{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### New to Plotly?\n",
"Plotly's Python library is free and open source! [Get started](https://plotly.com/python/getting-started/) by downloading the client and [reading the primer](https://plotly.com/python/getting-started/).\n",
"
You can set up Plotly to work in [online](https://plotly.com/python/getting-started/#initialization-for-online-plotting) or [offline](https://plotly.com/python/getting-started/#initialization-for-offline-plotting) mode, or in [jupyter notebooks](https://plotly.com/python/getting-started/#start-plotting-online).\n",
"
We also have a quick-reference [cheatsheet](https://images.plot.ly/plotly-documentation/images/python_cheat_sheet.pdf) (new!) to help you get started!\n",
"\n",
"### Version Check\n",
"Note: The static image export API is available in version 3.2.0.+
"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'3.2.0'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import plotly\n",
"\n",
"plotly.__version__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Static Image Export\n",
"New in version 3.2.0. It's now possible to programmatically export figures as high quality static images while fully offline.\n",
"\n",
"#### Install Dependencies\n",
"Static image generation requires the [orca](https://github.com/plotly/orca) commandline utility and the [psutil](https://github.com/giampaolo/psutil) Python library. There are 3 general approach to installing these dependencies.\n",
"\n",
"##### conda\n",
"Using the [conda](https://conda.io/docs/) package manager, you can install these dependencies in a single command:\n",
"```\n",
"$ conda install -c plotly plotly-orca psutil\n",
"```\n",
"\n",
"**Note:** Even if you don't want to use conda to manage your Python dependencies, it is still useful as a cross platform tool for managing native libraries and command-line utilities (e.g. git, wget, graphviz, boost, gcc, nodejs, cairo, etc.). For this use-case, start with [Miniconda](https://conda.io/miniconda.html) (~60MB) and tell the installer to add itself to your system `PATH`. Then run `conda install plotly-orca` and the orca executable will be available system wide.\n",
"\n",
"##### npm + pip\n",
"You can use the [npm](https://www.npmjs.com/get-npm) package manager to install `orca` (and its `electron` dependency), and then use pip to install `psutil`:\n",
"\n",
"```\n",
"$ npm install -g electron@1.8.4 orca\n",
"$ pip install psutil\n",
"```\n",
"\n",
"##### Standalone Binaries + pip\n",
"If you are unable to install conda or npm, you can install orca as a precompiled binary for your operating system. Follow the instructions in the orca [README](https://github.com/plotly/orca) to install orca and add it to your system `PATH`. Then use pip to install `psutil`.\n",
"\n",
"```\n",
"$ pip install psutil\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create a Figure\n",
"Now let's create a simple scatter plot with 100 random points of variying color and size."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from plotly.offline import iplot, init_notebook_mode\n",
"import plotly.graph_objs as go\n",
"import plotly.io as pio\n",
"\n",
"import os\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll configure the notebook for use in [offline](https://plotly.com/python/getting-started/#initialization-for-offline-plotting) mode"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"init_notebook_mode(connected=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
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],
"layout": {}
},
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"N = 100\n",
"x = np.random.rand(N)\n",
"y = np.random.rand(N)\n",
"colors = np.random.rand(N)\n",
"sz = np.random.rand(N)*30\n",
"\n",
"fig = go.Figure()\n",
"fig.add_scatter(x=x,\n",
" y=y,\n",
" mode='markers',\n",
" marker={'size': sz,\n",
" 'color': colors,\n",
" 'opacity': 0.6,\n",
" 'colorscale': 'Viridis'\n",
" })\n",
"iplot(fig)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Write Image File\n",
"The `plotly.io.write_image` function is used to write an image to a file or file-like python object.\n",
"\n",
"Let's first create an output directory to store our images"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"if not os.path.exists('images'):\n",
" os.mkdir('images')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you are running this notebook live, click to [open the output directory](./images) so you can examine the images as they're written."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Raster Formats: PNG, JPEG, and WebP"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Orca can output figures to several raster image formats including **PNG**, ..."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"pio.write_image(fig, 'images/fig1.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**JPEG**, ..."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"pio.write_image(fig, 'images/fig1.jpeg')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and **WebP**"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"pio.write_image(fig, 'images/fig1.webp')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Vector Formats: SVG and PDF..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Orca can also output figures in several vector formats including **SVG**, ..."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"pio.write_image(fig, 'images/fig1.svg')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**PDF**, ..."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"pio.write_image(fig, 'images/fig1.pdf')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and **EPS** (requires the poppler library)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"pio.write_image(fig, 'images/fig1.eps')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Note:** It is important to note that any figures containing WebGL traces (i.e. of type `scattergl`, `heatmapgl`, `contourgl`, `scatter3d`, `surface`, `mesh3d`, `scatterpolargl`, `cone`, `streamtube`, `splom`, or `parcoords`) that are exported in a vector format will include encapsulated rasters, instead of vectors, for some parts of the image."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get Image as Bytes\n",
"The `plotly.io.to_image` function is used to return an image as a bytes object.\n",
"\n",
"Let convert the figure to a **PNG** bytes object..."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"img_bytes = pio.to_image(fig, format='png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and then display the first 20 bytes."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'\\x89PNG\\r\\n\\x1a\\n\\x00\\x00\\x00\\rIHDR\\x00\\x00\\x02\\xbc'"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img_bytes[:20]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Display Bytes as Image Using `IPython.display.Image`\n",
"A bytes object representing a PNG image can be displayed directly in the notebook using the `IPython.display.Image` class. This also works in the [Qt Console for Jupyter](https://qtconsole.readthedocs.io/en/stable/)!"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image(img_bytes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Change Image Dimensions and Scale\n",
"In addition to the image format, the `to_image` and `write_image` functions provide arguments to specify the image `width` and `height` in logical pixels. They also provide a `scale` parameter that can be used to increase (`scale` > 1) or decrease (`scale` < 1) the physical resolution of the resulting image."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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5umtVlRyJN65iC7nQOHmQACtOBjrG3STAivEAUP2cFSDAmrNDG5uOmZVX/+2//TcdOHCAAOu6Idi6dauau7vUVV6sdu+wJYPjTkrWhxev0KK8fEvqo5LYChBgxdY/XmonwIqXkQ6sn3XnW7XryDm1dPQG9kAAd5lXCM0KrPzsdG1evUCrFpYF8FTsbtl+8Kx2HmmMWQNK8jL02OblystK09Wr0juZYszaMxsqJsCaDaM0+9tIgDX7x5Ae2FOAAMue4zKrWnXp0iV9/etfV09Pj44fP/5u21mBdW0Yv/KTH+kHh/dr071bfK8QWnk9tnCJ7ihlbywrzWNRFwFWLNTjr04CrPgb86l6fOFKl3YdPaeGi5F9Dd7UNRlgJTkcciQlqTgvQ3etqFLtvEJb4V+V9Msdx3SsIborqgPptNuV7Aux2Og9EC2JACswJ+4KT4AAKzw/nkZgOgECLOZG2AImtHrqqaduKYcAa4Lk4JVL+uy/fller1cPPviA5QGWaYPZF+uhqoVhjzUF2FeAAMu+YzOXWkaANZdGM7S+HDjdrN/tORXawwE8dXOANfnIXSurdPfqmgBKiP4t3X1DenHHMUtfGQykV+/dsFhrFpcHcmtc30OAFdfDb1nnCbAso6aiOBMgwIqzAY9Gd80X6Ndee833yqDZdPXFF1/UqVOneIVQ0rmeLv1/h97W1q2vxDTAMuP+eO1SrS/hB9to/BuwQ5kEWHYYhbnfBgKsuT/GM/Xw9X312nO8KaoI0wVYptLl1cV6dPPyqNbvr/CW9l79+2uH1D/kf4N6f2VF4/N3LJun+9bxB6uZbAmwojHzKPNmAQIs5gQC0REgwIqOa1yX+sILL+jpp5+O+wCrxzOsrx98W92eIVsEWGZSfnrlWtXk5MX1/JyrnSfAmqsja69+EWDZazysas3o2LjvdblTTa1Rr3KmAMtUXl6YpUc3LVd2hjvqbbm5giHPiJ556ZVc0ZgAACAASURBVG119ET3lMFwOza5Eos9saaWJMAKd4bxfCACBFiBKHEPAsELEGAFb8YTfgSee+45feMb34j7AOsbh/epsbvTp2WHFVimHRlOlz63er1yU1KZx3NMgABrjg2oTbtDgGXTgYlys3708oGInDAYSDP9BVimjJwMtz7xyHqlpVi7p+RPXjmos1HY9ysQl2Dv+f0HblNNGYe4TOVGgBXsbOL+UAQIsEJR4xkE/AsQYPk34o4gBQiwpNeaGvTKuTPvytklwDINWlFQpD9YuirIUeV2uwsQYNl9hOZG+wiw5sY4BtOLl3ad1KH6i8E8Eta9gQRYpoKqklx95KE1YdUVzMNm36/9p5uDeSSm95qN3T/58Drf6YRcNwoQYDEjrBAgwLJCmTriUYAAKx5HPcp9DibAMkdlz5UrISFB5qPf69Xf792h0fFrfXvlFbMH1ogeeMBs4p4c8y7/8cq1WpCT5zuJx3xwzX4Bj8cj8+FyuXwfk9fkvJyqh4z/7B93q3vQ29vrqzIzM9PqqqnPQoHExERfbbuONOqNA9f+GGNFE8bGx2V+NjD7ajreacd09d62qFwPb1zi+3Q0vp5Nfv3ce7xJr75dZ0X3I1pHSX6mPvnwejkciVHxiWhjLSzMzJW+vj7fz2wZGRkW1ixfneaa/G8glU/+nMbPa4Fo2ece84dFc4BTSkpKTA5wiqaE+frMhUCsBAiwYiU/h+sNJsCa/Gv+XOAw36DMD/2/Pntabzafv6FL2994Q96REd1zz91KTrb2lYepbGuyc/XpVWt9nxoaGiLECnECTv5yc/1/r/9FavIXqlj80JmcnCzzMdGeYY2OXZJ3tEGOxBwlOUqV5CjxfW58fNz3A5b5LxcCCCBgAnDzy8mJxiv6xfajtgfZsnaBNi6f7/s+Zr6fReoyh9I4nU71DgzrK8/vjFSxlpezaVWV7r6txvc13vxCzWW9gPn3ZL4fTwbDky0439ej/hGP+r0e9Y14NTw6qnSnU+nJTmUku3zbPpSk3RiwmRWKIyMj/Nxm/TBS43UCOTk5eCAQMwECrJjRz92KgwmwJv+aP9s1zA8l5gfdtsEBffntXbd0Z9sb23wrsLZsuUdOGwRYpoEfWbrS9zqh+WHIfHD5FzBBlRlr88PozT+I+nvarCgwv0CYj2gEWqZMU7Zpo5mL5pcvcw0Ov6KBoa23NM+EWFnpf6jExGzf58zqrWi0y58Ln59dApOrZvnr6+wat0BbO/m9zDs6pqef3ymzabnV1+TXoWBWqHz60Q0qzM2I6PczE+SZNvx29ykdrLPvq4PJSQ4V5qTL5UyWy5kkZ5JDnpFRebyjGhjyqq2nX3/6oU1KT3X5go+5tPI9nLlpxdcy8+/JfC+e/Hmhz+tVXXeb6rrafR+eAN5CyEtxqzanQLU5+VqUc21PM9N+87Mb37fDmQXRfXby5z0z/sF8PYtuqyJTOquwI+NIKaEJEGCF5sZTMwgEE2DNNcib976a7J+d9sCabNOy/CJ9bBl7YYUzBwdGPZr4GH73vwkJiUpzuJSW7FJaksv3v1OTrr3SF059Mz07uQeW2+32LVc3V1fvlzUy1jLtY4kJKb4QKzmpOlrNotw5JsAeWHNsQKfpzrYDZ7T76LmYdDbQPbCub9zieYV6fMtKRfrUvSsdffrWr/bGxMFfpWUFWSovyFKunz2uzCuZqa5kLa0q9ldk3Hze6j2wPGOj2tbcqDeaG8IyznOn6d7yaq0pLA2rHB62RoA9sKxxppb4EyDAir8xj3qP4znA+trBt3S+t/sWYzsGWEmJDv3Npvvm3F+FojnBx69e1dn+y2roa9XZ/ivq9gZ2lHq+K0PVGUWqSS9UVXphVJo4GWCZ/TzMX3wHpll5dXPl5pXC3MynlJAwEXpxITCTAAHW3J8fPQPDvtVXsbpCCbBMW//goTWaX5Ib0Wb/bNsRnWpqjWiZ4RSWmJCgssIsLSjPV05Gqm/V7dj4VQ16Tss7elnj4/0avzqkxMR0ORLS5UyqVHJSua9KE/KZjd25JvZL6+7u9v38k509sQo5WteOi+e0rblBQ6ORW81YkZGtLeVVWpIbnZ8nomURb+USYMXbiNNfqwQIsKySjqN64jXA6vV49Hd73phypO0YYJmGfnL5Gi3O45htf/88W4a6tbv9tOp7L2sszE3vXY4kLcos1V35i5TjitzpUCbAMh/p6elKTOxTe8/f+evWu59Pcz+otJQHAr6fG+NXgABr7o/9S7tP6lCddacO3iwaaoBlwisTYkXqarrcpWd/tz9SxYVUTpIjUQXZ6SrISVdBdprvRMHsDLevrLGxTvUNv64h7xGNX/Xo6vhVDXtHNOQZ9f3XBFvmciRmK821XpWFj2h+Cd/vjYkVAZZ3fEzPnT6iE53RC0AfmrdQW8pZQR3SPy4LHiLAsgCZKuJSgAArLoc9up1+4YUX9PTTT/tWgfz4xz9WVlZWdCu0Sen7Wi7qZ3XHZ1WAtbG0Uo8uXBwRQfMD4Vx7x797ZFC72k7rUGdTRIxuLmRD/gLdWVArtyP8jf0nT7tJTU3V2NXT6ul/JuA2O5OqlZ3xuYDv58b4FSDAmttj39M/rKd/GrvVV0Y31ADLPPv7D65WdWleRAbp9f312n0sOl/7/TUwIy1FNWV5Ksm7dtpnToZb6W6XRsbG1Nn/O3X2vywTcCWZDcIdt+6xM+wZUe+gx7cXlrmcjixtWvknSnXd5q/6Of/5aAdYVwb79VzdEbUM9EXdcl1RuT64YFnU66GC4AUIsII34wkEAhEgwApEiXtmFDA/bJ48edK3SaUJrZ5//nlt27bNF2Z88YtfVEFBge8H0ry8PJWWzt339n9Rf1J7L12YVQFWeUaW/uOaDSHP8MGREQ15R5Tucsr1zqbhNxdm/gY8cWj07Lpev3Jcu9vqo95op8OhO/MX+YKscC4TYJl/Z2b/K8/otik3bp+ufLMXVn7234RTPc/GiQAB1twe6AOnm/W7Padi2slwAqz1Syv1wPrwvpZOfs/65ot71NrVb6lFijNJNeX5qiy6dsJXY2unTJsKs9M05B1V18BzGvQcuKVdrmSHMlNTlJWaokx3yrvfeAeHvb6TFEdGx32hWHnB+5WRcq+l/bJbZdEMsJp6u/XdE/tl9r2y6qrJytOnl6+zqjrqCVCAACtAKG5DIEgBAqwgwbj9VoHjx4/rqaee8kvz8MMP68///M/93jdbb3j2+GEdb78yZfPt+gphtsutL9yx2S/5ha5u1bV1qKW3T/1er/o9Xt+xz5OvKJgCkh2OieOfXRMf87KztbAgX4UZkXtNzm9DI3CDZ3xUL17Yp/q+yxEoLfAiVuZU6n1lob/+YgIsc8KU2cTdO7pH/UO/DLhysw9WXtZ/Cfh+boxfAQKsuT32z792WPUX2iLSSbPfUlqK03cynglRBoZH5B3x/0t9OAFWbmaqPvf4nb7AJ5w/nHT2DuprL9x6onBEYKYpxKy2WrWw9N2VzG+fadbOk40qzs3QA6sW+p7q7H9WQ96jfpuRmJig4uwMFedkvHtvV9+g3M5klRdmKzP1PXEdYkUrwOr1evT1I3vV5RnyO0aRvmFNYZmeWLg80sVSXhgCBFhh4PEoAjMIEGAxPcIWOH/+vD796U/7LefJJ5/UZz/7Wb/3zdYbptvA3fTHrgFWUmKi/sfmqfc+On65VfVtHapra1efxxPysBSkpWlhQZ5qC/JUkz/xake4v1yE3Bg/D7YO9+jF5v1qHe6NVhUzljsvLV+Pla9TRnLwG6pf/wrhVZ1XV9/XA+6DK3mZstI/GfD93Bi/AgRYc3fsx8ev6h9+8JrMYRWhXia0WlhRoJK8DN+q7JuvkdExnWvp1Jnm9mmrCCfAMoX+yWN3+PaMCud6++R5bX2rLpwignq2uixPiyonNuQ+dv6ydp48p9aeidVfH793jTLcLvUOvaS+oan32ZyuMmeSwxdi5WdO/CHJvFZoAixz5aR9JG5fJ4xWgPXNY/vU0NMR1NhH8ub7Kxfo/oqaSBZJWWEIEGCFgcejCMwgQIDF9EAgQgL/uHenOoenPpXOrgGW6fpfb7pPZmPxyetgc4u2NzSqfSCwE/aC4Zufm6O7a+Zr4TtBVjDPRvveut4Wvdi8T2bj1VheWc5UPVa+VhWpwe3jcvMphB09f6ex8a6AumLCKxNicSHgT4AAy5/Q7P28WXllVmCFepkQxoRX5qQ8c3nH++QZ69TIeL9cjhzfR1LCxAbk/UMe3+l+bVO8ohdugHXv2oW6Y/m8ULvhe+7HrxxUw0Vrgojl1cWqeOeVwdePntWOk43vtn11TZnuWFQp72iT2nq/GnKfTIBVWTARXGWlpSg5ySFHYqaKsv6LEhJuDRpDrmiWPBiNAOtn9ce1r7U55gK/X7tSqwpKYt4OGiARYDELEIiOAAFWdFwpNQ4F/vvOV+Udmzr8sGOAZX7FWFtcpodrFsmdlKRTre3afrZRF7p7oj56S4sKfUFWWda1DWqjXukMFbQMdemZhu1hnzAYqT5kJrv1yeq7Zf4b6DUZYKWlpcnpdGpktCGgVVisvgpUeOI+84vPxaFuDYwOq3/Eo4FRjxKUoPQkl9KSU3z/LU2N7rHswbU4sncTYEXW006l7TzcoB2HGkJqkjkd7/allb5nOz3HdWlgm7xjtwbomc5qlaRtUVpSqQY9I9p+8Kzv39T1V7gB1tKqYr3/7vBepfraz95UZ1/0XwNbNK/Qt+m8Mfj53uM6ev7GV9f/8P51SnUlq6P/uxr2hrc3WWaqS/MLc2VeszQrs8yV6X5QGe77Qxrz2fxQpAMss+/V14/utQVJYWq6nlp9ly3aEu+NIMCK9xlA/6MlQIAVLVnKjTuBv9uzXb2e4Sn7bbcAKy3ZqbXFpcp1p2pJXqFePHpSp1ojs+9JMAO/cX6lHlkS3oa7wdQ31b2Dox59v3GHOjzWbtbrr92VaXn6eJX//ckmy5kMsMwm7mYfLHMNe/b59sIavzr1vDThVWbah5WQEPwri/7aP5c+3z/qUV3PZZ3pa9WZ3isauzo+Y/dSHMlakFGkmsxCLckqUXLixC+Lc+EiwJoLozh1H8zm7WYT91CuO5bPlzkl7/LgTl945e9amP0JZSTP861yOn2+9Ybbww2w5hXn6KPvWeuvCTN+/kvPvi7PaHRX45qN2pdVF/va8cPtB3Xm8o0rvsyrf49vXK7R8XZd6f7HsPoz+bAJw9YsKPeFYuYy+x8WZ/9VRMqeTYVEKsCaPH35eycO6HSX9T9DTWf+aPUSbSyZCJS5YidAgBU7e2qe2wIEWHN7fOmdhQJf2b9Hl/qn3jvJTgFWQWqab+VVSlKSLvf16Xxrj670xS68WVxYoCdWLZv2FMNoD+GPm3apoe/GX6CiXWeg5a/MrtT7ygPb2P3WAGtipzHzGuHA0FaNjV3SyFiLzImDSY5SuVM28dqgn4EwQdWbrfXaeaXeb2g1XVGpSS5tKlygDQVzY18SAqxA//XOvvt+tu2ITjcF/7WwOC9Dq2vLNTzWqROdTwfU8fTkStVmT+y7t/Wt0xoduxYKhxtg5Wel6TMf2BhQO6a6yezT9Q/Pvh7y84E8mJ+dpvVLJgKG3xw4pX1nbg0Ob19UqbU1Zer3vKmegcAP5fBXf2leppbPmwjOzFWY+adKTir399ic+nykAiyDcrKzVd8/edBWPhlOl76w7m454vD1UDsNBAGWnUaDtswlAQKsuTSa9CWmAt89ekB1nVNvTGuXAKs0PVO3l078oHrqSpt+cfSkluYXxnxX9eKMdH1o1TIVZ1w7McmKwfztpcM60HltvxEr6gy2js2Fi2U+/F1TrcDy9wyfn17g7fYGX3BlVl9F4spzpevu4kVanl0WieJiVgYBVszoo17x91/ap+bW7qDrmdyA/MrgXl0c2Brw80tyPid3UoHePNKo3oFrq0TDDbDcriQ99ZEtAbfj5hu7+4b09M/eDPn5QB68c8V8ZaW7tft0k7Yerp/ykYfW1KqmOE+d/T/UkPdIIMUGdE+KK1nVxbkqz8vy3Z+d+pjSUu4M6Nm5clMkA6xnTx3S8Y6pT6COpdcTC1doTWFpLJsQ93UTYMX9FAAgSgIEWFGCpdj4E/jpqePaf+XilB23Q4CVnZKiuyuqfBvs7m48r5dO1cmdlKzlBUW2GCynw6EnVi3XkqKCsNrT6RnQhcF2X/Bg9ikaGvUqLSlFackupTlcWpBZrFSHUy1D3frOWf+vuoTVmAg87EhI0J8ueo+vDzNdBFgRwH6niJcvHdfetrORK/C6ku4tWaJNhQujUrYVhRJgWaEcmzrMvk9dIez7tLymRBWF2Trf95Lah/cH3PjqzCeV7Vqkg3XNutzR9+5z4QZYpqAvfOI+OaY4BTGQxpkQ75mX9gVya0j3GCtj1tE3qH97ade0ZXxg4zKV5GSqve/r8oxE7g8trmSHMtJStLAk33e6YYb7PmW6HwqpL7P1oUgFWKacv97zqkZjfPjLVOOwMr9YH1m0arYO0ZxoNwHWnBhGOmFDAQIsGw4KTZqdAq81NeiVc2embHysAywTDm2umC+zrNycMvjC0eO+duakuLUgJ7jT7qI5OmYz7M9sXKeK7Im/DAd6DY+NaHdbnc72tarVM/0m9GY5/ZaipcpxpumVy8fU7R0ItIqY3rcur1oPlaycsQ0EWOEP0cj4qF44f1Cne1rCL2yGElbnzdP7ymfnLxYEWFGdGjEt/Onnd6rnupVQgTbm9mXzlJeZqvruH6pvJPBN4MvSHlBR6h2+PbCuP/EvEgHWX37sXt9Je6FcDZc69OOt0XslbMuaBXK7kvWLvcd1uGn6rzUf3bJaWakputLzJY2ORW5/JbOBe2Z6ijJSXFpYmq801+3KTvtgKFSz9plIBVinu9r1vROBh7ZWgpnTpf/6jvjboN9KY391EWD5E+LzCIQmQIAVmhtPIXCLQHNfr54+sGdKmVgHWBvLKlWUlq5znV369t5rP2zNz8qR2RPLTlduaqo+c8dapbtcATVrV1udzId3fNTv/bWZJapJL1Jjf6t+1LRLzsQkFadkKc9l7auLfhs6xQ2fXXi/8mdoJwFWKKo3PvNswx7