnJ51eiqqrRv1KTMbEg4kBDRdKC2BlARUTDBtgh/j9g+b3RGDwRxsp00jTNeL9GO0Fnk4M0GaLhOFbrrscTJZFIOD7Gb2T5uDnYMcpsDA6FQmmN1BP1C1m0rJZlBy/gvdc/QVVUREnk3K8fi91mwW2zEoxG8TgcQ7uKQGHKumOJJK981Eo4lmDvhgoWVe+aVPJYllLlPIee6F8ADZelhRrXFyf1mrNlpKZjm81mhMZmDja43e5hfTTTiW50mW8BI4oiCxcunPVhnCa7mNPlJD0G3eVyUVhYmJcTnt4QW1tbO6kruMwMGX2Lu6CgIC+CRm8wzWb7fTYwksdOqkMpMK4XjSJvQFU7EcUKRGl5Xg+y+kSEIAgjbmdrmsJg+Acg/5tCelEFCxaxAUkoAW0APH8CwUYsluSV17fiC0RpWVjB0r0m7+irTzqFQqERrQGmmoM0Fs898hZP/uFVCopdKLJKLJLg0u+dyYK9ayb9mJFIhO7u7pwGZaaS6Rficrmy7mtTFJV3Xv4Yb1+QxpYqWpbXkUwmeeydd/ndxq07BarGQXW1XPOpIxAFgXhS5ob7n6W13wcaSKLAt844nEMW16c9tqrFUbUEkuDJ62d4rKmp0e4/Uq7TdF2UjZQ1lUt03yFN01i0aNGsKmObjM+cFjH69qLP5yMSiRhNo7m4gtczZCKRSE4P/qmCJjUBOBcCTPc8mCsj3+ONJMP4ZoSJ+CMk438ChoZNrbbTsTvycxWbbYlO05LE449hS9yFIBQgCCWgeUFqAtePSCRk/vvOZ2nv9CGJQ2WJs87Yj+OOXjzlNWaeoPUrytSSVy5RFJW1D6/jjec+xGq3svLzh7Ls0Mk3HaYmfU9HTlBmn1ZqX0g2V+OpPTsDiSRbBrwUOmzsV1NtjE+/uGE7v3j8daMpPJaQcdot/OJrn8nraxsJfWqqoKBgUsacM5Hr1NfXRzKZzKuAUVWV5uZmU8DMQea0iElFlmW8Xi9er5dwOGw0jU7GTVZ3gBRFMS/NYzq5dL/1er34/f6cpyTni8l41uhb3IFAYKcXjYLTdi2iVIYgWIY8MLQBnJ7/QZxgE202z51qCpcVyTcg/r+gRUBaONQTI5bz3oYO7v39y5QUDe2UJWWFWCzJT35wds4+a3pTdzweH5qYin+I2/1nLJYANtv+OF2XIggTNzvMJ3rJa7TPcHAwRCQQZV5NCdY82OCP1Bisi+aR1qMLmPE+w0+/s4VfP7uOEvfQfRRFJa4o/O7ys3P+GsZiqgJmJPQ+mtRgT4/HkzP/nnwLmK6uLmRZpqWlxRQwc5TZf7bLEt2xsby8HFmWjWTmvr4+4+oqm3wkvbyhf9Hzua2b6X6r5zll0+OgkxqKmE9DplySerU9kXLBMO+e4FaSSQUlHkeSFKxWC4IgommRnK5Xb+qesMux9WCw3A8kQNi1MybLCqmfKkkUkRUVVdWQpKl/3lJt2BsaGtC0AcKh36CoKopiIxx+gVC4H7v92mkP9RwNn883rEk6lad+8zyP/vwpBEGkYJ6bb93zFaqaKnK6hszG4LH6jvSm45qaGhwOx5iPu3d9ORZRJBJPYrWIBKMJPrW0KadrH4/xfGsmSz77aPTHyUd4qqqq9PT0kEwmTQEzx9ltdmJGQ1EUQ9AEg0FD0IwkEPST62Qt+XNFaglFURRjvZklIv1Kwmq1TtixcqbQT1a1tbU5KPkliYa/jar2oyoeZMWLotiR1VsoKCjPyai7frLKZY+RPxDlB//9BImEjM1mIRxJcMgB87novEOn/Ngj2dwnk68Ri/4UURyyBVA1DVXpJpG8k1AoNi2hnmMxODhIKBQa1db9k3d38OMv3YWryIFkkQj5wlTNr+S7D18xbWuUZTkteVtRFCorKyksLMzqM/b+jm5+8+zbBKNxViyoYkF9KYqqsbyuksbS4ryuPV8CZrznTO2j0Y+72fbRDAwMEIvF8iZgent7icVitLS0zImda5PR2e1FTCqKouD3+/F6vQQCASMvo7CwkDfeeIOf/vSn/P73v59VGUiZJRR9e1uSJDo7O+dM6KSmafT39w9N9NTU5GzHSFV7iUd/jqpsRZTqsNm/QTxRapQEJtrjkIreYJqPHqPObj9/+cc7+PwR9l5czemnLMdmHfngHoonePbDrfgjMVbUV7Fvw8ilstFKXrL8HtHILQjCkNDVtDgaUTye+4cSrzNKAtnuAuaC/v5+42Q12t/n3397k/u//wgFKTb4gf4Qv3jn9mnfeYxGo3R2dlJSUkIsFiMWi2Vl4KgTisW5+i/P0BUIgQZWSeSG045hWe3ICdZTRVVV2traKC4unrFJRb1MFwqF0oJQR+ujGRgYIBqNDkurzwW6gIlGo7S0tExL35VJftmjREwqqqoaguZvf/sbzz//PDfddBMLFy6ctU2xup2/3sjs8XgoLS2dcKz8dDNdPUYjPW9qj4PVas3aLC4YDNLf3z9tDaajEU0kuebhZ+jwBYz37dJjDuSEvdObZ0fKQdLRNIVY9IfI8tsMtT+L2B1fx2b71LDnS91x0EXzREeRs2EiEyeb3tzK/156L+4i59AIdyBKSWUR3//H1aP+Tj4YaWpqtMbg0XYcHnt/M796+W2jPyYcT1Bd5OGnn1uZ8/XOBgEzEmP10QwODuZNwAD09PQQDodZvHixKWB2E/bYfTRRFCkqKuL//u//aGtr49577yUajbJjxw7jSqGwsBCbzTZr+kxEUcRisSDLMg0NDSiKgtfrJRaLGWPm05EfMxH0rWx9nHM61zaa+ZmeijxaCUUveTU0NMx4rXzd9k66/EHmuYdKWQlZ5v5X30sTMaPlIOkIgoTDuRpZfhNN8yNJC5CkkfNXLBZLWghqOBw2MsMmMoo8Fqlj6tk0bLYcuIATLjyK5+5/CdEiYXfa+I//unDSzz8ZwuEwvb29w4wCMw0c9c/YwMDAiDsOoXgcLSW00SpJhOKJnK9X35WbbQIGRu+jiUajCIJAVdXYMReTpbe3l1AoZAqY3Yw9VsREo1FWr17NggUL+J//+R9DqKiqSjAYxOv10tbWZkwN6YnMMyloRgpxLCgoQNM0wuEwfr+f7u7uCW1v5xN9d2C2mO6lmp/pV4MdHR0AxtWgXsOvr6+fFeI1IStpqdKSKBJNyMa/s3W1FQQLVuthE3puSZIoLCyksLDQ+IwFAgF6enomnVGkJyVPpI9LEATOuvI0jjz7EML+CJXzy3EV5DafKZO3vJ9wf9vLxJUkhxYu5AihnsaGxjH7J0YyJMx0wN27shSLKBJNJrGIIuF4guOW5DbQTxcwJSUls94eX2/WVxQFVVUpKSlJcz2fSB/NWPT19REMBlm8ePGUy6TvvvsuP/7xj7nvvvv46KOPuOWWW5AkCZvNxg9/+EMjkkbnzDPPNHos6+rqWLNmzZSe3ySdPbactGnTJj7++GNOP/30Ue+jl2/08WXA6KFx7HTmnA4m4lkzXj7RdKGfXCsrK0fcHZhN6I3U/f39aJpmHPxtNtuM72r1BEJc9eBTJFUVuyQRSSQ5Ye8FXPqpg3Keg5Qtk810GqnpeDayKdjJzR89DICgQVxOcnbdIZzfOPkkdb1MFwqFeHNHJ//Y3EZC1TimpYkvHb4v1hzt+CmKQltb24hlxdmK1+slFApRW1trHKMm2kczFv39/fh8PlpaWsadJBuPe++9l0cffRSn08lDDz3EhRdeyPXXX89ee+3Fn/70J7Zt28a1115r3D8ej3Puuefyt7/9bUrPazI6e6yImSh6t/3g4CB+vx9VVY0vlcvlyptA0LfegQnbbWeebKbS5DoR9N6BbMZPZwO64ZXdbqekpMQwi0skEkYj9Uz2HW3tHeR3r6zHF41yUFMt5x28jHg0OilTuHg8yd//+AabPuigeJ6bsy86nOq6yTeGZzpSj3ayyYdHSb64r/Ul/t61DrdgQ1EUkASKbG7u3PfinDy+qqrGZyy1MXiqx5G5KmCCweCok2k6k/WjGRgYwOv15kTAADz11FMsXryY1atX89BDD9Hb20tFxdCo/wMPPEBPTw9XXnmlcf93332X1atXU1tbiyzLXHnlley7775TXofJLkwRMwlUVSUajRqCRpZlo78il4JGUZQ0e/Cp9iHoTa6hUCgnicgjoZe8ZrohNlv0rfeRprz0nbjJ2NPnk/FM4cbi13c8x7vrduD22EnEkljtFq697SwKU1Kno8n1JORNSGIpLtvRiEL22++631HqpJPL5aK3t3dW9meMxCMdr/OH1ldwChasFisxNUmto4QfL/9Czp8rV0nluoApLS2dUXuIieDz+QgEAuMKmEz0Phr9QmO07+Xg4CADAwO0tLRkbaiZDe3t7Vx55ZU89NBDxs/efvttrr/+eh544IG0KIdNmzbx7rvvcs4557B9+3a+8pWv8OSTT5pj3TnEfCcngSiKRjNffX29sUPT29ubNgY9lRKObrBWWlqak6uq1CZXvV4fCARobW018pw8Hs+Uvly638dsaIjNhvHeY1EUR+0JydXV81jIqso/PtjEex09lHlcnLvfUqTk0K7HZGIEZFnhvXU7KJ43dLC32S0EfBG2bellxYHzAQjG/ok3+qudfTgaocRaKj3fQxCyE6RWq9Vo2pRlGb/fb6Rux+NxI3tnpst0o5FQ4yy2FOIRrESQickKVlHiwoaj8vJ8IyWVh0Iho/lcP5aMdUGwJwkYGG56qZfPX3zxRZ5++mmOOeYY9t9/f+LxOM3NzTkVMCPx+OOPc9ddd/HLX/5yWBZVU1MTjY2NCIJAU1MTxcXF9PX1UV2dW0fxPRlTxOQA/SBUV1dn7ND09/fT2dmZJmiyPenkO8RREATsdrvhcKwLmvb29knlOekZVrIsU19fP2tPUKlMtGdHEARjCzv16jm1ATHXZbrfvPYOz2z6BIfFwkc9fby9o4Orj9iXRY2Nk3oeURSRLCKKomKxSGiahqZqWHf602iaijf2e0ShGEGwoWkaCXkTMfkDnNb90h5LVlUicpIC6+h9Q5qmGScqp9NJKBTK+aRTLnk/+G+e73sEVdU4uKqEYukIRBwcVLKARZ78TMykktoYrCdvB4NBurq6UFUVt9udFuwJu5rny8rKZpW/1Vj4/f5JC5hMdKHn8Xg4+eSTqaqq4qmnnuL++++nsrKSE088keOPP57Kyvz48Pz973/nwQcf5L777hvRSPDhhx9m8+bN3HzzzfT09BAKhSgvL8/LWvZUzHJSHonFYgwODuLz+YjH48ZBaKytYt01eLKp2VMltRwA4ydIz0XXYL0hNhc9OyPl7eQipVxWVT7/+0cocTgRxKGeAF80zuqTjuKQxrpJP+7zT7zP3x9801h744JyvnndaVitEpqWpM13LqJQiiAMnVwUdYAy97dx2XZNNr3S1coP33mZhKJQ6fJw6yHHUe9JLxOlBiNmCnF9Vys1FXkmms9T6Ut08If2nyCpFhx2BzElQpG1jC/UTq8XzWhkllDcbjcul4u+vj4qKirmlIDx+Xx5m/7z+/309PTQ3NyM1+tl7dq1rF27lmg0yplnnsn5558/5efQy0l//OMfOeyww6iurjZ2cg866CAuu+wyVq9ezeWXX05ZWRnXXnstnZ2dCILAVVddxf777z/lNZjswhQx00Q8HjcETSwWG1HQPPTQQyxcuJAVK1bMiprpSAnS+tQO7OonKSgoGLaNOlvJt0gcKaV8MhMViqpy4X1/ocBuQ0kmEQSRkKxw1XGHc2BDzZTW+OG7bWzd3EPJPDcHHbkIu33X2vpCtxNJvo4oFKFpEQTBRk3hz5DEob9vZzjIV/71KFZRxC5ZCCbilDvd/Pa4Mw0BO5FcoVz1hEyVN7v+xSuRR/HYCgBhaF1qiK83/hBJmPnvYiq6DURPTw+iKBq7WjMpArMhEAjg9XrzJmACgQDd3d0sWrRomKjTy5rLli3L+fOazCyz69u5G2O326murqa6uppEImEkbnd3d+NwOPjtb3/L4OAgn/70p2eFgIEh47OSkhJKSkqMEdGenh5kWcblchlbo3NlEkJ3aK6vr8/be5zqRTPZUE8Y8oM5da9m/rL+A2wWC4giVQUe9qma+lb03ivq2XtF/Yi3lbovQ4z8hpj8LhaphhLXfxoCBmB70Df0OqWh96/AZqcnEiIsJ/FYbRMe+87sCdFDF1MNCScjArNFdw62Ky4skoSqaYiCQFKL45IKZp2AgSERMzg4SG1tLS6Xy9gJ7O/vz1l/W67RBUwuSkijPf5oAgagqKjIFDC7KeZOzAwTDAb59re/TXl5OZ/97GeNHpqZCuPLhkgkQkdHBzabLa1WP5sbNgcGBgiHw3k7iI5HZqhn6q7WSO+Z3qz57mCQrf4g5R43n166mCLnzI6sb/b1862Xn8RjtSEKAnFFRtPgryvPIxaNDrPlnwqZk076dyNXnjh6L5eqqlRWVvKy7x+8F3wZERFRkPh0xX9QYXWgan4sYh2iuKtpVpDXIyb+DMio1lPQLJ+Cafjsy7JMW1vbqO7MqTuBulGnx+OZkdK0jj5NN5lm9GzQ+4YWLFgwZy6oTHKHKWJmkIGBAS677DLOPPNMzjnnHJLJpJG4HQ6HjV6B8aYTppNwOExPT49xosocQ9YFzWyJP9BPVIqiZGVxPx1k9jdketGMlYM0G7j7gzf5+/ZNSDvfy+sPOJplnpIxfWue3r6V+z58j4SqcMr8RVy093KkCYjJzEynqQpn3X9JFEUqKiqMxxhIdBNRgsyzVqEm/0I4/hdAQhQcFLtvxmZpQVA+RIreBFgBEYii2L+JZv3UhNcxEfRputEEzEj3198zXThnNgbnGz2CIV8CRndEbmpqmhPj+ya5xxQxM0Q0GuWCCy7gqquu4ogjjhh2uyzLeL1efD4foVDImIApLCycMUGjl2NG8yfJNPGa6QmUyVjcTzeZ75nD4SASiVBVVTWrmzU3+wYYjEWZX1iMS1bpG+insb5hxM/Fup5ObnrlXzgtFiRBIJBM8MW9V3DekqWTeu6p+vfogaQWi2XUz0VC3shg6GpEoQRBkFDVIKLoobzw14ixuxHl50DYWWbTQmjifBTXDyb1erJBFzCVlZWTmljUc7Cm0/NougTM/PnzR5wMMtkzMEXMDKFpGl6vN6uGWEVRjB2aYDBoCJps+ytysdaBgQEjXTabckzmBMp05znpDrEej2fONB1Ho1E6OjpwOBwkEolZMbUzHht6PuFX7U8TFONU2Iv5atOp1DvT+3Z+/s4bPLFtCyU7m3yjcpIql4c7Tzhtys8/0UknXdjabDbKyspG/SxGEy/gj/wUSSw1fk/V+qgs+itS4veIicdh521ofjRpCYrz5im/npGYqoDJRH/PQqGQEU2ijynn6nOmhzrmS8BEIhHa29tpbGyc9Q7QJvlldjZd7AEIgpD1yVWSJEpLSyktLUVRFGNHZNu2bdhsNqO/Ih/5OamxB3V1dVkLkJF8VQKBAL29vXk/Oc+24Mls0KMa6uvrsdvtaVM7fX190xYZMRG6+nu4q+1xNItAseTGmwjxv1v/zq17XYRD2iWui2x21JQYy6SiUpijz2rm50xvcu3r6xs26aRpGh0dHTidznGzmyzS0Bi7piURBOtQX4zUgCBYUK0nIyafB7V/Zx+MiGo7OyevJ5NkMklbW1tOPaNGe88GBgZy0hicbwETjUZpb2+noaHBFDAmu99OjKqq3HzzzWzatAmbzcatt95KY2OjcfvatWu58847sVgsrFq1is997nMzuNqpoSiK0fUfCASMA1CuBI0e2Kcf9HOxg6IfNAOBgDFSW1hYmLOTcyKRoKOjg/Ly8lldjklFH/serZ8kM59opidQ9J25bcFufhN4AY+0q9k4pMS4ruVc6py7knwHY1G+9fyT9EcjADgkCz88+gRaSvIXApk66aQ3uSqKQkFBQdZmY5H4YwSi/weAJJZQ4v6+IW5QOxGTzwJJNMvRaFLzlNfcEwjRHQhRXVRARYHbEDDjJZTnktT3DDD6aLLd8dU/y/maAIxGo7S1tVFfXz+rQ0RNpo/dTsQ8/fTTrF27lttvv53169dzzz33cNdddwFDVzWnnnoqDz/8ME6nk/PPP5+77757t3BQVFXVEDR+v98I4tMTtyeKvptRXFyct3qzfnLWBY3FYjEEzWSu4HSn4+k86E+VyeQgZXrRZFrTq5qCL7kDUCmyNiBNIPtoPFIbpR2lBVz30W9xSw4kQUTRVCJKnDX7fIlia4ZPRzzGvzvbSKoqB1RUU1swfQ3Lqqoa8RqKokxo0knVQqhqEEksyzp6YTI8seFj7np5HaIw5FHz9aMOYJHDMqOf5Yk2U4fDYXp7e/MmYGKxGK2trdTW1u4Wx2yT3LDblZPeeustjjpqKOdk33335YMPPjBu27p1Kw0NDUaJ4YADDmDdunWsXLlyRtaaS0RRNASHbobl9XrTMlj0HZrxdjymazcj1WYddp2c9aydiYyaZ05NzQX0HqeJbruP5UXj8tj4SP0tAbUdAQG3VM7h876NXZp6po5eWhQEwZj0OqPqEP7R/TogABqfqTpsmIABKLI7WNk09d2KiaIbMqaWFvWTsx6VMdbJWRQ8iFJ+d/QGwhHufnkddknCIokkZJn/ef41fvv5z8yoGLdYLGnHlFAohNfrNZr2PR6P0eM2XQKmpqbGFDAmaex2IiYUCqWdeCVJQpZlLBYLoVAoLSDN7XYb26a7E6IopgWk6Qefjo4OAEPQOByOYYIml5b8EyX15Kxva7e3txt+F6ONmuu7GQ0NI0/HzDb0ckwsFpuyb01m4OL7g3+hP7YFizYk/gJqFx8F/8q+xRdNec0jNcSeVnUwexc00Bv3UWEvocmdn4yayaB77WSOqo90cp7JTKeBcBRBELBI4s48KxWrxUJEmT2b5JlhqHroYm9vL5IkkUwm8yZg4vG4UVarqKjI+eObzG1m/xF/gng8HsLhsPFvVVWNL1bmbeFweM6kvk6W1IOPnvg6ODg4zEXW6XTy9NNP88wzz3D77bfPuC+NzWYzmpnHcr7Vk7Pz1USYa1IN1mpra3N6orRYLChWH3bViU1woCgKqiLS7dtCb6J30r4qem+Uy+UasQ+hyV1Fkzv/AYkTQS+HjpfsPNrJuaenZ9qmw6oKPQgCxJJJBE1DQcAqiVQWjO8FMxMIgoDb7cbtdhMOh+nu7sbj8dDZ2WnsoObKZTmRSNDa2kplZeWUQxzfffddfvzjH3PfffexY8cOrrnmGgRBoLm5mZtuuintbzxeb6XJ7GF2jDnkkP33358XX3wRgPXr19PS0mLctnDhQnbs2IHP5yORSLBu3Tr222+/0R5qt0MvKzU0NLB06VIWLVqE1Wqlp6eHu+66i/vvv58rrrhi1okBfbehsbHR2Lno7u7m448/xufzUVFRMevWPBK6P4kgCFRVVeXlSn+ebSGqJgMakiQhWVTqS1bgdDqNibbu7m7C4TDZtMOljqrPlUZK3dW2rKxsQhcp+sm5qqqKpqYmSkpKiEaj7Nixg/b2dvx+P4qi5Hy9hQ47q489FEVWSGoaNovEd1ceg9M2OwwuRyMSidDb20tDQ4PxnlVVVRm7dtu3b6e/v594PD6px9cFTEVFBVVVUxPJ9957LzfccIOxljVr1nD55Zfzhz/8AU3TeO6559Lu/+yzz5JIJHjwwQf59re/ze233z6l5zfJH7vdTsyJJ57IK6+8wnnnnYemadx222384x//IBKJcO6553LNNddwySWXoGkaq1atyltE+2xHFEUjCffhhx9mx44d/OhHPyIajbJlyxaj8XG2eZTopYBoNIrFYjGSfGVZnhFH0mwZbzcjV8x3fQpfcgcd0TdBgEr7MhYXnI5FHBrRnshug16OmW2j6pqmkdDiWAUbopC+5om62o6GIAg4nU6jJ0Xv10rtMcuVk3Y8HqdSVLnvos8SVTXmuZzYLLNblEd3RkzU19envQc2my2tvKlPK+nO1B6PJys372QySWtrK6WlpVRXV095vQ0NDdxxxx2sXr0agA0bNnDwwQcDcPTRR/PKK69w4oknGvcfq7fSZHax24kYURT5/ve/n/azhQsXGv9/3HHHcdxxx033smYliUSC7373uxQXF/Ozn/3MOIlFo1EGBwfp7++nq6srLXF7pgXNSGPfxcXFhiNpf3//iFb+M4neXFpUVJR3Z1FRkNi/+GL2KTwHNA2bWJD2+lNLAZleNPq4u37bZHYz8k1vvIu/dN9PUPbhkJycWfl56p1NQH48VXTGaqaeSqaTnvitB2bOHqk4OnrfXKaAySSz9ygcDuPz+eju7jbML10u17Bjii5g5s2bR21tbU7WfPLJJ9Pe3m78W9M043vhdrsJBoNp9x+rt9JkdmH+RfZgnnnmGfbee2+++MUvpv3c6XRSW1tLbW0tsViMwcFBBgcHDUGjn+imu4QjyzIdHR0jigFJktJ6f8LhsNGsOZN5Ttn2ZuQauzj+c2UmSOu7Df39/SSTSYqLi2fVqLqiyTzc9TuiagSXpYCEGueR7t/znw1XYVGstLe3T8tIcmYzdbaTTplkCpi5QLYCJhM9kVzfDdTFc29vL5FIhI8//phjjz0Wt9tNa2srxcXF1NXV5e11pAqncDg8LKNsrN5Kk9mF+VfZgznttPFt3x0OBzU1NdTU1BCLxfB6vXi93mE7NPkWNHqZIJux78wDZuoV4HROn+ij6lMtbUwH+ri7KIoEg0Gqq6uN93y86bDpIiD7iaoRHNLQLotNtBNXonSHO6DfMiMTdeONIY/2WdM9jeaigBnNlDFbMsXzwMAAzz33HJdeeikOh4Ojjz6aVatW5XDlw9l77715/fXXOeSQQ3jxxRc59NBD027ff//9ef755zn11FOH9VaazC52O7M7k+khkUgYgiYajRoH7Hy4yOpXrFO9yk7tB9EzY/RdpVwLmrlovKevOVMM6OWTYDA4bDpsOomrMX6+/TYsog2LYEHVVGJyhJOEs1hSt8+sEgMjfdb0npBEIpEmYFRVo73XRyKpUFdZhGMWNvTqn418+TDJskxrayuRSIRNmzbx/PPPE4lEOProoznppJNYtGjRlJ+jvb2dK6+8koceeoht27bx3e9+l2QyyYIFC7j11luRJInVq1dz+eWXU1VVxc0338zmzZuN3srUtgST2YMpYnJMMpnkuuuuo6Ojg0Qiwde+9jWOP/544/bf/OY3PPzww0Zu0ve+9z0WLFgwU8vNCclkksHBQXw+H5FIxKh3Z2tUNxZ6plCur1hTt7TD4XBOs4nyteZ8ol9lj7fmTBfX6W6mfjfwJs/0P4qAiKLKLNZWsLLxzFltcJiaT6S/b2VlZTtLogI/f+gV3tnUiSgKFHkcXPfl4ygvmT2RGdMhYNra2nC5XDQ2NhrfP7/fzwsvvMD69ev57ne/O+O9bSazE1PE5JhHHnmEjRs3cv311+P1evnsZz/Lv/71L+P2q666ii996UssXbp05haZR5LJpJG4HQ6HcTqdk57k0Pszprp9PR6pJ5lQKDQsOHAijJeDNBvR3VYnuma9mToQCJBIJKat96g/0UtnsI2EV2Z5w35TPrEmEzJ/vXstb/1rIy63g3MuO4G9D8r9hYUuFCsqKojFYoRCId7e3MMjL2yhpNCJJEr4wzGWLqziqi8ck/Pnnwz5FjD6BJzD4WD+/PkzPjhgMvcwRUyO0f03PB4PXq+Xs88+O82DYOXKlTQ3N9PX18enPvUpLr300hlcbX6RZRmv14vP5yMUChnjvNkIGj3Usq6ublobiEcLWywoKBh3HZPJQZppdKE4VbdVvZk6GAyO2w8yVSYrukbjT//zFC/87W2cLhuyrKCpsPquL1LfnDv7hdR+klQx8Mcn3+afL32Exzn03qsauJx2/veqM3P23JMl343HuoCx2+00NTWZAsZkUsyNI+0cQm/gDIVCXHbZZVx++eVpt5922mlccMEFeDwevvGNb/D8889z7LHHzsBK84/FYqG8vJzy8nIURTEETV9fn1G+yeytUFWVzZs34/F4qK+vn/YDW2qeU3l5+TB/kNHKZJPNQZpJUuMaprrmzGbqfDnf5iMled3aj3C67VisEhabhaA3zMa3tuVMxIwmYACaakuRJAmb1Q6Chi8YYUFNEdu2bZvQpFOumQ4B097ejs1mMwWMyZQwRUwe6Orq4utf/zoXXHABZ5xxhvFzTdP44he/aIzaHnPMMXz44Ye7rYhJRZIkysrKKCsrQ1EU/H6/4UVjs9nweDy4XC7WrFmDx+Ph6quvnhU18Ex/kEAgYGRQ6SWnQCCQkxyk6cTn8+H3+/MiujK9aGKxGIFAwPCimWypLhgMMjAwkPOMHofLRtAbxmKV9BeA3Zmb0sl4I8kH79PA5tY+nntjC6IgML+mjK+fdwwep41wOJzVpFOuybeA0b2eLBYLCxYsmDPfGZPZiVlOyjH9/f184Qtf4MYbb+Swww5Luy0YDHL66afz+OOP43K5+Na3vsWqVas45pjZUf+eCRRFIRAI0NPTww9+8AMaGxu55JJLKC4untVNsfrEzsDAAJqmGSGDs7nBVGdgYIBIJEJtbe20nkAyS3W6t082E236rlE+RNe7L2/m3pv+iiIPRQqU15ZwzT1fxlUwtXFtvcE7G08VfyhGIilTWuRGFNNFSuakUy6b0DNJJBK0t7fnbVxdFzCCILBo0SJTwJhMGVPE5Jhbb72VJ554Im3i6JxzziEajXLuuefyt7/9jfvuuw+bzcZhhx3GZZddNoOrnR0EAgG++c1vcsopp7By5Uq8Xi9+vx+LxZKWuD2b0PNhrFYrJSUlRoOroihGWWW2iTBN0wxH45qamhnf6dKTyoPB4JheNH6/H5/Pl9f+qO0fdfLRum04PQ4OPmGfnAiYnp6enDd4pzahh8Nho2crF9YG0yFgdJfjRYsWzZmyq8nsxhQxJjNKT08P3/jGN7j00ks54YQTjJ+rqkowGDQEjZ5XU1hYiN1un9EruLFykBRFIRQKEQgEDAdXfc0zKRpS07PzFT45FfSdrVAohKqqxkRbNBo1GrznylV7vgTMSKTubE3FlHC6BIyqqjQ3N5sCxiRnmCLGZEZ54YUXcLvdHHjggaPeJ9UJ1e/3A6Tt0EznyW0iOUj6uoPBoBF/oK95OkWEpml0d3cjiiIVFRWzTsBkonvRDAwMIMsyJSUls0IIZkOuJ6cmwmhC0Gazjfm+6QImX8aMqqrS1dWFLMu0tLSYAsYkp5gixmROoaoqkUjEMNdLdZB1Op15FTS6KddkQhFHGkEuLCzMu6eKXvay2WyUlZXNehGgo/ftVFdXG/0gM52DNR66gMl14/Fk0HcEg8HgmIGoemhmPgVMd3c3iUSClpaWGX9fTHY/TBFjMmdRVdVI3Pb5fGlXnyOl404F/Wq1srJyyjlIep5TMBgkGo0aDse5jj8Yq+w1m+nv7ycejw/r28kUgvl63ybDbBIwmYz2vtlstrzvwPT09BCPx00BY5I3TBGzm3LmmWcauwV1dXWsWbPGuG3t2rXceeedWCwWVq1axec+97mZWmZOSd2hSbXEn6o/ST5zkEbK2MnFmvWyV2FhISUlJTlccf7QNI2+vj5kWaa6unpMYZKv920y5MO7Jl/o75vf7ycQCOByuSguLs75pJOqqvT29hKNRmlpaZkz7tUmcw9TxOyGxONxYxIqk2QyyamnnsrDDz+M0+nk/PPP5+6776a8vHz6F5pHUndoksmk0Y8y0ZPcdOYgpXqqTCXPSXdC1ce+5wJTaTzOVWxEQlF4o7edUDLJ0nkV1HnGf+/mkoDR0dPJKyoqjNTyXE869fT0EA6HWbx4cc4EzF/+8hf++te/AkPHuI8++ohXXnnF+Izvjrl0JuMzN751JhNi48aNRKNRLr74YmRZ5sorr2TfffcFYOvWrTQ0NFBUVATAAQccwLp161i5cuUMrjj3OJ1Oamtrqa2tNQTNwMAAnZ2daTs0Y53kUk9Q03ElKQgCTqcTp9NpeKoEAgEGBgawWq1ZnZin0rczU2iaRk9PD8CkJqdS37dUl+XW1lYkScoqjDShKHzn1afZ6OtHACRB5NZDjmO/supRfycUCuUksmE6kWXZKIu6XC4AY3dRf9/a29unNOnU29tLOBzO+Q7MWWedxVlnnQUMCZRVq1alifQNGzbwwx/+cLfNpTMZmbnxzTOZEA6Hg0suuYRzzjmH7du385WvfIUnn3wSi8VCKBRKO7m53W5CodAMrjb/pAqaWCyG1+vF6/XS1dVlNIpmioPXX3+dsrIyGhsbZ+QElRp/ABiCRj8xj2QSl3qFPdW+nelC0zS6urqMiIqp9rZkxkboXjTjnZhf7NrBR74+iqxDE1AROclP332V3x9/1ojPk+oePFembXSBW1FRYQiYVDLdqUOhEF1dXWneR+NNOvX19REMBlm8eHHejB/ff/99tmzZwk033ZT28w0bNvDLX/5yj8ilM9mFKWJ2Q5qammhsbEQQBJqamiguLqavr4/q6mo8Hg/hcNi4bzgcnjNX7LnA4XBQXV1NdXU1iUTCKDl1d3cb1u5//etfefHFF/nlL385a66w7Xa7kUOVemLWM4tsNhs9PT15a9LMB9MxOWWz2SgtLaW0tDTtxJzaBG632wkkYmgaxhrsooQvER/xMee6gMlG4OomjiUlJcakU19f35iTTv39/fj9flpaWvLqXH3PPffw9a9/fdjP96RcOpNdzI4jtElOefjhh9m8eTM333wzPT09hEIho+dl4cKF7NixA5/Ph8vlYt26dVxyySUzvOKZwWazUVVVRVVVFclkkoGBAe655x62bt3KDTfcYOxazRYho5N5Yh4cHKSnpwe73U40GsViscz6RkpN0+jo6MDpdE7b5FTmiTkYDNLb2zvUSIwFEYgrMlZRIphMcFR147DHyGf8Qb6YqIDJRJIkioqKKCoqMiadvF4vL7zwAh988AHHH388e+21l1FCyqe7diAQ4JNPPuHQQw9N+/menEu3p2M29u6GJBIJrr32Wjo7OxEEgauuuoqOjg4ikQjnnnuuMZ2kaRqrVq3i85///EwvecZRVZU1a9YQj8e57rrrCAQC+Hw+wuGwMZI6GwVNakKy3qQZDAaNnYbZmOekj3673W6jCXOm1xMKhXhm+2Z+vf1D4prKweU1XHfgMXhsu5q557KAKS8vx+Px5PSxk8kkr732Gk899RTvv/8+S5cu5ZRTTuHII4/MWznzueee49VXX+WGG25I+7mZS7fnYooYkz0eWZa59tprqa6u5oorrkjbIpdlGa/Xi8/nIxQKGaO8k2l4zDVjucPqrrfBYNAYN9cFzUx6qqiqSnt7OwUFBbNy9Hs0TxVFUfKe35Rr9Cm1srKynAsYHa/XS39/P83NzXzyySc888wzvPzyy5SXl3P22WenRYnkgv/7v//DYrHwpS99CYB//OMfxsWZmUu3Z2KKGJM9nmAwyHPPPceZZ5455v1kWcbn8+H1egmFQsYItN6TMp0Eg8GsJ2NS3Vv1cfORehryzUQiG2YDuqeK7h6sC8F8pEfnGl3AlJaW5q3nzefz0dfXR3Nz87BG4e3bt9PW1sZRRx2Vl+c2MdExRYyJySRQFAW/38/g4CDBYNDwJpmO8o3f78fr9U6qrDFSntN02PjrAkbPQZor6AnatbW1adlEk/WimQ6mQ8D4/X56enpobm6eM5NwJrsnpogxMZkiiqIQCATwer0EAgGsVmta4nYu8Xq9BIPBnKQ6j5TnpEc25FLQ6N4k+Typ5gNdwNTX16e915qmGRNiwWAway+a6WA6BcyiRYvyVqYyMckWU8SY5IU91V1TVVVD0Pj9fiwWS1ri9lTQyxq1tbU5L2fopZNAIJDTPKd8NpbmE5/PRyAQyEospgqaqZjETZXp2O0KBAJ0d3ebAsZk1mCKGJO8873vfY8lS5Zw7rnnGj+76qqr+NKXvrRbu2uqqkowGGRwcJBAIIAoimk7NNkKEU3T6O/vJ5FIDAtFzAeaphGNRgkEAlPKJZqL5nswMQGTiSzLwybEdC+afKKqKm1tbXkVMMFgkK6uLhYsWDCnSoImuzemiDHJK++//z7/9V//xX333Zf285UrV9Lc3LzHuGvqvSiDg4P4/X7jin08QaNb8muaNilL/qkyUi5RNs2tyWSStrY2qqqqRnSHna3kslynN1QHAgGSyeSoJnFTRRcwxcXFRpxIrgmFQnR2dtLU1JS35zAxmQymiDHJK9/4xje48MILh5lT/fznP09z1zz//PP3GGMqVVXTErc1TTMEjcPhME6esizzyiuvsGTJEioqKmZ0NBow8px0QWOxWAxBk9rcmkgkaG9vn1PuwZBbAZPJe74PeabvJZLJJCukJexXtJTCwsIpN1RPp4CZP3/+nJgqM9mzMEWMSd4IBAKcd955PP7442k/1zQtLcPpgQcewOfzjWglvrujCxrdi0YvQdjtdm688UaWLl3KpZdeOuMCZiRSBY0ef2C32+nu7qampiavzq25ZnBwkHA4nJd+o42hLfy67UFERAQBFE3lrHmn0KjWTKn/SPfc0d1080EkEqG9vZ3GxsZZ6etjYjK7zQ5M5jRvvvkmhx9++LCfh0IhTj/9dMLhMJqm8frrr+/WvTFjoffJ1NfXs2zZMhYtWoSqqnznO99h0aJFfOYznyEUCqGq6kwvdRh6WOD8+fOpqqoikUjQ2tqKKIpEIhGSyeRMLzEr8ilgAF73vQOAQ7JjF+0ICLwb+4jq6mqjPBMKhdi2bRsdHR0EAoFx/966gCksLMybgIlGo7S3t9PQ0GAKGJNZy+zyUDfZrdi2bRt1dXXGv1PdNa+44gouuugiw13TtAcfQtM0brnlFs4++2xWrlzJ4OAg/f39RuJ2YWHhhBtspwNFUQiHwzQ1NRnxB52dnUapbCYMAbNBFzB1dXV52+2yCVZSN7w1NKzC0OSSIAi4XC5cLlda/1F/fz9Wq3XEcl2qgMlXeScajdLW1kZ9ff2siIYwMRkNs5xkYjJL8Hq9/L//9/+46KKLWLlyZdpt0WjUaAqOx+NGk6jb7Z5xs7XU/KZMoTJT0zrZMDAwQDQapba2Nq/luo5YN3du/y0JdWhnyipYuLTxC8x31Y35e3q5LtWLxu1209PTg8fjydvuSCwWo7W1ldraWiM41sRktmKKGBOTWcJ7771HKBQasQSXSiwWM3poYrGY4bo7E+6xkUiEnp6eEfObMtGTo1PznHRBM909P9MlYHS6Yr287nsHDY2DilZQ56ye0O8nEgkCgQADAwNIkkRJSUledrd0AVNTU0NFRUVOH9vEJB+YIsbEZA6TSCSMKadoNGq47hYUFORd0IwVQDkeevkpEAiQSCTyNn48Ev39/cRisWkTMLlA0zTa29uNkqIuBhVFSSvXTeX1xONxWltbqaqqorKyMmdrP/PMM40m/rq6OtasWWPctnbtWu68804sFgurVq3ic5/7XM6e12TPwBQxJia7CclkksHBQbxeb9rUSz7s8CcSQDkeevxBIBDIe55Tf38/8Xh8WkwDc4WmaXR0dOByuYb1p6SGe05FDOoCprKykqqqqpytPR6PGwnTmSSTSU499VQefvhhnE4n559/PnfffbdZwjKZEGZjr8luybvvvsuPf/xj7rvvPnbs2ME111yDIAg0Nzdz0003pTXGqqrKzTffzKZNm7DZbNx66600NjbO4Oonh9VqpbKyksrKSpLJpFFy6u3tzamgCQQCDA4O0tDQkJPdHn08u6CgAE3TCIfD+Hw+uru7cTqdFBYW5iTPqa+vb9pcj3OFLmCcTueIDbaSJBkj1qmGivF4POssrEQiQVtbGxUVFTkVMAAbN24kGo1y8cUXI8syV155Jfvuuy8AW7dupaGhwZiuOuCAA1i3bt2wfjATk7EwRYzJbse9997Lo48+ahitrVmzhssvv5xDDjmEG2+8keeee44TTzzRuP+zzz5LIpHgwQcfZP369dx+++3cddddM7X8nGC1WqmoqKCiogJZltMEjR4jMJl8n9RQxHyUqwRBwOPx4PF4jDynYDBIT08PDofDEDQTmc7SYxuSyeScFTClpaXj3l8URQoLCyksLDTEYCAQGPO908fiS0tLqa6eWJ9ONjgcDi655BLOOecctm/fzle+8hWefPJJLBZLmlcUgNvtJhQK5XwNJrs3pogx2e1oaGjgjjvuYPXq1QBs2LCBgw8+GICjjz6aV155JU3EvPXWWxx11FEA7LvvvnzwwQfTv+g8YrFYKC8vp7y8HFmW8fl8eL1e+vr6sNvtWY9A65lCmanO+UIQBNxuN26328hzCgaD9Pb2GuseL/5A0zT6+vqQZZnq6uo5JWA6OztxOBxZCZhMMsWg/t61trbyu9/9jiOOOIKjjjqKwcFB5s2bR21tbR5eBTQ1NdHY2IggCDQ1NVFcXExfXx/V1dV4PB7C4bBx33A4PKdSzk1mB6aIMdntOPnkk2lvbzf+rWmacfJyu90Eg8G0+4dCobREXkmSkGU5530kswGLxUJZWRllZWUoioLf7ze8aGw2mxF/kCloNm/ejMPhyIslfzaM5aeirztzOmuuCxjdTHCqpL53FRUVnH/++Tz99NP87ne/o6qqis985jN4PJ68eM48/PDDbN68mZtvvpmenh5CoZDR87Jw4UJ27NiBz+fD5XKxbt06LrnkkpyvwWT3Zvc7SpuYZJB60g2Hw8MSeDOvCFVV3S0FTCaSJDFv3jzmzZuHoihGr8v27duxWCyGoPntb3/LRx99xE9+8pNZYbInCAJOpxOn00l5ebnhp9La2mqs2+PxMDg4iKIoc07AdHV1YbPZciJgMhEEgaVLh3KbLr74YhKJBM899xxf/epXcblcnHDCCaxatSpnPj5nn3021157Leeffz6CIHDbbbfxxBNPGKaX11xzDZdccgmaprFq1aqcTkWZ7Bns/kdqkz2evffem9dff51DDjmEF198cVgY5f7778/zzz/Pqaeeyvr162lpaZmhlc4cuvdISUkJqqoaguanP/0pO3bs4IYbbiCRSMy6PCRBEHA4HDgcDsrLyw0/lW3btgFQWlqKoihzQpTqAsZqteZtQkeWZVpbW/F4PMau2qJFi7j00kvp7Oxk7dq1+Hy+nIkJm83Gf//3f6f9bP/99zf+/7jjjuO4447LyXOZ7JnM/GWViUmeufrqq7njjjs499xzSSaTnHzyyQCsXr2azs5OTjzxRGw2G+eddx5r1qzh2muvneEVzyyiKFJUVMSjjz5KNBrlJz/5CRaLhba2NrZu3UpPTw+xWGxW5jlZrVbDO6WxsdFojt2xYweDg4OzNs9J0zS6u7uNcl8+kGWZtrY23G43DQ0Nw3bVampquPDCC83dEJM5hekTY2JikoamafzXf/0XwWCQ73//+8bJLnWE1+/3IwiCUXKy2+0zXmrSNI2enh4AKisr00pIyWTSMIibbXlOuoCRJIny8vK8lL4URaGtrQ2Hw8H8+fNn/G9lYpIrTBFjYmKSxvbt2/nLX/7C5ZdfPurJTjeo00e3Yai3qLCwEIfDMe0nSV3ACIJARUXFmEJAlmVCoRCBQCDN8XYm8pwmsu7JogsYu91uBHSamOwumCLGxMRkSqiqSiQSMXZoVFU1mmsn6ukyGfSdDFEUJywEUh1vk8mkYes/HXlO0yVg2tvbsVqtLFiwwBQwJrsdpogxMTHJKeFw2BA0siwbOx35EDS5LMXo5bJgMGjEH+g7S7kWGJqm0dvbi6Zpw0pfuUJVVdrb25EkiYULF5oCxmS3xBQxJiZ5JDX+4KOPPuKWW25BkiRsNhs//OEPhzVxjhWWNxdJ3aFJJpNGto/b7Z7ySTWfvSR6uSwYDBKLxbK28M+G6RIwHR0dCILAokWLTAFjsttiihgTkzyRGn/w0EMPceGFF3L99dez11578ac//Ylt27alTUKNFZa3OxCNRg1BE4/H0wTNRCMM9HFk3Y04n6Uf3cI/GAymBWu63e4JP69uwKcoClVVVXkTMJ2dnWiaxqJFi/KeZm5iMpPMfvMEE5M5Smb8wU9+8hMqKiqAoV6FzEbSscLydgecTie1tbXU1tYSi8Xwer0MDg7S1dVlJFdnuu6ORKqfSllZWd57V0bLc0rNocpmZ2k6BYyqqjQ3N5sCxmS3xxQxJiZ5IjP+QBcwb7/9Nvfffz8PPPBA2v3HCsvb3XA4HFRXV1NdXU0ikWBwcBCv10t3d7dRuikoKBh2EtYt+W02W94M4cYiM88pFosRCATScqhGy3Pq7+/PawSCqqp0dXWhKAotLS2mgDHZI9j9jo4mJrOYxx9/nLvuuotf/vKXzJs3L+22scLydmdsNhtVVVVUVVWRSCTwer14vV56enpwOp0UFhYauyDXXHMNp59+Oscee+xMLzst/kDTNOLxOIFAgIGBAaxWa9rOUl9fH8lkMq8Cpru7m2QyaQoYkz0KU8SYmEwTf//733nwwQe57777RgzbGyssb0/BZrNRWVlJZWUlyWTS8KHp7OzkzjvvZOHChUbi+GwiNf4ASMtzUlUVSZKoq6vLm4Dp6ekhkUjQ0tKyW+7cmZiMhtnYa2KSR9rb27nyyiv54x//yGGHHUZ1dbURQHnQQQdx2WWXsXr1ai6//HLKysq49tpr6ezsRBAErrrqqrScmT2VZDLJt7/9bZqamjjttNMIh8NGL0pBQQFWq3Wmlzgq/f39RjNwKBRCFEVj3bkQG6qq0tvbSzQapaWlJWfvRTKZ5LrrrqOjo4NEIsHXvvY1jj/+eOP23/zmNzz88MPGbuL3vvc9FixYkJPnNjGZCKaIMTExmbUkEgm+/e1vs99++3HxxRcDQ467Pp8Pr9dLKBQyelEKCwtnlaAZGBggFotRU1Nj7MCkxh8AUxJiqqrS19dHOBxm8eLFOX3tjzzyCBs3buT666/H6/Xy2c9+ln/961/G7VdddRVf+tKXWLp0ac6e08RkMpgixsTEZNZy2223UVNTw5e+9KURb1cUBb/fz+DgIMFgELvdbsQfzGQu0sDAANFolNra2lFLSLIsG4JGVdUJr7u3t5dQKERLS0vOX2s4HEbTNDweD16vl7PPPpvnnnvOuH3lypU0NzfT19fHpz71KS699NKcPr+JSbaYIsbExGTWkkgksj5BK4pCIBAwBI3VajWEwXTmIg0ODhKJRMYUMJkoimIIGlmW0wTNSI/R19dHIBBg8eLFeRVroVCIr33ta3zuc5/jjDPOMH7+85//nAsuuACPx8M3vvENzj///FnRbG2y52GKGBMTk90OVVUNQRMIBLBYLHg8HoqKivIqaAYHBwmHw1Nq4s3Mc3I6nXi9XhYvXowoivT39+Pz+Vi8eHFeX0tXVxdf//rXueCCCzj77LONn2uaRigUMpylH3jgAXw+H1//+tfzthYTk9Ew29hNTPYAUuMPNmzYwFe/+lXmz58PwPnnn8+pp55q3FdVVW6++WY2bdqEzWbj1ltvpbGxcYZWPjlEUaS4uJji4mJD0Hi9XlpbW43mWn2nI1eW/LkQMACSJFFUVERRURGqqjIwMMC9997LJ598wooVKzj44IM57bTT8ipg+vv7ufjii7nxxhs57LDD0m4LhUKcfvrpPP7447hcLl5//XVWrVqVt7WYmIyFuRNjYrKbkxl/8Oc//5lgMGg0ymby9NNPs3btWm6//XbWr1/PPffcw1133TXNq84PesijHn8gCIIhaOx2+6QFjd5kXFtbm7ecoq6uLl544QU2btzIRx99xIEHHshJJ53EQQcdlPOx6ltvvZUnnngibeLonHPOIRqNGtEY9913HzabjcMOO4zLLrssp89vYpItpogxMdnNeeqpp1i8eDGrV6/moYce4qabbmLbtm0oikJjYyPXXXcdHo/HuP+aNWtYvnw5p512GgBHHXUUL7300kwtP2/oIY+6oAGMXhSHw5G1GPF6vQSDQerq6vImYLxeL/39/bS0tOB0Okkmk7z55ps89dRTvP322/zoRz9iyZIleXluE5PZjFlOMjHZzcmMP1i+fDnnnHMOS5cu5a677uLOO+/k6quvNm4PhUJpokaSJGRZ3u1M1FI9W1RVNRK3u7q6UFXVcNx1uVyjihOfz5d3AePz+ejv76e5uRmn0wmA1Wrl8MMP5/DDD0fTtLznR5mYzFZ2r6OSiYnJuJx44omG4d6JJ57ILbfckna7x+MhHA4b/1ZVdbcTMJmIomiEPKqqaiRu9/b2IsuyIXZSBc0///lPqqqq2H///fMmYPx+P729vTQ3N+NyuUa8jylgTPZk8vPNMzExmbVccsklvPfeewC8+uqr7LPPPmm377///rz44osArF+/npaWlmlf40wiiiJut5v6+nqWLl1KS0sLdrudvr4+tmzZQmdnJ3/84x95+OGH2WuvvfIqYHp6eli0aBFutzsvz2FiMtfZvS+vTExMhnHzzTdzyy23YLVaKSsrM3Zi9PiDE088kVdeeYXzzjsPTdO47bbbZnjFM4vL5cLlclFXV0c0GuXPf/4zjz/+ON/+9rfx+XwoioLb7c5p6GIgEDAETGppz8TEJB2zsdfExMQkSx5//HH++Mc/cvfddyNJkpG4HY/HcbvdacnVkyUYDNLV1cWCBQuMsp+JicnImCLGxMTEJAuefvppfv/733P33XcP2x1JJBIMDAzg8/mIxWK4XC4KCwsnLGhCoRCdnZ00NTVRVFSU65dgYrLbYYoYExMTkyx48sknOfLII8ct7yQSCWOHJhqN4nK5jB2asRqkdQEzf/58iouLc7x6E5PdE1PEmJiYmOSJZDJpCJpIJILT6TQmnVIFTSQSob29ncbGRkpKSmZwxSYmcwtTxJiYmEwbqfEHV1xxBf39/QB0dHSwYsUKfvrTn6bd/8wzzzQyeurq6lizZs20rzlXyLJsCJpwOIzD4aCgoACr1UpXV5cpYExMJoEpYkxMTKaFzPgDHb/fz0UXXcS9995LRUWF8fN4PG5Y3O9uyLKMz+cz3H4bGxspLS2d6WWZmMw5TJ8YExOTaaGhoYE77rhj2M/vuOMOLrzwwjQBA7Bx40ai0SgXX3wxF110EevXr5+mleYfi8VCWVkZzc3N7L///qaAMTGZJKaIMTExmRZOPvnkYY2tAwMDvPrqq5x11lnD7u9wOLjkkkv41a9+xfe+9z2uuuoqZFmeruXOOVRV5cYbb+Tcc8/lC1/4Ajt27Ei7fe3ataxatYpzzz03bSfMxGQuY5rdmZiYzBhPPvkkp59++ohjyE1NTTQ2NiIIAk1NTRQXF9PX10d1dfUMrHT28+yzz5JIJHjwwQdZv349t99+u5E+nkwmWbNmDQ8//DBOp5Pzzz+fY489lvLy8hletYnJ1DB3YkxMTGaMV199laOPPnrE2x5++GFuv/12AHp6egiFQuZJdwzeeustjjrqKAD23XdfPvjgA+O2rVu30tDQQFFRETabjQMOOIB169bN1FJNTHKGKWJMTExmjG3btlFfX5/2s9WrV9PZ2cnZZ59