L9kNbmVuh91esDr/RFpdAgGUxuIXVfe/Xb+lS+9T7OM7UjDWLylWUm6HG3p+py3Mi4BZXZrxP+Sm36VhDiy5cufbqYrgBljPZob/46L0yhxsmmON2g7yudPXpWy9G50S5yY3bL7R36zuvzbzK64N3rlBRdrra+p6Wd+R8kL2Y/vYUZ5LSUye+v1YX5qoi/73KTH04YuXPhoIiFWD9suGkdrdEbmwibfepZeu0MNs+f6SMdP/sXh4Blt1HiPbNVgECrNk6crTblgJ/v3eHuodvPXo7lgHWqsJiVWXnqmdoWN/cs089w9f2GllVWCKzOstuV01+rv5o/cybl/eODOoXF/brwuCNJzfN1Jf7ipfJlZisZxt3qmnw2n5lZkXWvLR8mRVgdr2WZ5frsfJ10zaPACu8kft182Ed6GgKr5Agn767uFb3FC3WxHb7s+MiwJod4xRKK59/7bDqLwS/0mfRvEJVl+b5Th80pxAGetVmf0LpyfP01onz6ui5tho23AArNyNVn/tg6Hs6DQx59M/P7Qi0G0Hdt3ZxuQpzMvTLt0/oYOOlGZ99eN1izS/MUUf/9zXsnVg1HYnLrP5Kczt9RWW6XVpb84dKTwn8xNtItCHWZUQqwPru8QOq6w7+34xV/X98wTKtL4qvDfqtsg2kHgKsQJS4B4HgBQiwgjfjCQSmFfhF/UntvXThls/HKsAqTE3TneXzfO351t59auq89lfutGTnxAbuNr3WVZTp/cuXTNm6poF2vXhhv/pGbw0Lp+tOtjNNG/MXqss7oK/W37rRsNkfy4RYLsfE8eJ2u8xeWH+59NFpTxUiwAp9xMxJg6+1nAy9gDCefKxytVblVIRRgrWPEmBZ621lbS/tOqlD9VPv4zhTOyqKsrW8ukQdw4fV1Bf4aXnL8z4vZ2KGth04oyHPyLtVhBtgmT2mPv7w9GG/P1Ozcutvn3nF321Bfz4hIUEPbVjk24fyf/9yh/qGZj4gYvOyKt9pgb1Dr6hvKHLtMeGVCbEmr/tXflGpzkVB92c2PxCpAOsrh3br0kDwqxatsnuwcoHurZgbJ+BaZRbJegiwIqlJWQhcEyDAYjYgEEGBkx2t+v6xQ7eUGKsAa1P5POWnpum1+gZtO3Pj3iTmRMKyjMwI9j7yRX1k9UotK74xZGsd7tUzDdsDemXw+hYtzCjWgoxi7e9s0O9apj7RyZ2YrIWZJbY9evqJeRtUm1EyJTQBVmjzr8PTr6dPvRbawxF4yhyk8GdLHvS9zjobLgKs2TBKobVx+8GzvhMBg70yUl3atKra91hd9zPqD+B1t+LUTSpN2+Lbc2vXTXWGG2Atnleox7fMvGfgdH00wYYJmv7lue3qH/IGSzHj/YU56Vq7uELNHT369qtv+y3brL4yq7C8oxfU1vtvfu8P9AYzXi7nxNebhASX7lr0r8pJdwf6+Jy4L1IB1t++vU193sicVBsN2DtKKvVY9dR/CLy+vu0tDWrq61TH8KBSHEnKTUnTuoJyVWfy+mE440KAFY4ezyIwvQABFrMDgQgLfPvIfp3puvG1tlgEWCacWl9Srj6PR196fafGzZ+V37mSEh26rbDY94O6na/SzAz9H3dteLeJnvFRPXN2h9pm2Kh9uv7cWVCrrORUPde0W2f6pz/yOivZrep0e5zMeHNf1uRW6b2lU2/+TYAV2kz+xYWDOtJ566rJ0EoL7am7ChfqvhL/v2SEVnpknyLAiqxnMKV1e4Z9p6v2j3iU4khWerJTGckumc2aI3EdO9uiX+4M7VW12soC1ZTl+8Kr5v6tGhydfnPyHNcyVWU+7mvyvpMX1Nbdf0Pzww2w7lpZpbtXh7fq5Jsv7lFr143tCtd4QXm+FlYUaMeJRr1+zP8pp2al1mfeu8G3Yqu158saGbscbhN8z2elp7y7wX2qa70WFH9S8wqyI1L2bCkkUgHWf33zZV31vQRuz2t5XrE+unjmA0O+dWqvGno7p+zAB+Yv1/rC2bNC2G6jQIBltxGhPXNFgABrrowk/bCNwNnuTn3r8I2bs8YiwLpvXrUyXSn69YnT2tt04y/olZnZvk3dZ8NlXiM0rxOa62fn39Kp3pn3DZmqT26H03f64MjVMf3jiV/6/XGzKCVTpe5c2/FkOd36T7XvmbJdBFjBD1fzQJe+cyY6e90E25o/W/qgTHgay2ty9clMbSDAsnaEDrVfUl1Pm2+fnaHRa6/ZXd+Kmqx81Wbla1V+qS/QCvUa9Izon3/8RkiPm7+FbL6tRmkpE3srXRnco6GxNnnHuuQd71OKI0cuR64ykquU7Zp4Xe1iW4+OnLn163m4AdYnHl6n8sLwApmX9pzUwdPBv045E96yqmJVFufotwdO660zgYXmk68RDnkPq7P/RyGNzc0P5Wal+kIxcxVlfUF5GaWqKY7OShu77u8XqQDrv+95Vd4x/wfIRGTgQihkdWGZnly4fNon3269oJ+fOzbt501I/le33ffufAmhCXH9CAFWXA8/nY+iAAFWFHEpOn4FfnTiiI62XftrqdUBVlV2jswG7a19/frKzhtPRkxJStaKAnuuMJpqxmS73fqLLXepb2TIt/l6p/faZr+BzrA8V7puz1sgs3fWs+cC22R4WVa5LV/r+o+1D8rs53XzRYAV6Gy4dt8vLxzSoU57nCB1T/Ei3V1k3T40I+Nj6vd61T/iVYbT5VvNk5SY6BeRAMsvUURuONLRojcundXlwb6Ay3MkJuqekmrdU1ajpAT/YzlVwc/+bp/OX762V2LAlUtKciT6VhjNL5k5/B8ZG1P9+TY1Xe6asvhwAiyzv9OfffjuYJo95b11F9pkNrWP5DV5WuPzu47oRHNrQEWnpzj18fvW+A4Y6eh/RsPewE95nKqC5CSHbwWWuTLc9yvT/aDGxq9q/QL/G31fH3CPjI6p/kqHWrr7NDDs1YDHK8/oqNJcTpk2m1OEa4pyVZpjz20KIhVgfWn/Dt9rd3a9NpdV6eH5tdM276ULp7SzZebXhv/zyruVn2Kv06rt6n1zuwiwZstI0c7ZJkCANdtGjPbOCoGW/j49fWCvxq6O+9prdYA1uffV84eO6UjLja8dVGfnKs+dOiscJxv5YO0ClRam6Gj3BZ3sCf6v4qXuHK3KmacTPc36efPMR5dP1pnvTFdFWr7tnD5ZfbfKU2/9BZEAK/ChMq98mF8Iv3ziZfWNXDuVM/ASIn9nWWqO/nhhdE4Cax8eVF1Xm+q6OtQ5PKi+EY/vl82bL7MfV3qyS/nuVNXm5GtRToGyXRO/7E5ePT09Gh8fV05OTuQRKNEn8NOGIzrQFvzXuUm+Ine6nlywSiWpwYcHe46d0+v7z4Q1EtkZbuVnp/lWY6WmOH37LQ0OeTU4PKLBYa+aW7vlHR2bto5wAqyVC0r0e3ctC6v95uGx8XH94w9e19h1r96HW+gdy+cpJyNV331tn863Bx4Srq+t0LoF5bp61aO23q+G9SqhGRN3SrLcztXKTf99X5dONrfqY3evDqh7Jy+16kDjRZ25HNjpv9mpbi0sztOmxVW+Ew/tckUqwPr6kbfU1Dd1EGuHvj5StUibSudP25Rn6w/oRNf0WyqYBz9Zu1aLsu174I8dnKdrAwGWnUeHts1mAQKs2Tx6tN3WAkdaL+vHJyc2C7cywHI6HHqkZmIlx/98edsNy9vL0rNUmpFha7epGleYmapNS0o1MDqs7a2ngm7//PQCLcks09sdZ7X18tGAn1+VXanEEFcyBFxJkDc+UblBtZm3buROgBUcZPNgl75Tb4/XBydb/vmlDykz+cbAKLheXbu71zusXS3nVdfVrssDga/iubk+8zVjUU6+ecfc2QAAIABJREFU7iqdJxNweTwejY2NKTV1doXgoTpa+VyPd1j/fvawGqfZjyaYtpjvA0/WrNLSnOBW27Z29elbL+4NpqqI3xtOgPX4PSu0eH5wfZ6uA//+6mHVN7dFrH8bV8xXdrrbt4G72cg9mOuB2xZqYWm+RsZa1NX/k5BDLBMuZrhXKTf9Y77qTXjV2tOv//zozOF5U3uXdpw6p7NXAguubu6beWVx06L5viAr2RHa6sBgvPzdG6kA69lTh3S8Y+YAyF9bovn5D9eu1G0FUx/8Yur9ZdNx7bky8yrkP11+V0hheDT7NVvKJsCaLSNFO2ebAAHWbBsx2jsrBCaX2r9xoVG/a6i3NMCqyMzS2uIynWnr0DP7Dr7rle9Ok3m1cDZeV4Z69Mk7VyjN6dSO1lPqHw1u1cyizFJVpxdqW+tx7WqrD5igKr1A2cn2WjpvNnE3m7nffBFgBTysvhu3XT6lHVfqgnsoyne/r2KVVufOC6uW0fFxbWtu0OvNDTJfhyJ1mY3C7ymv0saCif3oXC77rKaIVB9jXc43T+6NSHh1fT8+u/QOzcsI7uu+eXWu/kLkgptgXUMNsPKz0vSZD2wMtrpp7z9wulm/3RP8H0ymK3Dt4nIV5mTouTeP6NTFwF4hvL6sD2xcrpKcDN9KrM6BnwT9OmGSI0HlBQ8rK/VhX7HnWrt07PxllWRn6DMPXTss5eb2765v0stHAv++OdMAFGdn6PH1y1WYGdvvq5EKsHZcPKeXzp2O2JyLVEFjV0dkPv5q3QMqcE//R8s3L5/Tb86fnLHav143e07JjZRfpMohwIqUJOUgcKMAARYzAoEoC/y87oT+1zPfldfr1YMPPiCnc2KT22hd64rLVJ6ZpZdO1Gl308Rf1sweN4vzCqJVZdTLre+9rPcsrdFtZSW+Tdwb+4P74X9lTqXK3Ln69cUDOtwd+J5Hec50VdrsNcLNhYtlPm6+CLCCm4a/aj6sgx1NwT0U5bu3FC/W5qLp9yvxV/2bl5r0xsUG395W0bpSExK1pbxamyrDO+UtWu2breWG+9rgdP3OSXHrs0vuUKYz8JV9l9p69L3fvB0zylADrMc2L9Oy6ulXmwTbIc/IqP7t+Z0a9kZmk+7l1SWqKMrWr/ef0v6zzcE2x3f/5Eos87/Nxu59Q68HtBorxblYxdnvUVb6Al85py+2qb6l3fe/FxTn6aPTvEL4m0On9fbZwDacD7RDKc4kPb5uuWpLYveKfqQCrNbBfn354JuBdt2S+7q9TRoe7VZJWob+bPWdSksqUnpy8ZR1G4d/OvKGOj1DU37+ntIaPVQe+vckSzps40oIsGw8ODRtVgsQYM3q4aPxs0Xg81/9irY1nrEkwPq9mkVKdjj0z2/sUsfgoLJdbpl9rxyJE6cOzcbraNcFLSku0IdvW64Ob7/eag9ujxaz/5XZB+vF5n061hP4Lw7pSS4tzIjcL0SRsL+zoNZ3ouLNFwFWcLo/OfeW6noicyx9cDVPf/f6/Cq9t2xFSMU9V39Uh1qDP6Ez2MrMK4Tmunv+Qr2/ekmwj3P/FAKHOy7puTOR3TD8+mpuyy/TkzUrg7L/9ZvHdeRMS1DPROrmUAKsisJsffzhdZFqwrvl7DnWpNf2R2b1kdngfkF5vt443uD7CPUye2KtXVDm28fPXN7RCxoeOe17vXD8ap/Gx4fkSExXYkKGnMnzlJK8SK6kQuVkumVOmjTh1cXOa68wrppfqvfffuv3lF8dOKn9jaHvxeavf5/YvEbVhbE57TdSAZbp4/8+8Kbahvr9ddeSz4+OD6t9eGJFmFkx+975tRoc7VBVxn3T1t8+PKCtzXU629uuoXf2RjR7H95ROE+bS6otafdcrYQAa66OLP2KtQABVqxHgPrjQmDr1q16vfGMvFUVUV2Blel06b75NWrrH9C/7titotR0VWaFd5x4rAfI/KB5qKtJKUlJ+q8PbtG4xvW7SxN7iwV6Lckq0/y0Ar12+Zj2dAQefrkSk7Q0y//pTIG2IxL3PVSyQuvybl39QoAVnO6363fo4qC9Nt9dml2qD80L7pfwLs+Qnqs7qqZea/oyGWCZVwhrcwr04doVSk1KDg6fu28Q+JcjO3Qlyr8AB/sqYVfvoL72wq6YjFQoAdaHH7hNNWXRWdHz1Z+9qa6+qVeoBANUmp+pVQvL1HilU99/40Awj95yrznpb3VNmZZWFsnsL+XvSkpK1OXuvik3X390/VKtriq9oYidp8/p1WOBf6/0V/9Un09PcemPt6xTTpo7lMfDeiaSAdZvGk9r56VzYbUnUg8Pj/Wq2zNxquBnV6xXVVauLg8d0oqcjysxweG3mv4Rj1yOZCUHcCKt38IidEP7lV61XelRRlaqCooz5XLNnu83BFgRmgQUg8BNAgRYTAkELBAwAZZ5hbBs9Sr9vOG0vGPTn8AUTnMKUtN0V/k8NXZ06dVTZ1WUlh5OcbZ4dmR8VMe6J1ZNffHBLXIlJemVy0c1Mh64odn/yuyDtaejXq9dPh5wvxKV4Du90E7X4xXrZQK5my8CrOBG6WunX1fbcOibmwdXW2B3L8go1B9U3xHYzZIaejr1k7oj6vNOrIqy4ro+wDL1FZgT72pXqDw9+BPvrGiv3es40H5RPz0bXCAfSp+W5hbpYwvXBPXorqPn9MaB6IYYUzUo2ADrttoyPbwxeqsBD9df0q93nQjKbqqbk5McemD9xOtYf//CNg2PhP9qogmvKguyVVGQrXS3S25nsswreoMer2+1VffAsNp7+pWVOX1I9OePbZYJkyavU5da9ZPd0Z+Tpr6KvGxfiGX1FckAy5zq+vdvb3/31Gmr+3J9faPjHrUPn9LSvEJ9Yslq3z5YlwcPak3+Z/w2a3LvVr83RvGGyTb09QzqjZeP6+zpW1eBulKStfr2am24e+KwIjtfBFh2Hh3aNpsFCLBm8+jR9lkj8NRTT+muu+7S+9//fnl0VdvON2r3xcD3Ygq0o+UZWXqoaoE6+gb1q+P221g00H5cf58Jqo51T+zB8dQ9dyovNVXbW09qYDTwX9rLUnO1MrvSV86LF/cH3AyHEmX2z7LT9fGqTVPuy0WAFdwoff/sLp3rn9gDxi7XqtwKPVYR2HH2rYMD+vrRvRoaHbG0+TcHWKbynJRUfW7F7TIrQLmCE/jxmUM62hH9V/WSEx0ymzEnBLBa5/oevLTrpA7VR+81sqm0ggmwqkpz9ZEHgwvmghuhibu/+6u3dKmjN5RHb3jm9qWVystK08/2HNWx89acXlddmqes9Kn3QDMB0qfuvzFA+sZrb+lSV/h9DRTr91Yv1rpqa1c6RzLAMv189cJZvXre+rB3KuNe70X90fIFqkjPUpenUTmuahW5g3uFONCxi+R9k+HVwbcatHf7aXmGZ/7eVj4/Xw89eptvZZZdLwIsu44M7ZrtAgRYs30Eaf+sEHjiiSd87fzBD36glJSJHySvDPTrjfONOtQamV9ezD5Xj9TUqjQ9U7vPXdBvTs6NAEtXpYNdE8vz/+SOdZqXk629HWfU6Ql8z4kCV6bW5VX7Nn//UVPgr8WkJCZpic1eIfzcwvuV57r1VCECrOC+FPys6YCOv7OyL7gno3f3nYULdX+J/5UkI+PjvvDqUr91v2RO9nqqAMt8rjo7T3+yzPqVFNEbDWtK/n/3bdXwWPgrcQJp7ScXrdWi7MJAbr3hnh+9fEDnWjqDfi7UBwINsHIy3PrEI+uVlhLdg1FMP9q6+vXMS/tkNnYP5zKB2+J5Raq71KYf74zevmeTbSzOzVBJ/vSrI39v7WKtrbkWHh04d0m/3B/+arNgjLJSU/T5hze9s6NXME+Gfm+kA6yxq+P6+33bLV0NO13v1xaW6UMLl2v86ogSE2bP63amPya82v7ysYAH1qzG+tT/+YBtXyskwAp4KLkRgaAECLCC4uJmBEITMAFWT0+Pnn/+eWVlZd1QiFlJUd/ZrtOd7TrT1RFUBWbF1aLcfNXm5qsi81q5W+vOaPtZe+zJEFSHprnZbOI+enVMf7B6pZYWF+pQ1zm1DHUHXHRGslubChapf3RY/3L6twE/Z7dN3F2OJP3FkvdN2X4CrICH1Xfjy5eOaW9b6BspB1dbYHc/VLZcG/L9b5r77KnDOt4Rmw3opwuwTA/XFZXrgwuWBdZZ7lKnZ1BfOvSGZRLvrVyszSVVQdc3MOTR91/aF5F9oAKpPJAAy7w694mH16m04Mbvp4GUH+o99Rfa9O+vhRc6mdcIt6xZoCRHon6049C7JwGG2qaZnsvNSNW8kpxpbynOztBnH9pww+ef3rpbbb0D0WjOjGU+snqx1lu4CivSAZbp3LH2K/rh6UOW211fYZ47Vf9hxQalJUc/1I10R81rg89+4w2/K69urrdmUYne9+T6SDcnIuURYEWEkUIQuEWAAItJgYAFAjMFWNdXPzw66gux+rxemc00zd42/V6vxq9eVXqyUxlOl9KdTt/H/KwcZbmmfi3ghaMndKA5+ieSWUDnq+Js3xX1jgzp0WWLdXtluU70XFTTQFtQ1d9TtESpDpe+17BdF4emX02QKPk2MXUkJCrHmaZ8l3329lmaVaYPVEz9gxoBVlDTQYe7LujF8weDeyjKd3+i5k7NT595I+qXztVpx8WJTXpjcc0UYJn2PDRvobaU+w/hYtF2u9V5vq9LXz+xx7JmbSqp0sOVi0Oqr7WrTy9uP6627sBXvoZUkSR/AZbblaxHNy9XTVleqFUE/dzVq5J5+/Ltkxe09a3wVjdXl+VpUWWhLrR36zuv7Qu6LYE8YFal1VYWzHjrExtXaGlF0bv3mODKBFixuGpLCvQHd66yrOpoBFim8dubz+m3TeHNj1ARTKj7uRUbVJFhXagbaluneu6nP9il5nOhvdb/6IdvV3VtcSSbE5GyCLAiwkghCNwiQIDFpEDAAoFAA6xINeUXx05q3wVr9y2JVNunKqdtuFfNg516//IlWldRpuM9zTo/ENwPOuY0wXlp+drZdkrbW0/dUE1yQqJSHE65Hcm+/05emcluJScmRbNrQZX9vvI1vr28proIsIKi9O2h9k/HfxfcQ1G8O8WRrP9r+cMz1tA+PKh/2r8jiq3wX7S/AMvpcOgL6+7hZEL/lDrRdUXP1oV3Gl0A1bx7y235ZXqyJvS9cMzrc7/ccVxmJVI0r5kCrJK8TD26eZlvH6lYXa+8Xae3ToS3h6VZhWWCuJcP1WlPXXhl3eyQ7EhUbUWhnM7pT51bXlmsD96x/IZHd9c36eUj9TFhNeHL//2Be5Vk0el30QqwDN4vzp7U3suRHdNABuUji1ZpZb79QpxA2m7u+ef/+WKgt95y39JVFXrw0cD2jwy5khAeJMAKAY1HEAhAgAArACRuQSBcAasDrFfrG7TtjL1ejwrH0DM24lt19bG1q7S4sEAHOht1ZbgnqCILUjK1LrdaLUNd+k7DxGs7zsQkmZAq9brQyvz/fUMejYyOKTMp1fff0bFx3/3mtQ/zCkiSwyFXksN36pOV1+cXP6y0pKnrJMAKfiS+d/ZNne8P7rXd4GsJ7InlOeV6vHLmzah/Wn9M+1tjG0z7C7BMbzeVzdcj8+1/QlRgIxO9uxp6O/Stk29Fr4KbSr6jaJ4enb807PpMgPN2mAHOTI2YLsBaMq9Qj969XA6LQo6Z2hhuiFVemK0VNSW+Kp5787BOXYxMKGhOIJxXnKvUlOn3PirPy9Kn7lt3y4b+P9lzRKcutoY9P0It4I/uWat5+dO/8hhquVM9F80Ay9T3wpnjevvKxOnJVlyPL1im9UXWboQfyX41N3Xop99/M+QiC4oz9dE/2RLy89F6kAArWrKUG+8CBFjxPgPovyUCVgdYe5ua9asTN64ysqSjUayksb9Nv792qcqzs7SnvV5d3uD36XhPyUolJiTqG2de9R15nZ408QqmeUXTHDfeOzjxYQIrt8Op1KSZ95FISnQoK82lzNQUZaW5Zf6KHK2rMi1PH6/aPG3xBFjBy7/ZWq/XWk4G/2AUnvhA5RqtyJn+F5ALfd366pG9Uag5uCIDCbBMiX++drPyU+x7OlRwvY7O3a1D/frnI9atqHugolb3ltZEpDP7T13QrqPn1D8Y+GmwgVZ8c4DlcCTozhVV2rTKXq+mhvs64cKKAi0oz5d3dEzffW2fLnf3BUo05X3m+5DZ88r8oWW6K83l1B/fv0456bf+2/z2trd1oSO4PwyF1eCbHn5iwwotK7/2SmMky765rGgHWKa+bc0Nerkpuiva0pNd+nDtCi3IzjPn3Vi6EX4kxyfYzdunqvvzX3wskk2KSFkEWBFhpBAEbhEgwGJSIGCBgNUB1vHLrfrxwSMW9My6KobGvHpkdbVy3Cl6o/WkBkeD/8VpZU6lFmWW+l4//M3Fif2PWrv7fb84TK6yMv9fghJ8+18Fk0eZMMuc+FSYlR4VlI/M26jqjOl/uCfACo39X06+oh7vYGgPR+ip8rRcfWrBphlL+/7JgzrZGbvVEZONCzTAWlNYpicW3viKUoS45kwxg6Mj+l/7X7GsPx+oWq71hRURq298/Kp2H230BVnXf/0Mt4LrA6w7VlRp48oqS04aDKXd9Rfa9eKOYyGfTrhqQalvI/rugSG9sOe4LnQEfjjJ9e0tyEpTeVH2jF3Iy0jV4xuWqzR36n0d/+V3b6qrfygUhog8897bFmlDTeTm50yNsiLAMvUfaW/RC2dOyBOFk0YrM7L1ZO0K5c2BPxScPHJBL78Y3p6UBFgR+WdIIQjMCgECrFkxTDRytgtYHWA1dXXrm3uiszlsLMfiU5tWqWdkQC+3HPGtoAr2ui1nnm7PX+B77EuHXtKhS+c1PMWx6OaVQneSU05HkrxB/uCZkpyk4pxMmROgInUtyizRhyo3zPgXVgKs0LQPdDTp183hnSwWWs3XnvpI1QYtzJw+nDS//PzNnlfDrSYizwcaYLmTkvX/bLgvInXO5UK+cWKvzvVNf6hEJPv+hdX3Kss59cEf4dQzMOzV7iPndKyhRUOekXCKmnj26rgWludp8+oFKsqz74bUJgRJSEjwbWz/650ndKmjN6S+r19SofzsiT98vLD3uI42tQRVTll+lgpzZ/7DSU1xni+8SnVN/2rhj3Yd9q0idiWbV+STfCuTzb5nnlHzMeZbndw1EL2A6+7FVbp3WWRWCPoDtCrAMu0YGh3RtubGiB2+keNK1ZaKqln9yuDN4xPuK4Tl8/P1oY/f6W/YLf88K7AsJ6fCOBEgwIqTgaabsRWwOsDqHh7Wl17fGdtOR7j2rJQU/eW9m1TX26Lnzwf3KpX5oXxVzjwVp2Qr25mm7u5hvdl8Rj99p5wF2YWqyS5Slsut3JQ05bpu/WWgY6hfnvFRdQz1qbGnXS39M/+lvCAzXRUFM/9FPFCiT9XcoxL3zHuDEGAFqnnrfd+s366WwdBWPoRe68STJrgyAdZM19H2K/pRjI9nn2xfoAGWuf/Ty9erJis3XKI5/fy2S2e19UJd1PtYkZ6t/7BsY9TrabrcpYaL7Trb3BHUiYXZ6W6Z0/lqyvM1ryhb4+NjSkpKksMx/UbkUe9MkBUcrr+kXUcb1dUXfMizrLpYlUUTX+O3n2jUmycbNfLO3ovTNSM/K01FuRlyJs9stHHRPD24aqHf3hxrvuJ3JdnwyIjaegbU2tuvljBfeby5QY/ctkjr59gKrOv72DE8qG0XGnSys02Do16/43HzDYWp6VpTUKq7y6uCfnY2PBDOJu6rb6/W3Q/Zb8UvAdZsmHm0cTYKEGDNxlGjzbNOIFIBlmd8WENjAxoaG9LIuFcpDrdSEt3KTL41KPnarrd0sSe0vwjbEdicPmhOIfSOj+rbZ7ap0xv4ce535C/0vRI46BnRb/ed0sb5NcpPT1PdwEVlp15bKZWohBtOHfR4R+VyTn0KoVmZ1djbprrOy7o0TZiVZfYkKcydcU8Sf9Zm1dgjZf5P1yHA8ic5/efbh/v03bM7fX8pt/LKT8nwvTpoTiCc6bLD5u2hBFiby6r08PxaK0lnXV3dniH9w6FtUW93pF8fDKTB3X1DMquzBoY8GhjyvvO/vb7T99LcTqW5Xb5XA9PdTuVkXvs6bF4hHBkZ8YVXTufM+xAG0g6r79lzrMkXZA17R4Oquro0T4vmFfqeGfB4tfPEOe2tv/U0OxP2mdfV3TNs1G7KuK2qVJuWzFfuFPtd3dywy03t2r73lFrbezTYN+z7cCQlKjUjRakZbqWmp6iitlhZeRnvPtozOKwzl9sjFmQ9ecdKLS2b6H+0LytXYE3Vl8beLtV1tqmht0t9Xo/6vV6NXh1791bzPSHD6VSWK0WLcgpUm5OvAnfsTt6M9niY8re/fExmL6xQro99Zovyi6Z+NTaU8iL1DAFWpCQpB4EbBQiwmBEIWCAQToA1enVEZ/pOqmW4Wa2eS1O2NjnBqRJ3hUpSyjU/beIvrXPtJMKPrlmpJUUTP9z2jAzqFxf2q3nQ/wlyZt+rMneu76/Gz+88LKcjWR9YvVKLi4s0Mj6m+r4WNbd16Xj9ZXV1Daqnb0g9/cO3OBflZfjCrNr5haosyVFB7rUf5C8NdGvb+ZPq8976nHmlsLo4TynOmUOKqQa2LDVXn6zafMtpUVPdS4AV3j/kM71X9KPG4Fb2hVOj2TPtjxbcpRK3/1V6f/v2Nt8vOXa4glmBZVYMPLX6Ljs029ZtePlCnd64dDZqbSxNy9R/Wj57xmHya5nb7VZKSuRfeYwa9HUFm1fvjjdc1tmLHWpobtfYVbPFtv8rNzPVtwrNrK4yl9kb60xLhy529qi1d0DpqU6lp05/+m11Ua4WlORpQXG+8jNnDjzOnbyos8ea1XTqkvp7BtVwpUNdA7d+D7u+1QVlOZq/uFSL11Upp3Di9c72vgHVtbSrsz+8vQQ/dc86Veb7/3roX9H/HbEOsKb8Hj46quGxUaUnO5Vkg5M2/StG9g6PZ0Q//MYb+v/Zew/wuK7rXPSf3ht6I3olWEGwF7GIkqhCVcuSLbnKlpPYjpO869yXODcvyc17yX1x4hvHiXuTLcuWLFmVIimKvYqdIIne6wCDwfQ+uN8+oyHR55wzZwYDYO/vwweJs9faa/97A5j5z1r/so9xu0ebdlRh447U7HpLCSxh7wj1RhGIIkAJLHoXKAJJQIAvgdXouIFG+zWQzCu2o1hdgZWGdbA4Q/jh2Y/YmqX0PFIC+Df37Zr2pu6t3stoGJv+hDq6mQpdDsp1OQiEQnj1xA3U5uYizxh5022QqXDtZi+utPXgtqUPhFDgMgxaJVZW5qN+ZSEUskiWVpN1AGf6WqfpZqnlclQWZDAdENkOjVSBz5TuYDLH2AxKYLFBae45F0c6caAvOc0PnipejxpDbsyg7T4v/uni8ZjzkjWBC4FFYvr7zXuX5IcxLudBNM6+13AGFi/3zqps1nm2Yi1WpOWwmZoSczweD8jvs4VMYE0Ekojdt5Gyyr4R9JptcHv9cHpmLyFTSCUoyk1DZVEWctN1TJdb8vAkFA7DYnfD6SPZbD4mo02lkEOrlDOZbEaNCuSBSaxBsq0uHmlA+62+SVOH7U50j7DvQrhmRxXW766FSqdi/Fzt6kcvzy6GMokE//ejuzg1Tom1z7leT0UCK579LBbb3q4R/P6lM6y3k5mjx6de2Ml6frInUgIr2YjT9ZYKApTAWionTfc5rwhwJbBIeeC50WPo98xOzsy2IdJBr860BenyTPz49G3YvamRuRHPAVRlZuK5+tUzumi09+O0uRlD3skaRiR7aZWxkLE5fKkFy7NzIZdKQcoCL97oxuVb3SjQmUDIJZLR1eka5hWiUi7FtnVlWFcbWYtoZR3svDEtG4t8uCCZWGzHs8VbUKJlX05BCSy2yM49r9E2gD/0XEGAo3g/29UNcjUeK1yLQg27u9DntON7186ydZ/weVwJrG/W3wOjYmFm0SQczAkL9DjH8MNb5xjhbCHH/YVV2JFbKqTLhPtabATWbIAxpZUfk1lyqQRaUlKpkkMmnf4whdwKkQDIH33tPG6ca53RE8kaa+gZ4rSKVCbBtkfWYtXWSAZM88Awk43FddTkZ+HpTau4mvGeTwks3tAl3HB4yI7Db1/G8ODcEhipnHkVBYkSWAm/LnSBJYoAJbCW6MHTbScXAS4EljNox6nhw7AFrbyDLNcuh1GWhlOtQ2gdSK6uD++g5zB8YuVyrC3Im9P1NWsX2pxmtDuGmNLAnTnLoRTLcKtjGJmqSLlfa6cZB07cQjgApsOgVq5AtlHLlOgNesYwMIUE47IXkpH15H1rmNJCoo/1VtsVhsyaOLKNOuSz6Kq1L38N1pqKuSzPZCyQD36k5IZkLtDBH4Ehjx1v9FzGsEdYDbkibQYeK6yDXsae0GmyjuAXty7x34zAllwJrD9etQkFutTtJCcwPHG5u24ZwG9br8blY6LxhuxCPFpcK5i/ZDla7ARWtHthsvAk67idXhx6+TS6mwfnXPZ2n5nRiuQ66nbWYNsjdYxZ94gV17vnXmeq/0fWLUdd8dx/47nGNNd8SmAJiWZifBE9rPamARBCy+eN3Em9Uc1oXRHR9oKijMQsLKBXSmAJCCZ1RRGYgAAlsOh1oAgkAQG2BNY4xnFk6B1Y/Nyegk7dgkmejjJNDdz+AH5y+jZ00oXbCWyZ0YAvb17P6ZRGfA5IRRKYbU4Mj7oYguryzR4cPds8rVRQLZfd0RsZ9TnR5eb+9DgaHMnGeuieWpR/LMR7rOc2mkYnv5GvzMtknrTPNFQSGfYX1KNMl81pv2QyJbA4QzanAfmAc8rcgtPmFoYQjWdoZUpsy6rA+gzu3aMumftARNxTZXAlsJ6vWYuaNPaZhKmyz/mKo81uwWtt12GfQU+PS0wLMfMqur/FTmBxOUch5pKSwUMvn8GYxRHTHdGx6jDze3hWvnIZHvzsdpDe54MHAAAgAElEQVQ6wMY+M1qHYmtUkoAydBr8yX2J75A5cfOUwIp5FVJqAtHFIuTVQhuUwFpoJ0bjXSgIUAJroZwUjXNBI8CWwDpnOYoutzBivpW6FdBLjTje1olrXc4ZOxUuBFA/vW41qrMyOYUaLbdo7R+B3e3De8dv4kbLzAL4xDEhsdL1aobocgV9TDkh6XbId9y7uYopKZwpE4vomZTnTn9ymKMyMORVhuKuODyX9SmBxQUt9nNJu3NCZN0a64MjwF6LjqxgUmiwylTAkFdc9M8mRnestx2HulrYB5zgmVwJrMfLa7E+uyDBUS0u91afGwe7m3FjdIDzxnI1etyTW4qV6bH11Tg7T5IBJbCEA5p0E3z1Pw7CZmHftZeUATrm0OiaK7qquiLc/+ltzJTLHX3ot8bOYn2svhari5J7XymBJdwdo55mR4ASWPR2UAQSgwAlsBKDK/VKEZiEABsCa8DbgxPDBwVDTic1oEq3EsA4vnP8AozifMF8J8tRZWYGnq9fAz76H6MONzqHrDHJq+heiAZJuk7N6I+QjJsu1zAcQW6ExURcSCbWioo8hsT69e2zk4TdiRYW0cSKjmpDHkNeSTmIvE89A0pgJf5W9rqtIN0Ke1yjDNHpDPrgCUbEmNVSBbQyBbRSBYq1GSjXZSNbFX9b77MD3Xi7/XbiN8dyBa4E1ierVmF1RnI/nLLcSspPI9lYpwc70TI2HFMbK19jwLrMAmzMjmjxLeRBCSzhTu+NHxxBTwu3cj6724uWQXbZUzNFuv7eWmzetwaEJDpxuwOOOXQ4y7LT8dy2tcJtmKUnSmCxBIpOiwsBSmDFBR81pgjMigAlsOjloAgkAQE2BBYpHRzxc3ujGSv0Uk0V0uSZ+Ki7F6daLCClhQtpvLCpHkUmfm21G3vNuHCjC+8ev8l6y6TbISGxVAoZYzPmd2HQY4MnPHvHqLmcf+qheizLNTFaWEQTi5BZZKgVclQXZDFC3lsyKlHKo2Rw6rqUwJr5JEgmnTvkhSvohTvohUQkgUaqZAgnjUTJOzMquhoR3SbiyiR7LxHjxsgQftMknC5SvDFyJbBeWLEepYaFW8IcL15C2AfDYTTbhmH2OOEM+OEM+KCSyqCVyhkdv0pDJkyKxaN7RwksIW4NcOTV87h5fmbB9lgrcO1IONXfvU9vxPKN5egbteFK58zZz2laNb6wsx4ahTxWOIK/Tggsm80GmUwGjYZdp1/Bg6AOFz0ClMBa9EdMNzhPCFACa56Ap8suLQRiEVhWvwWHht4QHBSVRI1afURY9e2GFlisC+dDzt7Kcuwo4yZkHgXQGwji4LlGvPzuRV6YGtRKGDR3hbaJptaQZwz+cW5aSEQT69mH65GVpsOloU5cHOxg4slU6PHCuu1Yl8ldE2m2DS11Aovox5EOnGT0e0bQ4RpEh3MQZu/cei7F2hyUaHJRos2BUabldF8mrsnJkMPkDrsVP7pxgYNFYqdyJbC+sXYbstT0A2JiT2VxeacEVvzn2dduxu//83BcjnotNgzZ2JceTlxMn6bB5/76MeafzjR3gWhrTRzkYdEXdq5Hflr8Wap8NkkILPK7TCwWQy6PEGh2uwcKhQwKhZSPS2pDEZiGACWw6KWgCCQGAUpgJQZX6pUiMAmBWATWLftV3LDxI1tiQZ2jzEeBKkKUHLo+in7b5DeSsezn4/X6Zfl4dEUN76V7h8fwV999Bz4/fx0riVgEQmRNFFx3Br2wBzyw+z2ss7IKc0149qF6yEVSNAwOoEidgTyVCQWZBmQZuBEmcwGy1Aksgk2zoxcXLI0xSavZcKzWF2JDejUyFKnTNW/E48K/Xj7F+2dBaEOuBNa3Nu6GWhrJaKSDIsAGAUpgsUFp7jlv/uhDdDVx11Cb6rV/1I6Bsdji7zNFs+XBNajfUwuz3YkLrT13phjUKjyxvhaFGfyyq+NHJ+KB/C7r7bXi8qUu9PaM3nGrN6hQsCwdO3fWUDJLKLCXqB9KYC3Rg6fbTjgClMBKOMR0AYoAEIvAOmY+gCFfX8KgKlKXIVORC1nYgN9daoPNy1/bKWFBfuy4LD0Nn9sQyRrjO37xzgW8d+oWX/NJdjKJhMnGUn9cVhh90RcKwBPyIzgeZjSzguEQAuMhJgdIKpZAJpJEvosleG7fBiwvyYXL64fF7mb0bPzBELbUFAkSI3HClsAa83lh9XmYdXPVOiilC/9pc697BOcst9Dtiq97Z/QwVpvKcU/WKqaT5XwPbzCIvz9/ZL7DuLM+FwKL3P+/33zvtNiDITOkEtqZMGUONcUCoQRWfAfS1tCDd39+Ij4nE6wtDhc6h8c4+5MrpPjctx6DUq3A8dvtcHh8KM5Mw+Pra6GfpRMv50XiMDh08CouX+6C4uMMrKmuFEoZ7n9gFcrKIr+rQuEwwuFxRieTDooAGwQogcUGJTqHIsAdAUpgcceMWlAEOCMQi8A6OPg6xgJ3nwByXoCFQYW2FsWaCtidEvzk/CUWFsmfkqZWgehe6RQK3ot7/QF8+X/+Nq7sq5kWJ+VpKoUUKrkMSrkMJEOL7TBoVXjh6S0gsR2/0Y6e4TFGmP6vn9kDUkohxJiLwCIkyLsdjbhlGYLnYx2u6JoqiRTL07PxUEn1giSzbtm78H6/8CV2WUoT9uVuQLpifkpcJt6JHzV8hA5bYn8/sL2DXAis2vRsfLp6DePa5TkMf7AVoWA/wvBDBAmkkjzIpIXQqh8hKmJsQ6DzFjkClMCK74AP/vo0mq50xudkirXHH8DgmAOjzsjDD7Zj7yc3oWZDGTrMoyhIM2BTRWo0GTh7thXHj0X0MWcjsJxuP3zBIB59Yh1UKjmaOobQ2j0MhUwKjVqBovw0lBVkoKyIW5dkttjReQsfAUpgLfwzpDtITQQogZWa50KjWmQIxCKw3uz7Nbxhbm8MuUIkFUmxOWMP8pTL0Dxswe+vNcAdCHB1k7D5+QY9nlxVi0xtfHo5Ry+04Puvn05YnFHHCqkEEokYEjH5EjHfo2QUeVIbCo8zT2vJfxMR5r1bq5muhLe6h9AxFCEjvvHYdugEehI9G4F122LGay03phFXUwEiRNZTFStRk75wMmPOjtzE2RFhMu1mujAKiZwhsUq189tF73hvBw52NSf8TrNZgAuB9Xh5LdZlmuD2HYXbe3JW9yQbS6vaD7msgk0IKTfHanFiaGAMbpcPHrcfarUCaq0Cufkm6I3qlIs31QOiBFZ8J/SDv3kVPg+/xiOxVnZ6fRixu2HzeBEMhWNNx+qN5Xjmy/ci26Dj9NAnpuM4JgwPO/DSL0/B749gNJXAsru8MFsccLp9zOtZWXp8+vmtzH8fPDn9702GUYvNa0uwvHx+/07EAQk1TRAClMBKELDU7ZJHgBJYS/4KUACSgUBMAqv/ZXhDidemWq5fi5WGdcyWR1wuvHbtJvps9mRAMOcatTlZeGr1CkjF4rhj+ddffIjzt7vj9iO0g4qiTDyxdw1Ii/KTNyNi7i88sBG5Jp0gS0UJLJVKBaUyIkB/pKcNR7q5daHaU1iOPcvKBIkpEU6iwumnRxpwfuR2IpaY5vPJZTtQpMlOylozLTLgcuC7V8/M2/oTF+ZCYH1z3QYoRC1we48gFI5dgmTSfgkyWXlK7JNNEFcutOPmtW5YzLNrBGXlGLCyrggr1gpXLswmtoU8hxJY/E+vt3UIr3//A/4OOFiSkkCSmRUIhRgyizysISX3UomY+a4nGpIaJb7yj09z8Jr4qW+9eRmtrUMzElh9ZhuGR6f/PH/i6Y0oWJaGj653YdTmmjHImtIcPLxrJcQcsrMTv1u6wnwiQAms+USfrr2YEaAE1mI+Xbq3lEEgFoF1cPANjAUsCY93hWEdavVr76xDMoNeu9aAm4PmhK892wLbSopwf7UwmRd2pxf//JPDaB1IPJZcAVPIpfjGZ3YxZocuNzNv+p/duRbluelcXc04P0pgabVapjV4PN3rvrZmC3I1whBrgmxuipOGsU4cGvwoEa5n9KmWKvFM0S7OXQqFCJCUmpLium9fPgmLJ/Ekd6yY2RJYy3RGfLHGgECoHy7PwVhumdelkhyk6f+M1VyhJnkCkVKrYNiKQChCsimkORCLVJBJjJCKpwtNd3cM4/ihBoyOsO/QlpVrwK77VyIn3yRU6IvWDyWw+B/tRx804Oz71/g7SIDlM3/6ALKWCfN3TojwfvXSaZjNdobAIl0IZVIpU9Lf2TsK25RuidH1du6qwdq6YjS2D6Krb/Zy7txMA/bvWQWjbuF0fBYCU+pjZgQogUVvBkUgMQhQAisxuFKvFIFJCMQisE4Mv48Bb2/CUas3bUOZtnraOoeaWnGyXVjNjFib0crl2FVRig2FBbGmsn79YkM3fnfoCrrMVtY2yZz4xN7VqCjKwrWOfvSO2LB/43KsLs0TJARCYBFyQaPRICQC/v3KmTti7VwXIOQVIbFScfS4zXi1+3jSQ8tVpeOZwl0QCaRZxnUDp/o78V5HE1czweezJbAeK83AyrQgAsF2eP1XWcehVmz7WBOLtQmnieFxH1z+W3D6b8MT6EB4fO6GFjKxETrFWuiV9ZCK9Wi40oUj713ntGZ0skgswgP716KyNp+X/VIxogQW/5M+/oeLuHZq/n9PTNzB/i/uRHFN6tz5f/v2AYawCgQCkEgkTPl/V/8orPbZHxDU1RXjnl01DHlFSKy5Rn62EZ9+ZAPm6U8F/8uzRC39YT88IQ98YR9UEhXzRSQ3hBiUwBICReqDIjAdAUpg0VtBEUgCArEIrCZHA66OnUt4JA/lPg2tdGZRaqvbixPtHbjYk7huiGSDEpEI28tKcE9ZsSAlgxNB+807F3G9tR/tg6kheD31QLfVlWFrXSla+ofR3DeCT2xbheplwmhOEQIrFApBoVDg+mhE9yqe8Xz12pTUw/pN14cY8MxPht2mjOXYklEbD6xx2f7r5VMY8cxcvhKXYw7GbAgsJvtqeQZCoRG4PIcQHmefqSSXlsCo+wqHiNhPHXUfxZj3TEzSarJHEdJUOxnyquWWDcfeHYJUHF924v6nN6CkYv5KUtkjNj8zKYHFH/cDvzyJluupVUK/5xObULsxdcrS//N7H8DrDTB/L8kDCTPRsLPMLaWweUsFNm0uR1vXMCPkHmvUlucy5YR0zD8C4+Pjdx48EZKqz9PHfJm9pKmNF6Hx0LQgZWIpQ2Tlq/KRrypgvvMZlMDigxq1oQjERoASWLExojMoAnEjEIvAsgfGcGDwtbjXmcuBUZaO+3Mej7lGv92OE22dCSkr3FhYgB1lJdAr+XcZnGsDhMC63TGEpr7YbzBjApGACSsr8vDgPbXotdhwrb0fn9tbj2UZ00uU+CxNCCzyRo2UDx7sbsXpgS4+bu7YpKIW1k1bJw4OJK90cCqAYpEYXyp7CBppRGMs2eOyuT9uYjLemNkQWM/XrEWpdgjewDX4/NyIVLFIgQzj38cb5iR7l/82RlzvIcBCh2vqwmp5JbSyGvT3juLVX5xiXpaIdVDLyyECv6f0CqUUn/jMNqRnxkeECQpSCjmjBBb/w/j9fx5GX/v8SQLMFPnmfauxfs8K/psS2PLV351HT88owuEwvL4AWrpiv1+IamBdudXDCLyzGU/ct4bJuKZj/hEghNVNewMGPHNnz80WKcnIKtQUYqVhJYwy9u/ZKIE1/2dPI1icCFACa3GeK91ViiEQi8Ai4Z4YPogBb0/CIq8zbkaFjn32yKjbjZZhC/NFuhYS8WyuQyWToiIzAxUZ6cx3jVzG1QWn+d9/5STMo07c7B7iZJesyYW5Jjz7UD0sDjfONXbhqw9vgUknTJcyQmCRIZVK8fPGK2i3xZeFVmpIwwsr1icLGlbr/LT9AMb87LN5WDnlOGmtqRy7su/qyHE0j3v696+fR7cjtiB63AvN4iAWgVWVlonP1tTB4zsDp+cAxse5d0PLMPwVxGKDIFsY855lyCs+QyySI119H0SQ4A+vnENX2wRiQCSBRlYNiZjfz29VbT4eeKyOT1iL3oYSWPyPmAi4EyH3VBpbH1qDdbvYv/dIdOy3bvbh/fevMwQWKR0k2plzDYVChi++cA8UShlOfNQCj5dd9+a8TAOef2xjordD/c+BwIhvBDdsN9DtFi4rsUZfjZWGVUyGVqxBCaxYCNHXKQL8EKAEFj/cqBVFgBMCbAisEd8Qjpjf5uSX7WS91IR9uU+ynT5tXiAcRsvwCAbtTjh9fjj9vsh3nx/uQABahRxE0yryXQGtUo5CowGl6Wm81+Rj+M8/OozweBhX2wf4mCfcZiqB9Zef2Am5lF8Wx9RgCYFFyiGIpsf/OH8k7r2oJFL8zaY9cfsRykGrox9v9Z0Wyh1vP1KxBF+reHzetLB6HTZ8/8Z5hMe5E8q8Nz3BcC4CSyOT48WVG5GhUsPpfgtuH/fzEot0yDB+C2AIcyJfz3+Yna/D7rvC24FKVgKdfBXamgfwzqszZP6JJFBJCyGTZPBa46nntyC/MHXErXltIgFGlMDiD+rBX59G05Xk6lnGinbvM5tRU18aa1pSXo+Wk5EsrPZ2Mxqa+yGWzN39eP+j61BWnsVkXpEMLC7j+Uc3Ii9LGDKey7p0LnDZegk3bA0JgUIiEmNT+maUa+fumksJrITAT51SBEAJLHoJKAJJQIANgUXCuGw9ixbnTcEj2pp+LwrUxYL7TTWHhMAi43aPmWnvnWpjIoHVNmDBVx7cJFiIEwms/2q4gAEXuzKH2QJItQysDwYv4fpYu2B4xePosWXbUKrJjcdFXLbXRwbxStP8dBqbi8D6fO06VBgjZI7D/To8vvOc9ymXVsKo+yJnu6kG8ZJXxJ9BuREKSQ4Ov3MVt67N/gRfLa/mpYtVt6kU2/ekTmZK3KAL5IASWPyBPPnmJVw52cjfQQIsH31hF4qqhWlWIlR4drsH3//BEdy43TcngRUVbw8Gwzj+UQuCwel6SXPFtLWuDNvWpY7+l1D4pbIf8hDz5MhJdLoST+SuNq7CGuPsGdmUwErlm0JjW8gIUAJrIZ8ejX3BIMCWwCIbOjlyCP0e4dKdVxs3oFq3asFgFU+gUQKrz2LD0Nj8lprNtI+JBBbJLbl3bUU8251kO1ED682ORlwyxyfGvzW3CA+VTu9YKVjAHB39qO1dOAKzd4ni6C6u6WtM5dg9T2WE0QyC473tONjVEtc++BjPRmA9WrYcG3OW3XFJOg/aXb/hvIRW9TDUyu2c7SYaxFM2ONFPpmY/RBDhR//7INxO3+wx8SwnTM/Q4rkXd8W118VoTAks/qd66ehNnH6XfddP/iuxt3z2zx9EZp6JvUGSZrZ0DOLtd6/h2gzkNCkb3P9oHQqWRbLIuWhfTQy/KDcNzzxcn6Qd0WXsATtOjpzAiC95jV5KtaXYnjHz3yxKYNE7SRFIDAKUwEoMrtQrRWASAlwIrEDYj9MjH2DI1x83ijW61VhlTC0do7g3NYeDn71+jknzd3h8aOkfSeRSvHxPJLDK89JRki1cieXELoQXzH14pyO+p/BPVaxEXVZqPDUf9Tnw8473eWGeCKN0hR6fLbk/Ea45+fxD201cGOzlZBPv5JkIrB35JXiguHKC60j5n8P1Gjx+9qL7cmkVjLovxBUiEWwfcLwclw9izIjJqx+A2+3Dj/7tYEx/YrEaGnk1o5fFZXz9rx6et3JULnEmcy4lsPijPdRtwW//PXV+V2p0Knzxb5/gv6EEWrZ1m2FzeBEIhDA87EBPjwUGvQqZWXrmiwySeXWjuY+1cPvUcDOMWnzxE1sSuAvqOoqAP+zDgUGik2lLOigl2hLsyNgxbV1KYCX9KOiCSwQBSmAtkYOm25xfBLgQWNFIPxo9iXZXE+/A603bUKZNnQwa3hvhYEi6EHYPWBmLax39CIXnRydotpC31ZVha10pOs2jeGKLsC22CYHl9/uhVqsRBPD/XzwOT4j8F/dhUqjwtTVboBRIn4t7BJMtetzDeLX7WLxuBLNXSuT444pHBfMXj6MjPW040t0ajwtOtlMJrAdLqrEtr2hGH+PjPozav4NQOHZDAbFIBZP+q5CI+elJRQPosn6bV7fBqRuQivVIU+3CyLAdv/4hu7unkOZDIeVG+r7wp/dBo01MV1ZOB5tCkymBxe8wotmZP/uHN+CwpUa26vL1Zbj3k8KVyvNDZmar379/CTmZBmg0M3eVJQ/DbjT3cy4bnLiaSiHH1z+zU8iwqa9ZEDhiPoJed3If6EwMZZVhJdaaJjfmoAQWva4UgcQgQAmsxOBKvVIEJiHAh8AiDrrdbbhtv4axQOwPgNEFl6lKUKNfA5N86YkDv3f8JvOGk4yBUTsGrPHpQAl9jfdsrkJ9bSFkUglWFucI6p4QWOSDn1arhUwmwy2LGb9q5Cdg/aWVG1CiT52SjyZ7D97tPycoXvE6+0bVkxCL5hb/jXcNtvZXzP14teUG2+lxzYsSWDq1Gp+oWIXa9LnbxI+PB+D0vD2nHpZSvhJa1X6IxZGsB77D4buCIefrfM0n2cnEJphUOzA0YMUrPz3JzqdIAp1iFURg35jh83+yB3ojv06G7IJaeLMogRXfmX346nk0nE8eqT1XtPue34aK1TMT3PHtMn7rl944g86+Uag1Kug1SqQZ1PD4AkxXQodr7s6EbFfXaZT4409Nz8xha0/nsUPgvOU8Gh3xZZ2zW2nuWVvSt6BCd1caghJYQqBKfVAEpiNACSx6KygCSUCAL4EVDa3L3YZBTw8GvL3whae/sTJITchVLUOusgBZSm4ZAEnYftKWIB2F3j0eEcEnXdoaOgcRDIeTtn6shT7/+CamI9HywmxIY3Q+iuVr6utRAkulUkGpjDxR/tXtK7g1aubkKtW0r0jwV6wtODqUWrouXyp7CDrZ/BMP0V59nXYrft/aAIsnsZkXhMDK0ejw3Ip65Gp0rHsF+vzXEQh2IhjqZ74k4mxIpXmQSfKgVAjTar599B8RHhfmg6dEpEa6ei8cdg9++t1Icwg2g3QkJN0L2Y4/+cuHIJWmBhHKNuZEz6ME1mSEA+EgOpyDGPbZ4Ar64A55IRNLoZEooZEqUazNQqbCeMdobNiB3//XYbjsnkQf1Zz+9SYNPvfXj7GO4aatHbWG5HUrfP39S7jZOgC5Qs46Rq4TczL0+OzjqZmBxnUvqTq/w9WBE8MnUia8JwqegE6qY+KhBFbKHAsNZJEhQAmsRXagdDupiUC8BNbEXZE6f2/IA6KVpZSooJCoIBWxf+KfmggJE5XPH8R3fnH0jjOzzYnekeTrIcy0G4NWia88sx156XrkmCJvboQcUQKLkFeExIqOI91tONLD7mn8nsJy7FmWeh2TrlhbcXSIXzaZkBhP9PXl8oehld7FOVHrcPV7sq8Tx3rb4QkK34VTL1dic1Y+NuUsg0KRWmVvQmlfRfEWQYxMzSMIhcL4j396h/0xiCTQKyaXkcxmrFTJ8eKfz7+WGvvNJWcmJbAiOJPS6QuWJnQ4h2ICb5JrscJYhI3pEdmAnpZBnDlwFUQTa77G7qc2YMUm9o1KRv12pMn1GMc40zwh0ePwqZs4d7UjoQRWVUk2Hrt3daK3sqT9v9X/Jqz+sZTBgGRgkUwsMiiBlTLHQgNZZAhQAmuRHSjdTmoiICSBlZo7TJ2oJupgkagae8xw+4X/MM91x/UrCvHIzhWoLpi75Iqr3+j82Qgs8vqAy4HXWm4w32caJJOGiLaT76k4mh29eKfvbEqF9o2qpyAWJf5DFp9N+0JBHOvtwPG+DmA8fh04qViCnQUl2FlQioDfz4SUagSW2fk67D5hSU6T6h7IxEb84bfn0NXKPpNRI6+FRBw7O696RQHuf3T2Fux8zn4x2Cx1AssV9OKo+Roabdz1fPQyNTZlVKFSXoDW691ov9mDztvxN4Theq+y8tPwzJ/t42qW1PltXUN4+e2PEkpg7dtei1XV+UndV6IWu2S9iT6PGTa/E56QFwaZFgaZDrWGcixTCyuJwHYPpGyQlA+m2ngo9yFkKDJAMpYJiUW0SVPtb2aqYUbjoQhwQYASWFzQonMpAjwRoAQWT+B4mE0sIyTmXn8QTX3meRd0f27/euytr4JSnphsuWAwiEAgAIlEArl85pIIbzCIfpcdHTYrI9BOCKs8jT5lxNpnO+5e9wh+1303s47HtRDURCVR4I8q9gvqMxHOSPlsk3UYTWMjaLGOwOZjX16XplSj0pTBfFUZM+50yiNvxsk9MxgMiQiZt0+hxNsnBkC6CmpkVbh6sQPHD7LXGJNLs6GUFsbcywOP1aGqdnF8uI25WQ4TljKB1e+x4L3+jzDmd3FAbPrUjelVqPLnwdw7iraGHnQ1JpfE2v/CLhRXp7acASEXvver4wgkUGXgjz91D3Sa1MpW5XqxfGE/3ug9Aotv9iynlcYK7Mis5+o6rvmkacFrfa/BHUxs2TyfIAvVhdiVtYv5W+l0OimBxQdEakMRmAMBSmDR60ERSAIClMBKAsgTlvj+KyeZ9tjRYXN70TYwf6UUKyvy8LVnd8CgnrnbkRDohEIhEBKLEFjSFOkeKMS+iA+r34GftadOa/h0hQGfLblPqO0lzU+PYwxjPh+cAR8cfvLdD1fAD61cDp1MAS35ksuRplQxxOZMw2qNdPk0mVJH5J/oXhH9K6GHTJIGk3I74/Zn3/sA9jF2H5QkYh0I+TXXyMo14NkvUHHnmTBaqgRWp2sIv+85JUTSJANrtaEAa9zFGBtx4Ob5Vgz1JOdv4M4n1mPVlkqhfxwF9UfID9K196PrXTh9tVNQ31Fna2qW4f5tNQnxnUynJ4Yv4sZYS8wlnyi4F7mqzJjzhJpAOg6SzoOpOp4pfAaSsAQul4vRJaUZWKl6UjSuhYgAJbAW4qnRmBccApTASu6RdQ9YQUoJJ45hmxM986SH9Y9ffRjlBRmCg9A2YsGA3YkBuwN91jFIRX4oAIIAACAASURBVCIUpBlRYDIhV69FviG+rm6CBxyHw5+2H8CY3xmHB+FM69IqsTNraeqapCKB5Ql0os/+E+EOeIInomellC5Dw9UuHHn3Gqs12BBYDz1Zj/LqXFb+ltqkpUhgEZL+5c5j8IQiJbpCjY0Z1SgwG+C0e3D+4HW4neyzMPnEUHdPDbY9wk4Djo9/oWyiBJZIJMLP3/gIVnt8GW8zxfVHz+6AXpu4h1ZCYRHLz3+1vsI0xYk1VhgqcE9W8rKwzlvOodHRFCuseXt9e+Z2FCoKme7QJCueEljzdhR04UWIACWwFuGh0i2lHgKUwEr+mUzVwiIRWBxudJkjGSTJGk/uXo2n7xNG54a86SZvuG1eLw7casbNwbu6PNEMLJJ9RbKwyNhbVY4dZcXJ2mpC1/lw6AquWtmJ0Sc0EABPLtuBIk12opdJSf9LjcAiZFS6ajdzFscPN+DqhXZW56JXrp913sbtldi0o4qVn6U4aSkSWL/q/BCDnsT8bbo3Yw2MI0q0XOvG7Yvs7i+fe7d2Rw2270998orsjfwtJeXQMpkMA8MOvPLeJT5bntVm345arKpa+OXB9oATL3W+zQobooO1P38Xq7lCTHq99/dwBFPjodZM+ynVlmKzcTOT6Ufek1ECS4hTpz4oAhEEKIFFbwJFIAkIpBKBNVuHH/J8LTUlqfkdkNcXxM/fODuplJB4cnh86ByyIhAK8XPM0komkWDj8kJ87dP3sLRgN+1ybz9DXhE9q4ljJgKLvF6anoYHl1ciW6dlt0CKzmp3DeAPPafmPTqFRIY/qWDfGn7eAxY4gFQksBy+Kxhyvi7wTu+6U0qLoFesYf7h/Tcvo6khtrj2bATWyroi7N63KmGxLgbHS43Aujzaig+H2GX38Tlf0qHwi2X3o6/djMOvnIV9VPgP/fc8Vo/V2xYOKUsILJvNxpR2ka9rjb14/+QtPvBOs9mythTb68sF8TXfTrrdA3i77xirMPQyLZ4vfoTV3HgnjfpH8XY/O2It3rX42iskCjyV+xTIezMyKIHFF0lqRxGYjgAlsOitoAgkAYFUIrDIdkm5wrBvDCM+GzIVRmQqjTDKFjbBMdMxmi0OvPzuRfh8k8kefzCE7mEr7G5fQk5fr1ZgZUkuXnx6GxQK4UTb20ZG8fMLl2eMeTYCi0wmpYRf2bohIXtNptOXOg9j2Du/7bLXp1dhe+bSJSBSkcBKZAlh9H5r5DXQyCK6PmePN+LCqeY5r/5MBNbW3TWo37w4Ptgm8ud+KRFYwfEwftj6HtzBxPwtip7TzqyVqE+vRMetPhx46SSCAWEe4KTnGLD1wbUoXr6wso0IgTU2NsZkxuj1kVL7G839eO94Q1xXe0d9OTavLY3LRyoZW/02vNz1HquQ8lRZeLxgD6u58U7q9/Th8NAH8bpJuP0n8z8JUTjyaJgSWAmHmy6whBCgBNYSOmy61flDIBUILIvPhuPmqxj0jsIfDkwDQyGWI1eVjnuy1sAk180fWAKv3NJpxuuHZ366PebyYMjqgMs3HQ8+YWgUMmSbdMhO0+FTD9UjK104HEmG3H+cPAezY+an53MRWGQv28uKcV/Vwv7w3GTvwbv95/gczR2bUCgMiUTMywfJvnqh7CEoxDJe9ovBaKkSWOTs1LIKaOXLmWPs67Hgo9Mt6Gq7W8YbPV+xSAGt4i7JWVadg/VbKpCda1wMVyDhe1hKBNZtezfe7fso4ZhmksYTpfcy63hcPlw80oArJxp5r6vVq1C/ZwVWbU1tsfbZNhglsEhJvtFoZITzRSKgZ8CKI2ebMGSxc8JGr1Vh54Zy1JQtLl278HgY/9X6W1ZY1OhLsTt7I6u58U5qc7bh1Mj8Z2TH2sf+nP1Qi9SM9MNs3aFj+aCvUwQoAtMRoAQWvRUUgSQgMN8E1hVrM0NesRlikRj3ZK3FamMZm+kLYg4RdX/98NVpmVjR4C12N0adbqa8kM/QqRRI06qRrlfDoFPi8XvXIDtDOPKKxPTe7Wac7eieNbxYBBYx/NyGOpRlpPHZYsrYvNpzHD2u6aTB1ACDwTCcNjccNjd83gCTcRDNOhCLRZDKpJDKxFBrldAa1NDqYovtbs9cifXpc3eXSxmgEhRIKhJYvuAAemz/maAdT3arkOZDK6+FRKRiXhgZtjMk1mCfFS6XDx6XH3p9BjJNq5C7LA3FpdkwpWuSEttiWWQpEVjv9X+EW7bZf68LeaakjJCUE0aH1WxnMrK6GvvR0zoYcymFUoai6jzmq6quGGIxvwcBMRfiMCGqC8nBhJk6lcCaan/1di8u3+zGsHXuckuDVoXV1fnYtKaUIcAW4zgwcBLtzthl0/flbEWFrjApEDTYGnDJKqxuWSIC35u5F+nSdEpgJQJc6nNJI0AJrCV9/HTzyUJgvggsonf1Vu8pdLgGOG1VIhJjf8F2FKmzMWD/OdLU90IhLeDkI9Umk3LCd4/fBPk+2wiFw0xZod3thTcQRDAYQjAURujjDjwSkQhSiRhSqQRKmRR6tRKkXFDy8Rv5wlwTnti7RtCywag22f/3wQm4/bN3qGJDYG0uLmT0sBbyGPJa8Ur3UYTCM5fAuBxeDA+MMV23uAyJVAJThhaZucYZM7SIaDsRb1/qIxUJLHImrZa/SeLRiKCWV0AtK4MY8mnryiTpUMlKkhjP4lpqKRFY32t+W/DOg7Pdhr05a7HaNHN5m8/jh7nHApfTC4/DC7fDA7FEArVOyXxpdCrklWYtmosWi8CKbtQy5kJH7whcbj9cHj/TjU+jkjNfhXlpyMlYPJ1+ZzvcUb8Nr3QdAHk/Odso1RZgX+72pN2Pj6yE+BVGsyyRQW9P2458RT4lsBIJMvW9JBGgBNaSPHa66WQjwIfACo+HYAtY4Q174At54A25IRHLoBSroJREvnTSmUtSok8lj5lJ57YWXtvdkbUGeaoMyMIfQadYB7kkg5efVDLy+YNMeQDRuuAyCLFFRpSommpLdK7WryjE1rrEZK1Z3V7867G50+XZEFjFaSZ8cdM6LltPybnNjl6803d2Umxej58hrmyj8bVDF0vEDImVmWO4498o1+KZwl1QS2NnaaUkYAIGlaoE1oDjZbj8twXcKTtX5PeiXJINiVgDUjpIvkipoUKax84BnTUNgaVCYJHyrH9tfCNpN2BL5nJsyahJ2nqpvBBbAiuV95DM2Eg3wnOW6+hxD8IbupupToTbVxkrsNqY3Mzkq2NXcW0scY0PhMJ2d8ZuZMmyKIElFKDUD0XgYwQogUWvAkUgCQiwJbBcQQcGvT3M14C3h0lzn2vopAbkqJYhV7kM2crJGVLtzn681cdfI6BGX8wQWCXaXGilkXKZVB2jPjOcIRvUEi0yFLE1KGwOLyPWSkoLY48wxsf9CMMPjAcQHg8w38kYRwArK5dhR/0apBkS94H19pAZL1+6PmeobAgshVSKb923M/aWkzxjaMyBpr5hZlWvP4jBsUiWXHGWiflu0KhQnGmCQaNkfiaInsRHliacHI5gYrO60NsxjPHw3D8vXLZFygqXlWQypYbPFO1ErjKdi/minZuqBNaY9yxGXOzEhhN9OKVpfw2xiJKdfHFeKgSWI+DGD1oP8IWJs90aUynuzVnL2W4xGlACi/+pEgLLE/LBINOCSE7Mx2hyNOKc5fx8LM1pzQezH4RerKcEFifU6GSKQGwEKIEVGyM6gyIQNwKxCCxf2ItG+xU0O/h3wDHK01GjW4MCdSnCGGcyry6PNsEZ5FZKFd0skXPIVJpQosnFpowVSFV5h5PD78Ls7btzRgZ5OnZmPQqpKHb3P1JOSLKxWrrMIKTW1BEI9SMQJNlaUWIkkolFxNkrijKxsjKf0bwiIxR2QUpKh+Sr474vUx2cbO/Coca5M+nYEFjE73/bvQ165fx/uO4yW3GtcwCdZitsLnZ3NNuow7qyfKwszoVcKsFlawvebT2H7jYzQkFhumpNxD5TZ8SXtj6E8oyF1WFL8As4wWGqEliB8Bi6rN9O5NZZ+Salg/n6L7CaSyfNjMBSIbBIN+CftB1K2jWoNRRhX1590tZL5YUogcXvdPhqjvFbbXarLncXjpmPcXKrECuQJk9jvhQSBcj/R4c9YIcv7MOofxTkv4PjkztXc1powuQn856EbDzS9IV2IeSLIrWjCExHgBJY9FZQBJKAwFwE1m37FZCv0LgwH8CzlfkoUFXDFQTzR/imrRMjvrG4drk/fxtKtYnLMOIbHMlUOz08/Qn2KuMmVOjudgFj458QWC1dQyBlhm6vAz2DVxAedzOmRNuKDINOhcLctDukFfm3cNgNb+A2/MGuyJsUWTVM2mcg/ljkmc3asea0jljwiwtX5pzGhsDSKRT45p7tDB03X4QkybY6eKUZhMDiO0pz0rF7VRl0Mjkah7vwbu85DA6NMmLtQo1l6izsy90AvUKN4socRuydDiBVCSxyNmbn67D75v45SfQZEvKK6l/Fh/JSIbB84QC+2/RWfGBxsN6QXoUdWSs4WCzeqUISWKlC6ize05q+M7PPjAMD7LIXCVG1TL0MmYpMVhCR982drk4M+yJZ4XwHyRT/VP6nQN6bMe8NFXcJM74+qR1FgCIQQYASWPQmUASSgMBMBNb4eBjnR4+ix90ueARD3lGUaNaiUF3O+G52dKPHHbtz22yBbM6oxcb0WsHjjNdhm7MBV61nprkp1S7HWtM2Xu5D4TH4Am0AZn8CR0irYHiEyc4iWVpTh1SShTTt8yDfhRhOnx//fOTEnK7YEFgVmen4zPr5KyE5dKUZ55uF6bglDwErCrJRVZCFsDyA85ZbON/RCLdzeiYdlzMgbzo3ptVgS2bkvo8M2jDYN4onP7cDMkXsrD4uay3EualMYM13FhbNvhLmRi8VAoug9Z2mPyA4S0MKYdC862Vn9irUp1UI7XZB+ouXwCKC5qIJj4F8YT8cAQe0Mi2UEzJ7ps5bkGClYNCEZHq569dzyMpHgiakVbk28j54HF74/TfhD9xEMDSAcGj0zs5kslJIJHlQyOshlURkKFwhFyMUzzcbK0uRBdKFMBgMMiWElMBKwYtEQ1qwCFACa8EeHQ18ISEQJbDeeustqFQqOIJ2XLB8iFF/fE94ZsOg0zUAR9CNFYb1qNFFCIsbtjaYvfyyXsp1BXg4b0vKQd7rbsd5ywfT4lpuqEeNvo5zvKGwDXY30dEJQyK+K5AfDEXOiWhekf8m82INmTQfGbo/gkgUSR/nO6JPd//l6CnYPLOTM2wIrO1lxbivKvJmLpnDFwjiFx9eAsm+EmK4nT60N/ZDr1Fi5/oqrK3IR45Jj263GUfaLuFmfyevZVYby7AhvQY6WUTzrafNjJaGSPvw0po8PPypzbz8LiajVCawCM5EB4voYc3HoNlXwqC+lAisV7qOo9c9IgxwMbw8XbgdhRphHqokJeAELhIvgUVCG/Saccl6FWN+G6MJFR1KiQJE3LzOuBoF6tTLXE8grEl1fWToA/R67spHTF28WFOMXGWEjPL5L8Ht/WASaTVbsHJ5LTSqRyAWmxjy6pb9FlxB7s1h1prWYrlmOXw+H6RSKSWwkno76GKLHQFKYC32E6b7SwkECIG1Zs0afPOb30RYEsSH5rdABNuFHtGnfbftnQh+XJJYq1+H5fp1IB2PLlobQYRjYw3yZFEtVUAlUTBto6UiCT5VvDeWWdJf94d9ODj4W/hDk4md3dmPwyRnly4+Mehh+3cRCEYICyGGUr4SadrnhHCF0+1deH8OHaxYBJZEJMJXd2xChkYjSDxsnRDS6renrrPWuZrLb7T0saNpEC7HXd2sFeV52LuxBpX5kTNvH+jHrcFOdLgG0eceufOzMNU3ud/FmhyUaHOY70qJnJkyNuJAZ8sQRs32SSZ7Hl+H2rpitltflPNSncAKj/vQZ/sxfKHBpOKfoXkQRiUlOIUAfSkRWOdJMwozf+1LtniT321frXyE7fRFP48vgRV9j3Vm5CPcsjfFxKlSV4odmVvuNB+JaUAnsEag0dGI87MIuRPiihBYZDjdr8Lnu8jaL5koEqug03wGMmkpQ2JdH7vOaGRxGQ/nPQyD2AC3282QVzQDiwt6dC5FYG4EKIFFbwhFIAkI/N3f/R3q6+uxd+9enLV9MEl0PBHLN9q7EJggQrkhbSeK1JVwBT24ONo46wd60m2wVJuPTMXd7CMSn0IiQ4W2gEmDTrXhCI6hy9kEZ8gOlUSLfFUJMhQ5nMN0eU/B5n6bs10sgzTd56GUCdNi+pcfXUHLsGXGJWMRWA/XVmNj0eROlbFij/d1knn1g4PnBSGvorHYRl3oaZ9eDisRi/H4Pauxa10FU9gxMmRDwB/RnvCF/HCHfHAFvZCIJNBIFVBLlJCKJZO26LR50NUyiKG+mTMVDWlafPbP7o8XlgVtn+oEFgE3PO5Fp/XbzPdkDL1iLbK0TyRjqSWxxlIisMzeMfyy40jCz3W5oRAP5q1P+DoLZQG+BBbZX79nEO8NTM/8nm3v92bvQLGmcKFAs2DidAQdeL339WnxEpH2Kl0V8+8O1y+ZskG+Q697kSGxSDkhIbHYDp1UiycKnmTKBx0OB9RqNSWw2IJH51EEWCBACSwWINEpFIF4ETh48CDzh8xUr0CfvyNedzHtoyWEEyfuytqPDHkOut1DaHH0TPNBMlDKtHcJDqvbA4vLDZlYjBJTFmrTlsVcd6FOGEcYQ2P/iHDYKfgW5NIiZOj/WBC/Iy43/uPEWYTGo10R77qdi8BanpOFZ+u4idoLEfAPD54XrGwwGk/rrT543f5Zw9u/oRbrawohk0kw3D8GpUYBsXhm4pV0LiSEmGXIDovZBlKaGGtsvX8l1m2rjDVt0b6+EAgsAr4vOIA++08TTmJR3Svhr/pSIrAIegcGLuLmWKQJSKLG50v3Il2hT5T7Bec3HgLr7f6DGPKyl38wyvV4qmD/gsNoIQR8euQUWp1Es/TuqDPVMR0GXZ634fWeimsbJBNLr32R0cXq9fSixz39vfNMC2xM34hqXTX8fj9cLhclsOI6BWpMEZiOACWw6K2gCCQBgcOHD6Pd1gTtWhHk8kiZUiIHEXE3+yZnkaTJM7En63Fm2bOWBriDd7MTSOZVVKT9YlcvPmxsg8t3t6NbtjINa3IKsbu6DBVZ6YkMfV58ky6Co46fJ2ztLON/g1ScIYj/3jE7DtxuQrd1sg7XbATWpuJleLCmknf2nNvlg1rDvXuOkILtUeCi2lexgPzMrnUoyjKho3EAHU0DkMmlkCvIlwzhcBh+bxB+XwChUDiWq2mvZ+Wb8MxXdnO2m8uAlFl2mcfg8vph0qqwpjR1dVMWCoFF8CYkFulMmKhyQpp5JeiPwR1nS43Asvod+EnbocSACaAurRy7s1cnzP9CdBwPgfXzzt9wFt7/bPEnIRPHp4e5EHFOdMz2gB1v9L1xZxnSbbBAVcCItNvs3xFkeSLwTkgsUkp4xXolpqi7SW7C/rwIYRn9XUYzsAQ5CuqEInAHAUpg0ctAEUgCAoTAerfnFay/py4pBJYt4GQyraaOetMOlGiqMeAdwS3bXaHrVcZypmyQkFdvX2ucZleszYFOqmb+/cUdG5BnXFxPcsfcf4A7gcLPBvV+aJRbBb1pR5rbcKz1bjbfVALLpFYxxFV1NnctMBLoQI8FB1+7CLvVBZFYhLqtFdi6l10LdkLIkOwroQcp7RseGIvpNtuow5fv38jMO3O4Yc6MrZjOZpjwuT9/AHqTMFpi7YMW/PrYlUmrZBm1ePGBTXxCS7jNQiKwCBikjHDA8TI8AWEzX0nJICGw6BAegaVGYBEEr1nbcXhw8u8BIZDNU6Xh2aKdvB9gCBFDKvrgS2ARMe/fdN8lTNju7bH8B5GhSGM7nc7jgMBHo0SP7BZjEc2+ird0cOry0VLCVmcrhn1zZ9/dk0lKRksYF0T/ioi4UwKLw4HSqRQBFghQAosFSHQKRSBeBL7/h3/HucEPGQ2sZGRgkXhbHL3wThGd1Ej0eDD3GWY75yw3GU0sIti+O3sd82//6+DxSZlX5N+ImHuZNv8OBCQD67lNi+uD24jjh/AHJqehx3vmE+3Vis0wah4T0mXkzVEggAG7A4M2B3rHbJCLRCgwGZGfZkSuTst8aIl2MeS6+Ad/uIxbl++SnBKpGH/yP9jt4ZdHL6HLzK/j5Vxxtt7qh9cdu8yP+CClhKtLcjHQbcHtK8KW5+x8ZC1WbSjlCumM818/04Cb3dMFx5/ZsQYVecJk7QkS6MdOFhqBFd273XcFVveHCIRjE6Bz4aWR14AItssmdCkVEl/q627WAunYq1QqlwwkJ8w3cMHSLNh+idbfs8W7YJQJQ7YLFlgKOOJLYPV7B/FeP3v9q+hWd2dvR6mmKAV2vvhC8Ia9eG/gPfhDfobAGh/3YnTsbwXdqEJRD636Exj1j6LJMbt4f5G6CDuzdt5ZmxJYgh4DdUYRuIMAJbDoZaAIJAGB/+ulFzHiGkoqgeUMetDh6p+2u/VpO1GsrkSrswddriFopEpsSl8Bonn1nQ9OT5tfpsuHWnK3hEyvVOAv7tueBNSSt4TZ9m0EQ9OFwYWKQClfgTTt80K5m9FPNANLIpEwLZvjHW//+gxIt7+J48W/egQK5dxlEIS4IgRWIkbDRfZZNAa1El9/ZBsTxon3riEYiAi6CzFW1Jdg96N1QrjCjw9dwMDo5G6HxPF9dZXYWJl6wr8LkcCKdg4juBIiy+Y5w7msUCOvhlG5BUTzio7EIpCsDCyH3QubPdKVd9hsh897t2ye/FtBYaRcXqGQIjMzOVnHpCMh6UwY70hX6PBg3gZkKyc3ZInX72Kx50tg2QMO/K7nTc4w7M+7H1lKftnQnBdbggYkK+rq2FUQAsnnvwSn63eCoiCWpMGk/0umfJBkfM000uVp2Jf7INMoJjoogSXoMVBnFIE7CFACi14GikCCEXAExvAXL32ZEXNMVgZW9APbTFpYy1Rl2JS+B1a/HZetzchQGLDaWIHWYQteOju5hCFbaUKW0jQNoW89tBsyiTjByCXP/SAj4D6dRBAqAoWsHOm6LwnlbkY/gUCAuWOEvBKiXfPpww24dPJuNoApU4fnv7Y35h7eunAL1zqmE6cxDWNMIARU47VuTm6iWlg3LrSzKj1k67y0Og8Pf3oz2+lzznv19HU09kwnTz+xbRWqC7IEWUNIJwuRwJpp/yQTi5QVkq9gOJIt6AsOQiJSQiqJfOhXSHIZwopkXdGRPAQSSWANDztws6EXvT2jGB5m/ztfr1ehYFkayiuyUVaWnVAwro+149AA/3LCUm0OQ14pJZGHDZ6gDb5xJ/whN/xh8uVivoshgVyihlykiXwXq6GU6CAXT8zYIg1DUq/7cLwHwJfAIu+tftr+a0xvozJ3RM8VPQWlZOlkE8Z7Pnzsh7xDsAVscHs/gMdzmI+LOW3STf/MvH7WcnbaPIVEjgdy9sEom0wYUwJL8GOgDikCDAKUwKIXgSKQYASaHTfwL6/+Q1IJrIlb6nGbMRZw3PknmUiOx/I/x/z/8eEr0Es1WGuqRJfFip+evps5Y5LrUKCe/sSQvJX920f2LCpNjWH7vyMQ7EvYTVAp1sKkiZRuJmp4vV5GMJSU3JDSm3gHeYN/9sgtWEccjIh7bX0JsnJjP83/X68fgy8QjHf5afak8yDpQMhlkAym+9ZWCl5GmFOQhqdf3MUllFnnNnQN4o2zDZNe16oU+OpDWyCT3n2SK8hiAjhZLASWAFBQFwlCQGgCi5Dft271oeFGL/z+IKxWV9yRl5VnY9fu5dDpEkNK2ANunBtpxPUx9lmnGQo9NmZUo0a/DL6QE7ZAHzqc5+AKjnLar1GWhzRlMdLlJdDJUo9E57SZWSbzJbCIu1d73oRtwnuqWPEQcuP5oqdjTaOvx4FAVCqBlPh1215JCIFlMvx3iMUmXLZehm+CPIdEJMbOzF0oUN/t4h3dCiWw4jhUakoRmAMBSmDR60ERSDACJ4bfw6/e/vm8EVhke9aAAwNuC0KIlFHtyHwI2Yp8XB1rYXSwtmasgsPnw78cPAmpWIJcZTqMcu2MyKRr1Pj6ni0JRi257i2On8IXiL9sY7aotcrt0KsfTuimhCaw+ASbKPF2EovD7kFX83StqLnijJYRkg+wpIxQqKEzqvH5v9gXt7tobkNjrxntg6Nw+SJdCNeVFTDfU3FQAisVT2VxxSQUgUU6jo4MOzAy4pzWcZSUDBIii2RheTyTSwe5oLm8Nh9btlRCp08MkWX1O9HhGkSHcxBm7xhcwbsagHKxlJEAIBlXJdoc5Kv0cASH4Qs5MOxtw4gvfl1HpcSAbGUFirQbIBVx70bLBctkzo2HwGp1tuOY+QzrcDdn1KNWX816Pp0YHwJDjtfRbn0pPiczWKcZ/w4ikZIpISSlhGQYZHpsy9iODMXMepWUwBL8GKhDigCDACWw6EWgCCQYgQMDv8MbB16bVwKLbDEwHsSAZwSekB+rjVsZHazb9k70e0awK7sOSrEcL525jnGfDNIJNfxT4VlfXICHVy2uN2MO71E43O8n7CYQ/Suig5XIkQoE1omb7Tje0J6QbfLJwCKB/M0n72Xi+fDNy4LFJWQGlmBBJckRJbCSBPQSXiZeAmvE1w+73YPW7h7YPJHyUIMsHTJxhIDJUORNQpcQWe1tZt6ZWQqFDHV1Rdi0pSLhp0ZK2NxBHwh5JRNHtA5D4344AsNwB0dhDfRi1NeJQNgraCxSkZwhsYo06wX1O1/O4iGwSMyHho6i2xU7IzhbmYlH8u6fr20uyXVJCeGo8y0MegcRCPMnp6eCN7WEMF+Vj+2Z26H4+PfKTGBTAmtJXkG66SQgQAmsJIBMl1iaCER1qP7Q9wu8d/DdeSewJp7CckM9itTVIBpZCrEM2ap0yEQStJgt+NW52bU3lDIp/nTPVqjlcwt5L7QTYfX/PQAAIABJREFUDwT7MWz/3wkLO9f0PyESJRazxU5g8dHAIgca1cG6croZ1hGnIGcspAaWIAEl0QklsJII9hJdiiuB5Q46MOIbQL+3A4S86uodgmXkbtn8VBgJkZWrKkamPA+5qhLIxHJmCsnKam4e4J2RRYTen35mI+Ty+JtosDn6cYQx5u/HkOc2nEELXMERhMaF+8A+UwwkI6tYswF56sQ+kGGz/3jmxEtgkbVv25txyXoN3tD0zrgkk32daQ1WGqh+XjznxMc2EGyH3fEDJkvK4rfA5rfxcTPJRiLJg1H/p0zp4PWx61hpXIlVhlUx/VICKyZEdAJFgBcClMDiBRs1ogiwQyA0HsTrvT/D4cOHU4bAIsRalW4VVhs3zbiJ/jE7Pmxsw5DdBbvXy8i3pmnUKM1Mw+7qskVHXkVBGHH8CP5AK7uD5TBLrdgIo+YJDhb8pqYCgZUoAfcoIly6EEZtEkFgCdmFkN9pz58VJbDmD/ulsjJbAisQ9uO2/SLanNcZaMKhcfT0WJjsK7aDkFnl2pUo060C0Yck49bNXvT3j7F1MWkeEXvf/1hdwrsWEl2rW7YDcAQS1z13LgByVctRY1i4mUVCEFhRfJxBF0h3QvKllWlhkOmgk84swcDrUlEjzgiMjv0/GB+P/B7whn0g2lhODrplUxdUqfZCrbwXMrEMeaq8ObOuJtpSAovz0VEDigArBCiBxQomOokiwA8BT8iFd/pfTikCi+ykWFOJ9Wn3xNxUIBSGVCxaVILts23aF2iBxfHjmJhwnZBl/O+Qiqd3cpzoZ3zci9C4A+Hwx1/jToTDTojFOohFWkjEOojEOkhEOohm0SFJBQLrl0cvocscKdlJxGi91Q+ve/rT7rnWenrbalTlZ0LIToQ7H1mLVRtKE7HFlPdJCayUP6IFHyAbAqvRfhGtzhsIfCym7PeH0NU5Aq/Xz2v/hMhaZdiCQk0VY9/fb8Wtm7FLxGZajJQU3r9vZcK6FVp8HbhpO4DgBCFpXpuO08goz8dywz6mc+FCG0ISWAtt70sh3pk6EXpDXrhCLriCbnhD7ElujVSDgvR/gE5WwBBYXAYlsLigRedSBNgjQAks9ljRmRQBzgiQN0mv9f445QisKt1qrDJu4LyfxW5gc78Nl/eUYNs0qB+GRrn9Y3+T25H7Ao3wB5oY8fhQeIT1mlJJNuTSKihk1ZDLyu/YBYNBpguhVCoVpAsh64AmTEw0gTXUZ8XwALfMiERkYH3uzx+A3jSx1TwftBamDSWwFua5LaSo5yKwSNbVOcv7TKlgdJDMq7Y2M2/yaiI2hMBaZ4p0GCXaWNeudiMYjDQ/4Tqe+8w2ZGYKS+70uq+i2X6UaygJm0/Iq+WGB2CUT+/ARrrRKmTJKafkukFKYHFFbGHNJw8FrbZ/upOFNTV6Ul7oCZEHh0GExkNMuWF4PAyJSAKJSMrowEpFUqikamhU9zHZV3wGJbD4oEZtKAKxEaAEVmyM6AyKQFwIvNn/Et59/+2UKSEkmyHlg5W6lXHta7EaWxy/gC9wK+7taZRbYFA/CuAuceUL3ITHd5khrsbBL1NgYmAikYohslTyekjEpSAklkQiYUis+RiHrjTjfHN3wpZ2O31ob7z7wZXNQkITWFn5Jjzzld1slk7KnHPmTgx7nBjxuTDqdUMjkyNdoUaaUoN16ctgVAjbzZASWEk51iW9yGwEli1gwaXRo7AFJhP+RIDd5eKWmTkXwAZZBrZn7me0sYgu1rVr/H6nkUys5z6zFaSsUIjR7jiNTtcFIVwJ7mOV6VFkKBZOViolsAS/AvPicPJjwckh+AM34XD+Mq64iPaVQfci032Qz6AEFh/UqA1FIDYClMCKjRGdQRGIC4GDg6/h9+/9LqUIrI3pu1GoLotrX4vVeHw8hDHXK/D4I7oqfIZOtRc61d0ndoFgJ5yeD+EPNvJxx8pGKl4OhWwHlPLCeSOwEtmFMApC660+kI6EbMfXHt4Ko0aFM4cbONnN5n/r/Suxblsl2+UTNq/dYcGRviZ0O2fPSJOIRdiTV4ntOcL9rFMCi92RDtod8AaC6LBESmrJfw/aHDCqVTCqIx+GcvU6kMYYxelzlxizW3HxzJqJwCLk1cnht+6UDEZ329szyrt74FyITSSxurstaG4a4AUwI+z+yY2QK+J7qNDvaUCj7TCvGJJhRLoUrkv/JDTSjGQsF/calMCKG8J5c2D2OOEPB5Gj1kMqEs8Zh893EU73q7xijZe8IotSAosX9NSIIhATAUpgxYSITqAIxIfAOcsR/PTNH6QUgXVv9uMwyRfGG8340OdvbXcfgNN7jJMD0mnQqPkEVPLVjF0wZIbL+yG8/suc/PCZTMpcQqEgdOqt0Gv3QsLobs31fJLPKnPbnG/uwaErTcI7nuDRNupCTzt74eK/+WSESPzwzfjPwJCmxWf/bP6Fi4PjYXznxjHY/F5WWD9Rsgpr06eX+LAynjKJElizo9Y4OMwQVo0Dw7B62GusqKRSVOdmoSTdhJrcTCjmKYOSz31IhE2UwNJoNJDL5SBlg4S8mpp5RUr8CIGVqEFIrN3ZTzHu4xF2LyvPxv5H63iHafX34Mroa7ztk2Wok2WiLu2TkCS4464Q+1lIBJY3GES/yw5nwA+n3wen3w+VVAatXA6tXIEMpRompTBZfkJgmwgfpwc6cWN0EINuOwLhuyW92WodSnRpeKioBmIRaTk0fZBMLKfr1VnLCWeykUlLodN+lnfmVdQnJbAScRuoT4oAQAksegsoAglGoNPVjP/3t99KGQJLI9XiwdxnE7zrxeGeEFAO71F4/NeA8dl1UEQiNdSKOuhVe++84fH4PoKd55M/PuhFCaxICaESBs0zUMpjt3nms9ZsNmMuL777jnAaYlPXidJxHU2DcDliEwRFmSZ8Zvc6OG0eXDh2O+6t7nl8HWrriuP2E6+Dg72NODXYztqNQa7EN1bujPm0mo1DSmBNRskXDOJMezfOtXXDEwyygTDmnLXL8rC7qhQGFb+ylZgLpPgEQmAFAgEQAov8PiPk1UTNKxJ+wB9CS8sgQqFwQnczURPr9KkmeDwBXuuRzoRlZdmcbb0hOy5ZXoEv7OJsOx8GmcpyrDQ+Mh9Lc1oz1Qksq9eDm5YhNFtH0Dpmibm3fK0elaYMVJoyUaQ3xpy/UCaMeF14t+s2mseG5ww5Q6XFQ4U1qDTO/GCWaGK53G/B5780px+xJA1qxR4oFPWCQEQJLEFgpE4oAtMQoAQWvRQUgQQj4A178PWffzZlCKwy7XLUmbYmeNdzux/HOESY+WnZvAY2y+Lj42H4gk0IhAYjnQLH3ZCItBCLtZBJlkEhm1yi5fQchMt7JKlbmUxgRcpVtKoHoVHuTGocPzx4HkNjjoSuyVYL6761ldhYWYieNjNaGnrjiqm0Jg8Pf2pzXD6EMv63hmOM3hWX8bnKDSjTx591SQmsu6hf7RnA0aZ2TtlWbM+MZGVtKivEltJCJiOLfOAWzZJhwNbnQplHCCwySPZVi+sKbtsvTgs9UaWDM2FERN0JkTXQb8VNnp0JiQ7WF7/E/XfxZctvMRbgpvs33+e8TFOHCl3sLsfzGWeqEli+UBDHejpwvJf9A4qpOK7JysXOglJkqbXzCXHca5Oss+/fOotQmD1J/XjJCtRnLZt1bUJk+f0NCI2PIRTqx3jYA1IqKBKrIJcth1SSF3fcEx1QAktQOKkzisAdBCiBRS8DRSAJCPzVr7+Ofkc39u7dy7wpn8+xNfM+5CmLkhZCp9OCRtsgBj02GOVqFGvTsSZt9jcYSQssQQvZXK8kpWRwavgzEVhkjkqxGXr14wna7XS3iRZyj644ZnGht2PuUsKo/hXJviJZWHxHeo4BT7+wE7I4dWz4rj/RLjw+jr+9dICzq0cKa7EhK/6fe0pgAUTf6o0rtzBgTyxRy/z8SqXYt6IKa5blcj7zhWrg80UE2cfFYXww/Mo03Su/P4Qmjs0c4sFCLdHh/txPMy7On2uFw8GudHfqmvc/sArLa/NZh9LnvoYm+4es56fSxI0Zn4FGmp5KIU2KJRUJrItDvTjQ0QxPkF+W31Swt+eXYF/J/Os18r0EP7p9Hp12biXCcokEX1+5DSaFmu+ygtpRAktQOKkzisAdBCiBRS8DRSAJCLz09k9xpO+teSewMhW52Jn1cBJ2HFni/b6bODc8/UkiIbGeKVkPpUSWtFgSvRDTttn5UxDB9vkYsxFYJBa5tAom3ReAJGS9JbqMkPlg+/FOzP1jMPdHRLKnjmj5YDAQwon3rvE+EkJafeJLO5GRbeDtQ0jDYa8T/95wgrPLLdkl2LeshrPdVIOlSmBFM6A6LVb85sI1wcoF2R7IrqpS7KpcOF3e2O5rpnmkm2ooFMI1+0n0+VqnTenqHIHdzp+Q5hNbjb4e1fp6RjD+0sUOPi5AuhK+8KWdrATdSZbyGfOP4Qs7ea0130bZymrUGvclXYeR7b5TjcA61NWCYz38s65m23dtejaerloFmXhusXO2uCVr3tG+VnzQ28JruRpTNp6r5K85x2vRWYwogSUkmtQXReAuApTAoreBIpAEBA4fPoyj/W+jdlvVvGZg7cjch2ylMGLOsWA7NtiMY4OzC3pXG3IYEmuxjDHnz+ALxK+zxBePuQgs4lMpXwuDJjnaZ8noRhjFaXjQhqHe6U9pv3zfRmSbdOhoHEAHzw5ipkwd7ntyPbLzU6dLnNnrxHd5EVjF2LdsOd/rdcduqRJYBABSMvj61ZtxY8jXAdHGenBF5aIXeScEltNvY7KviAbWxJHs7Kvo2jKxAg/nfZ7532NHb4P8vuUz2GZhdbrOo91xhs8SKWNTl/Y0jHL2GWfJDDyVCKzfNl3HteH/w953gLdV3nv/tLcsW/LeI8PZe4ckEAjQNkAhUMoqlC5K+5X2wr23t72X9mtvv7ZfC7Rf4VIKdFDKDGWWBEJCsxOyEydxYifesby1t77nPUKJHcvWOUdH0pH8vs/jR4n1X+/vPZKl3/kPflMu2WBWojPiC1Nnw6IRR1bSeDFHb0799OAWuPzspw1fbpNkYZEG7+lelMBK9wlQ/9mKACWwsvVk6b5EhQAhsC442iGd5UobgVWqqcIyy9Upw+XRw2/H9fWNKatQqDHGlRO7gN31JlzenWkNMx6BRYLTqa+CXrMu6f10vP4Annh7B8hjKhaZTNh+rofZF1mzq0uwftE0eFw+7PrgOK8QKicVYd0tC6HWprfk9/Lgg+EQHj3wPuc9fbZiOhbTEkKEQjYEg+0IhxwIwwOpRA+J1AC5vG7cDMU3DjfgUFv6exEVGw24b/n8rCaxCIHVOHQYDY69owis3l47ujoHOV//QigsMa9DsaY66RMJ/SE3dvb8AaFwat4/hcAmlg2zqgqzc1NXvs5lH2IhsP5+9gT2XUisPyObfZcbcvC1WYvHnNTHxkaqZAa8bvzfw9wmQF8e24ba2ZhjEbafFZ/9UwKLD2pUhyIQHwFKYMXHiEpQBBJG4PXXX4darUbFkkKcch1K2B5XA3p5Dq4sXA+VNDVTrUjfqz+ejX/3+NrS6ViSn9llMS7Pdtjd8ck6rmfGVZ4NgUVsGrUboFElP/PtyLlOvLWvges2eMsTssp6YRBeuxff/uwKqJVynDzUgq7W+BOchjtVqhRYsGoKFqycwjuWZCv++thWkA/5XNbdkxdikjGfi0pM2UzNwPL7DsHn3YNAsDXmviRQQK6oh0q9GjLZyH5T6c68ujxgkol105zEs+kSvhiSZIAQWDut76HH3zaKwEpH+WB0m9GJhD09Nhw5HPs6YgPJQ98jpXVjrxbnPjTZ03tDhM0+2MgsMH8RRgX36YtsbCciIwYCizRq33SeX5kcn73PshTjC1NTO5mYT5wNA934a+NBPqoXdVYUV+O6iqkJ2RBCmRJYQqBIbVAERiNACSx6VVAEUoDAQw89hLVr1zI9sI4796PJkbov9mRy1ZUF65GnLEjBTiMu2BJYq4umYHVR5jYZ9fqPY9Dx55ThOp4jtgQWsZFr+BqU8pGTE4XcRLRfUKoaukdjVynkuHnhdMjcQbQ3W3FwJ/svByqNEjPmV2HBqqlQqcXdm+29tgbs7mbfa02vUOE7M1dBJY1Mp0xkZRqBFQr1we18DYEge7xUqpVQa65nYOp1OPGbrbsTgSwputncE8vjd+Pvrb+HXC4fQWAFg2Em+yldK9rMnbzXkjJCvmv9jfNQWzs2qXOw7xUM+jv4mheVXo1+Kar0S0QVEwkm3QTWqf4e/LkhMZKGD6hXltdibSXJNhXv2t3dgnfOJ/YZeaa5GF+om5P2TVICK+1HQAPIUgQogZWlB0u3JS4EbrnlFlRWVuJnP/sZU0K4vfd9XHC3pSTIJeYrUa5NHlkRaxODPhceb9gSd3+kBxbphZWpq8/2KwSC3aIInwuBpZBXIc/wQErifmXHEZzu6EmJL1I2SMoHyXI5vGg5cwHnz1zAQI+d+b/LEZkeJlfIoNWrodWrUFJpQeWkQpTXpI7gTRQMbyiAJ459DLs/Mq0t3rqhaiYWWISZ/JlJBFYgcAYu5ysIh7k3wlYopgOKW9HY3Ytjnd04Y+WWyRfvTIR4/vNzpmfldMJuZxu2Xtg4isAijdtJBlY612dL7oNCqkyoDxaZREh6YcVavpALO6xPp3OLgvo2KoqxwPwFQW0KYSzdBNbTR/eixZb6UliZRIKHF66CUakSAsak2DhvH8AzDXsSsn1N+RSsKkl/dj8lsBI6RqpMERgTAUpg0YuDIpACBAiBNTQ0hDfffBNabaSR5oGB7Wh2nEqad6VUiUXmNShWVyTNx3iGSQkhycQaa5mUWnx9yiqoZYlnhaRjg6TnFel9JZbFhcAiMefovgC1MjWTekgpISkpTNYimVfr5k5myKto9lcsX+Q5nzcg+gwrNjg1DlnxYcdpdLns44pfWTIJa0omsTHJSiZTCKxQyAqH/WmEwy5W+4oldK6/FAFZpIfP7uZW9DicvG0lQ1Ejl+OhtSugVmTme+hYmIxFYFm7h9DdbUsGlKxtrsxfD4uqhJlESCYS8lll5XnYcOvimKpd7hM4ObSZj1nR6iwv+ApUUr2o4hOCwLIPuphM36aGDvjcfng9kabjKrUSSo0CtdNKUVZTAINpZPP0Q9ZOvNp4LG14LC2uwOdqE59Im6wNeIMB/PiTDxIyf8+UBZhsSrxkPqEgyI00lwter5f53K9SiZc0THSfVJ8ikGoEKIGVasSpvwmJQJTAeu2115CTk3MRg1O2wzg2tF9wTHKVZizKWwOjIn3T0zxBPx5r2AJv0D9qfyqZArdXL0SV3iz43lNhMBwOoHfoZwiFxycPUhFL1AdXAksmK4TF+L2Uhbi3sRWkpFDoRcire66cj0KTIenN6YWOXQh72y80wep2oN/rRJ/XBZ1ciTy1FmaVDvMt5chXC/vFMVMILIf9/yEY5F+GNejy4GxPH1Tqq6BWr2VKCXc18+97JMRZx7KRjf2wjg/sxfH+PaMysLKFwMrPN+LOu5fHvCSOD74Lq0f498lkXX9s7E41Xo0S7Qw2oimTSYTAIsTVx+8cQnMDu/eXafOqsXjt9ItE1mMHd6DHxY/8FAqghxdegVyVRihzgtv5zbEd6I5zc2Y8p/8270oYFOknjCiBJfilQQ1SBBgEKIFFLwSKQAoQGIvAIq67Pe04aTuMHq8wY5TrjXNQb5wLmST9d+UJifV+B7mjfOEikUVKBknzdpKBlanL4f4ATk9idwiF3jtXAov4N2hvgFYV+4uU0PERe6c6ehgSa8jJrQH5WLHMqirGunlTsi4DJRnYC2UzEwgs0qzd7U4sO/JYxwV4A0FIJDIYDP/KTCrc39KOriHxkNbRM/3uVStg0qZmQIdQ19F4dsYisJqbrHA62ZXNJivOmablqNPPROPpLrRyHBAxPKaxGrnvtD4Db4h7yWuy9iuEXUJeERJLTIsvgbV3ywmQH64rN9+IdbcuRsgkx28OxR9ww9U+V/kbaqdhcbEwZeVcfbORb7L14bmT+9iIjpJZVzEFVxSnv3yQBEYJLF5HSJUoAnERoARWXIioAEUgcQTGI7Ci1ttcTThpP4whXz8vhzX6qag3zIVWLmzGBa9gYigRMkstE3dzbDZ7DYf9sA7+J4AgG/GUyfAhsKQSA/JNP0xZjFFHpJzw4xPneBNZlQW5WDW9BuSRrtQikAkElt32C4RCA7yB6XO4cK7vkr5KvQpq9bVo6R/EkXZhbjTwDi6GYrZlYU1kAmtr9xMIh0NCXh5pt2VR1WBW7g1pj2N4AFwJLJ/Xj3++fRgNB8/x2kfdjDJU1BXhqKcXR8N9kMqkvOwIpVRvLsBd9XOFMieonWgbgE1tjfhnZxMn23U5Ftw7NflTltkGRQkstkhROYoANwQogcUNLypNEeCFABsCK2p40N+HC552psn7gK8HgXAgpk+1TItidTmK1GUo0pRDLsl8cogXuClW8viPY0gkkweHb50PgUX0cw1fh1KenruVJCOrxTrANHmPl5VFSgRnVxejqiCXKRekKz0IiJ3AImWDpHwwkRXNvorakMmKoTd8Gx6/H5tPnk3EdNJ0sykLaywC60xjNzyf9hlKGpBxDAvRA4u4+PJXVsNoHFnC5Q95sN36VLq2ljS/RkUhFpi/mDT7fAxzJbA+fG0/b/KKxLdwdT0MJh3+cGw/BhR+lNaktz+TTCLFo8vWgjR1F/N6pekIjvSy659Zrs/F52tmoEAjnpu4lMAS89VFY8tkBCiBlcmnxyP2/v5+dHR0wOfzQa1Wo6SkBLm5NIuBB5ScVLgQWJcbDoT98ATdzI9cKodaqoFKpoEE4v7gwQmgDBK2OV+D28cvtT2Z2+RLYGnVa2DQXJfM0FjZ9vgD6B6IlGcNOt0w6SJf7tRKOSWsWCGYGiGxE1he70543O/wBsPl86OhyzpK35jzQ0gkWmxqOANvIPZNBd5OBVC8fvoULKkRb0kQly2O1cRdDCWEQhFYDzy4FirVyJtOzkAf9vb+mQtUGSGrlhmwLP9+UcXKhcDiWzY4fMPLr53FNHf/xScfY9DjQUFpLvOTzvXwgiuQqxZvH6woNgd72/Hu+VMgWfxjrTWldVhbJtywEqHOhRJYQiFJ7VAERiJACawJckV0dnbiBz/4Adra2kbteM6cOfiv//ov6PX87lq88cYbePLJJ1kh+dOf/hSLFi1iJZtNQokQWKLBIWRF2N8AiWIaIC0QTVipCiSMMEMa9gz+BKFweidhxdozXwJLLiuG2fhQqmCkfjIcAbETWB7PJng923ijbLU50DowNErfYPgOpLJCbGtshs2T3j5MsTZXX5SP2xfO5r1vMSmKmcBaV3QHtHIDdu44Dbd77C/U8fCM1QNrwNeGQ/2vxVPNuOelEhlWF35bVHGzJbBIw/bnf8GfEI9ues0N8yGRSPDDXR8gGIqUiE6ZUwGFMn29Sr8xezHKDSZRncvlwUTLCYd8Hpwd6mWm7na5bPAFgyjWGlCsM6JYa0SVIb1k4FggUgJL1JcXDS6DEaAEVgYfHtvQSdbVXXfdxWRdjbXIZLwXXniBycriul555RU888wzrNQeffRRLF+euqbRrIJKgVA2EFhh5x+AYAsgq4REJ667qSk4QsaFP9CCfvvvUuWOkx++BBZxYs55BHKphZM/KjwxERA7geV2vQ6f7xPeh3O6uxf2GASVTv8VyOU1zCRCMpFQjOv7167OioEGbr8Lb7Y+M2oKYcv5XthswgyA4HN+WpkB64rvAHmv3bb1JB8TF3ViEVjdnlM4MfiPhOyKVXllwTegkHL/fJms/bAlsDY+sw3t50ZnZHKJi5BUK6+fA1fAj5/s+eiiqjFXh4pJhVxMCSpLemCRXlh0JQ8BSmAlD1tqeWIjQAmsLD9/8kf64YcfxpEjR5idlpeX4/vf/z6Kiopw7tw5/Od//iccjsjEmxtuuAEPPvggZ0SiBBa5u3TjjTeOWZLodDpx7bXXoqysjLOPTFfICgLL9ScgcBaQ10GivSfTj4RX/E7Ph3C4N/PSTbZSIgSWQXsjtKplyQ6R2s8CBMROYHk8m+H1bOWN9CctHTF1DcaHIJUWYGtjc0yCi7dDARW/uHA2phalt7eOENsJBALYaX0PPf42yGSyiyat3UPo7k5f9muFbgrm565BT48NRw638t5qWXkeNty6eJR+v7cFhwc28rYrVkWSubym6DuiCo8NgSVU9pVao8SydbNAsoh+vu/jETikMwvrtimzMDu/WFTnkm3BUAIr206U7kcsCFACSywnkaQ4rFYr7r77bgSDQahUKmzcuBFKpfLSB8Jhz5Pfv/baa9BouNXERwksuVzO6Ot0uiTtJnPNZgOBhbAH4cBJSOT1gEQ8d1JTeVXYXG/A7d2dSpesfSVCYOnUa6HXXMPaFxWcuAiIncDyenfB436b1wGRzCuSgRVrRXtgvd/QCF9AXBNIo/GumVKDNZPTM5CBF+BjKBECq3HoMBoce0VFYC0xr0OxphoNJ9rR2TnIe8tjEViOQC/29f6Ft12xKqqkOiwv+CqAMCCS3p1sCKzDO8/gn+8eShhWqVSC1evnIxQO4Qc7Pxhhr7jCDHNRTsI++Bj48owFqDWZ+ahSHZYIUAKLJVBUjCLAEQFKYHEELNPEN2/ejF/+8pdM2N/85jeZDKnL1xNPPIF33onU+D/22GOYMWMGp21GCSxyp/TFF19EXl4eJ/2JIJwVBNZEOKg4exx0/Ble/3FRIpEIgaVRLYZRe7Mo90WDEhcCYiewQsFu2O2P8wJtLAJLJi+DXv9NkAbvH54S5xRCsuFsIrDsvkFs6Xl5BIFFygdJGWE6lkKqwmdL7mVck/JB8n7Ld82dV4XVa+pHqftCLuywPs3XrGj1DIoCLDTfIar42BBYQpQPRjd9xWfmQK6Q4yd7P4LLf6l3WjpBfa5lAAAgAElEQVTLCL8zbzkKtPx634rqMEUcDCWwRHw4NLSMRoASWBl9fPGDJ4TUe++9Ny45tX37dvz4xz9mZO68807ccw+38rDhGVgvv/wyjEZj/MAmmAQlsLLjwPvtT8IfOC/KzSRCYKkU02HSc3vdixIEGlTSERA7gUUAsNt+hVCIO9HR53DhXN/AKAxV6qugVq/F+b4BHO24kHSM+TqYW16Cm+ZM46suGj2SgUWyxo/YtqPDO5IwbDjRgWAw0gQ7laveuABTjQswMODEgU/OJeR6w22LUVYW+0bf1guPMXlK2bTMqirMzr1JVFtKNYG1+Krp0Bk0ePzQTlidkbYdZOmMGlRPTU8Z3w8WXwmtYuQkTFEdUhYEQwmsLDhEugVRIkAJLFEeizBBkT/Q3/ve93Ds2DGmGepLL70E0qz98tXY2MhkZ5FFMrSi/2YbxfAm7t/97neZHljENyGyCgoKYLFYmOkrE3lRAis7Tr936OcIhvpEuZlECCy5rAJmI/f+d6IEggaVVAQygcDy+w7A5eI+za1zyIbOQfsI/CQSNQzGRyCRaLD3fBu6bZe+fCYVaB7Gq825uHfZfB6a4lLxeiNTHsOyED60vgR/6NLUx3Q0co82bycx7d1zFna7hzdgKpUCDzy4dkz9ndan4Q25eNsXo2KxZhrqc9aJKjQ2BNZvvv+KYDHPXFSL/JJcvNnUgL1dl6aBy+RS1M+rEswPW0PFOgO+NZf2vWSLF185SmDxRY7qUQTGR4ASWFl8hQxv4D5eed/p06cvNm9PlMCKBSfpiUWItJUrV2Yx2uNvjRJY2XH01oEfIoxLX6bEtKtECCyZNBeWnH8X03ZoLCJFIBMILAKd0/EMAoFmTijGIrDU6muhUq9Ct92BvecuffHkZDhFwtlCYLndkUmDpC/nGechnLRdmipJMqDa2/pThGjEDWncThq4d3UO4MSJ2E3+2QY0bXop1l07a0zxIwN/R583sQwvtrGkSm6ScRXKtfNS5Y6Vn1QTWCWVFkydW4WT/Vb8pWFkX60Zi1Lft25VWTXWVU1mhRUV4o8AJbD4Y0c1KQLjIUAJrCy+PvgQWLfddhvuv/9+Tqi88MIL+NOf/hRX52tf+xoIkTN8kTKBibBuvfVW2Gw2kGw1WmKZeSculUqZoK2D/4lQiP/d92TuPBQKMmU3hKyWSi9N7mLjUybLQ37OvzGioVDqy3PYxEhlxIEAeR8jS6zvYyTbl/yEQkNw2p9GKDy6JDAWkmRSWoTAujTlTqlaBI0mUvq0/WwL+p3izoyptkQysMjffvKTqYtkYJEyQq1Wy7yfbe95C73eTpAzCoZCOHE8MRKJCy6VuimYl7eaUdmxvREet2+UOhekr712FgiJdfkZRa/bdtdhNNo+4hKi6GWXWL4ErTxPVH9bCP52u515rzAYDCMwjJ4F0wOr2SoIviq1Aiuun41gKIxHd3+IYDjyd5aUFVbXl6T89Xr/zIWoycnL+PcKQQ4niUY8Hg98Ph/UavWIAVpJdJky08MnxKbMKXVEEfgUAUpgZfGlwIfA2rBhA776VTIthv3q7OzE2bNnUVZWxpQokmmH5AMo+d3jjz+O3t5ILxLyoeCpp55CbW3tRePRu/nsvWWm5Je//GXmw9Kzzz476sNSZu5oYkVNJnOS67d36JcIhnqybvMKeRXyDA8wXzDIBy66KAKZjAD5G0Q+XAeD7XA7X4n7miWvbSI/6PKgqSdSIqxULoDm08EGh9s60fzp78WMy5xPe2AR8od8acr0pVAoQH78YR+2W9+CMxyZ/EcysEgmVrJXjsKCKwsjN91OHG9HV9fYkwfJe2c88t9o1ODLX4mQYSTLbDjJSG6SkC+57uAQdvc8l+ytpcy+Xm7BIstdzF6jmXUpc87TETkHch5CNnEnoSxaMx0miwFvN53E7q5WJjq9QYMq0gMrDASCAZ4Rc1MrN+TgG7OXMEokQ4guigAfBEi7GLooAulCgBJY6UI+BX75EFh8SgjH2wqJ4Rvf+AaampoYsUcffRTLly+/qBK9m58CONLq4t5772UysJ5//nnRZi6kFSCROyelLOQDbb/9KfgD4i3viHwhIhko3ABVKWbCpL+L+QKWDV98ue2eSnNBIJo1K/a7r4TEIsRUOOyC2/U6/P6GMbfJEFhSGexeL05390Ktvhoq9ZWM/FlrL461i7dx+/BNkSmEqydXM9lL5CdTF3kfIu9l5D2XvPeSa23I34cdvW8jhACThXXqZFdSm7nnKM1Ymb8eCqkSbS19OH26i4HT2tYHr9sHn9cPlVoJtU4FS0nkixyJeTwSa/0N81FbV8BkyvqHTaKLnpNKrWKyzPb3/RV2vzCZP0JdA5G/KZE/LMP/vkQS/UjGX2xPlboFqDWsHHPPQsXHx85Y72WENCXX3OFdZ7D9ncN8TMfUKSo3Y+biOth9Hvxi/z8RDIdRXGGGuSgH4dD4145gQQC4Y9ocTMsb+zoU0tdEtzX8vSzbegGLNQt7ol9zE2X/lMDK4pNm28T9zJkzeOCBBxgkhCawiM0jR47gX/7lXxj7fDK8suGIaA+sbDhFYND5Ary+o6LcTCI9sDSqpTBqxTUlSpQg06CQKT2wLj+qgP80vL49CPgbSaHsqJOUSk1wB6twfnAGyL/JOt7Zjebe1PZbSuQSIwTWmsmp76eTSMyxdEmmDskEJZmvJBsmuob8vTjQvw3k0do9hO7uS+WeQsZAMq9W5n8OCqkKPT02HDkcyZY5c/g8PM7RPRB1OVrUzCgfN4Sy8jxsuHUxqzCb7Ttx3rmPlazYhebm3YJc5fjYpGMPbHpg9XYN4sXfbhY0vLkrJiPXYsSW1rPY0tqEuhllUGuVgvoYz9iU3HzcM11c/chStvk0OKI9sNIAOnU5IRCgBFaWH/Njjz2G9957j9nlb3/7W0ydOnXUjj/66CP87Gc/Y35/55134p577hEUlebmZpD+V2Tdd999uP322wW1nwnGKIGVCacUP0a76+9weXfFF0yDRCIEll5zDXTqsSdjpWE71KVIEchUAisKZzgcQDDYgXDYgXDYDanEAInUAJmshBH5pKUDfU4Xzlj7YLWLd+JgrMvjiwtnY2pRvkivHPZhjUVgEQtkIuGevk3odnXg9KlOwbOwSLN20rSdLFKmSMgr8t7a09GPC+fHLh8vqytCbuHoKc/RXW+4dRHKys2sQHAF+rGnN35fUVbGBBMKIBz2AmE/AJLdR0hgBfMjkSgAiWqUJ6OiEAvMXxQsAiENsSGwiD+hywjz8o2YszzSPP3FlmNA8SWCVsj9xbKlkSvw1VmLUKjVJ9sVtf8pApTAopcCRSA5CFACKzm4isbqcHLqm9/8JpNhdfl64okn8M477zC/JoTXjBkzBI2fNC5/5plnGJsPPfQQrr/+ekHtZ4IxSmBlwinFj9Hp2QqH+x/xBdMgkQiBZdTeDI2KXXZAGrZGXYoIgUwnsOJB+c7RU9jX0h5PTJTP//hz2UFCj0dgRYEnkwkPdezD2XPCNHQn2VYzc5aBNG0nq7W1D42flg2S/3c0daP/wtg9sPLLzCiqtMS8LubOq8LqNfWcrpkz9m1oc46cVsfJgBDCYRczDAHhIYRDcbLdJFpIpDmQSHIgkRoZ7zNNn0O+uk6ISAS3wZbAIk3cN/5hm6D+J8+qQFlNAfJq8vDCuaMY9EambiZ73T1tHqbmZT7BnWychLRPCSwh0aS2KAKXEKAEVpZfDVarFXfffTfTf4D0BNm4ceOISRjDnye9Jl577TUmbT+6WltbmR5W0Z4Af/zjH0c0ISf6r776KpO5RRq4X75Ig/evfOUrF/vq/PrXv8bMmTOzHPXR26MEVnYceSDYiT7b46LcTCIEVn7Of0AqHTt7QJQbpkGlBYFsJ7D2NLfhvROn04JtIk7ri/Jx+8LZiZgQjS4bAosES7KxdjRvxfbG7cjRmJCvL8AFWyccXvaZc4S4qtXPRJ1+FtPviqyGE+3o7BxJVp1vaId9nMbxuQVGlE0qHoUhl9LB4cr+kAs7e55FKJyGXmZhH0LBLoRD3byuCYnUBItmKeaY72b6gomx9w9bAosA8OFr+9FwUNjel9d/cRlTPnjeNoBnju1P+hTCz9XUY2lJBa/zpEr8EaAEFn/sqCZFYDwEKIGV5dfH8EbuZKvl5eV45JFHUFpaykwJJE3Vo1NI1q9fj29961sjEDl9+jQefPBB5nekqeWLL76IvLy8izInTpzAd77zHeb/K1euxFVXXYWKigqGMNuzZw8zdS+6SPnib37zG1F+mEn2ZUAJrGQjnAr7kQbpvUM/RzAUmVQmpsWXwFLIKpBnjLzG6cpeBPxeP2z9DrhsbrhsrouPpCOz1qCB1qiFLkfD/NtoMUCukMcEI9sJLDKJ8NdbdmTchXD99ClYUiO+XkN8gGRLYEVt9/Xb4PTb4Qra4Qm60NTbiBNdx8Z0TUirYk0lLMpSFGuqoJRGyt+6OgfQ3GyF203K5EauzuZu9I0zhbCwwoKCy0oE8/ON2HDbIqhUpNSO+zrv2ItmR2pL1hniKkgyEMfoys5yG/PybkWuejakcnH2ZONCYJEtC1lKWFZdgM9/Oo2S2G6zD+KV08fQ50nORMBbJs/EvIJIibQQq8/jxHnHABx+Lxw+LxwBLxx+H9PiX69QQq9Qf/qoQrUhD7kqrRBuM9IGJbAy8tho0BmAACWwMuCQEg2xv78fd91117jTxYqLi/Hcc89BLh/5pYULgTVenCS76y9/+csI8ivRfWWSPiWwMum0xo/V7noTLu9O0W2IL4FF+1+J7igFC2jAOoTzx9vQcrwV5xva2NuVSFA9vRxVMypQNaMcOZZISRBZTqeTmaBmMkUanWfjeuzDnRhwp6asRyj8vnvVCpi0qeunI1TcsexwJbCIjaEhFz5p78Dc4mLYvTY0tbfBFYiQWmSZFGbIPyWq8lUjv8yTXlfNTVam59VYi7yW2s+MPY2ysr4UxrxLvYUIaXXLrYtQUHDptcMVszDC2N3zPDzBIa6qvORDgfMIhxKffliorsd003VMj7mQ/xQU2g2QSCOTGsWyuBJYXo8fG5/Zip5xSEw2e8svNuHzX1kDlXokqUnIIEJinR0U7uaYSaXGhsmzUJ2TOPbn7f1oHOpB42APLri5DU8o0eZgUk4+Jufko9JwaWKnGDPz2JwhFxlKYHFBi8pSBNgjQAks9lhltGR3dzd+9KMfgUwcvHyRrCkyJfBy8orIDW/ATkiov/3tbxg+OpV8mfnDH/6AzZs3j0mQXXPNNfj2t7/NlDBO1EUJrOw5ea//FAYdz4luQ3wJrDzDt6CQZ37mRigUhlQaGfM+0dfBD4+iYXcjejuE+TKUX27B9GVTMGfNDHi9kSls2fx+fritCxsPn8iYy2hueQlumjMtY+KNFygfAqvH6cRTO/bgwYWRXn5dnYMg7wljLTJdcKDfyUwZjJVxFUuv9XQnhnojhNjwdXn5oNGowedumJcQeRW1P+TvxIG+l+NBluDzYYQCZxAOjd3ji60Do6IY8/Nug0QiRdB3BKHAOaYnlkL7RUhF9HeGK4EV3X8i5YTT5lVj7S0Lx4VyZ2cLPm5rZjKaElkrSquwuqwGWgW/7L+o71OD3fi4swltzsSvDWKzUp+HVSW1DJk1ERYlsCbCKdM9pgMBSmClA/U0+iTZWITMCgQCDOFEyv3y84X5QzI0NATSE4vYJUur1TIli7GIsTRCkBbXlMBKC+xJchqGdfDHCIfHvlufJMfjmuVDYMmk+bDkPJyOcAX36Q8EoZDLBLebSQYJabX/H4cwYBXmy8ble88rzsPsK6dh6qK6rCawyL4zKQvru2tXwKTJjuwrgj0fAit6rXZ1DaKtpQ8NDR3QaBRQayJ9rex2DwL+IPPv8TKt4r3ebX0O+Dw++Lx+KNVKqDRKGHJ1F9USLRuM5f+C5yQaBt+PFxrv50OBZoRDvbz1o4oKiRbzzbdBK89FKNCCoO9SE3qJzAyl/quQSMQxAY8vgUX2Shq779vSgPZz7LLVSMngoqumMY3b2Sx/KMSQWId7OtHvYZ8JqpHLUZ9XiNXl1bBoLl2TbHxeLtNiH8DHXU1oHGK3R64+6k2FDJFVpsveTF6CCSWwuF4ZVJ4iwA4BSmCxw4lKUQQSQoASWAnBJzpll2c77O63RRUXHwLLqL0VGtUCUe2DBsMdgeajLdj3j0O4cI5f02UuHr1eH0rrirDixiWomp75mXtj7f183wCe23WACzRpkV1aU4Hrpk9Oi+9kOU2EwCIxNTV1462/HxQ8vHgNyadNL8W6a2cJ6peUEUogQbL6YYWC7QgHOwWJeU7uzchTVSIc7EEgRpm9TFEHhe5eQXwlaiQRAivqu7drEE0NHQyhZR9wwTYYuallNOlgyNUyhFXttFJYivmTNJ0OG04P9KLDMQSHz/dp3ykfNArFxT5T+VodpuRaUGsyJwoLo/9Rxxl81Dm6WkMQ45cZubpsClYV1ybDtChsUgJLFMdAg8hCBCiBlYWHSrckPgQogSW+M0k0ot6hXyIY6knUjGD6XAkshawSecZvCuafGkoPAp9sOowdb+xNmXNCYJGlUimxasMyzL0qe6fKPr/rAM71DaQMW66OSMbFQ1evgPqy3pVc7YhNPhECK0oyWa02fLztJNrb+pO+PVIyuHpNPWrrCpPq6+TQZnS5hSttJSWDoUCjIDFPMa5FqXYWwiEnAt7tQNgT065cvQpy9TWC+EzEiBAEViL+xar7evMRHOrrSGl4C/IrcGPVjJT6TJUzSmClCmnqZ6IhQAmsiXbidL9pQYASWGmBPalOPd4DGHIluzcJ+y1wJbBM+nuhUtSzd0AlRYfAlr9ux7HtDSmNaziBRRzPWTMTq29bltIYUuVsyO3Bk9v2wB0IpMolJz+3L5yN+iJhWgBwcpxk4UQIrMtDa2/rw6b3j8FmY1+KxXZ7pFH73HmVWLpsEluVhOXO2v+JVqcwmYEh/0mEw6N7enENclrOtSjSkB5sYQQ82xEOjU8aqoz/kvam7pTAGnnKg143Xm0+ghZH8gnfWNdXrdGCW2pmw6DIrl65lMDi+m5C5SkC7BCgBBY7nKgURSAhBCiBlRB8olXut/8O/kCLKOLjQmApFfXI1ZNSDtLkmDY+F8UBcgjCZXfj/ee3opXLZEEO9scTvZzAIrLVMytx7X1XMv2Asm112ex46uPUZbixxe/66VOwpCY7SziFJLCieJ440Y5DB1qYpu2JLpJxRcoF582vAiGxUr3aXUfQaPsoIbfhUB9CgaaEbKhlRkzLuQ4mZSnC4QBCvgMIBbvi2pQpF0KhvTGuXDIFKIF1CV1XwI/fn9yNXo8jmZDHtV2sMeIr05ZAKR05DT2uoogFKIEl4sOhoWU0ApTAyujjo8FnCgKUwMqUk+IWpz9wDv32p7gpJUmaLYElkaiQZ3gAcllxkiKhZpOJgN/jx8u/fFOwCYNcY41FYBEbRVUFuPXhGyCVSbmaFL38obZOvHE4tZlu44GSbVMHL99rMgisqA+v14+zZ7uZ0sKms1aQ/7NZZWV5qJ1UiLq6QhACK92rz3seDUP/gD8Uu1QvXnyJZl/lKstBMq9UMgPCIRuCvgMIh4biub34vCrnh5BIYg8eCIcBSZLvq1AC69JR/alxP84MiaMdQr2pCHdMmsf6OhK7ICWwxH5CNL5MRYASWJl6cjTujEKAElgZdVycghVLKSFbAsukvwcqxXROe6TC4kHgrafeR/OR9GX9jUVgEYQmL6jF9fevFQ9YAkay9XQztjY2C2iRn6lqcy7uXTafn3KGaCWTwIoFAemXRaYKktXW1o+CAiNUqkgWSFm5MI2xkwG9K9CPZscuWD1cG277R0wI5BpbhW4h6gwrGbVQ8AJDXiHMjgiM+lLoboVMMZura8HkKYEVgfLtlhPYa03f35NYB7q8qBrXlWdHewNKYAn2kqWGKAIjEKAEFr0gKAIpQIASWCkAOY0unJ4P4XBvTmMEABsCy6BZD616BS0dTOtJcXM+4D0HuVSDQMiND1/egk8+PASFVA25VA2FRAOFTAulNLGR6VwiGo/AInYWXjsHy29czMVkxsimOxMr2zOvohdCqgmsjLkAxwh0wNeK8479II9sVjjUi1CAOxlbopmJSv0iaGQ5EfLK34yg/ygbl6NkZMo5UGg38NIVQokSWMD2rmZsaj8lBJyC2/hsxXQsKawU3G6qDVICK9WIU38TBQFKYE2Uk6b7TCsCE5HAio7/TivwKXRuc74Ct++TFHoc6SoegaVVrYBBuz5t8VHH3BDwBAfRZP8IBkURlFI9Dn10DNte3hXTiF5RCIMiuRPQoo7jEVhE7qo7rsDMldlxB/1ywElPrD/uPJDyxu43zZkGQmBNhEUJLPanPPzvrNXTiBbnPtj945eDhQLnEQ5ZWTvJV01ClX7RxfeYcLAfwUAjwsELrG1cLiiR5oI0c0/XmugElt3vxa+ObEUgHErXEYzp16LWYUZuEdaUToJMMrIkvdc7yOhZVCbRxR0rIEpgZcQx0SAzEAFKYGXgodGQMw+BbCewHAEbBnz9GPIPIFdpRq7CDK08dVkhYrkiBh1/htd/PC3hjEdgqZXzkaO7LS1xUafcEehyHUGz/SMYlaXIV0+FtbUXf/3p6+MaIllYRmUJFNLk9udhQ2CRQO/50W3ILcyMLxlcT2jQ5cEbh0/gXN8AV1XO8hq5HLcvmo0qcy5n3UxVoAQWn5O7NJDDFRhEv+8cSJ8s8nP5CgXOIBwa+9olmZ1mdTXylFWwqKohl0Ymw4VDdoQCjQgF2vgEOFJHooA659HE7fC0MNEJrHdaGrDHOvra4AmnIGoKqQxzLaUo1hoZe3kqDRyhAXS4rGhytMf0UasvQ6m2AFON1VBJUz9QId7GKYEVDyH6PEWAHwKUwOKHG9WiCHBCIJsIrOgd32A4iIMDe9DqOgdfyDsKD7VUgxr9ZMw2LeCEVaYL213vwOX9Z8q3MRaBpddcDZ366pTHQx3yQ6DTdQhN9i2QQIoq/Urmy+O7v/8AjQfil/xIJVJYVFMgS+IHebYEVv2SyVj3pTX8QMgQLVJSuO30OQy43YJHTIirJTUVWFZbAZU8e6ZysQGKElhsUGInEwz7mdJCX9AFXyjy4/Z+Am+wG1LImPJjpVQLpSzyqJEZYVKWjTBOmrOHAq0JTy28POLxGrmz2x1/qYlMYFnddvzm+Hb+4CVBUytXYlFBBXKUaviCfhwebMThgdOYarJAKYv//qeSKTHHNBmzc6eIisiiBFYSLhZqkiJA5qeHybs4XRQBikBSEcgmAosA1eluY8greyD+SHKz0oJ5uUtgUaWmxCmpB8nSuMu7C3bX31lKCyMWi8DK0d4GtSq7Gz4Lg544rJCmzIf6nkcIYZhVtchT1aL1VAdef+wd1gGS0fa5qirW8lwF2RJYxO5tD9+I4trsf93vbm7FttPNgpUVLq2uwJqpNVBPMOIqei1SAovrq5KbfNBH+laNvuk03Eoo2I0w82NFOOzg5oCltMr4ECRSC0tpYcUmMoH1avMRHOnrEBbQBKwR0mp5UQ0UUilIieC7nTtg9zsZi6ScsMqQx9q6UaHDZ0pWiqbEkBJYrI+OClIEOCFACSxOcFFhigA/BLKJwDppO4bDg/s4A7HUvBpVulrOepmq4PWfwpDzJYTDrpRsYTiBpVLmI0f3BSjk1SAf1CXJnkmekh1mv5PjA69hwHcecokKVYaVTBbW64+9jdZTnZw2T0oPdfLkTE/jQmBVz6zEDd+8llPsmSxM+mMdbu3C+b4BkH+zXbkaDSrNJtQXF6C+KJ+tWtbKUQIruUcb8HwMhEnWYAjhsBcIexEmhFbYw/w/HOwDEEhuEABUOf8BiUSbdD+xHExUAisUDuNHBzYhKJLeV6RskEwdJCTWOUcHPriwF77QpYmWpAcWKSvkskg21trCxajRc9Pj4oOtLCWw2CJF5SgC3BCgBBY3vKg0RYAXAtlCYA34+vD+BX6ZRSqpGtcXfx5qWXJ79PA6oCQphcMeODwfweXZliQPl8xGCCwgR381jLqrIZHIku6TOhAOgW73cTTa3mcMmpQVTO+rxgNNePf3H3J2IgFQqJmZFOKSC4FFAl//wLWomZX506S4HgLpkzXodmPA5Qb5N1kXbHYUGQ3Mv9UKOYpzDFCRx09/x9VHtspTAiu5J+t3/gVBf5qnz0lkUOf8OG03WCYqgXVq0IoXzqRv2MzlV/aKomqY1Tom82pj20cjyKuo7GRTAYyKSB82touQWJ8vuzLtmViUwGJ7YlSOIsANAUpgccOLSlMEeCGQLQTWlu73YPV28cKAKFVqa7DMkt19cWKBEwz1w+neCrdvL2/s4imq5Euhkl8BhSIH8glaehQPIzE/T/pekf5XZJVo50Ent2DT81vRsKeRV9gWdR0UUuGzG7gSWDNXTsNVd6zktQeqFB+BbMywpARW/HNPRMLvegPBNE7MJbFLpDlQGR9JZBsJ6U5UAuvtlhPYa21JCDuhlCv0uUx2Fel59cdzb8ckr4ivQq0B5TruA0EIiXVP9efS2hOLElhCXS3UDkVgJAKUwKJXBEUgBQhkA4HVaG/AgYHdCaO1Mn8tyjQTLyODAOcPtMPjOwRv4DSCQfZjzMcCXS4rhlIxBRrlAkhgRiAQgFQqhUIhvmk8CV84WW7gaP9LGPK3QyqRodZwFbPb//mXP8Ftj2TvcF05yjJo5ex7h7C1z5XAMuTp8eX/vgO4NCSNrSsqNwYC0UEa0adJOdDl4+YzGTxKYCX39ILevfC730qukzjWZYppUOjuSFsME5XA+tWRbRjwpaatQbzDvaZsCjRyBT68sA+nbOfGFFfLFZiRWxTPXMzn63OqmXLCdC1KYKULeeo32xGgBFa2nzDdnygQyAYCa2/fdjQ7+WWDDD+EmTnzMCNnrijOJZ1BBJIws78AACAASURBVILdIH2yfP5T8Ac7QMoN4y3SL0QhK4dKMQVK5VTIhzXAJeQV+bBEyCuNZuKUacbDLFOe32X9DYJhH/SKQhRrZqO9sROv/upt3uFr5WbkKIXvAcKVwCIbuP3fP4/CStrbifdhxlA8Y2/DiaEmDPodsPmdDIFlUhqQo9BjqXkGzCruGQtCxpeILUpgJYJefN1waABe2/+NL5hECYX2RsiUC5PoYXzTE5HAcgV8+O9D3EvSk3FI0ewrUjr4UsumuC7mWcog5dnL80vVn4NBoYvrIxkClMBKBqrUJkWATiGk1wBFICUIZDKBFS1R2XThTfT7ehPGq0xbiZWWtbzsDPbaMGS1gcxONeUbYSow8rKTbqXLMyhIPOGwH6GwA6GQHaGwHaGQE1KpAVKJ/uKjRDJynPTw8iGPxwPyxU+tVlMCK90HzNG/N2THvp6nGa1CzXQYFaXY8cZe7H//MEdLl8RVMj3yVDW89cdS5ENgLf3cQiz+zDzBY5moBt/t3IkmR/u421+ZPxdzcydnJESUwEr+sfnsv0MoyG04hJBRkfJBUkaYrjURCSyr247fHN+eLshH+F1cUIkirSFu9lVUaVZeMZSykZ9/2G4knVlYlMBie0pUjiLADQGagcUNLypNEeCFQCYTWAy5gjBebn2eeUx06eUGfK7kVk5mXDYXPvrbLpw9cn6EXvWMcqy5bRmM5khj5Im8KIGVmacfJSH39jwFX8iJCt1SqGQGvPCT19DTRqaB8Vt6eT4MymJ+yuNo8SGwiqsLcdu/3ih4LBPR4EnbeWZSV7ylkMpxd9X10MkzLxuTEljxTjfx5wPeXQi4303cEA8L6S4fZD7ThMMYHBxkBl2YTJmbrcgF/mZbH547Hf+9g4tNvrI3VM1gVH9/duOYva+G2643FUKnUPJyZ1TomF5Y6ViUwEoH6tTnRECAElgT4ZTpHtOOQKYTWKFwCC+3PS8Ijlq5DjeUfIGTrQ//uh3Hd56OqVO/qA7rvrSak71sFKYEVmaf6omB19HvO4ca/WrIpEr8/uG/wGnj36uETDLUyIX/YsaHwDKajbjvp7dn9gGJJPoXWzYxE7vYrMXm6VhsjnxRzKRFCazUnJbX/jjCwZ7UOBvmRWl4AFKZ8OXNXDYyEQmso32deKWZf1YvF3zHk7WodVheVM28j7EpHyS26owWmFTcyXitTI08VQ7TB8ugEH6oSTxMKIEVDyH6PEWAHwKUwOKHG9WiCHBCIJMJrGiGyD+63sCgv5/TvmMJl2rKcUX+NWPa8XoDaG/vh7XHhuqqfEikEjz1vT9BGgb0OhWkMukIXZlMim/99r6E48p0A5TAyuwTPG/fjjbXPkwyXs1kBzz+9d8ntKF89WTIpeqEbMRS5kNgyZUKPPib+5h9kYwHuvgj8OTZ1xEIBVgZmGKsxLqiJaxkxSRECazUnEbQfxh+56upcfapF9L3ivS/SveaiATWru7zeK+1Id3QI0pgdbh68Eb7R6ziqdTnIl+jZyVLegGalTkwq3Kgk0dIq2pdyahs1EA4APllbRlYOeAgRAksDmBRUYoABwQogcUBLCpKEeCLQCYTWNE97+n7J845z/CF4KLedOMczDLNH2WHkFa7d59FW3uEJFOrFFixcjJcNjee+be/XpQ3GjWwWAzQ6VQXf3ffj2+D0TKxywgpgZXwpZlWA33eM2gceh/VhlVwDrnw+0f+wjseuVSFfPUU3vrjKfIhsIi9Bx6/D0o1nY6ZyKE4Ai4818y+sX+Rxoxby/n1G0wkzkR1KYGVKILs9f2ujQj6DrBXSEBSIiuEUv9VSCTCE+tcw5qIBNbB3nZsPHeUK1SCy081FWCKqQD7+k5gX99xVvZrjWbkqsbPoCrTFqJSVwyl9NLfGV/QhzZ3BySSMLQyFdxBD1xBN/PoD/khhRQauRpamQYamRoamQa5yhyUa0thUiTeY5USWKyOlwpRBDgjQAkszpBRBYoAdwSygcA6bT+OgwOJ909YYbkK5dqqiyDabG5s2nTsInEVfUIul2L16noEfEH87jujyxcJgVVVaWEysr7+y7ugHkZocT8h8Wt0d9vQdWEQg0MuaDRK5Jq0mDzp0mjpbCKwXB4/NCr5hMnWiWYmtTh2QCUzoqe9Fy/879d5X5R5qmqmj1YyFl8C60s//gJMBelr2pwMLFJt0xXw4A/Nb7J2W6Kx4Jbyq1jLi0WQElipPQmf81mE/M1JdSqRKKDUfw0SmfB9+fgEPhEJrMahHvy5cT8fuATV4UNgER294tJNy+EBFarNqNIVQ/tpv79B3yBaXZ1oc3ei032BES1Q5aFAnctpH7lKE8o1JSjXlqBEc+mzFhcjlMDighaVpQiwR4ASWOyxopIUAd4IZAOBRTaf6CTCUk0Frsi/+iKOPT12vPLqPni9/pjYXrFyCpQqOZ77j5dgH3CMkiHlg9NnleN/MeVJQLZWJ+3cfQZ79o3+glFelotbb17E4OL1ekE+LNEphLxfpmlXDIdD6PU2oulEE9544j1e8ejk+TAqi5P2euBLYG343nqUThLHl1dewIpE6X+aNsIXjP1+eXmI9TlVuLpwsUgiZx8GJbDYYyWEZDhkg8/5XFL7YSl1X4RUMV2IcAWxMREJrE6XDU+e2CEIfokYqdDnYq6lFKds5/Ehi4EUxNeMvGKoL5tCSEoEK7XFyFFGbtb0eftxePAEmp0to8Kr0BaBNHPnu/KUuZiTOwO1ukpOJiiBxQkuKkwRYI0AJbBYQ0UFKQL8EcgWAqvH240Pu9/hBYRMIsf1xTdBL4+kZccjr4jM7NkVyM834NiOU/joxdgfvK68bRluvv9KqLO0PKmvz4E/vrBzTMyXLKrB8qWT4Pf74XA4KIHF6+oUj5I3aMOJU3vx8s//zjkohVQNi3oyZz0uCnwJrDt/cAssZWYurqhsDAReatkMq3eAFTZLzTOx0DyNlayYhCiBlfrTCIfdCLheRdAfe1gK34gk0hwotBsglVfzNZEUvYlIYNn8HvziMLueU0kB/VOjfHpgEcJLJrnU/7RcW4Q6Qzlj0RFw4vDAcZy0j93iIlYPLD57LNYUYY5pOso07G7GUAKLD8pUhyIQHwFKYMXHiEpQBBJGIBsIrDDCkECC40MHcWzoEGdMFuYtR51+KqNHGrX/4dmPx8y8ihrX61VYsqSO+e+ZA83MJMLBHhuZgY2cfCOmLZ2MqYvqoFTIUVOTD6VSzjkusSs0nrmAt987MmaYlRVm3HLTAgQCAdjtdkpgif1AWcTXa+3GE4/8Cr6Qk4V0REQnt8CgLEGyW6TzJbC++ou7oDWmfgoUawAzRLDZ0Y53OscmtC++d8o1uLv6+qQ3KU4GbJTASgaq7Gz63W8j6N3DTjiOlFRexZBXEqnw01ATDXAiElgEsx8f2AwfyyEQiWI8lr5WrsTVZZOZTNLfN22M60YulWKO+dLUysmGSpRqCxi9A/1HcXAwfl+vemP1CAIsrtM4AtW6CqzMXwKVVDmuJCWwEkWa6lMEYiNACSx6ZVAEUoBANhBYw2E67zyLgwN74A1546JnkBsxL3cJSjSRu2VkvfrqvlE9r8YyVFFhRl1dIaTSMb6ah4GzZ7uZpu7r1s2MG0+mCezd34wdu8a+s5hj1OD+e69AMBiEz+eDQqGAXJ59RF6mnVsi8fp9Afzu28/C5ruAAU8n/MEQQuEwQqEwQuEQY1oqkUIqBUjWVZ66DAZVHsZ6iSQSy+W6fAms7/zP14QMY0LaivZK22Y9iKODY78nqGVKrMifg2lGcWW9sD00SmCxRSo5cqHAOQS9HyPo5ze0RSIzQ65aDZlyXnICFMDqRCWwXmo6hOP9XQIgmJiJa8qmQCNX4KWWTej1Do5rzKzWodqQB4VUDkJEmVURQvRj6y40OuL3blNLVagzlCUWcAxtkyIHawqWw6LKG9M2JbAEh50apAgwCFACi14IFIEUIJBNBFY0E8sddDFN3VtdsT9ASCQS1OqmMOSVTCJD9MsXmTZI+l5xWWQiYVW1hSGptBol0+zK7fLB6fLi/PleuN0+xtxddy5nSg6zaZ081Yn3Nh0btSWDQY2KsjxUVVkwdXIxQqEQU0Yok8lAGuCHQnaEww6Ewx5IJHpIpXpIJPx7QGQTpmLeC3md2D1e/O5/PQ+Hw4MQ/PCH3AiEyNQkF4JhPxRSDeRSNRQSLUNgAVKG2PL6g1ApZCjMYTdunA8OfAgsnVGLr/ziLj7uqM4YCHS6e3HSdg6DPgeG/HbIpXKYFHqYFAYsMk+DWha74XEmAEoJLHGcUsh/gikpDAXOgPTJGndJZJDJJ0MqnwyZKtKXUcxrohJYYplEODOvGDVGM44MNmK7dfyMfiJXqs3FLNMkplE7KRncZt2JLo+V1SVWrLaA9MtKxiKtMdYULAPJyIq1KIGVDNSpTYoAJbDoNUARSAkC2URgXQ5YKBzEgK8PA/5+2PyDMCnzkKswM4+k5PDy9dZbh3C2qTspuE+fVpp1WVhdXYN48ZVL0x9Jr6/qKgvKSiN3/fJytSgpDsHrPQm3+zjC4W7IZJ4x8JUxRJZcXgeFYjLk8imiGGmelIshA40ea7sAXyDIRP7yT16HxOmDXCqLuxOXz4d+h/tidpZaIUeRyQCzXviSPT4EVn6ZBXf84Oa4+6ACFAGCACWwxHcdhAKtCIcHEA45gDD5CQDMTRFD5AaJvA4Y1qNIfDsYGdFEJbDsfi9+fnhL2o8n2gfLG/TjpdZNsPvHLpefZynHQnM9jAo9utzd2GrdCWfQxWoPSqkcpOQw2Wtx3nzMMtWPckMJrGQjT+1PVARoBtZEPXm675QikEwCyxu4gGA4Qli4/eeYR5lUA6UsMvZXITNBIaIeFL97ckvc3ld8D0elUuCbD2Te2Ph4+9384XEcO9GButoCVFflXxQPBHajqqINUqkVwWCI6YMVycCKT3pEjRAyS62+AnJ5cpt/x9vjRH7e5vHijf0ncK6nH0vqKpBv0OEfz32E0/vOQC6TQimTQSGXQymTMv/3BULwBQPwB4IM4UXKC2MtvUqFqvxcJitLqMWHwJqxoh5r77xCqBConSxHgBJYYjtg8v6S7O56qd3zRCWwCMq/P7kbrQ52gyCSeSrzLGUo15vGnUZoVKpxU8USFKjzmCmDb3VuRoCQpyxXmaYApk+nFLJU4S221LwAM3IifV6jixJYvOGkihSBcRGgBBa9QCgCKUBASAKLEFbuwHkMeQ7CG7zAOnq9sh565VRoFNVpI7T4lA+y3uCngtlYRki2duHCEALBINMAPxQ6inB4B8x5Lshkkck8pAdWIBDkTGBF8VUoZkClWg25XPheEVzPcCLJt/YNYuMnJzDodDPbrinIw/TSQpzadwbvP5f4xCiFTIaq/DwYSemtAIsPgfXZr12DurmZ2Y9JAMioCY4IUAKLI2BUnDMCE5nAOjVoxQtnPuGMmdAK0WbuxO6HF/bhlC1yA3b4+mz5fNTnVMIX8jHk1YBv/H5Zw3UJcUUIrFSuawpXo1J36TMUJbBSiT71NZEQoATWRDptute0IZAogRUKezHg3gWb9xD8IfZ/wMfasEpWhFzNUhhVc1OKSSoIrFs3LEJZ2dhNNVO6YYGdhUIDcLleQSAw+oNeogRWNFSVagU0ms8KHDk1FwuBo21d2Lj/xIin9Gol1tTXwu304Onv/Ukw4CotubAYEi8p5E5gSfDgb++DXEEHCwh2mFluiBJYWX7AItjeRCawCPx/afwEp4fY9ZBK5nFV6HMx1xKZMHh5Q/f55lpcWTybeW7ThW1odbWzDiVZjdvjBaCQKrC+ZB3ylJFG85TAiocYfZ4iwA8BSmDxw41qUQQ4IZAIgUVIqx7nPy6WCXJyHEeYEFn5uuuhVVQJaXZMW7v3nMXu3WeT6otMIiS9sLJtBQJNDHkVCg3F3JpQBBYxrlBMg1Z7GySSzG0ELfbzb7L24S87YjevXV1fA4Nahdd+/TbaGzsF20ptoRkmLWn6zn9xJbCqZlTgxgev4++Qak44BCiBNeGOPOUbnugEFikhJKWEYljRhu6kH9b2nkNMJpZOrsZXJ69jekDu6t2PE7bTrEMlmVekcbssTT3Z8pS5WF9yDQiZ5fF4mJ5+Wq0WKhX9PMX6EKkgRSAOApTAopcIRSAFCPAhsBy+U+hxvidIxlW8LRICK197PVTySN+sZK2Dh1qwbdvJZJln7N6wfh5qa1ObNp7UDQHw+T6By/XauG6EJLCII5msGFrtrcwjXcIi0Odw4bl/fgKnJzI98/I1rbQAtQVmfLL5MHZsvNTAP9EopFIpphbnQ6Pknw3FlcBa84UVmL16eqKhU/0JhAAlsCbQYadpqxOdwCKwv958BIf6OtJ0AiPdRvthkd/u6zsBi0aN6aYKNDtasMW6nVWMhLAyK00oUOeykk+m0CR9DVYXLGMmQzscDkpgJRNsantCIkAJrAl57HTTqUaAK4E16NkDq/O9lIYpk6hRbPhiUrOxaAkh9yP1evfC7X4jrqLQBBZxKJHoYDB8HVLppcbxcQOhAnER+MO2/Wjvj51JR5QtBh2W1lXA5/Hh2f94EV6nN65NtgIapQJTSwog5dmTmQuBpTfpcN9/3wEpX2dsN0XlsgoBSmBl1XGKcjOUwIocyzMn96DF0S+KM4qWE+aptKgy5OGCuxfPn38FPd6+ceMjxJVBrkOxJn1ZV7ECvKHkWuTJTUwWlkKhoBlYorjKaBDZggAlsLLlJOk+RI0AFwKr2/EGhryxS4tSscki/U1J641ltdrwwl93JXUb9395FYxGTVJ9pMp4IHAGDsezrNwlg8AijmWyMuj1X4dEwj9rh9UGBBTyeQM4f9aK803dcDm8cDo9kEok0OpUMOZoUVlXgKraAkg/bYAvoOu4prY3nseW4/HLaBfWlKEox4ADHxzB9tf3xLXLRaDYZERJroGLykVZLgQWzb7iBfGEV6IEVvIvgW6XHb1uF+wBLxw+Lxx+H9QyOfRKFfQKJQwKFWpzzMkPJE0eKIEVAX7A62JILJs/Msk63avWaMFdkxZALpWiwdaInb37YPM74Qn64Av54f90AqFCIodSqoBapoRRoUt32DH9V2jLcJVlBQLBACSQUAJLlKdEg8pUBCiBlaknR+POKATYEFihsAdtQ89xmiyYLBByVHNRqL8pKeb/8OzHsNkiE9eEXoS4IgRWNqxQqA92+1MIhx2stpMsAos4VyhmQqe7g1Uc6RTyePzYv6MRB/c0xQ1DrpBh4bJJWLh8EiQpyhBy+/14/P2d8PrjjwHP1WmwYnKkN90ff/gSBnvGztiKu9nLBSQSzCorgkIemWAZaxny9NDlaKHRa6A1aCCVS+G2uzHUZ4PL7oZzwDWuW0upGXf+8BbOoVEFigAlsJJzDZwZ7EUj89ODHo8zrhOVTI7JJgsm51gw21LCkArZsiiBdekkm219eO60cKXqfK8RQvI8MH05irVGkPN5sfUNuILj/53h6ytVeldZVqJUVQRSvk+ysOiiCFAEhEGAEljC4EitUATGRYANgdUy+KQoyKvoRnLVS5GvI82Xw6SYTLAT3rTpGE40JKfvwtKldVi6pE6wWNNpyG5/EsFgK+sQkklgkSDU6jVQq9exjifVgk2nu7D5zUPw+eKTQ8NjIxlZ626ci5Ly5GcbbD5+BrsaW1hDM6eyGOV5JpzYdRof/Hkbaz02gvlGHSrMkUlJw5dSrUDN7CqU1sXufUauM7IGrTY0HzkPW589prvrvrwWUxbWsgmFylAERiBACSxhL4gmWx8+7mjG2aHxS7HG80oyslaV1GBZcaWwwaXJGiWwRgJ/vL8LrzYfQTAcSsuJqKRy3FIzG/W5hYz/gwPHcGDgSFpiEdKpWZ6LzxSuhVwuh0wmE9I0tUURmNAIUAJrQh8/3XyqEIhHYKW7bHAsHJJRTkiyr0gWltBLpVLg/i9fAfKY6Ytt36vh+0w2gUV8GY3/Cqk0/Q1SLz/fQ3ub8M8PTiR07Nesn4v6WeUJ2Yin/H/e3gYPi+yrqB2dSokrp0VIoLee2sQQRkItiUSCuZUlkAzjpvPLzJi2bArkiki56PEL3ehzudDvcsEfDMGs08KkUqHOYkaOJlKmS2I6d3wk0Tp5QR2uv/8qoUKldiYYApTAEubA7X4v3jl/Esf6LghjEECBRo+ryydhel6EaMjURQms0SfX4RxiSKxeD7usb6HOvlBjwIaaOSjSXiprf639HQz4BoVykTY7gUAANxZfhwKthRJYaTsF6jgbEaAEVjaeKt2T6BAYj8BKR8N2LgBV5jwg+HTC3XvOYvfu+H2AuMSZTdlXNtvPEQoNcNk+UkFgKZWLoNV+nlNcyRY+dawdm948KIibz9+xFOXVyWlY32ztx593cI9zSnE+JhdZ4PP48cov30RvB/8sistBqi00w6RVX/z14s/MB2m8frLbii1nm9BtH/1FJhgMQSWX45qpk7C0soLR3fvuATgGIyVJRdWFuPXh9UzJBF0UAT4IUAKLD2ojdVrtg3jl7FH0e5NTgnVdxVSsLImUOGfiogRW7FNzBfx4tfkwzgz1pORY602FTOYVKVeNrkG/Da+2vZUS/8l2Qgis+abZmG+eRQmsZINN7U8oBCiBNaGOm242XQiMRWA5fKfQaX8xXWGx8kumE1aYHoBCeqncqLfPjnMtvejoGIDT5YPL5YVMJoVWq4ROp0Z1lQXVlRbotKoxfbzwwi5Ye2ysYognVF6Whw0bFsUTy4jnPZ6t8Hg2cY41FQQWCcpg+DZkshLO8SVDobtzAC89x27ENhv/pMn77fevgt5widRho8dGZvOxM9h1hn354HCbJFOqLC8HvR39DIlFphMKsci0w0pL5HVdNaMCtbOr0Gmz46ldYzeNJwQWWeT1vn56PRaWl6GnvRdHP26AxqDBbQ/fAFNBjhDhURsTFAFKYCV28Ed6uxjyKsyU/ydvLSmswPrqaclzkETLlMAaH9yPO5vwcddZ+EKRknGhl1qmwKriWqwsrhll+tjQSezpOyC0y7TYIwRWgcKCGyuuowRWWk6AOs1WBCiBla0nS/clKgTGIrDODfwa/pD406SjTd2HhlzY9OFxtHWwyw6aMa0UixbUINekHXUeXq8fr766P2ESqyDfiA0bFmZF6SAByWb7b4RC3Im9VBFYSuViaLXJafDP9UX79iv70NwoXHkM8T9rfhXWXDeLayhx5X/34W702OI3Th7L0PLJlcjTadF8pAVvPfV+XH9sBJRyOWaWR0qBrrhlKRQqBf5y4BAae3rHVB9OYOmUSnzniuVQy+XY884nuOaeNaicVsbGNZWhCIyJACWw+F8cpFzwb2cO8zfAUXNBfhk+XzuDo1b6xSmBFf8MSDYWIbF2XjgXX5iDxBXFNVhVXDci62q4+ntdW9Dh7uJgUbyihMAin83urbsdOsXoz8HijZxGRhEQNwKUwBL3+dDosgSBWASWzXsIFxxvZMwO5c4vwWFT4vSZC2ht41bGdMWKyVg4r3rUXgmJ9dZbh9DW3s8Lh7raQqxbNxMq1aX0c16GRKIUCLTA4XiKVzSpIrCkUhOMxn8TvLk/102fb7Lizb+NnSnE1d5w+Tu+uhqWAmMiJkbp/p93tsHDscH8cCNapQLLJ1dBrZDj2I6T2PLCPxOOj/TBmldVArlSjlUblsEXDOJ/f/DRuHaHE1hE8K75czE53wJ9jhbVs7KjwXPCwFIDCSFACSx+8LU7h/D743sRSHEjbtITa01pZg1soAQW+2us1+PE4d4ONA71oNPFbxpumc6ESTn5mGcpRa5qbCLHH/Ljj+dfZh+cyCWjBNbVJaswJSc7BgyJHHIa3gRBgBJYE+Sg6TbTi0CUwNq4cSMMBgNCYS/ODfwKwbAnvYGx8O73BdDa3o+wvwRlxvsQCASxfdcZ5pHLmj2zHGvXxC43IP2wDh5qASG02CzSqH3pklrMm5e5PThi7dPj2QyPZ3wCYSx8UkVgEf96/YOQy9ObabP1/aM4+olwTc2H47r8ynosWDaJzaXISiYQCuEnf+d3rsMdkJK/JXXlIOPGW0+24/3nt8JlS6zHzeyKYuQV5GDhtXPRZbPjyXHKB0kslxNYN86diQ1XL4Yuh95dZnUxUKG4CFACKy5EowRItszTJ/agx80/y5O710sat9XNxmxL7MmlidhNli4lsPghO+B1MUTWOXs/HH4vHH4f8+gJRj67kdJAvUIFg0LJPNYYLJhkyodJya4sv883gI3t7/ILToRaUQJrUf48LLLMFWGENCSKQGYiQAmszDw3GnWGIRAlsN566y1oNBr0ubaiz71V9LsIhcJoarbC/WnPHUJgaRXVOHGyA51d3EsfZ80ow9VXTo+5b0JenTjRgYaGzjHLCkmvq9raAkyfXpo1JYPDwbDbf4tgsIPXdZFKAkutvhpqdXqnzD3//z6EbTAx8mYsoMsqzLj57uW8ziGW0qDLg8ff3yGIvVydhpkeSCYUDvYMYdPzW9HV3M3b9rTSQlRNLsGM5VOZqYMvHz46rq0RJYQ5Omy4ZglunBP7Nc07KKo4oRGgBBb343+j+Tj2W9u5KwqkoZUr8Mi81VBKZQJZTK4ZSmBxx5dgRrJ2Yy1yk4YseYLDO9pdXfjHhS3cgxOpRpTAmpk3DasKl4o0ShoWRSDzEKAEVuadGY04AxGIEljvvPMOVCoVMqX3VUtrL4Zs7ouI56jmoVB/E3p6bTh8tI3XSaxcNonpixVvDS8rVCnlKBC4pOty/6GwBx7/ObgD5+ALdDJPB0KD8Acj/b5U8hJIJZGm9GpFDTTyaqgVo8si4+1rrOfDYT+Ghn7IVz0lUwijwSkUU6DT3cs71kQVfd4Anvrle4maGVNfrVHga9+7TjD73UN2PLVlr2D2yBTAuVUlyDfoQL5UvP/8Rzi9j99Uz6nF+aioKcKcNTPQ1NeHP+4ff1JilMCy5819JwAAIABJREFUlOShbHIJVtdW46pJmVU+JNhBUENJQYASWNxg7XDa8Ltju7gpJUF6dWktrikXLnM1CSFeNEkJLOHQJaMCorTW8H/z8XDG3oxtPem/lvnEHksnSmDV5VTj2pIrhTJL7VAEJjwClMCa8JcABSAVCBACi5QOPv300whL+9Ey9GQq3Cbko6/Pjo7LsqxkEg1q877P2P3goxO87d/9xWXItxh46wulSEo5Hd4DcPoa4PZzb1Qqk2qgVdZDLa+BQZVYengoNACb7ee8t5bKDCyZrBQGw7d4x5qo4mC/E396Mrl3aR/8988yk/aEWE6vD798N/GeVZfHMquiCJXmXObX7Y2d2PePQ0xpIZc1o6wIuXl6LF2/EANuN3798fiZYtocLfLLzTDmRl6/N8+ajjklmVM6xAUbKpseBCiBxQ33vzYewol+/lmY3LyNLU1Kmx+euwomFbtyMaH88rGTKIEVDocQCJxFKOxAOGRHKGxHKOSARKKFVGqAVKKHVKqHXF7J/I4udggcHWzA3v7xb6KwsyQOqSiBVaovxk3l14sjKBoFRSALEKAEVhYcIt2C+BEgBNacOXPwyCOPwBU6CKszedkjQqBBPtydOt0Ff4w+V5U534RKXoQjx1ph7bHzcjdlUhE+e91sXrqJKJGx4uRDNlk2zy4MuD9CMHQpwywR2xpFNXI1V/HOygoE2uBw/I53CKkksKTSHBiN/8471kQVrV2D+NuzwhNCw+P66nevhUarTDTUi/o/emMLky0l9KrKz8WkQgvT3J2sMwebsf/9w7C29rByNbeyFKTq46o7rmDkH928BcFPy0GGG9AYtCgoN0P36URRmSxSKvTVJQtQbjKx8kWFKAJsEKAEFhuUIjJdLjt+e3Qne4UkS64urcE15ZOT7CVx83wIrFBoED7/afgDp+H3n0Y4zK4PqEJeA6ViCuTkR1aUePBZbGFP30EcG2rImh1GCaxcjQl3VN2cNfuiG6EIpBsBSmCl+wSo/wmBACGwbr75ZubH6nkBLn9ymk8LBWas7KuobbPmSpi1a5geWKQXFt/1pTtXwJyn46vOW8/lO4k+17sXSwN5GxpDkRBZZu1noJRzy0rx+xvgdP6ZdzipJLAAKUym/07bJEKH3YNnn/j/7J0HdFxXue//0/uod6u6S3JvcbdjO3FIJY4TIAUCAXKBcLm0xwMeF+7lcnkP7qWFdklIgBBSbIcUnDixU9zi3uUqq/cujWY0XW/tI8uSLGnmzJlzzrRvr6WlrMzeX/l9R/LoP3t/+23BrIItVCoVeOLbdwabFtLrP925D/1OV0hr+E5mfUmmZ6VhWlYaVNd6kDRcbkZNRR1qKurR0TDxraFKpRILCoee08W3zENSRhI+uFqN3VeGjiPqzXpYUsywpJphsg7tImDPmd/vh0ajwazMDDy4UH4hmi8XmhebBEjA4l+3vU1VeKvuMv8FEs/MMVrxxNwVEnsJ33woAtbgoBMDzvcw4PwgbMc67UIYDOugUmaGbSseDezvOIILfdHzPIfLeFjAsugs+GTJ/eGao/VEgAhcI0ACFj0KREAGAkzAevTRR7Fp0ybU2H4og8fwXFTXtMPWP/ENiayJO2vm3t1jx7ETwoW4tatnYvECeW8R7HTsRO+A9J9Ws6OFGaYt3PFCvsPlOoqBge18p4+bJ6+ABSQlfS9iRyPY5QK/+tHrglkFW2i26PGZf74l2LSQXv/z/hOoausKaU2ok1lvrGnZaSjJSB2ztKetlxOyetr7MGAbgL3XAUffABRuH2blZsBoNSC7MBOzb5oOtVaNP548hT6VD1r9+B1oLrcLGARSLGZ8eskiZFnMoYZJ84lAQAIkYPF/QP5QcYS7ES6axtfmr0GaPrqPzfEVsJzO9zHgfB+sR6aYw6BbBYNhIxSK6D9uKWbewWyd6D6D492BLxIJZiOaXh8WsDKNGbi/8K5oCo1iIQIxTYAErJguHwUfKwSYeMVErHUblqDR/mRUh83EgXPnJ++jo1GmoDjlq9zNhPsPXhGcS0FBGrbes1jw+lAWsl5X7f3buF5Xco500+2w6vl9Gu3xXIDd/ifB4ckrYKmQnPwfgmMVY+G2Px9AY93EO4vCtT9rzhTcevfCcM2MWf/hlVrsOiv85yWUYNhNUBlWEzKtZu5r+HjhjTZyU6zISZ64F92BmlocqKmD7YZdY8pBP+blZOMj5aXQq4eOLdIgAmISIAGLH027x43/OP4uv8kyzrqzaDaWZxfK6DF0V8EELLbrqt/+ItyeC6Eb57lCpcqG2fQA1KrQdmvzNB+T0y70XcH+DvEuPIk0hGEBq9BagDvzNkU6HPJPBOKGAAlYcVNKSiSaCXz5y1/GrbfeipXrpnNHCKN5uN1eXLzcHDDEGWn/zr0eTiP3lGQjPv3IaslRsE9Om/uehuvazYKSO7zBgUW/kNuNFWxQD6xghMa+fuzgFRx4V5o/LjbfsxAzy6eEFlCQ2R02O55850NRbfI1lmIyIN1igk6tgk6jBtupxb4vLs6DSRe4z5fH50OnwwGPz480kxGqa/2x2G2qNIiAFARIwOJHtcnehyej4PbBG6NdlVOEjxTO4pdEhGYFErC8vmZOvPL5WiSPTqHQciKWVlMmua9YcFBjr8c7reEf1YyWXIcFrNkpM7AhW/r3u9GSN8VBBKQmQAKW1ITJPhEAEGkBS6NKhU6VAaVCD6VCd+1LD7YzaeTLCbevAz22RlRWtQWsmxgCllarwhOPb5T0+WC5Nfc9FTHxaji5FOMGpBgCX6HMGsT29f1YMA85d2CpVFNgsXxJcKxiLLT3u/DMr96Bz+cXw9x1G9ZkIx79kjTP5a93H0J7X7+o8Qo1lmwy4Cu3rgy4nP2Rx/prjR5Op5NrRm8wGIS6pnVEICABErD4PSCXe9rx7MXj/CbLOGt+Wg7unx7dvfEmE7A83krY+v+MwUG3jMQAk/Fu6HXLZfUZjc5anR14remtaAxNUEzDAtbC9LlYkbFEkA1aRASIwHgCJGDRU0EEZCDwgx/8AIsXL8aS1Rb0eHbL4BHQqbKgU+dAp8rkhCu+w+UeQF3zFfT216G7v3bCZcM3ER46cnXSXlnB/LG/i7/6xK3BpoX1ert9O2zO6LiSOcN8Hyy6BZPmMzjoRW/vdwXny4Qc9maJ3Q6nVg/dEMdn+PyDsLlccLg9XANwi04Lo1YTcKlGMxsm0yf5mJd0zuG9l3Bo7yVRfWy4fR7KF0hz/OVUbTP+frxC1HiFGrtj/iwsLgl9l1l3dzfnMiUlRahrWkcEAhIgAYvfA3K8rQHbq87xmyzjrKlJafjM7Oj+Y30iAcvv70Sv7Xfw+4XdrhwuYqv5U9BoonvnWrg5Bltv8/Tjhfq/B5sWM68PC1irspZhfmp5zMRNgRKBaCdAAla0V4jiiwsCP/7xjzFnzhwsXKmGzSdtE3HWo8qknQ7dqOuaO+0OVLZ1os1mR7/LhX6XG3aXG0atFmadFma9FulmI6ZlpCPNaEBPn4PjbnM0o6XrDGyOsVvpWRN31sz92MkadHfbBdXIZNLh8c+sE7SWz6LugXfR7djDZ6osc1hj9xzLZwLeTmiz/QY+Xx0Xz+AgcMPml4BxsjfkrH8ZW8Nul+MzbE43qju74fZ6x0zPspqRm2SFSjl2983wJL1+M/R66WrHJ/bhOdufO4iGmo5Qlkw6d2ZZHjZ/dJEotiYz8tT7R9HQ1Supj2DGs5MseHzDsmDTJnydBCxB2GhRCARIwOIH64OmKuyKohsIh6POMpjxz/NW8UsiQrOGBSx2m6rZzC6iGESf7bfweIf+/Y3EUCoMsFr+CSpVYt9Q+FL9q+j1REZEFLvuwwLW1sK7kGXMENs82SMCCUuABKyELT0lLieB73znO1ixYgWWrUlHl/sfErlWwKqbB4O6gLPv9vmw70oNLrd2oKWP/5sB1ucmXWvAqmmF1/vjdNtqUNf6IXz+oW31rIk7E8r2H7yMAadHUD6ZGRY8/HF+Dc5DdeD0VKOp76lQl0k+X6NKQX7y1yf143TugdP5zvXXXQNu2LrsGOgfgNftg9fj5b4G/YPcbXHcF+tpZNTCnGyE3qTnjnwpJxGeRjt2eX0439wG37WeRjcGxUSs/JSkCWO1WP4ZqihpPGu3OfHSs/vR1zskugodOXkp2PqpVeOOzAm1N9m6y80deP7DU2KbDcne1qVzUDYlK6Q1w5NJwBKEjRaFQIAELH6wjrU1YEcU7sAqsabisdKl/JKI0CwmYPX29nJHoVk/v377C3C5I/t7maFQq/OQZPkiAH4fQkUIn6RuD3YeQ0XvRUl9yGWcCVgGhQEPl9zH7Y6nQQSIgDgESMAShyNZIQIBCUjdA0ulNCFJt5ATldg4WFWLvZdrMOARJi719DqghAKrpxdhzfQi7o96p6sH1S37MODqghg9sObPLcCGdbMleXJY36sBT7UktsM1GugoodfbgO6un6OjsQv93XY47S7e7gYH/VBp1bCmWpCemwqDOXCT7cr2LvQ4BgLaL83JHHecUKlMg9X6Dd5xyTGxt9uOXa+eQHPD0PG2UEfJjCzccvdC6HSBj06Ganey+bvOXMaHlZH5pH9JyRTcPl/4MRUSsMR6CsjOZARIwOL3bFzsbsOfL0XHEfnREc9Ny8HHYqAHlsPhANuBBcUV2Pr/wg+6DLOMhk0w6DfI4Ck6XdQ7mvBWS/TdrimEFhOwZpimYl32ChKwhACkNURgEgIkYNGjQQRkICClgKVVZXDiFWvOznZa7ThZgdYwG0XbHS44nUPHypKNemxZUIaCtGT4/V7UtOxDpu6z3Gvh3EL40TsXoqRY/C3V0br7avgxY0cJ85O/wdVr9GCfCLfXd6Ky4hvweUMXYpiA5b/WdFupUCI1JxmZ+enQ6NQTPuEn65sn3X01vKAoPQXpJuOY9VrtChiNd8nwUxOaC8bvvTfP4uyJmpAWLlo+Das2lIa0RozJLxw6g4tNgS9LEMPPaBvTs9Pw4IrJ+7Dx8UcCFh9KNCccAiRg8aPXYO/Fb85G5mbTQBGuyC7EHUXSfDjFj0zwWezfC7fbfe3DuT/A460PvkimGQqFBslJ34JSYZLJY/S5eabmBXj9Y1sbRF+UwSNiAtbGjNUosRaRgBUcF80gArwJkIDFGxVNJALCCXziE5/Agw8+iA0bV6Ou/6fCDd2wUqtKQ4p+6CaxCy1tnHjl9vrCtu/x+tDX5xxj596FZZg3JRsqhRHu/kK0ddjAmrgLGRaLDp/91FpJjms19v464rcOBmNy462EV05UobW2A0kZVric+zEw8EYwE+Nev1HA4iYogOyiTGRMSR03/1htY1AfuclW5CZZxsyzWr8GpVJ84TFoMDwntLf24uThKtRebYNjkh1sliQjiqZmgolXSSljBTqebsKexn7Gnt57DC09/I/3huM03WLCp9cuDtqgP5gPErCCEYr86939DrT3OWB3urmeh+z7gNsDk17H9Ts0Xet7mJtqhSHIhQ2RyIYELH7U+9wu/PjEe/wmyzjrI4WzsCqnSEaPobsaFrBc7mPweF8P3YDEKwy6VTAa75DYS/Sa3926F9X2yOxSFpOK3+vHI4VboVVrScASEyzZSngCJGAl/CNAAOQgcN999+HRRx/Fpk2bUN//U/gGx4pDQmJQKQxIMawC+364uh47z4l7G1t/vwsu99hPwG6eVYKNsxbCoC5B5dU2HDhUKSR0bFxfinlz8gWtDbTI7W1GQ++TotsV26BVvwzppqFdTMfePo39rxyBNdWMJbcN7Y7p6/tv+H2h7c6ZUMC6FjjbjZU3LXtMGhXNbdwftYHGzKwMWPTa61N0ulUwGGLnTXVTfRcnYjn6XVAoAaNJB7PFgKzcZLFLKsgeu0hhx7EKXG3tFLSe76KijBTcu7gMVgP/20gns00CFl/q0s9jf4Sz491s1Hb0oLK5A5UtnWgNQRQtykjFtJw0TMtJR6Y1OnZ8kIDF/9n53blDqOvv4b9AhplfmbcamYboeJYCpetyudBr+zlUqtB3PMuAEanJ34cihBuk5YhJLh9tzg682vSWIHdejw9Oh5v7YrvSDUYt9EYdNFr5e1DNtZRivrXs2u3QE++GF5QkLSICCU6ABKwEfwAofXkIMAGLiVdMxOpwbUe/+0LYjlMMK6FVpuFSWweePyx+81Gfz4+e3vE9kh5adhuWFMxDa3sf3t59Dl6fP6RccnOS8fGtwm5AC+Yo2m4enCheg6YEJu1cmLVleO/FEzi7d+RZmL1sOnKnZcPtPgGH/aVg6Y55PZCAxSaaU0zIn5kLtWboTVyrzY76rsn/8NGq1SjLyRx1E6EGSUnfgiKBjzWEVJAQJr9x8gKOVQffEReCyetT5xfm4J5FZUKWTriGBCzRUIpiqKK+Ffsv1KC1N/ydfDNyMrBydiHy0yIr8JKAxf/ReK/hKt5puMJ/gcQzMw1mfGXeKgwObQCO6uEYaERv30+h1QbuFxmpJMymj0OnnRcp9xH3+37bQVzpr+Idh9vlRUtdJ/p6Jr4Z22QxIKcgDXrjyIdyvI0LmGhQGbA1906Aux1aAa1WHr8CQqUlRCDmCJCAFXMlo4BjkQATsEpKSvDDH/4QzsEKtPS/ElYaFm05jJoStPXb8fT+o3B6pOkVwHZgsZ1Yo4dVNwefXb0SOq8SdfWdOHee/x/eJqMWH9u6DMlJ0hzbivbjg1pVNqz6mzicB16qxaUPx37yazDrseLuJdzr/f1Pw+vh/4dJMAGL2TQlGVEytwCDgwDbuDFZI3eVUolpGWljdl/p9bdCr18f1nNLiycncKiyDvsu1YDtyhJjGLRqrJpZjJXTC8Uwd90GCVii4hRsrKq1ixOuatq7BNuYbOG8whysml2MNIs0v6eDBUwCVjBCI69HWx+s1TlFuK1Q+CUR/DMPf2Zv37twDLwetQKWXrsIJtPW8BONUQu9nj68VP9awOiH38t0t9vQXNcJ/yS3Ko82kp2fhvTsiW9YFhPV8rTFmGWaxvVaYzcQstsuaRABIiAOARKwxOFIVohAQAJMwGKfvjz77LNQa/yo7PqRYGJqpQVphiEh4ff7jqCpp0+wLT4LB5weOBxDf1SrlEZYtKVIMuhxf+nQro6jx6vBbi0MNjQaFe6+YwEK89OCTRX0utffg7runwhaK8cildKCZMMaKKDB0bdO4tDr52HSjt8ZM21+EQrL8jHo74et/7fw+/gdL+MjYLE8k7OSkD8j53rKrbZ+9DicsDldYLuujFoN8lOSoFOPbLfXapfAaNwiB6aE9uHx+bH/UjX2Xa6B38/2MAgbq2YWYfXMIujU4h9ZIAFLWE3EXLXnTCUOXArtsgIh/u9aUor5RblCloa1hgSs0PA9e/EYLvd0hLZIotlfnb8a6froPz7I0u/o/C083stRK2ApFWakJH9XokrFhtlDnSdwtvd8wGDZLcT1la0hJZRTkI60LGtIa0KZnKxNxtYpd4A1cbfb7dDr9SRghQKQ5hKBIARIwKJHhAjIQIAJWL29vXjjjTe4f8Rqe34Dl69FkGerjvWgmoLjdY147XT4RxH5BDG8E0unzoRBXQC7w43FOTlYNa0IHZ02nDwduNlmepoZt906F5npYxuC8/HNd0603z7Idl6xHViXjlXizT8OXRFt1S2dML25a2YjIz8dPm8dbLbfAQh+TJOvgMUcZhakI6sw/fpOrECM1eqpMJuHbp2kIQ8BJiZeaelEZWsH993jC3wxA9sxx24YnJaVjulZaUgyht/rarJMScCS5xmYyIvP78ffj1SAHRuUa6wpLca6sqlyueP8kIAVGu6avm78z/nDoS2SYDZr3M4auMfKaGn7NgYHB6JWwGIcU5K+AaVSmg/9YqFOTr8LrzXuAtuNNeHvRJ8fleca4LmhX2vw3BSYXj4FOoMm+FQBMzZkrUGJqYDbfcUELKPRSAKWAI60hAhMRoAELHo2iIAMBIYFrFdffZX7h6zPdVLQMUKNKgWp+tVcxD/fcwDdjvE9qqRKx+v1Qe2fDZ9Xhc6ufgx6B/EvG1dCr9Hg1Jk6tHdM3INl4fxCrFg2DTqd+LtBRufa5zyIDvs/pEo/LLvDRwddAy788Tt/g8s5tKNtMgFLpVZh8S1zYU4xw+M+Bbv9haD+QxGwmLGSuYUwJRkC2lUqU2E2Pw6lUrpPKoMmRhPQ0N0Hu9OFfpebu1FuEIMw63Qw6bUw67TITbFCea2Zt9S4SMCSmvDE9jttDrxy+ByauqXdcTuR97kFObhnmXh91IIRJAErGKHxr7905QxOdTaFvlCkFVqlCt9YsBYmTWz0+Rkc9KKl9Rtco65o7YHFSpNk+Seo1eIeAxep5LKZaXN14LXGtzE4wQd5DdXt6JnkvWewAM1WA4pmjuxGDzaf7+tLUxdiXnIpN334dxkJWHzp0TwiwI8ACVj8ONEsIhAWgWEBa/v27bBah8SAhr4/wuEJ7RiIWTsbJs10fFhdj7dEvnUwWII6dS706ly4XF60tffBZnNiRUkhNsyaiobGLly41HzdRGqqCcWF6ZhTlo+0VHmOE0RzA3d2dFCtTMX+Vw7j2Dunr3MyacuhUkzcZ8acbMSiTfOg1qrhcZ+Dw/EiBgcnvzUwVAHLkmpCUVk+Juu2q1YXw2h8AEplZBs6B3su6XV5CZCAJS9v5o31OHzm3WNo7+uX3/k1j+UF2bh3Wbks/knACh1zt2sAv684hD732J6VoVsStuKe4jIszRL/ZmFh0QRf5fN3o63t36JewLKYH4ZWI594HJxcZGZc7a/Fu237rjsf7n116XSdgN1XIzmULiqGUinedQOzrTOwKn1kZ73D4QC77ZIErMg8N+Q1fgmQgBW/taXMoojAsIC1bds2JCUNNY9k4hUTsUIZqYa10CiT8JfDJ1HZxq83Uij2J5urgAoW3VwoFGOvIU7RGfDYikVwurzcriyTUQejUYvUFHlEq9HxRquApVcXwKxbiN6OPjzzvbE7qUyaWVAF2N2UmpOC8hUzodFr4PM1wm5/CX7fxMeHQhWwGLvC0imwppnHlV2rXQSjMXGbx4rxMxOvNkjAkr+yf9t/CleaI9/jaPXsYqwvl/44IQlYwp6xqr5OPHX+qLDFYaxam1uCWwtmhGFB/qUebz06Ov476gUsk/Ee6HVDF78k+jjVU4GjXSevY/B6fLh4qjYsLCWleTCaxGmuPsWQi9tybh4TDwlYYZWHFhOBSQmQgEUPBxGQgcBEAhZzG8ouLNZAPd2wES6fFz/a+b4MUY+4GN59NZHTf9mwCskS9tzhm2hz31MY8FTznS7bPKt+GbSqHOz+616cO3BxjN9gAhabbLQYULZiJqzpFgz6B+BwvAyPZ3xTUyECltGix9T5RWNi0us3gn3RIAITESABS97n4s2Tl3C0sl5epwG83bmoFAtKpG3sTgKW8HIfa2vAjqpzwg2EuHJOWjY+Pn1+iKsiP93juYqOziejX8Ay3A79tbYRkacW+QgOdBzB+b7LXCC23gHUXh7Z+S8kutyiDKRmhN+bNUOXhs3ZN0OvGiuGkYAlpCq0hggEJ0ACVnBGNIMIhE1gMgHLw27O6/kNfIPOoD5Y83Srbj4qmlvx0rGzQeeLNYEdcTPrhs7zTzTumDMLS4qmiOVOsJ3o3IGlRJrpDiigxFP/+6/o77WPyY+PgMUWKBQKlK2ciazCDG69x3MJLud78HpHjqAKEbCYrZlLpkKr14DdNKjXrwfre0WDCExGgAQs+Z6NE1WNeOO4PBd1hJLV5zctQ1Zy+H/0TeaTBKxQqjEyl91byg5DHWqtw2vVgW9uE+Zh7Kr5abnYOm0O9+9TrA2frw1t7f8Z9QKW2fQAdNoF1/Fe7e7Ela4u9Ltd6He7YXO7YdFqYea+dJiemoapKfH9b/iZnvM43HUCjn4Xqi40hvXo5ZdkISktvBMDJaZCrM9cCaVCOS4WErDCKg8tJgKTEiABix4OIiADgckELOba5W1Gbe9vg0bBel+xHlj7Kmuw+0Jl0PliTFAqdDBrS8cdHRxtm/XBurVsuhjuwrIRjQLWcPP25upWvPiTV8flF6gH1kQwCmdPQVF5PtcXiw23+yTc7mPweq5CiIClUOpRMHMNcovuglodeREyrAeAFstCgAQsWTBzTn658wB67PJd1ME3s7L8LGy5aQ6vW0z52hw9jwQsIdTGrrnc04GXKk/D4Z28b2I4XtbnTcWm/Mj/uy80B7/fgda270S9gGW1PAY/irCvvgYfNtTD6fUGTVmvVqMsIxPrCouRapi4x2ZQI1E+ocpeh3db9uPssfDeC0+fkw+dXvhNhPOSy7A0dURgvBEbCVhR/iBReDFLgASsmC0dBR5LBAIJWCwPPrcSWrTlMGpK8GbFZRyqqpM8fdb3yqSdCXZ0MdCYm5eDLQsj32Q0Gm8hNOvmQa8uxodvHMPhnSfGYZzsFsJAvFUaFYrL8lHIGrBfG4N+B9zuC3B7LsHvZzdR2bnjhmOHAkqlGQqFGWrNNGjUM7nvllQzikpJvJL8BypOHJCAJU8hD1yswZ6z4f1xJmWkD69dhOLMFElckIAlDtb2ATterzmPyl7x+mVaNDpOuFqcGfv/ZjSzWwjhjepbCG14FO0DJrxXU41eV/Cd+jc+OasLirB5auwKjRP9JLBbeBVQoMPVif959yW09rUL+oFRKpUoXTS2hUIohlalL8Nsa2C2JGCFQpTmEgH+BEjA4s+KZhIBwQQCC1hDG/9b+19Br2ukQeWNzpL0i6BX5WHbiXM429giOBa+Cw2aYmhVaUGnT81IxSM3LQw6T+oJTk81mvqektpNSPaTDCuhUWZgxy//gbqL47e6CxGwhgPQm3TIn5GLtNwUmJJNGPT74R8chFKhgEKpBAY98A/2Y3BwAEqFBQrlxEd++jptWHn3kpDyosmJS4AELOlrz24d/MU/9sPlCb7bQvpoJvZfhGDPAAAgAElEQVRQkpWKh9ZI83ufBCxxq3quswXvN1ahydEn2LBKocS6vBLui/13PIy29h/B52+PSgHL7fOiqrsbGuP/gkJhxFtXr/DafTVRXQqTkrG1tBwpekM8lG1MDq3NXXjrzF6c7DmHQfhDyi89OxnZ+aEftywxF2J+cjnStMEFfBKwQioJTSYCvAmQgMUbFU0kAsIJBNuBNWy5zb4TPc5DEzpK0S+HVpWBPx86iavt4n2ieqMztvNKryngJV6xtTlJFjy+ZplwOCKt9Pq7Udf9U5GsiWMmxbgBKoUFz/1wGzqausYYVSlMMGnF2blmshqRkm1FSnYyjFYjDEYdVJqhY4ajh9vphnvAg/6efnQ2daOjqRtetxdf+tWnoVaPvWFSHAJkJd4IkIAlfUUPXqrF7jNXpHcUpodHb16M/LTkMK2MX04ClnhIh/tiMYunO5pxuacdl3raeR8tLLGmYWZyOuZn5ILtvoqn0d2zHU7XflEFLIVCC6UyBQqFDgqFfsx3DPowOOjE4KDr2hf77wH4/GPfG9hcLlT1dGFQUQir5XNcn6s91VfDQm/V6rC1dA5KUoKLLmE5isDi2sstaO3s5ESs832XeEWgN+owrSyP19zhSXmGHMxPKUeuPov3OhKweKOiiUQgJAIkYIWEiyYTAWEE+ApYzDo7Tthuf3NcY/ck3ULo1VOw42QFTjeEd/PKZFmwnldGzdSgxwZHr5+emYaHlk3eA0AYMWGrGnt/DZeXHaGLjpFq/AiUCi1+/82/YKB/7JE+vZqJhNmiBerzeeH1+aBSqaBWqaFSK6HVa6HWqMEJV04317NmovHp//g4rKlm0WIhQ/FLgAQs6Wv75w9OoKZt7B+10nsN3cPq2cVYXz419IVBVpCAJTrScQar+rrQMWCHzeNCP/flhl6lhlmj44Qq1hR8elI6DGrh/YGkzyI8D/39Z2Gz/zFsAUuptEKlyoJalQ2lcuiilVAGJ2L5WuHztWDA3YTzHc1w+3wwGm6DQb8WlV1dONfeGorJCedadTp8buFSpOj1YduKJgMDdheqLzXD7/Oj292Dit7LqB9oQr+3f9Iwi2flwmQJzkGlUCHfmIdp5iIUmwo4e8NHGPkwIAGLDyWaQwRCJ0ACVujMaAURCJkAfwFr6PNS1ti9oe+ZMSKWRVvGiUtvn7+CA1drQ44h2AJ22yDreaVQhLYTZ0F+Lu6ZP/kthcH8ivl6dDVyVyLddBcGBwfxiy/+YVyaoTZwD8bpRgEr2PzRr3/sf92N7KLMUJbQ3AQlQAKWtIV3uj34f69+IK0TkaznpFjx2Y1LRbI2YoYELNGRksEJCLhcLnT3fB8a7SSf7AShptFMh0ZdBIVi7PH86qZO2AdcsA+4YXe6r3/XqFUw6bUwGUa+slIsSLaM9BntcQ6gy1GDjv7T0Og/wYliB+rr0O4Ye4Ox0IKy44SfWxh/LQMcNicaqtvgdo0cu2Y9suodTahzNKHNNdQny2QxIKcgDXqjdlKEFo0F+YZc5BuHvli/LaGDBCyh5GgdEQhMgAQsekKIgAwE+AtYI8H4B51gRwr7XKe4/2lkDbe1pThYVYtdFeIdL2FHBrXqLOjVuYJIrJ5WhI2zpwlaK/YiJvw19j4ptllB9hQKDdKMt8PjcuPX//LsGBtDtzvOE2R3skXhCFj3ffUOTJmeI2o8ZCw+CZCAJW1dz9W1YMfhc9I6EdH6lz+yCsmm4DsZQnFJAlYotGiuEALsgyW32w2H4+/wY/LeoxPZVqsLodWwD/uGdi07nG5cbejA1Ub21Ql3iL3rslItmJqXjqxMC9JSTZxN1rfSjWnoGHDg7xfPC0lx0jVrCopwa4Qbu9vtLjgcjL8LRqMORqMWJlP4R1Svnm9EX5cdGt1ICwWlUgGtQQ2VWQlzlh4DvgE4fC7uu1aphVGlh0Glh1Fl4L5rlOLtOiQBS9RHl4wRgesESMCih4EIyEBAiIA1HJbH38MdKfT6bWDHCCvbO/GXQ6G94ZosRZ06FzpVVsi7rkbb27KgHHOniHcULtxyRNMxwnTTnQBU+PVXnoHHPXKduU6dB50qtP4LwbiEI2A98q9bkZotfi+bYDHT67FHgAQsaWu288RFHLvaIK0TEa3fu6wc5QXi/v4nAUvEApGpCQkMC1j+wR4MOJ+EWlUIpdLEiVIKhQGDg/3wD7LbfG3weGs4G2pVLjSaGVAqhxp/N3X04uCZalypF3YL3ujA2AUsnQ4HjAYtlpUWYvXCW6BSJqPX6cSx5kZc6uzgjhWKNb6+fJWsTd17ehyoqW1HTXUHqmvauZ3pNw6FQoHiogwUFaWjqCgDycmBb8AOxsLW44BCqYDZGrnm9SRgBasSvU4EhBEgAUsYN1pFBEIiEI6ANezI4WHHBv3w+W34951vw+0VdkMVOyqoUlqgU2dx/ZnCHd/avBYGjXifWIUbTzTdRphq3ASlwoRnv/cCejqGboBSKNQwa+dCgfFN1sPJPRwB65/+6xHojOF/+hlO/LQ2NgiQgCVtnV46eAYXG9ukdSKi9VvmzcBNM4Z6w4g1SMASiyTZmYwAE1CcTifUavbvcCN8/sl/5vz+bgwOurk+V2x09zlw8Gw1zlSK12+TNW53XntPp1SlIDNlLpbNKUJalpkTe+weD443N6JrYGwvTaEVXpKTh3tmSd/6weXy4PCRKhw7VhVyqIsXl2DZ0hLodKG/v2TMmCDGjdE3GYQcRXgLSMAKjx+tJgKTESABi54NIiADATEErNFh/u3oYZxquMSJWYODPvgGHZNmoVZawI4JMtFKo0oRRbQadlaclopPrZDmKvVwytLc9xQGPNXhmBBlbbJhDdTKVLz009fQVNXC2TRoSqBRpotif7QRoQKWSqPCE7/8tOjxkMH4JEAClrR1febdY6jv7JHWiYjWV84swoa54h4hJwFLxAKRqQkJMIGDPWd6vR5KJdBi244e91U4vd1w+23QqZJhUKUgw1AOi3YWFAoTvL427Dl6CocrxO9BynZfsV1YbGi1pVAqzOhyOmE0a7Fu4TQU56ZyOszx5iY09PWGXVXWnP+7q9eFbSeQgYsXm7FnTwVco3afh+pQp9Vgw4YyzJoVmy0OSMAKteI0nwjwI0ACFj9ONIsIhEVAbAHrVH0zXjlVMS4mn9+BQfjAeiyJsbsqWNKby2ZgeYm4n74H88nn9WjZhWXVL4NWlYN3/vIBKj68xNVF7N5XwzyEClgZ+al48Ntb+GClOUQAJGBJ+xD8aucBdNvF2WUhbaRD1ucV5eDuJWWiuiIBS1ScZGwCAsNHCNmtvdWOXWi1H4Dbc2nMTNbHUqXKQL55PfIMK3C+ugGvvL9LdJ4enw89TidnV60u4Bq3e/x+NNqGdm2zsXn5bCyYMdR24HxHOy53doQdx2cWLEZJckrYdiYycORIFfYfGMszHEerVs7A0qXi33gaTkx81pKAxYcSzSECoRMgASt0ZrSCCIRMQGwBiwXw1P6jqO8O/5O4kJO5tiDdbMQT61cIXS75umi4kdCgKYZJOw9XTlRh59Pvw6iZBXaEU4ohVMBacut8rLwn/m4lkoIx2QQJWBI/BD/e8Z6ovW4kDhdTs9Pw4OoForohAUtUnGRsAgLDAlab8wzqne9xM3y+1uv9rhQKPdQqdjOvCg6XB8nuO6Hyp+F81QVcbRR3d7fd44bD7eGOKGrUhVwsLfb+60cKh8NfXl6EdYuGdjvW9vbgZEtzWLVdW1iMW0rE3T3JAtq37xKOCjgyGCyZJYtLsHr1zGDToup1ErCiqhwUTBwRIAErjopJqUQvASkErMutHfjrkaEbCiMxPjq/DPPzo3tbd7t9O2zOE5HAw/lUKU1IMWyC2+XGM9/cK8nRweHkhApYW796B/LoBsKIPSOx5ph2YElbsZ+9vg82p0taJyJaL8vPwpab5ohoEdzRLtafyGAwcEe8aBABKQi4XC6c6vwjfCrbdfNeXx18vnaoVDlcn8qe/gHUtnQjUzcPJdZbUN9aj1OXz4oaDut/5fabodXM4Oyymwf73e4JfcwqysJdq8uhUipwsbMDFzuEN5BflJOLe2eJu3vy9Ok67Hl3/OkAsYBtuLkM8+ZF367/yfIjAUusypMdIjCWAAlY9EQQARkISCFgsbBfOHoGF1rkb/hbkp6KTy4Xp/dVbVs3kk0GJIl8FTvj4x90ornvabi84jVbDfVxSTasg0lbhp2/PY3a89LdLiZEwDJY9Pj8/3s41JRofgITIAFL2uL/zzuH0dIz8ge1tN7Ct750WgE2Lxj6w1usQQKWWCTJTiACTMA61PZf0GjHXqji8/cAg270OZy42tDJmUjSFqIs5QF09XbhwJlDooLt95gwqCjibPa4XOhxBj5CPLMgE/eun8vNP9HShLpeYTvxZ6al45G54u2erK3rxPbtR0RlM5GxLVuWorAgTXI/YjggAUsMimSDCIwnQAIWPRVEQAYCUglYHp8fTx84iuZe+f7gSTEa8JmVi2HRC7u17kxVMy41tKG2tRtO99ibFLNTzCjISsWyWQWiCVqRFrHSTXfAql+OKyer8Y//2S3Z0yZEwLrp9oW46Y5FksVEhuOPAAlY0tb0r/tO4mrL0B/NsTDWl0/D6tlDf3yLNUjAEosk2QlEoM/RhuOdv4dOO/69zIDLhkt1VfB6/ZwJncqKRemPw+V24u3D74oGVq3Khc2TDq/fB5vbjc6ByS/kGe10aVkhNiyezv2vfXW1vNeNtpFnseILi5eJlsvL246gvl763135+WnYet9S0eKW0hAJWFLSJduJTIAErESuPuUuGwGpBCyWQJvNjqf3Hx3XL0Gq5B5buRj5qcm8zbOLddhtxq3dNry89zR6+oealQYba+aWYM2ckmDTeL3ORKz2/u2wu8/zmi/WpDTT7UjSr+CuwWZXOu/45U7UXWgUy/wYO6EKWKYkAz79w09ApVZKEg8ZjU8CJGBJW9dXj1bgdE14vW2kjXCs9TsXl2JBca6oLknAEhUnGZuEwICzH4fafzZOwGL/Xl+pb4d9wA7/4NBNz2ZNNuamPoI+ex8+OLE/bKbsZmjWsF2lykSv04lWez96XfzeGw07v2XZLCyaNQUOjxf76mow4PWEFJeYO7AuX27GG/+Qr6XFHbfPx4wZ0d3CghWDBKyQHkmaTAR4EyABizcqmkgEhBOQUsBiUV1p68D2ExUY8IT2BiaUjJQKBbYsLEd5bhbvZcPiFdt19dqHofdFYDuyHt60GDrN2C3+vAO4YWKn/R/odR4Uupz3OpXSgCzzg9BrisesabjchG0/+wdvO6FMDFXAWnf/csxfXx6KC5pLBKiJu8TPwIGLNdhztlJiL+KZ/9T6xShI5/+BBh/PJGDxoURzwiXAjhAe7/gdoB7bc66muQvdtpFjfIODDqRpCzE96XY0dzTj2IWTYblWq3KgUuVCoRh6X9Nk6xtz42AoxrduWIBpU9IENXVflJOHe2eVhuJu0rkvvXQYDY1dotjiY2RKXiruv1+83WN8fAqZQwKWEGq0hggEJ0ACVnBGNIMIhE1AagGLBdhhs2P7yQo09Y5cvaxVqTjxR6dmXyruO2v+6fT64PJ44fIOf/m4XUKTjTSTkROv8pKtIbMQKl4NOxJbxLK7L6DL8Q94fN0h58JnAbt5MMN8H9TKif+o2/3XfTi3/yIfUyHNCUXAypueja1fvTMk+zSZCDACtANL2uegtceG379zWFonIlk36bX42p1rRLI2YoYELNGRksEbCAzfQnjVtgs9vpF/jzt77ahr7RnHa6p1EzJ103Gl/hLOV4fexF2h0EKpTAYTr9gNh6NHQ18vmvuFtYFISzLhc/cs58y9X1uNHif/XVzrCouxSYRbCB0ON373+z2yP2OPf34DjEat7H5DcUgCVii0aC4R4E+ABCz+rGgmERBMQA4BiwXn9fux70o17G4PMi1msF1TfEePY4A7jthm60e3Y+TTx+mZabh3QTmMWg1fU9fnsWODf9gZ/h9jM/MzsHXNvJD9B1rAdmL1DLwLnz9ww1S+TplwlWLYMG7X1UTrpThKyFfAMqeY8MDX74Il1cw3NZpHBK4TIAFL+ofh128eRGc/v1440kczuYd5RTm4e4m4t5gxbyRgRbKqieF7WMDyDDpQ0fcn+AaHbv07X90Cl8c3BkKStgDlKR/j/t++01Ww2Xvg9/fC7+/B4KAXg3Bz34GhDwEV0AAKNRRgopWZE67Y98kGu4XwYqfw2wQ3LJmBpaUFaOq34Ugj/4tiPrtgMYqSU8Iu+PnzjXhr15mw7YRqYPOtc1FamhfqMlnnk4AlK25ylkAESMBKoGJTqpEjIJeANZxhn9OJ5t5+dHT1wW5zYsA2AEe/E/Y+J3xeH4wW/bUvw9B3swEK5YjY5fR4wBrEF6WloDg99Dc4w0cHn9t9HDWt4ux0enjTIhRmhh5LoKqz3lg21wk43Ocx4KkO+QFhRwWN2tnQq4th0fG/ldHR58CLP30Nve3CPnWdKFC+AtZ9X70DU6ZHf++IkItBC2QhQAKW9JjfOnkZRyrrpHcUpoctN81BWT7/I+V83ZGAxZcUzRNKgAlY7DlTq9UYVDlRZ9+HC83HUd820oRcozQg2zgfBabVnJvKhg6uN9ZkY3DQc+1YIP8PDodtnWxp4j6AFDKMOi2+cN8qaNRKHGyoR5u9P6gZk0aLb69aG3Qenwl7917EseOhv3/iYzvQnMWLirFmzaxwzUi6ngQsSfGS8QQmQAJWAhefUpePgFwCltfjQ+2FJtRcbOS+1zV1oG/AiR6nC17f2E8VR2fPGowXzsrF1LIpmLdwKvKnpIMdGwxnhHt08EbfRVkpeGijdDfmMTGLiVhOTxXcvqEmyl5/z/Wjhjp1LpSKoduKmGBl1JZCpxYuBDVXt+GN378De684Oy34CFi3PLIWpcvFvfI+nGeE1sYeARKwpK9ZTVs3/vzBcekdheGB7cj98u2roFWrwrAy8VISsERHSgZvIMAErL6+Puj1euh0Ovj8fpyvaoHD2we3rx96VTKYgDU8Gtp7cLZSussVant60OYILjxNVsiV7NKbBSXocDiwv742aL2X5eXjrhniiD9vvnUGFyS6nCZQIrNn5+G2zXOD5hrJCSRgRZI++Y5nAiRgxXN1KbeoISCJgMV2q1/7oO/yyRpcPFbNCVfXdrGPy51tU3e6vfD4ffD6/PD4fFArVdyndhqlEjqNBlb9kECTkZeC4tIpWLyxDGqBDdRfP1SB01fFfcP3xD2rkGQa2z8iaoosIJC+DhveevY9NF1tFbB67JJAApYpyYjNj65H/kxxbwsLO2gyEHMESMCSp2TbD51FRX34vxekinbTvOlYPqNQEvMkYEmClYyOIsAErJ6eHk68MhqNqGvtRkdPP5SKkVt52fskm8OFyoZ2dPTYJeXn9nlxurWF85FiNiA/PRkGrQZsd5VRp4HT48WAywOH28Pd6NzcPdLrlK1hH0J+/RProVYrsauqMuCFPgoo8I0Vq5CkE+e91PbtR1Fb1yEpn4mMFxakY8uWJbL7DcUhCVih0KK5RIA/ARKw+LOimURAMAFJBCwAdZebcWz3OTRUSvOHjsGsw+IN5ViwdnbIuf/05fc5wUzMccuiGVg6q0BMk1Fh661n3sPFI+HdPDaZgJU7NYsTr6xplqjIlYKIbQIkYMlTv2hu5p5mNuKLt62QDAQJWJKhJcPXCAwLWAaDgduF9aedR9HU3guDTgO9Vg2H08NddCPX0KhVSE41wmrRIdkcfPf7gMuNOrYrrLYZHX1D4tq96+ZiZmEmTrW2oKZn8tYN6wtLsLFkqmipkYA1OUoSsER7zMgQERhDgAQseiCIgAwExBaw2ho6cWx3BSrPyNMnJTnTiiUbyjF7SQlvWj/8627ec/lOXMO2yc/hHwNfu9Ew7/yhyzj61il0t/YKCudGAUtr0GDp5gVYfIu4ze8FBUeL4oYACVjylXLniYs4dpV/U2a5Irt7SSnmFUm3m9Pj8cDr9UKj0XA9imgQAbEJDB8hZAKWyzuIJ1/eJ7YL3vam5qWjZEoa1EolepwD6O21o6ainnsv4Ogb4L70Ji2MViPMyUYUluUjJWvkluPzdS04UdWIaVPScduK2Wju78fhxvoJ/U9NTsWnF4jbiiGcI4Rut5f7GVeObHzjzY2OEPJGRROJQNwRIAEr7kpKCUUjATEFrIpDldjz0qGIpMkErE0fD/7JO9vu/tOX3hc9xngWsIZhndhzFkfeOglnvyskfsMCFvujb8kt87F083zojENHQmkQAbEIkIAlFsngdtjv0WffPYa2PuG9cYJ7CW1GeUE27l1WHtqiEGcz8crHjrir1VCpxO+xFWI4ND0OCTABy263Q6vV4nxNO9788ILsWRr1WsydlosUy1Cvrauna3Bs9xmcO1sNP7sJJ8BIy03BnFWzMG/90M+iy+3Focs1uOfmudza169cAstx9EjRG/D5hUtg0Yn7viDUJu59NidaW/vgdLHbG4ci1GpUSEuzICOd/+3I1MRd9keWHBKBqCFAAlbUlIICiWcCYglYB3ee4o4MRnLkTc3ELQ+ugiU58DZ32oEVXpUaLjehuqIetRUN6GjsCmjMmmrGlFm5mDIrB9PmFkGr04bnnFYTgUkIkIAl76PR0mPDM+8e43oWRnpMSUvCo+sXc/12xB7sD/Dqug40tfSgz+bgvlRqNaxmI0xGLXKzk1FckA6dlnZkic0+Ee0xccfpdHIC6RsHLuJSXZusGNKSTJg3PRc6jRrtDZ048Pej3K4rNlifUtaz1BdExGJzmZC17CMLMH3R0JFAo0ULnUGNQ431aOkfEb5TDQZsnV2OgqSRnVtiJXz+fCPe2nWGlzlbvxPVNZP3y0pPtyA3O4mXrc23zkVpaR6vuZGaREcII0We/MY7ARKw4r3ClF9UEAhXwBr0D2LX8wdw+URNVORjSTHi1gdXIbckc9J4SMASr1Qelwf2a0cJ2HECv8/HHScwWg0wWQ3cTiu2Y4HtXGBvyOnYjXjsydJYAiRgyf9EXGxsw0sH+f2BKFV0Zr0Oj968GCmmkZvZxPDV3NaLw8ercaV6REDw+q7twFKN34E1vTgTyxYVIyeT3x+5YsRINuKPABOwXC4XlEolfvf3Q7APuGVLMtliwE1lhZwQzHZdvfXs+/A4PWP8s11UfS4XJ2bxGSvvWYrFt87DlIwkKHVKHGyow9XuoQ++pqakcuKV2DuvhuNyONz43e/38AkTlVfb4AjCetaMbGh5CNWPf34DjMbo/rCOBCxejwVNIgIhEyABK2RktIAIhE4gHAHL7/Vj26/fRkut/Le8BMv0zs+sQ3HZlAmnPbf7OGpaJ28kGsz2RK9/9iPLkJVCzcgnYsP6xrBPlNkRQtaUlgYRkIIACVhSUA1u89DlWrx9+krwiRLMYLtEti6fi5KsVNGs+/2DePuD8zh7oXGczUAC1vDkObPzcMvaUiiV4u8GEy1JMhS1BJiA5XYPiVb//YJ8/a/Yz9Ky8kKY9FqcO3ARu58L7NvuccPhGStuTQZ13rpSfOyfNiMn3YrDjQ1cH6y1hcXYWCxew/bJfL/00mE0BNopfu3W7HPnG8F+9gONkqIMmM2BjzlOyUvF/fcvi9rnazgwErCivkQUYIwSIAErRgtHYccWgXAErDf/vA9XTtVGZcJavQZbn7gVaTnjt6UfuViHt49fFi1udjPQ17euE81evBli4hW7vYuJV6wxLQ0iIAUBErCkoMrP5oWGNrxy+By8fj+/BSLMykqy4KPLypCZxL83TTC33T12/GPPOTRPcmEFHwGL+cjJSsLtG+YgJchx9mDx0OuJR2BYwLI73fj93w/LBmBJaQHSk0you9iIHb/Yycsv243FRCyXzxu0N9bdj67HlofWcccPDWq1ZLuubgz88uVmvPGPUwHz8Xr9OH+xKWjOebkpSEs1BZx3x+3zMWNGTlBbkZ5AAlakK0D+45UACVjxWlnKK6oICBWwDrxxEsffrYiqXG4MJiMvBfc9cSs0N2z5Zg2In/z7fjjd4lxFnQgN3MMpNAlY4dCjtXwJkIDFl5Q085q7+/DK4Qp02OzSOBhldWZuBideaUW8CbCt04aXXzse8BgRXwGLhWo0aLH1rkXITKOduZI/EHHkYFjAauvux3O7TsqSWXaaFQtm5MHe58DzP3oF9l5HyH7ZkUK3z8cJWeyL5cGOIiqvfWVYzfj6jx5EydzCkG2Hu+DlbUdQX98Z0MzZiobrjdsnm1hUkA6rdfJd5Pn5adh639Jww5VlPQlYsmAmJwlIgASsBCw6pSw/ASEC1rmDV/DuNvk+GQyHytQ5+bj90bXjTOw9W4W9Z6rCMc2tTTbr8dmP3MQ1PKUxMQESsOjJkIMACVhyUA7sY8Dt4Y4Tnq4JvptBSLTsj+FVs4uxrqxEyPJJ17BG7X975QjaOwPfqhiKgMWcZaSZ8fGPLqUG76JWK76NDQtY1U2deGXveVmSXTm3GFaTHu+/dBCn3pPmg0mjXoO1a8vxwDfvliWn0U5q6zqxffuRgH4vXWmByxX4Q80Z07Kh10/+Xm/LlqUoLEiTPT8hDknAEkKN1hCB4ARIwArOiGYQgbAJhCpgNVW1YduTb4ftV04DC9bOxuq7F41z+fqhCpy+2iw4FHZ08OGNi6j3VRCCJGAJfsRoYQgESMAKAZbEUxs6e7H/Yg0uN7WL5mnJtHysmlUEiyFwDxohDl958yQqq4PHGqqAxWKZVpyBj962QEhYtCYBCQwLWBdqWvHmIfFaHUyGMjPVgkUzp6CzuRt/+bdtkhFnt3TOLsrCLY+sRenyGZL5mczw6dN12BPg1EBXlx0NTZP3Rk2yGgKKUxtuLsO8eQWy5yXUIQlYQsnROiIQmAAJWPSEEAEZCPAVsIa3g7/6h3dRe0GaT9elTPfhb92FlEzrGBcujxcvf3BaUMAeKggAACAASURBVEN3Jl7dubwUM6dMftuhlPnEkm0SsGKpWrEbKwlY0Ve7K80dON/QisqWTrCePqGOdIsJ03LSML8oV9ReV6PjuFLVhr+/FbhHzvB8IQIWW3vP5vmYHuBm3FC50Pz4JTAsYNW1dmPbe+ckT7SsJBsFWSk4+PoxHNkp3ZFFk0GL6fkZyJ+Ziy1fuV3yvCZysG/fJRw9NvnO+9a2PrCvG0dykhFZmVbodBPvvlqyuASrV8+MSE5CnZKAJZQcrSMCJGDRM0AEIk6Ar4DFAq06V483/vhBxGMWEsDsJSXY9PEVEy5lDd1ZY3e+gx0b3LpmHu284gmMBCyeoGhaWARIwAoLn+SL6zp6OCGrrbcf/U437E4X993n90OrVsGk18Gs18Ks0yIvLQnTctKRaQ3cMFmMoJ/bfgjNreP/aJ3ItlABKyfLioe23CRGuGQjzgkMC1idvQ786c3jkme7buE0GHQaPP+fr6CtTrobpZPNBhTlDt0W+vhPH4HeJP5OSj6wjhy5iv0HJt/Zxhq6u91esGPFGrUKWi37mvzY4KqVM7F0qbhHmvnkEe4cErDCJUjricDEBGgHFj0ZREAGAqEIWC/+/E201gVuhClDyIJdbP3yZuQUpU+4vrXbBtYX61L95MdImHA1tzgXrGk7Df4ESMDiz4pmCidAApZwdlKvHN7BO5Eft9fHCVgTjUDrxIi5saUHz+8I3BtntB+hAhaz8Yl7lyIve/ytuGLkQTbih8CwgMUumfnNjg8lTYztJF+/aDr6e+x46n8/L6mv9GQTpmQOPf8f+czNmLF4qqT+Ahm/eLEZe/ZUwOX2CI5Bp9Vgw4YyzJoV/TcOTpQkCViCS08LiUBAAiRg0QNCBGQgwFfAOn/4Kna/KO2bKanTLS7Nw52PrQ/oht1QWNvahdaukWa+7E1eYVYK7bgSWCASsASCo2UhESABKyRcUTFZaoEqWJL7j1TiwwBHim5cH46AtXxRCVYtmxYsJHo9wQkMC1jsBr+fv7gPPv+gZESSzHqsmFOM1voO/O1Hr0jmhxnOTrciO3XoRs619y/HgvXlkvoLZtzl8uDwkSocC+Hnf9jm4sUlWLa0BDqdJpibqH2dBKyoLQ0FFuMESMCK8QJS+LFBgK+A9fIvd6G5JniT22jP+uH/dSdSspKiPcy4io8ErLgqZ9QmQwJW1JYmagP788uH0NrO7/ggSyIcASsrw4pHttIxwqh9GKIkMCZguVwuKJVK/OG1w+izuySLLDPFjEWz8lFdUY9Xn3xLMj/McH5WMtKSho4EL9k8HyvvXiKpP77Ge3ocqKlpR01NB6pr2sH43ziYmFhclIGi4nQUFWYgOdnI13zUziMBK2pLQ4HFOAESsGK8gBR+bBDgI2DZ+xx4+vs7YiOhIFGuvmsRFqybHRe5xEoSJGDFSqViO04SsGK7fpGI/nd//gC2fv4CQTgClsWsx+OPrIlEmuQzhggwAWVgYABqtRp7jl/FqcuNkkWfk27F/Ol5uHyiCjv/sEcyP8xwaXEWtJqhXlLz15dh3f0T9ySVNAgexu12FxwONxwOF4xGHYxGLUwR6tfFI1zBU0jAEoyOFhKBgARIwKIHRFQCXV1daGxshNvthl6vR25uLlJSUkT1EYvG+AhYFYevYk+MHx8crk3+jGx89PGNsViqmI2ZBKyYLV1MBU4CVkyVKyqC/a/fvQN/CEe0whGwlEoFvvb4pqjIm4KIXgJMwOrv74dOp0NNSw+2v3dGsmBTrUYsKytEw5VmbPvvNyTzY9BrMLNg5MbmFXctxtLbFkjmjwwHJ0ACVnBGNIMICCFAApYQarRmHIGmpiZ897vfRX19/bjX5s+fj3/913+F2WxOWHJ8BKydf9qLytP8b+mLdpif/9ED0Oljt3dBtPO9MT4SsGKtYrEZLwlYsVm3SEXNbhv72f/sDsl9OAIWc/Qvn9sItVoZkk+anFgEmIDV29sLo9EIpVqN/3ruPfgnONYmBhWzQYfV80vQ3dqDP33/ZTFMTmgjK9UCtttreGx8aA3KV86UzB8ZDk6ABKzgjGgGERBCgAQsIdRozRgCbNfVww8/zO26mmwkJSXhueee43ZlJeLgI2D95lt/g9ftixs8mx9ehRkLiuImn2hPhASsaK9QfMRHAlZ81FHOLH751Ltwub28XYYjYOm0anz5sZt5+6KJiUmACVg9PT0wGAzc+9KX95xCZUOHJDA0ahU2LpnB2f7NvzwLt1P4rXyBApyenwGTQXt9ygPfvBs5xSM7siRJjowGJEACFj0gREAaAiRgScM1YayyNwHf+MY3cPr0aS7n/Px8fPvb30Z2djaqq6vxve99j9umzcbdd9+NL33pSwnDZnSiwQSs7tY+/OX/vhZXbJZsLMfyj8yPq5yiORkSsKK5OvETGwlY8VNLuTJ56m8H0N1t5+0uHAErJdmExz6xkrcvmpiYBIYFLK2W9V4ycT2w3vzwgmQwlpYWcM3Vdz61B5ePV4nuhwm3s4uyrts1p5jw2I8+IbofMhgaARKwQuNFs4kAXwIkYPElRfMmJNDW1oZHHnkEPp+P6yWwY8cOsDcEw2P06+z/b9u2jfvEK9FGMAGr4Wordvz6nbjCUnbTNGy4n26DkquoJGDJRTqx/ZCAldj1F5L962+fxsXKVt5LwxGwZk3Lwp23zOPtiyYmJoFhAUulUsFqHTp298zrh9HSZZMESHFuGmYVZuL8oct4+08fiO6jIDsFrNfW8ChfNQsbH1wtuh8yGBoBErBC40WziQBfAiRg8SVF8yYk8Pbbb+MnP/kJ99oXv/hF3HPPPePm/eIXv8Abbww1rvzZz36G8vLyhKMZTMC6fLIGb/1lf1xxKS7Nw52PrY+rnKI5GRKwork68RMbCVjxU0u5Mjl3sQlvvnuOt7twBKzbbi5H+axc3r5oYmISGBawFAoFkpOTOQgXa9vwyvvSNHM3G3VYPa+E8/Pcf2xHR0OXaOCNei1mFGSMsffJH9yPlMwk0XyQIWEESMASxo1WEYFgBEjACkaIXg9IgAlSO3fuDChO7du3D//2b//GzXnooYfwyU9+MuGoBhOwTu29iL1/PxZXXDIL0vCxr9wWVzlFczIkYEVzdeInNhKw4qeWcmVid7jwm2f57zoJR8D6wqfWwmTUyZUa+YlRAjcKWIMAFAD+9vYJ1DSLJy6NxlNanI3C7BRcOlaFN5/eIxq5krw0WE0j/WUXbpyDNVto97togMMwRAJWGPBoKREIQIAELHo8BBNgbwC+9rWv4ezZs1Cr1XjhhRfAmrXfOC5fvsztzmKD7dAa/m/BjmNwYTAB6+DOkzi2uyIGM5s8ZEuKEY/+n3vjKqdoToYErGiuTvzERgJW/NRSzkzePXARx3nesitUwFo0rwA3r5wlZ1rkK0YJTLQDi6VS29KN53cdlyQrvVaNtQunQalQYM/z+3B238Ww/TDhiglYwyO7OBMPfP0uKJRMjqMRaQIkYEW6AuQ/XgmQgBWvlZUhr9EN3Fkfgeeffx6pqanjPF+6dOl683YSsLZNKPK9v+Mozuy/JEPV5HOhM2jx+f+4Xz6HCe6JBKwEfwBkSp8ELJlAx5kbh8ON3/9lL7w+f9DMhAhYapUSn394DYzGkR6cQR3RhIQlMJmAxYAcPFOND05elYQN24HFdmKx8cov30TthQbBfrQaFdjNg+yWQzaMVgPu/9pdSM4c6ulFI/IESMCKfA0ogvgkQAJWfNZVlqyECFgPPPAAHnvssevx1dXVyRJrpJ185Stfgc1mw89//nNYLJbr4bCG9uzr6Dtn8eGbQzc5xstIybTi4W/dxTX47+3tjZe0ojYPl8sF9sUuS2DXgtMgAlIQ6Ovr48wONz6WwgfZjC8C7N88jUaDMxcaseu94DuN2b8ZPr8P7IMxlXLoj/Ng49b1ZZg7Ow8ej4f7t5YGEQhEgL1/Zc8J64E1/J6M/dtpNpu5ZTsPnsfpK02SQCyfmotp+Zlw2l1469n3UFNRL8jP9CkZMBu18Pv9MCTpsflT65FTkkU/A4JoSrOIfbDodru592SjL7iSxpu8VgsKCuR1SN6IwCgCJGDR4yCYgBABa+vWrfjc5z533eemTZsE+4+HhXPmzMGGDRtQcagSe146FA8pXc8hb2oWtnxxExobG/Hyyy/HVW6UDBEgAkSACPAjkJWVBfbhlVKpxP4jlfjweBW/hTxnLV9UglVLp3F/yL/44otobeV/4yFPFzQtQQgsWLAAa9eu5bL9264TqGmRph/WXRuXY1ZJPufnvRcO4PQH50MiPHzrIPvQyqNxYuMja2CyGtDR0YFXXnkFdrs9JHs0mQiESuCdd+Lr5vRQ86f5kSVAAlZk+ce0dyEC1o1HCD/zmc/ENAO+wTc0NHBvrqdMmcK9iR8e+fn5WL9+ParPN+L1p97jay4m5k2fX4jbHlmN2tpafPAB/wa+MZFcFAbJfh7ZM8aeL/apMg0iIAUBtjuGDbY7hgYR4EugqKgIa9as4aa/f/Ayjp6umXzpIMB+n3G/x4L8KlsyrwjrVszgbO3duxc1NQHs8g2W5iUEgcl+ly1ZsgSzZ89G/4Abf9l5FD39A5LwWLmoFIvKp3O2q8/W4diuU2i6Glx8zU6zIDvNCnOyEdllaZixdOh2w/r6erBLk7xeryTxktHQCbD3ZOx3WTy+L3v66adDB0IriIBIBEjAEglkIprh28T9ypUr+MIXvsAhoh5YE/fAaq3rxIs/fzOuHqN5q2di7UeXxFVO0ZwM9cCK5urET2zUAyt+ahnJTE6eq8fuvRcmDIFvD6yNa2ZjQfnQLhYaRCAUAoF6YI2202d34vV951DX2hOKed5zC7JSMKNgpI8VE7LYkcKa8/XobR9/FLakMANLVpWiqGwKZi2dRh9W8SYdmYnUAysy3Mlr/BMgASv+ayxphj/72c+wc+dOzsevfvUrzJo1/gagd999F//5n//JzXnooYfwyU9+UtKYotF4sFsIbd12PPPvr0Rj6IJjWv6R+ViysVzweloYGgESsELjRbOFESABSxg3WjWeQFuHDYeOV+HSDbtOgglYM6dm4aZFJchMH+knSXyJQCgE+ApYwzbfOFCBs5XNobjgPZddQDA1L33MbYJsscflhcPmgL1vAEazHqUz8pCZOf6mb96OaKLsBEjAkh05OUwQAiRgJUihpUpztDj1xS9+kdthdeP4xS9+gTfeeIP730zwKi9PPFEjmIDF2Dz3f19HV2v8NDu//583I7swXapHj+zeQIAELHok5CBAApYclBPLR21DJ6rqOlBd14HOLjsmErDSUk0oLkhHSUE6CqekJRYgylZ0AqEKWCyA/aersO+UuP3bRiem06iRkWJGerIJGclmMGGLDb1Wg8KcFBh0GtE5kEFpCZCAJS1fsp64BEjAStzai5J5W1sbHnnkEe6mOZ1Ohx07doy5aWP06+wGjm3btnG37iXa4CNg7XvtBE6+H1ojz2jlaE4y4tP/ei8wiKA9TKI1h1iLiwSsWKtYbMZLAlZs1i1WonYMuNFrc6DP5oBarYbVbIDJqIPRoI2VFCjOGCAgRMBiaV2p78CHZ6vR2C79h41MwLppTiGWlRZBq6GegzHwWI0LkQSsWKwaxRwLBEjAioUqRXGMoxu5szBZU/JvfvObyMvLQ2VlJb7//e+D/QJn46677sITTzwRxdlIFxofAav+Sgte+e1u6YKQ0XLZTdOw4f6bZPRIrkjAomdADgIkYMlBObF9sCbU7EMxJmDRZQGJ/SxIlb1QAWs4njNXm/DhmRp09Q29vxV7zJmWgxVzipFqNYptmuzJSIAELBlhk6uEIkACVkKVW5pku7q68PDDD8Ptdk/qICcnB3/84x+5N6SJOPgIWIzL77/zElwDk3OMFXa3f2otps6l5rpy1osELDlpJ64vErASt/ZyZc5+l7H3E2xXN/uiQQTEJhCugDUcz5GKWlyobUOTCDuy9Fo11wtr8ex85GZQryuxax4JeyRgRYI6+UwEAiRgJUKVZcixtbUVP/jBD8BuHLxxbNiwAV//+tcTVrxiPPgKWLue249LJ2L7GnC1RoXP/fB+sO805CNAApZ8rBPZEwlYiVx9eXIfGBgA+33G2g3o9Xp5nJKXhCIgloA1DM3mcKGqsQNXGzpxtbEDXp+fF0/W66okL40TrlifKxrxRYAErPiqJ2UTPQRIwIqeWsRFJGw3FhOz2BEA9glqQUEBMjIy4iK3cJLgK2B1Nvfgrz8Zangfq+OmzfOw9JY5sRp+zMZNAlbMli6mAicBK6bKFZPBkoAVk2WLqaDFFrBuTN7hdKN/wA3HgAv9TjfsA25o1SqYDFqY9FqYDDruvzVq+qAvph6cEIMlAStEYDSdCPAkQAIWT1A0jQiEQ4CvgMV8vL/jKM7svxSOu4itZc3bP/V/PgqlUhGxGBLVMQlYiVp5efMmAUte3onojQSsRKy6vDlLLWDJmw15i1YCJGBFa2UorlgnQAJWrFeQ4o8JAqEIWPa+ATzz7zvg97Er/GJrrNuyFHNXzoitoOMkWhKw4qSQUZ4GCVhRXqA4CI8ErDgoYpSnQAJWlBcoTsIjAStOCklpRB0BErCiriQUUDwSCEXAYvkf2nUaR3adjSkUabnJePDrd8RUzPEULAlY8VTN6M2FBKzorU28REYCVrxUMnrzIAEremsTT5GRgBVP1aRcookACVjRVA2KJW4JhCpgMRDbfrULTdXtMcPkns9vQMHMnJiJN94CJQEr3ioanfmQgBWddYmnqEjAiqdqRmcuJGBFZ13iLSoSsOKtopRPtBAgAStaKkFxxDUBIQJWX7cd2365C/29jqhnc/PWZShfPj3q44znAEnAiufqRk9uJGBFTy3iNRISsOK1stGTFwlY0VOLeI6EBKx4ri7lFkkCJGBFkj75ThgCQgQsBqehshU7fvNOVHNadHMZVt6xIKpjTITgSMBKhCpHPkcSsCJfg3iPgASseK9w5PMjASvyNUiECEjASoQqU46RIEACViSok8+EIyBUwGKgKg5fxZ4XP4xKZtPnF+K2R1ZHZWyJFhQJWIlW8cjkSwJWZLgnklcSsBKp2pHJlQSsyHBPNK8kYCVaxSlfuQiQgCUXafKT0ASECljsTZZCocDJDy5g36vHo4rhtHkF2PzQKihVyqiKK1GDIQErUSsvb94kYMnLOxG9kYCViFWXN2cSsOTlnajeSMBK1MpT3lITIAFLasJknwgAECpgjYZ39Vw93n7uADxub8SZLlxfilV3Lox4HBTACAESsOhpkIMACVhyUE5sHyRgJXb95cieBCw5KJMPErDoGSAC0hAgAUsarmSVCIwhIIaAxQx2NHVj118PoLO5J2KE121ZirkrZ0TMPzmemAAJWPRkyEGABCw5KCe2DxKwErv+cmRPApYclMkHCVj0DBABaQiQgCUNV7JKBCQRsJhRt9ODt58/gKpzDbJSTko3Y929S1E4K1dWv+SMHwESsPhxolnhESABKzx+tDo4ARKwgjOiGeERIAErPH60mh8BErD4caJZRCBUAiRghUqM5hMBAQTE2oE12nXNhSYc230OTdVtAiLiv0Rn0GLJxnKwY4M0opcACVjRW5t4iowErHiqZnTmQgJWdNYlnqIiASueqhm9uZCAFb21ochimwAJWLFdP4o+RgiILWANN3dn6V88Xs0JWV2tvaLTWHxzGRZvLIdWrxHdNhkUlwAJWOLyJGsTEyABi54MqQmQgCU1YbJPAhY9A3IQIAFLDsrkIxEJkICViFWnnGUnILaANVECbEdW7cVG1F5oQk+HTVCOaq0KRbPyUDg7F0Wzc2GyGgXZoUXyEyABS37mieiRBKxErLq8OZOAJS/vRPRGAlYiVl3+nEnAkp85eUwMAiRgJUadKcsIE5BDwBqdImv2zgSt7rZeOGxOOGwDsF/7jkGAHQs0WvTXvgwwWQ0omDkkWtGITQIkYMVm3WItahKwYq1isRcvCVixV7NYi5gErFirWGzGSwJWbNaNoo5+AiRgRX+NKMI4ICCngDX6eOFE6HxeP1RqZRxQpRRGEyABi54HOQiQgCUH5cT2QQJWYtdfjuxJwJKDMvkgAYueASIgDQESsKThSlaJwBgCcgpYfNAHE7n42KA50UWABKzoqke8RkMCVrxWNnryIgEremoRr5GQgBWvlY2uvEjAiq56UDTxQ4AErPipJWUSxQSiTcCKYlQUmkACJGAJBEfLQiJAAlZIuGiyAAIkYAmARktCIkACVki4aLJAAiRgCQRHy4hAEAIkYNEjQgRkIEAClgyQE9wFCVgJ/gDIlD4JWDKBTmA3JGAlcPFlSp0ELJlAJ7gbErAS/AGg9CUjQAKWZGjJMBEYIUACFj0NUhMgAUtqwmSfESABi54DqQmQgCU1YbJPAhY9A3IQIAFLDsrkIxEJkICViFWnnGUnQAKW7MgTziEJWAlX8ogkTAJWRLAnlFMSsBKq3BFJlgSsiGBPOKckYCVcySlhmQiQgCUTaHKT2ARIwErs+suRPQlYclAmHyRg0TMgNQESsKQmTPZJwKJnQA4CJGDJQZl8JCIBErASseqUs+wESMCSHXnCOSQBK+FKHpGEScCKCPaEckoCVkKVOyLJkoAVEewJ55QErIQrOSUsEwESsGQCTW4SmwAJWIldfzmyJwFLDsrkgwQsegakJkACltSEyT4JWPQMyEGABCw5KJOPRCRAAlYiVp1ylp0ACViyI084hyRgJVzJI5IwCVgRwZ5QTknASqhyRyRZErAigj3hnJKAlXAlp4RlIkAClkygyU1iEyABK7HrL0f2JGDJQZl8kIBFz4DUBEjAkpow2ScBi54BOQiQgCUHZfKRiARIwErEqlPOshMgAUt25AnnkASshCt5RBImASsi2BPKKQlYCVXuiCRLAlZEsCecUxKwEq7klLBMBEjAkgk0uUlsAiRgJXb95cieBCw5KJMPErDoGZCaAAlYUhMm+yRg0TMgBwESsOSgTD4SkQAJWIlYdcpZdgIkYMmOPOEckoCVcCWPSMIkYEUEe0I5JQErocodkWRJwIoI9oRzSgJWwpWcEpaJAAlYMoEmN4lNgASsxK6/HNmTgCUHZfJBAhY9A1ITIAFLasJknwQsegbkIEAClhyUyUciEiABKxGrTjnLToAELNmRJ5xDErASruQRSZgErIhgTyinJGAlVLkjkiwJWBHBnnBOScBKuJJTwjIRIAFLJtDkJrEJkICV2PWXI3sSsP5/e/cfs109xwH8K6IfT089mTyyokKtZYWVMbMRNm0iSyoqv6ZSfoeUqJ4w8qtMlKKSCqWxmCWk/EhhYX6m5Em2aG1MqIR9znbdO891X/f9nPu67+vc9/f6vM4/rOe6zvl+X5/vznXu9/me7+lD2TEEWMbApAUEWJMWtn8BljHQh4AAqw9lx8goIMDKWHV97l1AgNU7eboDCrDSlXxZOizAWhb2VAcVYKUq97J0VoC1LOzpDirASldyHe5JQIDVE7TD5BYQYOWufx+9F2D1oewYAixjYNICAqxJC9u/AMsY6ENAgNWHsmNkFBBgZay6PvcuIMDqnTzdAQVY6Uq+LB0WYC0Le6qDCrBSlXtZOivAWhb2dAcVYKUruQ73JCDA6gnaYXILCLBy17+P3guw+lB2DAGWMTBpAQHWpIXtX4BlDPQhIMDqQ9kxMgoIsDJWXZ97FxBg9U6e7oACrHQlX5YOC7CWhT3VQQVYqcq9LJ0VYC0Le7qDCrDSlVyHexIQYPUE7TC5BQRYuevfR+8FWH0oO4YAyxiYtIAAa9LC9i/AMgb6EBBg9aHsGBkFBFgZq67PvQsIsHonT3dAAVa6ki9LhwVYy8Ke6qACrFTlXpbOCrCWhT3dQQVY6Uquwz0JCLB6gnaY3AICrNz176P3Aqw+lB1DgGUMTFpAgDVpYfsXYBkDfQgIsPpQdoyMAgKsjFXXZwIECBAgQIAAAQIECBAgQIBARQICrIqKpakECBAgQIAAAQIECBAgQIAAgYwCAqyMVddnAgQIECBAgAABAgQIECBAgEBFAgKsioqlqQQIECBAgAABAgQIECBAgACBjAICrIxV12cCBAgQIECAAAECBAgQIECAQEUCAqyKiqWpBAgQIECAAAECBAgQIECAAIGMAgKsjFXXZwIECBAgQIAAAQIECBAgQIBARQICrIqKpal1Ctxxxx3lrrvuKv/5z3/KVlttVXbYYYey+eab19kZre5F4J///GdZv359ueeee8qmm25atttuu7J27dolOXbs+y9/+Uv529/+1ozJ2HbcccfyiEc8Ykn2byf1CDg31VOrWlt69913lxhn9913X9lss83K9ttvX9asWbPk3fn73/9e7rzzzuY4sa1evbo86lGPKg95yEOW/Fh2uLIE4nfstttua37THvzgB5dtt922uc560IMetCQNjf3ecsst5d577y33339/2Xrrrcsuu+xSVq1atST7t5PpFohxE9vDHvaw6e6o3hHoUUCA1SO2Q+USuPHGG8u6devKv/71r1kdP+CAA8pRRx1VNtlkk1woejuvQFyIf/CDHyzf+c53Zn0uAqaTTz65POEJTxhL8dprry0XX3xxcyE+aov9HnfccWWnnXYaa/++VI9A3+em+APw8MMPLxGePvShDy2XXHJJEzDYplfgz3/+c3nXu95Vbr/99lmd3Guvvcp73vOeJQkAvvvd75YLLrhg5HFOO+208tSnPnV6kZP37H//+1+5/PLLy9lnnz1LIoKst73tbWXfffcdWylC0dj3VVddNXIfz33uc8uxxx5btthii7GP4YvTLXDrrbeWI488sglW4/orwlUbAQKLFxBgLd7QHgjMErj++uvLSSedNK/MM57xjPLud797ye4SKkPdAnExfvTRR88ZMEXv4o7ypz71qbLzzjsvqLOx72OOOabcfPPNG/3eRz/60bLHHntsPgLp5gAAHEBJREFU9HM+UKdA3+emCGVf8YpXNLNjYnMhX+e4WUirY9bVYYcdNjMbatR3YxbLRRdd1MzKGmeLc9o73/nO8pOf/GTOr7/3ve8t++yzzzi7950KBM4777xy6aWXztvSN7/5zWW//fZbcG9GjeG4iRSzaSLYGmwxq+ZLX/qSWfULFp7+L8RYiWv8n/70p373pr/cetizgACrZ3CHm36BmHF18MEHN7MNYos7gDH7YMsttyw33HBD+fCHP1weeOCB5t9cYE//eOjawy9/+cvlk5/8ZPPxeOwlZihEkBSPn8Z/j4ug2OKxmM9+9rPNBVHXLf7Ye8Mb3lB+85vflMc//vHlRS96Udltt92aO8c///nPy8c+9rGZmYLbbLNNM0PGozdddev5XN/nphh3J554YokZX4NNgFXPeBmnpVHzmPnys5/9rPl6PMp1wgknNI9A/+EPf2j+oPvHP/7R/NsLX/jCZgbLQrc4xlvf+tbyi1/8Yuarz3nOc5r9xfkrwtJrrrmmxEzneDzaNn0Cv/3tbzcYOzGj/dnPfnZzbRWzsi677LKm0+Oeb84444xy5ZVXNvvYc889mzE8mD3zxz/+sTmvDUL5l7zkJeW1r33t9CHr0YIFYuZpzNqLWce//OUv/e4tWNAXCHQTEGB1c/IpAp0FrrvuunLqqac2n4+7v/EYQ3sthvYMiLgwOv30083C6qw7nR/873//Ww455JASd31jrERgFWtsDLb4gy1mscTFUWzx74973OM6Y8T3L7zwwrL33nuX3Xfffdb34rix/wg4xr3g79wYH1w2gb7PTWeddVa54oorZvoba//FGkUepVi2ITDxA8f6enHDJoKEmJ0SwXw8NjrY2v8e/z2ChoWuCfm1r32tCd1ji6A9woZxH62eOIgDTEQgZgp//etfb/b9+te/vuy///4bHKd97olwKUKmrtu///3v8tKXvrS5CRkzBWOW1/ANnfY4HuemUte2+FxdAhFavelNb5rVaNdVddVRa1e+gABr5ddICysT+MAHPlCuvvrqJog455xzymMf+9gNetAOI+ICPqafW0OhsiIvcXMjmDriiCOavY4KPeO//+hHP2rWlIntVa96VRN4LdUWYzL2HTMEY/v4xz/ezNCyTZdAn+emmL0QwUJsEZxGcBWzclzIT9eYGu5NrBcUN2Vii8eWY7bn8Nae3bLQR5Yj7D/ooIOaGQ7xGxvnql133XW6UfVuA4F4LDlmuccYGBWSxofjpsyhhx7aBKnxW3bmmWd2vlEYMwTju3FDJ8Kp888/f9Z6pXHsAw88sGmXAMsAHQhE6Pntb3+7+Z2L0POrX/1qM/Pd754xQmBpBQRYS+tpb8kF2jNp5gun2ncP42I/FrW15RWIC573v//9DcBc4VT7jm+EojFNfaleAtB+7CcutGK2Vrz50DY9An2em2JdouOPP77Be+QjH9n8ARjrFd10000u5KdnSI3sSfu3ba5wqj0T8OUvf/lMeN+Fpj224rHBd7zjHV2+5jNTJBA3fOJ3MsKpJz7xic2yDMNvHIzzXcwEjMf8Ikj4whe+0PnFEe0ZWMEW57LhxeAjwIp13iLkmuum0xSR68qYAjEDOWYDCrDGBPQ1AnMICLAMDQJLKNC+c/eYxzymmYE1KmT44he/WD796U83R7YO1hIWoNJdxcX1ueee27Q+Zsk8+clPntWT9kX1Ut/xba+NFBf78chEPDphmx6Bvs5N69evb9aDiT8uI8T/3Oc+V9asWTOzZpEL+ekZU8M9aa9NNd955He/+10zOyu2mKE1+P9dZNq/naecckoze/kHP/hBE1TEbJw4N8bjhE972tOWLODv0i6f6U/gV7/6VXnjG9/YHHCu9aeGb8os9LHleEw/Hn8dbLEQfIStsZD78Np+sebb8573vP4AHKkagcH5yu9eNSXT0EoEBFiVFEoz6xBoBwFzTT2Pngiw6qhnX63sMh6Gx9ZCF3Kfry/t9UKsy9ZX1fs9Th/npvashLhgj3EVb8xc7B+T/Uo52rgCXevcXoB7IQHWIDj48Y9/3Iyp+bYIT+PxwoW+sXXcvvtefwJdxk/XsThXq+MxxVioffDylMHnYsZXzO4aLNAdwVaseTQ8A6w/DUdayQICrJVcHW2rWUCAVXP1tH3FCYzzR+JcM25WXOc0aGICXQKs9gyapXyE8Nprry3r1q1r+jZqAfmJddqOexWY9Lkp/uCLFwEM3szVnlm62D8me4VysLEFuta5HUDEYtmvec1rOh1z1NsH44sx23nVqlUlHrP+61//OrOvmAX2+c9/fubtcZ0O4kMrXqBrgDV4U+W44+D2229vHlWca4uQ9Ctf+Yo39q74EbN8DRRgLZ+9I0+3gABruuurdz0LTPqPxJ6743A9CSxXgDX8xpxRb3PqicBhJiwwyXPT8CM1b3nLW8rzn//8mR61g42FrkczYRa7X0KBcQKsuR4BG9Ws9v7j3yP4esELXrDBS1Buu+225vGyWEw5NutkLWGBV8iu+giw2o+5xjkrZlnFSyi++c1vbqCwevXq5vH/eEzaRmBYQIBlTBCYjIAAazKu9ppUYJw/Eq2BlXSwtLrdJcDqOra6ag6HVwt5lKfrMXxu5Qh0HT9dxuJwr9qzA2Mdog996EPl3nvvnflY/AEYb7mMz8UWC2/H4u5r165t1pSxTYfAOAHWQs47w0HoZZddVrbccstZeLfeems58sgjm/++1OsFTkel6u5F1wAr1qYa582n7fUm41HoWK90hx12aNDivPatb32rxAsKBpsxVvd4mmTrBViT1LXvzAICrMzV1/clF+j6mFcsDhqLhMYmwFryMlS3w74Xcb/++uvLSSedNON0wAEHlKOPPto6HtWNnO4NnuS5qR2OdW9RaWZpxWwt23QIdF3E/eabby6ve93rmk4vNMAaPBY236LI999/fznwwAObWVjzvUxlOtTz9WLSi7i33wo81wzBO+64o/nNjHNfbB/5yEeaNyLaCLQFBFjGA4HJCAiwJuNqr0kFhl9VH3eIN99881ka7VeNn3766WWvvfZKKqbbIdC+YI43uMVF8/DWfnX4YtbA+sY3vtG8dnywxRofhxxyiEJMucAkz03xR1ysZTT4Y64r5ULCi6779LnlFWj/tsUi6rvtttusBrXPd/FmtyOOOKJToyMgO+2000qs27exAOuggw5qZvwJsDrRVvWh9m9hhEbxeza8iHr7fLfQx5bbN5Tmu8EY125XXXVVYxfjfo899qjKUWMnLyDAmryxI+QUEGDlrLteT1AgFmW/+uqr51wQOy7CY7HjuAiLRUAvvfTSstVWW02wRXa90gViLAz+iNt7772bWXnDF+TXXXddOfXUU5uuxPh52ctetqBuxbi78MILy0UXXTTzPWteLYiw+g9P8tzUfmRwGCrChmOPPbbccsstTfBwzjnnNI8QxvnP27uqH1YbdKAdTh1zzDHNDKvh7YwzzihXXnnlWH/4tx9xjccEY6bV8BZvwzz00EPLfffd5xHC6RpeTW/ihREHH3xwiTrHI8sxoz3OJe0tFvQ//PDDywMPPNCEqGeeeWbnc007wDrhhBPKs571rJGKZ599domblLG9733vK/HbbSPQFhBgGQ8EJiMgwJqMq70mFmgHDfvss09zx7j9R1r73/fcc88Sd/H8EZd4wJTSvJY7ZkHdfffdI4PPdugZUsMzG+KRmVe+8pXNjINYvyPWIGrfDY4L/gjFvve97zUzAuMPuwgzYvzZ8ggs9twUsw1ibG2xxRbN4zIRqHY5d3VdGylPJaa3p+3gYFS40P73CB2GZymvX7++eTRr0003bcLO888/f4MbPPHvr371qxvAmFlzwQUXlO22224D0PPOO6+5MRSbx1Snc6y1Z/qNCkrbIenwrOY4H8Xv3w9/+MNmTat4GUA7CI11s4477rgGbuutty4XX3zxrIAsfmfjNzt+c2OcxjiMUN5GoC1wxRVXlLPOOqs5V8U5KcaTjQCBxQsIsBZvaA8ENhAYXg9m3333be4ExmKz3//+95s7gXFXMLZTTjmlPP3pTydIoLmLPFgXLS524s7vk570pHLXXXeVT3ziE+Wmm25qlEYtGNte3yg+M/zYw2DB9givYnzGgrQxMyLuYMex2luEYXGRtf/++3cKJ5SuHoHFnpvas18WsnCxAKueMbLYlg6/KTDONW9/+9vLox/96PL73/++nHzyyTNvCIxzTMwCbW/tBbpHPSYY+1+3bl2JMDa2+MyJJ57YnCvvueeeJkgYvCku/u0zn/lM2X777RfbLd9fYQLtcRJNO+qoo5qZUvH7FaHB5ZdfPjM+IoDadtttZ3rQXqst/uPwo8ztcCr+PYKpCOt33nnnZh/xpsv4jY3/jW2uxxhXGJnm9CAQNwt//etfl0022aS5toqA/pprrmmupeJFJvHSkvjMwx/+cOelHurhENMrIMCa3trq2TIKDC+SPaop++23X/Nq5i4zGJaxKw7dk0BcVMfMg3jMaq5t+I1Ig89tLMAavtjfWJe22Wab5m5hHM82XQKLOTctJsDqsvj2dEnn7U3MJD3ssMOamZ5zbRGARrg0HKBvLMCK/UXwHo9RD95qOdcx4kUVz3zmM/MWYsp73p5pN1dXjz/++BI3EdvbxgKs+OzwW3rjv8XM07hei6B0sK1evXrWLMEpZ9e9eQRGjZtRHzcz1DAisDgBAdbi/HybwJwCN954Y3OneNTCxhFUvPjFL6ZHYAOBuDMXj0YMFoZt/2PMZIjHHuIO3vA2fMd4+I1I7dfKdyG38HEXpXo/M+65KdYtikdzYot1ZeL/x53mjW3txbfjsbFLLrmkxB9+tukVuPPOO5sZxvHGweEtAoV4RGs4vIrPtc9V842VePQrZjOPOlfG+StmZe20007TC6xnJc4rMdPq3HPPnZnVPmCJmy8xS+opT3nKLKn4XozNmBEf21wvEojHXeMcd8MNN4zUjnW4Ikh1o8dgHAi0H3GeT2Wut1uSJECgm4AAq5uTTxEYWyAu5OMxsAgn4sJp1113HflmwrEP4ItTJxCvf4/XdMcMhgin1qxZM/P4wtR1VoeWTcC5adno0xw4ZmPFOIvfvzif7bjjjiND+HFB4lwZL8GIQCsezY/1sNauXTvu7nyvQoEYW3/605+amVHxe7nZZpuV3Xfffclmt8eMvwgmYozFDKxVq1aVXXbZZWQAWyGfJhMgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALgEBVq566y0BAgQIECBAgAABAgQIECBAoDoBAVZ1JdNgAgQIECBAgAABAgQIECBAgEAuAQFWrnrrLQECBAgQIECAAAECBAgQIECgOgEBVnUl02ACBAgQIECAAAECBAgQIECAQC4BAVaueustAQIECBAgQIAAAQIECBAgQKA6AQFWdSXTYAIECBAgQIAAAQIECBAgQIBALoH/AwoH5rUjbj/nAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img_bytes = pio.to_image(fig, format='png', width=600, height=350, scale=2)\n",
"Image(img_bytes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Summary\n",
"In summary, to export high-quality static images from plotly.py all you need to do is install orca and psutil and then use the `plotly.io.write_image` and `plotly.io.to_image` functions.\n",
"\n",
"If you want to know more about how the orca integration works, or if you need to troubleshoot an issue, please check out the [Orca Management](../orca-management/) section."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting git+https://github.com/plotly/publisher.git\n",
" Cloning https://github.com/plotly/publisher.git to /private/var/folders/tc/bs9g6vrd36q74m5t8h9cgphh0000gn/T/pip-req-build-Imdlya\n",
"Building wheels for collected packages: publisher\n",
" Running setup.py bdist_wheel for publisher ... \u001b[?25ldone\n",
"\u001b[?25h Stored in directory: /private/var/folders/tc/bs9g6vrd36q74m5t8h9cgphh0000gn/T/pip-ephem-wheel-cache-K1Olar/wheels/99/3e/a0/fbd22ba24cca72bdbaba53dbc23c1768755fb17b3af0f33966\n",
"Successfully built publisher\n",
"Installing collected packages: publisher\n",
" Found existing installation: publisher 0.11\n",
" Uninstalling publisher-0.11:\n",
" Successfully uninstalled publisher-0.11\n",
"Successfully installed publisher-0.11\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/IPython/nbconvert.py:13: ShimWarning:\n",
"\n",
"The `IPython.nbconvert` package has been deprecated since IPython 4.0. You should import from nbconvert instead.\n",
"\n",
"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/publisher/publisher.py:53: UserWarning:\n",
"\n",
"Did you \"Save\" this notebook before running this command? Remember to save, always save.\n",
"\n"
]
}
],
"source": [
"from IPython.display import display, HTML\n",
"\n",
"display(HTML(''))\n",
"display(HTML(''))\n",
"\n",
"! pip install git+https://github.com/plotly/publisher.git --upgrade\n",
"import publisher\n",
"publisher.publish(\n",
" 'static-image-export.ipynb', 'python/static-image-export/', 'Static Image Export | plotly',\n",
" 'Plotly allows you to save static images of your plots. Save the image to your local computer, or embed it inside your Jupyter notebooks as a static image.',\n",
" title = 'Static Image Export | plotly',\n",
" name = 'Static Image Export',\n",
" thumbnail='thumbnail/static-image-export.png',\n",
" language='python',\n",
" uses_plotly_offline=True,\n",
" page_type='example_index', has_thumbnail='true', display_as='file_settings', order=1,\n",
" ipynb='~notebook_demo/252')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}