NMBjk/PPP54orruC2227b7YMop8Jo6eP6bfqUF4Db7SYUCk37Gk1Mco15RDAxMZk26urq0voxHnvssWH3+a//+i/j///7v/97Wta1OzBW+njmbeFwOE3UmJjMVcydGBMTE5PdgLHSxxcuXMiOHTvw+XwkEgnWrVvHfvvtN1NLNTHJGaZPjImJiclugKqq3HzzzWzevNlIH//www+JRCKce+65rF27ljvvvBNN01i1ahWf//znZ3rJJiZTxhQxJiYmJiYmJnMSs5xkYmJiYmJiMicxG3tNTEz2OJLJJNdddx0dHR0kEgm+9rWvsWjRIq655hoEQaC5uZmbbroJUdx1naeXazZt2oTNZuPWW2+lsbFxBl+FiYmJuRNjYmKyx/Hoo49SXFzMH/7wB+69915uueUW1qxZw+WXX84f/vAHNE3jueeeS/udVDO5b3/724aHjYmJycxhihgTE5M9jlNOOYVvfetbxr8lSWLDhg0cfPDBABx99NH8+9//TvudsczkTExMZgZTxJiYmOxxuN1uPB4PoVCIyy67jMsvvxxN0xAEwbg9GAym/c5YZnImJiYzgyliTExM9ki6urq46KKL+MxnPsMZZ5yR1v8SDocpLCxMu/9YZnImJiYzgyliTExM9jj6+/u5+OKL+c53vsPZZ58NwN57783rr78OwIsvvsiBBx6Y9jtjmcmZmJjMDKZPjImJyR7HrbfeyhNPPMGCBQuMn11//fXceuutJJNJFixYwK233ookSaxevZrLL7+cqqqqYWZyCxcunMFXYWJiYooYExMTExMTkzmJWU4yMTExMTExmZOYIsbExMTExMRkTmKKGBMTExMTE5M5iSliTExMTExMTOYkpogxMTExMTExmZOYIsbExMTExMRkTmKKGBMTExMTE5M5iSliTExMTExMTOYkpogxMTExMTExmZOYIsbExMTExMRkTmKKGBMTExMTE5M5iSliTExMTExMTOYkpogxMTExMTExmZOYIsbExMTExMRkTmKKGBMTExMTE5M5iSliTExMTExMTOYkpogxMTExMTExmZOYIsbExMTExMRkTmKKGBMTExMTE5M5iSliTExMTExMTOYkpogxMTExMTExmZOYIsbExMTExMRkTmKKGBMTExMTE5M5yf8HDb5SFaqi0mMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create figure and axis\n", "fig = plt.figure(figsize=(10,10))\n", "ax = fig.add_subplot(projection='3d')\n", "\n", "ax.scatter(x_pts, y_pts, z_pts, c=color, cmap='viridis')" ] }, { "cell_type": "code", "execution_count": 14, "id": "ad6b5fcc-6f5a-4606-952e-2754fb63fce3", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example from the Matplotlib plot gallery\n", "\n", "from mpl_toolkits.mplot3d import axes3d\n", "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "\n", "ax = plt.figure().add_subplot(projection='3d')\n", "X, Y, Z = axes3d.get_test_data(0.05)\n", "\n", "# Plot the 3D surface\n", "ax.plot_surface(X, Y, Z, rstride=8, cstride=8, alpha=0.3)\n", "\n", "# Plot projections of the contours for each dimension. By choosing offsets\n", "# that match the appropriate axes limits, the projected contours will sit on\n", "# the 'walls' of the graph\n", "ax.contourf(X, Y, Z, zdir='z', offset=-100, cmap=cm.coolwarm)\n", "ax.contourf(X, Y, Z, zdir='x', offset=-40, cmap=cm.coolwarm)\n", "ax.contourf(X, Y, Z, zdir='y', offset=40, cmap=cm.coolwarm)\n", "\n", "ax.set(xlim=(-40, 40), ylim=(-40, 40), zlim=(-100, 100),\n", " xlabel='X', ylabel='Y', zlabel='Z')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cf434226-f99f-4fd4-a2d4-65411e3efdc0", "metadata": {}, "source": [ "### Creating ternary diagrams\n", "\n", "Not discussed." ] }, { "cell_type": "markdown", "id": "c13191b2-7efc-4b5f-9eb5-31170a11f86b", "metadata": {}, "source": [ "### Other handy tips\n", "\n", "#### Reversing plot axes\n", "\n", "Plot axes can be reversed in two ways:\n", "\n", "1. Using the `plt.gca().invert_xaxis()` or `plt.gca().invert_yaxis()` function\n", "2. Inverting the min and max values when defining axis limits" ] }, { "cell_type": "code", "execution_count": 15, "id": "526ac7e1-c5d1-4b85-a3b1-735ddf6aeb4f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Original plot, now for four lines\n", "lines_df[['y1', 'y2', 'y3', 'y4']].plot()\n", "\n", "# Invert x-axis, y-axis\n", "plt.gca().invert_xaxis()\n", "plt.gca().invert_yaxis()" ] }, { "cell_type": "code", "execution_count": 16, "id": "acca4cc7-e058-424b-9ccb-b2dca422029a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1.75, 0.0)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Original plot, now for four lines\n", "ax = lines_df[['y1', 'y2', 'y3', 'y4']].plot()\n", "\n", "# Invert x-axis, y-axis using axis limits\n", "ax.set_xlim([20.0, 0.0])\n", "ax.set_ylim([1.75, 0.0])" ] }, { "cell_type": "markdown", "id": "52f7f450-3262-4832-98f0-cf166a28536c", "metadata": {}, "source": [ "#### Filling between lines\n", "\n", "Not discussed. Check out the Matplotlib documentation on [fill_between](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.fill_between.html) and [fill_betweenx](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.fill_betweenx.html) if you are curious." ] }, { "cell_type": "markdown", "id": "7bf22da4-e3e2-4060-bdc6-3190a50bb797", "metadata": {}, "source": [ "#### Using f-strings for plot labels and titles\n", "\n", "Not discussed, but it is possible to use f-strings to have variables in plot axis labels, titles, and legend labels. Just put in a f-string in place of the normal text string." ] }, { "cell_type": "markdown", "id": "f605db6b-a791-4d3d-b792-514253482b93", "metadata": {}, "source": [ "### Sometimes manual editing is still required (or faster)\n", "\n", "Practically speaking, I do most of the plot formatting in Python, but often clean things up in another program such as Adobe Illustrator, Inkscape, CorelDRAW, or Affinity Designer. Certain formatting processes are simply easier to customize by hand. (Geochron paper example)" ] }, { "cell_type": "markdown", "id": "1c3e84a1-d929-4315-bcf2-e14edd96c90e", "metadata": {}, "source": [ "## Considering accessibility in plot design\n", "\n", "### Tips for creating line plots\n", "\n", "Rather than relying on color alone to distinguish lines, you can also vary the line pattern to make it easier to know which line is which. You can specify line styles using the `style` parameter when plotting with pandas." ] }, { "cell_type": "code", "execution_count": 17, "id": "7aad5482-368d-44d6-b111-1012bb21c484", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Original plot, now for four lines\n", "ax = lines_df[['y1', 'y2', 'y3', 'y4']].plot()" ] }, { "cell_type": "code", "execution_count": 18, "id": "72eca212-388d-4e24-ab3a-5d4026e50b8c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Modified plot with different linestyles\n", "ax = lines_df[['y1', 'y2', 'y3', 'y4']].plot(style=['-', ':', '--', '-.'])" ] }, { "cell_type": "markdown", "id": "a7e3dd8d-9fc0-4bb1-bd87-cbe0a246d6d0", "metadata": {}, "source": [ "### Choosing colormaps\n", "\n", "Different colormaps should be used for different purposes.\n", "\n", "- Sequential: Lightness increases monotonically in the colors\n", "- Diverging: Color diverges on either side of a neutral value in the middle of the color range\n", "- Cyclic: Colors at either end of the colormap are equal\n", "- Qualitative: Often used to classify data values that are discrete\n", "\n", "You can find examples and more information on the [Matplotlib colormaps page](https://matplotlib.org/stable/tutorials/colors/colormaps.html).\n", "\n", "#### Supporting colorblind viewers\n", "\n", "Perceptually uniform colormaps aim to not distort data and to be inclusive for viewers with vision issues such as colorblindness. Matplotlib has several perceptually uniform colormaps that are available:\n", "\n", "- viridis\n", "- plasma\n", "- inferno\n", "- magma\n", "- cividis\n", "\n", "#### Avoiding data distortion\n", "\n", "The colormaps above also aim to avoid data distortion, such as large color changes across small variations in the data." ] }, { "cell_type": "markdown", "id": "42fd36e1-dcf3-4781-853c-1504ce51ee13", "metadata": {}, "source": [ "## Resources\n", "\n", "- [s-ink science graphics collection](https://s-ink.org/)\n", "- [Scientific color maps](https://www.fabiocrameri.ch/colourmaps/)\n", "- [Matplotlib plot gallery](https://matplotlib.org/stable/gallery/index.html)\n", "- [Coblis colorblindess simulator](https://www.color-blindness.com/coblis-color-blindness-simulator/)\n", "- [SciPy 2015 conference presentation on perceptually uniform colormaps](https://youtu.be/xAoljeRJ3lU)\n" ] }, { "cell_type": "markdown", "id": "d35db475-8968-48cc-ad0b-39b87a121507", "metadata": {}, "source": [ "## Topics for the next class\n", "\n", "- Basic geostatistics\n", "- Monte Carlo example?\n", " - Isotope systems?" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }