From 3c0d56fee9a8e3390d4dde0e269ce65d1ac10a66 Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Fri, 28 Jan 2022 09:09:14 +0100 Subject: [PATCH 01/27] add draft notebook --- .../XX-parallel-raster-computations.ipynb | 3648 +++++++++++++++++ 1 file changed, 3648 insertions(+) create mode 100644 notebooks/XX-parallel-raster-computations.ipynb diff --git a/notebooks/XX-parallel-raster-computations.ipynb b/notebooks/XX-parallel-raster-computations.ipynb new file mode 100644 index 00000000..c82b3af1 --- /dev/null +++ b/notebooks/XX-parallel-raster-computations.ipynb @@ -0,0 +1,3648 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "61017c19-c238-4f08-9a2d-6ecc3ecbcda3", + "metadata": { + "tags": [] + }, + "source": [ + "# Parallelizing raster computations using Dask\n", + "\n", + "Objectives:\n", + "- Profile the timing and memory footprint of your raster calculations. \n", + "- Open raster data as a \"chunked\" array.\n", + "- Recognize good practices in selecting proper chunk sizes.\n", + "- Setup raster calculations that take advantage of parallelization." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "3376a55c-e08c-499f-a054-e7bdfcb87116", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# TODO: add packages to environment\n", + "# !pip install stackstac memory_profiler" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "17a980ba-9cb3-4e18-b4dd-2065b5282330", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext memory_profiler" + ] + }, + { + "cell_type": "markdown", + "id": "74fad04c-d4a3-481b-9f65-a9f4cd451bb1", + "metadata": {}, + "source": [ + "## Profile your raster calculation in Jupyter" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f9775483-b552-43f8-93ae-061f60580601", + "metadata": {}, + "outputs": [], + "source": [ + "import pystac\n", + "\n", + "# open search outcome of previous episode on data access\n", + "items = pystac.ItemCollection.from_file(\"mysearch.json\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "01ff4515-ff2e-4bea-86e6-6c797df24c27", + "metadata": {}, + "outputs": [], + "source": [ + "# get assets of last scene\n", + "assets = items[-1].assets" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "dde2039f-532c-4b2d-bb13-7409e959dd84", + "metadata": {}, + "outputs": [], + "source": [ + "# Get Sentinel-2 scene classification layer, info at: \n", + "# https://sentinels.copernicus.eu/web/sentinel/technical-guides/sentinel-2-msi/level-2a/algorithm\n", + "scl_url = assets[\"SCL\"].href" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "64deea3a-683f-484d-92e7-7a0de01f3c8a", + "metadata": {}, + "outputs": [], + "source": [ + "import rioxarray \n", + "\n", + "scl = rioxarray.open_rasterio(scl_url, cache=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d0d8118a-ed70-4304-81cc-637c0ad09a75", + "metadata": {}, + "outputs": [], + "source": [ + "def extract_water_bodies(scl):\n", + " s = scl.squeeze() # remove band dimension\n", + " mask = s == 6 # select only pixels labeled as water bodies\n", + " return s.where(mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8b1da03b-77d3-4e7e-9bb8-7fcae7d4dc6a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "peak memory: 695.72 MiB, increment: 525.09 MiB\n", + "CPU times: user 298 ms, sys: 212 ms, total: 511 ms\n", + "Wall time: 3.86 s\n" + ] + } + ], + "source": [ + "%%time\n", + "%%memit\n", + "# profile timing and memory usage (ideally, independendently)\n", + "water = extract_water_bodies(scl)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "8fecc34e-0d98-4d06-adfe-597d68f1f2c7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "water.plot.imshow()" + ] + }, + { + "cell_type": "markdown", + "id": "a3e664f8-f5df-443a-9f98-0694855e001b", + "metadata": {}, + "source": [ + "## Dask-powered `DataArray`'s" + ] + }, + { + "cell_type": "markdown", + "id": "0826e11e-b1a0-4d01-8735-5949417df7ab", + "metadata": {}, + "source": [ + "### Chunked rasters" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "92cdd3d0-2d94-402b-80ea-76a7f51cd8c9", + "metadata": {}, + "outputs": [], + "source": [ + "# get link to blue-band asset\n", + "assets = items[-1].assets\n", + "blue_band_href = assets[\"B02\"].href" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a3a1d4ba-011a-49ec-990b-05ea2a0fb503", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray (band: 1, y: 10980, x: 10980)>\n",
+       "dask.array<open_rasterio-1fc2bc30c3f3a40deb14678b16a72c21<this-array>, shape=(1, 10980, 10980), dtype=uint16, chunksize=(1, 4000, 4000), chunktype=numpy.ndarray>\n",
+       "Coordinates:\n",
+       "  * band         (band) int64 1\n",
+       "  * x            (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n",
+       "  * y            (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n",
+       "    spatial_ref  int64 0\n",
+       "Attributes:\n",
+       "    _FillValue:    0.0\n",
+       "    scale_factor:  1.0\n",
+       "    add_offset:    0.0
" + ], + "text/plain": [ + "\n", + "dask.array, shape=(1, 10980, 10980), dtype=uint16, chunksize=(1, 4000, 4000), chunktype=numpy.ndarray>\n", + "Coordinates:\n", + " * band (band) int64 1\n", + " * x (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n", + " * y (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n", + " spatial_ref int64 0\n", + "Attributes:\n", + " _FillValue: 0.0\n", + " scale_factor: 1.0\n", + " add_offset: 0.0" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# use Dask Arrays as underlying data structure by setting the \"chunks\" argument. Fully parallel read with lock=False.\n", + "blue_band = rioxarray.open_rasterio(blue_band_href, lock=False, chunks=(1, 4000, 4000))\n", + "blue_band" + ] + }, + { + "cell_type": "markdown", + "id": "c6900503-b2e2-467a-ba1a-a5fa57a2e498", + "metadata": {}, + "source": [ + "### Exercise: Chunk size matters\n", + "Cloud optimized GeoTIFFs (COGs) are GeoTIFF files with a special internal structure. One feature of COGs is that data is organized in \"blocks\" that can be accessed via independent HTTP requests, enabling partial file readings (and, thus, efficient parallel access!). You can check the blocksize employed in a COG file with the following code snippet:\n", + "```python\n", + "import rasterio\n", + "with rasterio.open(cog_uri) as r:\n", + " if r.is_tiled:\n", + " print(f\"Chunk size: {r.block_shapes}\")\n", + " else:\n", + " print(\"File is not tiled!\")\n", + "```\n", + "In order to optimally access COGs it is best to align the blocksize of the file with the chunks employed for the file read. Open the blue-band asset (`B02`) of a Sentinel-2 scene as a chunked `DataArray` object using suitable chunksize values. Which elements do you think should be considered when choosing these values? " + ] + }, + { + "cell_type": "markdown", + "id": "c8cef971-6e55-4c26-b597-81433e995e92", + "metadata": {}, + "source": [ + "#### Solution" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f2533dcb-f836-4717-ab6a-674d949921b5", + "metadata": {}, + "outputs": [], + "source": [ + "band_url = assets[\"B02\"].href" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "f96b23a1-479c-41d8-9341-2ae93ad41dff", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Chunk size: [(1024, 1024)]\n" + ] + } + ], + "source": [ + "import rasterio\n", + "with rasterio.open(band_url) as r:\n", + " if r.is_tiled:\n", + " print(f\"Chunk size: {r.block_shapes}\")\n", + " else:\n", + " print(\"File is not tiled!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "dade9a7f-3d02-4a2f-99de-ecd4adb43556", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray (band: 1, y: 10980, x: 10980)>\n",
+       "dask.array<open_rasterio-dbc16986a53291040795564a01365171<this-array>, shape=(1, 10980, 10980), dtype=uint16, chunksize=(1, 6144, 6144), chunktype=numpy.ndarray>\n",
+       "Coordinates:\n",
+       "  * band         (band) int64 1\n",
+       "  * x            (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n",
+       "  * y            (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n",
+       "    spatial_ref  int64 0\n",
+       "Attributes:\n",
+       "    _FillValue:    0.0\n",
+       "    scale_factor:  1.0\n",
+       "    add_offset:    0.0
" + ], + "text/plain": [ + "\n", + "dask.array, shape=(1, 10980, 10980), dtype=uint16, chunksize=(1, 6144, 6144), chunktype=numpy.ndarray>\n", + "Coordinates:\n", + " * band (band) int64 1\n", + " * x (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n", + " * y (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n", + " spatial_ref int64 0\n", + "Attributes:\n", + " _FillValue: 0.0\n", + " scale_factor: 1.0\n", + " add_offset: 0.0" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Use multiple of 1024, but try to avoid too small chunks\n", + "band = rioxarray.open_rasterio(band_url, lock=False, chunks=(1, 6144, 6144))\n", + "band" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a12e4334-2c21-415c-af83-99888960b684", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray (band: 1, y: 10980, x: 10980)>\n",
+       "dask.array<open_rasterio-e8d77d7b3d373b8236b23f13b5cf233d<this-array>, shape=(1, 10980, 10980), dtype=uint16, chunksize=(1, 8192, 8192), chunktype=numpy.ndarray>\n",
+       "Coordinates:\n",
+       "  * band         (band) int64 1\n",
+       "  * x            (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n",
+       "  * y            (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n",
+       "    spatial_ref  int64 0\n",
+       "Attributes:\n",
+       "    _FillValue:    0.0\n",
+       "    scale_factor:  1.0\n",
+       "    add_offset:    0.0
" + ], + "text/plain": [ + "\n", + "dask.array, shape=(1, 10980, 10980), dtype=uint16, chunksize=(1, 8192, 8192), chunktype=numpy.ndarray>\n", + "Coordinates:\n", + " * band (band) int64 1\n", + " * x (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n", + " * y (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n", + " spatial_ref int64 0\n", + "Attributes:\n", + " _FillValue: 0.0\n", + " scale_factor: 1.0\n", + " add_offset: 0.0" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# rioxarray can also try to guess best values\n", + "band = rioxarray.open_rasterio(band_url, lock=False, chunks=\"auto\")\n", + "band" + ] + }, + { + "cell_type": "markdown", + "id": "05728021-39a8-4746-b3ac-390fae7346f5", + "metadata": {}, + "source": [ + "### Lazy computations" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "39a37d8d-15eb-4f68-bcfd-720fb90ac104", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray (band: 1, y: 5490, x: 5490)>\n",
+       "dask.array<open_rasterio-37e1c32f709c03b98b5a5fb23cb1d553<this-array>, shape=(1, 5490, 5490), dtype=uint8, chunksize=(1, 2048, 2048), chunktype=numpy.ndarray>\n",
+       "Coordinates:\n",
+       "  * band         (band) int64 1\n",
+       "  * x            (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n",
+       "  * y            (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n",
+       "    spatial_ref  int64 0\n",
+       "Attributes:\n",
+       "    _FillValue:    0.0\n",
+       "    scale_factor:  1.0\n",
+       "    add_offset:    0.0
" + ], + "text/plain": [ + "\n", + "dask.array, shape=(1, 5490, 5490), dtype=uint8, chunksize=(1, 2048, 2048), chunktype=numpy.ndarray>\n", + "Coordinates:\n", + " * band (band) int64 1\n", + " * x (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n", + " * y (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n", + " spatial_ref int64 0\n", + "Attributes:\n", + " _FillValue: 0.0\n", + " scale_factor: 1.0\n", + " add_offset: 0.0" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scl = rioxarray.open_rasterio(scl_url, lock=False, chunks=(1, 2048, 2048))\n", + "scl" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "b8485875-56e6-47c3-8b27-71bbecc16efc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray (y: 5490, x: 5490)>\n",
+       "dask.array<where, shape=(5490, 5490), dtype=float64, chunksize=(2048, 2048), chunktype=numpy.ndarray>\n",
+       "Coordinates:\n",
+       "    band         int64 1\n",
+       "  * x            (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n",
+       "  * y            (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n",
+       "    spatial_ref  int64 0\n",
+       "Attributes:\n",
+       "    _FillValue:    0.0\n",
+       "    scale_factor:  1.0\n",
+       "    add_offset:    0.0
" + ], + "text/plain": [ + "\n", + "dask.array\n", + "Coordinates:\n", + " band int64 1\n", + " * x (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n", + " * y (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n", + " spatial_ref int64 0\n", + "Attributes:\n", + " _FillValue: 0.0\n", + " scale_factor: 1.0\n", + " add_offset: 0.0" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# immediately returns: calculation did not happen yet!\n", + "water = extract_water_bodies(scl)\n", + "water" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "fd5b5944-27f5-4743-8931-7a37c5511463", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Z95BD+r+o/l2hyEH9v5TKvB87pP8S9e8ODuo/OZV58xzSP8Hbf/AOs3402d8rAOB/C+GvuXD+wMfE6T44sct/OqP/zDxI3g9zP19GWIi/VyOu8YJD+j8NyZ/A3BPqX2z0ukP6PwrJ78Jco/7FRn93SP8HIHkZzE1cRpj2/2KXTxzS/y5IXgxz+6t/sdF+h/S/FZJfgrnj1b/Y6KxD+t8EyS/C3HuXERbm79WIezik/0xIToa5c9W/r4UYY4y/FxHMxo0bx7p16/jTn/7E/fff7+/liNhq9uzZvPLKK/zjH/9g3Lhx/l6OiK3Uv7iZ+hc3U//iZupf3Ez9i5upf3Ez9W+bN/W/FfGhU6dOkZGRQUhICCkpKf5ejoitLl26xBtvvAHAihUr/LwaEXupf3Ez9S9upv7FzdS/uJn6FzdT/+Jm6t9eGmb50KpVqwgJCcEYQ2ZmJjk5Of5ekoht1q5dS15eHgBvvPEGxcXFfl6RiH3Uv7iZ+hc3U//iZupf3Ez9i5upf3Ez9W8vDbN86PXXX8fj8QAQFhbGW2+95ecVidhn+fLlREREAFBUVERaWpqfVyRiH/Uvbqb+xc3Uv7iZ+hc3U//iZupf3Ez920vDLB85fPgwW7ZsofIjyTweD6+99pqfVyVij8LCQt555x1KS0sB7zB3+fLlfl6ViD3Uv7iZ+hc3U//iZupf3Ez9i5upf3Ez9W8/DbN8ZMWKFYSHh1/+b2MM27ZtY//+/X5clYg93n77bUpKSi7/d1lZGX/7298u33YrEszUv7iZ+hc3U//iZupf3Ez9i5upf3Ez9W8/DbN85PXXX788la0UERHBqlWr/LQiEfssW7aM0NArLy9lZWW88847flqRiH3Uv7iZ+hc3U//iZupf3Ez9i5upf3Ez9W8/DbN84IsvvmDPnj1XPV5aWspf/vIXP6xIxD65ubl88MEHlz8vrlJISAjLli3z06pE7KH+xc3Uv7iZ+hc3U//iZupf3Ez9i5upf//QMMsHli1bdvmD374uKyuLzz//3OYVidjnzTffvPxZcV/l8XhIT0/n1KlTfliViD3Uv7iZ+hc3U//iZupf3Ez9i5upf3Ez9e8fGmb5wLJly656i8FKkZGRrFy50uYVidgnJSWlyot5pbfeesvG1YjYS/2Lm6l/cTP1L26m/sXN1L+4mfoXN1P//hFiavpTl3rbtGkTo0aNqvE5bdu2JScn56r31BQJdMeOHaNTp06Ul5dX+fWQkBCGDx/OJ598YvPKRHxP/YubqX9xM/Uvbqb+xc3Uv7iZ+hc3U/9+86amKRZbuXIlkZGRNT7nxIkTbNy40aYVidhn5cqVNQ5pjTF89tlnHDp0yL5FidhE/YubqX9xM/Uvbqb+xc3Uv7iZ+hc3U//+o2GWhTweDytXrsTj8RAVFVXtj5CQEL3VoASllJQUysrKanyOMYbVq1fbtCIR+6h/cTP1L26m/sXN1L+4mfoXN1P/4mbq33/C/b2AYHLy5Enuv//+Kx7bv38/7777Lo8++ugVj7dq1crOpYn4XE5ODhcuXKBDhw6XHystLaWgoIC4uLgrnqvbbCXYqH9xM/Uvbqb+xc3Uv7iZ+hc3U//iZurfv/SZWT62evVqJk+eXOMHwokEK/Uvbqb+xc3Uv7iZ+hc3U//iZupf3Ez9i5upf9voM7NERERERERERERERETEuTTMEhEREREREREREREREcfSMEtEREREREREREREREQcS8MsERERERERERERERERcSwNs0RERERERERERERERMSxNMwSERERERERERERERERx9IwS0RERERERERERERERBxLwywRERERERERERERERFxLA2zRERERERERERERERExLE0zBIRERERERERERERERHH0jBLREREREREREREREREHEvDLBEREREREREREREREXEsDbNERERERERERERERETEsTTMEhEREREREREREREREcfSMEtEREREREREREREREQcS8MsERERERERERERERERcSwNs0RERERERERERERERMSxNMwSERERERERERERERERx9IwS0RERERERERERERERBxLwywRERERERERERERERFxLA2zRERERERERERERERExLE0zBIRERERERERERERERHH0jBLREREREREREREREREHEvDLBEREREREREREREREXEsDbNERERERERERERERETEsTTMEhEREREREREREREREcfSMEtEREREREREREREREQcS8MsERERERERERERERERcSwNs0RERERERERERERERMSxNMwSERERERERERERERERx9IwS0RERERERERERERERBxLwywR8R1Pmb9XIOI/6l/crFz9i4upf3Ezo/7FxdS/uJn6F1dT/3YJMcYYfy8imK1evZrJkyejP2YJWuUe2Lcdtn4IWTvh8B7IyYL8XHKLS8kqgSHRQNNoaNEKuvSCzr2gz1AYMhYSO/r7FYg0XLkHDm2HXR9C9k7I2QOnsuBiLrlFpWQVwJB4ICoamreC9r28P7oPhX5joaX6lwBW7oFj2+HAh3B8J5zaA2ezoCiX3IJSsi7AkDZAZDREt4LEXt4fnYZCj7EQp/4lgBkPnNoORz+Eszvh3B64kAXFFf2fhSEdgYhoaNoK4nt5f7QZCp3HQoz6lwBmPHB+O5z+EC7shPw9cDELSnPJzS8l6yQM6Q6ER0NkK4jt5f2RMBQSx0JT9S8BzHigcDvkfQiFO6FoD5RkQVkuuXmlZOXAkN5AaDREtIImvaBpL4geCi3GQqT6l0DmgUvboeRDKNsJpXugLAtMLrnnS8k6AkP6AyHRENoKInpBeC+IHApRYyFM/Usg8wDbgQ+BncAeIAvIJTe3lKwsGDIEIBpoBfSq+DEUGAuofwu8qWGWj2mYJUGp3AP/TIe0FPgoFS6eh/hESBrsHVZ16gnNE6BJM2gS7f16UQGcOwlH9sKhL2DvNigtgc5JMH4yTJjq/bWI05V74F/pkJkCW1Oh4Dy0SISug72DqnY9ISYBopp5h1gF56GkAC6chGN74egXcKii/3ZJMGoy3DjV+2sRpyv3wP502JwCu1Oh6DzEJELHwdC6F7TuCc0SIKKi/6LzcKkA8k/Cqb1w8gvI2QZlJdA6CQZPhiFTvb8WcTrjgSPp8EUKZKVCyXlolgitB0NCL4jrCU0q+g+P9n69tAAKT0LuXjj3BZzaBp4SiE+CpMnQZ6r31yJOZzxwKh0Op8CxVCg9D1GJED/YO6iK6QmRCRBW0X/peSgrgOKTkL8X8r+A3G1QXgKxSdBpMnSe6v21iNMZD+Slw+kUOJ8KZechIhGiB3uHVU16QngChDaDsGjv18sLoPQkFO2Foi+gsKL/JknQcjK0nur9tYjjeaA4HQpToDgVys9DaCJEDvYOqsJ7QmgChDTzDrFMRf/lJ6FsL5R+AaXbwJRAeBI0mwzNpnp/LeJ4HiAdSAFSgfNAIjAY76CqJ5AANMM7xDoPFAAngb3AF8A2oARIAiYDUyt+LQ2gYZavaZglQaWoAP62BFYmw8ls6DfSO4gaNh669YWQkLofq6QI/rURPkmD91fC6Ry4bgxMfxxG3OyzlyDSYCUF8I8lkJoMZ7MhaaR3ENV/PHSsZ/+XimDvRtieBh+vhHM5cO0Y+D+Pw0D1Lw50qQA+WQIfJsP5bOg6EgZNhqTx0Kae/ZcWwaGNsCcNtq6ECznQYwyMexx6qX9xoNIC+NcS2JoM+dnQbiT0mgydx0PLvkA9+i8rgmMb4VAa7F0JF3Og4xgY/jh0Uf/iQGUF8OUS2JcMhdnQcqR3ENVmPDSvZ/+eIji7EU6kwZGVUJQDrcdAn8ehjfoXByovgJNL4HgyXMqG2JHeQVSL8dC0nv2XF0H+RjifBmdXwqUcaD4GOjwOLdS/OJApgIIlkJ8MnmyIHOkdREWNh4h69m+K4NJGKE6DwpXgyYGoMRD7ODRR/+JEBcASIBnIBkbiHUSNB+rZP0XARiANWAnkAGOAxwH1X08aZlnu6CE4sAey9sHpE2Ts2c+CDzfxwcx7oWkzaN8JrukNva6F5nH+Xq1I3ZR74K+LYemvoaQQvj0L7nzAujupKu/0WpkMn66FvsNh7u+h3/XWHF+kMco9sHYx/LWi//Gz4OYHrLuTqvJOr9Rk+Hwt9BgOM34PPdW/OEC5Bz5eDB/8Gi4VwshZMOoB6+6kqrzTKyMZ9qyFzsPhzt9DF/UvDmA88Pli+OTXUFYI/WfBgAesu5Oq8k6vLclweC20HQ5jfg/t1L84gPHAwcWw+9fgKYTus6D7A9bdSVV5p9e+ZDixFhKGw6DfQ0v1Lw5gPHByMeRU9N9mFrR5wLo7qSrv9DqeDOfXQsxw6Pp7iFH/4gQeuLgY8n4NphCiZ0HMAxbeSVVxp9fFZCheC5HDIe73EKn+xQk8wGLg10AhMAt4AOvupKq80ysZWAsMB34PqP860jCr0S6VQPrfYe3bsHE9HD/qfbxVIrRp7x1gNW0GeRegsMA77CoqhNBQuHYwfGMsfPs/oN9gv74MkWp9sRl+Owu+3AXfmwv3zoO4Vr493+LHYOt6mHQfzFkIMRr8ip8c3AyvzILsXXDbXLhjHsT6sP+Dm2HFY7BzPYy9D6YuhGj1L36SvRlWz4ITu+Cbc+Gmed7PvvLl+VIfgwPrYcR9cPtCaKr+xU9OboZ/zIKzu+C6uTBknvezr3x5vo8eg+z1cO19cONCiFL/4ie5m2HzLMjbBUlzIWkeRPmw/9zNsOMxOL0eut4HAxdChPoXPynYDFmzoHAXtJsL7edBuA/7L9gMRx6DC+sh8T7ovBDC1b/4yaXNkDsLynZBzFyInef97Ctfnu/CY1CyHqLvgxYLIVT9i79sxju82gXMBebh/ewrX57vMWA9cB+wEFD/tdAwq8FO5MAryfDmq5B/AYbfAKPHwcgx0Ktf9XddGQPHsmHnVvh4Hax/Dw4d8P6e+x6Bu78PEZF2vhKRqhkDb7zgHSwNHA3zF0OX3vad/4M34KWfQEQULFjlvVtLxC7GwN9fgOWPQe/RMHMxdLCx/4/fgNd/AuFRMHeV924tEbsYA5kveAdL3UbDXYsh0cb+t70B71T0P32V924tEdsY2PKCd7DUYTSMXQwJNva/9w3I+AmERcFtq7x3a4nYxsC+F+Bfj0Gr0XDdYoi1sf/sN2B7Rf/Xr/LerSViGwPHX/AOlmJHQ7fF0NTG/s++AYd+AqFR0HOV924tEdsYyH8B8h6DyNEQvxjCbey/8A248BMIiYKEVd67tURsY4AX8A6WRuO9M8vG/nkD+AkQBazCe7eWVEPDrHq7kAsLfwkr/wQtW8P3H4LvToO2HRp+zC2bYNVS+GuK95g//RXcM6N+nz8hYqWSInhqCny0BmYvgKk/80+P50/Dr6bDlnXw00Xw7R/avwZxn0tF8NIU2LIGvrcA7vBT/3mnYdF02LkO7l8E49S/2KC0CJZNgV1rYOICuMlP/V88DSumw/518N1FcL36FxuUFcF7UyBrDYxaAMN+Rv3eD98iRachbTpkr4ObFkF/9S828BTBp1Pg2BrotwB6+6n/ktPw2XQ4tQ4GL4Lu6l9sUF4EB6ZA7hrotADa+6n/0tNwcDpcWAfdFkGi+hcbmCI4NwWK1kCLBRDrp/7LT8O56VCyDuIWQbT6FzsUAVOANcACwE/9cxqYDqwDFgHqvxpvhj399NNP+3sVAePtFTDjdu9nYv3nQnh+KVz/TYhp3rjjtu8E37oDJs+As6ch+SnY8AEM/QYk+PJ2RpEq5OfCTybCni3wQhrcfK//BqtNomHCFPCUwaL5EBIKg7/pn7WIOxTkwv+dCFlb4Ik0GO3H/qOiYfQUKC+DZfO9b0/bV/2LDxXlwisT4egWmJ0G1/mx/8houK6i/zUV1/9r1L/4UHEuvD0RTm6BO9Og97345y+yQEQ09KnoP7Pi+t9R/YsPXcqFjyZC7ha4MQ06+7H/8GjoMgVMGeyouP63VnByCHsAACAASURBVP/iQ2W5sGciFGyBPmnQyo/9h0VDqylAGRyu6L+5+hcfKs+FsxPh0hZolQbN/Nh/SDQ0q+j/wnwgFKLUv/hSLjAR2AKkAX7sn2i8Q7UyoKJ/1H8VdmuYVReFBfDz2fD8U3D3D+BP/wtDR0FYmLXniWkOYyd6B1vvvwMv/wbadYK+A609j0h1CvLgobFw5hgsWge9h/h7Rd5/SB1yE7RsC4t+BqUlMHScv1clwagoD341FnKPwZProLtD+r/2JohrC8sq+u+v/sUHivNg8VjIOwY/WgcdHdJ/j5ugeVtI/RmUlUBP9S8+cCkP3hoLF4/BXeugjQP6JwQ63QTRbWHDz8BTAp3Vv/hAaR5kjIWiYzBmHcQ7pP/Em6BpW9jxMygvgUT1Lz7gyYMvxsKlY9B3HUQ7pP/mN0FEWzjyMzAl0EL9iw+U58HpseA5Bq3XQaRD+o+6CcLawoWK/puof/GFPGAscAzv3VAO6Z+bgLZ47xArAdT/12iYVavcszDtFti6CRavgpk/hqgmvj1nYlvv2wyWlcF//QTOn4NvTtDbDopvXSqGeZPgxBH4fxugc5K/V3Sl3kOhbWfvHVqx8XDtCH+vSIJJaTH8dhKcPgL/tQHaOaz/a4ZCq87eO7Ri4qGn+hcLlRXDnyZB7hGYswFaO6z/TkMhvrP3Dq1m8dBF/YuFyorh7UmQfwTu2QDxDuu/zVCI7ey9Q6tJPLRT/2IhTzF8NAmKjsBNGyDWYf3HD4VmneHz+RAZDy3Vv1iovBj2ToJLR+DaDdDEYf3HDIWozt47tMLjIUb9i4VMMZydBJ4j0HoDRDis/8ihENbZe4dWaDxEqn+xUjEwCTgCbAAc1j9Dgc5479CKB9T/V2iYVaOcI3DXN6GoEP6aCYNtjCc0FEaOga494Ln/hOwvvXdsaaAlvvKb+2FbBixKhy69/L2aqiUNgibNvAOtPsOgU09/r0iCxf+7H3ZnwJPp0N6h/XcdBFHNIGU+9BgG7dS/WOSN++FgBvwoHRId2n+HQRDZDP42HzoPg9bqXyzywf1wNAPuSocEh/afOAgimsGG+dBmGMSrf7HI5vvhdAZ8Mx1iHdp/3CAIb+Z9y8H4YRCr/sUiWfdDfgb0SYemDu0/ehCENvMOtGKGQRP1LxbJvR8uZUDrdIhwaP+RgyCkmXegFTkMwtW/WOV+IANIBxzaP4OAZngHWsMA9V9hd6i/V+BY587A1AkQGQX/+xF07u6fddw5BZa+A++shKce9c8aJPilLoW0FHjyNbimv79XU7Mp8+GWafD0VDhx2N+rkWCwfilkpsBDr0Fnh/d/x3y4cRq8NBVOq3+xwKdLYUsK3PsatHN4/zfNh6HTYNlUyFX/YoFdS2F3Ckx4DVo5vP+h86HPNEibCnnqXyzw5VI4nALDX4MWDu+/13zoMg0+mwqF6l8scGopnE6Ba16DZg7vv/18aD0NDkyFEvUvFihYCoUpEP8aRDi8/9j50GwanJsKHvUvVlgKpACvAQ7vn/nANGAqoP4rhRhjjL8X4Till+DuMXDqhHeQ1aa9v1cE7/4VfjQZnngWZv3U36uRYJJzEKYOgLvnwI9+6+/V1E1RAdw/HOITvZ/tpTsWpaFOHoR5A+CWOTAlQPovKYDHh0OLRO9ne6l/aaizB2HhABg9ByYFSP+XCuCF4RCbCA+qf2mE8wchZQAMngOjA6T/0gJYORyaJsLd6/DfB1RLwLt4EN4fAD3nQP8A6b+sANKHQ1Si97O91L80VPFB2DEA2s6BzgHSf3kB/Gs4RCR6P9tL/UtDlR2EkwMgZg60CJD+TQGcGg6hid7P9lL/0mAHgQHAHCBA+qcAGA4k4v1sL9f3/6beZrAqv5kP69+DNzOgczd/r8arZ19o2gx++wSMHgftO/l7RRIsnp4KoWGwYJX350AQEQl9R8ArT0L7btBzoL9XJIHq5akQEgZzA6j/8EjoMQJWPQmJ3aCr+pcGWl7R//QA6j8s0vuZWWlPQstu0F79SwO9V9H/bau8PweCsEhoOwI2PgnNu0Fr9S8N9GnF/v/6AOo/NNL7mVm7noTobhCn/qWBDlRc/3sGUP8hkRA7Ao4+CVHdIFr9SwOdq+g/IcD6jxwBeU9CeDeIUP/SUFOBMGBVxc+BIBLvZ2Y9CXQDXN+/3mbwKhv+AX96EZ75I/To7e/VXGnWT+GmW2DOFCgs8PdqJBhkvg2fpMH8xRAe4e/V1E+foXDnbHh5PhTk+Xs1Eoj++TZsT4OZiyEswPq/Zih8azYsmw9F6l8a4F9vw540uCsA++80FEbO9n5+VrH6lwY4+DYcSoNxiyE0wPpvMxQGzPZ+ftYl9S8NkPM2nEiD6wKw//ih0H02fD4fStW/NMC5t+F8GnRbDCEB1n/0UEicDUfmg0f9SwMUvQ3FaRAXgP1HDoWY2XB+PpSrf2mIt4E0YDEQYP0zFJiN920H1b+GWV9Vegl++TDccid8Z6q/V3O1kBB47k+Qdx5e/o2/VyOBzhj409Mw7h4YdIO/V9MwsxdAaQm8tcjfK5FAYwysfhpG3gN9ArT/71X0n6b+pZ6MgbVPw8B7oHuA9j9xAZSVwEfqX+rLwKanodc90CFA+x+1ADwlsF39S30Z2P00dLoHWgVo//0WQHkJHFD/Ul8Gjj4NLe+B2ADtv1NF/yfUv9SXgbynodk9EBWg/TdfAJRAgfqX+jLA08A9QID2T0X/qH8Ns77qz7+H40fhqRf8vZLqtUqEny2A/34esr/092okkH2cCgd2wLSf+3slDRcbD999CFYmQ9FFf69GAsnWVDiyA74dwP1Hx8OEhyA1GYrVv9TD7lQ4vgPGBXD/TeNh9EOQkQwl6l/qISsVTu+AoQHcf5N4GPgQbEmGUvUv9XAsFc7vgN4B3H9kPPR4CPYlQ5n6l3rITYXCHdA+gPsPj4e2D8HxZPCof6mH4lQo3QGxAdx/aDxEPwT5yWDUv9RHKrADCOD+iQceApIBd/evYValkmJY8gL84GHo0Nnfq6nZ1Ae8a/zjc/5eiQSy1S/BqImQNNjfK2mc7/0Yigvhgzf8vRIJJO++BIMnQrcA7/+2H0NJIXys/qUeNrwEfSZChwDv/8Yfw6VC2Kb+pR62vQTdJkJigPd/3Y+hrBD2qn+phwMvQbuJEBfg/ff8MXgKIVv9Sz2ceAniJkJ0gPff9sdQXghn1b/UQ/5L0GQiRAR4/7E/BlMIhepf6uMlYCIQ4P3zY6AQcHf/GmZVeut179v3/XCuv1dSu7AweGA+rPoLnDnp79VIIDqdA1vWwx0z/b2SxotrDTfcAe+l+HslEijO5cCu9TAuCPpv3hqG3gGZ6l/q6EIOHFgPI4Kg/5jWcO0dsEX9Sx1dzIHs9dA/CPpv2hquuQN2q3+po6IcOLUeugVB/1Gtof0dcFj9Sx1dyoG89ZAYBP1HtIb4O+CM+pc68uRAyXqIDoL+Q1tD0zugUP1LXeUA64Eg6J/WwB2Au/vXMKvSqqUw6W5o1cbfK6mbu6ZDk6bw9kp/r0QC0drlEBsHIyf65fTl5eXWHvDW6fD5Bjh+yNrjSnDasByi47x3ZgWDb06HPRvg9CF/r0QCwZbl0DQO+lrb/8WLdXurA8uv/8OmQ9YGOHfI2uNKcNqzHKLioKt/+rdcn+mQswHyDvnn/BJYjiyHiDjvnVkWKSsrw+Px1Om5ll//u0yH0xug4JC1x5XgdGY5hMVBvH/6t1zr6ZC3AUoO+ef8ElgKl0NonPfOLIvl5+dz9uzZGp9j+fW/2XQo2QBlh6w9rgSp5UAc3juzrFWX/q03HdgAHLL5vM6hYRZA1j7Y9il8Z5olhysvL2fgwIFce+21V/247bbbLDkHUU1g4nfhf9w9jZUG+iQNvjEJIiItPWzPnj354Q9/WOXX9u3bx6OPPkrXrl1p2bIlkyZNIj093ZoTD/8WNImGT9daczwJbtvT4LpJEG5P/z7/njDgWxAVDdvVv9TBnjToOwnCGt//1q1bmTBhAgkJCcTGxtK2bVtmz55NXl7eFc/z6fU/6VsQGQ171b/UwaE06G5f/z6//nf5FkREwyH1L3VwIg3aT4LQxve/fPlyRo0aRWxsLE2aNKF3794sWrToqn+w9On1v823IDwaTqp/qYPzaRA/CULs6d/n1/8W34KwaDiv/qUOitOgiTX9f9XZs2fp3bs3N9xww1Vf8+n1P+pbEBINJepf6iINmATY07/vZwLfAqIB9/avYRbA+vegRTyMusmSwx09epQdO3YQFhZG69atr/iRkJBgyTkAuPU7sHOb3mpQ6udSMfxrEwwda+lhX331VQ4cOFDl14qKirjjjjtYunQpEyZM4MEHH2T//v3cfvvtZGZmNv7k4REwcDRs/bDxx5LgVloM+zZBP/v69/n3hLAI6D0adn/Y+GNJcCsrhkOboGfj+9+8eTNjx45ly5Yt3Hvvvfzyl7+kRYsWvPLKK4wfP/7yP+j4/PofFgHdRsOBDxt/LAluZcVwfBN0sq9/n1//QyOgw2g4+mHjjyXBzVMMZzdBYuP7f/3115k2bRq5ubk8+uij/OhHP+LixYvMmTOHZ5555vLzfH79D42AVqPh1IeNP5YEt/JiuLgJmtvXv8+v/yEREDsa8j5s/LEkuJliuLQJmlj791+A+++/n2PHjl31uM+v/yEREDUaSj5s/LEkyBUDmwD7+vf9TCACGA18aMGxApQRY+77tjEz77TscOnp6QYw27dvt+yYVbqYb0zXCGPeWenb80hw2ZZpzPUYc/xQow+VnZ1tZs6caQYOHGgAA5iZM2de9by5c+cawLz77ruXHztx4oRp06aN6datW6PXYYwxJuVZY27vYM2xJHjtzjTmbow5ZV//tnxPePtZY2arf6nFwUxj5mLMucb3//3vf99ERkaabdu2XfH4uHHjDGBWr15tjLHp+p/+rDFPq3+pxdFMY5Ix5oJ9/dty/f/ns8a8ov6lFqczjVmNMQWN73/AgAEmKSnJXLhw4fJjOTk5JjIy0rRt2/byY7Zc//c8a8wa9S+1yMs0ZhPGFNvXvy3X/5xnjdmi/qUWxZnGZGNMWeP7/6rFixebqKgok5CQYPr06XPF12y5/uc9a8wx9S+1yTTGYIyxr397ZgLPGmNc2/9q3ZkFsP0zGPYNyw63f/9+QkJCSEpKsuyYVYqOgWsHedcvUleHdkN0c2jbpdGHys/PZ9++fbRo0YJhw4ZV+7xXX32VAQMGcOutt15+rE2bNkyYMIEvv/ySTz/9tNFroXs/OJ0DF883/lgSvI7uhqbNobV9/dvyPaFzPziXAwXqX2pwcjc0aQ7xje9/48aNDBo0iEGDBl3x+IwZMwD47DPv3sSW63+7fnAhB4rUv9Tg7G6IbA7N7evflut/y35wMQdK1L/UIG83RDSHZo3r/8KFC+zcuZNbb72V5s2bX368ffv2jB07lnPnzlFaWgrYdP1v3g+KcqBU/UsNCndDWHOIsq9/W67/zfrBpRwoU/9Sg7LdENocwhq//6m0a9cufvrTn/Lss8/Srl27q75uy/U/oh94cqBc/UtNdgPNAfv6t2cm0A/IAdzZv4ZZF/Pg1HHo2deyQx44cIDOnTtz8eJFUlNT+fOf/8zGjRt98+GgPXrDwb3WH1eC1+G90LmXJYfq06cPGRkZZGRksGLFiiqfc+bMGXJzcxk/fvxVX6u8uG/evLnxi+lS8Zqy9zf+WBK8ju2F9vb1DzZ9T6h8TSfUv9Tg1F5IbHz/paWlTJgwgYcffviqr2VnZwOQkJBg3/W/8jWdVv9Sg9y9EG9f/2DT9b/yNZ1X/1KD/L0Q2/j+w8PDyczM5Oc///kVj1+4cIEdO3Zw8803ExERYd/1v/I15at/qUHxXmhqX/9g0/W/ScVrKlb/UoPSvRBuzd9/AYqLi/mP//gPbrjhBh555JGrvm7b9b/yNZWpf6nJXsC+/sGumUDla3Jn/+H+XoDffVnxGSdde1h2yAMHDpCXl0fXrl0pLCy8/PiQIUNISUmhT58+lp2Lbj1h6yfWHU+C38kj0L6bbafbu9c7bK3qf7HQq5f3Anzq1KnGn6hdVwgJgeOHoU/1d8mIy505Aon29Q82fU9o3dXb/+nDcI36l2rkHoGExvcfERHByy+/fNXjp06d4g9/+AMRERFMmjTJvut/fFdv/7mHobP6l2rkH4EW9vUPNl3/W3QFQiDvMLRR/1KNwiMQ3fj+o6Oj+cY3/v2OJi+++CKHDx/m73//Ox6Ph8cffxywcf8f3RUIgcLDkKD+pRolRyDKvv7Bput/VFcgBC4dBtS/VMNzBMKs+/vv/PnzOXbsGGvXriUkJOSqr9t2/Q/vCoSAR/1LTY4A9vUPds0EugIhgDv7151ZF3K9P8e3tOyQBw4cID8/n6eeeop9+/bx8ccfM2vWLLZv3863v/1tCgoKLDsX8S3//RpE6qIw3/s2gzY5cMA7MK7qgw67dPHe6nv+vAW3xoaGQZNo7+sTqU5xPjSzr3+w6XtCaBhERUOR+pcalOR732bQB1JTU+nfvz85OTn87ne/o3///vZe/yOjva9PpDqX8r1vM+gDVfUPNl3/Q8IgItr7+kSqU5oP4db3/4tf/IIXX3yR/fv306pVK5o2bQrYuP8PCYPwaChT/1IDT773bQYtVl3/YOP1Pyza+/pEqmPyvW8zaIHU1FQWLVrEkiVLqhxWgY3Xf8IgJBrK1b/UJB/v2ww2Xl36B7tmAmFANN7X5z66M6vwovfn6BjLDvnqq68SFRVFv379AOjZsyejRo2iRYsWLFy4kP/5n/9h2rRp1pwsOhYuujNeaaCCfGhqXe+1iYqKAuDcuXNXL6XiIh4fH2/NyaJjoSDPmmNJcCrKhyb29Q82fk9oGgtF6l9qUJIPkdb2f/DgQebOncuaNWvo0aMHy5cvv/y2IrZe/6NioVj9Sw0u2ds/2Hj9j4yFS+pfalCWD+HW738KCgrYv38/H330EU888QQjRozgyJEj9l7/w2OhVP1LDcrzIcy+/tu2bWvf9T80FjzqX2pQbs31//jx48yYMYOZM2dy5513Vvs8W6//obFg1L/UJB+wr3+wcyYQC7izfw2zjPH+XM3tgQ0xZMiQKh+fOHEiCxcuZOfOnZadi9DQf78GkToxlvZem7Zt2wKQlZV11dcqNzitW7e25mQhoWDKrTmWBCdj8N6ObR/bvieof6mNsfb6v2zZMh588EFCQkJ47rnneOSRRy7/BRZ0/Rensfb6X1v/oOu/OIk1139jDMYYQkP//QYvPXv2pGfPnoSGhvKDH/yAd999l+7duwO6/otDWLT/r2v/9913n67/4iDW9P/HP/6RM2fOcOHCBWbMmHH58ZycHIwxzJgxg6SkJEaOHAnYdP0nFFD/UhN7+3/88cdtnAm4t3+9zWCzaO/PBRctOVx2djZ//etfOXLkyFVfq7yYJyYmWnIuAC7mQUysdceT4Nc0Boqs6b0ukpKSCAkJqXIz8/nnnwMwYsQIa05WkGfrWyhKAGoSA8X29W/r94SiPGiq/qUGUTFQYk3/qampTJ8+nQEDBrBz507mz59/1T/k23r9L87z2VsoSpCIiIFS+/q39fp/Kc9nb6EoQSI8Bsoa3/9vf/tbwsLCePfdd6/6WqtWrQBv+7Ze/0vzIEL9Sw3CYsBjX/+2Xv89eT55C0UJIiExYBrff+vWrRk0aBD79+9n+/btl3+UlJRQXFzM9u3bOXDggL3X//I8CFH/UpMYwL7+7Z0J5GHVWygGGg2zmsd5f7boc6fOnTvHXXfdxW9+85urvrZq1SoAbrjhBkvOBcCF8xDbwrrjSfBrFmvr50q1b9+eG2+8kczMTA4ePHj58dLSUlasWEGHDh2q/V8u1Et5ORQXeF+fSHWaxno/N8smtn1PMBX9N1X/UoOoWMs+V+qJJ56gRYsWvPXWW3Tu3LnK59h2/TflcKnA+/pEqhMZa9nnStWlf1uv/6UF3tcnUp3wWO/nZjVS5efBffDBB1d9bcmSJQAMHDjQ3uu/p8D7+kSqExZryedK1bV/+/5NqKL/MPUvNQiN9X5uViPNmTOHbdu2XfWjT58+dO/enW3btvHnP//Zvus/5WAKvK9PpFqxWPG5UnXt39brPwV4X5/76G0Gu1zj/fnwQejcvdGHGzBgACNHjmTJkiW0bNmS73znO5SXl7Ns2TLef/99vvvd7zJ8+PBGn+eyL/f/+zWI1EViR9izxdZTPvHEE9x2223cc889/OIXvyA+Pp5nn32WrKwsUlNTCbHiba9OZXsHWokdG38sCV4tO0KWff3b9j3hTLb3H3QS1L/UIK4jZDe+/9zcXHbu3MngwYN5/vnnq3zOmDFjmDRpkj3X//MV/cepf6lBTEc4ZV//t912mz3X//yK/mPUv9SgaUfIbXz/EydOpH///rz88svExcUxYcIEcnJyePPNN1mzZg3Dhg1j0qRJgE37/6KK/pupf6lBZEcosK//sLAwe67/JdlAuff1iVQnrCNcCsJ///FU9B+m/qUmHYEg/PcfKvrHpf0bMWZAK2OWvmTZ4U6ePGluv/12g/fNOS//ePDBB01hYaFl5zHGGPN/Rhnznw9be0wJbm8uMubmBMsPu3//fgOYmTNnVvn1lStXmujo6Mv//xAXF2defPFF6xbwyVpjrseY82esO6YEn7RFxsywt39bvidsX2vM3RiTp/6lBhsWGfOLxve/Zs2aq3r++o958+Zdfr7Pr/971hozF2Muqn+pwfZFxiy2t39brv+H1hqTjDFF6l9qsH+RMW9bs/85ePCgGTly5FVdf+c73zFHjx694rk+v/6fWGvMaowpUf9Sg+OLjPmnvf3bcv0/v9aYTRhTqv6lBvmLjMmx/u+/la677jrTp0+fqx73+fW/aK0x2RjjUf9Sk0XGGHv7t2cmsNZ4P8bRlf2vDjHGGCuHYwFp6i0QlwCLVlh62MOHD7N3717i4uLo06cPsbEW3/5XUgz9EuCZP8Ld37f22BK8NqfDnPGw5hi0amfrqcvKyti8eTPl5eWMGDGCsLAw6w6+6kV49Rl475R1x5Tg8690+PV4+O9jEG9v/z79nvD3F+F/n4E/qX+pwf50+ON4ePoYNA+i63/mi/CPZ+C/1L/U4Eg6/HU8zDoG0UF0/d/6Inz2DDyg/qUGp9IhYzzcfgyaNL7/8vJyvvzyS/bs2UPTpk3p1asXHTp0qPK5Pr3+738RvngG7lD/UoML6fDFeBhyDCLs7d+n1//jL8KxZ2CI+pcalKTD6fHQ7hiEBdH+/+KLkPcMtFf/UpN0YDxwDAii/T8vAs8Aruz/Tb3NIMCom2BJMhgDVtzuWqFLly506dLFsuNd5Z8fQ3ERjBzju3NI8Ll2BIRHwPZMGD/Z1lOHh4dz/fXX++bgWzNgwDd8c2wJHj1HQFgEfJEJo+zt36ffE3ZnQC/1L7XoXNF/ViYMCqLr/8EM6Kb+pRbtRkBoBBzNhF5BdP0/mgHt1b/UIqGi/9OZ0Knx/YeGhnLNNddwzTW1v929T6//pzOglfqXWsSMgJAIyMuElvb279Prf34GxKp/qUVkRf8lmdAsiPb/JRkQpf6lNiOACCATCKL9PxmAe/sP9fcCHGHMLXDmFGzZ5O+V1M/770CPPtDRhwMzCT5NY6D3UNiy3t8rsU65B7ZlwJCb/L0ScbomMXDNUNgVZP3vzoB+6l9qERUDnYbC/iDr/0AG9FD/UouIGGgzFI4GUf/GAzkZ0En9Sy3CYyB+KJwKsv5PZ0Br9S+1CIuBmKGQF2T952VAc/UvtQiJgYihUBJE/eOpGGapf6lNDDAUCLL+yQDc27+GWQB9B0Lv/vA/y/y9krorK4M1q+E7U/y9EglE10+Aj9Z4/xEwGGzfAPm5MOJmf69EAsHACbA5iPr/YgMU5MIA9S910GsC7Aqi/rM2QFEu9FL/UgddJ0DWGu8/AgaDnA1QnAtd1L/UQdsJcDyI+j+zAS7lQlv1L3XQYgLkBlH/+RugLBdaqH+pgyYToHgN3n8EDwIlG6A8F5qof6mLCUAQ9c8GIBdwb/8aZlW6+/vw9grIv+DvldTNu29B7hm4c6q/VyKBaMIUOHscNq/z90qs8V4K9B4CXXr7eyUSCG6YAuePw84g6T8zBboPgQ7qX+pgyBTIPw4HgqT/LSnQcQgkqn+pg95T4OJxOBIk/e9OgTZDIEH9Sx10ngJFx+FUkPR/OAXih0Cs+pc6aDUFLh2HvCDp/0wKRA+Bpupf6qDZFPAch+Ig6b8wBSKHQLj6l7qYAhwHgqR/UoAhgHv71zCr0r0/9H5e1qt/8PdKamcMLPq/MOkevcWgNEzHHnDt9ZC61N8rabzCfFj/Ftwyzd8rkUDRtgf0vB7WB0H/RfnwyVtwo/qXOmrV4/+zd9/hUZV5/8ffk0YLHQERCCjVFbEiCj9dFEVQdAUVFEQRxIJl3WcVxedhV8WKrGtfdxdZOglYkSIaIFKlKUgPCSUoEqK0FMhkcn5/TMISM4lJmHPOzNyf13XlQibDnDtf38wB7swcSOgK30RA/yeOwYbZcIn6lwqq1wbO7AqbI6D//GOQOhs6qn+poPg20LAr7IqA/guOwb7ZkKD+pYKqt4HaXSEzAvr3HYOfZ8MZ6l8qKKYNxHWF3Ajo3zoGebOhpvqXimoDdAUioH+OAbMBs/vXZlax+Dpwz8Pwr7/BoZ/dXk35Pp0B2zfBI6PdXomEs1tHQvIsyEh1eyWnZ3bRBnSfIe6uQ8JLr5GwchbsD/P+vyjq/yr1L5XQbSRsmAUHw7z/ZUX9X6r+pRIuGAk7ZsHhMO9/Q1H/HdW/VEKbkbBvFmSHef87i/pPUP9SCU1Gwi+z4HiY93+gqP9G6l8qIX4k5M6CgjDvP7uo/5rqXypjJDALCPP+KX4Bjtn9azPrVA8+CdWqw0tPub2SsmUfg7FP+F9J1v48DdXH8gAAIABJREFUt1cj4ezagdCsNUwb5/ZKqu54LiT+Hfo/BLXru70aCSfdBkLj1vBZGPd/Ihfm/h16PQS11L9UwoUDoUFrWBzG/efnwtd/h24PQQ31L5XQfiDUbQ1rw7j/glxY/3fo/BBUV/9SCS0GQq3WsD2M+/flQurf4ZyHIE79SyU0HAjVWsOPYdx/YS7s/zs0eQhi1L9UQs2BENMajoVx/1YuZP8daj0EUepfKmMg0BoI4/7JBf4OPASY3b82s04VXxvG/A0SP4AlC9xeTWB/eQy8+TDqRbdXIuEuKhrueQY+nwipG9xeTdVMfglO5MEdf3J7JRJuoqKh3zOwZCLsCdP+P3kJ8vPgRvUvlRQVDdc+A6snwo9h2n/yS+DNg6vUv1SSJxq6PAObJ8LBMO1/9UtQkAcXq3+pJE80dHwGdk2Ew2Ha/9aXwJcH7dS/VJInGs56Bg5OhNww7f+Hl6AwD85U/1JZ0VD7GciZCN4w7f/YS2DlQW31L5UVDTwDTATCtH9eAvIA9e+xLMtyexEh57G7IOULWPAtND3L7dX81+zJ8Kd74IPPoOeNbq9GIoFlwf3dwVcA/1oJUWG0v71vJwzqBCNfgdsfdXs1Eo4sC8YU9f/CSvCEUf8/7YT/6QSDX4He6l+qwLLgre5QWACPhVn/WTvh1U7Q9xX4f+pfqsKCxKL+B4ZZ/4d3wpRO0P0VuFD9S1VYsKg7WAVwdZj1n70TFnaCTq9AW/UvVWHB5qL+z1tJWH1/9/GdsLETtHwFmqp/qQoLMrsDBdA4zPov2AkHOkHdVyBe/UtVWEBR/4RZ/+wEOgGvAMb3Pyuc/s8558X3oH5DGNoXso+6vRq/b76Gp+6H+/+sjSwJHo8HnngXtq+Hma+7vZqKK/DCs0MgoYP/LQZFqsLjgeHvwq718HkY9e/zwttD4KwOcJ36lyryeODWd2HfekgJs/6nD4EmHfxvMShSJR64+l3IXA/rw6j/Qi8sGAL1O/jfYlCkSjxw0btwaD2khln/q4dA7Q7QRv1LVXmg9buQsx72h1H/lhfShkCNDv63GBSpEg/Ufxfy18OxMOv/lyEQ0wHi1b9UlQd4F1gPhFH/ePFfI6sD/rcYFG1mBVIrHqbMh4MHYOhNkJvj7nq+Xwf33uzfxHr6ZXfXIpGnbWe4fyy89zR8v8Lt1VTMP0ZD2kZ4dhpEx7i9GglnCZ1h4FiY/jRsD5P+p4+GPRvhUfUvp6lZZ+gzFuY+DbvDpP95o+HHjTB4GkSpfzkNZ3SGK8bCsqfhxzDpf9loyNoIvdW/nKZ6neG8sfD90/BzmPS/aTQc2QiXTQOP+pfTULMztBgLe5+GY2HS/97RkLMR2qh/OU2xnaHuWDj6NOSHSf9HR4N3IzSYBqh/OR2dgbHA00CY9M9oYCOg/otpM6sszVvB1AWwcysMuBp+yXJnHcuS4fYecOFl8ObU8HobOAkfg5+ES3vC/w6AA3vdXk35FkyF6ePhz+9A63PdXo1EgpuehPN7wt8HQFaI9790Knw+Hoa/A83VvwRBjyehXU+YPAAOhXj/66bCkvHQ/x1oov4lCC59Elr2hLkD4FiI9791KqwbD1e/Aw3VvwRBhyehcU9YOQByQ7z/PVNh+3i48B2oo/4lCJo9CXV7QuoAOBHi/WdNhf3jofU7UEP9SxDUfhKq9YSfB4AvxPvPnQrHxkP9dyBW/UswPAn0BAYAId4/U4HxwDuA+i+mnZHydOgEHy2Dnw/CTV39r5ByimXBhDdgSB+45kaY+BnEVXPu+GIWjweenwl1G8HD18ChTLdXFNjaZHhxmH/zrc/dbq9GIoXHA3+cCbUbwXPXwJEQ7f/7ZHhvmH/z7Sr1L0Hi8cBdM6FWI3jvGsgO0f5Tk2HmMP/m26XqX4LFAzfMhBqNYPY1kBui/e9Nhi+H+TffzlX/Eiwe6DoTqjWClGvgRIj2n5kMa4f5N99aqX8JFg+0nQmxjWDrNeAN0f6PJEPaMP/m2xnqX4LFAw1mQlQjOHgNFIZo/yeS4dAw/+ZbTfUvweIBZgKNgGuAEO2fZGAY/s039X8qbWb9ltZt4bNV0PJs+EM3ePcV//V67LR/Hwz7A4z9Mzw+xv+KrNg4e48pUqsO/G0u+ArgkZ6Q9aPbKypp2Rz4c1+49g548CW3VyORpkYdeLqo/+d7wqEQ63/dHHilL3S7A+5U/xJk1evAfXOhsADe6wlHQ6z/zXPg333hojvgBvUvQRZXB/5Q1P+HPSE7xPpPnwOf9oX2d0B39S9BFlsHus8FqwBSekJeiPX/4xxY1hda3gGd1L8EWXQdaF/U/9aekB9i/R+aA9v7QqM7oKX6lyCLqgON5gIFcLAn+EKs/+NzIKsv1LgD6qp/CbY6QFH/9ARCrH/mAH2BOwD1/2vazKqIRo39bzn4p7/C689Crwth8XzS0tKCdogDBw6QnZkJ77wMPTpC6haYmQyPPKO3FhTnNGoG76X4N2xHdIM929xekd+cCfBUP7h+MDwzwf9KApFgq98Mnk0Bnxf+txv8ECL9L5oAr/WD/zcYHlT/YpM6zWBkUf9vdoPMEOn/mwkwsR9cPBgGqH+xSXwzuD0FCr2Q2A1+CZH+N02AOf2g42C4bgL+7yQVCbIazeD3Rf0v7gbHQqT/XRNgRT9IGAyXqH+xSVwzODcFLC9s7gZ5IdJ/5gTY0Q8aDYaz1b/YJLoZnFHU/8FuUBAi/edMgKx+UHMwNFD/YpdmQArgBboBIdI/E4B+wOCi/1b/v6ZdkoqKioKRT0HyJmjVhrUD+/DI5RfDpzPgeN7pPfaPGRx/91V6tW7O0TfGwgNPwFffw2VXBmftIpXRpCX8Yyk0bAr3doGF091by4k8eHE4vHQf3D0anvonREW7tx6JfI1awnNLoV5TGN0FlrnYf34e/GM4vH8f3DIa7lf/YrP6LeGRpVC7KbzeBda72L83DxKHQ9J90HM03K7+xWa1W8LtS6FWU5jRBba52H9BHnw5HL68D7qMhp7/BI/6FxvVbAk9lkL1pvBVF9jrYv++PFg7HNbeBx1Hw8XqX2xWrSX8binENoVNXSDLxf4L8yB9OKTfB2eNhrPVv9gsuiU0XgpRTeFAF8h1sX8rDw4Nh0P3QZ3RUP+fgPoXO7UElgJNgS6Ai/2TBwwH7gNGA+q/LNF//etf/+r2IsJK3fosa9ica/49g06N6nPb/Cn+a1vt3ArZx6BufahTt/zHKPDC5u/g42kw7v/g2ceJ37WDB/fnsqB5Rwb8/T2qx8c78/WIBFK9JvQeAkey4J1R8EM6dO4O1Ws5t4YNy+DJm2HrGv/1vG55wLlji9mq1YSrhsCxLJg2CjLToUN3qOZg/9uWwas3Q9oa//W8rlX/4pC4mnDpEMjJgs9Hwc/p0Lo7xDnY/65lMOFmyFgDQ2bCFepfHBJbEzoOgbwsWDoKjqbDWd0h1sH+f1gGn90MB9ZAn5lwvvoXh8TUhIQhkJ8FG0dBTjo06g4xDvaftQyW3wyH1viv53WO+heHRNWEM4aANwv2joIT6VC7O0Q72P+xZbD9ZshZ47+eVxP1Lw7x1ISaQ6AwC46MgoJ0qNYdPA72f2IZ/Hwz5K/xX88rXv2LU2oCQ4AsYBSQDnQHHOyfZcDNwBr81/NS/+XY4rEsy3J7FeFk6dKl9OrVi7y8PEaNGsXLf34cPpkBCz+FdSsh/wTE14Fz2kPjplAzHmrWgmNH4NhR2Lcb9qT7N7QaNYYrroabB0KP3jRLaMX+/fs577zzWLJkCQ0bNnT7yxXxX6vqtZGQmw0jnqew773s+fEnWrduHfRDpaWlcU58HPxrDMybBF2ug6feh6YJQT+WSIWsmwP/HgnHs2Hg8xT+3ub+68VB4hhImQTnXwcj3ocz1L+4ZPMc+HAknMiG3s9T2OVe9vxgY/8N42D+GFg7CdpfB7e9D/XVv7gkfQ4sGgnebLjieQrPvZc9+2zsv3EcrBwDmydBwnXQ832oo/7FJT/OgW9HQkE2/O55Clvdy54MG/s/Mw42j4Hdk6DpdXDx+1BT/YtLDs2BXSOhMBuaP09hI5v7bxEHGWPg4CSodx20fh+qqX9xyfE5cGgkWNlQ53kKa9zLnr029t8qDo6OgZxJUP06qP8+RKt/ccscYCSQDTxPYeG97NljY//nxAFjgEnAdcD7gPr/DbO0mVUJX331FTfeeCMFBQV4PB7eeOMNHnroof/e4XgebFgDO7dB2nb4ORNysiE3B+rWg1q1oVkLaNMB2p8H7X5X4toP3bt3Z/ny5cTGxtKuXTuWLFlCo0aNXPhKRX4lLxsmPIcv8U2G7Ymm/8BB9B0zDuJ/41WIlbF3O0P73UTP7HQGdWgGj46Hq28N3uOLVNXxbJj9HL55bzJsXVH/o8ZBzSD2/+N2ht56Ez1JZ9AFzWDIeOiq/iUEnMiGhc/h+/pNhn0VTf8Bg+j7x3FQPYj9Z25n6ICb6FkrnUGXNYObxkNn9S8hwJsNq57Dt+5NhiUV9f/AOKgWxP4PbWfowJvo2SSdQVc2g6vGQ1v1LyGgIBu2PIdv+5sMez+a/rcNou+94yA2iP0f287QQTfR8+x0Bl3bDDqPh+bqX0KALxt+eA7fj28y7IWi/geNg+gg9p+3naF33UTP89MZ1LcZJIyHBupfQoCVDUefw3fkTYY9EU3/WwfRt/84iApi/wXbGXr3TfS8PJ1B/ZtBvfFQQ/1LKMgGnsPne5Nhw6Lp338QffuOA4LYP9sZOvQmevZMZ9CgZsB4QP1X0CxdM6uCvvjiC2644Qa8Xi8+n4+CggJatWpV8k7Va/ivczVoBIwZD29MgX9/DNMXwntJ8NoE+NNf4aaB/s2sX13EvE2bNkRHR+P1etmxYweXX345+/fvd+xrFClTjXgKHniRQY16MSkjl4QlU+GGpvB/AyHlY8g+XLXHzUiFWW/B8K4woAPNc7O4O7WQGbeO1UaWhI7q8RQMfJFBx3sxaUcuCeumwn1N4e8DYfXHkFPF/venwvy34Jmu8McONC/I4u5vCplxxVhtZEnoqBZPQe8XGZTei0nf5ZKQOhXGNIXJA+H7jyGviv0fTIWlb8EbXeHlDjT3ZHH3/EJmnD1WG1kSOmLjKbj8RQYt68Wklbkk/DQV/tkU5g2EnR/DiSr2fzgVvnsLZnSF/3SgebUs7p5WyIwaY7WRJaEjJp6Cc19kUFIvJiXnkpA3FeY0hVUD4YePwVvF/rNTYedbkNwVFnSgea0s7n67kBlHxmojS0JHdDwFzV5k0N96MenzXBJipsK6ppA6EH75GAqq2P/xVPjpLdjUFTZ0oHmDLO5+rpAZW8dqI0tChyeeglovMuiJXkxKyiWh/lTY3xR+GQh5H0NhFfsvSIXstyCzK/zUgeaNs7j7j4XMWDxWG1kSQuIpKHiRQYN6MWlSLgkJU/FfU2sg8DFQxf5JBd4CugIdaN48i7vvLmTGjLFoI6tyYtxeQDiYP38+N998Mz6fj8LCwpO3l9rMOk0JCQnExMTg8/nwer3s2bOH7t27s3TpUpo1axbUY4lUhs/nY8iQISR+8hkACZ9sh3ULYd5kGH0r4IH2F0L7i6BFO0hoD/H1/G+zWb0W5ByF7CNwKBP2bPN/fL8CDmRAzdpw1S3wwAskfJuOb8QIBt99D/m+Qu6++253v3ARTun/46L+/70dtiyElMkw/lb/Nya0vhBaXwRntoNm7aFWPage77/OVt5RyD0CRzLhx23wwzbYvgJ+zoAataHLLTDwBRJWpeNbo/4ltJzs/6Oi/l/cDrsXwtrJ8J+i/s+6EJpfBGe0g8btoUY9iIv3X2frxFHIOwLZmZC5DQ5sg90r4HAGVKsNnW6BPi+QsCQd3+IRDB5yD/kF6l9Cw8n+Pyzq//HtkLkQtkyGz4v+/NP4Qmh8EdRvB/XbQ7Wi/mOL+s8/ArmZ8Ms2OLQNflwBxzIgrja0uQW6vUBCfDq+OepfQsvJ/mcX9T94OxxbCHsmw8qi/utdCPUvgtrtoHZ7iK0HMfH+62x5j4L3CJzIhKPb4Ng2+HkF5GZATG046xbo9AIJh9PxzRzB4LvuId+r/iU0nOx/VlH/12+HgoWQNRl2FP35p+aFUOsiqNEOqreHmHoQFe+/zpbvKPiOgDcT8rb5P46tgPwMiK4NDW6BFi+Q0CUd37/Uv4SWk/0nFfV/8XaIWwi5k+Hnouf/uAsh9iKIaQex7cFT1L+nFhQeBesI+DKhYJv/48QK8GWApzbUuAXqvkDC79Lx+dS/hJaT/ScW9Z+wHVgITMa/6eQBLgQuAtoB7YF6QDz+62wdBY4AmcC2oo8VQAZQG7gFeIGEhKL+B99Dfr76rwxtZv2GuXPncsstt5TayAJo2bJlUI+VkJBAQUHByZ97vV4yMjLo3r07X3/9Nc2bNw/q8UQqIj8/n9tuu4158+YBULt2beo2awHNhkHfYXD0F/g2BdYthvRN/mtsZZXxisKYWGjWGlp1hJtHwMU94Nwu/tuBVof973paWFjI0KFD8fl83HvvvY58nSKBBOy/aQtoOgyuHgbZv8CWFNi8GPZu8l9j61AZ/UfHQuPW0Lwj9BwB5/WANl38twOtDqh/CS0B+2/SApoMg8uGQe4vkJYCOxfD/k3+a2wdLaf/Bq2hSUe4fAS06QEtT+l/j/qX0BKw/8YtoPEwOG8YHP8F9qVAxmL4eZP/Gls5ZfQfFQt1W0ODjtBpBLToAU27+G8HWrVW/xJaAvbfqAU0Ggath0H+L3AwBTIXw9FN/mtsHS+n/1qtoXZHOHsEnNEDGqh/CV0B+2/QAhjmPwcU/AJHU+DoYsjd5L/GlreM/j2xUK011OgITUZAnR4Q38V/O9CqlfqX0BKw//pF/dcaBoW/wIkUOLEYvJv819jyldN/dGuI7Qi1RkD1HhCr/iV0Bey/blH/DAN+AVKAxcAm/NfYKusd1WKB1kBHYATQA+hSdLv6Px3azCrH7NmzGThwIJZlldrIqlu3LvHx8UE9XqtWrfD5fCVu83q97Nu3j65du7J06VJbLjonUpb8/Hz69+/PggULTm60tmjRouSd6jTwv7Lqqlv+e1teDuQcgdxsOJ4DtepCrTr+a2wVbVwFkpDw3wsdWpbF8OHDyc3N5eGHHw7q1yVSERXqP76B/5VVXU7p/0SO/5VYx4v6r1kXatbx/xit/iU8VKj/mg38r6zqdEr/+Tlw/Ij/Wlv5Of5ra1Wv4/9R/UuYqFD/1Rv4X1nV5pT+vTlw4oj/WlveHP+1teLq+H+MUv8SHirUf1wD/yurzjql/4Ic/yuxCrLBl+O/tlZMHf+P6l/CRIX6j2ngf2VVg1P6L8yBgiNQWNR/TF2IruO/xpZH/Ut4qFD/UQ38r6yqcUr/Vg4UHvFfa8vKAU9diKrj/1H9S5ioUP80wP/KqlP6Jwf/K7Gyi/67LlCn6Ef1bwdtZpUhKSmJO+64A8uysCyr1OeD/aosKBnyqbxeLwcOHKBbt24sXbqUc845J+jHFvm1EydO0K9fPxYuXHjyidzj8dCmTZvf/sU1avk/KikhIQGPx3Py95xlWTz66KP4fD4ee+yxSj+eSFWdVv/Vavk/Kkn9S6g4rf7javk/Kkn9S6g4rf5ja/k/Kkn9S6g4rf5javk/Kkn9S6g4rf6j9OcfCW+n1b+nlv/tNStJ/UuoOK3+qVX0UTnqv+qi3F5AKJo5c2a5G1kej4e2bdsG/bgtW7YkKirw/5KCggKysrLo3r07O3fuDPqxRU6Vm5tLnz59SjyRA8TGxnL22Wfbdty4uDgaNmxY4jbLsvjjH//I66+/bttxRU6l/sVk6l9Mpv7FZOpfTKb+xWTqX0ym/sOPNrN+5YMPPuDOO++ksLAw4EYW+INu1apV0I8dGxtLo0aNyvy81+slKyuLbt26sWPHjqAfXwT++0T+9ddfl3giL1bWKwiDpazH/9Of/sTYsWNtPbaI+heTqX8xmfoXk6l/MZn6F5OpfzGZ+g9P2sw6xfHjx1m4cCHg31gqi2VZtmxmARV63NzcXL766itbji9my8nJ4frrr2fFihUBn8jz8/NtfzJv165dma9QHDNmDM8++6ytxxdzqX8xmfoXk6l/MZn6F5OpfzGZ+heTqf/wpc2sU1SvXp2ZM2eyadMmbr/9dqKiooiLiyt1P6/Xa1vQbdu2JTo6utTtMTEx1KxZk//5n/9h7969PPTQQ7YcX8x15MgRevTowapVq/B6vWXez66N3GIJCQllbiZblsWzzz7LU089ZesaxDzqX0ym/sVk6l9Mpv7FZOpfTKb+xWTqP7xpMyuAc889l6lTp5KamkqbNm2IiooqFZddQSckJBATE3Py59HR0dSoUYM+ffrwww8/8PLLL1O/fn1bji3mOnToEL///e/57rvvyn0iB/tfZtuqVSt8Pl+Zn7csi1dffZXRo0fbug4xh/oXk6l/MZn6F5OpfzGZ+heTqX8xmfoPf9rMKsfOnTvZsmUL06ZN4/bbbyc6Ovrkq6bsCrpVq1Z4vV6io6OpV68eL7zwAvfddx+rV68O+CoxkWBYtWoVmZmZ+Hw+PB5PmferUaMGDRo0sHUtCQkJAV/iWywmJgbLsli5ciU//fSTrWsRM6h/MZn6F5OpfzGZ+heTqX8xmfoXk6n/8KfNrHKMHTuW66+/noEDBzJ16lS2bdvGoEGDaNSoEXXr1rXlmK1ataJBgwa8/PLL7Nu3j1GjRjF69GiOHj3Kv/71L1uOKdK7d292797NxIkTadmyJVFRUQGf1Fu0aGH7WsraKC5+deTFF19McnIyixcvpmnTpravRyKf+heTqX8xmfoXk6l/MZn6F5OpfzGZ+o8AlgT05ZdfWoC1dOnSUp87cOCAbcc9duyYlZOTU+r2P/7xj1bTpk2t3Nxc244tYlmWlZ+fb40aNcqqXbu2FRUVZXk8HguwAKt37962Hz83N7fEMWNiYizAatCggbVgwQLbjy9mU/9iMvUvJlP/YjL1LyZT/2Iy9S8mU/9hKUmvzCrD888/z7XXXkv37t1Lfa5x48a2HTc+Pp6aNWuWun3UqFEcOXKECRMm2HZsEfB/B8DKlSu57LLLmDBhwsnvVIiKiuLss8+2/fg1atSgXr16J78z4pprrmHu3Lnk5eWRmppq+/HFbOpfTKb+xWTqX0ym/sVk6l9Mpv7FZOo/TLm9nRaKFi1aZAHW119/7fZSSnj00UetM88808rLy3N7KRLBft2/1+u1Jk+ebLVp08YaN26cI2u49NJLrT59+lhr1qw5eZv6FyeofzGZ+heTqX8xmfoXk6l/MZn6F5Op/7CU5LEsy3JtJy1E9ejRg6ioKJKTk91eSgn79+/nnHPOYfz48Tz44INuL0ciVFn9+3w+Dh8+TMOGDW1fQ2ZmZqlXQKp/cYL6F5OpfzGZ+heTqX8xmfoXk6l/MZn6D0uztJn1K8uXL6d79+4sWbKEq666yu3llPLwww/z2WefkZqaSrVq1dxejkQY9S8mU/9iMvUvJlP/YjL1LyZT/2Iy9S8mU/9hS5tZv9azZ098Ph+LFy92eykBZWRk0LZtW9544w3uv/9+t5cjEUb9i8nUv5hM/YvJ1L+YTP2LydS/mEz9i8nUf9jSZtapVq5cyRVXXMGiRYvo0aOH28sp04MPPsi8efNITU0lLi7O7eVIhFD/YjL1LyZT/2Iy9S8mU/9iMvUvJlP/YjL1H9a0mXWq6667jpycHJYvX+72UsqVkZFBmzZteOeddxg+fLjby5EIof7FZOpfTKb+xWTqX0ym/sVk6l9Mpv7FZOo/rGkzq9iqVau4/PLL+fLLL+nZs6fby/lNI0aMYOHChezYsUO7s3La1L+YTP2LydS/mEz9i8nUv5hM/YvJ1L+YTP2HPW1mFevduzdHjhxhxYoVbi+lQvbu3Uvbtm35xz/+wdChQ91ejoQ59S8mU/9iMvUvJlP/YjL1LyZT/2Iy9S8mU/9hT5tZAOvWrePSSy9l/vz59OrVy+3lVNiwYcNISUlh27ZtxMTEuL0cCVPqX0ym/sVk6l9Mpv7FZOpfTKb+xWTqX0ym/iOCNrMAbrzxRrKysli1apXbS6mU9PR02rdvz4QJExgyZIjby5Ewpf7FZOpfTKb+xWTqX0ym/sVk6l9Mpv7FZOo/Imgza/369VxyySXMnTuX3r17u72cShs6dCjLli1j69at2p2VSlP/YjL1LyZT/2Iy9S8mU/9iMvUvJlP/YjL1HzG0mXXzzTezb98+1q5di8fjcXs5lZaWlkaHDh34z3/+w6BBg9xejoQZ9S8mU/9iMvUvJlP/YjL1LyZT/2Iy9S8mU/8Rw+zNrO+++46LLrqIzz77jBtvvNHt5VTZkCFDWLVqFVu3biU6Otrt5UiYUP9iMvUvJlP/YjL1LyZT/2Iy9S8mU/9iMvUfUczezLrlllvYs2cP69atC8td2WKpqamce+65TJkyhYEDB7q9HAkTkdb/5MmTueOOO9xejoQJ9S8mU/9iMvUvJlP/YjL1LyZT/2Iy9R9RzN3M2rx5M+effz4fffQRN998s9vLOW2DBg3i22+/ZdOmTURFRbm9HAlx6l9Mpv7FZOpfTKb+xWTqX0ym/sVk6l9Mpv4jjrmbWbfeeitpaWmsX78+rHdli23dupXzzjuPGTNmcPvtt7u9HAlx6l9Mpv7FZOpfTKb+xWTqX0ym/sVk6l9Mpv4jjpmbWVu2bKFTp07MmjWLfv36ub2coBk4cCCbNm1i48aNpu7OSgWofzGZ+heTqX8xmfoXk6l/MZn6F5OpfzGZ+o9IZm5mDRgwgM2bN0fc//Ti36RJSUn079/f7eVIiFL/YjL1LyZT/2Iy9S8mU/9iMvUvJlP/YjL1H5HM28wqfjnezJkzue2229xeTtDddtttbNu2jQ0bNkTUb1QJjuL+ExMTufXWW91eTtDddtttbN26NeJOVBIc6l9Mpv7FZOpfTKbgg/rdAAAgAElEQVT+xWTqX0ym/sVk6j9imbeZdeedd7Jhwwa+//77iPyfXXxhuw8//JA//OEPbi9HQoz6F5OpfzGZ+heTqX8xmfoXk6l/MZn6F5Op/4hl1mZWamoqHTt2ZNq0aQwYMMDt5dimf//+pKenR8zF7SQ41L+YTP2LydS/mEz9i8nUv5hM/YvJ1L+YTP1HNLM2swYPHsz69evZtGlTRO7KFvvuu++46KKL+PTTT+nbt6/by5EQof7FZOpfTKb+xWTqX0ym/sVk6l9Mpv7FZOo/opmzmbVz5046duzIpEmTuPPOO91eju3+8Ic/kJGRwdq1a03anZUyqH8xmfoXk6l/MZn6F5OpfzGZ+heTqX8xmfqPeOZsZt19992sXLmSLVu2EBMT4/ZybPftt99y8cUX8/nnn9OnTx+3lyMuM7X/OXPmcMMNN7i9HHGZ+heTqX8xmfoXk6l/MZn6F5OpfzGZ+o94ZmxmpaWl0aFDBz744APuuusut5fjmL59+7J//37WrFljyu6sBKD+1b/J1L/6N5n6V/8mU//q32TqX/2bTP2rf5Opf/VvMvVvRP9mbGbde++9fP3112zbts2IXdli69at49JLL2XevHlcf/31bi9HXGJq/+vXr+eSSy5R/4ZT/+rfZOpf/ZtM/at/k6l/9W8y9a/+Tab+1b/J1L8R/Uf+ZtaePXto164d77//Pvfcc4/by3Fcnz59OHToECtXrnR7KeIC9a/+Tab+1b/J1L/6N5n6V/8mU//q32TqX/2bTP2rf5Opf2P6j/zNrPvuu49Fixaxfft2o3Zli33zzTd07dqVhQsXcu2117q9HHGY+lf/JlP/6t9k6l/9m0z9q3+TqX/1bzL1r/5Npv7Vv8nUvzH9R/Zm1t69e2nbti3vvfce9957r9vLcU2vXr3Izs5m+fLlbi9FHKT+/dS/mdS/n/o3k/r3U/9mUv9+6t9M6t9P/ZtJ/fupfzOpfz/1byb172dI/5G9mfXAAw8wf/58UlNTiYuLc3s5rlm5ciVXXHEFycnJXH311W4vRxxy//33s2DBAvWv/o2k/v3Uv5nUv5/6N5P691P/ZlL/furfTOrfT/2bSf37qX8zqX8/Q/qP3M2sjIwM2rZty1tvvcV9993n9nJc17NnT44fP86yZcvcXoo4ICMjgzZt2vD222+rf+Daa68lLy9P/RtC/Zek/s2i/ktS/2ZR/yWpf7Oo/5LUv1nUf0nq3yzqvyT1bxb1X5IB/UfuZtZDDz3E3Llzjd+VLbZixQq6devGkiVLuOqqq9xejthM/Zek/s2i/ktS/2ZR/yWpf7Oo/5LUv1nUf0nq3yzqvyT1bxb1X5L6N4v6L8mA/iNzM2v//v2cffbZvP766zzwwANuLydkXH311Xg8HpKTk91eithI/Qem/s2g/gNT/2ZQ/4GpfzOo/8DUvxnUf2Dq3wzqPzD1bwb1H5j6N4P6DyzC+4/MzaxHHnmETz/9lNTUVKpVq+b2ckLGkiVL6NGjBykpKVx55ZVuL0dsov4DU/9mUP+BqX8zqP/A1L8Z1H9g6t8M6j8w9W8G9R+Y+jeD+g9M/ZtB/QcW4f1H3mbW/v37Oeeccxg3bhwjR450ezkh56qrriIuLo4vv/zS7aWIDdR/+dR/ZFP/5VP/kU39l0/9Rzb1Xz71H9nUf/nUf2RT/+VT/5FN/ZdP/Uc29V++CO5/VpTbKwi2V155hXr16nHvvfe6vZSQNGbMGL766qtIvhCc0dR/+dR/ZFP/5VP/kU39l0/9Rzb1Xz71H9nUf/nUf2RT/+VT/5FN/ZdP/Uc29V++SO6/9CuzvpoHT4XvjuasQzn4LBjYoJa9B1q7y57H/XIePGHv/J/Zf4jB9ePpWD3W1uPY6jub5r98HrwSxv3/WNT/WTb3/5lN8186D8ba3H/qIQY3i6djrTDu/wub5r9uHrwfxv2nF/V/js39/9Om+a+ZB+/a3P/6Qww+J56OdcO4/4k2zX/zPEgK4/63FPX/O5v7f9am+W+aB9Nt7j/lEIPPi6djwzDu/0Wb5p82D74M4/7X5+ArhIGX2Nz/AzbNf+c8mG9z/58fYvCl8XRsEsb9P2LT/H+YB2vCuP8VRf13t7n/P9g0/33zYJXN/c84xOAr4+l4Vhj3f6tN8/9lHuwM4/6Ti/q/1ub+u9g0/6x5sN3m/v95iMHXxdOxVRj3382m+efOg6ww7n9uDj4fDLzJ5v5b2jT/nHlwwOb+xx9i8M3xdGwTxv2fbdP8rXngC+P+Zxf1P8Dm/mNsmr9vHpywuf+/HmLwHfF0bB/G/dcsNf9ZMaXulJMNGbvhf192YklBd5vdB9iyET6abt/j52TD3t3wF/vm/4Jtj+yAzRthto3zz82GH3fDI+o/oNSNsMCB+T+u/gPavhHm2Tj/49mQuRuGqP+Adm+Er22e/4HdMNTG/vvY9tD227URltg4/xPZ8MtuuClM++9u8wF+3Ahrbe7/593Qz8b+r7Ltoe23byOstnH+3mw4shuuCtP+L7D5AAc3whYb55+fDYd3wzU29n+xbQ9tvwMbYZON8y/IhuzdcGGY9t/W5gMc2gi7HZj/xTb2/1fbHtp+hzZCuo3z92XD8d3QOkz7H2zzAXI2QqbN88/bDW1s7P9Z2x7aftkb4Scb529lQ8FuaBCm/d9h8wHyN0K2jfMvzAbvbjjDxv6ft+2h7XdiIxy1uX9rN0SHaf+323wAayMU2jz/wt0QZ2P/Y217aPsVboSCwPMvvZlV7JFRdi0nvH2aZO9mVrHHNP+APkmydzOr2N2af0BfJtm7mVXsXs0/oC+S7N3MKtZP8w9oeZK9m1nFbtP8A1qaZO9mVrFrNf+A1ifZu5lVrJfmH9DaJHs3s4p11fwD2pZk72ZWsSs0/4C2JNm7mVXsd5p/QHuS7N3MKtZJ8w9od5K9m1nFWmj+AR1Msnczq1grzT+gA0n2bmYVq6f5B5STZO9mVrEGmn9Ax5Ls3cwqFqX5B1SYBDgw/zjNP6CCpDI3syLumlkiIiIiIiIiIiIiIiISObSZJSIiIiIiIiIiIiIiIiFLm1kiIiIiIiIiIiIiIiISsrSZJSIiIiIiIiIiIiIiIiFLm1kiIiIiIiIiIiIiIiISsrSZJSIiIiIiIiIiIiIiIiFLm1kiIiIiIiIiIiIiIiISsrSZJSIiIiIiIiIiIiIiIiFLm1kiIiIiIiIiIiIiIiISsrSZJSIiIiIiIiIiIiIiIiFLm1kiIiIiIiIiIiIiIiISsrSZJSIiIiIiIiIiIiIiIiFLm1kiIiIiIiIiIiIiIiISsmzdzBo7diwrVqwo8/OFhYVBPV5Zj5eWlsYTTzwR9OOFOs3fXU7Pvyyaf2Cav72cnn92dnbA2zX/wDR/e/3W/INN59+SNH93OT3/smj+7tL8naHzb0mav7t+a/5lzauqdP4tSfN3l9PzL4vmH5jmby+n56/zb0mmzd+2zaz58+fz+uuv06lTpxK379ixg8cee4xWrVrRsGFDbrzxRpKTk6t8nIo83tlnn80XX3zB+++/X+XjhBvN311Ozf9Ubdu25b777it1u+b/X5q/M5ya//r16+nVqxcNGjSgdu3aNG3alPvvv5+jR4+evI/m/1+avzPKmv+pynq+qAydfwPT/N3l1Pwr8niaf2Cav32cmr/Ov4Fp/u4qa/4VmVdl6PwbmObvLqfmfyqdf/9L83eXU/PX+TcwI+dv/doniZbVuPTNlXHixAnrnHPOsZ599tkSt+fm5lrt27e34uPjrREjRlhPP/201a5dO6tGjRpWSkpKpY9TmcdLSkqy6tWrZx04cOC0vrZgzKdcHydaVn3Nv0xBmE+5FiZa1sXhMf9TTZw40QKs4cOHB/x80OYfhPmUa0GiZZ2n+ZcpCPMp17JEy7o5POa/Zs0aq27dulbDhg2tkSNHWv/3f/9ntWvXzgKsSy+91PL5fCfvG7T5B2E+5fo60bJ6a/5lCsJ8yrUu0bIetmf+p/qt54uKcOX8G4T5lGtNomWN0PzLFIT5lGtromW9HB7zr8zjBW3+QZhPuTYnWtZzmn+ZgjCfcu1OtKwp4TF/V86/QZhPuXYlWtZEzb9MQZhPuTITLSvFnvlXZl4V4cr5NwjzKddPiZb1peZfpiDMp1zZiZaVFh7zP5Vj598gzKdcRxMta5vmX6YgzKdcvkTLyg+P+bty/g3CfMrlTbSsY5p/mcqeT5Itm1nvvvuuFRcXV2rhjz/+uAVY8+bNO3nbTz/9ZDVp0sRq3bp1pY9TmccrKCiwmjdvbj3yyCOVPk4JYbCZFdHzD4PNLKfmn5GRYQ0fPtzq3LmzBZR7Mg3a/MNgMyui5x8Gm1lOzf/uu++24uLirG+//bbE7ddcc40FWElJSSdvC9r8w2AzK6LnHwabWWXNvzLPFxXhyvk3DDazInr+YbCZ5dT8XTn/hsFmVkTPPww2s5yavyvn3zDYzIro+YfBZlZZ86/MvCrClfNvGGxmRfT8w2Azy6n5u3L+DYPNrIiefxhsZjk1f1fOv2GwmRXR8y9nM8uWtxkcN24c119/PY0bNy5x+3/+8x/OP/98evfuffK2Jk2a0KtXL3bt2sU333xTqeNU5vGio6O59dZb+eCDDzh27FgVv7LwoPm7y6n5Hzt2jB07dlC3bl0uvfTScu+r+Wv+TnFq/itWrOCCCy7gggsuKHH70KFDAVi9evXJ2zR/zd8pZc2/Ms8XFaHzb2Cav7ucmr/Ov4Fp/u5yav46/wam+burrPlXZl4VofNvYJq/u5yav86/gWn+7nJq/jr/Bmbq/IO+mbV582Z27drFeeedV+L2rKwsDh06RM+ePUv9mnbt2gGwdu3aCh+nKo937rnnkpOTE7Rr5IQizd9dTs0foGPHjqSkpJCSksL06dN/8/6av+ZvN6fm7/V66dWrFw8//HCpz2VkZADQoEGDErdr/pq/3cqaP1T++aI8Ov8Gpvm7y6n5V+XxNH/N325OzV/n38A0f3eVNf+qzKs8Ov8Gpvm7y6n5g86/gWj+7nJq/jr/Bmby/IO+mfXll18C0KZNmxK3b9++HYAzzzyz1K9p3749AJmZmRU+TlUer/j2hQsXVvg44Ubzd5dT868KzV/zt5tT84+NjeWtt97irrvuKnF7ZmYm77zzDrGxsdx4440Bj6P5l6T5B09Z8w82nX8D0/zd5dT8q0Lzd5fmHzw6/wam+burrPlXZV7l0fk3MM3fXU7Nvyo0f83fbk7NX+ffwEyef9A3s3bv3g2UHubOnTuBwLt/CQkJABw+fLjCx6nK4xUPc9u2bRU+TrjR/N3l1PyrQvPX/O3m5vw///xzOnXqxA8//MBrr71Gp06dSnxe89f87VbW/INN59/ANH93OTX/qtD83aX520vnX83fbZWZ/2/Nqzw6/wam+bvLqflXheZfkuYffG7OX+dfs+cf9M2sgwcPAqWHWa1aNQB++eWXUr8mJycHgPr161f4OFV5vCZNmlCvXj0OHDhQ4eOEG83fXU7Nvyo0f83fbm7MPy0tjZtuuom+fftSp04dFi5cyKOPPlrqfpq/5m+3suYfbDr/Bqb5u8up+VeF5u8uzd8eOv/+l+bvrorMv6LzKo/Ov4Fp/u5yav5Vofn7af72cWP+Ov/+l8nzjwn2A+bl5QH+l6GdqmnTpgCkp6eX+jXFJ8Qzzjijwsep6uNVr169wscIR5q/u5yaf1Vp/pq/nZye/9SpU3nwwQfxeDy8+uqrPProoyf/ohWI5q/526ms+Qebzr+Baf7ucmr+VaX5u0vzDy6df0vS/N31W/Ov7LzKovNvYJq/u5yaf1Vp/pq/nZyev86/JZk8/6C/Mqv4ZcfF76lbrF27dng8noAnvw0bNgBw2WWXVfg4VXm8nJwcfvrpJ0f+0dotmr+7nJp/VWj+mr/dnJz/559/zpAhQzj//PPZtGkTTzzxRLknUs1f87dbWfMPNp1/A9P83eXU/KtC83eX5h9cOv+Wpvm7q7z5V3Ze5dH5NzDN311Ozb8qNH/N325Ozl/n39JMnn/QN7MuvvhioPQwmzVrxpVXXsnXX39NWlraydu9Xi/Tp0/nrLPOOvlrK6Iqj1d8v7POOqvSX1e40Pzd5dT8q0Lz1/zt5uT8R48eTd26dZk9ezYtW7b8zftr/pq/3cqaf7Dp/BuY5u8up+ZfFZq/uzT/4NL5tzTN313lzb+y8yqPzr+Baf7ucmr+VaH5a/52c3L+Ov+WZvL8g/42g1dddRVQ9jBvuOEGbr/9dp555hnq16/PK6+8Qnp6Op9//jkejweA119/nSeeeIIxY8YwZsyYMo9V0ccrVjzMHj16BOvLDTmav7ucnH9laf6av92cmv+hQ4fYtGkTF154IePHjw94n9///vfceOONJ3+u+Wv+ditv/hWl82/Vaf7ucnL+laX5V4zmX3VOzV/n38A0f3eVNf/KzEvn36rT/N3l5PwrS/PX/O3m1Px1/g3M5PkHfTPr3HPP5cwzzwz4h8nrrruOKVOmMHz4cPr37w9AvXr1+Nvf/kbv3r1P3q+wsBCfz4dlWeUeq6KPV2z79u14PJ6An4sUmr+7nJx/ZWn+mr/dnJr/8uXLsSyL9evXs379+oD38Xg8JU6mmr/mb7fy5l9ROv9WnebvLifnX1maf8Vo/lXn1Px1/g1M83dXWfOvzLx0/q06zd9dTs6/sjR/zd9uTs1f59/AjJ6/9WufJFpW49I3V8azzz5r1alTxzp27FjAz3u9XmvlypXW8uXLrYKCgoD3GTt2rDV9+vQKHa8ij2dZlnXBBRdY/fr1q9BjlikI8ynXx4mWVV/zL1MQ5lOuhYmWdXF4zb+igjL/IMynXAsSLes8zb9MQZhPuZYlWtbNmn+ZgjCfcn2daFm9Nf8yBWE+5VqXaFkP2zv/igjZ828Q5lOuNYmWNULzL1MQ5lOurYmW9XJ4zb+igjL/IMynXJsTLes5zb9MQZhPuXYnWtYUzb9MQZhPuXYlWtZEzb9MQZhPuTITLSslvObv6Pk3CPMp10+JlvWl5l+mIMynXNmJlpUWXvOvqKDMPwjzKdfRRMvapvmXKQjzKZcv0bLyNf8yBWE+5fImWtYxzb9MZc8nyZbNrJ9//tlq2LCh9e6771bp16emplpnn322tXfv3tNax6mWLVtmRUVFWRs2bDi9BwqDzayInn8YbGZF9PzDYDMroucfBptZET3/MNjMiuj5h8FmVkTPPww2syJ6/mGwmRXR8w+DzayInn8YbGZF9PzDYDMroucfBptZET3/MNjMiuj5h8FmVkTPPww2syJ6/mGwmRXR8w+DzayInn85m1lRdrzaq0GDBowbN45XX30Vr9db6V+flpbGnDlzaNGiRdDW9MILL/Dggw9y/vnnB+0xQ5Xm7y7N312av7s0f3dp/u7S/N2l+btL83eX5u8uzd9dmr+7NH93af7u0vzdpfm7S/N3l6nzt2UzC2Do0KFcfvnlJCcnV/rX9urVi3PPPTdoa9m9ezdHjhxh7NixQXvMUKf5u0vzd5fm7y7N312av7s0f3dp/u7S/N2l+btL83eX5u8uzd9dmr+7NH93af7u0vzdZeL8Y+x88OnTp9v58BXWqlUrli9f7vYyHKf5u0vzd5fm7y7N312av7s0f3dp/u7S/N2l+btL83eX5u8uzd9dmr+7NH93af7u0vzdZdr8bXtlloiIiIiIiIiIiIiIiMjp0maWiIiIiIiIiIiIiIiIhCxtZomIiIiIiIiIiIiIiEjI0maWiIiIiIiIiIiIiIiIhCxtZomIiIiIiIiIiIiIiEjI0maWiIiIiIiIiIiIiIiIhCxtZomIiIiIiIiIiIiIiEjI0maWiIiIiIiIiIiIiIiIhCxtZomIiIiIiIiIiIiIiEjI0maWiIiIiIiIiIiIiIiIhCxtZomIiIiIiIiIiIiIiEjICqvNrMLCQreXIOIa9S8iIiIiIiIiIiIiJgqrzaylS5eyfPlyt5dhnIkTJ7q9BEH9u0X9u8/r9bJjxw63l2GkTZs2ub0E46l/96h/d2n+zjp27Bh79+51exlSRP27Y/PmzW4vQVD/blH/oUH9u0P9hwb1745w6z+mzM9c0trBZVTM6gNHWHTsOPPbNHFvEbk5zhzngtCY/+rcEzy/5yD3vPEcHrcXA87N/6bQmP+pVqcdYVHWceZf5mL/eQ7Nv1dozH/1kRM8v/Eg98wMkf6dmv+I0Jh/sdUHTjBx+zH+fWUjdxdy3KH5Dw2N+e/P8/HY1wdJ7tXU7aX4OTX/v4TG/IutzjjBxO+O8e++Lvef79D8R4fG/Pdn+3jss4Mk3xki/Ts1/3+ExvwBHhz/E7PvO4MmdaLdXgp4HZr/W+7Nf/z8w7Q7I5Y7L6nl2hrK5FT/n4RG//sP+Xjs9YMkPxcizz8FDs1/trvzP+G1uOuZ/ax/tZmr6yjFqfmvDpH+s3w89peDJL8TIv37HJr/8hDo//79rP8gxPp3av57Q6T/TB+PPXaQ5Bkh0r/l0PzTXe4/3+Ku2/ezfk6I9V/o0PwLQqT//T4ee/QgyQsN6z/X5f5PWNw1aD/rV4RY/+XMv/Rm1u86w/++bOdyqmzFvyezYN8WVv/+BroktHB7OfY4rzP8JXTmP+Pjz9mVup9VPfpweauWbi/Hfu06wyOhM/9TrXhzMgsyt7D6whvocnaE9t++MzweOvOfMfNzduXtZ9Ulfbj8HAP6b9UZhoTO/IstmpXM1PTFvDhqMI3rxru9HPu07gxDQ2f+iXOXseSnuey77A6aN6zr9nLs17wz3BQ68y+2aFoyUzct5sWnB9O4XgT336Iz9Aud+Sd+vIwle+ey73d30LyRAf037gxXhc78Mw4cYXnaSyQduJBHrrzC7eXYr0lnuMa9+WcdyeG1xa/wUL+u3HlxH9fW4Zr6neHC0Ok/ccoylmyay746d9C8iQHPP/U7w8Xuz3/KR2v4dteHbIvrT4fWZ7i9HOfEd4bW7s+/WOK8ZSxZN5d93EHzMw3ov3ZnaOP+/KckruHbHR+y7Xh/OpxjUP9xnaGB+/MvljhtGUtWzWVf9h00b2ZA/9U6wxnuz3/KlDV8u+VDth3sT4e2BvXv6QzR7s+/WOLsZSxJmcu+H++geXMD+o/qDHHuz3/K5DV8u+FDtqX1p0P7MOnfCiNnnHGGBVjXX3+920sxQkFBwcmZP/LII24vx3jq31nqP3R069bNAqy//OUvbi/FKBdccIEFWK+99prbSzGa+neH+nfXa6+9ZgHWBRdc4PZSjPD4449bgNWjRw+3lyKWnn/cUFhYaLVt29YCrHfeecft5RhN/TtP/YcO9e889R861L/zwrT/pLC5ZlZGRgYHDx4EYMGCBaxZs8blFUW+JUuWnJz5lClTKCgocHlF5lL/zlP/oSE3N5fVq1cD8Oabb3L8+HGXV2SGtLQ0NmzYAMCkSZNcXo251L871L/7ZsyYAcB3333H1q1bXV5NZNu7dy9vv/02AOvXr3d5NaLnH3d88cUXpKamEhUVxZdffun2coyl/t2h/kOD+neH+g8N6t8d4dp/2GxmrVq1Co/Hf9Wa2NhYnnvuOZdXFPmmT59OXFwcAIcPH2bRokUur8hc6t956j80LF++HK/XC8DRo0eZMmWKyysyw/Tp04mJ8b8T8ffff8+WLVtcXpGZ1L871L+7MjIyTm6qxMbGMnXqVJdXFNn++te/nvzvI0eOsG/fPvcWI3r+ccmrr75KTEwMhYWFLFq0iMLCQreXZCT17w71HxrUvzvUf2hQ/+4I1/7DZjPrm2++ITY2FgCv18vcuXNZu3aty6uKXPn5+cyaNYv8/HzA/48J06ZNc3lV5lL/zlL/oSM5OfnkpmJhYSEvv/xy2Jxgw9mUKVNObqLExcWRlJTk8orMpP7dof7dlZiYSHR0NOD/M8+///1vdW+THTt2MGnSpJO9g//VcOIePf84b9OmTSxZsuTkuzAcPXpUvw9cov6dp/5Dh/p3nvoPHerfeeHcf9hsZi1btuzkPywDxMTE8Pzzz7u4osg2b948srOzT/7c6/Uye/Zs8vLyXFyVudS/s9R/6Pjiiy9Otm9ZFunp6XzxxRcuryqyfffdd6Smpp78eX5+Pv/5z3/cW5DB1L/z1L/7pk+fjs/nO/nzzMxMUlJSXFxR5Bo1atTJjUPw/+PBt99+6+KKzKbnH3eMHz/+5HeDg/+b2PSODM5T/+5Q/6FB/btD/YcG9e+OcO4/LDazvF5vqd1Br9fLnDlzTr6npgTXtGnTSkQNkJeXx7x581xakbnUv/PUf2g4fPgwGzduLHFbTEwM48aNc2lFZpgxY8bJV4IW27NnD+vWrXNpRWZS/+5Q/+7au3cv3333HZZlnbwtNjaWyZMnu7iqyLR27Vo+/fTTEq/KKigo0HWzXKTnH+dlZmYybdq0Ur8P9I0jzlP/zlP/oUP9O0/9hw7177xw7z8sNrM2btzIiRMnSt0eExPDs88+68KKIltOTg6ff/55iagBoqOjdd0CF6h/Z6n/0LFkyZIS/6AJ/hPs4sWLtZFrE8uymDp1aqn+Y2NjmTFjhkurMpP6d576d9+pbzFYzOv1kpSURG5urkurikxPPvlkqW/cKSws1NtYu0TPP+54++23S91mWRZLly4t8a4YYi/17w71HxrUvzvUf2hQ/+4I9/7DYjNr1apVpf6yBf6/3H7yySelvnNZTs/HH38cMN6CggLmzp3LkSNHXFiVudS/s9R/6Fi0aFGp79AB/x9sXn/9dRdWFPmWLVvGjz/+WOp2r9fL5MmTS7z1l9hL/TtP/bvv128xWOz48eN8+umnLqwoMqWkpLB48eJS/3AA8MMPP3Do0CEXVmU2Pf847/jx47zzzjsBfx+cOHGC1atXu7AqM6l/56n/0KH+naf+Q4f6d14k9B82m1lliYmJ4bnnnnNwNZFv6tSpeDyegJ8rLCzkk08+ccemy1gAACAASURBVHhFZlP/zlL/oWP+/PkBNxa9Xi/Tp09n//79Lqwqss2YMYO4uLiAnzt48CBLly51eEXmUv/OU//u2rVrFxs2bCj1ikQAj8fDxIkTXVhVZPrzn/8c8BulwP9dmfpGKefp+cd5kyZN4vDhwwE/FxcXR3JyssMrMpf6d576Dx3q33nqP3Sof+dFQv9hsZm1bNkyCgoKAn7O6/Xy0UcfsWnTJodXFZmysrL46quvyt39njJlioMrEvXvHPUfOg4cOEBaWlq593nvvfccWo0ZCgoKmDlzZpkvK4+NjWX69OkOr8pM6t956t99s2bNKvUWg8V8Ph/JycnaxA2Cjz76iLVr15b5Z8vY2NhS12oVe+n5x3mWZfHaa6+V+Xmv1xs2140Id+rfeeo/dKh/56n/0KH+nRcp/Yf8ZtYvv/zCnj17yr1PTEwMY8eOdWhFkW3WrFnlft7n87F48WIOHDjg0IrMpv6dpf5Dx1dffVXmK+TAf5J94403yMnJcXBVkW3hwoXlvrWU1+st9w+bEjzq33nq331lvcVgsaioKL13/mny+Xw89dRTREWV/VdAy7K0meUwPf84b968eezcuZPCwsKAn7csizVr1ug86wD17zz1HzrUv/PUf+hQ/86LlP5DfjNr9erVZb7dSLVq1YiNjcXr9TJ79my2bdvmwgojy9SpU8uMulhhYeFv/qO/BIf6d5b6Dx2LFi0q8zv0ix09epRp06Y5tKLIN3369IDXaDpVdnZ2WHynTrhT/85T/+7atWsXGzduDPhnnmI+n48JEyY4uKrIM2XKFFJTU8udc0FBQVi8V34k0fOP81577bVyN3XB/3th2bJlDq3IXOrfeeo/dKh/56n/0KH+nRcp/Yf8ZtY333xT4uf16tWjbt26dOrUiYcffpjx48fz2Wef8e2335KQkODSKiNDRkYGq1atKvcvuMX0nbHOUP/OUf+hZcGCBfh8PqpVq0ZcXFzAV6nUqVOH+fPnu7C6yJOXl8cnn3wS8CKgp7IsS/07QP07S/27b9asWb95/rUsiy1btuh6TqfhzDPP5JlnnqFfv3506NChxDUKYmNjqV69OgA7duzQd8E6RM8/ztu3bx9paWkB/wEtOjqauLg4qlWrhsfjYdGiRS6s0Bzq33nqP3Sof+ep/9Ch/p0XSf0HvvJvCLnyyiuZO3curVq1olWrVtSsWZPevXtz5plnlvs+j1J5LVq0KPX2LklJSQwYMKBC/8Avwaf+naP+Q8fPP/9M165dadq0KY0aNaJRo0ZkZmYyduxYUlJSaNu2LWeccUaZF6+XysvNzWXixIklblu5ciWvv/46SUlJJW6vWbOmk0szjvp3nvp3X+fOnXn//fepX7/+ydv+/Oc/06VLF+6///4S923QoIHTy4sYvXr1olevXid/7vV6qVWrFn/6059o3rw527dvZ8uWLezcuZOtW7fSuXNnF1drBj3/OK958+bs3bsX8M8/KyuLt99+m3/+85+8+eabHDx4kMzMTA4ePPib370sp0f9O0/9hw717zz1HzrUv/Miqf+Q/5eQHj16lLotISGBHTt2uLAaEWepfzFRw4YN+fDDD0vctnnzZsaOHUujRo0488wzXVpZ5GrYsCH/n70zD6+iPPv/55yTPYQEkgAJS4JKCJsEBamiyKJSBdeKVPGFYgW1CK1atVKsllbUvtUfLYK+tSCCpYKNiitSVpdUgxJEkGxCwhaSQPY9Oef+/TEHxaUYnHNmyTyf6+Lq9R7DzH0+3/u9B+bhmZk8efLXPjuxiPvNzxXBRfW/8aj+N5+TF1hO8Oijj9KvXz8uueQSEypyBsXFxbS2tvKTn/yEESNGmF2OI1Hzx1yioqLo06cPUVFR9OzZk2nTppldkqNQ/W8uqv/NRfW/uaj+NxfV/+Zi9/639lLbfyElJYWioiKzy1AoTEH1v8KJJCYmAlBeXm5yJQqF8aj+VzgRj8dDW1ub2WV0aPLy8gDo16+fyZUoFOZSXl7+5bVWoXAaqv8VTkb1v8LJ2LX/bbmYlZqayqFDh771SDCFwgmo/lc4kfj4eNxut7qZr3Akqv8VTiQkJET9WSfI5OXl0aNHD+Li4swuRaEwFbvezFEoAoHqf4WTUf2vcDJ27X/bLma1trZy+PBhs0tRKAxH9b/CiXg8Hrp06aJu5isciep/hRNRO7OCT35+Pv379ze7DIXCdOx6M0ehCASq/xVORvW/wsnYtf9tuZiVkpICaM95Vyichup/hVNJTExUN/MVjkX1v8JpqJ1ZwScvL4+0tDSzy1AoTMeuN3MUikCg+l/hZFT/K5yMXfvflotZSUlJREREqPcGKRyJ6n+FU1E38xVORvW/wmmonVnBR+3MUig07HozR6EIBKr/FU5G9b/Cydi1/225mOVyuejdu7e6ma9wJKr/FU5F3cxXOBnV/wqnoXZmBZfa2lpKSkrUziyF4/H5fFRUVNjyZo5CoRfV/wono/pf4WTs3P+2XMwC7b1B6jFrCqei+l/hRBITEykrKzO7DIXCFFT/K5yG2pkVXPLz8xERtTNL4XgqKipoa2uz5c0chUIvqv8VTkb1v8LJ2Ln/1WKWQmFDVP8rnIjamaJwMqr/FU5D7cwKLnl5eYSGhtK3b1+zS1EoTOXEtdWON3MUCr2o/lc4GdX/Cidj5/637WJWSkqKesyawrGo/lc4EXUzX+FkVP8rnIbamRVc8vPzOeOMMwgNDTW7FIXCVOx8M0eh0Ivqf4WTUf2vcDJ27n9bL2YdOHAAn89ndikKheGo/lc4kW7dunHs2DHV9wpHovpf4TTUzqzgkpeXp96XpVCg3cxxuVwkJCSYXYpCYTiq/xVORvW/wsnYuf9tu5iVmppKS0sLJSUlZpeiUBiO6n+FE0lMTMTr9VJVVWV2KQqF4aj+VzgNtTMruOTn56v3ZSkUaDdzunTpQkhIiNmlKBSGo/pf4WRU/yucjJ3739aLWYB6b5DCkaj+VziRE9uf1aPWFE5E9b/CaaidWcFDRCgoKFA7sxQKtOuqHR+xo1AEAtX/Ciej+l/hZOzc/7ZdzEpOTiYsLEy9N0jhSFT/K5yIupmvcDKq/xVOQ+3MCh5HjhyhtrZW7cxSKLD3zRyFQi+q/xVORvW/wsnYuf9tu5jldrvp3bu3upmvcCSq/xVOJCEhAZfLpW7mKxyJ6n+F01A7s4JHXl4egFrMUiiw980chUIvqv8VTkb1v8LJ2Ln/bbuYBZCSkqIes6ZwLKr/FU4jNDSU2NhYdTNf4UhU/yuchtqZFTzy8/OJjY2le/fuZpeiUJiOnW/mKBR6Uf2vcDKq/xVOxs79b+vFrNTUVHUzX+FYVP8rnEhiYiJlZWVml6FQmILqf4WTUDuzgkdeXp56X5ZC4cfON3MUCr2o/lc4GdX/Cidj5/639WJWSkqKesyawrGo/lc4kcTERLUzReFYVP8rnITamRU88vPz1SMGFQo/ZWVltr2Zo1DoRfW/wsmo/lc4GTv3v60Xs07sTBERs0tRKAxH9b/Ciaib+Qono/pf4STUzqzgoXZmKRQaIsLx48dtezNHodCD6n+Fk1H9r3Aydu9/Wy9mpaSk0NTURGlpqdmlKBSGo/pf4US6deumbuYrHIvqf4WTUDuzgkNLSwvFxcVqZ5ZCAVRVVdHa2mrbmzkKhR5U/yucjOp/hZOxe//bejErNTUVQD1qTeFIVP8rnIjamaJwMqr/FU5C7cwKDoWFhbS1tanFLIUCvrymduvWzeRKFArjUf2vcDKq/xVOxu79b+vFrF69ehESEkJxcbHZpSgUhqP6X+FE1M18hZNR/a9wEmpnVnDIz8/H5XJx1llnmV2KQmE6J66pdv2XyQqFHlT/K5yM6n+Fk7F7/9t6Mcvj8dCrVy+1M0XhSFT/K5zIiZv56l1xCiei+l/hJNTOrOCQl5dHr169iI6ONrsUhcJ0TtzMSUhIMLkShcJ4VP8rnIzqf4WTsXv/23oxC7RHramdKQqnovpf4TQSExNpbW2lpqbG7FIUCsNR/a9wEmpnVnDIz89XjxhUKPyUl5cTGxtLWFiY2aUoFIaj+l/hZFT/K5yM3fvf9otZKSkpameKwrGo/lc4jRPboNWj1hRORPW/wkl4PB61MysI5OXlqcUshcJPeXm5bR+xo1DoRfW/wsmo/lc4Gbv3v+0Xs9TOFIWTUf2vcBrqZr7Cyaj+VziJkJAQtTMrCOTn55OWlmZ2GQqFJbD7zRyFQg+q/xVORvW/wsnYvf9tv5h1YmeKen+Ewomo/lc4jRMX3LKyMpMrUSiMR/W/wkmonVmBp7KykvLycrUzS6HwY/ebOQqFHlT/K5yM6n+Fk7F7/3eIxayGhgaOHTtmdikKheGo/lc4jfDwcGJiYtTOFIUjUf2vcBJqZ1bgycvLA1A7sxQKP2VlZba+maNQ6EH1v8LJqP5XOBm797/tF7NSU1MB1HuDFI5E9b/CiSQmJqqb+QrHovpf4RTUzqzAk5eXR3h4OH369DG7FIXCEtj9XyYrFHpQ/a9wMqr/FU7G7v1v+8Ws3r174/F41M18hSNR/a9wIt26dVM38xWORfW/wimonVmBJz8/n379+uHxeMwuRaGwBHa/maNQ6EH1v8LJqP5XOBm797/tF7NCQ0NJTk6muLjY7FIUCsNR/a9wImpnisLJqP5XOAW1Myvw5OXlqfdlKRQncezYMbp162Z2GQqFKaj+VzgZ1f8KJ2P3/rf9YhZoj1pTN/MVTkX1v8JpqJv5Ciej+l/hFNTOrMCTn5+v3pelUPipqamhubnZ1v8yWaH4oaj+VzgZ1f8KJ9MR+j/E7AICQUpKinrMmsKxqP5XOIK2FigphEO5jIqqoyiyHpb9CpobIToWwqMhNhGS06Bnf0jobXbF9qKtBY4UwsFcKN0PtRX0/ryQycPOgOX3feW3Zxr06g+Jyq+heFugvBBKcxnVtY6i+nrI/BW0NkKEv/87JUK3NOjWH7qofE6LNr/fo7lwbD/UV9A7v5DJ550Bmfd95bd7GvRQfoNGzUGoyIPKfGgo58zaXK4+rwds+hWERkNEV4g7A+LTIe5M8ISZXbG1qDkIx/PguOaPlnporoaQSAiLhsiunJfWnQvPTtFmivJnDXwtUFsI1blQvx+aK+hdX8jk8WfAjvsgJBoiEiEmDWL7Q5SaP6eFrwVq/H7rNL+01UNbI21N4Uy+dBAp3iw44tH8Riu/hiIt0FgIDbnQtB/aKujtLmTy5WfAvvvAEw2hiRCZBlH9IVzlc1r4/H7rc6FR84u3HryNtNWHM/mKQaSEZ0GFR/MbofwairRAayG05kLbfvBW0LtzIZOvOgMq7gNXNHgSITQNQvtDiMrntDjhtzkXWveDrwJ89SCNtFWHM/nqQaR0zYIGD4Qpv8bTAlIIkgvsB6mgd89CJl9/Bnj9/U8iuNKA/uBS+ZweLeArBF8uiOYXqQcaaWsIZ/JPBpHSMwu8HnDbz69LRMTsIvTy4IMP8uqrr/LZZ5+ZXUqHY+3atUyZMoUO0CYdFtX/wUP1v8kc2A0frYPPtkBuFrQ0gssNXZOhcwKER2m/6quguQEqj0JdhfZ7uyTBkLFw9jj40bXQqau538WKFO+G/6yDXVvg85P8xp/kNyIK6k7yW+v32zUJzh4LQ8fBBddCjPIbcEp2w651ULAF9mVpC1cuN8QmQ6cECI2CsChorIKWBqg5Cg3+fDonQdpYSBsHQ6+FKJXPtziyG3aug7wt8MVJfuP8fsP8fhtO8lvv9xubBP3HQvo4yLgWopXfH0Tjcch/BQ5shuItUH9U+zyiK3TqASFREBEHrQ3QWq/9fO1hQLQFml6joM9Y6Hc1JAwy9auYQuNxyH0FijZD0Rao8/uLPIW/mpP89R4FqWOh/9WQ6EB/ZlK1Gw6tg6NboDwLvP75E5kM4QladiFR0FIFbQ3QeBRa/PMnMgm6j4Ue46DPtRCm5s+3qNwNB9dByRYoO8lv1Cn8Np/kN2ksJPn9hiu/Aad+NxxfB1VboCYLfI2AG8KTITQB3FHgiYK2KvA2QMtRbREGICwJ4sZC3DhIuBZCVD7fom43lK+Dyi1Q5ffrckNYMoT9F7+tfr/hSdBlLHQdB4nXQqjyG3BadkPDOmjcAk1ZIP7+D0kGtz8fVxT4qkAaoO2otggD4EmCyLEQOQ6irwW3yudbNO+GunXQsAUav+HX8w2/vgbwHgWv329IEkSNhahx0Ola8Ci/AUd2g6wD3xaQLMCfjysZSACi/L+qgAaQo4A/H5LAPRZc48B9LaDy+Ra+3dC2DrxbwPsNv64ErfeJAjnJr/j9upLAMxY84yDkWnBZ2u9LHWIx6+9//zt33303NTU1ZpfS4VA3862P6v/gofrfBJrqYONy2LwC9uVAfE8YMk5blDpjmLbzKizyv//+mmNwaK+2+LVrM+x9H7xtMHwiXDYLhk0Al8uwr2M5Gutgw3LYuAK+8PsdOk77deYw6NUOvwf2wt4s+HQz7PH7PW8iXD4LznG4X70018GHy+HDFXAoB+J6agtSaeOg1zBt51XoKfKpOwale7XFr/zNsM+fz+CJcMEsGODwfJrr4IPlkLUCDvr9po+D/uOgzzBt59X3+S3x+83dDIXvg68NhkyEi2bBQIf7bRcC+9bDzr/BvrfAHQK9LoKUcdDzfIgfAJEJ//23tzVCRT6U7oDizVC8CepKoPs5MORnMGQGhHUy7NsYj0DhetjxNyj0++tzEaSOg17nQ8IAiPoef8fzoWSHtgi23+8v6RwY+jMY2tH9mUhbHRQuh30roCIHonpqC1Ldx0HXYdA5DTynmD/Nx6B6r7b4dXQzlPvnT8+J0G8WJE8AHDx/Wv1+C1Z85TdpnPar6zCI/R6/TX6/ZVlQshnK/H57TYT+s6Cnw/3qxVsHR5dD6Qqoy4HwntqCVNw46DRM23nlPkU+rcegYa+2+FW1GarfB2mD+InQYxZ0dXg+3jo4shyOrIBav9+u46DLOIgZBtHt8Fu/V1v8qtwMVX6/CROh5yyId7hfvfjqoHY51K2A5hwI6QkR47RFqfBh2s4r1yny8R6D1r3a4lfjZmh6H2iDqIkQMwuiHJ6Prw6ql0P1iq/8Ro3TfkUMg7B2+G3Zqy1+NWyGRn//R0+EuFkQ7XC/uqkD33LwrQDJAVdPbUHKNQ5cw/w7r06RD8dA9mqLX77NIP7+d08E9yxwOTwfqYO25dC6Anx+v55x/l/DwP09fuUY+PZqi1/ezeD1+w2ZCKGzwGNJvx1jMWvjxo1ceumlHNu/j/iIcGhugpjOEBml/VL8MGqqWfvii0y57XbkWDlEKZ9W5Mv+L95HfGQ4tDRBdGdtR0WEyusHU1fN2n++yJRZtyMV5VrvK5/Bo6EaXlsEby6G1ma4cAqMnQYDL9J3c7ipDrIyYetKbYdX3wyYPF/breWkm8711fDqInjd73f0FBg/DQbp9NtYBx9kwqaV2g6vMzLgp/O13VpO8quXxmrYugi2LYa2ZjhnCpw3Dc7UmU9zHezMhOyV2g6vnhnw4/lwtsPyaayGTYtgs9/v8Clw/jQ4KwB+d2TChyu1HV69MmDifG23lpP8tguBvEzIegTKPtUWr4ZMh7TrtEcI/uDD+uDQe7B7JeSuBU84DP8lnPtLCO8cuPJNR2BvJrz/CBz9FPqOg7Onw4AA+DvwHuxaCZ/7/Y38JZzX0fyZSGs17F0EeYvB2wypU+CMadDtInTdHGirgwOZsG+ltsOrawYMnq/tJrLeTYfg0VINny+CvYvB5/d71jTortNvax0UZ8IXK7UdXl0zYOh8SHGYX720VcPhRXDEn0/iFOg+DWJ15uOtg2OZULpS2+HVKQP6zNd2azkpn7ZqOLAIDvr9dp8CSdOgSwD8lmVCyUqo2AIxGdB3PnRzmF+9+KqhehHULAZphugpEDMNInTm46uD+kyoW6nt8ArPgLj52m4tJ+Xjq4bKRVDp9xszBWKnQWQA/NZmQs1KbYdXeAbEz4cYh/nVTTX4FoF3MdAM7ingngYunflQB75M8K0E2QKuDHDP9+/WclA+Ug2ti6DV7zdkCoRMA49Ov1IH3kxoXant8HJnQNh8bbeWdfzaeDErbw+8txmyP+DA7l38cmc+T0V76en+xs91TYB+6TBgCFwwBi4cC/H2fclZ0MjdA+9uho8+gIJcKMiD5iYqBfb54FyP/+fi/T4HDoELx2g+E5RPw9m3B7Zvhk8/4MDnu/jle/k81ctLz9Bv/FxcAqSmw1lD4NwxMHwsdFF5fYvCPZC9GXI+gP25UOTvfy/sa4FzT/xDhi4J0Dcd+g2BEWPgPOUzILy7Gp77tbbIMmkOTJobnMcC7suBzEe1xa1Bo+G2JdB7YODPYzW2roa/+/1eNQeumhucxwJ+kQNrH4X3M2HIaPjFEujjAL96+Xg1vPJrbZHl4jkwZm5wHgt4KAc2PKotbp01Gm5YAj0ckE/2aviX3+/YOTBubnAeC3gwB95+VFvc6jcabloCSQ7w2x6O7YENs7VFp/7Xw/nzoNvQwJ+n8Th88lf4ZLH2GL1xT8CAnwb+PEZTvgfenq0tOg24Hi6cB92D5C/7r5C9WNuheOkTMKgD+DOTotXwya+1Raz0OZA+NziPBazIgT2Paotb3UbDeUsg1gHzZ99q2P5r7Sb+gDkwYG5wHgtYkQO7HtUWt7qPhh8tgTgH+NVL2WrY58+n5xzoOTc4jwWsy4GDj0J5JsSNhrOWQJQD8jm6Ggr8fnvPgd5zg/NYwNocKHpUW9yKGw3pSyDaAX71Urcajv9aW2SJnQOxc4PzWMDmHKh6VFvcihwN8UsgzAH51KyGcr/fuDnQZW5wHgvYnAPHH9UWt6JGQ3eH+NWLbzV4f422iDUHPHMJymMBJQd8j2qLW67R4FkCLgfk07Yamv1+Q+dA6NzgPBbQlwMtj0JbJnhGQ/gScFvCr80Ws44cghefg5dWwb4CiI2DkRdB+iA4sz/0SPbvnoiE2mpobIDi/fBFHnz6CXz6Mfh8cNF4uGEaXDUZwsLN/lbmceQQ/OM5WLsKvvD7PN/v86z+kHSSz5qTfBbmwc5PYKff5+jx8NNpcPVkCHewz2BTdgheew7eWgUHCiAmDoZdBGcMgpT+kJis7RwKj4S6amhqgCP7oTgP9n4Cn3+s/QvcEeNh4jS4xOH9X3oIXn0OXl8FxX6f514EZw6Cvif5PDFPmhrg8H5toWvPJ7DH73PkeLhqGlzmcJ8/hOoy+Mt0yNkAl82E/1lozLutCrbDM3dA0S64aQFcd3/H3EVRVQZPTIcdG+DymTB9oTHvtsrfDk/5/d68ACZ3UL96qS2DF6bD3g1wwUy4aqEx77Yq3g5r7oAju2DiArikg+ZTWwbPTYfPN8BFM+Gahca826poO6y+Aw7tgqsWwIQO6rc9iA8+fAzefxi6Z8BlT0OPc4N/3sbjsO0B2LUMzvgxXLEComz4D0/EBx88Btsehh4ZcMXTkGSQv80PQM4yOPPHcPUKe/ozk6YyyJoOJRvgrJkwbKEx77Y6vh0+ugOqdsHQBTDofiz0r2gDR1MZvDcdjmyAtJlwzkJj3m11bDv85w6o3AXDFsCQDupXL61lkDcdKjZA0kzou9CYd1vVboeCO6B+F6QugN4dNJ+WMtjj95s8E85aaMy7rWq2Q+4dULsLzlwAqR3Ur168ZVA+HRo2QOeZ0HWhMe+2at4Ox+6All3QZQHEddB8vGVQMh3qN0DcTEhYaMy7rZq2Q+kd0LwLEhZA1w7qVzdl0DYdZAO4Z4JnIYa820q2g/cOkF3gWQDuDpqPlEHTdPBugNCZELbQmHdb+bZD0x3g2wVhCyDMdL82WczaXwh/fRReekFbcLnuJrjuRjj7XPB4vv/3n6CuFrZu0BbDNr0NXePhjnvgZ3c46/F5+wrh/53k8/qb4Cc3wtAf4HPLBlizCja+DV3i4c574BaH+Qw2BwvhuUfh7Re0BZcf3wQTboQB54L7NPJqqIUPN8CbqyDrbYiNh5vvgevvcNbj8w4Uwt8fhTf8PifeBJffCINO02d9LWRt0BbD3n8b4uJh+j0wxWE+fyh7tsETN0FoONy9Gvr/yNjz+7zw+iJYNU97H9evVkHnU7xnxG58tg3+5Pd732pIN8Hvq4tgxTztfVz3djC/eincBitugpBw+NlqSDUhn62L4LV52vui/mcVdOpA+eRvg2V+vz9fDWeY4HfTInjV7/eWDua3PTSUwxs3w4GtcPFj2qP/XN98fEKQOZwFr08FXytc9U/t3Vx2oaEcXrkZirfC+Me0x/4Z7e9QFrwyFbytcN0/tXdzKb6f0m3w/k3aIxsvXA0JBs8f8ULuIsiZp72Ta9QqCO9A8+foNnj3JnCHw8WrIdEEv58vgk/mae/jumgVRHQgv3qp3gZ7/fmkr4bOJuRzeBHsn6e9L6r/KgjtQPlUboPdfr+DV0OsCX4PLIIv/H4HdzC/emnaBqU3gSscuq+GcIPzwas91rBinvY+rsRV4OlA+TRsgxK/36TVEGmC34pFcGye9j6upA7mVy+yDbw3AeHgWQ0uE/LxLQLvPO19XCGrgA6Uj3cbNPn7P3w1eEzw27oImudp7+OKWAUu0/xafDGrqREWPw5/fQySesLMuTDtNgiP0H/sY2Xw3FL42yKI7gTzFmq7tToyTY3wl8dhkd/nrLkwI0A+y8tg+VJ42u/zwYXabi3FD6e5EZ5/HFY8Bok94adz4Se3QVgA8qoog38thdWLIKoTzF6o7dbqyDQ3wrLHYdlj0K0nTJ0LkwPU/xVl8OJSWOX3+cuF2m4txXfz3ovajqwRk+DOZRAdZ14tBdnwv1MgJAwefge6pZpXS6DY9qK2I2vkJPiVyX7zsuExv98/vgPdU82rxSp88iKsmg6DJ8HUZRBpYj7F2bDcn8/sd6Brqnm1BIrtL8KK6TBkEkxbBlEm+i3Koxr5+wAAIABJREFUhr/5/f7yHYhPNa8WI6neD2smgK8Nrl4DSSPMq6WpEt66Bfa9DZNWQvoN5tXSXqr2wz/8/n6yBpJN9vfaLVD4NlyzEgbawJ+ZFL2o7cjqNQl+tAzCTJw/x7PhvSngDoNx70CnVPNqCRT7X9R2ZPWeBKNM9nssG7b6/V7WQfzqpfxFyJ0O8ZMgbRmEmJhPbTbsnQKuMBjyDkSkmldLoCh9UduRlTAJBprstyYbPvP7HfYORKaaV4tVqHtR25EVNQkSl4HbxHyas6HUn0/SOxCSal4tgaL2RW1HVqdJ0MNkv03ZcMTvt9c7EJpqXi1WwfcieKeDexJ4lgEm5iPZ4J0ChIHnHXClmldLoGh7UduRFTIJwpeBy0S/3mxo9vuNeAfcqWZU8RJiVT7LETk/TeSsWJG//UWkrS045yktEfnFzSLdXSJ3TBWprQnOecxmV47I8DSRlFiRZ4Ls87abRbq6RGZ1YJ/BJi9H5No0kYtjRf75FxFvkPI6ViLy4M0iw10i86eK1HfQvPbmiExME/lRrMgLQfRZXiLym5tFhrhE7p8qUtdBferh7aUi17hFlt0l4vOZXY1GRYnIrzJEZiSLHNhjdjX6eGOpyBVukb9ZzO/sDJGbk0WKbe5XL+8uFZnjFsm0UD7VJSKPZYj8NlmkxOb5bF0qcptbZK3F/P4hQ+S+ZJEjNvfbHsp3izyVJPLcMJG6o2ZXo+Hzimz8pcjjbpEdT5tdzakp2y3yZJLI3yzmb/0vRf7gFvnY4v7MJG+pyAtukY/vEhGLzJ+GEpE3MkT+lSxSZfP5s3epyAq3SLbF/K7LEFmTLFJpc796ObxUZJtbpNBC+TSXiHySIfKfZJF6m+dzcKnIRrdInsX8fpgh8m6ySJ3N/eqleqnIF26RYxbKp61E5GCGSFGySLPN86lcKpLrFim1kN/WEpH9GSKFHcCvXrxLRVrcIm0WykdKRFozRFqTRXw2z6dlqUitW6TJQn59JSL1GSJ1ySJeU/yuteZi1urlIr0jRK4dK1Jy2Jhzbl4vMrCbtoBWkGvMOY3iheUiPSJErjLQ56b1ImndtAW0juYz2KxbLnJ+hMhtY0XKDMora73Ipd20BbSiDpbXK8tFzo0QuWWsSKlBPt9fLzK6m7aAtr+D+dTDllUi17hE1v7R7Eq+TX2VyG9GidzSS6Ss2OxqfhibVolc4RL5pwX91lWJ3DNK5H9s7Fcv2atE5rhE1lswn4YqkSdHiczvJVJh03w+XCVym0vkTYv6fXyUyP29RI7b1G97qC4SWdJT5IULRZqqza7m23ywQFvQ2vMPsyv5bqqKRP5fT5HnLOrv3QXagtZnFvVnJvtWiaxyiXxmwfnTUiWyfpRIZi+ROpvOn8JVIs+5RD61oN/mKpE3R4mstbFfvZSuEtnmEim2YD6tVSI5o0Q+7CXSZNN8jqwS+bdLZJ9F/W4fJfJuL5FGm/rVS+0qkS9cIpUWzMdbJXJ4lEhxL5FWm+ZTvUok1yVyzKJ+i0eJFPYSabGpX714V4m0uES8FsxHqkRaR4m09hLx2TSf1lUitS6RZgv69VWJNIwSqTPF71rrPWbwLwvh0fkw9wG4f8HpvcNJL6UlcMtPYF8BrH4Thp1n3LmDxZML4ZH5cNcD8IAJPqf5fa55E87pAD6DzfKF8PR8mPEA3L7g9N7hpJdjJXDfT+BAAfzlTRjUAfJ6diEsng+3PgB3GuyzvATu8vtc8iYM6QA+9bBzA/xhElx1F0x/3Oxqvpv6KvjtxdDWAo9lQacuZlfUfnZsgIcnwTV3wS0W9nuf3+8TNvOrl9wN8MwkGHsXXG3RfBqr4C/+fO7Ogigb5fP5BnhqElxyF1xnUb8NVfCE3+/9NvPbHpoqYNUFEBIBN22D8FizK/puttwLn/wVrn8TUi8xu5qvaKyA5/z+plvY38Z7IfuvcOOb0NdC/sykZANsmQQD7oJhFp0/LVXw74vB2wI/zoIwG82fIxtg4yQYeBcMt7Dfty8GXwtMtJlfvVRugN2ToNdd0Nei+bRVwacXg7RARhaE2Cif4xtg5yTocxf0s7Dfj/1+h2dBqI386qVxAxydBLF3QVeL5uOrgiP+fHpmgdtG+dRvgMOToMtdkGhhvwf8fvtkgcdGfvUiG6BtErjvAo9F86EK2i4GWiAkC7BRPt4N0DgJwu6CMIv6lSpo9PuNzAKXYX4t9s6sJxbAn38PCxfDjF+YU0NjA9w6GT58DzI3Q8Zwc+oIBH9aAH/6PTy+GH5uos+fTYb/vAfrNsMwG/sMNs8ugGd/D/cuhskm5dXUAPdPhpz34JnNMNDGeT2zAJ7+PTywGH5qos+7J8OO92DZZhhkY596OH4I7hoGwybAr1aBy2V2Rf+dyhL49Qg4awT85mVr13qCY4fgzmFw7gT4tcX9VpTAL0dA2giYbxO/eqk6BI8Pg/QJMM3i+dSUwP+OgD4j4Fab5FN5CP44DAZNgBkW91tdAgtHQOoIuN0mftuFQOY1UJYD07IhuofZBZ0CgdduguJN8LMciOlpdkGAwJpr4GgO/DwbOlnc38s3wf5NMMsq/kyk4RC8OQySJ8CoVYCF/3+6sQTeHgHxI+Dil7F0rSeoPwSv+/2OtoHf10dAwggYZxO/emk+BDuGQZcJkG7xfFpKIGcEdBoBg2yST/Mh+HAYxE+AwRb321wC2SOg8wgYahO/emk7BIeHQeQE6GbxfLwlcHgEhI+A7jbJp+0QFA2D6AmQZHG/bSVQPAIiRkBPm/jVixyCtmHgngAei+dDCbSNANcI8NgkHzkEDcPAMwEiLO5XSqBhBHhGQIRhfl/yPPzwww8bcabv5fln4Pf3wv8+A9NvN6+O0FC46gbI/gCefgIuvwa6xJtXzw/luWfgoXvhyWdghsk+r7kBPvoAljwBV1wDXW3oM9hkPgN/uRceeAauNzGvkFC49Ab49AN44Qm4+BqItWFea5+BJ+6F3z0DN5jsc8INkPMBrHgCxl0DcTb0qQefF/54pXbT9revQWiY2RWdmsgYOGs4/GM+RMVC/x+ZXdGp8XnhYb/fh2ziN204rJwP0bGQbnG/evF54f/8+dz2GoRYPJ/wGOgzHN6YD5GxkGrxfHxeWOL3+wsb+I2IgdTh8Krf7xkW99teti+CnKXwk9chYaDZ1XwPLuj7Y/j8Bdi/HgZPA5fb3JI+WgQfL4Wfvg6JNvB35o9h9wtQuB6GWsCfWYgXtvrnz5jXwG3x+RMaA/HDYed8CIuFBIvPH/HCpisBF1xiE78JwyFnPoTGQqLF/epFvLDHn88gG+TjiYGY4VA0H0JiobPF8xEv7PTPlwwb+A2Jgc7D4Qu/31iL+9WNF476+z/pNXBZPB93DIQPh8r54I6FCKvn44VDfr89beI3cjgc8/uNtLpfvXjB659PIa8BFs+HGHANB+98cMWCy+r5eKHJ3/8RNuh/Vwx4hkOL36/HEL+fW+NvH9uz4Ldz4b7fw//MMrsabQFm2b+gV4r22MGmRrMrOj2ys+A3c+E3v4fpFvH5vN/ndBv6DDa7suB/58Jtv4frLJBXSCg8/i/okaI9drDZZnntzIJH58Ls38P1FvH55L8gOUV77KDdfOrlrSVQkA33roGIaLOraR+DRsMND8IL86CsyOxqTs3rSyAvGx6wkd/Bo+HGB2HFPCgtMrua4PLeEijKhhlrIMwm+Zw1Gn78ILw+DyqKzK7m1Gz1+525BsJt4rffaJj4ILw6D44XmV2Nfqr3w7u/hVEPQa8Lza6mfYR1gqvXwJEPIedpc2up2g+bfwujH4LeNvJ33Ro4/CF8bLI/M8lbAsey4aI1EGKT+dNtNJz9IOycB3VFZldzanKXQHk2jLGR3+6jYeiDsMMGfvVyZAnUZMOANeCxST6xo6HPg7B/HjQVmV3NqTnk9zvERn67jIa+D8IX86CxyOxqgkv1EmjOhu5rwGWTfCJGQ9yDUDEP2orMrubUVC6BpmxIXgNum/iNHA3xD8KxedBaZHY1wcW3BCQbPGsAm+TjGg2eB8E7D6TI7GpOTesS8GZDhI3mi2c0hD0IzfPAV2TIKc1/zGBVJYzLgIFnw6rXrPXIlUPFMP4cuPJ6+PP/mV1N+6iqhNEZMOhsWG0xnweLYcw5cNX18P9s4jPY1FTCTRnQ72x40mJ5lRTD1HPgkuthnk3yqqmE6zMg7WxYbDGfR4rhhnPg0uvhIZv41EtVKcxOhytmw9Q/ml3N6dHWAr/KgJ5p8MCrZlfz3VSVwsx0uHI2TLOh39l+v7+zqF+91JbCH9Jh9GyYZLN8vC3wWAZ0S4OZFs2nphQeSocxs+Fqm/lta4E/+v3+wqJ+28u/roTqfTBjJ7hDza7m9Nj2G20x69Zc6JRkTg0vXglV+2CWDf1t+g188jT8wkR/ZtFUCq+lQ9psyLDZ/PG1wJsZEJMGYyw6fxpL4ZV0SJ8N59jQ77oMiE2DcRb1q5eWUvg4HZJnQ6rN8pEW+CQDItNgkEXzaSmFrHToPRvOtJlfXwt8lAFRaTDUon714i2Fg+nQeTZ0tVk+0gKHMiAsDbpbNJ+2UtifDl1mQ4IN/Rb5/fa0qF/dlEJrOrhng8dm+dACbRngSgOPRfORUmhIh9DZEGZDvw0Z4E6DiKD7fcn8nVmPPACtLbB4hbVuPIO2k+jJZ+GFZyFrq9nVtI8FD0BLCyxZYT2fvVNg0bOw8ll4f6vZ1ViDp/z9//AK6+WVlALzn4VXnoVPtppdTftY5Pf5xxXW85mcAg8/C5nPwvatZldjDP98CKLj4Pp5Zldy+oSEwazF8NE62L3V7Gq+mxcegk5xMMWmfu9YDB+ug11bza4mOLz5EETGwWU2zMcTBtcvhl3roGCr2dV8N6/7/V5uQ78hYfDTxfDpOsjfanY1P5zizfDFG3DpEvstxABc8CCEx0LWH8w5f9FmKHgDLrepv9F+f++a5M9MPn0IwuJgsA3njzsMRiyGQ+ugdKvZ1Xw3O/1+z7ap3x8thgPr4OhWs6sJDsUPQUgc9LFhPq4wOGsxHF8HVVvNrua7+eIhCI2DVBv6dYdB/8VQvg4qt5pdTXCofAjccdDFhvm4wiBhMdSvg8atZlfz3Rx/CDxx0NWmfrsvhrp10LDV7GqCg/chcMWBx4b5EAaexeBbB7LV7GK+mxa/3zCb+g1fDG3rwLs16GczdzErJ1tbKHr4z9Z9L9XE6+CSiXD/bGhtNbuaU7MjW1so+sOfrfteqiuvg8smwr028Bls9mTDq8/Cr/5s3fdSjbsOLpwIj8+GNovn9Vm2tlD06z9b971Ul1wHoyfCIzbwqZfKo7DleW0hKzzK7Gp+GGePh8Fj4KVHzK7k21QehY3PawtZdvWbMR7OHgNrLOhXLzVHIft5mDAPwmyaT//x0G8MvGPBfGqOwn+e1xay7Oo3fTykjYG3LOi3vfznEUi9BPqMMbuSH0ZoNPzoAdi1HOqOGH/+9x6BvpdAyhjjzx0IQqPhwgdg53KoNcGfWTQehX3PawtZITadPz3GQ/cxsNuC86fxKBQ+ry1k2dVv0njoMQZ2WdCvXlqOQunz0HseuG2aT9x4iBsDBy2YT8tRKHleW8jy2NRv1/HQZQzst6BfvXiPQu3z2kKWy6b5RI6HyDFQZcF82o5C9fMQb+P5EjUeosbAcQv61c1R8D0P7nmATfNxjQfXGPBaMB85Cq3PQ6iN/XrGg2cMtATfr7mLWX96CIafD9fdZGoZ38sfF8H+Anh5tdmVnJpHH4IR58P1Fve5cBHsK4B/WdxnsPm/h2DI+fBji+d1zyI4UADrLZ7X0odg6PlwhcV93r8IigvgTYv71Mu6JyAmHsZOM7sSfdwwHz7dCAXbza7k67zs9zve5n5/Oh9yNkK+xfzqZfMTEB0P59k8nwnzIW8jFFssn3/7/Z5vc78T58PejVBkMb/toWS7tjPrfDv+y8GTGDIDIuPh40XGnvfIdm1n1oU29zd0BkTFw0cG+zOTvU9AeDz0tfn8GTIfSjbCcYvNnz1+v2fa3O/Q+XBkIxyzmF+9HHoCQuOhu83z6TMfKjdCrcXyKfb7TbK5377zoWIj1FjMr16qngBPPHSyeT5x86FxIzRbLJ9Kv9/ONvcbPx8aNkKTxfzqxfsEuOLBbfN8PPNBNoJYLJ8Wv99Qm/sNmw/ejeALrl/zFrN27YDN6+HuB633OLBvknom/GQqLH4MfD6zq/luPt0Bm9bDvTbw2fdMmDwVFlnYZ7DJ3QFZ6+FWG+TV60y4fCqssHBee3fA++vhNhv47H0mTJwKyyzsUy/eVtiyEibcDqHhZlejj7PHQ5/BsOk5syv5irZW2LQSrugAfjPGQ8pg+LeF/OrF2wrZK+HC2yHE5vn0Hw9Jg+EjC+XjbYX/rISLO4Df9PGQPBiyLOS3vexaBolDoM9YsyvRR0gEDLsddq8EX5tx581ZBt2GQGoH8Hfu7bDLYH9m4WuFfSuh3+3gsfn86TEe4gbDFxaaP75WKFwJ/TuA36Tx0GUwFFrIr16kFUpXQtLt4LZ5PnHjIXowlFooH2mFkpXQqwP47ToeOg2GIxbyqxdphbqVEHM7uGyeT+R4CBsMtRbKR1qheiXEdQC/UeMhfDBUW8ivblrBtxLctwM2z8c1HlyDwWelfFqhbSWEdgC/nvHgHgytwfVr3mLWc0th0FAYOyEoh6+treX48eOBO+Cd90FBLry3KXDHDCTLlsLgoTAusD7b2trwer0BPSYAc/0+37Woz2Dz0lJIGwrnBz4vEQnoMQGYdh8U5cJ2i+b14lLoPxRGBd5nY2NjQI8JwC33wf5c+MiiPvWyYz3UlMPFU00rIaDXgDE3w/troLU5MMfTyyfrobocxhrvNyjXhHE3w7sW8quXveuhrhyGm5NPwK8BI26GT9ZAm0Xy2eP3e545fgN+TfjRzfCxhfy2B28L5P0LBgf2Xw7W1dW1+2cDOuMH/Q/Ul8H+DYE53vfhbYG9/4KzjfcXlBk+xO9vn0H+zOTIemgqh76BnT/tzS7g873vzVC0BrwWmT+H/X7PNMdvwOf7GTfDfgv51UvFemgth26By+d0Z1JAZ3+3m6FsDfgsks+x9dBSDj2M9xuUa0OPm6HUQn710rgevOUQY04+AZ//nW6GujUgFsmn3u+3szl+Az7/O98MtRbyqxffeqAcXIH/+1d753pA57/7ZvCtASyST9t6kHIIMd5vUOZ/yM3QFly/5ixmNTXCm5lw44ygHP748eOkp6dz0UUXBe6g/QbAOSPhXy8E7piBoqkRXs+EmwLn8x//+AcXXHABMTExREREkJ6ezlNPPYUvUDtJ0gbAuSNhrQV9BpvmRticCVcGLq+33nqLc845h06dOtG9e3d++tOf8u677wbs+PQdAINHwlsWzKu5Ef6dCdcEzueGDRs455xziIqKIjo6mr59+wa2/88YAGePhDcs6DMQ/CcT0kdB974BPWy/fv2YOXPm9/5cwK8BF0+F+kr4bEtgjqeXDzJh4CjoYZzfoF4Txk6FukrYZRG/etmZCWeMgnjj8gnqNWDEVGishHyL5LMjE84cBQnG+Q3qNeG8qdBQCXkW8dseijZCYwUMuFH3oXbs2MGECRPo2rUrMTEx9OjRg9tuu42ampr/+nsCPuNjU6HXBdoCnRHs9/sbbJy/oM7wuFTofYG2QNfROZAJ3UZBJ/3zp73ZBXW+950KLZVQapH5U5wJ3Y31G9T5fsZUaK6Eoxbxq5djmRA7CiL05/NDZlLAZ3+3qdBWCVUWyacsE+JGQaRxfoN6bUiaCq2VUGkRv3qpz4SIURBiXD5Bnf+dpoKvEhotkk9dJkSOglDj/AZ1/neeCt5KaLCIX71IJrhGgSuwf/9q71wP+Px3TQUqQSyST1smeEaB2zi/QZ3/oVNBKsEbRL9iBm+9ItLDLVJeGpTDX3311QLIgAEDAnvgZ/8qckaMSEtLYI+rlzdeEYl3i5QFxufzzz8vLpdL0tPT5f7775e5c+dKz549BZA//OEPATmHiIj8319FelvQZ7DZ8orICLfI8cDktXr1anG5XNK3b1+ZP3++zJgxQ6Kjo6Vz586Sm5sbkHOIiMiLfxW5KEak1WJ5bXpF5OzA+dy4caO4XC7p0qWLzJo1S2bPni3du3cXQH73u98F5BwiIvKPv4qMtKDPQHBrisiaBQE95HPPPSeA3Hrrrd/7s0G5Btw5UGTFfYE7nh6mp4isNs6vIdeE2waKLLOIX738LkXkbePyMeQa8MeBIq9aJJ8HUkTeMM6vIdeEhwaKZFrEb3vYfI/IsiG6D7N9+3aJjY2V+Ph4mT17tjz44IOSlpYmgIwYMUK8Xu93/r6gzPj3HhJZ2idwxzsVG+4RecY4f4bM8K0PifzFIH9m8nKKyC7986e92Rky318bKLLDIvPnpRSRncb5NWS+vzJQZLtF/OrloxSRYv35/NCZFJTZv32gyD6L5PNeisg+4/wacm3IGiiSbxG/eilOEakwLh9D5v/BgSLHLZLPFykix4zza8j83zdQpMwifvXSmiLiDezfv0TaP9eDMv9bB4q0WSSfuhSRZuP8GjL/6weKNAfN71pzFrPmzRG59NygHHrp0qUSHh4uXbt2DfxiVkGuSDdEtmcF9rh6uX+OyNjA+Tz77LMlLS1Nqqurv/zs8OHDEhYWJj169AjYeaQgV6QLItkW8xls/jRH5ObA5NXc3Cw9e/aUTp06SWVl5Zefl5aWSmhoqGRkZATkPCIiUpQrci4in1osr4VzRG4IXP9ffPHFAkhhYeGXn9XU1Ejnzp0lOjpa2traAnOi/bkigxHZaTGfeikpFLkakc/f032ogwcPyq233ipDhw4VoF2LWUG7BvztTpF7hgfueD+UI4UilyOy2zi/hlwTlt4pMtcCfvVSXihyJyKFxuRj2DVg7Z0if7JAPmWFIrMQKTCu/w25JvzzTpFHLOC3vTx3jsi/5+o+zPTp0yUsLExycnK+9vn48eMFkLVr137r9wRtxh/YJvIYIlX7AnfM/8az54isN86fITO8eJvIAkQqDfBnFjWFIqsQKdU/f9qTnWHzPftOkbcsMH9qCkWeQ+SoMX5FDJrvH94p8roF/OqloVBkGyJV+vP5ITMpaLO/4E6RHRbIp6FQ5N+IVBrn15BrQ+6dIh9ZwK9eWgpFvkCk0Zh8DJv/5XeKHLJAPi2FIrmINBjX/4bM/9I7RYos4FcvvkKRFkR8+vM5mfbO9aDN/7Y7RVotkI+3UKQWkTbj/Boy/5vuFKkPmt+15jxm8D/vwgVjAn7YPXv2cM899/D444+TlJQU8ONzVn9I6glZ2wJ/bD1kvQujxgTkUNXV1ezevZvLL7+czp07f/l5cnIy48aNo6KigtbW1oCc60ufH1jMZ7DJeRfOHROQQ33++eccPnyYK664gri4uC8/79atG5dddhk7d+6kuro6IOcipT906wk7LJbXJ+/CiDEBO9zBgwfp1asXZ5555pefxcTEcN5559Ha2kpTU1NgTpTq9/mxxXzqZV8OuD1w1gjdh6qtrSU/P5/Y2FhGjPj+4wX1GtBvJBR/Br4gvEPwdPjC7zfNGL+GXRP6j4QiC/jVyyF/PinG5GPYNSB1JByxQD4H/X5TjZsvhlwT+o6Ewxbw2x58bXBsNySP1H2orKwsMjIyyMjI+NrnM2Zojw3Ozs7+2udBnfFJI8DlhtKcwB73m/jaoGw39DTGn2EzPNnv72iQ/ZlJZQ64PBCvf/60JzvD5nvCSKj6DMTk+XPc7zfBGL9g0HxPGAmVFvCrl3p/PjH68vkhMymos7/zSKi3QD61fr+djfFr2LWh80ios4BfvbTkAB4INyYfw+Z/xEho+QwwOZ8mv98I4+aLIfM/YiQ0W8CvXsSfj0v/9fkE7Z3rQZ3/rpEgFsjH5/frMcavYfPfMxJ8wfNr/GKW1wsFuTA44/t/9jRoamrixhtv5KKLLmLu3LkBPfbXGDQU8vYE7/inywmfQwLjMyQkhHfffZf777//a59XV1eza9cuLrvsMkJDQwNyLgAGD4VcC/kMNj4vFOVCWmDyOnLkCADnnXfet/7bic/27Amg335DYZ+F8vJ5YX8upAdunlx77bUcOnSIt95668vP8vLy2LJlC2PHjiU6Ojpg56L/UCi0kM9AcCgXuqVCaLjuQw0YMIBt27axbds2Vq9efcqfDfo1oGd/aG2GsqLAH/t0OJgL3VMN82vYNaGX329pkf5jmUlpLnRNhRBj8jHsGtCtP7Q1Q0WR/mPp4WguxKca5hcMuiZ09/s9XqT/WMGmah94WyA+XddhWltbmTBhAnfeeee3/tvBgwcB6Nq165efBX3Gh0RC5z5QkRf4Y59MpbH+DJvhIZEQ2weOB9mfmVTnQqdU8OibP+3NzrD53rk/eJuhrkj/sfRgsF8waL7HWsSvXhpyISIV3PryOd2ZFPTZH9kffM3QVBT4Y58O9cb6NezaEG0Rv3ppyYXQVHAZk49h8z+0P0gztBbpP5YeDPYLBs3/MIv41U0uuFIB/X//gvbP9aDPf1d/oBmkKPDHPh18ueBOxSi/hs1/t9+vr0j/sb6DkKAc9VQcLIKWZm1XTgC59957OXLkCO+88w4ulyugx/4aZ/aHj94P3vFPlwNF0NwM/QLjMzo6mlGjRn35fy9atIji4mLefPNNvF4vDzzwQEDO8yVn9YcPLeQz2Bwp0vo/NTB5nfiXJJs3b+aee+752n/7/PPPAe0POhdccEFAzkdKf9hpobwOFwXUJ8CcOXPYtGkTkyZN4oILLiAiIoItW7aQnJzMI488ErDzAFrdORbyGQhKCiA5zfDTBv0a0NP/nY7kQ48zT/2zweRIwVe1GIBh14QT3+lwPiSZ6FcvZQXQzbh8DLsGnPhOZfmQYGI+pQXQ3dj5Ysg14cR3Ks2HRIv3f2WB9r9d+uk6TGhoKIsXL/7W52VlZSx4O1RVAAAgAElEQVRZsoTQ0FAmTZr05eeG/Dm/a3+oyA/OsU9Q4fcXb4w/Q/9cH98fjgfZn5nUFkCM/vnT3uzCwsIAA+Z7Z/93qs2HGBPnT03BV7Xo4HRmiyHz/cR3qjHZr14aCyBSfz6nO5OCPvtPfKfGfIg0MZ+GAogyzq9h14YT36nBZL96aSuAUOPyMezP9ye+U2s+hJqYT0sBhBk7XwyZ/ye+U4vJfvUiBUDg/v7V3rke9PnvOvGd8gET8/EVnFSLfr7Pm2Hz/8R3kuD4NX4x66j2rwxI6hWwQ77xxhs89dRTvPzyy8F5vODJ9OoD6w4H9xynwwmfyYHzeTK//e1vaWhoAGDQoEFERkYG9gS9+kCJhXwGm3J/Xt0Ck1e/fv0YPnw4mzZt4u9//ztTpkzB5/Pxwgsv8NJLLwHg9QZwW2ePPlBuobxO+OweuP6Pi4sjJSWFnTt3sn37dkJDQ/H5fISEhFBbWxuw8wCQ1AfesZDPQFBbAbGJhp7SkGtAVCyEhGnfz0xM8HsyQbsmRFvEr14aKqCTcfkYdg2IjAVPmPb9zMRgv2DQNSHS3//1Nuj/xuMQEgFhMQE/9BtvvMHPf/5zysvLWbRoEUOGDPnyc0P+nB+ZAI1BzsAEfycT1D/XRxngz0yaKyAiOPPnu7Lz+XzGzPfQWHCHad/PTFqM9QsGzfcwi/jVS2sFhAY+n1PNJENmf0gsuMKgzeR8WisgzFi/P+TnTpsQf/+32rz/vRXgMS4fw/587/b3v8/kfHzG+gWD5v8Jv16b979UgCsw+bR3rhvzZ/9YIMz//YJ0inZhvN+TCdr8d53kNwgY/5jBOv9g6BSYv8SVlJQwY8YMbr31Vq699tqAHPOUdIr56jtYgQD7/Cb19fXk5+ezfPlyjh8/zsiRIzl69GjgThBjMZ/BpsH/XaMCk5fb7Wb58uX06NGDmTNn0qNHD3r06MHdd9/NzJkzAW0gBYzoGKi3UF4naokOXP9fdNFFrFu3jqVLl3L06FHKy8vJzMykpqaGiRMnUlRUFLBzWc5nIGishcjgzKPvwtBrQGQMNNYE9xzfh8F+v0lQrwlRMdBgsl+9NNVChHH5GHoNiLBA/xvsFwy8JoTHQJMN+r+1LuALMV988QVXXXUVV155JZ07d2bDhg1fPhbD0Bkf3hlagnxNbjHW3zcJ6gwPM8CfmbTVQqhx2Rk630NjoNXk+dNqrF8wcL6HxkCLDeb7qfDWgifw19//NpMMnf0hMdBmcj7eWq2OANPemR/Ua4PHAn714qsFl3H5GDr/3THgMzkfX61WR4A5VV8bNv+t4Fc3tYD+fNo71429xx8DmJyPBGa+/FBvQZ3/rhiQ4Pg1fmdWU6P2vxGBWe17+umnOXbsGNXV1V++1BXg8OHDiAgzZswgLS0tcFvlIqOgsSEwxwoEAfYpIogIbvdX65z9+vWjX79+uN1ufvazn/HWW29xyy23BOR8lvMZbJoDmxfAkCFD+Oyzz1i7di2ff/45SUlJXHrppWzduhUI8GJWRBQ0WSivAPf/3r17+eyzzxgzZgx33HHHl59fd911fPDBBzz55JO8/PLL3H333QE5HxEdsP9bGiEswDs4T4Gh14CIaGg2Oa+WRgg3zq+h14RwC/jVS2sjhBqXDxh4DQiLhlYL9L+B88XQa0J4NLTYoP9bG7X3IwWIF154gTvuuAOXy8Wf/vQn5s6dS3j4V8+MN3TGh0ZBa73+45yKtsDOiO/zZ+gMD42CliD7M5O2RvAYlx0YON9DosFr8vxpM3a2GDrfreBXL75GcOvPp70zqaioyLjZ744Gn8n5eI31O2PGDOOuDZ4O0P/SCC7j8rnllluMm/+uaBCT8zF4vpx//vnGzX8rzBfdNAL682nvn+kbGxuNm/+uaMDsfIz1+5vf/MbAe/7B82v8YtaJm87NTRCl/6V6iYmJZGRkUFBQ8LXPm5ub8fl87Ny582sh6aaxQVuAsQoB9vnYY48xb9483nzzTa644oqv/beEhATgq5fnBgSr+Qw24SflFak/r5aWFvbv309CQgI///nPv/bfHnvsMZKSkr72AnXdNDVoCzBWISKwPnft2gXAxRdf/K3/dumll/Lkk09SWVmp+zxf0tQB+z8sQrvhbBCGXgOa6iHc5LxCI75aFDcAQ68JzRbwq5fQCO1mv0EYeg1oqdduVptJqLHzxdBrQnM9hNmg/0MitJvOAeCNN95g2rRpnH/++fzzn/+kT58+3/oZQ2d8a0PwezwkcDOiPf4MneFG+DMTT4R2wzkAtCc7Q+d7Wz14TM7OY+xsMXS+W8GvXtwR2g1nnbR3Jhk6+3314LZA/xvo19Brg7cD9L8rQlvQ0kl7vRs6/6UeXCbn4zK2/6OjtftGhsx/K8wX3USgLbjoo71zPSMjw7j5L/WA2fkY69fYe/7B82v8YtaJx+HV1QZk8WXOnDnMmTPnW5+fe+65NDY2kpOTo/scX6O+LmiP9PtBBNjniWeI//vf//5WYz/77LMADB06VPd5vqTOYj6DzYnHCzbUBmTxpaGhgfT0dG688UZWr1795eeHDh36/+ydd3hUZdqH72mpEEhCCb1pEkCKlAgqJRgBgZUFlwUFXXVFWV1XdhErfgKyFnDFXRvYEBGRpoI0kSYhIkjoAiE0aSGEBFJJm3m+P86AIAEDM3PKzLmvK5deKXOe3M8v74R58r6H+fPne28H3fkLFnj1SD+POVdLoXd8tmjRAoB58+YxduzYiz42Z84cgArvQXHN6M2nNwitCsUFql1O1eeAs+ofcXYJYer6VfU5oUjbIxS9QnBVKFGvP6o+B2hwxN8lhKjrV9XnhBId+K0MQVWVo/K8wHPPPUe1atWYN2/eZc91V3WNL833yb2sLkJlf6qu4aX5yhrorziqKsdseoHK9E7V9d0HR/xdNY6qUK6eX1XXdz349RRbVXB63p/Krkl//OMf1Vv7y31zxN9VYfNO/ivr1263V+rzvIKPjqhUFWtVEPX6o+r676Mj/q4Klf02a9YMUGn914Nfj6kKeN6fq/mdXr3X+L1zhKJHWLyT/8r6XbRoEaDS+u+lIxQrQv1hVq0Y5b/Hj/76/0bi+FGo7cObT18t5xwe847PPn360KpVK9566y2qV69Or169OHbsGHPnzuWbb76hY8eO9OvXz+PrnOf4UYjRkU9fE+3uUebRX//fA6pXr06PHj2YN28eSUlJDBgwgH379vHwww9Tv359Jk2a5PE1LuLkUaiho35d6LOG5z5btmxJz549Wb58Ob1792bYsGE0btyYr776ilmzZtGyZUv++Mc/enyd82TqzKc3qBIFuVlaV+F9zuZDeSlU9eJOx2tBZb+qPSfoxa+nhEdBgXr9Ue05oCQfnKUQpnF/wqMgXz2/qj0nFLvzH26A/IdGKbsnygrBce1/RHL69Gl27tzJjTfeyH/+858KP6d79+7e/Z3z9zh7CsJq+/YaKvtT9ff6olNQxcf+tCQ4Cko8X3+uJvuqrO9l+eAqhSCN15/gKChWz2+fPn3UWd/P+Q02wPp+JRxRUOZ5f1R/reH3cOaDlIJd4/6o7NdqtarTB6c7/w6D598aBU71+mO329VZ/13u/Fs17o8tCsrVzb8q6/85vzaD598SBeKHr++QD5Qq35+mqOtXtedh8bFfUZuyMpF6QSLzZ/r0Mu3atZPmzZt7/4GH9hMZcY/3H/daKSsTqR0kMtd7Pvfv3y+dO3cW4KK3gQMHytGjR712HRERGdJPZLiOfPqa8jKRTkEiS73Xr0OHDl3Sr3bt2sn69eu9do3zjOwn8ryO+lVeJnJjkMhi7/nMzs6We+65RywWy0VOu3btKvv27fPadURE5LF+Ik/pyKc3+GKcyN+u9/rDpqenCyAPPfRQpT7f688B+zaJ9Efk2F7vPea1MHOcyF/V9avKc0L6JpE7dODXU5aMExmnbn9UeQ44vEnk74ic1Lg/34wTGaOuX1WeEw5tEnkYkUwD5P/UbpFXEcnc4tHDfPPNN5esKb99e/LJJy/79T75PX9KU5EfJnj3MX9L1m6R8YhkqOdPtd/r32oqkuxjf1qyfZzI156vP1fTO1XW9+xNIjMQydN4/dk6TmS+un5VWd9PbRKZhkiuAdb3K3FonMhG7zz/erImeX3tz98k8j0iRRr3Z/84kRR1/ary3JC7SeQ7RAoNnv+ccSKH1e2PKut/8SaR/YiUatyfU+NEDqjrV5X1/+wmkT2IlBg8/85xImXe//fXOSq7rnt9/XdtEilFxKVxf0rGiRSq61eV9d+5SSQfEadP/M5Rf2eW3Q7XxcHP22DgPT67TGpqqm8eeNd2uO9h3zz2tXDO585t8Cfv+GzatCnr1q3j4MGD7Nmzh9DQUOLi4qhXr55XHv8ift4Of9GRT19js0OjONi7DXp7p1+NGjUiJSWFHTt2cODAAdq1a1fh2fBeIX07DNRRv2x2aBwHadugj3d8RkVFMXPmTF577TV+/vlnzp49S3x8PHFxcVgsFq9c4zx7t8OfdOTTG9SPh8yDyi4De5DXHva6665DRCr9+V5/DjiWpnw/tZt493Gvlgbq+1XlOeGoTvx6Su14yD6o7GKyqdMfVZ4DMtOU7yda4/7ExMMpdfOvynNCpjv/NQyQ/8hmYHVA9h6o1faaH6Zfv35Xtab/Fq+v8eXFkPsLRMV593F/S9QF/mLU8afKGl5eDGd+gWgf+9OSiHgoOKjsMrBe+/pzNb1TZX3PS1O+nyoarz/V1PeryvqeqxO/nhIWD8UHlV0GFs+efz1Zk7y+9helKd9PiMb9CY+Hs57nHyrvV5XnhiJ3/kMNnv+geChXN/+qrP9l7vzbNe5PUDyUqetXlfW/1O3XYfD8Ew9yECgFvPfvr3NUdl33+vovaUAQWDTujzUeXOr6VWX9d7n9Wn3jV/1hFkCnLpCyRpNLe8TBfXDsMHS+9EaBmtK5C6xb49WHtFqtNGvW7Px5sj7hwD44ehhu0ZlPX3NjF0hd49WHtFgstG7dmtatW3v1cS/iyD44cRja6axf7bvAT2u8/rD169enfv36Xn/c8xzeBxmHoYPOfHpKk7bgLIf9qRDXWetqvEf6Rmh0gzJA1ZKmbr/pqdBcPb8+f05I2wiNdeDXU+q3BVc5HE6FJur1x+fPAb9shLo3gFXj/jS4wG9TddcXnz4nHNKJ38pgdUCNlpCxEZoP0boa73EiFcTp0YCuUlgdUKslHNsILdXz5/M1PMPtr7aP/WlJZFuQcshOhZp+tL6f2gjVbwCLxutPlHt9V9kv+Hh9P7URIg2yvl+JKu7856dChOf9UeW1hsqQvxHCdZD/qhf4raaeX5/3IU8nfj0lyN2fklQIUa8/Pl//SzZCkA76E+z2W5wKoequLz5d/4s3QrAO/HqKpS1QDpIKFj96fUc2guUGtBqLnMfq9utMBZsfvb7j3AhW3/m1+uRRf49be8D2VMg5pcnlr5nvv4OwcGiXoHUlF9O1B2xLhWyD+VyjU5++pmMP2J0KZwzWrw3fQWg4tNRZvxJ6wM+pcNpgPte7fbbSmU9PqRsL0fVhx2qtK/Eu21dBqx5aVwH1YqFGfdjuZ363rYI2OvDrKbVioXp9SPez/uxdBbE66E/tWIisD2l+5nfPKojXgd/K0igRfvGzHhxeBRENIPI631/LH/0dcvuLUsGfVkTEQlh9yPSz3p1YBTE6WH8iYiG8PmT4md+MVVBHB349JTQWguvDGT/rz5lVUF0H/Qlz+83xM785qyBKB349xREL9vpQ7Gf9ObsKQnTQnyC33yI/81u0CsJ04NdTLLFgqQ/iZ/2RVWDRQX+sbr9OP/PrXAU23/nVZpjVozeEhMJXX2hy+Wtm/kzodSc4vL/1zyNuc/v80mA+586EO+6EIJ359DWd3f1abrB+LZ0JXXWY/1vdPpcZzOfimZCoQ5/eoFUibP1O6yq8x+kMOLwTbuiudSUKrRNhix/5zcmAX3ZCq+5aV+IdYhNhjx/1Jy8DMnbC9d21rkQhLhF2+ZHf3Aw4vhNiu2tdSeVpmAhZ26HwhNaVeI9DK6ChSv+gbZwImduhwI/8HVgBTXTwgoCviUmEDD9af85mwJmdULu71pUoxCTCcT/ze3onxHTXuhLvUD0RzvhRf0ozoHAnVO+udSUKUYmQ40d+SzKgYCdEdte6Eu8Qkghn/ag/zgwo3Qmh3bWuRCEsEYr8yG95BpTshLDuWlfiHSyJ4PKj/pABshOs3TWuw40tEZx+5FcywLUTbN19dglthllh4dB3IMyZrsnlr4mD++CnH2DQvVpXcilh4fCHgfCFgXwe2Acbf4DBOvTpa0LDIXEgLDJQv47sg+0/QF8d9is0HJIGwgID+Ty8D7b+AH/QoU9v0GkA/LwWTh3RuhLvsHYWhEZAa528UHfzANixFrL8xO/3syAsAtrqxK+ntB4A+9bCaT/pz6ZZEBKhj51ZAG0HQLof+f3J7ddIO7Ma3w5BEbDbYH9EcjnyDsPRdRA3UJ3rNb0dgiPgZz/xl3sYjqyDeJX8aUmDAXByLRT5yfpzaBY4IvSxMwug0QDIXAuFfuL3wCxlrfSHnVkA0QPgzFoo8ZP+nJwF9gh97MwCqOn2W+wnfjPdfv1hZxZA+AA4uxbK/aQ/BbPAGgGhOulP1QFQ5Ed+891+/WFnFoBlAMhaED/pj2sWEKGPnVkA9gHg9CO/5bPAEgF2f9uZBXD/32DrJkgxyFa6dyZBo6bQ7XatK6mYB/8GWzZBskF8vjUJGjeF7jr16Wv+9DfYtQk2GaRfMyZBvaZwk077Nfhv8PMm2GgQn9MmQf2m0FmnPj2lQ1+oGgXfz9S6Eu+wZgbcMgiCQrWuRCHB7Xe1n/hdOQNu1ZFfT7mhL4RHwSY/6c9PM+DGQeDQSX9auf1u8BO/P86A9jryWxnsIRB3F+ycoXUl3mHXTAiJgqZ3qHM9ewg0vwt2+Im/nTMhNAquU8mfltTrC0FRcNBP1p8DM6DRILDpZP2p3xeCo+CAn/jdPwMa68ivp0T3BUcUnPST/pycATUGgVUn/anRF+xRcMJP/GbMgNo68uspYX3BFgUFftKf/BkQPggsOulPuNtvnp/4zZ0BVXXk11OsfYEoED/pj2sGWAcBOumPvS9YoqDMT/yWzQC7b/1qN8xq30m5d9Z/XtKshEpz7DB88Qn84xmw6/TmfR06KffOet0APo8ehlmfwEgd+/Q1rTop98760AD9OnEYvvkE7n8GbDrtV+tOcFMPmGoAnxmHYcEn8Fcd+/QUexB0GwrLpoCzTOtqPGNXMhzcCkkPal3Jr9iDIHEoLJkC5Qb3uzMZDmyFnjry6ym2IOgwFNb5Qf73J8PRrdBJR/2xB8FNQ2GtH/hNT4YjW+EWHfmtLK0fhMzNyo4mI+MshS1ToOUwsDrUu27bByFjs7Kjycg4SyF1CrRS2Z9WWIOgyVDYOwVcBl9/TibD6a3QTEfrjzUImg6FND/wm5kMOVvheh359RRLENQaChlTQAzen9xkKNgKMTrqjzUI6gyFo37g90wy5G+Fujry6ymWIKgyFPL8oD/FyVC6FarqqD+WIIgYCmf8wO/ZZCjZCtV05NdjgsA6FFxTAIP3R5JBtoJVT/0JAvtQKPMDv85kcG0Fu2/9ajfMAnh6PPywBhbN17SM3+X//gUNGsGf79O6kivz7HhYtwa+0bnP590+B+vcp68ZMR5S18AqnffrjX9BnUbQV+f9emw8/LQGvtO5z0n/grqN4E6d+/SU/qOUe00ZfXfWnAnQshvEdda6kosZOEq515TRd2d9MQFadYPmOvPrKT1GKfdCMvrurGUT4Lpu0ERn/bnd7dfou7OWTIDYbtBUZ34rQ72boX4XWP+y1pV4xs5PoSADOo5U97r1b4aGXWCdwf1t/xTyM+Amlf1pSYtRyr2QjL47a8cEqN0Naups/Wk5CooyjL87a9sEiNGhX0+pP0q5F5LRd2cdngDVukGEzvrTcJRyL68Mg/s9OAEiu0E1nfn1lGqjlHtNGX131ukJENINQnTWn6hRyr2mjL47K3sChHWDUJ359RTrKPe9kAzeH+cEsHQDi876E+T2a/TdWaUTwNYNbL71q+0wK+EWGPwXeGEk5OVqWspl+W6xMmx7+S1wBGldzZW56Ra4+y/wrI59Ll+sDNteewuCdO7T17S5Bfr9BV4fCQU67de6xcqwbbQB8n/jLXDnX+A1Hftcu1gZtj1rAJ+eUqMBdB+mDINKi7Wu5trYlQxbl8Og57Wu5FJqNoAew5RhkFH97kyGzcthiA79ekpkA+g4TBkGlRm0P/uTYc9y6KXD/kQ2gJuGKcMgo/pNT4Zdy6GPDv1WlpufhwNL4dgPWldybZQXK8O4Vn+BiEbqX//W52HfUjhqYH/rXoY2f4FqGvjTirAG0GQY7JwAToOuPyeTIWM53KDD9Se8ATQbpgyDjOo3MxmOL4fWOvTrKcENoPYwZRjkMmh/cpPh9HJoqMP+hDSAmGHKMMiofs8kQ/ZyaKJDv55ibwBVhsGZCSAG7U9xMpxdDpE67I+9AUQMU4ZBRvV7NhkKl0OUDv16iqUBWIeBawJg0P5IMshysOmwP5YG4BgGZQb260wG53II8r1fbYdZAP83EZxO+NdDWldyKSeOw8gHYdC9kNhL62oqx1i3z3/o1OfjD8Lge6GHQXz6mn9MBJcTXtJhv7KOw/gHoc+90Nkg/Rrl9vmiDn2ePA4vPAh/uBduMYhPT7l7HJzJhK8mal3J1eMsh/cfh7Y9oa1O7202zO13nkH9Tnkc2vWEG3Xq11P6joP8TFhhwP64ymHu4xDfE+J12p8/jIO8TPjWoH6/eBxa9ITmOvVbGZr0Uu4z9e0IYx4J9uMrcPYU3DJWm+s366XcZ2qxQf2lvAJFp6DbWK0rUZ824+BsJuwy4Poj5fDT41CnJ9TR6frTdhwUZ8JOA/p1lcOGx6FuT6irU7+e0mgclGbCEQP2R8ph3+MQ2RMiddqfZm6/hwzqN+1xiO4JUTr16ymR48CZCWcM2p9Tj0NoTwjVaX9quP3mGNRv5uMQ3hPCderXU6zjQDLBZcD+UA7Ox8HSEyw67U+Q22+pQf2WPA62nmDzvV/b2LFjx/r8KlciLBxat4OXn1P+v+PNmpZznpJiuPcPIAKfLjDOLqKwcGjTDiY8B+HhkKAjn3f/AVwCnxvIp68JDYf4dvDOc8r/t9ZJv0qL4Z/u/L+xwDi7iELDoXk7+K97PWmrE58lxfC42+dbBvLpKWERyv1t5oyHmwdBRA2tK6o8C16H9fNgzCKoGqV1NRVzzu+s8XCrwfx++TqsmwdjdezXU0IilPtnLRsPNw6CcAP1Z+XrsHUejFgE4TrtT6jb7+Lx0H4QVDGQ3+Wvw+Z58Hcd+60sdRPghwngCFeOHjQK2bth8X3Q5SVlKKcV9RIg2e2vgYH8ndoNC+6D7i8pQ7lAwxGh3N9mx3hoNAiCDbT+7HodDs+DxEUQrNP1J8jtd9t4aDwIQgzk9+fX4dA8SNKxX0+xu/tzeDzUHAQOA/Xn6Otwah7csAgcOu3POb8Hx0Ntg/k9/DpkzoO2OvbrKdYI5f5Op8dDlUFgM1B/cl+HwnkQswhsOu3POb/Z46Gqwfyefh3y50E9Hfv1FIu7P87xYB0EFgP1x/U6uOaBfRFYdNqfc35Lx4PdYH5LX4fyeRCqit9d2u/MArglEV6cBONGw7zPtK5G2dn0yN2wdxdM+xLCq2hd0dXRJRHGT4L/Gw1zdOLzobshbRfMMKBPX9MhEUZOgv+OhiU66JfLCc/dDQd3waQvIcxg/UpIhFGT4D+jYZFOfD51N+zfBW8a0Ken/OEJaNQaJg02znF4ezfAZ2OUnWV1rtO6mivT/wlo0hpeNZDftA3w6RhlZ1ldnfv1lO5PQN3W8PFg4xyHd2gDLBoDfcZBTZ3357YnoF5reN9Afg9ugAVjlJ1ltXTutzJEXg+3joW1z0PGT1pXUznKz8KCwVCrDbT/h7a1RF2v7Gxa/TwcN5C/+YOhdhtI0NiflsQ/AdVbQ/Jg4xyHd2oDbBsDrcdBVZ2vPy2egMjW8L2B/GZtgM1j4MZxEKFzv55S7wkIbw27BhvnOLz8DXBojLKzLFTn/Wn4BFRpDTsM5Dd3A+wbo+wsC9O5X0+JeAKCWkPmYOMch1eyAU6PUXaWOXTen8gnILg1HDeQ3+INcGqMsrMsSOd+PcX6BFhag3MwhjkOTzaAcwzYxoFF5/1xPAG21lBsIL/ODVA6RtlZZlXHr/Y7s87RoTOcLYKXnoY69aBVO23qKCuFR++FFUvg8yXQpr02dXhKR7fPsU9D3XrK7jctKC2FEffC8iUwZwm0NahPX9OqMxQXwf+ehlr1lN1aWlBWCv93L6xbAv9bAs0N2q82bp9vPA216ym7tbSgrBSevRfWLoH3lkBLg/r0BKsN2iQpRw2ePAQJd2pd0ZXJy4KxvSD2JnjkbbBYtK7oylht0DYJ5rr9dtK539wsGNML4m6CRw3g11OsNohLUo4azDkErXTen4IseKcXNL4J/myA/lht0DwJlk+EU4egjc795mfBf3tBk5vgbgP4rSz1blbum7V1KrQcCo4wrSu6MssegYyNMGQFhOjgLzMb3KzcNyt1KrQygL/Fj8CxjXDvCgjVgT+tsNigTpJy1GDhIaiv8/WnOAtW9YLomyDBAOuPxQZ1k2DHRCg4BA0N4Pe7XlDjJuhkAL+eYrFBZBIcnQjFhyBa5/0py4IdvSDiJrj+bUDn/bHYICpJOWrw7CGoqXO/pVmw1e03LkDyH5akHDVYfgjCdd4fZxZk9IKQm6CGQfIfnqQcNVh2CKoYwO9Rt9/aBvDrMTawJLmPGjwEVp33hyxw9gLLTWAzQn9sYEuCsokgh8Cuc7+SBcW9wHoThKjmd5d+hlkAXZOgtATGPw0OB9x0q6pPhJ+/P1N9EsMAACAASURBVJU9j/+Vlnu2wGeLoHNX1a7tE7olQUmJMtByOKCTuj7JPgXD+sOP6+CLRXCzwX36moQkKCtRBlp2B7RVOf8fTmXP83+l5S9b4M1FcKPB+9XJvZ5Mdvtsp3L+T5+Cf/SHzevgnUXQ3uA+PaFKJDRsCTOeVY5avKG71hVVTHGBMsgqK4EXFkNIuNYVVY4qkdCoJUxz+23dXeuKKuZsgTLIKiuB8Qby6ylhkVCnJSx8FhC4vrvWFVVMSQG82wvKS2DEYgg2SH/CIqFuS/jK7Te2u9YVVUxJgTLIKi+Bxw3ktzJYLNCkJ2z7ENK/huZ3K0dA6pF1Y2Hz29B/DtTpqHU1ChYLNO0JWz6EtK/hBh37+34s/PQ23DUH6urEn5YERUK1lrDFvf7U7q51RRVTXgAre4GrBHosBrtB1p+gSKjeElLdfmO6a11RxZQVKIMsZwkkLVaODQ0E7JEQ1hIOuftTvbvWFVWMs0AZZEkJ3LAYbAbpjyMSwlvCfrffyO5aV1QxzgLY4l5fbjSQX0+xRkJQS8hx9ye0u9YVVYyrAE70AkogZjFYDdIfWyQEt4SsZ8EiENZd64oqxlWgDLKkBOobyK+nWCLB0hJc7v5Yumtd0WUogHJ3/u2LAYP0xxIJ1pZQ6l5fbN21rqhipADOuv2GLgaLan51NsyyWKDLbRAZDf9+FrZshO49IVSFv1D8MZnI5/9Ol20HWN2sFR3+fDe1atXy/XV9icUC3W6DqGh46VlI3QiJPSFMBZ/rk2FgT8jLhfnLof1Nvr+m0bFYIOE2qB4Nbz8LP2+ETj0hRIV+bUkm8j9/p8uqA6yu3YoOA/wk/53cPt98FnZshJtVWk82J8PDPaEgF95fDq3M/FMvDiLrwCdPQnh1iOukdUUXU1wIrwyAY3thwmqoUV/riq6O+nEQVQc+ehKqVId4Hfqd4Pb7qgH9ekqtOKhWB75+EkKrQ2Od9ae0ED4YACf3wj9WQ6TB+lPb7Xe+229TnfktKYT3BkDmXviXAf1WBkc4NOsDP70BR76HuLvA5tC6qovZ9CZ8/xz0mgrNh2hdzcUEhcP1fWDDG/DL99Bch/42vAmrnoO+U6GlzvxpSUQchNWB1CchqDrU0Nn6U14I3w+AvL1w+2oIM9j6U83t9ye335o69Lt6AOTuhd6rIdxgfj0lLA6C6sCBJ8FeHSJ01h9nIewaAEV7ofVqCDZYf8LjILgOpLv9VtOh321uv+1XQ4jB/HqKIw7sdSD7SbBWhxCd9UcKIXMAlO2FOqvBbrD+BMWBow6cfBJs1SFUZ35dhXBsAJTuhQarwWEwv55iiQNLHXA+CZbqYNFZfyiE8gEge8G+GiwG64/V7bfU7demM79SCMVuv6GrwaqqX50Ns87RLgF69IZPpsA7kyAkBG5M8M2uijOnYcIz8MxjRNzcjR9rNWRF8jqmTp3KiRMn6NSpE2FqDH98SfsESOoN06bAW5MgOERx7Cuf456B0Y8pO7HmLoWGjb1/HX+mZQLc3BvmTYEZkyAoRHmfL/qVdxreegZee4yIhG78WKUhK9b6Wf5bJcCtvWHOFJjmzv8NPvQ5+RmY8Bh06ArvLYV6jb1/HaPSrD0EhykDLZcTWiVqXREAB3dupvp/h2A5sgteXKbsIjMi17n9fuT220YffsnLhhd6w+Fd8NIyZRdZINKgPQSFKQMtlxNi9dGfgz9vpvrMIVgyd8Gjy5RdZEakkdvvfLffOH34pTAb/tcbMnbBE8uUXWT+Smg0NL4NNkyCA4shdgDYQ7WuChBY+wKsHQOJE6H937UuqGLO+Vs/CdIXQ/wAcOjE3+oXYPUYSJoIHXXqT0ui2oM9TBloiRNidLL+lGTDqt6QuwtuW6bscjIi0W6/Pz1JQeFZckPbEB6ug7+uLsmG79x+b18GkQb16ylV24MtTBloiROq6yT/ZdmwszcU7YJWy5RdTkYkwu033Z1/q07yX5YNW3pD4S5otwyqGNSvpwS3B0sY5DwJOCFUJ/l3ZkNGbyjbBTHLlF1kRiSkPVjDIMud/zKd5N+ZDcd6Q+kuqL9M2UUWiFjc+Xe682/VSf7JhvLeILvAvkzZRWZEbO2BMCh9koKCs+QW6CT/kg3FvcG1C0KXKbvI1GUXomfyckXGjBSpaxdJbCOyYI6I0+mdxz6dIzLxRZHYSJFWdUTmzxRxueTrr78WQABxOBxStWpVmTx5spSWlnrnulqSlyvy3EiRmnaRLm1Evvayz1dfFGkSKRJfR2Su4tPEAwpyRf4zUiTBLnJ3G5HvvNiv3ByRqS+KJEaK9KojsjQA8p+fK/LaSJE2dpG72oh862Wf77wocnOkSGIdkcVm/q/Idx+KDLSLvDFM5Gy+trUc3CZf964rnWsHS/KXM7WtxVss+1Ckn11k0jCRIo39Htgm8lCsyP2NRY7s0bYWvfDDhyL/sItMHyZSrHF/jm6Tr++pK53rB0vyQj/J/7oPRUbYRT7Sgd8j20ReiBV5trHIiQDK/6ndIu82FHk/TuTkds3KKCoqEinJF1l4j8hEu8j2aZrVclVk7Rb5b0ORd+JEMrXzJyKKvy/vEZlgF9k6TdtajED6hyKf2UXWDRMp03j9ydkmsiBW5KvGIrnGX39KS0vlnReHSnwdixQuHyJSqgO/82NF5jYWOWN8v14h40ORtXaR3cNEyjXuT8E2kY2xIhsaixQZvz+lpaXyzstDJb6BRQo3DdHeb/42kZRYkXWNRQqN79cr5H0ocsAukjlMxKlxf0q2iRyOFfmlsUip8ftTWloq77w+VOKbWqRw/xDt/RZvEzkQK7K/sUiJ8f16BeeHIqV2kfJhIqJxf1zbRMpiRcoai7iM35/S0lJ5539DJT7WIoXZQ0RcGvt1bhMpjBUpbCzi1MzvHH0Ps86xe4fI8MEiMVaRdo1EXhmjvO9qKSkWWblU5NFhIo3DRWKjRF4fpwx53JSVlUnNmjXPv6APiNVqlcaNG8ucOXO89z1pya4dIg8OFom2irRuJPLvMcr7LkNRUVHFHyguFlmxVOSRYSL1wkWaRom8drFPEy+wb4fIs4NFOlpF+jUSeXeM8r6rpaRYJGWpyAvDRG4NF0mMEnl/nDI0cxMQ+U/fIfLkYJHWVpGejUTeGqO87zJcNv8lxSLJS0WeGSbSMVzkliiR98YpQzOT3yd1qci9NUQeay5ycKv613e5RJZNERkUKuXPdpH69eoKIP369ZNdu3apX4+32bRUZHANkYebi+zXyO/iKSL9Q0VGdxXJPq5+DXrm56Uiz9QQmdBc5KhG/Vk3ReSfoVL+hh/mf+dSkX/VEHmxucgRjfx+P0XksVCRSV1FzgRg/vOPiXx2q8jroSJb3xcR9f/A49Tu1dK3VbgcHhctcnC56tf3iLxjItNuFXk5VCRVG3+SsVkZqL1eU2S/wfxpybGlInNqiCxsLpKjwfojLpG9U0Q+DxX5tqtIkbHXH5fLJXPnzpUmTZoIIP96eKDIrBoiXzYXydbI754pIp+Giiwxvl+vk71U5IcaIj81FynQqD/Hp4gkh4ps7SpSYuz+XJL/RweKrKkh8kNzkTyN/B6dIrIyVGRTV5FiY/v1OoVLRQ7VEDncXKREo/7kThE5ECpyrKtIubH7c0n+Hx8okl5D5EBzkWKN/J6eIpIWKvJLV5EyY/v1Oq6lIqU1RMqai7g06o9zikhpqEhZVxExdn8uyf8/B4oU1BApbC7i1Mhv6RSR/FCRoq4iLk39GmSYdY59aSLjnxJpU0+kFsqOqoeHiLz5b5GFc0V+TBbZsUVk/16RrZtEkleKzPxI5KWnRf6UJNIwVPm6Pp1Fpr0rkp9X4WWef/55cTgcl7ygD0i3bt1k+3aN/0rSW+xLE3nxKZEW9UQiUXZU/XWIyH/+LbJgrsj6ZClJ3Sij/vqgyJZNIt+vFPnsI5GxT4v8MUmkTqjydT07i3x0eZ8mXuKXNJH/PiVyRz2R9ig7qp4dIvLRv0VWzBXZkiyStkXkl70iuzaJbFwpsuAjkf89LfK3JJGbQ5Wve6CzyNx3RQoDPP+H0kTeeEqkRz2RG1B2VI0eIvL+v0W+nSuSmiwl2zfKqOEPivy8SeTHlSJffiTyxtMiDyWJtA9Vvm5oZ5Ev3hUpMPN/1Zw6IvJsF2WX1sejRIpUcnhou3LdATaRz54XKS+T1157TQCx2+1itVrlr3/9qxw7dkydenxF1hGR0V2UXVofqOj34Hblun1tItMVvyYVcPqIyOQuyi6tL0eJFKvUn2Pb3de1iXzzvIjTT/Ofc0RkUhdll9bcUSJnVfJ7dLv7ujaRrxW/AYuzTGTNsyKvWUVmdhPJ2qnOdYtzRVaMFJlol8QW1aVKlXD5+OOP1bm2N3GWiax8VuQlq8j0biInVfT37UhlN9b0biJ5R9W5rj9ReETk2y7KLq1No0RKVVp/Tm93X9cmsuV5EZex15/vv/9eOnToIBaL5fzbvn37RAqOiCzpIjLdLrJRRb8525XrfmITSQ3w9f1KFB8R2dpF2aW1f5RIuUr9Kdjuvq5N5KAf57/4iMhPXURW2EX2qug3f7v7ujaRfcb36zPKjogc66Ls0jo1SsSpUn9KtivX3W8TyTZ+fy6b/7IjIr90EUmzi5xU0W/xduW6e2wiWcb36zNcR0TKurh3aY0SEZX649ruvq5NpPx5ETF2fy6bf9cRkaIuIvl2keJRIi6V/Dq3u69rEynRhV+DDbPO4XSKpP4o8t9XRIb2FenYVKSOTRlU/fatUZhIj7Yij90r8vnHIkd/+d2HP3DggFgslotezL/w6DWr1SrDhw+XkydPqvDNqoDTKbLpR5HJr4gM7ityY1ORGjaRSGRBFaSaBTlbHWVwVTdMpGtbkRH3inz2sciR3/dp4mWcTpEdP4pMe0Xkib4idzYV6WhTBlW/fbslTOTutiIv3Cuy4GORDDP/l+B0imz7UeTDV0Qe7SvSu6lIa5vIDciCRkg1G3K2JcrgqkOYyJ/aijx7r8hXH4scN/PvMS6nyLdTRYZGidwfI/LVJN8dPXgsTeS/9yvDsycTRPZtOv+hnJwcCQ4OvijrwcHB8vTTT8uZM2d8U48auJwiS6aK/DlK5J4YkXmTfHf04NE0kTfuV4ZnIxNE0jf9/tcEOi6nyLqpIk9FiTwXI7Jiku+OxstME5lxvzI8m5QgcjhA8r92qsg/o0SejBH51od+T6SJfHK/Mjx7OUHkkJn/82T8JDK9o8hEh8iSB0Vy9vrmOiV5Ij9OFPlfLZH/Rots/UDefuut87m+/fbb5ciRI765ti85/pPIhx1FJjhEFj4oku1Dfz9MFPlPLZFJ0SKbP1B+hkyuDZdTZO9UkdlRIvNiRH6e5LujB3PTRH64XxmeLUkQyTb2+rN7924ZOHDg+T+yOPffO+6449dPcjlF0qaKfB4l8kWMyI5Jvjt6MDdNJPl+ZXj2TYLIKWP7VQenyPGpIilRIutjRI5M8t3ReEVpInvuV4ZnmxNE8o3dn0rn/+hUkTVRIt/HiBzyod/CNJGf71eGZxsSRHKN7VcdnCK5U0UORokcihE5M8l3R+OVpomcvF8Znh1NECk2dn8qlX9xipyeKpIeJbIvRiTbh35L0kQy7leGZ4cSRM4a2686OEWcU0VKo0RKY0Sck8RnRw+60kTK71eGZ2UJIi5j96fS+S+dKlIQJVIQI1I6yXdHDzrTRIrvV4ZnRQkiTt34NegwqyJKikUyjim7jbZvFjm0XyQ765rvW5OYmHg+PJd7Ub9q1ary6quvSklJiZe/GR1QrPgc1OcOAeTLKe+JnLp2nyY+pqRY5OQxZffWns0iR/eLnDbzf82UFItkHpNBfd35/+A9kRwz/z4lN0vkk9EiQ6qKDIsW+XCkyP7Nnj9uabHID/NFXu6v7MR6NE5k1fQKX6B74IEHLtmV6HA4JCIiQl599VUpLi72vB6tyM0S+Wi0yMCqIoOjRaaOFNnnJb/r5ouM66/sxBoeJ7KiYr8mVyA/S+Sr0SKjqoo8HS0yf6TIES/0p6xYZOt8kff7KzuxxseJbAjA/OdnicwbLfKPqiL/jBaZPVLksJf8bp4v8k5/ZSfWC3Ei6838V4jLKbLjE5H3Y0Ves4nM/6PI3q9Eyr3wO0TGJpEVT4i8GSXyRlWRNU+LFJ0SEZGjR4+e/wMdh8MhYWFhMnXqVHEZ7fnc5RTZ+onIO7EiL9lEZv9RZI+X/B3fJLLsCZFJUSKvVhVZ8as/Ey9QnCWSOlrki6oic6JFfhopku2F9ae8WOSX+SKr+ys7sRbEiew39vpz9OhRGT58uNhstgr/HbJ06dJLv+hslshPo0U+qyryebTIBi/6PTRfZGV/ZSfWl3Ei+4ztVxNKs0T2jxZZV1Xkh2iRfSNF8r3QH2exSNZ8kZ39lZ1YG+NETkwXEeP255ryX5olsne0yKqqImuiRdJGiuR5yW/mfJGt/ZWdWClxIsfN/F815Vki2aNFDlYVORQtcmqkSLEX+uMqFimYL3Kiv7IT63CcSF4A5r88S+TkaJG9VUXSo0Uyveg3b77I0f7KTqwDcSK5xvarDVki5aNFSquKlEaLlI8UcXmhP1Is4pwvUt5f2YlVFifiNHZ/rin/riyRktEiBVVFCqJFikeKOL3kt2y+yNn+yk6swjiRMt35nWMREcHkEubNm8ef//xnKqNnwIABfPnllypUpS4FBQXUrFmT4uJiBg4cyPz587UuyUQlzPyb+deMghxY+h6sng7H06FuLLS+DVolwnXtoWYjsNou//UlRXAsDXanwM7VsGM1FOVB6x5w+3C4+S6wWCv80q1bt3LjjTdW+DGr1Urt2rUZO3YsDz30EFZrxY+he/JzYPF7sMLtt14stL0NWifC9e2h1sV+jx8/Tt26dX/9+pIiOJoGu1Jg+2rY5vbbpgf0Hg63Xt6vSSUoyoHk92DDdMhKh1qxEHcbXJ8IDdpD1O/kv7QITqbBgRTYuxrSV0NxHsT2gJuHQ9sAz39hDnz/HqyfDifToXYsxN8GcYnQ6FK/l+S/tAgy02BfCqStVt6K8yCuB3QZDu3M/P8u4oK0ebDtA/hlFQRXg0Y9oGEi1L8FImPBEXaFr3dC7iE4sRkOr4JDK+F0OkTFwg1/gRtHQEjURV/SsWNHUlNTz/9OY7FY6NGjBx9//DENGzb04TfrA8QFu+fB5g/gkNtfkx7Q2O0vWvGXk5NDWFgYISEhv/l6J5w5BBmbla8/uBJy0pWva/0XaD8CQqMqvLSJh5TmwN73YP90yE+HiFiIuQ1qJ0J0ewhvBJYrrD/lRZCXBlkpkLkaTqyGsjyI6QHXDYeGxl1/CgoKeOeddxg/fjxlZWWUlZVd8jmNGjXiwIEDl3/+KcmBtPdg33TIc/utexvEuP1WudjvJZzzm5miuM1w+63TA2KHQyPj+tUF5Tlw/D3InA5n0yE0FiJvg2qJULU9BP9O/l1FUJQGeSlwZrXy5syD6j0gZjjUvAswZn+8kv+yHDj6HmRMh6J0CIuFqNsgMhEi2kPI7+Tf6fZ7JgVOr1beyvMgsgfUGw61zPx7hCsH8t6D/OlQlg6OWAi9DUITIag9OBoBV8i/FEFpGpSkwNnVypsrD0J7QMRwCA/w/Dtz4Mx7kDcdStMhKBbCboOwRAi51O8luIqgLA2K3H6L3OtLeA+oNhyqGtevPsgB13vgmg6SDpZYsNwGlkSwtAfL7+SfIpA0kBSQ1eBaDeSBpQdYh4PVuP3xSv4lB8reg/Lp4EoHayzYbgNbIljbg/V38k8RuNLAmQLO1cqb5IGtBziGg12Xfueaw6zLUFpaSkxMDKdPn77s59jtdhISEvjmm2+IivK/f/jNnDmT++67D5fLhcPhICsri2rVqmldlokKmPk3868L0tbDxoXKQGp/KjjLwREMMc2gSiQEh0NoFWWYUpQLZzLh1BEQgbBq0LIrtEmCzndBdL1KXTIhIYHNmzfjdDov+ZjVakVEaN26NW+88QY9evTw9nesLrvXw4aFykBq3wV+6yh+8yzBDP92L7P/EA+FuXD6Ar/h1eCGrtA2SRlgVdKvyVVwcD3sWKgMpA6ngqsc7MFQoxmERUJQOARXUYYpxbmQlwln3P0JrQbNukJ8ErS5C6qb+b+EA+th20JlIPXLBX5rKn7zJJjhc/cye1g8nHX7PX2B3+u7QvMkZYBVSb8mvyH/KKTNh19WwpG1UJILWCCiIYTXUgY1QRFQVgClBVByBk7vB2cJWO0Q00EZgl1/J9TtdNnLTJo0ieeee47y8vLz73M4HDgcDiZPnszw4cOxWCwqfMNeJu8o7JmvDKR+ucBftYa8utZJx+trcVu7xoq7c/5yLvBXp4MyBIu7E+pd3p+JD8haD0cXKkOp7FSQcrAFQ5VmEBRJXmkwwyfvZfbz8VCaC8WZUHgEEHBUg9pdISZJGWCFGXf9KSsrY9q0aTz77LPk5eVd9DN6IXa7nUmTJjFy5MjKPXDWeji8UBlKZbvXd1swVFX8Yg8HRxVlWFWaC2cv8Bvk9ls3SRlgGdivbslbD9kLlYFUgTv/1mAIaQb2SPLOBjN8/F5mT4yH8lwozYQSd3/s1aBaV6ieBDXugmDj9sdn+c9dD1kLlYFU3gV+Q5uBIxJs4WCrogyrzvktvsBvZFeISlIGWAb2q1uK10PRQmVoUurujyUYHM3AGkleQTDDR+9l9pR4cOWCMxPK3f2xVoOQrhCapAyw7Mbtj8/yf3Y9FCxUBlIlv/FriwRrOFirKMOqc37LLvAb1hXCkpQBloH96hZZD66FylBKUoFyIBgszYBI8vKCGT5iL7M/jwdygUwQd3+oBtauYEkCy11gMW5/fJZ/53pwLnQPpS7wa20GlkggHCxVlGGV5IJc4NdSDWxdwZakDLD07dccZl2Jp556ijfffLPC6ajVamXAgAHMmDGD0NBQDarzPXfccQcrVqygvLwcq9XKtGnTuO+++7Quy0QlzPyb+dcVZ/Ph6B44tkfZUXQ2D84WQEkhhEYow5Wq0VAvDurFQ93rr7yD5TLMmjWLoUOHXnFXos1mw+l00q9fP+bOnXvpX74bkbP5cGSP23E6FOUx7fvNPDInhRP/vpeomrUUv/XjoH481Ls2vybXSEk+nNgDmXuUHVvFeVBSAKWFEBIBIdUgPBpqx0HteKhp5v+qKHb7PbFH2bFVnMe07zbzyLQUTrztzn8Vt9+YeKhl5t/riFPZIZS9G3L2QnG2MpwpyQNHOARVUYZbkddDVBxEN1feVwkOHjxI06ZNK/yYxWIhMTGRadOmGW+X1oWIE7LT4dRuyrP20Hjgy9zTrRkT72muDL4dVZR1Iup6iI6DGpX3Z+JjyvIhbw/k7lF2bJXlMe3rzTzyWgonltxLVHQtCI6GiDioFg9Vr7/yDguDkJqaysCBAzl27FiFf0BxISEhIWRkZFC9evWrv1BZvuI2d4+yY6ssTxmQlxeCI0IZXgVHQzW33wj/8GsYnPlQtEd5O5sOzjymzdnMIy+mcOKHe4mKqgWOaAiLg9B4CPWP/qiWf2c+FO5R3ooUv5QXgLMQ7BHK8MoRDeFxEBYPYf7h1zC48qFsj/stHVx5TJu5mUeeTOHEz+713xoNjjgIigfH9Vx5h4UxUC3/rnwo3eN+U/ziKgBXIdgilOGVLRqC3H6D/MOvccgH2eN+SwfymPbJZh75WwonjrnXf0s0EAeWeLD4R39Uy7+4/br2KDu2JA8oACkES4QyvCIarHFgjQerofzO9Z97ZvmAffv2nT9n/7dv9957rzidujoz0qtkZ2dfdFan1WqVpKQkrcsyUREz/2b+A5GSkhKJjo6+7P3izuXB4XDI/PnztS7Xp3Tv3l0Aef/997UuxUQlzPz/ipl//6JFixaXzbSh76VVAXPnzhVAWrRooXUpJtdIIKw/ZWVl8sADD4jVar3ic47D4ZCHH35Y63JNVMTMv5n/QMbMv5n/QMbMv5n/SjJHdwcf6olmzZpx8803Y7Mp00mr1YrNZqN79+6sWrWK48ePa1yh75gzZ85Ff5ntcrlYvXo1mZmZGlZloiZm/s38ByJBQUE89thjOByOCj9us9kIDg5m8eLFDBw4UOXq1OPEiROsXbsWi8XCp59+qnU5Jiph5l/BzL//8ec///myuS4rK6OoqIgRI0aQlJTE4cOHVa7Ou7z55ptYLBZ2797NiRMntC7H5CoJlPXHbrfz0UcfMWbMmCt+XllZGX//+99VqspEa8z8X4yZ/8DCzP/FmPkPLMz8X4yZ/ytjDrN+h0cffRSXy4Xdbic0NJRly5axYMECoqKi6N27N7m5uVqX6BNmzJhR4TFD8+bN06AaE60w838xZv4DgxEjRuByuS55v8PhoHr16qSkpHD77bdrUJl6zJ49+/w9klJSUjh27JjWJZmohJl/M//+yMCBAys8NvlCrFYr69atY82aNeoU5QN27txJSkoKIoLFYuG7777TuiSTqySQ1h+LxcK4ceN46623sFgsl9y7zmazceutt9KqVSuNKjRRGzP/v2LmP/Aw8/8rZv4DDzP/v2Lm//cxh1m/w8CBA4mIiKBmzZr8+OOPJCUlERERwcKFC8nOzmbIkCGXvVmbUTl+/Djr16+/5MUsl8vl1xNyk0sx8/8rZv4Dhzp16jBw4MCL/or/3Av5YWFhREVFaVidOnz66afnfwbsdjuzZ8/WuCITtTDzb+bfH2nVqhVNmjS57McdDgcxMTEkJycb+v6Yb7zxxvmfXavVyvLlyzWuyORqCcT1Jyoqirp162K328+fCAHK796Vvum5iV9g5t/MfyBj5t/MfyBj5t/M/9VgDrN+h5CQECZNmkRqaio33HDD+fc3btyYRYsWkZyczIgRIzSs0Pt8/vnnF/0gnUNE+Omnnzh06JD6RZlogpn/XzHzH1g8/vjj5/+K3+Fw0LJlS9avX0+NGjVISkri5MmTP857rwAAIABJREFUGlfoOw4cOMCWLVvO/zJZXl7O9OnTNa7KRE3M/Jv590cud9SgxWKhd+/e7Ny5k4SEBA0q8w6nTp1i5syZ5392y8vLWbJkSYU7zU30SSCuP6tWreLBBx/knnvuYcmSJQQHB2O32wGoVasW/fv317hCE7Uw82/mP5Ax82/mP5Ax82/m/2oxh1mVYPjw4dSpU+eS97dv357Zs2fzySefMHHiRA0q8w2ffvopTqezwo/Z7Xa++OILlSsy0RIz/79i5j9w6NKlCy1atADg1ltvJTk5mWbNmrF48WKcTif9+vWjoKBA4yp9w+eff37+FylQBrnbt29n7969GlZloiZm/s38+yMDBgy46KhBm82G1WolMjKSsWPHUr16dQ2r85wPPvjgkl3lOTk5bNu2TaOKTK6WQFt/Nm3aRP/+/bnrrrt49dVXSUpKYu3atURERADKH1Zc6MPEvzHzb+Y/kDHzb+Y/kDHzb+b/qhETj5k8ebJYLBaZOXOm1qV4zJ49ewS44lt8fLzWZZroCDP/Jv7KBx98IHfffbeUlJRc9P59+/ZJ7dq1JSkp6ZKP+QOxsbGX5D4oKEjGjh2rdWkmKmLm38y/v+FyuaR27doCiN1ul3r16smPP/4ot99+uzRr1kzOnDmjdYnXTFlZmcTExFySXYfDIa+99prW5ZlUkkBaf9LT0y/7XJKeni7NmzeXzMxMjaoz0QIz/79+zMx/4GHm/9ePmfkPPMz8//oxM/+VYo5FxDx7whs88cQTvP/++6xcuZKbb75Z63KumbFjx/Lyyy//7k2yd+zYcdGxcyaBjZl/E3+ktLQUu92O1XrpJuZNmzaRmJjInXfeyYwZMyr8HCOybds22rZtW+HHmjRpwoEDB1SuyEQrzPxfjJl//+Af//gHb731Fv369ePTTz8lMjKSzMxM2rVrR4cOHfj6668vuQmzEZg7dy6DBw++5EhBi8VC165dWbNmjTaFmVSaQFp/jh8/zi233ELNmjVZtWoVVapUueRziouLCQkJ0aA6Ey0w838xZv4DCzP/F2PmP7Aw838xZv4rxVz/ePVBB0yePJnevXtz5513kp6ernU518ynn376uy/kA+ZRayYXYebfxB8JCgq67Iv0HTp0YMGCBcyfP58nnnhC5cp8x6xZsyq8pwzAwYMH2bx5s8oVmWiFmf+LMfPvHwwaNIjXX3+dhQsXEhkZCUDt2rX5/PPPWbx4MW+//bbGFV4bkydPrvDnVURISUmhsLBQg6pMroZAWX/y8vLo27cvdrudRYsWVfhCDmC+kBNgmPm/GDP/gYWZ/4sx8x9YmPm/GDP/lcM8hNFLWK1WPv/8cxITE7njjjtYv349NWvW1Lqsq+LEiRN06NCBDh06nH9fVlYWu3fvpmvXrhd9bmVe8DcJHMz8mwQiPXr04JNPPmHo0KE0atSIJ598UuuSPEJEmDFjxmXzHRQUxKxZs2jXrp3KlZnoETP/JkakS5cudOnS5ZL3d+vWjRdffJFRo0bRoUMHOnfurEF118bWrVtZv379ZT9eXl7O2rVrueOOO1SsyuRqCJT1p7S0lLvuuouTJ0+SkpJCrVq1tC7JRAeY+TcJZMz8mwQyZv5NrhXzmEEvc+LECTp16kSDBg1YsWIFwcHBWpfkEXPmzKnw2BITk4ow828SiLz77rv8/e9/56OPPuKBBx7QupxrJiUlhVtvvfWKn1OzZk1OnDjhN8fKmXiOmX8Tf8HlctGnTx92797N5s2biY6O1rqkSvHAAw8wc+bMK74Q8OijjzJ58mSVKzOpLIGw/jidToYMGcJ3333H999/T5s2bbQuyUQnmPk3CWTM/JsEMmb+Ta4R85hBbxMTE8OSJUvYuXMn9913n/kiuElAYebfJBB59NFHeeqpp3jkkUdYunSp1uVcM1fa4n+OrKwskpOTVarIxAiY+TfxF6xWKzNmzMDpdHL//fcb4neYU6dOXXGQBcpfgy5atEjFqkyulkBYf/75z3+yePFivvnmG/OFHJOLMPNvEsiY+TcJZMz8m1wr5jDLB7Ro0YKvvvqKr7/+mhdeeEHrckxMVMXMv0kg8sorr3Dffffxpz/9iR9++EHrcq6a8vJyvvjiC5xOJ8HBwZd9A+WXThOTCzHzb+Iv1KxZk3nz5vHtt98aYifTBx98cNEgy2Kx4HA4CA4OJigoCJvNBsC+ffs4cuSIVmWaXIFAWH9efPFF3n33XT777LMKj/k0CVzM/JsEMmb+TQIZM/8mnmDeM8tHdO/enSlTpvDggw9Sv359RowYoXVJJiaqYebfJNCwWCxMnTqVnJwc7rzzTpKTk2nevLnWZVWanJwcRo8efdH7fv75Z+bNm8eLL7540fujoqLULM3EAJj5N/EnOnXqxEsvvcTTTz/NTTfdxC233KJ1SZflscceY9CgQeTk5HD69GlycnJ44YUXaNiwIW3btuX06dOcOnWK06dPs3PnTho0aKB1ySa/wd/Xn6lTp/LSSy/xwQcfMHDgQK3LMdEZZv5NAhkz/yaBjJl/E08w75nlY1544QVee+01Fi1aRM+ePbUu56ox7xlk4glm/k0CjbNnz9KzZ08OHTpESkoKDRs21Lqka8bMv8nVYubfxF8QEQYMGEBqaipbtmyhRo0aWpdUaa677joeeughnnnmGa1LMblG/GX9WbBgAXfddRfjx4/nueee07ocE4Ng5t8kkDHzbxLImPk3qSTmPbN8zfjx4xkyZAh/+tOf2L59u9blmJioipl/k0AjNDSURYsWERUVRZ8+fcjJydG6JBMT1TDzb+IvWCwWpk2bht1u57777sPlcmldUqXJyckhMjJS6zJMApw1a9YwZMgQHn74YfOFHJOAw8y/SSBj5t8kkDHzrw7mMMvHWCwWPvzwQzp27EifPn04evSo1iWZmKiGmX+TQKRatWosWbKEgoIC+vbtS2FhodYlmZiohpl/E38hMjKS2bNns3LlSiZOnKh1OZXC5XKRm5tryONYTPyHHTt2MGDAAPr378/bb7+tdTkmJqpi5t8kkDHzbxLImPlXD3OYpQJBQUHMnTuXKlWq0L9/fwoKCrQuycRENcz8mwQi9erVY8mSJezdu5chQ4ZQXl6udUkmJqph5t/EX0hISOCVV15hzJgxrFy5UutyfpczZ87gcrnMYZaJZhw4cICePXty4403Mn36dKxW8+UGk8DBzL9JIGPm3ySQMfOvLqZdlYiKimLp0qUcO3aMwYMHmy/smAQUZv5NApEWLVqwdOlSVq9ezYMPPmj4s59NTK4GM/8m/sI///lP+vfvz9ChQzlx4oTW5VyR06dPA5jHDJpoQlZWFn369KFWrVp8+eWXBAcHa12SiYlqmPk3CWTM/JsEMmb+1cccZqlIkyZN+Oabb1izZg2PPfaY1uWYmKiKmX+TQCQhIYHZs2cza9YsXnjhBa3LMTFRFTP/Jv6AxWLho48+Ijw8nHvuuQen06l1SZfl3H3qzJ1ZJmqTn5/PHXfcQXl5Od/+P3t3H19z/f9x/HF27dqGCOVicjFNpJLyJZXkaiJzLYWGIkuJL0Vy8aWUkNK6kGtDyGW5KpWKSC7mauaipLBsZhvb2XZ+f+xn33wZNmefzznn87zfbt18nZ19znPO8/s5n53XeX8+X31FyZIlzY4kYhj1X6xM/RcrU//NoWGWwe69915mzZrFxx9/zOTJk82OI2Io9V+sqFWrVsycOZPx48fz7rvvmh1HxFDqv3iCkiVLsnTpUn788UfGjRtndpxcXRpmaWWWGMlutxMeHs5vv/3GmjVrKFeunNmRRAyj/ouVqf9iZeq/eXzMDmBFHTp0YMKECbz88stUqlSJ9u3bmx1JxDDqv1hR9+7dOXHiBIMHD6ZUqVL06NHD7EgihlH/xRPcddddvPXWWwwaNIiGDRvSrFkzsyNdISEhAR8fH4oXL252FLEIh8NB7969+fHHH/n666+pXr262ZFEDKP+i5Wp/2Jl6r+5NMwyyZAhQzh+/Djdu3dn48aNNGzY0OxIIoZR/8WKhg0bxpkzZ+jduze33HILzZs3NzuSiGHUf/EEAwYM4KeffqJ79+7s3LmT8uXLmx3pMmfPnqVkyZLYbDazo4hFDB48mOjoaFatWsXdd99tdhwRQ6n/YmXqv1iZ+m8unWbQRFOmTKFZs2aEhYVx+PBhs+OIGEr9FyuaNGkSXbt2JTw8nB07dpgdR8RQ6r94ghkzZhAUFOSS189KSEjQ9bLEMOPGjWPq1KnMnTvXJVcqihQk9V+sTP0XK1P/zadhlom8vb2ZN28eFStWJCwsjISEBLMjiRhG/RcrstlsfPTRRzz44IO0aNGCgwcPmh1JxDDqv3iCokWLsmjRIrZt28brr79udpzLJCQk6HpZYog5c+bw2muvMXnyZMLDw82OI2Io9V+sTP0XK1P/XYOGWSYrWrQoq1evJiUlhSeeeIK0tDSzI4kYRv0XK/L19eXzzz+nWrVqtGzZkr/++svsSCKGUf/FE4SGhvLuu+8yfvx4vvzyS7Pj5Dh79qxWZkmBW7VqFb169WLkyJG88MILZscRMZT6L1am/ouVqf+uQ8MsF1C+fHnWrFnDrl27ePrpp3E4HGZHEjGM+i9WVLhwYVasWIGfnx+PPfYYiYmJZkcSMYz6L54gIiKC7t27061bN44fP252HEDDLCl4W7dupXPnzvTq1cvlViaKFDT1X6xM/RcrU/9di4ZZLqJ27dpER0ezZMkSRo8ebXYcEUOp/2JFpUuXZt26dSQmJtKuXTsuXrxodiQRw6j/4gnef/99ypUrR+fOnbHb7WbH0WkGpUDFxMTQsmVLHnnkEaZPn252HBFDqf9iZeq/WJn673o0zHIhzZs3Z8aMGbzxxhvMmjXL7DgihlL/xYpuu+22nJWJnTt3JjMz0+xIIoZR/8XdFSlShEWLFrF7925effVVs+NoZZYUmBMnTtCyZUvuvPNOoqOj8fHxMTuSiGHUf7Ey9V+sTP13TRpmuZjevXvzyiuv8Oyzz7Jhwwaz44gYSv0XK7rzzjtZvnw5X331Fc8//7zZcUQMpf6Lu6tduzYfffQRb731Fl988YWpWbQySwrC33//zWOPPUbx4sVZvnw5AQEBZkcSMYz6L1am/ouVqf+uSyNFF/Sf//yHEydO8OSTT/L9998TGhpqdiQRw6j/YkWNGzcmOjqaJ598kvLlyzNy5EizI4kYRv0Xd9e1a1fWr1/PM888w44dO6hSpYopOc6ePathljhVamoqYWFhJCcns2XLFvVLLEX9FytT/8XK1H/XppVZLshms/Hxxx8TGhpKWFgYp06dMjuSiGHUf7GqsLAwpk+fzqhRo5g2bZrZcUQMpf6Lu/vggw+oVKkSnTt3Jj093fDHv3jxIhcuXNBpBsVp7HY7HTp04NChQ6xbt47bbrvN7EgihlH/xcrUf7Ey9d/1aZjlogICAvjiiy/w8/OjVatWpKSkmB1JxDDqv1hVREQEo0eP5sUXX2TJkiVmxxExlPov7iwgIIBFixZx4MABhg0bZvjjnz17FkDDLHEKh8NB37592bx5MytWrKBmzZpmRxIxjPovVqb+i5Wp/+5BwywXVqpUKdasWcNvv/2mC6OL5aj/YlUjR45kwIABdOvWTdeOE8tR/8Wd3XHHHURFRfHuu++ydOlSQx87ISEBQKdBEad45ZVXmDt3Lp9//jkNGzY0O46IodR/sTL1X6xM/XcPGma5uODgYJYuXcqGDRsYMmSI2XFEDKX+i1W98847tG3blieffJJff/3V7DgihlL/xZ116tSJZ599lt69e3PkyBHDHlcrs8RZ3nvvPd5++20++ugjHn/8cbPjiBhK/RcrU//FytR/96Fhlhto1KgRs2bNYsqUKbqOhFiO+i9W5OXlxdy5c2nQoAGtWrXi2LFjZkcSMYz6L+5uypQpVK1alfbt23PhwgVDHvPSMEsrs+RmzJ8/n0GDBjFp0iR69uxpdhwRQ6n/YmXqv1iZ+u9eNMxyEx07dmTMmDFERkbyxRdfmB1HxFDqv1iRn58fS5YsoVy5cjRr1oxTp06ZHUnEMOq/uLOAgACio6M5duyYYSvLExISKFKkCP7+/oY8nniejRs38swzz/DKK68wePBgs+OIGEr9FytT/8XK1H/3o2GWGxk+fDh9+/ala9eubN261ew4IoZS/8WKihcvzpdffomXlxetW7cmOTnZ7EgihlH/xZ1Vq1aNjz76iOnTpzNv3rwCf7yzZ89qVZbk288//8wTTzxBx44dGT9+vNlxRAyl/ouVqf9iZeq/e9Iwy81MmTKFRo0a0a5dO44fP252HBFDqf9iRWXKlGHNmjWcOHGCtm3bkpaWZnYkEcOo/+LOwsPDGTBgAP369ePAgQMF+lgJCQm6Xpbky+HDh2ndujVNmjRh5syZ2Gw2syOJGEb9FytT/8XK1H/3pWGWm/H19WXJkiXccssttGzZksTERLMjiRhG/RerCg4O5quvvuKXX37h6aefJisry+xIIoZR/8WdvfPOO4SGhtKxY0dSU1ML7HESEhK0Mkvy7OTJkzRr1ozKlSsTHR2Nj4+P2ZFEDKP+i5Wp/2Jl6r970zDLDRUrVozVq1eTlJREu3btSE9PNzuSiGHUf7GqOnXqsHTpUpYtW8bAgQPNjiNiKPVf3JWvry8LFy7kjz/+IDIyssAe5+zZs1qZJXly7tw5WrZsSeHChVm7di1FihQxO5KIYdR/sTL1X6xM/Xd/Gma5qQoVKrBixQq2b99Ov379zI4jYij1X6yqadOmzJo1ixkzZjBx4kSz44gYSv0Xd3X77bcza9YsPv74Y2bPnl0gj6FhluTFhQsXaNOmDfHx8axZs0bdEUtR/8XK1H+xMvXfM2gdnRurV68eixYtIiwsjODgYEaMGGF2JBHDqP9iVZ06deLs2bM8//zzlClThl69epkdScQw6r+4q9atWxMZGclzzz3HPffcQ0hIiFO3n5CQQGhoqFO3KZ4pMzOT7t27s3v3br799lsqVapkdiQRw6j/YmXqv1iZ+u85NMxycy1atOD999+nb9++3H777fTo0cPsSCKGUf/Fqvr378+JEyeIiIggMDCQdu3amR1JxDDqv7iriRMnsm3bNjp27Mi2bdsoXLiw07Z99uxZXTNLrsvhcNCvXz/Wrl3LunXrqFOnjtmRRAyj/ouVqf9iZeq/Z9EwywM8++yzHDhwgD59+lChQgUefvhhsyOJGEb9F6saO3Ysp0+fplu3bqxbt45GjRqZHUnEMOq/uCNfX18WLFjA3XffzbPPPsu8efOctu2EhASdKkWu67XXXmPmzJksXrxY+02xHPVfrEz9FytT/z2LrpnlId566y1at25NeHg4Bw8eNDuOiKHUf7Eim83GjBkzaNGiBa1bt2b37t1mRxIxjPov7uq2225j1qxZLFiwgJkzZzplm1lZWSQmJmplllzTBx98wPjx44mKitKKVrEc9V+sTP0XK1P/PY9WZrmao3GwcV2ev80LmPtoE5ru/IURXbuwpP+zTonjt3MXgYULw8cfOGV7TtOnv9kJpCD8Fgdb8tn/sCY03f0LI57qwpJIJ/V/+y4CixSGBS7W/y7qv0c6GQc78tZ/b2Bu1yY8dmAXQ5/pwtrXBzgtjt+uXQQWLQwrXaz/bdR/j3Q6DmLy0f9nm/BY7C6GPtuFtROc2P+DuwgsVhi+drH+N1X/TXd4HZyNu6lNtCwNr/RoxhsjhtCtejJ+vjf3K1nqhTRKFS9Mmb9/hG1nb2pbThEUDNUeMzvFjUuKgxN5P/4sKH6ndhFYvDDsc97+56/4JIa8NJLxkWH0uj8tf9sO0f7HI6XGQbwL9f/cLgJLFIbfnNj/M0kMeXkk418Jo9ejafnb9u3qv0dKj4PzLtT/tF0EliwMfzux/6f/v/+vhtGrbVr+tl1K/fdIWXFgd6H+23YRGFgY0pzY/1NJDBkykvFvhNGrW1r+tu2v/rsam8PhcJgdQv5h6SJ4qhME5u80IWeyHBSyQVGbzcnBXER6OqQkQ7Jq65HWLoIXO0GJfPY/4//77+2h/benQ2oyHFD/PdLmRTC2ExTLe/8T7A4cDgjy89DuA2Skw4VkWK/+e6Rti+CDTlAkH/1P+//+B3h4/9OSYab6b7rocDiwAvyK3tRmMrIgPiWLcsU87EQZ6clQMww6LTY7yY07sgg2dAJ/zz5NY9zpLIJvyUffstLBngwR2v94pD8Xwa+dwNfD+38yi+Dy+ex/ZjK0UP890rlF8Fsn8Pbw/v+eRfBt+ei/Ix2ykiFU/fdI6YsgpRPYPLz/R7MIrpKf4+10cCRDoPrvYhZrZZar+v3vfH1bGSfHcDmXhn3i2baq/1d1adgnnm1p3vtviRNLXRr2iWd7T/2/qkvDPnENThjW+ADlnJPGtUSHm50g/3rm7/jTXQTn9xsvDfvEsz2q/l/VpWGfeLYQD+9/SD6/8dKwTzxbSQ/vf718fuOlYZ+4HA/7KKCIiIiIiIiIiIiIiIh4Eg2zRERERERERERERERExGVpmCUiIiIiIiIiIiIiIiIuS8MsERERERERERERERERcVkaZomIiIiIiIiIiIiIiIjL0jBLREREREREREREREREXJaGWSIiIiIiIiIiIiIiIuKyNMwSERERERERERERERERl6VhloiIiIiIiIiIiIiIiLgsDbNERERERERERERERETEZWmYJSIiIiIiIiIiIiIiIi5LwywRERERERERERERERFxWRpmiYiIiIiIiIiIiIiIiMvSMMuDjR07lh9++CHXr2dlZTn18XLbXlxcHEOGDHH644lci9H9z436L2Ywuv/JyclXvV39FzNcr//OpuMfyS+ju3o16qlzGf2c6vVXXMn1+p9bX/NLr7/iSozuf27UfzGD0f3X8Y+1aZjlodauXcvkyZMJDQ297PZDhw4xaNAgKleuTKlSpWjdujUbN27M9+PcyPaqVq3KV199xYcffpjvxxHJC6P6/0933HEHzz777BW3q/9iNKP6/8svv9C8eXOCgoIoVqwY5cqVo2/fviQlJeXcR/0Xo+XW/3/KbX+dFzr+kZt1va46o6c3sk311HmM2v/o9VdcUW79v5G+5oVef8UVGdX/f9L7D+IqjOq/jn/kEg2zPFB6ejoDBw5k0KBBFCtWLOf2CxcuEBYWxqeffkrz5s3p378/sbGxtGnThm+//TbPj3Oj27PZbLz22msMHz6c06dPO+VnFMmNUf3/p88++4zDhw9f9WvqvxjJqP5v376dhx9+mB07dtC1a1dee+01SpQoQVRUFI8++mjOJ6HUfzFSbv3/p2vtr2+Ujn/kZl2vq87o6Y1uUz11DqP2P3r9FVeUW/9vtK83Sq+/4oqM6v8/6f0HcRVG9V/HP3IZh7iWz6MdjiI397S8//77Dj8/P8epU6cuu/3FF190AI41a9bk3PbXX385ypYt66hSpUqeHycv28vIyHBUrFjRMXDgwDw/zmWc8O8jLmxNtMNRwz36//vvvzv69OnjuOuuuxyAA3D06dPnqvd1Wv+d8O8jLuybaIfjUffof8+ePR1+fn6OnTt3Xnb7I4884gAcixYtyrnNaf13wr+PuLCt0Q7H0wXT/7zsr2+EKcc/Tvj3ESdZ2CH7v5twta46u6d52abTeupwOOXfx3Bx0Q7Hh+6x/zHl9dcJ/z7iwk5GOxxrCqb/eenrjTDl9dcJ/z7iwhKjHY7d7tF/U95/cMK/j7iwtGiH46x79N+U4x8n/PtIgViklVke6K233uLxxx/nlltuuez2zz77jDp16tCiRYuc28qWLUvz5s05evQoW7duzdPj5GV73t7edOjQgU8//ZTz58/n8ycTuT6j+n/+/HkOHTpEiRIluPfee695X/VfjGJU/3/44Qfq1q1L3bp1L7v9mWeeAWDbtm05t6n/YpTc+p+X/fWN0PGP3KyrddXZPc3LNtXTm2fU/kevv+KKcut/Xvp6I/T6K67IqP7r/QdxRUb1X8c/8k8aZnmYmJgYjh49yp133nnZ7fHx8SQkJPDoo49e8T3Vq1cHspdt3qj8bC8kJISUlBSnXaNI5H8Z1X+AWrVqsXnzZjZv3sz8+fOve3/1XwqaUf232+00b96cAQMGXPG133//HYCgoKDLblf/paDl1n/I+/76WnT8Izcrt646s6f52aZ6mn9G7X/0+iuuKLf+56ev16LXX3FFRvUf9P6DuB6j+q/jH/lfGmZ5mPXr1wNQrVq1y24/ePAgALfeeusV31OjRg2APJ1PND/bu3T7unXrbvhxRPLCqP7nh/ovBc2o/vv6+jJt2jR69Ohx2e2nT59m+vTp+Pr60rp166s+jvovBSW3/jubjn/kZhnV1bxST/PPqOdUr7/iinLrf376ei16/RVXZFT/80P9l4JmVP91/CP/S8MsD3Ps2DHgyp3JpYtDXm36XalSJQASExNv+HHys71LO5MDBw7c8OOI5IVR/c8P9V8Kmpn9X7VqFaGhofzxxx9MmjSJ0NDQy76u/ktBy63/zqbjH7lZRnU1r9TT/DPzOdXrr5gtL/2/Xl+vRa+/4oqM6n9+qP9S0Mzsv45/rE3DLA9z5swZ4Mqdib+/PwBnz5694ntSUlIACAwMvOHHyc/2ypYtS8mSJTl16tQNP45IXhjV//xQ/6WgmdH/uLg4wsLCaNOmDcWLF2fdunW88MILV9xP/ZeCllv/nU3HP3KzjOpqXqmn+WfGc6rXX3EVN9L/G+3rtej1V1yRUf3PD/VfCpoZ/dfxjwD4mB1AnOvChQtA9jLMfypXrhwAR44cueJ7Lh0QlilT5oYfJ7/bCwgIuOHHEMkro/qfX+q/FCSj+z937lz69++PzWbjzTff5IUXXsh5o+Fq1H8pSLn139l0/CM3y6iu5od6mj9GP6d6/RVXcr3+57WvudHrr7gio/qfX+q/FCSj+6/jH7lgEMTQAAAgAElEQVREK7M8zKVl95fOKX1J9erVsdlsVz3427VrFwANGjS44cfJz/ZSUlL466+/DBkaiDUZ1f/8UP+loBnZ/1WrVvHUU09Rp04d9u7dy5AhQ655IKn+S0HLrf/OpuMfuVlGdTWv1NP8M/I51euvuJpr9T+vfb0Wvf6KKzKq//mh/ktBM7L/Ov6Rf9Iwy8PUr18fuHJnUr58eRo3bsy3335LXFxczu12u5358+dToUKFnO+9EfnZ3qX7VahQIc8/l8iNMKr/+aH+S0Ezsv/Dhw+nRIkSLFmyhNtvv/2691f/paDl1n9n0/GP3CyjuppX6mn+Gfmc6vVXXM21+p/Xvl6LXn/FFRnV//xQ/6WgGdl/Hf/IP+k0gx6mSZMmQO47k1atWtGxY0dGjBhBYGAgEydO5MiRI6xatQqbzQbA5MmTGTJkCCNHjmTkyJG5PtaNbu+SSzuTpk2bOuvHFbmMkf3PK/VfCppR/U9ISGDv3r3Uq1ePt99++6r3eeihh2jdunXO39V/KWjX6v+N0vGPGMHIruaFepp/Rj2nev0VV5Rb//PSV73+irsysv95pf5LQTOq/zr+kf+lYZaHCQkJ4dZbb73qL1OPPfYYc+bMoU+fPjz55JMAlCxZknfeeYcWLVrk3C8rK4vMzEwcDsc1H+tGt3fJwYMHsdlsV/2aiDMY2f+8Uv+loBnV/y1btuBwOPjll1/45Zdfrnofm8122cGk+i8F7Vr9v1E6/hEjGNnVvFBP88+o51Svv+KKcut/Xvqq119xV0b2P6/UfyloRvVfxz/yvzTM8kD9+vXj7bffJjk5maJFi172tc6dO9OhQwe2b99OVlYWDRo0wNvb+7L7vPTSS1y8eJGqVate97FuZHuXREdH065dOy3zlAJlZP8vqVat2nUPPtV/MYIR/W/dunWef9lS/8UI1+r/JdfaX+v4R4xyva5e77iiII5V1NObY8T+R6+/4qqu1v+89FWvv+LOjOz/JXr/QVyFEf3X8Y/8L10zywMNGDAAX19f5syZc9Wv+/j4cP/99/PAAw9c9cDv8OHDfPrppzRq1OiGHu9624PsSfru3bsZNWrUjf8gIvlgdP9vhPovRlH/xcqu1//r0fGPGMXorl6PenrzXO05BT2vYhy9/oqVaf8vVqb+ixk0zPJAQUFBvPXWW7z55pvY7fY8f39cXBwrV67ktttuc1qmcePG0b9/f+rUqeO0bYpcjfovVqb+i5Wp/+IuXK2r6unNc7XnFPS8inHUf7Ey9V+sTP0XM2iY5aGeeeYZGjZsyMaNG/P8vc2bNyckJMRpWY4dO8a5c+cYO3as07Ypci3qv1iZ+i9Wpv6Lu3CVrqqnzuMqzynoeRXjqf9iZeq/WJn6L0bTNbM82Pz5882OAEDlypXZsmWL2THEYtR/sTL1X6xM/Rd34QpdVU+dyxWeU9DzKuZQ/8XK1H+xMvVfjKSVWSIiIiIiIiIiIiIiIuKyNMwSERERERERERERERERl6VhloiIiIiIiIiIiIiIiLgsDbNERERERERERERERETEZWmYJSIiIiIiIiIiIiIiIi5LwywRERERERERERERERFxWRpmiYiIiIiIiIiIiIiIiMvSMEtERERERERERERERERcloZZIiIiIiIiIiIiIiIi4rI0zBIRERERERERERERsYgz8fDLL7+YHUMkT3zMDiAiIiIiIiIiIiIiIs6TmprKoUOHiI2N5dChQxw8eJC9e/dyOHY/F9Ng2bI/zY4okicaZomIiIiIiIiIiIiIuJnMzEyOHTtGbGwsBw8e5ODBg+zfv58DBw5w6tQpHA4HNpsNPz8/MjMzycjIwGazMS8KWrVqZXZ8kTzRMEtExInOnTtHiRIlzI4h4nKysrLw8tLZjcU9ZWRk4OOjw2ZxPVlZWQDav3oQu92Or6+v2TFETKH+izvS7zlipnHjxjF69GjsdjtAzj700t8vcTgcpKWl5fz9vXd70eXJT4wLKuIk+q3cVX38gdkJTLEuZj9xZ84Qfs/dlC5a9Mo7/KpzuVrCAvft/+otP3Por9O8/mQBfLpln/pvCSvdt//XMuTTz7m/RhXCH7w7fxuIVf8t4WvX7P+XP+4hsFhhHrwz2JwAx9R/l3L2CGxzja5+/fNBbDZ4+J4aZkfJdvYIBFU1O0X+7HON53T01BWMfSHM7Bj/Fa/9jyX8Zn7/446f4fuf4+jZ4X6zo/xXkvpvCX/nr/+//5HAm9PWM3JIS8qUusr7V+7uovrvDnr27Mno0aNz/v6/Q6z/ZbPZGDNmDM/1uwNSPoE08/f/LilT/XdVGma5Gj9/CAyC0a+ancQUDzngxdPnGDhvIY8G+NKjsD9tC/lS1Gb7750Cg8wLKAXLzx9KBMG77tv/uy5k0m3POX77dgMfVi6Cr+3635MnJdR/j+XrD8WCYKb79v9aHj5lp/XyjTQp7cOUOkW4q4R33jdSTP33WL7+UCQIPnfN/u/ZcYHVx+183764eSGKqP8uwa8YJB6Dja7R1QVLUwB4+FwRk5P8Q7m7zE6QN17+4B8EP5v/nG6JzeDdz84zov5WCvk5+yDyJvhr/+OxvPzBNwgOmd//Dz5M5dipLHrWWWV2lMv5qv8ey+YP3kFwKm/9T0hyMO7DC0yde5Hw5n6UydgNpwooo9m81X9XV7FiRV544QWmTJlCRkbGNe/r5eXFc889x4gRI8D+BdiC4IL5+3+XZVP/XZHN4XA4zA4h8k/fffcdTZo0yfm7n58fbdu2pXv37jRv3hw/Pz8T04lcW2ZmJkWKFCEtLY0mTZqwfPlySpYsaXYsEdNlZmZy++23c/LkSWw2G08//TTjxo3j1ltvNTuayHV17dqVBQsWsHz5ctq2bWt2HBEA0tPTKV26NA6Hg/j4ePz9/c2OJDepZ8+ezJ49m1WrVukaFmIpFy5coFy5cmRkZJCYmKhTDYpLSk9PZ/r06bz++uskJSUB2e9fNWrUyORkYnV///03lSpVIiUlJdf7eHt706VLF2bPno3N5kIfmBHJm8U6qau4nH/9618888wz+Pj45JzTddmyZbRt25agoCB69OjBypUrr/uJAxEzeHt7U6tWLQB++OEHGjRowPHjx01OJWI+b29v+vfvn7Nvnzt3LlWqVGHYsGEkJyebHU/kmnbs2AHASy+9pOMPcRlr164lOTmZlJQUvvzyS7PjyE1KTEwkOjoagBUrVpicRsRY0dHRnD9/ntTUVLZs2WJ2HJErrFy5kjvuuIOXX36ZpKQkbDYbNWvW1CBLXELx4sVp1aoV3t5XP/uJj48PLVq0YObMmRpkidvTMEtc0ltvvUWxYsVydrJ2ux2Hw0FKSgqLFi0iLCyM8uXLM2jQIL7//nuT04pc7r777sPX1xe73c7Ro0epX78+P//8s9mxREzXp08fLi0It9vtpKWl8fbbbxMcHExUVBRZWVkmJxS5kt1u58iRIwAcPXqUTz7RhZLFNcydOxcfHx+8vb2ZN2+e2XHkJs2dOzdnWL506VJ0AhWxkqlTp2Kz2fDz82Pt2rVmxxHJsXXrVho2bEhYWBgnTpzI+X3Fy8uLyMhIk9OJ1WVlZbFgwQJCQkJYvnw5RYteee02Hx8fHnjgARYvXoyPj642JO5PwyxxSUFBQUydOvWqX0tPTwfgzJkzfPDBB/zrX/8iODiYMWPGkJCQYGRMkauqW7fuZW/YJyYm0qhRo5xP24pYVbly5WjTps1lp47JyMjgzJkz9OvXj3r16vHtt9+amFDkSgcPHsx5gzkrK4vhw4dz/vx5k1OJ1aWkpLBq1SrsdjsZGRmsWLFCq1zd3IwZM3LeJI2Pj2f79u0mJxIxxs6dO9m5cydZWVmkp6ezfPlysyOJEBsbS4cOHWjYsGHO/vifH7zz8/Oja9euZsUTYcOGDdx77710796devXqsW/fPkaPHn3Z6ixfX19CQ0NZtWoVAQEBJqYVcR4Ns8RldevWjYceeuia58u22+0AHDlyhE2bNlGsWDGj4onkqm7dupedhiozMxO73U6XLl14/fXXzQsm4gL69++fs+++xOFw4HA4iImJoUmTJrRq1Yq4uDiTEopcbs+ePXh5/feQOSkpiXfeecfERCLZK3cufcALso+J9Qaw+/rpp5+IiYnJ+TCUn58fK1euNDmViDGmTZt22e/8hw4d0mnaxTRnz55l2LBh1K5dmxUrVuBwOK44xbSvry+9evXS+09iih9//JGmTZvSrFkzgoKC2LFjB4sWLSI4OJh+/fpxyy23YLPZ8PX1pUqVKqxfv15dFY+iYZa4tKioqOuez9XHx4dbb72VRYsWacmsuIQ6depc9sYn/PfN+jfeeIPevXtf8Wa+iFU0a9aMSpUqXfVrmZmZAKxbt46aNWsyZMgQEhMTjYwncoU9e/ZcsZpw4sSJ/PXXXyamEqubO3fuZcfINpuNuXPnmphIbkZUVNRl+5n09HSWLFliYiIRYyQmJjJ//vzLfjfy8fHRqQbFcBcvXmTixIncfvvtvPPOO9jt9lx/Z7fb7fTv39/ghGJ1MTExdOzYkQceeAC73c7mzZtZv349devWzbmPv78/Y8eOxeFwULZsWTZt2kSpUqVMTC3ifBpmiUurVq0aI0eOzPUihpD9y/uKFSsoU6aMgclEclekSJFc36x3OBzMmjWLxx9/nKSkJIOTiZjPZrPx3HPPXfPDBxkZGWRkZDBp0iQ+/fRTA9OJXGn37t2XrYCB7I6OHj3apERidfHx8WzcuDHnAwCQ/WGADRs2cPr0aROTSX6cP3+ehQsXXvGm6f79+zl69KhJqUSMMXPmzCtWvWRlZWllohguNjaWd955h9TU1Gt+8NTb25sHH3yQ2rVrG5hOrOzYsWP07duXu+66i2PHjrFixQq+//57GjdufNX79+zZkyZNmrBhwwYqVKhgcFqRgqdhlri8oUOHUqNGjVzf+Bw1ahT33HOPwalEru2+++7LdQibmZnJd999R4MGDfjtt98MTiZivl69el1z1a2XlxdeXl7MmDGDwYMHG5hM5Eo7d+7MOfXXJXa7naioKPbt22dSKrGyxYsXX/V2m83G0qVLDU4jN2vu3LlXDMwhe3XKqlWrTEgkYgyHw8F777132XWIIHuYtWnTJi5evGhSMrGi0NBQtm7dStWqVa95qYusrCxeeOEFA5OJVf3xxx8MGjSIGjVq8O2337JgwQK2bt1KmzZtrvl93t7ebNq0iRo1ahiUVMRYGmaJy/Px8eHTTz+97NOnkL2Drl+/Pv/5z39y/aVexCz16tW75opCu93OgQMHePDBBzlz5oyByUTMV7p0adq1a3fVXxS9vb3x9/dnxYoV9O3b14R0Iv91/vx5/vzzz6t+zdvbm3//+98GJxKBOXPmXDFghew32GbPnm1CIrkZH3zwQa7P57Jly0xIJGKMDRs2cOTIkav2/+LFi2zevNmEVGJllStXZtu2bdSvXz/XD1MHBQXRrl07g5OJlVy6btsdd9zBsmXLmDZtGnv27CE8PPy6l2G55H8veyHiSdRucQsNGjSgT58+OW98+vr68uCDD/L9998zYMAAOnXqxLBhw64YeImYpW7dulf9lC1kf3LaZrNRv359Pv/8c50iUyypf//+V5zCw9fXFz8/P6KiomjVqpVJyUT+a+/evVd9kw2yP5Rw6TQfIkb5/fff+emnn65YyQDZw4+ffvqJY8eOGR9M8mX79u3s2bMn1+fz22+/1bUjxWNNnz491xUwfn5+um6WmCIoKIjFixdTvnz5KwYCvr6+PP/889dcuSWSXykpKUycOJHg4GA++eQTRo0axaFDh4iIiLjmKfpFrEbDLHEbEydOpHjx4thsNsqUKcPnn39OQEAAEyZMYM6cOUydOpVWrVpx9uxZs6OKUK9evave7uPjQ+nSpZkxYwbbtm3jvvvuMziZiGt46KGHuOOOO3I+Xebr60ulSpW49957GTx4MIcPHzY5oQjs2bPnmr88+vj4EBkZmevAS8TZFixYcM2V3z4+PjpjgRv56KOPrns6q3Xr1hmYSMQYJ0+eZNWqVblemyg9PV2nTRVTpKam0rFjR3x8fOjWrdtlK2EyMzPp1auXienEE6WnpxMVFUW1atUYO3Ysffv2JS4ujqFDhxIQEGB2PBGXo2GWuI3AwECmTZuGv78/q1atonTp0jlf69atG1u2bOHAgQPcd9997Nmzx8SkInDLLbdQqlSpnL/7+vri4+NDUFAQs2bNIiIiQku/xfKee+45vLy88PHx4b777mPbtm2sWrWKihUr0qJFC52CU0y3d+/ea+6rMzIy2LFjh04FJoaZPXv2Nc9EYLfbmTVrloGJJL+Sk5OZO3durm/mQ/ZwcsWKFQamEjHGhx9+eN3fhX7//XdiY2MNSiSSPazq2rUrsbGxrF27ltmzZ/P666/nnFmlVatWVKpUyeyY4iGysrJYvHgxtWrVYuDAgYSFhXH48GEmTJhA8eLFzY4n4rL0Tqq4lS5duvD1119fddVLvXr12L59O5UqVaJhw4b6VKqYrn79+jmf5GrdujWxsbHUr1+f4cOH65SYIkDPnj3x9fWlffv2bNy4kcDAQIoVK8bq1aux2+08+eSTuvi3mGrnzp1XnDL20ocTLilRogRffvml0dHEgvbv309MTMx1VwLGxMSwf/9+g1JJfi1cuJDU1NTrXmN1xYoVZGRkGJhMpGDZ7XZmzJhBZmbmNVcm2mw2Vq9ebWAysTKHw0FERATr169nxYoVVK9eHYCRI0fy0Ucf4eXlxcCBA01OKZ5iw4YN1KtXj65du/Lggw9y8OBBPvzwQ8qWLWt2NBGXp5Nuitu5//77c/1a6dKl+eqrr3j11Vfp1KkTO3bsYNy4cdf8JVGkoNxzzz2cPHmS9957jyZNmgDwzjvvUKdOHT755BMiIiJMTihirsDAQJYuXcrjjz9+2Sk8br31VtasWUOjRo146qmnWLhwoVYyiiliYmJy/ndQUBAVK1Zk9+7dTJgwgfvuu48777xT1z0Uw2zdupW77rrrsg/ExMfHA1x2xgJvb2+2bt1KrVq1DM8oN87Hx4eIiAjS0tJITU3l7Nmz7Nu3L2dgnpaWRlJSEhkZGXz//fc89NBDZkcWcYozZ87w/PPPc/78eZKSkkhMTOTIkSMcPXqU0qVL59yekpLCmjVriIyMNDuyWMBrr73GrFmz+Pzzz2nYsOFlX+vduzfVqlWjcePGJqUTT7Fhwwb+/e9/s2PHDjp06MDixYtzBqcicmNsDp3kXzzUvHnzePbZZ2ncuDHz588nKCjI7EhiMadOnaJ06dJXDFMjIyOZP38+hw4domTJkialE3F93377LY899hgDBgxg0qRJZscRi0lPT+ezzz6jVq1a1K5dm6CgIP766y9uvfVWNm3aRNOmTc2OKELHjh0BWLRokclJxBkqVKjAkCFD9Oa9WM706dN54403OHXq1GW3X7hwgUKFCpmUSqwiKiqKfv368fHHH+uaWFIgtm3bxvDhw9m4cSOPPvooEydO5O677zY7log7WqyPOYvH0nW0xGxly5a96qrAUaNG4XA4GDt2rAmpRNxH48aNmTVrFpMnT2bKlClmxxGL8fPzIyIign/96185H4gpV64cpUqVYt++fSanExFPlJKSQuHChc2OIWK4pKSkq14jRoMsKWgrV67k+eefZ8yYMRpkidPt37+fjh07cv/995OSksKmTZtYv369BlkiN0HDLPFouo6WuKLAwEDeeOMNpk6dysGDB82OI+LSOnXqxPjx4xk8eDBLly41O44ItWrV0jBLRApEamoqRYoUMTuGiOHOnz9/1WGWSEHaunUrXbp0oVevXowYMcLsOOJBfvvtN/r27UtoaCj79u0jOjqaH3/8UWd2EHECDbPE4126jtaAAQPo1KkTw4YNu+xaAyJmiIiIoFatWrz00ktmRxFxeUOHDuX555+ne/fu/PDDD2bHEYsLCQnRMEtEnM5ut2O327UySyzp3LlzlChRwuwYYiGxsbG0adOGpk2bMn36dLPjiIeIj49n2LBh1KhRg6+++or333+fXbt2ER4ebnY0EY+hYZZYgo+PDxMmTGDOnDlMnTqVVq1acfbsWbNjiYV5e3vz7rvvsnr1atauXWt2HBGXN3nyZB5//HHCwsK0olFMpWGWiBSElJQUAK3MEkvK7TSDIgXh5MmTNGvWjKpVq7Jw4UJ8fHzMjiRu7vz580ycOJHg4GDmzp3LhAkTOHjwIBEREVe99ISI5J+GWWIpuo6WuJKmTZvSvn17Bg8ejN1uNzuOiEvz9vZm3rx5VK9enZYtW15xgXARo4SEhHD69Gni4+PNjiIiHkTDLLEyDbPEKElJSbRq1QpfX19Wrlypfa7clNTUVKZMmUJwcDBvvvkmw4cPJzY2lkGDBuHv7292PBGPpGGWWI6uoyWuZNKkSRw7dkynNhC5AYUKFWLFihV4e3vTunXrnDf+RIwUEhICoNVZIuJUqampADrNoFiShlliBLvdTocOHTh9+jTr16+nTJkyZkcSN2W324mKiuKOO+5gxIgR9OrVi7i4OIYOHUqhQoXMjifi0TTMEkvSdbTEVVSpUoUXX3yR0aNH61P+IjegdOnSrF27lt9++41OnTqRkZFhdiSxmAoVKhAYGKhhlog4lVZmiZVpmCUFzeFw0Lt3b7Zu3crq1aupXLmy2ZHEDWVlZbF48WJCQkIYMGAArVu35vDhw0yYMIGSJUuaHU/EEjTMEsvSdbTEVQwfPpzChQszcuRIs6OIuIXg4GBWrlzJ119/zfPPP292HLGgmjVrapglIk6llVliZUlJSRQrVszsGOLBXn75ZRYuXMiSJUuoW7eu2XHEDW3YsIF77rmHzp07U69ePfbv38+HH35IuXLlzI4mYikaZonl6TpaYraiRYsyfvx4oqKi2LVrl9lxRNzCfffdx8KFC/nkk0948803zY4jFlO7dm0Ns0TEqbQyS6xMK7OkIL3//vtMnjyZTz75hGbNmpkdR9zMDz/8wEMPPUSzZs0oVaoUO3fuZNGiRQQHB5sdTcSSNMwSQdfREvM99dRT1K9fnxdffNHsKCJuo02bNrz33nsMGzaMOXPmmB1HLKRWrVoaZomIU2lllliZhllSUKKjoxk4cCCTJk2iR48eZscRN7J37146duzIgw8+SEZGBt999x3r16+nTp06ZkcTsTQNs0T+n66jJWay2WxMmTKFb775hqVLl5odR8Rt9OvXj8jISPr06cPGjRvNjiMWERISwp9//qnTE4uI06SkpODj44O/v7/ZUUQMlZ6ezsWLFzXMEqf75ptv6NmzJ/369WPw4MFmxxE3cfDgQZ566inuuusujh8/zoYNG/j+++9p1KiR2dFEBA2zRC6j62iJme6//366devGyy+/zMWLF82OI+I23n77bcLDw2nfvj27d+82O45YQEhICAD79+83OYmIeIqUlBStyhJLSkpKAtAwS5xq7969tGvXjieeeIJp06aZHUfcwIkTJ+jbty933nkn27dvZ+HChfz000888sgjZkcTkX/QMEvkKnQdLTHLhAkTOH36NJMnTzY7iojbsNlsfPzxx9SpU4eWLVty4sQJsyOJh7vtttsoUaIEMTExZkcREQ+Rmpqq62WJJWmYJc524sQJWrZsSd26dZk1axZeXnrrU3L3999/M2zYMKpXr86XX37J9OnT2bNnD+Hh4dhsNrPjicj/0B5dJBe6jpaYoUKFCgwdOpTx48dz8uRJs+OIuI2AgAC++OILihUrRsuWLTl37pzZkcSD2Ww2atasqZVZIuI0WpklVqVhljjTuXPnaNmyJSVKlGDZsmU6davkKjk5mYkTJxIcHMwnn3zCqFGjOHjwIBEREXh7e5sdT0RyoWGWyDXoOlpihiFDhlC6dGmGDx9udhQRtxIUFMSaNWs4c+YM7du3Jz093exI4sFCQkLYt2+f2TFExENoZZZYlYZZ4iwXLlygdevWJCQksGbNGkqWLGl2JHFB6enpREVFUa1aNcaOHUu/fv2Ii4tj6NChBAQEmB1PRK5DwyyR69B1tMRoAQEBvPnmm8yePZutW7eaHUfErVSpUoVVq1axbds2+vfvb3Yc8WC1atXSMEtEnCY1NVUrs8SSNMwSZ8jKyqJHjx7s2bOHNWvWcNttt5kdSVxMVlYWixcvpmbNmrz44ot06tSJuLg4JkyYoP2PiBvRMEvkBuk6WmKk8PBwGjduTGRkJA6Hw+w4Im6lfv36REdHM3v2bN544w2z44iHCgkJ4cSJEyQmJpodRUQ8QEpKilZmiSUlJSXh6+tLoUKFzI4ibiwyMpLVq1ezatUqQkNDzY4jLsThcLBy5Urq1q1Lt27daNasGbGxsUyZMoVbbrnF7HgikkcaZonkga6jJUZ69913+fnnn5k3b57ZUUTcTsuWLfnggw94/fXXmTlzptlxxAPVrl0bQNfNEhGn0DWzxKqSkpK0KkJuytixY5k+fTpz586lUaNGZscRF7Jhwwbuvfde2rZtS82aNYmJieHDDz+kfPnyZkcTkXzSMEskj3QdLTFK3bp16d27N8OGDSM5OdnsOCJup0+fPgwbNoy+ffvy1VdfmR1HPEylSpUoWrSoTjUoIk6ha2aJVWmYJTdj3rx5jBw5knfffZcnn3zS7DjiIrZu3cojjzxCs2bNCAwMZMeOHSxatIg77rjD7GgicpM0zBLJB11HS4wyduxYUlJSmDhxotlRRNzSuHHj6Nq1K+Hh4fz6669mxxEPYrPZqFmzplZmiYhTaGWWWNX58+c1zJJ82bhxI7169WL48OEMHDjQ7DjiAvbt20fHjh1p2LAhFy5c4JtvvmH9+vXUq1fP7Ggi4iQaZoncBF1HSwpamTJlePXVV5k0aRLHjh0zO46I27HZbHz00Ufcf//9tGrViuPHj5sdSTxISEiIVmaJiFNoZZZY1Tn1j3AAACAASURBVLlz5zTMkjzbvn07TzzxBOHh4YwZM8bsOGKy48eP07dvX+rUqcP+/fuJjo7mhx9+oEmTJmZHExEn0zBL5CbpOlpS0F544QUqVarEK6+8YnYUEbfk6+vLkiVLKFOmDC1btiQhIcHsSOIhatWqRUxMjNkxRMQDpKSkaJgllpSUlESJEiXMjiFu5MiRI7Ru3ZoGDRrw6aefYrPZzI4kJjlz5gzDhg2jRo0arFu3jvfff59du3YRHh5udjQRKSAaZok4ga6jJQXJ19eXt99+m8WLF7N582az44i4peLFi7NmzRrOnz9Pu3btSEtLMzuSeICQkBB+//13zp8/b3YUEXFzqampOs2gWJKumSV5ER8fT4sWLahYsSLLly/Hz8/P7EhigoSEBF5//XWCg4OZN28eU6dOJTY2loiICLy89Fa3iCfT/8NFnETX0ZKC1KpVK1q0aEFkZKQGpSL5VL58edauXcuuXbt4+umncTgcZkcSN1e7dm0cDoeumyUiN03XzBKr0jBLblRqaiphYWFkZGSwevVqihYtanYkMVhqaioTJ04kODiY9957jxEjRnDo0CEiIiLw8fExO56IGEDDLBEn03W0pKC88847xMTE8Mknn5gdRcRt1a5dm2XLlrFs2TJGjBhhdhxxc1WqVKFw4cK6bpaI3DRdM0usSsMsuRGZmZl07dqV2NhY1q5dS9myZc2OJAay2+1ERUVRrVo1xowZQ0REBHFxcQwdOpRChQqZHU9EDKRhlkgB0HW0pCDUrFmT5557jldffZXExESz44i4rYceeoiZM2cyYcIE3nvvPbPjiBvz8vKiRo0aWpklIjdNK7PEqpKSkihWrJjZMcSFORwOIiIiWL9+PStWrKB69epmRxKDZGVlsXjxYmrVqsXAgQNp06YNhw8fZsKECbrWnohFaZglUkB0HS0pCKNGjcLhcDBmzBizo4i4tS5dujB69GgiIyNZvny52XHEjYWEhBATE2N2DBFxY5mZmaSlpWlllliSVmbJ9bz22mvMmjWL+fPn07BhQ7PjiEE2bNhA/fr16dy5M3fffTf79+/nww8/pFy5cmZHExETaZglUoB0HS1xtsDAQN544w2mTZvGwYMHzY4j4tZee+01+vbtS9euXfnxxx/NjiNuqlatWjrNoIjclJSUFAANs8SSNMySa4mKimL8+PFERUXRtm1bs+OIAbZs2UKTJk147LHHqFixIjt37mTRokVUrVrV7Ggi4gI0zBIxgK6jJc4UERFBSEgIL730ktlRRNze1KlTadasGWFhYcTGxpodR9xQ7dq1OX78eM6b0SIieZWamgqg0wyK5WRmZpKamqphllzVypUref755xkzZgy9evUyO44UsJ9//pk2bdrQqFEj/Pz82LZtGytXrqROnTpmRxMRF6JhlohBdB0tcRZvb28mT57M6tWrWbt2rdlxRNyat7c3CxYsIDg4mBYtWnD69GmzI4mbCQkJISsriwMHDpgdRUTclFZmiVUlJSXhcDg0zJIrbN26lS5dutCrVy9GjBhhdhwpQAcOHKBjx440aNCAM2fOsHHjRtavX88999xjdjQRcUEaZokYSNfREmdp2rQp7du3Z/DgwdjtdrPjiLi1woULs2zZMjIzM2nTpk3OJ+RFbkRwcDABAQE61aCI5JtWZolVJSUlAWiYJZeJjY2lTZs2NG3alOnTp5sdRwrI77//Tt++fQkNDSUmJobo6Gh+/PFHHn74YbOjiYgL0zBLxGC6jpY4y6RJkzh27JgO8EWc4NZbb2XNmjUcPnyYzp07O/+DBmmpcO4M/HkE4v+A5ETnbl9M4+3tTfXq1f87zEpNhIQ/4MwROH8G0jUclQKQaYcLCWBPyf7vQkL2beJe0hMh5Q9STh8CoIi/fj0XC3DYwZ4AF46RdCZ7VXPxYhrkuoWsVMg4A+lHwP4HZDr/ePbkyZM0a9aMqlWrsnDhQnx8fJz+GG7JkQhZf0DWEXCcAYf7Hl/Gx8czbNgwqlevzpdffsn06dPZvXs34eHh2Gw2s+OJiIuzORwOh9khRKxq586dtGvXDh8fH5YtW0ZoaKjZkcTNDB8+nA8++IDY2FhKly5tdhwRt/fdd9/x2GOP8cwzz/D+++/nfQOOLIjbBb9+DYd+hhOH4PeDcPEq11Py9oGyleH2mlAlFO56CGo/CAE6zZRbSEuB2O/hwGaO7tpKmeRjFE36DbIyrryvf1EoVx3K1YCq90LNpnBbHbDpjWu5AUl/wNFN8NsWOHMA4g9A8ikATv3/rqXspd1G0bJQphaUrgG3N4KqD0Ox8ubklv/KSIG/voeTm+HsHkg8AMnHcvYXF+1w8hxUCgJv/6JQojqUrAFl7oXyTSFI+wtxUxf/gL83QcIWSDmQ/V/aqZwvp2fAiXi4rTT4FikLRWpBkRoQ1AhKPQz+2n+ZIwsu7IKUr+HCz5B2CNIOQtZVjmdtPuBbGfxrQkAoFH0ICj8IXnk/nk1KSqJJkyYkJyfzww8/UKZMmZv+SdyOIwUyvoeMzZC5BzIPQNYx4CrHl7ai4FUdvGuA973g2xS86+Cq6xaSk5OZPn0648ePx9/fn5deeonIyEj8/f3NjiYi7mOxhlkiJouPj6dTp05s3bqVmTNnEh4ebnYkcSPJycnUqFGDtm3b5u+NdxG5wqJFi+jSpQtvv/02kZGRN/ZN+36EDXPg28VwLh5KlIZaDbMHVRVrQFA58C8MRYpD+sXs4da5eDgZB78fgNhfsv/08YO7H4VHe8ADbcG/UMH+sJI36Rdg53L4YQ7EbMheCVO+FtxeL/vPMlWhWBnwKwy+AXAhKXtl1rk/4a9DcHI/xP0EyfFQtDTc1xEe6AHB95v9k4mrSToBu+bBrrlwei/4+EOF++CW2tmDqpKVwK8YBJTIvv/Fc5B+HhKOwd8H4XQMnNgGmelQNhTu6g51ukHxCqb+WJaScQGOLYfYOfDHBsiyQ8laULpe9p/Fq0JAGfApDD4BkJ4EGamQ+iecOwQJ++H0T3AxHgJKQ9WOUL0H3KL9hbi4iyfg5Dw4ORfO7wUvfyhxHxSrnT2oKlQJfIqBz//vvzLOQcZ5uHAMkg9Ccgyc2wZZ6VAsFMp3h/LdIED7rwKX+iMkzoFziyEjHnxKQ+GG2YMq/xrgUw68CoNXcXBczB5uZcRDehykHYALv2T/afODoo9CyR5QvC14Xf941m6306pVK2JiYtiyZQuVK1cu+J/XVTgugH05pM8B+wbADt61wLte9p9eVcFWBmyFwRYAjqTslVlZf0LWIcjcDxk/gSMebKXBryP49QAf13i9SE9P57PPPmPkyJGkpqby3HPPMWLECIoVK2Z2NBFxPxpmibiCjIwMXn31Vd58801eeeUVxo0bh7e3t9mxxE3MmjWL3r17s2PHDu666y6z44h4hLfeeothw4YRHR1Nhw4drn6nrEz4JhoW/AeO7YXKd8Kj3eHeFtkrrfJ6moy/T8IvG7K3uWMdFCoGTwyAdoOgeKmb/6Ek/5LjYd0U2PgeXEyG0MehQSeo9QiUvDVv23JkwYk9sHst/DgX/oiBiqHQ+t9wb0fw0uu/pf35C2weD/uXQaFACO0MNZ+A2x8A3zyehsuemr2aa/8y2BMNFxMhpD00GQHl6hZMfskePu2dAnvfg4xkqPg4BHeCCo9A4XzsL87ugd/XQuxcSIiBoFCo+28I7gg27S/EhST9AnHj4dQy8AmE8p2h7BNQ8gHwzuP+KzM1ezXXqWXwZzRkJELZ9hA8Aopr/+VUjkw4Fw1n/gMX90LAnVCyOxRrkb3Sijwez9pPQvKG7G0mrwOvYlBqAJQeBN5XP551OBz07NmTL774gs2bN1O3rkWeY0c8XJwCae+BIxl8Hwe/TuDzCHjl8fWCrOyVXPa1kD4XMmPAOxQC/p093ML414uMjAzmz5/PqFGjOH36NAMHDmTo0KEEBgYankVEPIaGWSKuZN68eTz77LM0btyY+fPnExQU5PwHOX4M9uyCw4fgt+NwIRWSk8HPD4oUgbLl4I4aUL0m3FkHdI5ql+dwOLj//vspUqQImzZtuvqdMjPgwC44cgCOHYIzf8GFFLCnQ+GiUKgwlK8EVWpAjTpQobKhP4OIKxo0aBBRUVGsX7+eRo0aXf7Fn1bBjMHw11F4qBM8+SLcUd95D55wClZHwfKp2Su5Og6BTkPBV6fhMJT9IqyeAF9OAt9C8FgkNOkDxcs67zGObYevJsO2aLglGLpMhjotnbd9cQ8JR2FtJBxYAbfeDY2HQc224O3nnO1npMGBL+C7CfDXr9nbbjEZSlZ2zvYFMi/CrxNg1yTwKQShkVCzDxRy4v7izHbYMxnioqF4MDScDLdrfyEmu3AU9kXC6RVQ/G4IHga3tAUvJ+2/stLg1BdwZAIk/Qpl20KtyVCosnO2b2XnV8GfgyH9KJToBKVfhEJOPJ7NOAVno+DvqZB1EcoMgTJDwXb58exLL73EtGnTWL16Nc2aNXPe47sqx0W4OAHSJgGFICAS/PqAlxNfLzK3w8XJkB4N3sFQaDL4GvN64XA4WLJkCa+++ipHjx7lmWeeYdSoUZQvr9OGishN0zBLxNU4/TpamZnwzUb4PDr7z9+OZ99e8TaoVAUKF4aixSA9DVJT4eQfcDQO0tOzb2/UGFo/Ae3DoXiJm/8BpUD89NNPPPDAAyxZsoT27dtn35iUCF8uhk1f8H/s3Xd8U1UbwPFf0rTpbimrlD3LVARRQUCWLwiobGQrKopsFRm+iBMERBFwAK8oliFTliCgshFlqkDZqy2Ulu7djPv+cRFfXlZLxk3S5/v58Ckk6blPuMlzTvLccw77dkBWBnj7QIWqULos+PqDj1G9PTcbYs/B5Rj1d8tWgsatoX1PeKQ16F1z3W0hHMlqtdK9e3e2b9/O7t27iYyMVGdPzXwF9qyBls/As+9DRFXHBZGbBWtmw6L3IawMjPwS6rdy3PHEP479BAtehvQEeGoCtHoFjA7czyzhNKx8E35fBg07Q9/PCj/rS7gfqxl2ToEdH0BoZWj3EVR/wnHHUxQ4tRF+fA3SLsJj/4amb8iMQFvF/QQ7X4acBGgwAeq8AgYH5ov00/D7m3B2GVTqDE0/K/ysLyFspZjh7BQ48wH4VYaaH0FJB+YvFEjcCNGvQe5FqPpvqPKGzFC8F6ZLcOkVSF8Doc9A6ffBx4HjWWsWJM2GhPfBuwxEfAmB6nh2+vTpjB49mgULFtCvXz/HxeAqTD9B9sugJIDvBDC+AjoH9hfW05DzJuQvA+/O4P/ZPcz6KriffvqJMWPGcPjwYbp27cqkSZOoVq2aw44nhChypJglhCuyyz5aGekw5zOY+5laoHroEWjTDlq0gvsbqLOwbsdshjOnYOc2+OUn2LxBXS6rSw94dQxE1rrn5yYcp1+/fuzevZtj61biG/UpbFyqnrfm7dXC1EMtoFINuNMSljlZcPQg7P0Fdm6EP36D8HLQewj0fgUCg532fIRwBTk5ObRp04bLly/z65eTKD13OASGwogv4IHWzgskMQY+Gw571kLv8dD/bfny2VGsZvh+ojojq2Fn6P0pFHPiPh1Ht8C3gyE3AwYthDpF4Arloio9Dlb0hrh90PJtaDwKvLydc2xLPuyeDtvehfKPQLdFECRXTBea1QwHJqozsip1hiafQoAT80XsFtg1GEwZ0HIhlJN8IZwkNw7+6A1p+6Da21B5FOiclL+s+XBuOpx+F0IfgfqLwCj5q8AyNkFsP/AKhYgvINCJ41lTDFwaDulrodR4lm6tTe8+fZk2bRqvvvqq8+LQhBlyJqozsnw6g9+noHdif2HaAtmDQcmAgIXgbd/+Yu/evYwfP56tW7fSpk0bpk2bVnSWixRCOJMUs4RwVfe8j5bJBLM/gY8mq1ffvvAy9B8I1WrcezDpabBymdruqRPQtSd8MA0iZBNeVxJ3+ABv9OrKp9YYSlSvCf1HwhM9IMiGGXXnT8LK+bDkC3V21kvjYcBIMDjpw6oQLiAxMZHerZrwWchZanTsBSO+BL9AbYL5YS58MRJqN4GJKyFAZszaVU4azOoMZ/ZCn5nQ/AVt4sjNgG9eUpce7DYJ2o/RJg7hODF7YfFT4Fccei6F0vdpE0f8H7C0h7qfVp+1UO5hbeJwR/lpsLkzJOyFJjPVJQW1YMqAnS+pSw82mgT1JV8IB0vdCweeAu/i8MBSCNIof2X8AYd6gCkVGq6FUMlfd5U4GeL/DaG9oOyXoNdoPJs8Fy6P5LOVFTiX9jgfTZ+lTRzOoqRBZmew7AW/mWDUqL9QMiD7JXXpQb9J4Gt7f3H06FHeeecdli9fTpMmTZg8eTLNmze3Q7BCCHFLUswSwtUVah+t/b/D4IFw/iyMegOGjrLv0oBWK6xdBRPGQmICvDsZXnxFnf0jtKMosGg2fPImFC8No6dA6072XRowPRUWfAJfTYPyVWHSfKjXyH7tC+GqFCt8MQpWz4ahM+GpIVpHBGcOw5sdILQUTNoIYeFaR+QZUi/Dx09A5lUYtQHKa/Tl3P/aMhOWjII2w6DXx6CTJV89wqmNsLQ7VG4F3ReDj0ZfJv4tL0OdIXZuK/RcAdXbaRuPO8i+DBufgNyr8MQGCHOBfHFkJvw6CuoMg8aSL4SDJG6EQ92heCuovxi8NM5f5gx1hljSVnhgBZSU/HVrVrg0Sl3qL2ImFHeB8WzuYTjfAbxKQeWNYPDQ8az1MmQ+AcpVCNwAXi7QX+TNhOxRYBwG/h8Dhe8vLly4wKRJk/jqq6+oXbs2EyZMuLcVhYQQonCkmCWEO7jrPlqKos6amjgOmrWAGV9A5SqOCygnB6ZPVmd/PdERvpgPocUcdzxxe2nJMO452L4BXh4Pg8aB0ddxx4s5CxNfhn3b4fUp0H+EFDOFZ/v0Zdj0DYyNguYu9AHtynkY21Z9/32yC0JKaB2Re8tIhElNAR28vgmKV9Q6on/8vgzm9YNmz0P/z7WORtjq1EZY/DTc1weengd6g9YRqaxmWP0C/LVEnaFVra3WEbmu3ERY01TNv+03QaAL5Yuzy+CXflDzeWgq+ULYWeJGOPA0RPSBevNA5yL5SzHDXy/A5SXqDK0Skr9uEvcypHwD5aMgxIXGs/nn4XxbQAdVdoHBw8azSiJkXBtfBm4CvQv1F/nLIKsfGJ8H/4L3F3FxcUydOpU5c+ZQqVIl3nvvPbp164ZOvhMQQjiHFLOEcBe33UfLYoGRgyHqa3jjTRj7ln1n5NzJ/t9hQE+1eLJmE5Sv4JzjCtWlC/B8W3Wfq+lLoGFT5xxXUSBqJkwdDR17wQdfgZeLfJgVwp4WvAVLJsNbK6DJ01pHc7PkyzDiUQgtCVN/1m7pQ3eXmwFTWkFWMry5G0Jc8Mrgg6vhs27w1AR4eqLW0Yh7FbMXFrSBOt2h03zXuxhEUeD7Z+HYKnj2Zyj3kNYRuR5TBqxvBXnJ8NRu8HfBfHF+NWzpBg0mQEPJF8JOUvfC720gvDvcNx9wsfyFAn8+C/Gr4OGfIUTy13VX3lKXF6ywAoJdcDxrvgxnHgVDSaj8s3ZLH9qbkgEZrUBJhqDdoHfB/sK0GjK7gd8E8L1zf5GcnMzUqVOZOXMmxYsXZ8KECQwcOBCDQb4HEEI41XJZe0AIN1GiRAk2bdrE0KFD6dmzJ2PHjsWSmwt9usLSRbBsLYx/23mFLIAHH4Kf94CPD7R5FE6fdN6xi7pzJ6DXo2ohccU+5xWyQP3yrf8ImP09/LgCRnQHs8l5xxfCGX5ZDIveh5FzXLOQBRBWBqZshvjzMO1ZraNxT4oC8/pDSiy8vtk1C1kADTrBgC9hzTvqPlrC/aTHqXtkVW6lzshytUIWqDF1+goqPabGmnFZ64hcjAJb+0NWLLTf7JqFLIBKnaDZl3DgHXUfLSFslRun7pFVvJU6I8vlClkAOqj3FYQ9psaaJ/kLgNTFkPA+lJ3jmoUsAEMZqLxZnaUV+6zW0diJAln9QYmFoM2uWcgC8O4E/l9CzjvqPlq3kJWVxZQpU6hatSr/+c9/mDhxIqdOnWLQoEFSyBJCaEJmZgnhhr755hsGDx7Mxw3uY/CZaFj9IzzSRLuA0lKhUztIuAI/7YYyEdrFUhRciVMLWSXLwLyNEByqXSwHd8ML7aBNJ5jyrWt+OSdEYV06DYMbQruBMPgTraO5uz+3w+jWaqydhmkdjXvZPAOWvq4Wsmq10jqau1s0HHZ+DRP3QZmaWkcjCkqxwoJ/QdpFeHk/GIO1jujO8jPhy0YQWFqdoaX30joi1/DXDNj7OnTYDBFukC/2DIcTX0PnfRAq+ULcI8UK+/4FuRehyX4wuHj+smTC7kZgLA0P/Qy6Ipy/8k/DqYYQNhDKuMF4Nms7nGutxlrczcezeTMg+3W1kGVwg/4iezjkfw1B+8BL7S9MJhNff/01EydOJDMzkyFDhjBu3DhCQuy4J7sQQhSeLDMohLs6MmQQkd99i/eK9dCyjdbhQHISPN4MjEZ1tpafn9YReabcbOjZWF1ectEOCAnTOiLYswVe6ggvjoHh72odjRC2sVpg6MPqLNcZu8Dgo3VEBbPwPVj8AXxxECrW1joa9xB3FN5uoC7b13G81tEUjDkPPri2V8+/f5Uig7vYMQm2vw+D9kJpF9j4vSDiD8PcxtByIjQbq3U02ks5CisbqMv2PeAm+cKSB2uv7dXS6dei/aW+uHdnJsGZ96HxXghyk/yVfhh+bQzVJ0KVIpq/FAuceRjQQ9VdoHOT8WzCe5DwAVQ/CEY3Hc9ajkJ6A/CbCL5u0l+QB+nq+NIasJuVK1czbtw4YmJiePbZZ3n33XcpXbq01kEKIQTIMoNCuKktP1I36iu8P/7MNQpZAGHFYdUGuHgBxozUOhrP9f5wiI+FuT+4RiELoMnjMGE2fPmBWtgSwp2t/RzO/QVvLHCfQhZAnzeh6v3w6cvq0nnizhQFFg2DcvWg/Ritoyk4gxFeXAAXD8P2uVpHIwoi7aJazGrxlvsUsgDC68Nj/4Zt70LKOa2j0ZgCu4dBWD2o70b5wssILRZA0mGIlnwh7kHORbWYVe0t9ylkAQTXh2r/htPvQk4RzV/Jn0PuX1B+gfsUsgBKvQl+90Pcy4A7jmcVyB4GXvXA1436C4wQsADMh+nS6UF69+5Nq1atOHPmDHPmzJFClhDCpUgxSwh3k5oCLz0L3XvBgOe1juZGFSvBF/Ph63mwYZ3W0Xien1bDyvkwaT5EVNQ6mhv1eBHaPwNjBkBGmtbRCHFv0hJhwVvQ/TWoUEvraApHp4chs+DIbtgme6Tc1d7FcGIHDJjjfrObImpD21Gw8k3ITNI6GnE3G0ZASEVo8qrWkRRe09EQUgE2va51JNo6vRgu74Dmc9xvdlOx2lBvFOx7E3IlX4hCih4BfhWhkhvmr8qjwbcCRBfB/GVOhCtvQYnXwOhm41n0UGYWZO2GVDccz+YvBvMOCJgDuFl/4VUbfEcxZtg5jh7Zzdy5cylXrpzWUQkhxE2kmCWEu3n72lT16bO0jeN2nuykFtpeGwpZWVpH4zlys2HyKHiqL7R20c1735qtLtH26QStIxHi3qz6FLy8ofebWkdyb2o+BK37wMJ31T0uxK0pVlj7HjTpB5Uaah3NvXlqgvql+uYZWkci7iT+MBxfA22ngZcbXRn/Ny8fNfbo7yH+D62j0YZihYPvQfV+UMJN80WDa/niiOQLUQjph+HKGqg5DfRumL/0PmrsV76HjCKWv5I+BZ23OsvJHfk/BKF9IOFdwJ3Gs1bIfQ98+oGXm/YXvhNo3MhIjQpyYbIQwnVJMUsIdxJ9FObPhQ+mQWgxraO5vUkfQWoqfCYfmu3mq48gIxXemKZ1JLcXXAxenwJLPoezx7WORojCyU6HtZ9B11HgG6B1NPeu93iIOQE7V2kdievatwISTkMHN95HwxgIjw+Hn2ZBdqrW0Yjb2T4JSt8P1Z/QOpJ7V6MjhD8AOyZrHYk2zq2AtNNQ343zhXcg1B0OR2ZBvuQLUUBnJkHw/VDSjfNXqY4Q/ACcKUL5y5oOSZ9BiVGgd+PxbKnxkHcC0txoPJu/AiynwdeN+wtdIPgOh7xZoEh/IYRwTVLMEsKdTP8QqkdCzz5aR3Jn4WXgleEw+xPIytQ6GveXkwULZ0H/kVDcxderfro/VKkFcz/UOhIhCmfLt+rMwqde0ToS25SvCY92gtUuOnvXFfw8Gxp0hvBIrSOxTZth6mv210VaRyJuJT0OoldB87Gg02kdzb3T6dTlBo+tgIxLWkfjfEdmQ+XOEOrm+aLuMFAscEryhSiA3Di4sgqqjAXcOH+hgyqjIX4F5BWR/JXyrfpeD3Pz8ayxJgR3giQ3Gs/mzQafzuDl5v2FcRhggXzpL4QQrkmKWUK4i9gYWPEdvPEm6N3grTtkJOTlQdTXWkfi/lZ8Bfl50G+Y1pHcnV4PL7wB6xZBfKzW0QhRcJsXQLNuEBCidSS2a/scHNkJl89qHYnruXoeTu2CZgO1jsR2/qHwYBfYE6V1JOJW/lwExhCo2UnrSGxXuwv4hsKfi7WOxLkyzkP8Loj0gHzhEwqVu8ApyReiAC4tAkMIlPaA/FW6CxhC4VIRyV8pCyCkG3h5wHg27DnI2gn5bjCetZ4H8y7w8YD+QhcK3l0gX/oLIYRrcoNvxIUQACyJguAQ6Nzd7k1nZjpg9lRYcejaAxYtsH/bRc2qr6HDMxASpnUkBdO+JwSHqgUtIdxBzAk4uR/a9NXk8HbPwY3aQWgp2LrEvu16gj1REFwa6j6udST20aQ/nP0NrpzSOhLx//5YBPV6gsFotyYLkyvsmle8fKBON/U5FSWnosC/NJS1b75wyLi7IKr3h4TfIE3yhbiLS4ugTE/Q2yd/mc1mLBZLgR9v1/eI3gfCu6nPydPlnYCc/RBqv/FsYc+dXQW2A0MpSHWD8Wx+FOhL13yizgAAIABJREFUg7f9x5cZGRkkJSXd8TF271eM/cH8G1ilvxBCuB4pZgnhLr5bCN17gY99NuA9ePAgbdu2JSwsjKCgIMLDw3nppZdIT0+3S/sA9O4Phw7A8WP2a7OoOXUEog/DU/1sburnn3+mTp06d/zTv39/22P29oEnesDahba3JYQz7N8EgaFw32N2bbZ69eq8+OKLt7zPoTnYywAPd4D9m21vy9Mc2QT3dwS9wa7N3upcOyXn1myhztA6IufapWRchit/2mVWVmFyhUPzSs2n4cofkBlve1vuInYTVLBPvrjbuXFKvohooc7QipV8Ie4g7zJk/GmXWVmLFi2iSZMmBAUF4evrS82aNZk9ezZWq/Wmxzo0f5V+GtL/gDwPz1+Zm8ArFAJsH8/e7dw5JWfpDBDUATLdIGeZNoF3R8C+48ukpCRq1qxJs2bNbrrPoe8ZQwt1hpbJDf7vhRBFjhSzhHAHMRfhRDQ81dkuze3fv59WrVpx4MABevfuzYQJEwgJCWHu3Lm0adPmlh8w7kmTZuoMrZ822ae9omjXJggrCQ2b2tyUTqfD29v7ln8sFgvHjh2zXzGzTSe1EHclzj7tCeFIf2yF+1uA3stuTX7zzTecPn36lvc5JQfXbwnReyE3y/a2PEV+NpzbB7Va2rXZ251rp+RcvRfUaAbHt9rWjrCvc7+os5kqPGpTM4XJFQ7PKxWbqUWdc9tsa8ddmLMhYR9E2J4vCnJunJIvdF5Qphlcknwh7iDpF3U2UzHb8te3335Lv379SElJYcSIEbzyyitkZmYybNgwJk2adMNjHZ6/wpqphZHkbba14+oyt0JAC/W9boOCnDunfa4MbAnZe8HqwuNZJRvM+8Bg3/ElwPPPP8+lSzfv9+b4zxJeYGgGZukvhBAuSBFCuL6F3yhKcV9Fyc62S3MDBgxQfHx8lEOHDt1we+vWrRVAWbZsmV2OoyiKovTuqijdn7Rfe0XNoPaKMrKHww8zdOhQpUyZMsrly5ft02BOlqLUMyrKmij7tCeEI3UtqSgrP7G5mZiYGOWFF15Q7r//fgVQAOWFF1646XFOycEJFxWlDYryxzbb2/IUx35RlGdRlORYm5sq6Lm+Hbvm3B+nK8rw0ra3I+xn3SuKMq+Jzc0UJlc4Ja/MfURR1g+1vR13EPeLosxBUTJtzxe2nhu75os/pivKt5IvxB0ceUVRfrU9f913331KjRo1lLS0tOu3xcXFKT4+Pkp4ePgNj3VK/trziKIc9fD8daykoiTaPp4tzLm7FbvmrPyLivInipLpwuNZ0y+KkoyiWGzvL/7X559/rhiNRiUsLEypVavWDfc55T2TM11RUqW/EEK4nGUyM0sId3BwP9zfAPz87NLcnj17qF+/PvXr17/h9ueeew6A33//3S7HAaDxo3Bgn/3aK2qO7IcHmjj0ED/++COff/45CxcuJDw83D6N+vpDrQfgLzn3wsWlJ0FaIlSqa3NTGRkZnDx5kpCQEBo1anTbxzklB5csry6dePG47W15isvR6pJ8xcra3FRBz/Wt2D3nlq0D6VcgK9n2toR9JEZDKdtzSmFyhXPySh24WkRySmq0uiRfgO35wpZzY/d8EVYHcq5AnuQLcRtZ0RBoW/5KS0vjyJEjPPHEEwQHB1+/PSIiglatWpGcnIzJZLp+u1PyV2AdyPTg/GVJAnMi+Dr33P0/u+cs7/Lq0ol5LnzuLNHqknx62/uLvx09epTXXnuNKVOmUKZMmZvud8p7xqsOWK+AIv2FEMK12HdBVyGEY5w8DpE17dKUyWSibdu2PPTQQzfdFxMTA0BYWJhdjgVA9Ui4Eg9pqRASar92i4L0FEhKgCr2Ofe3kpSUxMCBA+nZsyetWrWyb+OVI+HcCfu2KYS9xVz7cFw+0uamatWqxfbt2wE4ffo01atXv+kxTs3BZatDrLwHr4s/AWXsk08Lcq5vxSE5N/zaazf+JFR9xD5tCttcPQ6RHW1qojC5wml5pUQknC4iS0ennoBQ2/OFLefGIfki5Fq+SDsJpSRfiFvIPA4lbctfBoOBHTt2UKVKlRtuT0tL488//+Rf//oX3t7egBPzV2AkXPXg/PV3scdo23i2MOfu/znsc6VPdchz4fGs5QR42e/zem5uLr169aJZs2YMHz6cefPm3XC/094zXtdeS5aTYJD+QgjhOqSYJYQ7OHcGWrS2S1Pe3t7MmjXrptsTEhL47LPP8Pb2pmNH2z7A3KDatS/4zp6BBxrar92i4OIZ9WeFag47xJAhQ0hNTeXDDz+0f+OVa8DBXfZvVwh7SoxV9x0qUc4ph3NqDi5dCRJj7NOWJ0iOheIVNQ3BITm3eAXQ6SHpohSzXIHVApnxEGrba60wucJpeaVYJciIA8WqvuY8WVYsBNmeL2w5Nw7JF4HX8kXmRSlmiZspFsiLBz/bXvsBAQE8+ug/e27NmDGDCxcu8MMPP2CxWBg3btz1+5yWv/wqQa4H5y9TrLpXlrdt49nCnLv/57DPlT6VwOTC41lrLOjtN74cPXo0ly5dYtOmTeh0upvud9p7Rl8B0IP1IiD9hRDCdXhgLy6EB0pLg9BiDmt+/fr11KtXj7i4OD766CPq1atnv8aLXbsqKD3Nfm0WFemp6s9QO86U+x9Hjx5l2bJlvPrqq1SoUMH+Bwgu9s9zEMJVZaeDXyDc4sOiszgsBwcEQ3aGfdryBLkZ4Bd898c5iMNyrk4PxgDIy7Rfm+Le5WeAooBPkN2bLkyucEhe8QlSn1t+lu1tuTpTBng7Jl8U5Nw4NF8YAsAk+ULcgjkDUMBg3/z15ptvMmPGDE6dOkWJEiXwu8vS+Q7JX15BgAIWD81flnTQBwL2Hc8W9Nw59HOlPhisrjyezQCdffqL9evXM3v2bObNm3fL5QXv9Hv2/yyhB10AKNJfCCFcixSzhHAHWZkQGGj3Zs+cOcNTTz3Fk08+SXBwMJs3b2b48OH2PUjgtQ9DGa48AHVR2dcGjv72P/cAU6dOxcfHh1dffdUh7RMQBFly3oWLy8lUi1kacHgO9guCHHkPXpebAUZtzjU4OOf6BkFOuv3bFYWXf63vNtrvy+DC5AqH5hXjtS/r8orAay0/A7ztmy8Kc24cmi+8gyC/CJxDUXiWa/nLzsWsrKwsTp48yfz580lKSuLhhx8mPj7+psc5NH8ZruUvs4e+9q2Z14pZ9lXQc+fQnOUVBBYXHs8qGaCz/f/+8uXLPPfcc7zwwgt07ty5QL/j8M8SuiDAQ98zQgi3JcsMCuEuFMWuzS1cuJDBgwej0+mYOnUqw4cPx2g02vUYwD9xazjrwe3Z+dwDXLx4kcWLF9O1a1f77pH2vxRFzrsQt+GUHOyA3OHWNMxHjs+5km9djp3ef4XJFY7PK0VoTGfn51iYcyP5QmjOxvylKAqKoqDX/3PtdPXq1alevTp6vZ5nn32WDRs2MHDgwOv3S/5yDfdy7pySs1yafV5TX3zxBVevXiUtLY3nnnvu+u1xcXEoisJzzz1HjRo1ri/16JzvcxTsPdtPCCFsJcUsIdxBQCBk2m969/r16+nfvz+NGzdmyZIljlli7m+Z166iCrL/cjse7+8ZWdmZEGLfDwZz587FbDbz/PPP27XdG2RlqLOzhHBl/kFOX4rPaTk4J0OdnSVUxkB1dpYGHJ5zczLU2VlCe38vL5hv+7itMLnCKXkl79r7xwFLKLoc70B1qUE7KOy5cXi+MGWos7OE+H9/z8iy2Ja/PvzwQ8aPH88PP/xA+/btb7ivRIkSAMTE/LMHklPyl/na+9nLQ1/7evvMXirsuQMn5CxLhmufN12gOjvLRiVLlqR+/fqcOnXqhtvz8vKwWq0cPnz4epHRaZ8llAzAhf/vhRBFkhSzhHAHoaGQmmK35saPH09ISAgrVqwo1FrM9yQlWf0ZHOLY43iikGv7pKUl272YtXnzZsLCwmjdurVd271BegoEhTqufSHswS8IcrOcuiG403JwdoZarBMqv2DI1WapFIfmXKsF8rOlmOUqfK7twWeHpfgKkyucklfy0tU86RPgmPZdiXew3ZbiK+y5cWi+UCxgzpZilrg1r2t7Ltm4FN/f+/Vs2bLlpoLIvHnzALj//vuv3+aU/GW+lr+8PDR/eQWBkgVYsWU3kcKeO3DC50prhlqsc1W6YFBs7y+GDRvGsGHDbrq9YcOG5OTkcOjQoeu3OeezhAWU7GtLDQohhOuQYpYQ7qByVThz6u6PK4CUlBSOHDnCAw88wPTp02/5mBYtWtCxY0e7HI/T1+KuWs0+7RUl5auqPy+chgr2+/9LSUnhwIEDPPnkkzcsIWF3509CRTnvwsWVLK8WAxJjoZQDZ6le49QcHH8O7nvM9nY8RVh5OP2r0w/r8JybdFEtxhZ3/OtXFIDeC4IiIPWCTc0UJlc4La+knofgck4r/GsqsDxcsT1fFPbcODxfZF7LF4GSL8Qt6LzANwJybMtf7du3p169esyaNYvQ0FDatm1LXFwcy5cvZ926dTRq1OiG17xT8lfOefD14PzlXV4tVptiwfve39+FOXfgpM+V+ecgwIXHs7ryYHHe+NJp7xnrRcAKeukvhBCuRYpZQriDGjXh0H67NLV7924UReHgwYMcPHjwlo/R6XT2K2adPA7hZSAo2D7tFSXBoVC8NJyJhmbt7Nbs1q1bsVqtNG7c2G5t3tK5E3D/I449hhC2qlBT/Rlz3CnFLKfm4NiT0GGQ7e14ivBI2PWN0w/r8Jx7+bj6MzzSMe2LwisRCVdP2NREYXKF0/LK1RPqcysKQiLhxDc2N1PYc+PwfJF6LV+EFpHzKAovIBKybMtfer2e1atX07dvX95++23efvvt6/d16dKFmTNnYjCoX0U5LX9lnVCfm6cyXhvP5h23qZhVmHMHTvpcmXcSwlx4POsVCfnfOO1wTnvPWK71F14e/L4RQrglKWYJ4Q4aNoL5cyA7G/z9bWqqY8eOKHbalLxAft0FjR523vE8Tb1GcGgPPDvKbk126dLF8a+B3GyIPgz9hjv2OELYKigMipWGc0eg4b/s1my1atVu+T5zWg5OuAjZ6VC+puOP5S4iakF2KqTEQrFydmv2duf6bw7PuZeOQmgZ8JdlXV1GyVpw6YBNTRQmVzgvrxyBckVkTFesFuSnQlYsBNx7vijsuXF4vkg5Cv5lwEfyhbiNwFqQZlv+AqhSpQq7du3i3LlzHD9+HD8/PyIjIylbtuwNj3Na/so4AqEenL+8wsBQGnKPQKBt49mCnjtwQs4yXQRr+j/FOlfkVQuUVLDGgt5+48u/HThw4/vRae8Zy1HQlwGd9BdCCNfioXOshfAwzVtCfj78tkfrSArHYoGd29X4xb15pBX8thWsVq0jKZz9O8GUDw/LuRduoM6j8Od2raOwr8NbwdsINR7UOhLXUbkRGIxwfJvWkdjX8W1QvanWUYj/VaEpxO2HPNs3hHcZeRlw+RBUbKZ1JM5RshF4GeHSNq0jsa9L2yBc8oW4g2JNIW0/mG3PX3q9nqpVq9KhQwdatWp1y2KIU5gzIP0QhHl4/vJ/FLLsM551mXOXuRV0RvBz4fGsVyPACOZtWkdiX+ZtYJD+QgjheqSYJYQ7KFsO6tSDNau0jqRwdm6D1BRo01brSNxXs3aQmgT7d2gdSeFsXgWR90FJR21IK4QdPdBKLWZZLVpHYj9/bIXajcHop3UkrsPHH6o+DMd+0ToS+7Ga4eROqCUXDriUyi3VvUsu7tI6Evu5sEN9vVVy4X1L7MngD6Uehkseli/id0KE5AtxB2HX8leKB+WvlB2gmCHMw/NXYCu1mKV40Hg2ayv4Nwa9C49ndf5geBhMHtRfYAbzTjBIfyGEcD1SzBLCXfTsAyuXQl6e1pEU3JIodYnE6rLO8j2rWgvqNIQ1UVpHUnCmfNi8Ep7qq3UkQhTMg20hKw0OeciHULMJfvsBGtlvrz2PUa8d/LEeLCatI7GPYz9DbgbUlYtGXEpgaQivD8e+1zoS+4leDWUaQEAprSNxnvLt4MJ6sHpIvrj0M+RnQDnJF+IOjKUhuD5c8aD8dWU1hDQAHw/PX0FtwZIGWR4ynlVMkPEDBLnBeNa7HZjWAx7SX5h+BiUDvKW/EEK4HilmCeEunukLmRmw4jutIymYq4nw/XLo+6zWkbi/Ls/ChqWQclXrSApm/WLITIeOvbWORIiCiagGtR6Bn9yoaHwnv2+A9CRo0VPrSFzPI70hMwmObNI6EvvYEwVVG0PJKlpHIv7ffX3g6DIw5Wgdie3MuXB0BdxfxC5SqdYb8pIg1kPyxckoKN0YgiVfiLuI6AOXl4HFA/KXNRfiV0BEEchfPtXA/xFI8ZDxbMYGMCdBiBuMZ316g5IEJg/pL/KjwNAY9NJfCCFcjxSzhHAXEWWhR2+Y/qF77J80+xPw84fe/bWOxP11Haj+X377qdaR3J3FAnM/hKf7QakIraMRouAe7w+7VkFmitaR2O7H+XB/CyhdSetIXE/xihDZHHZ8pXUktstKhoOroUk/rSMRt3J/H8jPgmgPmN1wdAXkZ0K9Z7SOxLkCK0KZ5nDcA/JFXjKcXw3VJV+IAojoA5Ysz5idFb8CzJlQpojkr9D+kL4KLB4wnk2ZDwEtwKeS1pHcnb4iGJpDngf0F0oymFaDj/QXQgjXJMUsIdzJ6+PgzClYtEDrSO4sLha+mAUjR0NAoNbRuD9ffxgwEqJmQsIlraO5s5Xz4eIZGDRW60iEKJzH+6v7S62erXUktrlwDPauh07DtY7EdbUZDofWQNwRrSOxzZaZYDBC4z5aRyJuJTAc6nSHHZNAcYOLkG5HUWDXVKjbU31ORU3d4XB+DSS7eb44MhO8jFBd8oUoAGM4hHeHM26ev1Dg7FQo01N9TkVBsf7q/lJJbj6ezTsG6euhhBuNZ32Hg2kNWNy8v8idCRjBR/oLIYRrkmKWEO6keiQMGgJvjoYkF15ybuyrUKo0DHajwaerGzAKipWAKa9rHcntpSXDJ+Oh/3CoWF3raIQoHN8AeGoIfP8pZGdoHc29W/Q+VKoDTZ7WOhLX1eBpiKgNP3yodST3LicdfpoJj48A3yCtoxG303wcJB6DE+u0juTeRX8PCUfV51IUVXwaitWGw26cL/LT1WJWvRHgLflCFFDVcZB5DBLcOH9d+R4yj6rPpajQB0DYELj6KVjdeDyb8D741oFgNxrPej8NXrUh1437CyUd8maC7wjQSX8hhHBNUswSwt289R4YjTBqiNaR3NqqZbB6BXw8G3x9tY7Gc/j6wb9nwYbvYNMKraO5tbdeAh8jDH1b60iEuDedh6uzEKLe0TqSe3N0N2z7Dvq/DTqd1tG4Lp0enp4Ie5fAmb1aR3NvVk8EnRc8LheNuLTS9aB2N9g0Gsx5WkdTeOZc2DwG6vaAUnW0jkYbOj00nAhnlkCCm+aLA9fyRV3JF6IQgupBeDc4MRqsbpi/rLlwfAyE94DAIpa/SgwHFLjipuPZ7N2Q+h2Ufhtwp/GsHnwnQv4SMLtpf5EzEfACo/QXQgjXJcUsIdxNUDD8JwrWrIR5n2sdzY3OnIIhL6qzxx5vp3U0nuex9tBrMPz7BXUpP1eyaDb89D1MWwgBchWXcFNBYfD8ZHV21rm/tI6mcCxmmDkEGjwOTbtoHY3ra9QdarWCqFfAatE6msKJ+RN+mg3dPwT/UK2jEXfTbjpkXFaX6nM3O6dA1hVo+5HWkWirSneIaAW7XgHFzfJF8p9wdDY89CH4SL4QhVRrOuReVpfqczdnp0D+FahZBPOXVxiET4akTyHXzcazihnihkDg4xDshuNZn+7g3QqyXwHcrL+w/Al5s8HvQ9BJfyGEcF1SzBLCHT3WCsa+BW+MhE0btI5GlZgAXTpAjUiYVAQ/NDjLmOlQoRoMag/JiVpHo9r2A0waBcPegYdaaB2NELZp/wJENoIp/SE/V+toCi7qHYg7CcPcfI8EZ+o3Gy5Fw9p3tY6k4Ey5MK8/VHkImj2ndTSiIELKQ8uJsOMDuHRA62gKLm6fut9Xy3cguKzW0Wjv0dmQEg0H3ChfWHJha38o+RBESr4Q98C3PFSfCGc+gDQ3yl9p+9T9vqq/A75FNH+FvQB+jSCmPyhuNJ5NeAfyT0KEG49n/WaDNRpy3Ki/UHIhqz8YHgKj9BdCCNcmxSwh3NXYCfBMX+jXHXZt1zaW5CTo/ARYrbB8nboMonAMoy/MWa/OJHjxCXWfKo0oigK/b4ORPaDzAHhpvGaxCGE3Oj2MXwIJF2HOa1pHUzCHt8KSyTB4BpSV/eoKLDwSen0Ma9+Ho1u0jqZgFo+ApAswaKH6WhXuocmrULE5LOsJuWlaR3N3uamw7Bmo2BQekaWGAAiNhMYfw6H3IdZN8sWeEZBxAVpJvhA2qPQqhDWHwz3B7Ab5y5QKh5+BYk2hYlHOX3qosARMF+Gym4xns7ZC4mQoMwOMbjye9YoEv48h930wuUl/kTMCrBcgYCHyNbEQwtVJlhLCXel0MGsutO0AndrButXaxBFzER5vpha01m6CUqW1iaMoKREO/9kEKVehTzOIj9UkjHcH9GJu139hfqwDvPOl7NEjPEfpijByDqz7Qv3jyi5Gw3vd4bEe0GGQ1tG4n5aD1SUHv+wNl49rHc2d/fwZbJ8HA+dDycpaRyMKQ6eHrlFgylYLWpZ8rSO6PUs+LO2h7pfVfQnovbSOyHXUHqwuOfhLb0h18Xxx9DOIngct5kOQ5AthA50e7osCSzYc6glWF85f1nw43EOdlVh/ibpXXFHmXRHKzoGkL9Q/riwvGi50h5AeEOYB41njYHXJwazeYHHx/iLvM8ibBwHzQS/9hRDC9UkxSwh3ZjDAN0ug73PQuwu8NRYsTlybecdWaPkI6PWwZRdUruq8Yxd1FarC0l/B4A1dG8KuTc47tsUCs9+m657lvBxrouYPB1m6YiVWq9V5MQjhaM27wXPvw6yhsGO51tHcWmIsjGsH5WvCa19pHY37en4+hFeH6e0gJU7raG7t92WwaDh0nQQNO2sdjbgXgaWhzzqI2QPfPweKC/aZihVWDYDY36DveggopXVEruex+RBSHTa0gywXzRdnl8Ge4fDQJKgk+ULYgbE0NFwHqXvgLxfOX38OgNTf4MH14CP5C4CQblD6fbg0FNJcdDxrioVz7cBYE8p60HjWfz54VYfMdmB10f4ifxlkDwe/SeAt/YUQwj1IMUsId+flBTM+h08+g88/hQ6t4dQJxx4zKxPeHA0d20DTx+CXPVC2nGOPKW5Wsgws3KHuU/VSB5j2BuRkOfaYZ6JhQEuYN4W6739Gq9atOXPmDL169aJu3bqsWbNGXX5QCE/Qazx0GgqT+8DPC7WO5kaXTsNrj4F/ELy3Fox+Wkfkvnz8YeR6MAbA5OaQcFrriG60Jwrm9oU2w6DDWK2jEbaIaAi9vodjK2FFX9eaoWXJhxV9IPp7NcYyD2gdkWsy+EO79eAdAOuaQ7qL5YtTUfBLX6gzDOpLvhB2FNIQGnwP8Svhj76uNUPLmg9/9IEr36sxBkv+ukGp8VB8KMT0gVQXG8/mn4azj4FXEFRaC3oPGs/q/CFwPegCIKM5WF2sv8iPgqy+YBwGvtJfCCHchxSzhPAULwyGX36FjHR4+D6YMAaSrtrc7A2FCbMZlkRBg1qw4CuYOUedGRYUbPNxxD0KDIZPlsLEL2D5PGhfG9YutP8MveREmDoanr4fsrNg6V545mXGjBkDqK+TEydO0LlzZ+rUqcPy5S565Z8QhTV4BnQZCVP6w7JpWkejOv47jHgUgovDR1shKEzriNxfQBiM3ab+/KApnNundUSgKLBhKvxnALR9FXp9onVEwh6qtIa+P8DJ9bDoSdfYQys3FRZ2hJMboO8GqNJK64hcmzEMntym/lzTFBJdIF+gwB9TYesAuO9VaCL5QjhA8dbw4A+QuB4OPOkae2iZUuFAR0jcAA9ugOKSv24pYgaUGAkx/SHRRcaz2b/DmUfBqzhU3gpeHjie1YVB0Db1Z0ZTMLtIf5E7FbIGgO+r4C/9hRDCvegUuYReCM9iscB/voDJ70JONgx4AQY8D3Xq3VNzGzdupFxgIPWO/QGzZ0DMBejdH96ZDCVl+QaXkpQA08fCmigoWxEGjIQOvSC0+L23efIvWPEVLP8P+AfAK2/BMy+rMwKvqVu3LtHR0deXGTQYDJjNZh588EE+/PBDWrdubeszE0J7Kz+BuaPh0U7qkn4BIc6PQVFg9UyY+wY0aAP/Xgp+gc6Pw5PlZcLsbnB8G/Scps6G0kJ2KswfCIfWwTPT4fGivIm9h7p0QC1mGfygx1Io+6A2ccTt+2cfrz7rZEZWYZgyYUs3uLwNHp4GdTXKF/mpsG0gXFwHj0yHupIvhIOlHVCLWV5+UH8phGiUv9L2qft4KfnqMogyI+vurn4C8aMhuJO6pJ+XBuNZFLg6E+LfgMA2UGEp6D18PKtkQlY3MG0D/2nqbChN4kiFrIFgWgf+08Eo/YUQwu0sl2KWEJ4qKwu+ngtfzoLz56De/fCvJ+CxVvBAQyh2hyuf8vIg+ijs3MaqRYsYve8Qv4f5U7x3Xxj5BlSu4rznIQrv4hn4z1RYvxhM+dCkDTRuoy5HWK02+Bhv/7tpyXBkP+z9BXZshBN/Qvkq0HcY9BwEvv43/cqCBQsYOHDgTXtm/V3Uevjhh5kyZQqPPfaYnZ+oEE72xzaY1Bu8jTBsNjzcwXnHvnwWZg+FA1ug/9vQa5y6KbuwP8UK6z6ANe9AvXbQZxaUdOKG2IfXwcJhYDXDS4shsrnzji2cK/MKrOwLF3ZC8/HQ9A0w+Drn2KYc2Pmh+qdyS+gaBQElnXNsT6JY4dAHcOAdKN8OHp0FQU7MFxfWwe5hoJih1WIoI/lCOEneFXW5wZSdUHU8VHkD9E7KX5YcOPuh+iesJdzwswwuAAAgAElEQVQfBT6Svwosaxtc7A16I0TMhiAnjmfzz6r7d2VugVJvQ6lxFJ0Fo6yQ+wHkvAPe7cB/Fuid2F+Y1kH2MMAMAYvBIP2FEMItSTFLCI+nKPDrLlj+HWz/BU4eV28vXgIqVITQYhAYqBa/sjLhSjxcvABWKxQvwepKNei8Yw8tmjVjyy+/YDAYtH0+ouBysmDzKvh5Dfy+DVKT1BlVERWhRDj4BaizrbIzIS0FLl2AlGtLU1apqRbA2veEBo+CTnfbw5hMJsqXL8+VK1dueb+3tzcmk4kWLVowbdo0HnxQo6s3hbCH1AT4fARs/U6dpfXcB1CxtuOOl5UGKz6G5dOgTBUY8SXUbeq444l/nNwJC16Cqxeg/Rj410jwc+CyunFHYcU4tZj1SG/oPQOC5Ms5j6dY4dcZ8MtECAyHtlOhZqc79rs2H+/YKtg8BrIToeU70HiEFMdtFb8TdrwEmReg/hioOxJ8HJgvUo7C7+PUYla13tBkBvhKvhBOpljh/Aw4NRGM4VBzKkqpp8nJycXf/+YL4OxyvCur4MQYyE+E6u9ARclf98ScAJdHQOp36iyt8A/A6MDxrCUNrn4MV6eBTxWI+BICiuh41rwTsl8C6wXwHQPGkaBzYH9hOQo549Rilk9v8J8BOukvhBBuS4pZQhQ58Zfh6F9w6gTExkB6GmRkQEAABARCiZJQIxIia0GNmqxZt45OnTqh1+sZPnw4n3wiayq7JasVzkbDmWg4f1LdAys7U93/KiAIgkMhvBxUjoQa9aBkmUI1P2nSJCZOnIjZbL7tY7y9vTGbzXTt2pWoqCh8fZ109aYQjnDoZ7WodSEamnaGbq9B7cb2az8xFtZ/CWtmq19q9xqv7t1l8LbfMcTdWUyw6WNYP1k9D22GQYtBUKyc/Y5xeg/8OB0OroayddQiVi3Z86PISY+FH1+Ho8uhZG1oNgZqdwVvP/u0b8pR2941FRKjoW5PaDsNgsvap30BVhP8+TEcngzo1GUHaw2CADvmiyt74M/pcH41FKujFrEiJF8IjeXGwvHXUS4vZ+T8YgwdOZbqjwxRlyG0B0sOxC+Hs1MhKxrCe0LNaeAr+ctmmT+rRa3caAjpDCVeA387jmdNsZD8JSTNBnRQcry6d5euqI9nTZD7MeRe6y+Mw8A4CPR27C/MeyB3OphWg1cdtYhlkP5CCOH2pJglhLiztWvX8vTTT1//91dffcXAgQM1jEi4ouTkZMqWLUtubu4dH6fX65k/fz4DBgxwUmRCOJBihd2rYfEkOHUAylaHNn3hwbZQ40HQe921CYvFQk5ODoGBgRB/Ti2Sbf0ODm+F4OLQdSQ8NUSbPbrEP3LS4KfZsOVTyExSi00PPwO1W0OJSoVq6tCB/TwQaoa/foRfF0HCaaj0IHQcDw0cOCNHuIeEo7BjMhxZCj4BULsb1OoElZqDsZBXbuemwYUdcOx7OLYSTNlQ7xloPk4tmAnHyE+Do7Phr08hL0ktNlV9Bsq2hqBKhWvLaoar+yHmRzi1CNJPQ8kH4YHxUKkTIPlCuAZFURg5pB8zv1hE1moD/v4BEN4NSneCsOZgKGT+MqdB8g648j3ErwRLNpR5BqqOg0DJX/ZlhfTVkDAJcg6AsTq5fs+wfLOefgMngO7u49kb5J9Ti2Rp30HmVjAUh+IjofgQjfbocmFKGuTNhtxPQUkC71bg/Qx4twZ9pZsfrijobjtONIN5P5h+hPxFYD0NXg+C33jwlv5CCOExpJglhLiz9evX8+STT17/t7e3N7t27eKhhx7SMCrhioYOHcrcuXMxmUw33afT6fDy8mLJkiV069ZNg+iEcLDTh2DLt7B9GSRdAv9gqPUIlI+E8jUhtCQEFgO/QMjJhNwsyEzl9MG9RG3azjtlc+DKeTD6Q6N28Hh/eOgJMPho/czE/zLnw58bYPcCOLIJ8nPU/bQqNoDwSAivAf6hYAwAYyDkZUJWCqQnwOXjEH+CBlN+Zk1LK+XLlYVGPeDR/lChvtbPTLiazCvw1xL4cxFcOqB+mVimPpSqByVqQGglMAaz73gsOp2OByPLQl46pJ6Hqyfgyl8Qf1hdbjqiIdzXB+7rBQGltH5mRYc1Hy5ugJMLIHYTmHPU/bRKNIDQSAipAT6h7P3rIkb/EB6oGQF5KZCTAKnHIe0EXNkLpgwIKAtVekCN/lBc8oVwPWPHjmXKlCkEBweTlnASLi+BS4sg7Vr+Cq4PQfUgoAb4VVKLW16B6i9bMsGcDjnnIfMEZP4F6YcBBYIbQkQfiOgFPpK/HC7nEKR+y6ARc/HSZfPFW8Hg/wgYI8FYEwwlwasY6APBmgnWLLCkQt4JyD+pFsPyz4PeHwLbQbH+EPQE6GQ8e2f5YNoAeQvAvAmUHHU/LUMD0EeCVw3MliAWRO3m+YHdQckEJQWUBLAcB+sJMO8FJQP0ZcGnB/j0By/pL4QQHkeKWUKIO9uwYQMdOvyzKayXlxdhYWEcPnyYiIgIDSMTrubcuXNUq1YNq9V6w+16vR4vLy+WL19+wyw/ITzWxWh1ZtXJ/RBzHGJOQEbyzY/zNrLOEk7PrbGc/Ggk5Vo+pRbApIDlHsx5cOY3OL4VYo9A/AmIP6ne/v8Ci6vFrjI1CXhlIc2bPMzGX3Y4P2bhnrKvwrltcHGXukTg1ZOQdgEUhde2qA+Z/jjqvjEhFaBEJJSsBRWbQqXHwL+EltELAEseJPwGl7ZCyhFIPQFpJ8GSx9AlEOwHkzpde6xvcQiJhNCa6iysiJbq34VwUaNGjWLmzJlYrVZq1qxJdHT0P3fmX4XkbZCyCzKjIesk5FwA/u9rKJ0efCtAQCQE1oJiTSHsMfCR/OVsy5cvp0ePHvTr/RTfzmwLOfsh77hasLLcYjyrM4Kxhlrw8q0HAS3UApgUsO5RHph/A/NWsBwBywmwnGTtxjzenQb7f/mfh+qKg1ckeNVUZ2EZWqp/F0IIzyXFLCHEnW3cuJH27dvfcJu3tzf169dn586dGI1GjSITrqhTp05s2LDh+uwsLy8vDAYDkZGRrF27looVK2ocoRAaURTISoXsDHV2ll8gGHyYMmUKY8eOpU+fPixcuFDrKIU9mPPVGVm5meAbBAHFrt+VkZFBcLC61NK3335Lv379tIpSeABrbjplKlQF4PLFM+h9HbiBvHCI/NxMSpaOIDQkmAun/gJjsbv/khAuZOzYsUydOpW/v1Z64okn2LBhw91/0ZIJ5kz174bAf2ZpCU2dP3+eevXqkZmZSefOnVm1atX/PUJRZ2JZM9TZWfpAKVo5Sfv27fjxx81cPP8r5crXAJ30F0KIImm5XusIhBCuTa+/OU2YTCYOHTrEoEGDNIhIuLLRo0dfL2QZDAb8/f1Zv349BoOB1q1bc+nSJY0jFEIjOp26zGCpChAUdn321fHjx9HpdCxevJh9+/ZpHKSwC4MPBIRB8Qo3FLIArly5cv3vw4YNu+HfQhTWjr0HSUi8SkLiVXbsPah1OOIebPjxJ9LTM7gYE8ehY+e1DkeIQhk3btwNhSxvb28qVapUsF/2CgRjuPpHClkuwWw207NnT/Ly1BnmmZmZt3iUTl1m0LsCeIVJIctJYmJi2LRpC4qisH7DISlkCSGKNClmCSHu6HYbjJrNZqKiopgzZ46TIxKu7NFHH6VBgwYAhISEsHv3btq0acOPP/6I0Wikbdu2JCUlaRylEK7j8OHDKIqCl5cXQ4YMQSbMe7b/LehnZ2czePBgDaMR7m7RokV4e3vj7e3N4sWLtQ5H3INvvvkGg8GAj48Py5cv1zocIQps3LhxTJky5YZxi16vp1y5chpGJWzx1ltvsX///usXJqanp2sckfjbV199hV6vR6/X32K2nBBCFC1SzBJC3NGtZmb9TVEUhgwZwvbt250YkXB1Y8aMoVy5cvz666/Uq1cPgJIlS7J582aysrJo06YNKSkpGkcphPYUReHUqVOAeoHA/v37WblypcZRCUeKj4+/fpGIyWTi+++/l3Mu7onJZGLZsmWYTCZMJhPfffcd+fn5WoclCiE5OZkNGzZgNpvJz88nKipKLmgQbuFWhSxQ81L58uU1ikrYYvv27UyZMuWGvY8zMjI0jEj8zWq1Mm/ePMxmM1arlW3btsm5EUIUaVLMEkLc0Z2KWX/r0qULMTExTohGuIMuXbrw66+/Ur169RtuL1u2LFu2bCEhIYEOHTrcZukKIYqOuLg4srKyrv9bp9MxatSo68u7CM8THx+PwWC4/m+9Xs+LL75IYmKihlEJd7Rx48YbrprPzMxk06ZNGkYkCmvp0qU3fHEcGxvLoUOHNIxIiLu7XSEL1C/dpZjlfhITE+nRo8dNK7L87xhVaGfjxo03zOw3m81s2bJFw4iEEEJbUswSQtzR3YpZFouF5ORkOnXqRG5urpOiEq7MYDDcdomRqlWrsnXrVs6ePUvnzp3lS3tRpEVHR9/wb6vVyuXLl/kve3ceF1XV/wH8MwybiCi45hKKSm6gWGZmiYJrKmaRaJhkaYqmafVk2S97Wp/MFpcys8UlwSVLFE1Fw90WN1QWATcUFwQVWYVZ7u8PgiIWGZy5596Zz/v14g+H4fLBc+acmfu959yFCxcKSkSWdvXq1XLzqtFoRF5eHl5++WWBqUiNSrcYLKXVahERESEwEZnq+++/L1cQ4FaDpHSzZ8+uspBVitsMqoskSRg/fjxu3rwJg8FQ7nsFBQWCUtE/LVmypNyFUFqtFps2bRKYiIhILBaziKha1RWzSt9Ude/eHc8++yy3t6Ea8fb2xvbt23HkyBGMHj0aer1edCQiIRITE8udjAZKLhD473//i4yMDEGpyJKuXr1a4WSRTqfDqlWreGKCaiw/Px+bNm0qu68JUHKldlRUFFc9q8Tp06dx5MiRciuziouLsWrVKm41SIr06quv4qOPPqq2f2o0GrRo0ULGVHS35s+fj61bt5abT0oVFhYKSET/dOXKFWzdurXc5+XS+f7f7yeJiGwFi1lEVK1/bzdQeuK1WbNm+L//+z+kpqbiyJEjmDZtGtzc3EREJBXq2rUrtmzZgp07d2L8+PHlTuYQ2Yp/r8wqpdPp8M4778ichuRw6dKlSgv4pdsNZmdnC0hFahMVFVXpBUQ6nY5FUZX44Ycfyl1pXyo9PR1Hjx4VkIioal999RU+/fTTCp8L/83NzQ116tSRKRXdrZMnT2LWrFlVfg5jMUu87777rtLX3a1bt/Dbb78JSEREJB6LWURUrX+uzPLw8EB4eDgmT54Mg8GA2bNno127dgLTkZr16tULUVFRWL9+PSZOnMgrkcnmnDhxotIrYXU6Hb7++mvEx8cLSEWWlJ6eXunjRqMRN2/exKxZs2RORGq0atWqSlfOazQa/PDDDwISkSkkScKyZcsqHf8dHBy41SApTnh4OHbs2IHu3bsDQKWFWABclaUi+fn5GDlyZLWfvwwGQ6XjFMnDaDRiyZIllV4E5ejoiOjoaAGpiIjEYzGLiKrl4uKCsWPH4pdffkFGRgYWLFiA119/HVlZWYiJiREdj1QuMDAQa9euxcqVK3nPGLI5Va3MAkr2w3/llVdkTENyuHr1apXf0+l0+Oabb7Bz504ZE5Ha3LhxAzt37qz05JbBYMCOHTtw/fp1Acmopvbv34+LFy9W+j2dToeIiAhe4EOK079/fxw6dAj79u3Dww8/DAAVtkr28vISEY1qYcqUKUhLS7vjdu/culacmJgYXLp0qdLvFRcXY/369TInIiJSBhaziKhafn5++OGHHzBkyJCyq/A8PT3x8MMP80bjZBZBQUFYvXo1Fi1ahPfff190HCJZXL9+vdot5XQ6HWJiYrB9+3YZU5ElGY1G3Lp1647Pe/7553nTdarSunXr7ljo4AkuZVu5cmWFIsA/paen48iRIzImIqq5Rx55BG3btkWLFi0QEBAAjUYDBwcHaLVa3HvvvaLjUQ0cO3YMGzZsgF6vh6OjY7XPzc/PlykV/dvXX39d7Vxx9uxZpKSkyJiIiEgZWMwioloJDQ3Fxo0bkZubKzoKWYHg4GB88803mDNnDj755BPRcYgsLjEx8Y7P0Wg0mDFjBm/wbCUyMzMrbUuNRlN2MsnBwQGenp44fvy43PFIJX744Ydqi1mSJGHlypUyJiJT3L59G2vWrKl26y5HR0duNUiKdfHiRUREROC9997Dtm3bcPToUQQFBcFoNKJly5ai41EN+Pn54ebNm9i3bx9mzpxZtqLOwcGhwv2ZeHGNGBkZGYiOjq52rnBwcOB9MonIJrGYRUS1EhISAr1ej6ioKNFRyEqMHz8e8+fPx2uvvYalS5eKjkNkUUlJSeXueWNvb1/uHhSNGzdG//79ERQUhGvXromISGZWusVg6VXsQEm7N2nSBG+99Rb27duH3Nxc7N27F7169RIZlRQqPT0dv/32G4xGY5XPMRqN+O2336q8PxuJFR0dfcdtu4qLi7nVICnW3Llz0bRpU4SGhgIAunXrhvXr1yMxMRGPPfaY4HRUU1qtFo888gg++ugjnDlzBi1btkSfPn3QvXt3aDSasqIWtxkUY9myZXe8mE2v1+Pnn3+WKRERkXJUfudOIqI78PDwwODBgxEREYFnnnlGdByyEtOnT8f169cRHh6OevXqYcyYMaIjEVlEUlISjEYjnJ2d0aFDB/To0QPR0dHo378/FixYAA8PD9ERycyuXr0KFxcX9O7dG/369YO/vz8OHTqEt99+G2+88Qa0Wq3oiKRw0dHRqFevXrliVunJrn/2Hzs7O0RHRyM8PFz2jFS93bt3o2XLljAajcjJyQFQsq2sVquFJEkoLCwEAFy6dAmHDx9Gjx49RMYlKicjIwPff/895s2bV2F7ug4dOghKRXcrPj4e6enpWL9+PXr27Ilr165h8+bN2Lx5M3cHEOTChQvo3bs3bt26hYKCAhQVFSErKwuSJKG4uBhAyUrsP//8E9evX0fDhg0FJyYiko9G4iVfRFRL69atw9NPP4309HQ0a9ZMdByyIq+99hrmz5+Pn376CcOHDxcdh8jsjh49Cjc3N3h5eZWt0Bo9ejQKCwuxceNGwenIEvLz8+Hk5FRuBd7Jkyfh6+uLw4cP4/777xeYjtRq1KhRAErek5E6NW/eHLNmzcJLL70kOgpRtV577TWsXLkS586dQ506dUTHITP58MMPsWDBAly5cqXcrgGkHIWFhXBxccGmTZswfPhw5OTkoLi4GDk5OWjevDmcnZ1FRyQiksuPnKmIqNaCgoLg6uqKtWvXio5CVmbu3Ll47rnnEBwcjO3bt4uOQ2R23bt3R7t27cqdNPDx8cGJEycEpiJLqlu3brlCFgB06dIFjRo1wp49ewSlIiLR9Hp9hbGBSGlu3LiBJUuW4JVXXmEhy8pER0dj+PDhLGQpWOm9y1xcXAAAbm5uaNSoEby8vFjIIiKbw9mKiGrN2dkZI0eOREREhOgoZGU0Gg0WL16M4OBgPPHEE9i3b5/oSEQW5+vri7S0NGRnZ4uOQjLRaDR49NFHWcwismEGg4HbjJLiLVy4EA4ODpg8ebLoKGRG165dw59//smdMBQuPz8fQMmFUUREto7FLCK6K6GhoTh06BCSk5NFRyErY2dnh5UrV+Kxxx7D8OHDcfToUdGRiCzK19cXkiQhISFBdBSSkb+/P/bu3cv7UhDZKK7MIqXLz8/Hl19+ienTp6NevXqi45AZbd68GU5OTujfv7/oKFSNf6/MIiKyZSxmEdFdCQgIQIsWLRAZGSk6ClkhrVaLiIgI9OrVC4MHD0ZiYqLoSEQWc++996JBgwbcatDG+Pv7Izs7GydPnhQdhYgE4MosUrovv/wShYWFmDp1qugoZGbR0dEICAjgih+F48osIqK/sZhFRHfFzs4OISEhiIiIgCRJouOQFXJ0dMRPP/2EDh06YODAgTh37pzoSEQWodFo0KVLFxY1bIyvry8aNmzIrQaJbBRXZpGS3b59G/Pnz8fUqVPRqFEj0XHIjIqKivDrr79yi0EVYDGLiOhvLGYR0V0LDQ3FmTNn8Mcff4iOQlbKxcUF0dHRaNasGQYMGIDLly+LjkRkEb6+vlyZZWPs7OzQu3dvFrOIbBRXZpGSffvtt7h58yZmzJghOgqZ2a+//oq8vDwMHTpUdBS6A24zSET0NxaziOiude/eHZ07d0ZERIToKGTF6tevj23btsHJyQn9+vVDRkaG6EhEZufj44OTJ09ypauN8ff3x549e2A0GkVHISKZGQwGrswiRdLpdPjkk08wYcIE3HPPPaLjkJlFR0fj/vvvR8uWLUVHoTsoXZnFYhYREYtZRGQmY8aMwdq1a6HT6URHISvWqFEjxMTEQK/XY9CgQbh586boSERm5ePjg5ycHKSlpYmOQjLq27cvbty4gYSEBNFRiEhGBoMBkiRxZRYp0sqVK3H58mW8+uqroqOQmUmShM2bN3OLQZUoKCiAk5MTL3wgIgKLWURkJmPHjkVWVhZiYmJERyEr16JFC+zatQvZ2dl47LHHkJeXJzoSkdn4+vpCo9Hwvlk2pmvXrmjQoAG3GiSyMQaDAQB4gpIUx2Aw4OOPP8YzzzwDT09P0XHIzI4dO4b09HQWs1QiPz+fq7KIiP7CYhYRmYWnpyd69+7NrQZJFvfeey927NiBc+fO4fHHH8ft27dFRyIyi3r16sHT05P3zbIxWq2W980iskF6vR4AuDKLFGfdunU4c+YMZs2aJToKWUB0dDRatGiBbt26iY5CNVBQUIC6deuKjkFEpAgsZhGR2YSGhmLjxo3Izc0VHYVsQPv27RETE4Njx44hJCSEW1yS1fD19eXKLBtUet8s3i+NyHZwZRYpkSRJ+N///odRo0bB29tbdByygOjoaAQFBUGj0YiOQjXAlVlERH9jMYuIzGbUqFHQ6/WIiooSHYVshK+vL7Zs2YLY2Fg8/fTTZSeFiNTM19eXK7NsUN++fZGZmYmkpCTRUYhIJlyZRUq0adMmxMfH44033hAdhSzg8uXLOHr0KLcYVBGuzCIi+huLWURkNh4eHhg8eDC3GiRZPfTQQ9i4cSM2b96MiRMnclUDqZ6Pjw9SUlJQWFgoOgrJyM/PD25ubti9e7foKEQkE67MIiWaO3cugoKC4OPjIzoKWUB0dDRcXFzQr18/0VGohgoKCrgyi4joLyxmEZFZhYaGYufOnbh69aroKGRDAgICsHbtWqxatQozZswQHYforvj6+sJgMHCFjo2xt7fnfbOIbAxXZpHS7NixA7/99hvvlWXFoqOjMXDgQDg7O4uOQjWUn5/PlVlERH9hMYuIzCooKAiurq5Yu3at6ChkY4KCgrB69Wp8+eWXeOedd0THIaq19u3bo06dOtxq0Ab5+/tj9+7dXGFKZCO4MouU5oMPPsCAAQPQq1cv0VHIAgoKCrBr1y5uMagyvGcWEdHfWMwiIrNydnbGyJEjudUgCfHkk0/i22+/xTvvvIN58+aJjkNUK1qtFp06dcLJkydFRyGZ+fv749q1a0hOThYdhYhkwJVZpCS///479uzZgzfffFN0FLKQHTt24Pbt2xgyZIjoKGQC3jOLiOhvLGYRkdmFhobi0KFDPBlHQjz77LNYsGABZs2aha+//lp0HKJa8fHxYTHLBj3wwAOoV68etxokshFcmUVK8u677+Khhx6Cv7+/6ChkIdHR0ejZsyeaNWsmOgqZgCuziIj+xmIWEZldQEAAWrRogcjISNFRyEZNmzYNb7/9NqZMmcJ+SKrk4+ODuLg40TFIZvb29ujVqxeLWUQ2giuzSCni4uKwbds2zJkzR3QUshCj0YgtW7Zwi0EV4sosIqK/sZhFRGZnZ2eHkJAQRERE8L4fJMzbb7+NV199FePGjcP69etFxyEyia+vLzIzM5GRkSE6Csms9L5ZRGT9uDKLlOL9999H165dMXjwYNFRyEIOHTqEq1evIigoSHQUMlF+fj6LWUREf2Exi4gsIjQ0FGfOnMHvv/8uOgrZsI8++ggTJ05EaGgotm7dKjoOUY117doVALjVoA3y9/fHlStXkJqaKjoKEVkYV2aREpw6dQobNmzA//3f/0Gj0YiOQxYSHR0NT09PdO7cWXQUMlFBQQG3GSQi+guLWURkEd27d0fnzp0REREhOgrZMI1Gg8WLF2Ps2LEIDg7Gvn37REciqpHGjRujadOmOHHihOgoJLMePXqgbt263GqQyAaUFrO4MotE+vDDD+Ht7Y2RI0eKjkIWtGnTJjz++OOiY1At8J5ZRER/YzGLiCxmzJgxWLduHXQ6negoZMM0Gg2WLl2KoUOHYvjw4Thy5IjoSEQ14uvry5VZNsjR0REPPfQQi1lENqB0m0GuzCJRzp07h9WrV2P27Nmws+PpIWuVlpaGkydP8n5ZKsV7ZhER/Y3vVojIYsaOHYusrCzExMSIjkI2TqvVYtWqVXj44YcxePBgJCYmio5EdEe+vr5cmWWjeN8sItvAlVkk2ty5c9GqVSuMGTNGdBSyoE2bNsHNzQ2PPvqo6ChUC9xmkIjobyxmEZHFeHp6onfv3txqkBTB0dER69evR6dOnTBgwACcPXtWdCSiavn4+CAhIaHsZCfZDn9/f6Snp3OcIrJypSuzWMwiEa5evYoVK1Zg1qxZ7INWLjo6GkOGDIGjo6PoKGSi4uJi6HQ6rswiIvoLi1lEZFGhoaHYuHEjcnNzRUchgouLC6Kjo9G8eXP069cPaWlpoiMRVcnHxwdFRUVITU0VHYVk1rNnT9SpU4dbDRJZudKLFbjNIInw8ccfo0GDBggLCxMdhSwoLy8Pe/fu5RaDKlVQUAAAXJlFRPQXFrOIyKJGjRoFg8GAqKgo0VGIAABubm7YunUr6tWrhwEDBuDq1auiIxFVqnPnzrC3t+dWgzbIyckJPXv2ZDGLyMpxZRaJcv36dXzzzTd47bXX4OzsLPq0VJQAACAASURBVDoOWdDWrVuh1+sxePBg0VGoFvLz8wGAK7OIiP7CYhYRWZSHhwcGDRrErQZJURo1aoTY2FjY2dlh0KBBuHHjhuhIRBU4OTnB29sbJ0+eFB2FBPD390dsbKzoGERkQVyZRaJ89tlncHJywsSJE0VHIQuLjo7GI488goYNG4qOQrXAlVlEROWxmEVEFhcaGoqdO3dyBQwpSpMmTbBjxw7cunULQ4cORV5enuhIRBX4+PiwmGWj+vbti4sXL3I7VCIrxpVZJEJOTg4WL16Ml19+Ga6urqLjkAUZDAZs3bqVWwyqGFdmERGVx2IWEVlcUFAQXF1dsWbNGtFRiMpp1aoVduzYgfPnz2PEiBG4ffu26EhE5fj4+HCbQRv10EMPwdnZmVsNElkxrswiERYtWgSj0YgpU6aIjkIWdvDgQWRlZbGYpWIsZhERlcdiFhFZnLOzM0aOHMmtBkmR2rdvj5iYGMTFxeHxxx9HcXGx6EhEZXx9fZGWlobs7GzRUUhmzs7OePDBB1nMIrJiXJlFcisoKMCCBQswbdo0NGjQQHQcsrDo6Gi0a9cO3t7eoqNQLXGbQSKi8ljMIiJZhIaG4vDhw0hOThYdhagCHx8f/PLLLzh48CCefvrpspNLRKL5+vpCkiQkJCSIjkIC+Pv7Y/fu3aJjEJGFcGUWye3rr79Gfn4+XnrpJdFRSAbR0dF4/PHHRcegu8CVWURE5bGYRUSyCAgIQIsWLRAZGSk6ClGlevbsiY0bN2LLli2YPHmy6DhEAIB7770XDRo04FaDNsrf3x9nz57FhQsXREchIgswGAzQaDSws+PHcrK8oqIifPrpp5g0aRIaN24sOg5Z2JkzZ3Dq1CluMahyBQUFsLe3h6Ojo+goRESKoJEkSRIdgogsaPw4YOMG0SkAAOuL9bjXToMH7a3o6tNlK4ERI0WnsF2vjgO2m7d/b87V46JOQriHg1mPq0qfrgQG2kj/HlxPdIIqRV7Ro1s9O3RyVfHJzm25ohPc2ZJxwGFlzJelCvTAshQdxrS1h4eTRnScuzN5JfCASsaTOcodD/5t57mSlcT926jovdW7Fh4PvlZP+53ONGJXsgETH1HRe45JKhjP79bRccAVZc0H5lCkA5Zs1SG4tz1aNBQ4p3RfCdyj4Png/DjgpvrbPytbQsQvekwNcYCiPn63WQk0ENj+OeOAIvW079k0I3YfMOC5p1UyT7itBJwU/PomIrX7kZtzE1m7wkLgvg7AC+JXmgSLDmBukyYAOp3oFLbtdiHQtgPwtPn69zCzHUnl3rCx/l2YB4yYDNz3gOgkFTwtOsDdSD4MbFwiOkXNFBcC93QAAsXPl6VcAEwVHcIcvp0AGFQ0nhTnAT0nAy2VNx78W3/RAUyRfhj4Q4bxQJcHdJkMNFF++7X760sVrh0G4lUynt8tQyHg2gForZz5wBycALzkJzhE3ATAqPD5wFgIOHcAGqu7/Ru1Al7yEZ3iX9ImAJLg9pcKAW0HoI462terc8mXKuROAKDw1zcRqR6LWUS2wLM1MP550Smsz6QJohMQALRsDYxi/za7N2ywf/v1A/qNEp3CurjUU08xCwAatwb6cjwxu29VOJ607Qf4cjwwK6d68hSzAKBlP6Ad28+sHOvZTjELAFxaA56cD8wuTiXzgVNroBHb3+zSFNL+2tZAHbav2eUqpH2JyKqpeL8aIiIiIiIiIiIiIiIisnYsZhEREREREREREREREZFisZhFREREREREREREREREisViFhERERERERERERERESkWi1lERERERERERERERESkWCxmERERERERERERERERkWKxmEVERERERERERERERESKxWIWERERERERERERERERKRaLWURERERERERERERERKRYLGYRERERERERERERERGRYrGYRURERERERERERERERIrFYhYREREREREREREREREpFotZREREREREREREREREpFgsZhFRtd5//30cPHiw0u8ZjUaz/z5zH7Oq4505cwb/+c9/LPI3kHqovX9Xhf1bXtX1I0C+ce1u5OXlVXiM/cg0co8n5sb50jzkHg/kYiv9wBraj+O5eHLPB5W1+d3gfHB31N7+VWH7l1B7+1Z1PLYvEakFi1lEVKWtW7fi888/h4+PT9ljKSkpeOmll9C6dWs0bNgQw4YNw6+//npXv8fcx6zJ8by8vLB9+3Z8/fXXd5Wd1Eut/fuf2rdvj4kTJ1Z4nP1bPpX1I0DMuGaqo0ePYtCgQfDw8EC9evXQrFkzTJo0CTk5OQDYj0wh13jyT1W9/k3B+dK85BoP/skc/aAmx7SFfqDm9uN4rhxyzQd3anNTcT4wD7W2/z/x80XV1Nq+NTke25eIVEMiIusWElzyZaKioiKpbdu20jvvvFP2WEFBgXTfffdJrq6u0gsvvCC98cYbkre3t1SnTh1pz549tYpn7mOacrx169ZJDRo0kDIyMmqVXXKAJP24tnY/S+YxNbjky0Rq7d//tGzZMgmANGHChEq/f9f92wuStNmG+ncfSFKsaX9vZf1IksSOazV16NAhqX79+lLDhg2lqVOnSm+99Zbk7e0tAZB69OghGQwGSZLM0I9i15b836rBguCSLxPJNZ78051e/zUh63wZCkn6XUXjySxI0nFljgf/ZI5+YMox77ofHF9b8n9raYsgSam2036yjeepa0v+b23Bn8ElXyaSaz6oaZvXlKzzQRQkKV3h88GZ4JIvE6m1/f/J4p8vDkOSbghu/+zgki8TqbV9TTneXbdvBiTptsJf30Skduts5N0okQ2rZTFr8eLFkqOjY7k3MjNnzpQASL/88kvZY1evXpWaNm0qtWnTplbxzH1MU46n1+ulli1bStOmTatVdhazFKCWxSy19u+LFy9KEyZMkLp27SoBqPbD5l33bxaz7qiyfiRJYse1mgoLC5McHR2lY8eOlXs8MDBQAiCtW7dOkiQz9CMbKGbJNZ6Y8vqvCVnnSxsoZsk1Hpi7H5hyzLvuBwouZqm5/WQbz1nMuiO55oOatnlNyTofWHExS63tL+vnCxUXs9TavqYc767bl8UsIrK8ddxmkIgqNW/ePAwePBhNmjQpe2z58uXw9fXFkCFDyh5r2rQpBg0ahHPnzuGPP/4w+feY+5imHE+r1SI4OBjff/89cnNzTc5O6qXW/p2bm4uUlBTUr18fPXr0qPa57N+WV1k/AsSOazV18OBBdOvWDd26dSv3+Pjx4wEAf/75JwD2o5qQazwx5fVfE5wvzUuu8cDc/cCUY1pzP1Bz+3E8Vw655oOatnlNcT4wD7W2Pz9f1Ixa29eU49ly+xKRerCYRUQVJCQk4Ny5c+jSpUvZY1lZWbh58yb69+9f4fne3t4AgMOHD5v0e8x9zNocr1OnTsjPzzfrfUxI2dTavwGgY8eO2LNnD/bs2YPIyMg7Pp/923Iq60eAMsa1O9HpdBg0aBBefPHFCt+7ePEiAMDDw6PsMfajqsk1ngCmv/6rw/nSvOQaDwDz9oPaHNMa+4Ga24/juXLINR+Y2uZ3wvnAPNTa/gA/X9SEWtu3NsezxfYlInVhMYuIKtixYwcAoF27dmWPJScnAwDuueeeCs+/7777AADXrl0z6feY+5i1OV7p4zExMTX+PaRuau3ftcH+bTmV9SNAGePanTg4OGDRokV45plnyj1+7do1fPnll3BwcMCwYcMq/B72o4rkGk/MjfOleck1HiiBNfYDNbcfx3PlkGs+MLXN74TzgXmotf1rwxbbX63tW5vj2WL7EpG6sJhFRBWcP38eQPk3a6dPnwZQ+ZVAnp6eAIDs7GyTfo+5j1mb45W+WTt16lSNfw+pm1r7d22wf1tOZf0IUMa4VhubN2+Gj48PLl26hE8++QQ+Pj5l32M/qppc44m5cb40L7nGAyWwxn5gbe3H8VwMkfNBdW1+J5wPzEOt7V8bttj+1tS+dzqeLbYvEakLi1lEVEFmZiaA8m/WnJycAAA3btyo8Pz8/HwAgLu7u0m/x9zHrM3xmjZtigYNGiAjI6PGv4fUTa39uzbYvy2nsn4EKGNcM8WZM2cQFBSE4cOHw83NDTExMZg+fXq557AfVU2u8cTcOF+al1zjgRJYYz+wlvbjeC6WiPmgJm1+J5wPzEOt7V8bttj+1tC+NT2eLbYvEamLvegARKQ8hYWFAEqWpZdq1qwZAODs2bMVnl/6Bq5x48Ym/R5zH7O2x3N2dq7x7yD1U2v/ri32b8uorB8ByhnXamLVqlUIDw+HRqPBxx9/jOnTp5d9MP839qPKyTWemBvnS/OSazxQCmvrB9bQfhzPxZN7PjClzavD+cA81Nr+tWVr7a/29jX1eLbWvkSkLlyZRUQVlC6VL90HGii5ialGo6n0zdrx48cBAD179jTp95j7mLU5Xn5+Pq5evaqYkxFkeWrt37XB/m05lfUjQBnjWk1s3rwZ48aNg6+vL+Lj4/Gf//ynyg+17EdVk2s8MTfOl+Yl13igBNbYD9TefhzPlUHO+cCUNr8Tzgfmodb2rw1bbH81t6+px7PF9iUidWExi4gquP/++wGUf7PWvHlz9OnTB3v37sWZM2fKHtfpdIiMjESLFi3Kfq6mzH3M2hyv9HktWrQwKTupl1r7d22wf1tOZf0IUMa4VhOzZ89G/fr1sX79etx7773VPpf9qGpyjSfmxvnSvOQaD5TAGvuB2tuP47kyyDkfmNLmd8L5wDzU2v61YYvtr+b2NfV4tti+RKQuLGYRUQX+/v4AKn6onz17NnQ6HUaNGoWff/4Zu3btwvDhw3H27Fl888030Gg0AIDPP/8c9vb2ePfdd+/4u8x9zJoer1Tpm7V+/frV7D+HVE/N/dtU7N+WU1U/AsSOazU55s2bNxEfHw8vLy98+umnePXVVyt8bd68uez57EdVk3M8qSnOl/KTczwwhSWOaY39QM3tx/FcOeSaD0xpc84H8lFz+5vKFttfre1r6hwB2Gb7EpG68J5ZRFRBp06dcM8991R4szZw4ED88MMPmDBhAp588kkAQIMGDfDZZ59hyJAhZc8zGo0wGAyQJOmOv8vcx6zp8UolJydDo9FU+j2yTmru36Zi/7acqvoRIHZcq8kxDxw4AEmScPToURw9erTS52g0GgwbNgwA+1F15BxPaorzpfzkHA9MYYljWmM/UHP7cTxXDrnmA1PanPOBfNTc/qayxfZXa/uaOkcAttm+RKQuLGYRUaUmT56MTz/9FHl5eXB1dS17fPTo0QgODsbhw4dhNBrRs2dPaLXacj/7yiuv4Pbt2/Dy8qrR7zL3MWtyvFJr167FyJEjuYzexqi5f5dq167dHT8QsX9bVlX9CBA3rtXkmMOGDTPpxAb7UfXkHE9KVff653wphpzjQak7zQOWOKa19gO1th/Hc2WRYz4wpc05H8hLze1fip8vqqbG9jV1jgBst32JSEUkIrJuIcElXya6fv261LBhQ2nx4sUm/2xqaqrk5eUlXbhwweSflfOY+/fvl+zs7KTjx4/X7gAOkKQf15otD9XC1OCSLxOxf9eAFyRpsw317z6QpFjT/t676UeSpI6+dNf9KHZtyf+tGiwILvkyEceTGgiFJP2uovFkFiTpOMeDf7vrfnB8bcn/raUtgiSlsv3+7a7bL3Vtyf+tLfgzuOTLRJwPaiAKkpSu8PngTHDJl4nY/jVwGJJ0Q3D7ZweXfJmI7VsDGZCk2wp/fROR2q3jPbOIqFIeHh6YN28ePv74Y+h0OpN+9syZM4iOjkarVq3MlscSx/zggw8QHh4OX19fsx2T1IH9m8zhbvoRoI6+xH50ZxxPCOB4oHZsPzIHzge2je1v3di+RETKwGIWEVVp/Pjx6NWrF3799VeTfm7QoEHo1KmTWbOY+5jnz5/HrVu38P7775vtmKQu7N9kDrXtR4Dy+xL7Uc1xPCGA44Hasf3IHDgf2Da2v3Vj+xIRicd7ZhFRtSIjI0VHsIjWrVvjwIEDomOQYOzfZA7sRwSwH1AJ9gN1Y/uRObAf2Ta2v3Vj+xIRicWVWURERERERERERERERKRYLGYRERERERERERERERGRYrGYRURERERERERERERERIrFYhYREREREREREREREREpFotZREREREREREREREREpFgsZhEREREREREREREREZFisZhFREREREREREREREREisViFhERERERERERERERESkWi1lERERERERERERERESkWCxmERERERERERERERERkWKxmEVERERERERERERERESKxWIWESmaXq8XHYGIiIiIiIiIiIiIBGIxi4gUbc6cOaIjEMlmyZIloiOQiiUlJYmOQAqxZ88eFBQUiI5BMrh06RIuXbokOgaZ4PDhw6IjkEqcPXsWO3bsEB2DBMjMzMSGDRtExyAL2rBhA7Kzs0XHICJSHXvRAYhIBpuiAI96olPUypLsfDy46HM87sDhiqoQEwX4qLN//9vHKQVo8OFMjK7P/i7Eh2HA3OdFp6i1ZSnFeMDNDqOaKaj/GFS2uvZIFDBB/ePJ8QQdlmYaENHXWXQU9VoXBqxX/niw5ncdNABefshBdJQ7M8o4HuwIA35VXvuduGTEnA1F+OXFOqKjmE7O9lOCK1HAFnHzQUa2hEH/KcQnzzsCxQqa121FdhRwTEz7X78lof8LhXjpaQegtQrGdjUqigIyxb2+t8Ua8HRYIfLOuwKZwmIQEakS3xURWbtJ4cCgwaJT1EpWXh5uTp+B6Y4uGPy/D+DsoMA38w/0EJ3AtoWGA33U2b8rY5j6GsKu5KBt+Kvo0ba16DiArw3179e+FZ3grmXNX4ZJvx+D/3/eRdMGbqLjqE//cMDXOsYT6aediPxiDR56bDimPREoOk4JLxWNJ0+qZzz4Yc07AICXP3hbcBIFCVBu+8187lOcvJwOPPq56ChUnTbhQBNx80FOXiEGBs/F6Sv5cPedDnTxFpbFItwVPh80DgfcxLR/9q0CBIz9GCdS89G8UzjQqouQHBblIrj964QDjuJe3wd+O43Hwz6Bs1MdaOvPF5bDYuwV/vomItXTSJIkiQ5BRFSZgwcPonfv3tBoNHj//fcxe/Zs0ZGILKpt27Y4e/YsGjdujLi4ODRv3lx0JFKRIUOGYNu2bRg6dCg2b94sOg4JNH/+fMycORNarRa7d+/GI488IjoSWcDp06fRvn17AEBycjK8va3shLeV2bVrFwICAgCUbCHWqFEjwYlIiYqKijBw4EDs378fRqMRJ06cgI+Pj+hYJINbt24hICAAcXFxMBqNiIuLQ9euXUXHIjOKi4vDo48+iry8PLRu3Rrnzp0THYmISG1+5D2ziEixUlJSYGdnB0mS8O677+LChQuiIxFZlL19yYLp7OxsDB48mPe8IZNkZGQAALZs2YLIyEjBaUgkg8EAR0dHAMCIESN4TyUrFRERAQcHBzg4OGD16tWi41A1jEYjpk+fDju7ko/f8fHxghOREhmNRoSGhuLgwYMwGo0AAA8PD8GpSA75+fl47LHHcPLkybK2b9GiheBUZE6nT59G//79cfv2bQBAkyZNBCciIlInFrOISLFSU1Ph8NfWgkajEa+//rrgRESWVdrfdTodTp06hWeeeQZcQE01de3aNQCARqPBpEmTkJ6eLjgRiVI6bhgMBuTm5uLxxx9HcXGx4FRkbitXroROp4NOp8OyZctEx6FqrFq1CgkJCTAajXBwcGAxiyr10ksvISoqCnr93/cnc3d3F5iI5FBQUIDBgwfjzz//hE6nA1BygVvDhg0FJyNzSU9PR9++fZGTk1P2+m7WrJngVERE6sRiFhEpVnJyctkbep1OhzVr1mDfvn2CUxFZTulKCqCkz0dFReGDDz4QmIjU5MaNGwBKChlFRUWYOHGi4EQkitFohEajAVAylsTFxWHmzJmCU5E5HTlyBGfPni37d1paGo4ePSowEVXl9u3beOONN8pek5Ik4eTJk4JTkdLMmTMHX375JQwGQ9lj9vb2cHFxEZiKLK2wsBBDhgzB77//Xq6I2bhx47Ixg9QtKysL/fr1w7Vr18oVK7kyi4iodljMIiLFio+PL9tmAQC0Wi2mTp1a7jEia1K6MquU0WjEnDlzsHbtWkGJSC2KiopQWFhY9m+dToft27djxYoVAlORKP9e0anX67F48WJ8//33ghKRua1evbrcBRCOjo7calChFi1ahIyMjLL3r3q9noVHKuerr77Ce++9V2HsrlevnqBEJIfi4mI88cQTOHjwYLlCFgDeN9dK5OTkoH///khLSysrZAEl5zV430QiotphMYuIFEmSJKSlpZV7TK/XIyEhAcuXLxcTisjC/l3MKjVu3DgcPnxY5jSkJpmZmZU+PnXqVFy8eFHmNCRaVRd9TJ48mWOJFTAajVi1alW5rSOLi4uxYsUKXvCjMDdv3sT7779fbrUNACQkJHAbYQIAREVF4cUXX6z0ew0aNJA5DcmluLgYI0eOxM6dOysUsjQaDTw9PQUlI3MpXXWXmJhYrpAFlJzr4DaSRES1w2IWESlSenp62c1R/0mSJLz66qu4deuWgFRElvXPq+xLSZIEg8GAoUOH4vLlywJSkRpUVsySJAnFxcUICwvjSVMbU1V7S5KEoKAgZGVlyZyIzGnv3r3IyMio8HhmZia3Y1aYDz74oNyq2VKFhYW4cOGCgESkJLGxsRg1alSVY7aHh4fMiUgOBoMBTz/9NGJiYioUsoCSi9u4MkvddDodnnjiiXL3Qfsng8HAlVlERLXEYhYRKVJKSkqlj0uShNzcXLz33nsyJyKyvMqKWUDJB56bN29ixIgRKCoqkjkVqUFVK7N0Oh12797N7eVsTFUnRvV6PbKyshAcHFxhpQipx7+3GCzl4OCAyMhIAYmoMufPn8fChQsrPZEJgPfNsnGHDx/G8OHDYTAYqhyzebLb+hgMBoSGhiIqKqrSQhZQsjLrnnvukTkZmYvRaMTYsWOxY8eOKtuYxSwiotpjMYuIFCk1NRX29vaVfk+v12P+/PlITk6WORWRZVW1zSBQUpSIi4vD888/L2MiUovMzEzY2VX+tk6SJEyfPp2rAGxIdVvN6XQ67N+/H3PmzJExEZmLTqfDmjVrym0xWJPvkfxmz55d5fccHR1ZzLJhKSkpGDhwIIqKiqocr+3s7LgNmZUxGAwYO3Ys1q5dW+0FJXq9niuzVEqSJISHh+Onn36640VDfH0TEdUOi1lEpEipqalVnpgFSj7gTZkyRcZERJbn7Oxc7ff1ej0iIiIwb948mRKRWmRmZlZ5AQBQcpKb2w3ajju1s8FgwP/+9z9s2LBBpkRkLtu2bUNOTk6V38/NzUVMTIyMiagyx48fx5o1a6pclWUwGFjMsmFvv/02bt68We1nHa1WC3d3dxlTkaXdunULTZo0gZOTU7Xv2QwGA1dmqdSpU6cQGxsLg8FQbRsDXHlJRFRbLGYRkSIlJSVVeQIAKDkxGxsbi19++UXGVESWZW9vD41GU+FxrVYLjUYDV1dXTJo0CX369BGQjpQsKyur0r5TqnS7waVLl8qYikSprpil1WphZ2cHBwcHbNy4kQVOlYmIiKh2Fa9Wq0VERISMiagyM2fOvOPJ6iNHjsiYiJRk9erVOHLkCJ599lk4OjpW2lfs7OxYzLIyHh4eWLBgAdLT0/Hmm2+ifv36VRY0W7RoIXM6MoeOHTsiJSUFO3bsQP/+/aHRaKrcRp7FLCKi2mExi4gUKSkpqdwJtn+/EXRzc0Pfvn1x8eJFEfGILMLBwaGsIKHRaMqKWw888ACWL1+OjIwMLFmyBD179hSclJQmMzOz0u1MHBwcYGdnB41Gg3bt2iE9PV1AOpLbv7et0mq1ZUWsHj164KuvvsK1a9ewfPnyaougpCz5+fnYuHFjtRf76PV6REVFIT8/X8Zk9E/bt2/Hrl27IElStStvzp49yy0hbVj37t2xdOlSXLx4EX379oWzszM0Gg20Wi2AkosSGjRoIDglWUKjRo3w3//+F6mpqfDw8IC7uzvs7OzKjRfNmjUTmJDuhkajQf/+/bF161b8/vvvcHZ2hr29fbkLUbRaLV/fRES1xGIWESmOXq8vd8K1WbNmeOihh6DVavHjjz/iwoULuHXrFnbt2oVJkyYJTEpkXg4ODmUnoTt06IC5c+fCy8sLDz/8MMaNGwcXFxfBCUmprl27Br1eX1a0AID69etjxIgRWLVqFa5cuYLU1FS89957gpOSHCRJgk6nKytgPfzww2jUqBEmT56M3377DS+88ALq168vOiaZKDo6Grdv377j827fvo3o6GgZElFlOnXqhB9//BFz5szBU089hY4dO5adpNZoNHB2doadnR30ej1SUlIEpyXRPDw8cOrUKUybNg1r164tu2CpuLiYK7Os3Jo1a5CXl4fjx4/j+++/R9u2bQGUfB7g/ZSsw6FDh6DT6RAfH4+33nqrrF3d3Nx4MRERUS1Vv4krEZEAubm5+PDDD+Hn5wc/Pz80bNgQqamp8Pb2RqtWrdCqVSvREYksonnz5pgxYwbCwsLQrVs3ACVX4n/xxReYO3dutVtLkW3LysqCu7s7Bg4ciP79+6Nfv37o3bs3HnzwQYwZM0Z0PBKgR48eCA0NxVNPPYVmzZphzpw5+O6777Bo0aJqV4uQcvn5+WHHjh3lHistUL/11lvlHud7JXEqe6/q7e2NQYMGoV+/fjh16hROnjyJxMREpKamokuXLoKSkhL89NNPuHLlCsLDw9GmTRs89dRTOH78OL744gveN8mK6fV6fPbZZ5gwYQJatWqFsLAwjBs3DtHR0Vi9ejULHVZAkiR88cUXGDduHO677z689dZbmDVrFtasWYPt27eLjkdEpFoaiRvlE5EKSJIEd3d3fPTRR5g8ebLoOESySUtLg5eXFzZu3Ihhw4aJjkMKdf78eXh6NWVSsAAAIABJREFUepY7+TF69GhkZ2dj27ZtApORCDqdrkLx+9SpU+jYsSP27t2LRx99VFAyMrdRo0YBANatWyc4CVWlqKgIrq6uiIyMxFNPPSU6DinMI488giZNmuDnn38WHYVk9MMPP2D8+PFITk4uW5FF1mXz5s0ICgpCfHw8OnXqJDoOEZG1+JGXZRKRKmg0Gvj6+uLYsWOioxDJytPTE3369MGKFStERyEFa926dYWreAMDA7Fv3z4UFRUJSkWiVLaKs0OHDvDx8cHatWsFJCKyXcnJydDr9TyZSRXExcXhwIEDmDZtmugoJCNJkvDZZ59h9OjRLGRZsfnz52PQoEEc+4mIzIzFLCJSDT8/PxazyCaFhYVh06ZNuH79uugopCKBgYEoKCjAn3/+KToKKURISAjWrVsHvV4vOgqRzUhMTIS9vT3atWsnOgopzMKFC9GpUyf07dtXdBSS0ZYtWxAXF4dXXnlFdBSykPj4eMTGxmLGjBmioxARWR0Ws4hINfz8/HDixAnodDrRUYhk9dRTT8HR0ZHbSJFJvLy80KZNG/z666+io5BCjBkzBllZWdi1a5foKEQ2IykpCe3bt4eTk5PoKKQgWVlZWLNmDaZPn877I9mYuXPn4rHHHoOfn5/oKGQhn3/+Oby9vTFw4EDRUYiIrA6LWUSkGn5+figqKsKpU6dERyGSVd26dfH4449zq0EyWUBAAItZVMbLywsPPPAAtxokklFCQgK3maIKvv32Wzg5OWHs2LGio5CM/vjjD+zfvx+zZs0SHYUsJDMzE5GRkXj55ZdZqCYisgAWs4hINTp37gxnZ2duNUg2KSwsDH/88QeLuWSSgIAA/P7778jNzRUdhRQiJCQEP/30E++lRiSTxMREFrOoHIPBgK+//hrPPfcc6tatKzoOyeiDDz7Agw8+iD59+oiOQhayePFiuLi4IDQ0VHQUIiKrxGIWEamGvb09OnfuzGIW2aSAgAC0atUKK1euFB2FVCQwMBAGgwH79+8XHYUUIiQkBDk5OYiJiREdhcjq6XQ6nD59msUsKmfjxo24cOECpkyZIjoKySgpKQlbtmzB7NmzRUchCykqKsKSJUsQHh7OQjURkYWwmEVEquLn58diFtkkOzs7jB07FitXroTBYBAdh1SiadOm6NSpE2JjY0VHIYVo2bIlevfuza0GiWSQkpICnU7HYhaVs2jRIjz22GNo27at6Cgko48++gje3t4YPny46ChkIatXr8b169cxefJk0VGIiKwWi1lEpCqlxSxJkkRHIZLds88+i8uXL2PXrl2io5CKBAYG8r5ZVE5ISAiioqKQn58vOgqRVUtMTIRWq4W3t7foKKQQCQkJ2LNnD6ZNmyY6CskoPT0da9aswaxZs2Bnx9Nw1mrBggUICQlBy5YtRUchIrJanEWJSFW6d++OnJwcnD17VnQUItl5e3vjwQcfxIoVK0RHIRUJDAzE8ePHkZWVJToKKcSoUaNQVFSEX375RXQUIquWmJiItm3bwtnZWXQUUoiFCxeiXbt26N+/v+goJKNPPvkETZo0wdNPPy06ClnIrl27EBcXx0I1EZGFsZhFRKri6+sLrVbLrQbJZoWFheHnn39Gbm6u6CikEv7+/tBoNNi9e7foKKQQjRs3Rr9+/bjVIJGFJSYmcotBKpOdnY2IiAhMnz6dq3NsyI0bN/Ddd9/h5ZdfhqOjo+g4ZCHz58/Ho48+igcffFB0FCIiq8Z3UESkKi4uLvD29mYxi2zW6NGjYTAYsH79etFRSCXq16+P+++/n1sNUjkhISHYsmULcnJyREchslqJiYno3Lmz6BikEN999x3s7Owwbtw40VFIRgsXLoSjoyMmTpwoOgpZyLlz57BlyxbMmDFDdBQiIqvHYhYRqU737t1x9OhR0TGIhHB3d8fw4cO51SCZJDAwELGxsaJjkII8+eSTkCQJmzZtEh2FyCrp9XqkpqaiY8eOoqOQAhiNRixevBjPPvss3NzcRMchmRQUFODLL7/Eiy++CFdXV9FxyEI+//xztGzZEiNGjBAdhYjI6rGYRUSq4+fnx2IW2bSwsDDs3buX946jGgsMDERKSgrS0tJERyGFaNCgAQYMGMCtBoks5PTp0ygqKuI2gwQA2Lx5M86dO4cpU6aIjkIy+uabb1BQUIAXX3xRdBSykJycHKxYsQIvvfQStFqt6DhERFaPxSwiUh0/Pz9cu3YNV65cER2FSIjBgwejadOmWLVqlegopBK9e/dGnTp1eN8sKickJATbt2/H9evXRUchsjqJiYmws7PDfffdJzoKKcCiRYswcOBAdOjQQXQUkolOp8Pnn3+O559/Ho0bNxYdhyxk6dKlkCQJzz33nOgoREQ2gcUsIlIdPz8/aDQars4im2Vvb48xY8Zg+fLlkCRJdBxSAWdnZ/Tq1Yv3zaJyRowYAXt7e2zYsEF0FCKrk5CQgDZt2sDFxUV0FBIsJSUFv/76K6ZNmyY6Cslo9erVuHTpEl5++WXRUchCDAYDFi9ejOeeew7169cXHYeIyCawmEVEquPu7g5PT08cO3ZMdBQiYZ577jmcO3cOBw4cEB2FVCIgIIDFLCqnXr16GDp0KLcaJLKApKQkdO7cWXQMUoAFCxbAy8sLQ4YMER2FZCJJEubNm4fRo0ejdevWouOQhfz8889IS0tjoZqISEYsZhGRKvn5+bGYRTatS5cu6Nq1K1asWCE6CqlEYGAgLl++jFOnTomOQgoSEhKCXbt2ISMjQ3QUIquSmJjI+2URcnNzsWrVKkydOhV2djz9Yis2b96MhIQEvPLKK6KjkAXNnz8fI0aMQNu2bUVHISKyGXw3RUSqxGIWERAWFoZ169ahoKBAdBRSgQceeAD169fn6iwqZ9iwYahbty5+/PFH0VGIrIbBYEBKSgo6duwoOgoJ9v3330Ov1+PZZ58VHYVkNHfuXAwdOhTdunUTHYUs5MiRIzh48CBmzJghOgoRkU1hMYuIVMnPzw/nz5/HjRs3REchEiY0NBSFhYXYuHGj6CikAvb29ujTpw9iY2NFRyEFcXZ2RlBQELcaJDKjs2fPorCwkCuzbJwkSfjqq68QFhYGd3d30XFIJvv378eBAwcwa9Ys0VHIgj799FP4+fmhT58+oqMQEdkUFrOISJX8/PwgSRKOHz8uOgqRME2aNMGgQYO41SDVWGBgIGJjY2EwGERHIQUJCQnBgQMHkJaWJjoKkVVISEiARqNBhw4dREchgbZt24bk5GSEh4eLjkIymjt3Lnr27IlHHnlEdBSykMuXL2P9+vWYOXOm6ChERDaHxSwiUqUWLVqgadOm3GqQbF5YWBh27NiB9PR00VFIBQICApCdnY24uDjRUUhBBg0aBA8PD241SGQmiYmJaN26NVxdXUVHIYEWLVqEwMBA+Pj4iI5CMklKSsIvv/yCN998U3QUsqBFixbB3d0do0aNEh2FiMjmsJhFRKrVrVs3FrPI5gUFBcHd3R2rV68WHYVUoEuXLmjWrBnvm0XlODg4YOTIkdxqkMhMkpKSuMWgjTt9+jS2b9+OadOmiY5CMvrwww9x3333YejQoaKjkIUUFBTgm2++wbRp0+Dk5CQ6DhGRzWExi4hUy8/Pj8UssnmOjo4YNWoUli9fLjoKqYBGo0Hfvn153yyqICQkBIcPH0ZqaqroKESql5iYyGKWjfviiy/QqlUrDBs2THQUksnFixexdu1avP7667Cz46k2a7Vy5Urk5eVh4sSJoqMQEdkkzrBEpFp+fn44deoUCgoKREchEiosLAyJiYk4cuSI6CikAoGBgdi3bx+KiopERyEF6devH5o2bcrVWUR3yWg0Ijk5GR07dhQdhQTJy8vD8uXLMXXqVGi1WtFxSCbz5s1D06ZNMXr0aNFRyEIkScLChQvxzDPPoGnTpqLjEBHZJBaziEi1/Pz8YDAYcPLkSdFRiITq2bMnOnTogBUrVoiOQiowYMAAFBQU4I8//hAdhRREq9XiqaeeYjGL6C6dO3cO+fn56Ny5s+goJMjKlStRXFyM5557TnQUksn169exbNkyvPrqq3B0dBQdhyxk69atSEpK4vahREQCsZhFRKrVrl071K9fn1sNEgEYN24cIiMjudqG7sjT0xNt2rThfbOogpCQEMTHxyMhIUF0FCLVSkxMhEajQYcOHURHIUG++uorhIaGomHDhqKjkEwWLlwIR0dHPP/886KjkAXNnz8fAwYMgK+vr+goREQ2i8UsIlItjUYDX19fFrOIUFLMys7OxtatW0VHIRUICAhgMYsq6N27Nzw9Pbk6i+guJCYmolWrVnBzcxMdhQTYuXMn4uPjER4eLjoKySQ/Px+LFy/GtGnT4OrqKjoOWUhCQgJ27tyJmTNnio5CRGTTWMwiIlXz8/NjMYsIQIsWLdC3b19uNUg1EhgYiD/++AM5OTmio5CCaDQaBAcHIzIyUnQUItVKSkpCp06dRMcgQRYtWoQ+ffqge/fuoqOQTJYuXYqCggK8+OKLoqOQBc2fPx/t27fHoEGDREchIrJpLGYRkar5+fnhxIkT0Ol0oqMQCRcWFoYtW7YgMzNTdBRSuMDAQBgMBuzfv190FFKYkJAQnDlzBkeOHBEdhUiVEhISWMyyUWlpadiyZQvvp2NDdDod5s+fj4kTJ6JRo0ai45CFZGVlISIiAjNnzoSdHU+jEhGJxFGYiFSte/fuKCoqwqlTp0RHIRLuiSeegLOzM9asWSM6CilckyZN0LlzZ8TGxoqOQgrTo0cPtG/fnlsNEtWCJEk4deoUi1k26osvvkDTpk0xYsQI0VFIJhEREbhy5Qq3nrNyS5YsgbOzM5555hnRUYiIbB6LWUSkap06dYKzszO3GiQCULduXTz55JPcapBqJDAwkPfNokqNGjUKa9asgSRJoqMQqUpaWhry8vJYzLJBhYWFWLZsGaZOnQoHBwfRcUgGkiThk08+wZgxY+Dp6Sk6DlmITqfDkiVLMGnSJNStW1d0HCIim2cvOgAR0d2wt7dH586dcezYMYwbN050HCLhwsLC0K9fP5w8eRI+Pj6i45CCBQQEYOHChcjMzETjxo0Bgx7IugxkZwK38wF9MVDHFXCuC7g3BdybiI5MMgkJCcEHH3yAgwcPonfv3iV9IT0BuJoCXEkGcq4BRfklX1oHwNkVcG0ING4D3HMf0MoHqOsu+s+wPtfPAFnJwLUk4FY6UFyA/vXOlnzv50mAowtQvxXQpAPQuAPg4SU2r7W5dQbITgZuJAF56YC+ACi6WfI9J3fA3gXIrYvnQwaiUysXsVnJdPlngLxkIDcJuJ0OGAqA4r/a19Ed0LoAdVoBrh1KvuqWf32tWrUKeXl5eP755wWEJ5MVnQFuJwO3k4DidMBYABj+am+tO2DnAji2Apw7lHw5VRxPN23ahMTERO6IoGRSMWBIAPQpgCEZMF4DpPySL40DoHEFNA0BbRvA/j7A3gfQlH//smbNGmRkZGDKlCmC/ggiIvonjcRLLolI5V544QUkJydjz549oqMQCSdJEtq1a4cnn3wSH3/8seg4pGC3ko6ikU8PrA5+GMFON4BLpwFdcdU/UM8daOUNdOwJdA8AuvYpeYys0vgxwXi+WyM8Ip0FUg4AxQUlhavGbQD3e0oKJ86uJYWuonwgJxO4dha4nQto7IB7fYFO/YDuI4AOfQCNRvSfpD5FuUDCBiA1BjgdC+ReKXncrTnQwBNwrAvU+es1WHgTKM4Hbp4v/7y2AUD7gUCXkYCjq5A/Q7WKc4GzG4CLMUB6LJD/1/9r3eZAPU/AoW5JEQsoKWrp8oHc8+Wf1zIAuHcg4DUScOD/v6Loc4ErG4BrMUBWLHD7r3Zzbg64eALauoDDX+2ruwkY8oGC8+Wf1ygAaDIQuGckut7fG35+fli+fLmIv4buxJALZG8AcmKA3FhA91c7OjQHHP9qb+1f7W34q72Lz5d/Xr0AwG0g4D4SsHNF79690bBhQ2zatEnIn0RVMJwFitYBxbGA7gAgFQBwKClY2d0DaFxKilgoLilqGTNLfkbKBWAH2PsCjv0ApxGAQx88+GBPtGvXDpGRkYL/MCIiAvAji1lEpHpfffUVXn/9dWRnZ0PDk2VEmDNnDpYuXYr09HTY23MRNv1D1mVgRwSwfSVwLh5JRhfc91Af2HV4ALi3A9Dcq2QFlnNdwMEJKMgtWaV1/QpwMRk4nwTEHwBOxwF2WuDBwcCgZ4DeQSXPJ3Uz6IDf1gC7vgFS9gP1GgM+A4BOAUD7h4GmbUsKWtW5eQk4dxRIjAXidwLp8UAjT+DRMGDAVMCNK/zu6OKfwMFFJYUsox5o06ekKOXlDzTtDDi5Vf/zRTnA1Xjg7B7gTCxwbm9Ju3V5Anh4GtCyhzx/h1pl/AmcWFRSyDLqgeZ9SopSLfyB/2fvzuOiqt4Hjn9mhlU2xX033FBzX0srQdxR0zSX1DK1xVJzyyxL203N0kxLv2Wuqam5oGaSW2pqIi6ALC4JCgoossMwM/f3x0X6GS4gM3PnDuf9evGiZoZzn3sezvUwz5xzvZuA00P6X58GN8Mg/qBcBIs/BFpH8BkAzcdDJdH/iko5AZe+kQtZkgHKPw0V/aH8M+DZBBwekl9DGqSFwc2DkLQPbh4iI9eBV36oxOS3P6SNn9gpwqZknoDEb+RClmQAj6flopTHM+DSBHQPybcxDbLDIOOgXARLPwQaR7Jd+zFm1k3GTXhfXsEsKCwPctZD9nLIOwzaiuDUFZz8wfFJ0NUFHjJ/MV2DvFOQtw/0wWAII0tfizGTPXlr8nzadehulTMRBEEQHkgUswRBUL9jx47xxBNPcOHCBeq6uUFWJty+LT9ZtiyUcYMqVZQNUhCs6MKFCzRo0IBdu3bRo0ePu5/MTIdbSZCRLm8r51IGXMtA5WrgIO7xYLeuXYB1X8hFLBc38B8MAcOgyROge4SCZ9otOPEb7FkNJ/eCd2UYPBX6viK3L6iL0QAH/gdBX8Cta9B2AHQaCc26y0XLkrgaDodXwaGfICcD/MZA3xngJf5dLuSfwxD8IVwIhhptoM3L0GwwlPEuWbtZt+DMejj5I1wLkVdqBcyC2k+aJ257kXAYTnwIccFQqQ00fhnqDQaXEvZ/zi2IWQ/nf4TEEHmlVttZUFX0v1XdPAxRH0JSMJRtA7VehuqDwamE+dXfgmvrIfZHuB0ir9RqOAu8RX4VlXEYEj6EtGAo0wYqvAzlBoNDCfNtuAUp6yH5R8gKkVdqVZ0F7iLfyjBA9v8g6wswXgOXAeAyEpy6AyWcvxjCIWcV5PwEUga4jAG3GaAV8xdBEAQFiWKWIAgqdvMmHNhHVvBeXt20hQ8MudTPzLj3az09oX4DaNsOOvtBZ3/wLuEfM4Jgwzp16kTNGtX5edI4OLYfTh6Gi+fhRvy9f8DBEWr5QKPm0O4ZeLIL+DS0btCC+WWmwg8fwK/fyquuhk2HbsPNu4oq+RpsWADbv4cyHvD6POj6gthWTi2ij8BP4yA+CjqPht7ToGId8x9Hn51fMJsrb0U46BPo8nrJi2X2IOMG7JoGoWvApzP4vQf1uljmWDF7Yf+n8mqtViOh51xwL+Wr5bJuwJFpELUGanSGNu9BDQv1f9xeOPkpXDsEviOh41xwLeX9b2m5NyB8GsStgQqdocF7UNFC+U3aC9GfQvIhqDkSmswFZ5Ffq8q7Ademwc014NEZqr4HHhbKd9peuP6pvFqr/EioMRccRL6tJu8IpI+T74XlMhrKTANdHfMfR8qGnP9B5lx5K0L3T8D1dUpcLBMEQRAehShmCYKgMiYT7NwBP62A33aBJEGr1vBkR2jQUP7y8JBXZIG8QistDWKiISoSjh6BUyGg00GPXvDSKOgVCFqtsuclCOYUHcYv779N9JFDvOecCTUfg/adoX4TqOsLFatAGXdwdJRXMmZlwtXLcCkKwkLgxCHISIPGLWHASHjuJfAsq/RZCcV1eBsseF1edfPqHOjxomULB6nJ8MP7sGMZNH8GZvwElWtZ7nhCyRj0sOEd+O1raNoNXlwMletZ/rj6LNj6Cez6Euq0gjfXy9sQllbhW2HzaPl+Vn0WQpNnrXPcsC2w4y35Pk8DV0DjvtY5rq25tBX2jZbvZ/XUQvCxUv9f3AJ/vgWGTOiyAh4rpf1vaQlb4fRo0LlD04VQ1Ur5TdgC596S77vUcgVUEfm1ittb4cpo0LpDzYVQ1kr5vr0F4t4CUybUXgFlRb4tStJD5juQ9TU4dQOPxaCzwvxFyoLMTyD7S3BoBZ7rQVeK5y+CIAjKEMUsQRBUwmSCtath7hy5MOXfBYaPhMC+8qqr4khNhaDtsGYV7N8nr9iaPgOGDRdFLUHdzp2ExR/DHzugTn3oPwL6DoOaPsVrx2iAk0dg62rYvUkuGg8fB2OnQtnyloldMJ88PXz3NmxeBD1egnHzwdOKK1HPn4AvXpbvs/XOCvl+WoJtuRkLiwbBtQh4aQl0GmH9GK6Gw7dD5XtsvfITtOpj/RiUZDLAzqlwdBG0HQOBX4GTlbfo1GfA9okQsgI6TYKeX4C2lNxn0WSAI1PhzCJoMgY6fQWOVu7/vAz4cyJErIAWk+DJUtT/liYZIGwqXFoEtcdA069AZ+X8GjLg3ESIXQF1J0GTL0Aj8msRkgGuToXERVBhDNT8CrRWzrcpA+ImQvIKqDwJqot8W4QxFtIGgSECPJaAiwLzF0M4pA2V77Hl8RM4l7L5iyAIgrJEMUsQBBU4FQJvvg5nTsPQF+Dtd+QVWOYQFSkXyH5eK6/w+mYJtGxlnrYFwVpu34L578KG5dC8Hbz+LvgHmmebt8x0WLMEflggF5WnfwEDR4kt5GxVZiq82w+iQmDKd/J2f0rIyYKF42H3Chj7GbzwjjJxCIVdDYMvuoN7eZjwC1RVcDtRfTasfBP+XCmvDOvymnKxWFNeFqwbDBf3w4Bl0GKYsvGEroEtr0L9ABi6HhxdlY3H0gxZ8NtguLYf/JZBA4X7P2oN7H8VagZA9/XgYOf9b2nGLDg5GJL2Q4tlUEPh/MatgTOvQsUAaLMedCK/ZmXKgkuDIX0/1F4G3grn+9YauPIqeAbAY+tBK/JtNoYwuN0dtOXB6xfQKTh/kbIh/U3IWSmvDHMtJfMXQRAE5YliliAINkySYPEieGcatO8gF5qaPG6ZY0VHwcQ34eABmPEevPeBWKUlqMPxgzDpBTAZ5ULTsyMsU2jKyoTl82Dp59D2KViwRt6uULAdKTdgag+4nQjzfgOfpkpHBJu/gcVvwXMT4I0FogiqtIvHYW5PqNUMJm2DMl5KRyTb+gls/gAGfgz93lM6GsvKTYcfe0JSJIzaCTXbKx2RLPYv+CkQKjWGl3fL2x7aI3067OgJKZHQZydUtpH+v/4XBAVCucbQd7e87aFQfIZ0+KsnZERCh51Qzkbye+svOB4IHo2hw25wEPk1C2M6XOgJOZFQbye42Ui+M/+CC4Hg0hjq75a3PRRKJu843O4JDs2g7DbQ2Mj8JfMTyPwA3D4GNzufvwiCINgGUcwSBMFGpaXBsOfl4tLnc+GN8ZZ/E/RO8WzG2/I2hms3yPffEgRbtXwezJsBAf1gzg/Wua/VmRMwcQjo9fD9VmjaxvLHFB4uMxUmPCOviPryd6hSR+mI/rVvA3w6Aga9Ba/NVTqa0iv+PHz0FNRrDxM3g6OL0hHdLXgprHxDXqEVME7paCzDqIcVveH6OXhln1w4siWJEbDMD6q2gJd2gM5J6YjMy6iHoN5w8xw8uw+8baz/b0XAr35QsQX0tsP+tzSTHo71hrRz0HGfXDiyJekRcMQPvFpA+x2gFfktEUkPF3pD9jlosE8uHNmSnAiI8oMyLaDeDtCIfD8yw3m4/RQ4tAevzaCxsflL9lJIfyN/hZadzl8EQRBsxy9i2YEgCLbnxg3o6gfnzsKBw/DmBOt8ml+jgfET5WOeDpVjSEy0/HEFobgkCT6dDHPfgXfmwZLN1ilkgbyN4fZT0LApvOAPR4Ktc1zh/vQ5MKMvpN6EBcG2VcgC8B8M03+E9fNh4wKloymdbifIWwtWbwQTNtleIQsg4HUY9CmsHA8nf1U6GsvY+BLEnZBXPtlaIQvkmEbththjsGm00tGY3x8vwY0T0Ge37RWyQI6p7264fgz22WH/W1roS5ByAp7YbXuFLJBjemI33DoGoSK/JfbPS5B5Aurttr1CFvy7KivzGPwj8v3ITAny1oK6RuC1yfYKWQCur4P7p5A+HnLtdP4iCIJgQ0QxSxAE23LrFvQIkFdmHTwCrRVY9dGmrXzs27ehexdISbF+DILwIJ9MgtXfwldr4eVJ1j++Z1lYvh0C+sKYQDh+wPoxCP9aPAkunpW3FqxcS+lo7q3bcHlV1tK34dQ+paMpXUxGWPKCXMCavB2cbPj+HX1ngP8rsGwU3LigdDTmdXQxnNsII7ZAtZZKR3N/1VvB8E1w5mf4a4nS0ZjP2cUQsxF6bYGKNtz/FVtBz00Q/TOcs6P+t7TLi+HaRmi3BbxsOL9eraDdJrj2M1wW+X1kiYshZSPU3QJlbDjfZVqBzyZI+RmSRL6LzwhpL8gFrLLbQWPD85cyM8D1FUgbBUY7m78IgiDYGFHMEgTBdmRnQ/8+ciEreD/UeUy5WB7zkWNITYUBfSEnR7lYBOH/W/o5rPoGvlwNgUOUi8PBEeavgq794NVn4fwZ5WIpzfZvhO3fw9v/g8eaKB3Ngw2ZCk/3h0+Gy/f3Eqxj6ycQ8xeM3whu5ZSO5uGGfw2V6sI3g8GgVzoa84gPhV1TocssqNdF6Wgern5X8J8JO6dA/Gmloym5pFA4MhXazYIaKuj/ml2h7Uw4PAWS7aD/LS01FMKmQsNZUFEF+a3YFRrMhLApkCryW2xZoXB1KlSdBR4qyLdnV6gyE65OgSyR72LJ/ATy/gKvjaBRwfzF/WuWf4VbAAAgAElEQVTQ1YXUwfI2mIIgCIJFiHtmCYJgO8a9Cpt/gUNHoaGv0tHIzkfA00/CkGHwjfhEnaCwP3+Hl3vC+wth5JtKRyPL08NLPSA+FraHgIeN3JC5NLidBCN8wX8ITPpW6WiKJjMVRrcE37Ywe4PS0di/axHwXksYOg+6T1A6mqK7cQFmNIP+H0Cfd5SOpmRMRvi2PTi5wSv7QaOSzxKajLCsMxhy4Y1j6on7vyQj/NIeHNygv4r6XzLCls5gzIVBKu5/S5OMcKg96Nygo8rye6SznN+nRX6LTDJCZHvQukHD/ajms9mSEaI7g5QLvsdQTdxKMkRASktwnweuKpq/GC/ArWbg9gGUUfn8RRAEwTaJe2YJgmAjNm2EH5bDsh9sp5AF0KixHNOy7+DXzUpHI5RmyTdgygh5NZatFLIAHJ1g4c+QkwUzX1M6mtLlu+ng6AyvfKZ0JEXn5gWTl8oryo7vVjoa+7dyPNRsCl3fUDqS4qlcD/q+C79+DEn/KB1NyRxbCtfPQf+l6nrDWquD/t9Bwmk4sUzpaB7duaVw8xx0Vln/a3Tg9528Mitcxf1vaf8shbRz0FyF+W3+HaSdhisiv0WWtBSyz0HtpaiqIKTRQa3v5JVZSSLfRZIxHnRNwVVl8xddPSjzLmR+DMZ/lI5GEATBLqloBiAIgt1KSYFJE2DMK9Cvv9LRFNb/OXh5DEx8U952UBCU8NkUcHGFT75TOpLCKlSGeSshaD3s36l0NKVDTCj89hOM/1ouEKlJu+7wVH9YOg1MJqWjsV+hQXB+P4xaKhcm1Kb3NPCuDltmKx3Jo9Nnwh8fQqe3oFJjpaMpvspN4MkJ8PsHkJeldDTFl5cJJz6E5m+Btwr737sJNJ8Axz8Agwr739KMmRD5IdR9CzxUmF+PJuAzASI/AKPI70OZMiHhQ6j8FrioMN+uTaDSBIj/AEwi3w+UGwT6/eCxFFDh/KXMNNBWh8zZSkciCIJgl0QxSxAE5c1+X/7+yefKxvEgn84BoxE+mqV0JEJpdPwAbF8HHywENw+lo7m3Tl3lVWMfTgB9rtLR2L81n0Hd5tB5kNKRPJpXPoMr5+HwVqUjsV875kDLPuDTVulIHo2jM/R7D46ug6TLSkfzaI5/D3nZ8PQ0pSN5dH4z5HM4rsLVBOHfgzEbWqm4/1vPAEO2WJ11L//k57eeivNbf4Z8Dv+I/D5U0vdgyobKKs53lRnyOSSLfD9Q1hxw7gOOKp2/aJzB7T3IWQdGlc5fBEEQbJgoZgmCoKxrV+XtBWd/DOVs+Mau3t4w6yN5u8H4a0pHI5Q2X8+Si0UB/ZSO5MHenQ+J8bBphdKR2Le4aDi0BUbOBI1G6WgeTS1fePo5uSgnmF/kIYg+An1nKB1JyTw5DLxrwK4FSkdSfCYD/LkA2r8GbhWUjubRlSkP7cbCofnyOamFyQChC+Dx18BFxf3vUh6ajIVTKut/S5MMcGEBPPYaOKk4v07lofZYuDBfPifh3iQD3FgAFV8DBxXn26E8VBwL10W+7yvvEOQdgTIqn7+4DANdDchS4fxFEATBxoliliAIylowHypVhhEvKh3Jw704CipUhK++VDoSoTQJOQInDsG495SO5OEqV4dBL8P3X4BR/JFuMbt+hIo15a361GzQWxAVIm+ZKJjXoRXyiqx6HZSOpGR0juD/Kvy1DvJUtuIzeg+kx8MT45SOpOQ6TpDPJWav0pEUXeweyIyHpnbQ/80myOcSp6L+t7TEPZATD3XsIL8+E+RzSRT5va+0PZAXDxXtIN+VJsjnkibyfU/ZK+QVWY4qn7/gCK6vQu46kFQ2fxEEQbBxopglCIJycnJg9UoYPxGcnJSO5uGcneHNCbByhRy7IFjDuu+gRXto97RZm5UkiZSUFLO2CcCYKXDtChz8zfxtC/I9poLXQfcRoFX5NO7xJ6FmA/h9jdKR2JfcTDixGTqNsPqhLXJd6TQCslLhzC7ztmtpp1ZBnafA28dsTWZkZJitrWIpVwdqd4RTq5U5/qOIXAXVngJP6/e/2ceBZx2o2hGiVNT/lha3Cso/BW7mya/BYMBoNJqlrWIrUwfKd4SrIr/3dXMVuD8FztbPt9nHs1MdcO8It0S+C5EyIXczuJh//pKens7NmzfN3u4DuYwAUyroVTZ/EQRBsHEqfxdEEARV274VMjJg6AsWab5+/fqMHTvWvI0OHynHvHOHedsVhHvJyoDft8JzL5mtyZSUFMaOHYubmxve3t54enoyePBgkpOTzXOAmj7Q9inYKv5It4jwvyAxDgKGmbXZolwvLXJN7TIUDvxi3jZLu7BguaDVYYhZm31Q/i16XSlXDXyfhr+3lLwtazHqIXIntBha4qZOnTpF9+7d8fb2xsPDgypVqvDqq6+Slpb2wJ8z+3htPhTO7wBjnvnatBSjHq7shAbW7X+LjoMGQ+HyDjCpoP8tzaSH6zuhRsnzu3btWp588kk8PDxwcXHB19eXxYsXYzKZHvhzZh9f1YfCdZHfe5L0kLoTvK2bb4uOZ++hcHsHSCLfd9EHywUtZ/POX27evImvry9PPfXUA19n9nGtrQZOT0OuiuYvgiAIKiCKWYIgKOfXLeDfBapUMXvTP/30ExcuXDB7u1SuDM90lmMXBEs7sBtyc6DX82ZpTq/X06tXL3744QeGDRvG//73P4YOHcrGjRvp18+M9+Pq9wLsCwK92FbD7E7tg0o1oXYjszVZlOulxa6pbbrKxbmrMeZvu7SK2Ae1W4BnRbM1+aD8W+W60qSLfF5qEXsc9JlQr2uJmjl58iT+/v6EhIQwbNgw3n//fby8vFi2bBkBAQH3fcPdIuO1fgDoM+Dq3+Zt1xJuHIe8TKhpvf63+DioGQB5GXBDBf1vaSnHwZgJFUuW31WrVjFixAhSUlKYOHEi48aNIyMjg/Hjx/PZZ/e/n6NFxlfFADBkwG2R30Iyj4MpEzytl2+Lj2ePADBlQKbI9130+8ChBWjNN38BGD16NPHx8Q98jcXmuY5d5PMSBEEQzEcSBEFQgskkSdUrSdKC+WZrMi4uThozZozUvHlzCZAAacyYMWZrv8DcOXLsJpP52xaE/2/ma5L0XAezNbds2TIJkObPv3vcvfrqqxIg/f333+Y5UOxFSfJBko4fNE97wr8m+knSZy+WuJmiXC+tck3N00tSDw9J2vadedstzWY0k6S1U0rcTFHzb5XrSsxfkvQCkpQQVfK2rCH4I0n6vFaJm3nxxRclJycnKTQ09K7Hu3TpIgHSxo0bCx6zynj9rIYk/fGJedu0hBMfSdJP1u1/q4yDFTUk6W8V9L+lRX4kSXtKnt9mzZpJDRo0kFJTUwseu3btmuTk5CRVqVLlrtdaZXztqSFJUSK/hcR/JElnrZtvq4znszUkKV7k+y43m0lSesnnL//fkiVLJGdnZ8nb21tq1KjRXc9ZZVzr/5KkG0iSQSXzF0EQBNu3UazMEgRBGZHnITFRXuVkJunp6URHR+Pl5UXbtm3N1m4hfv5y7NFRljuGIAD8/Se072y25tasWUOlSpUYP378XY+/++67rFq1iooVzfRJyJo+UKMO/H3IPO0J/7pwGhq3L3EzRbleWuWa6uAIDVpBTKhl2i9tDHq4FgE+Jc9XUfNvletK7Zag1cGVMyVvyxoSzkCNkufg6NGjtGjRghYtWtz1+KhRowA4ceJEwWNWGa812srnZuuSz0Al6/a/VcZBpbbyuZV2aWegXMnym5qaSlhYGD179sTT07Pg8WrVquHv78+tW7fIy/t3CzirjK+ybSFV5LeQ7DPgZt18W2U8l2krn5sgk/RgiAAH842v8PBwpkyZwhdffEHVqlULPW+deW5LQAcGkWtBEARzcVA6AEEQSqnzEaDVQuMmZmuyUaNGHDx4EIALFy5Qv359s7V9lyaPy7FHnoeGvpY5hiAYDXA5Gnybma3JmJgYevbsiZOTE5cuXSIsLIzq1avTvHlzRoww882WfZtBTIR52yztUm5AegrUKvl1pyjXS6tdU2s2hLhoy7Rd2iRelK8d1azzOwJWuq44OkPFOpCgkg+RJEVCk2dL1EReXh7du3enXbt2hZ6Li4sDwNvbu+Axq4zXig0hSgU3sk+JBB/r9r9VxkG5hvCPCvrf0tIjoWrJ8uvg4MChQ4fw8fG56/HU1FTOnj1Lt27dcHR0LHjcKuPLvSHcEPktJCcSylo331YZzy4NIVXku4DxImAAB/P8bZ2Tk8PQoUN56qmnmDBhAsuXLy/0GquMa40z6OqAIQqczd+8IAhCaSSKWYIgKCMqCmrXARcXpSMpPldXqFkLIiPBjLcZEoS7xF4CQx74NDRLcxkZGSQkJFC5cmX69OlDUFBQwXO+vr6sWLGCDh06mOVYADzWEI4Em689Aa7m7+Vfw0JFJaXUbAB/7VQ6CvtwPf93pIp1fkesel2p2hCuq+TeajcvQvmS5cDR0ZFvvvmm0OOJiYl8++23ODo6EhgYWKJjFFuFBnBkoXWP+ShSL0JZ6/W/1cZB2QaQqoL+t7TMi+Besvy6ubnRsWPHgv//+uuvuXLlCjt37sRoNDJjxoySRll87g3gkshvIbkXwdl6+bbaeHZpAIki3wWM+fMXnXnmL9OmTSM+Pp49e/ag0WjM0uYj0zUEo0rmL4IgCCogthkUBEEZiTegenWlo3h01avDjetKRyHYs6T8369K1czS3J2bGi9cuJDLly/zzTffEBISwqJFi7hy5Qr9+vUjMTHRLMcCoEp1SBZjxKzSb8nfvSooG4e5eVX499yEksm8BU6u4FTGKoez6nXFvTxkpZinLUvKywJDDriZf5wGBQXRtGlTrl27xvz582natKnZj/FAZcpDXjYYcq173OIwZIExB1ys1/9WGwcu5cGQDUYb7n9LM2aBKQeczJvf9957j6+//pqYmBgqVKiAq6urWdsvEqfyYMwGUynO73+Z8vPtYL18W20868qDKRskkW8ApFugcQVNyecvQUFBLF68mOXLl99ze0Gr05YHSQXzF0EQBJUQxSxBEJSRng4eHkpH8eg8PORzEARLycz//XIzzzi5dUsuFuTm5rJp0ybefPNNWrVqxfjx45k8eTKJiYmsX7/eLMcC5LgzxBgxq6x00DmAkwpXtD5IGQ/IzZa3xxNKJicDXKz3b6tVrysuHpCtgmtKbob83cndbE1evHiRvn370qdPHzw9Pfn999+ZMGGC2dovMpf8e83kpln/2EWVl9//jtbrf6uNA6f8/tfbcP9bmiE/vzrz5RcgMzOT6OhofvzxR27evEn79u25ft3KH8hxyM9vXinO73+Z8vOttV6+rTaedfn5Nop8AyBlgKbk85eEhARGjRrFmDFj6N+/vxkCMwONB0gqmL8IgiCohChmCYKgjJwccFbxG7IurpCdrXQUgj3LzZG/m2mcVM9fCdmhQwd8fe/ej75Pnz4AnD9/3izHAuQxkivGiFnpc8BZgU+LW5pL/qdwc7KUjcMe5OWAo/X+bbXqdcXJFfQq+B3Jy7/umSkPa9asoUWLFhw4cIC5c+cSFhZGQECAWdouNsf8648t58GQ3/8O1ut/q40Dh/z+N9hw/1uaMT+/upLlV5IkTCbTXY/Vr1+fUaNGMWfOHPLy8ti1y8r3M9Ll59dYivP7X6b8fGutl2+rjWdtfr5NIt8ASDmgKfl1e+nSpSQnJ5OamsqoUaMKvq5du0Z8fDyjRo3i888/N0PAxaBxBUnkWRAEwVxEMUsQBGW4ukKOit/ozsoENzeloxDsmWv+G/xmKgjVqlULkG9q/1/Z+YVZLy8vsxwLkMeIqxgjZuXsap8Fn+xM0GjE74s5WLngY9XrSm4mOKvgd+TOFo95Jb92BwUFMXLkSJo1a0ZYWBjTpk3D2VnBO8jrM+XvzuZdJWFWDvn9b7Be/1ttHOTl978ZV52pji4/v8aS5XfOnDnodLp7FqwqVJC3tIuLiyvRMYrNmJ9fh1Kc3//S5ufbZL18W208m/LzbeZVZ6plpoJPxYoVadGiBTExMZw+fbrgKzc3l5ycHE6fPl2wlaTVSJmgUcH8RRAEQSVEMUsQBGWofZu+jAxwL94fH8nJyezfv5+rV69aKCjBrtzZXtBMW/W5urri7+9PSEgIMTF334R469atADz55JNmORYgb5Nopi0ShXyuHmAy2t+Kt6w0cC4DWp3Skaifi4e81aCVWPW6kpNu1S0UH5lzfoy5Jb92v/vuu3h5ebFp06aCN1gVdeecnG04D075semt1/9WGwd5+efkaMP9b2l3zt1Qsvzeud/Z3r17Cz23fPlyAJo3b16iYxTbnXNyKMX5/S9tfl+YrJdvq41nY/456US+gfyt+Eo+fxk/fjyhoaGFvho1aoSPjw+hoaH88MMPZgi4GKR0s2yhKAiCIMgclA5AEIRSqmo12LZV6Sge3ZUr0O/e+3Dfvn2b8PBwwsPDCQsL4+zZs5w9e5aUFPnGr6GhodSoUcOa0QpqVLma/D0hDiqZ5+bFc+bMoX379jz//PN89tln1KxZk3379vH999/TqVMn+vbta5bjABAfC1Wqm689Acrm3wA95QZUqaNoKGaVkghe5r25e6nlXl7eajA7DVw9rXJIq11X0pKgnAquKQ4u4OQGmUklaiYlJYWwsDBatmzJl19+ec/XdO7cmcDAwBIdp1gyk+R7gemcrHfM4tK5gKMbZFu3/60yDrKT5FVZttz/lqZ1AZ0b6EuW3169etG0aVO++eYbypYtS/fu3bl27Rq//PILO3bsoG3bttYdWwC5SfKqLG0pzu9/aV1A6wZ51s23VcazIUlelaUR+QZAW17ealBKA4115i9WY0oCrQrmL4IgCCohilmCICijYUO4GgdZWVCmjNLRFE9mJiTEk1m7NhF//01YWBgRERGcOXOGc+fOFdxA2MHBAZ1OR25ubsGParXaQvuvC8I9Va8j3y/rUhQ0b2eWJtu2bcvOnTsZNWoUvXr1Kni8b9++rFixwizHKHApCnwamrfN0q5GA/l7XLR9FbNio6BmA6WjsA9V6svfr0fDY22sckirXVcSoqCxn/nas6QK9SEpukRNHDlyBEmSOHXqFKdOnbrnazQajXXfcE+KgooquK571Yfb1u1/q4yDlCgop4L+tzT3+pBRsvxqtVq2bt3K8OHDmT17NrNnzy54bsCAASxatAgHByu/VZIRBe4iv4W41Idc6+bbKuM5JwpcRL4L6PLnL8ZocLDO/MVqjFHgpJL5iyAIggqIYpYgCMpo8jhIEpw9Ax2eMHvz9erVQ5Iks7eblpbG2y+OZE+exJVBg5EkCZ1Oh06nQ6/X3/Vag8GAwWC467GaNWvi4mKem5ILdk6rhbqNICIU+o8wW7M9e/YkLi6OsLAwkpKSaNq0KVWrmmfl110iz8CLE8zfbmnm6Q1lK0JsJLTtZrZmi3K9tNQ1FYC4KGjQyjJtlzYVHwMHZ4iPNGsx62H5t/h1RZ8FN+Ogqkre+KvoC0mRJWoiMDDwkcecxcarWopZ5Xwhxfr9b/FxcDsKyqqg/y3N3RfSS5ZfAB8fHw4fPszly5eJjIzE1dWVhg0bUr36g1dQWGx8iWLWvbn4Qo71823x8SyKWXfTPQYaZzBEWqSYFRIS8sDnLTaupSwwxoFO5FoQBMFcRDFLEARl1K0H1WvA/n0WKWZZiqenJ182fZxqBw8wJ0ePXq/HaDRiNBof+rNarZaWLVtaIUrBbrR/Bo7tN3uzjo6Olv1dvHAebsRD+86Fnrp16xa3bt0iJSWl4L///1dqairff/89jo6OlotPzRq0hvC/4Dk7KRTqcyAmFALHKh2JfdA5QK1mcOEYdBxu1UNb9Lpy8QRIJqijkqJntZZw+Cv5QzsajdLRmIckQdxxeHqa0pE8XMWWcPorQAKs2/+WGwcSXD8OrVTQ/5bm1RIumie/Wq2WunXrUrduXbOE9ugkSDkO9UR+C3FtCYnK5Nui4znzOFQR+f6XAzg0g7xj4GLd+YtF5Z0ATOCgkvmLIAiCCmiVDkAQhFKssx/s3aN0FMXmdugAHwzoT2xsLOPGjUOn0xVpKxJHR0eSkpJYs2YNoaGh5OTkWCFaQdWe8IfIs5CYoHQkRbZ//37Gv/YqL6Q40m3ae7Rs2ZLatWvj5eWFVqulfPny1K9fn3bt2tGjRw9eeOEFJk2axKeffsqiRYs4ffq0KGQ9SCs/OLVPfmPZHoQdhdxs+bwE82jsBxHmL4IrKnwfVK4LFWorHUnR1PWD9OuQdF7pSMznRhhkJEJdf6UjebgafpB1HW7ZUf/fDIPsRKihgv63tIp+kHsd0u0ov2lhkJsIFUV+C/Hwg7zrkGNH+c4OA0MieIh838XRD/LsbP6Stw90dUGnkvmLIAiCCohiliAIyhk4CI4chn8uKx1J0cVegb+OwnODqFChAosWLSIsLKzgRsAPKmrp9XquXr3K6NGjadWqFe7u7jRo0IDnnnuO999/nw0bNnDu3LlC2xUKpVinruDuCdvXKR1JkXXu3JkGiVfYlGZkb/AfnD59mtjYWNLS0u65fYckSeTl5ZGbm4uDgwO9e/dWIGoVaR0AKYnyaiZ7cOI3qFEfKos/8s2msT/En5e35bMX536HRioqeFZrBa5lIVp9H9i5r5jfoYw3VGuhdCQPV7EVOJeFWDvq/9jfwcUbKqig/y3NqxU4loVEO8pv4u/g5A2eIr+FlGkFurKQakf5TvsdHLyhjMj3XZz8wXBe3pbPXuh/F/fLEgRBMDOxzaAgCMrp1gMqVoTVq+D9WUpHUzQrV0ClStD13/vV+Pr6snnzZvbt28ekSZM4d+4cQKE37iVJYufOnTRs2JDY2FjCw8OJiIggPDyc3bt3M3/+fHJycnBwcKBWrVo0btyYJk2aFHx//PHHcXZ2turpCgpzdoFez8Pmn2D0ZFVsV6WJCWd8Ziy9N6xh6NxFhISEFGkbTpALvl27drVwhCrXoBXUagh716j/PlMmE/yxHnq8qHQk9qWxH7iXh6ProM90paMpuRsX4NIJGPiR0pEUnVYHTQbA6XXQaZLS0ZhH6Fr5nDQq+CykRgd1B0D0OmhhJ/0fvRZ8VNL/lqbRQdUBcHUd1LWT/F5dK5+THefXZDLRpk0bsrOzcXBwwMXFBTc3N7RaLRUqVADA3d0dR0dHnJyccHNzA6BcuXKQUo8yDl/zeJcW+PnZQWHg1looOwDx2fL/cPQDbXnIXQdl7GD+YrwgbzPopqL5iyAIggpoJIvdzVsQBKEIZr8Py7+H6MuQ/0eLzcrIgPp14LVxMOvek1JJkti0aROTJ08mISHhrjfxdTodWVlZODk53fNn8/LyiIuLIzw8nJCQkIJCV1RUFEajEUdHR+rXr39Xgatx48b4+vqi0+ksccaCLTh/Bvq0hOU7wE8Fq5amjICwU7D7HAaTiS+//JKZM2cCYDAYHvijrq6upKamim0GH2blR7B1KfwSCw4q7quTe2FKN1gdKRfoBPNZ+aa81eAX4UpHUnKbZ8H+5bAoTi4SqcWlA7DMDyaFQeUmSkdTMjfC4Kum8MoB8HlG6WiK5toB+NUPhoWBt8r7/2YY/NwU+h+A6irpf0tLPgBH/MA/DDxUnt+0MNjfFDoegAr2nd8XXniBn3/++Z4r9UHe4UKj0RR8SZJUsGPFkG6wbPVxPCq1s2bI5pcdBhFNocEB8LDPfKekpNCgQQNycnJwdnbGxcXlrufvbD1+h7OzM+7u7gBoTBdwckjlo8+Dad++vVXjNrvMWZC9HCrEASqavwiCINi2X0QxSxAEZSUnywWi92fD5KlKR/Ng876AOZ/Khbfy5R/40uzsbBYuXMgnn3yCXq8nLy+PevXqERMTU+zD6vV6YmJiCopbd75HRkZiMplwcnKiXr16hYpcjRo1uusPBUHFxvaBlGT45ahtr866HA3dm8C8n6DfCwUPnz17liFDhhATE3Pfgtad+2k1b96cgIAAAgICaNmypfgdvpfEOBhaF6Z+Dz1HKR1NseXl5TF9+nT2rl6Oq06DV9P2eHt7U7ZsWby8vPDw8MDT07Pg+70e9/DwUPo0bNs/p2Bma3jnd3hcxasd9dkwyQeeGQXPf6Z0NMUjmeBLX/DpDAOWKR1NyWweA5cPwZQo2/436P+TTLDWF6p3Bj+V9/++MRB/CIZHASrpf0uTTPCHL1ToDC1Unt/TYyD5EATYf363bNnCwIED71vM+q87xa158+YyscsS8OgMtVWe7ytjIP0QPG7f+fb39+fAgQNFzvUdHh5urP8uk14DfwcnFc9fpGy46QMuo8BdZfMXQRAE2yaKWYIg2IDZ78PiRXAuEqpWVTqae4u/Bk0bwVtTirUlYnJyMrNnz+a7775jwIABbNy40Wwh3Sly/f9VXBEREVy+fBlJkvD09KR+/fqFtit87LHH0KjlzShBFhEKz7aFOT/AABvekm1UD0hMgO2n4D+rBXNycpg9ezZz585Fq9UW2nrQwcGBIUOGkJeXxx9//EFycjKVK1emS5cudO3ala5du1K9enVrno1tm/MynP0T1kSqa7VKPuP5k4wPaMvS+H8fc3R0LCheSpKEyWS6b/Fz4sSJfP3119YIVb2+6A4GPbyn4pup//4N/Pw2fHUJytro/OBB/v4fbB0H0y5A2VpKR/NoUuNgbj3ovxTavKx0NMUT8T84MA5GXAAPlfZ/RhysrgfPLIXGKut/M0hKSir4unHjBomJiSQlJZGYmEjCxWMkXT3DgJHvMeWdj5UO9dFkx0FwPWi+FGrZf36zsrIoX748OTk5D32to6MjlSpVYsuWLbRr1w6S/wex4+DxC+Ck0vGsj4OwelBrKVSw73wvX76c119/vchbjTs4OODr68u2bdvw8X4d0ENZFc9fsr+BjLeh/CXQqnD+IgiCYLtEMUsQBBuQnQ3Nm0Cr1rD+F6Wjubfnn4OzZ+B0GGDVXAgAACAASURBVPxnq4SiiI6O5tKlS/To0cMCwd0tNTWVCxcu3LWKKyIigkuXLgHy1g716tW7q8jVpk0bqtpqIVGQfTgedm6E3eegfCWloyksaD28NQw2/AmtO973ZUeOHGHo0KEkJCQUKlRERUXRoEEDAC5dusSOHTsICgri8OHD5OTk4OPjU7Bqq2vXrpQtW9aip2TT4qLhxSbw1mLo+6rS0RSPJMFb/qDP4bOafZg5c2axPrmr0WiIiIjA19fXgkHagchD8Mkz6l2dlZMO03yh3UAYsVDpaB6NUS8Xghr2UO/qrE2j4eIfMDUGdCrb1tSolwtBtXuod3XWvtEQ9weMiAGtyvq/iFasWMHZs2dJSkoiISGB+Ph4kpOTSUlJKfRGuLOzM1qtlpycHCRJ4q0BHiyYOQRNS5XmN3Q0JP8BXew3v//l5+fH4cOHH7j1tEajoU+fPqxcufLfuZ6klwtBnj3UuzrrymhI+wMejwGNfec7OTmZKlWqFKmYpdFoGDZsGMuXL8fV1RXyDkHKM1BWpauzpHS46QvOA8FDpfMXQRAE2yWKWYIg2Ig/gqF3d1i8FMa8onQ0d1v2HUx4A3bvBT9/paN5ZCkpKYUKXOfOnePGjRuAfIPl/67iatasGZUq2WDhpDRKT4U+raBOPfhxN9jS9nuxF6Fva3h2OMxe/NCXp6amMn78eFavXo1Wq8VkMlGtWjWuXbt2z9dnZ2dz5MgRgoODCQ4OJjQ0FI1GQ4sWLQqKW88880zpu9fWkqmw60dYEwVlKyodTdH9vgY+fxG+PQKNO7B69WpGjRpVsBrrQXQ6HU899RT796v407rW9PUAuBoGn58Fx+J/EENRa6fAnz/B3EjwVNHv93+d+RnWD4fXD0OtJ5SOpniu/g3fdoBh66HpIKWjeTTRP8Pe4fDcYaiisv5P/Bt+6QDd10M9lfZ/EcyfP59p06YVzAeKatasWcwe0xBODYdOh8FbZfm9/Tcc6gBt1kM1+82v0Wjk0KFDbNu2jW3btvHPP/8U3A/rv/7dVnAeEydOLNzYrZ/h8nDwPQxuKst35t8Q2QF81kM5+833HTk5OTzzzDOEhITct6B1J99LlixhzJgxdz+ZOgAMYeB9FjQqm79kTIGcn8A7ErQqnr8IgiDYJlHMEgTBhsx+H776Evb8AR1s5A+Uo0egRwBMfRs++FDpaCziXkWuM2fOkJSUBBQucrVu3ZrmzZuLe9Yo4ezf8HwnGDsVpnyqdDSyjDQY+gyggU1Hwbnof3Bu2bKFMWPGkJKSwtixY1m2rGiftE1KSuLAgQMEBwfz22+/ERsbi7u7Ox06dCgobrVu3foRT0hFsjNgRCN4/EmYvUHpaIrmZgKMbgFPD4DJSwseDg4Opl+/fuj1+od+WnvTpk0MGDDAGtGq381YeLsx9JwMAz9SOpqiuxwCszvAi9+Cv419wOVR/C8AMpPhjePg4Kx0NEVjyIFv24N7ZRj9u9LRlMzWAMhJhkHHQaeS/jfmwMb2UKYy9FN5/z9EWloa1apVIzMzs8g/M2/ePKZOzb/X7tEA0CfD08dBq5L8mnLgYHtwrgxP2l9+s7OzCQ4OJigoiO3bt3P9+nV8fHwIDAykZ8+e9OnTp9C/9Xe2Fdy8eTPt27e/f+PRAWBIhkbHQaOifEe2B8fKUN/+8n1HWloau3bt4tdff2XXrl3odDrS09PvWaR2dHSkQoUKbNu2jbZt2xZuzBgLtxpDmcngpqL5iyEEbnUAj2/B1Q7mL4IgCLZHFLMEQbAhRiMMGgBHD8P+P6FRY2XjiQgH/6eh09OwYVOhewDZu/j4+LsKXOHh4Zw5c4aMjAwAqlatetcqrsaNG9OyZUvc3NwUjtzObVoB74yGDxbCyPHKxqLPhZd7wcXzsPEI1Hys2E3cuHGDsWPHMnLkSAYOHPhIYVy6dKlg1dbevXu5ffs2VatWpVOnTgQEBNCnTx/73Ubz9AGYFCBvN9jvNaWjeTCTCaZ2h+v/wPIQcPO86+mTJ0/SvXt30tLS7lvQKleuHIcOHeLxxx+3QsB2IngJrJoA7+yFxn5KR/Nw2WkwszVUqC1vkaixoVWoj+rmRVjUClqPhL7fKB1N0Wx7A0LXwoRT4O2jdDQlk3oRNrQC35HwtEr6/+AbELUWhpwCT5X3fxFMnjyZxYsXk5eX98DXaTQaFi5cyPjx/2/+k3kRDrSCmiOhmUrye/YNuLoWnjkFbvaR31u3bhEUFERQUBC7d+8mKyuLli1bEhgYyODBg2nUqFHBa/39/Tl06FDBih2NRkNgYCArV66kXLlyDz5Q7kU43wrKj4SaKsl37Btway00OgXO9pHvO+7k/ZdffmHv3r0YDAY6dOjAoEGD8Pf3p2XLloVWZmm1Wrp3787atWsfnO/sJZA+AcruBScVzF+kNLjVGnS15S0SsYP5iyAIgu0RxSxBEGxMdjb06gYXYmD7LmjZSpk4ToVA317QoCHs3AOursrEYYPuVeQKDQ0lKysLuLvI1bp164L/dhV9aD7ffwHzZsC7X8LLk5SJITMdXh8grxb7+SA0al6i5vLy8syyTaDRaOT06dMFxa2DBw9iNBpp2bJlwaqtTp064fII976zWT9+AD/Pgy9/h2ZPKR3N/X07BbYugSVHoX7Le77k8uXLdOnShatXrxZ6U9PR0ZGGDRsSHh6On58f48aNo1+/fjg4OFgjenVbNAiij8BHJ8C7htLR3J9kyo/1KHx2GrwqKx2R+ZzdAD8PhSHroPkQpaN5sNC1sHEEDNsITR/tQwY2J2YD7BkK3ddBfRvv/6i1sHcE9NgI9eyk/x/i6tWr1KlT577bkWk0GjQaDT/++CMvvvhi4Rdc2wAnh0KbdVDdxvN7dS2EjIC2G6GauvN75coV9uzZw44dO9izZw86nY5OnToRGBjIoEGDqFat2j1/bunSpQUFSa1Wy4IFC3jzzTeLfuCUDXBpKDy2DrxtPN+31sLlEeCzEcqpO993xMXFsXv37rvyfufDY/369aNy5X//7f7/hUtt/hbp77//Ph988EHB/z9Q6iDIOwLeJ0Brw/MXTPmxHgXv06C1o/mLIAiCbRHFLEEQbFBGBgx+Do4fg1XroFdv6x5/5w4Y+QI88SSs3wTu7tY9vgoZjUauXLlSaLvC8PBwcnJycHBwoFatWoXuydWkSRP7KipY0w8L4POpMOoteGcu6Kz4hn58rFzIunENftwFje9dmLAFGRkZHDt2rKC4FRISgqurKx07diwobrVq1QqNRqN0qI/OZIQPBkHofvjmEPg0VTqiwjZ8Cd+9De+thoBhD3zpzZs36dWrF6dOnbprhZZOp+Py5ctERUWxbNkyfv31VypUqMCLL77IuHHjqFWrlqXPQr2yUuGjjvJ/zzwE7t7KxnM/K8fD/uXyiizfp5WOxvyCJsOxJfDSTqjXRelo7u1CMKzoDR0nQK95SkdjXocnw7kl0Gcn1LDR/o8LhqDe0GwCdLSz/r+P06dPs2DBAkJCQoiJiSn0QQatVotWq2XDhg0P3mI2bDJcXgIddkJFG81vUjAc6w0+E6CJOvMbHh5OUFAQO3bs4OjRo3h5edG1a1cCAwN59tln8fT0fGgb8fHx1KhRgxo1arBlyxbatGlT/ECuTobEJVB/J3jYaL7TguFCb6g0AWqoM993nD59mu3bt7N9+3ZOnTqFh4cHvXv3pn///vTq1eu+O3MsX76c119/Ha1Wi7u7O5s2bcLfvxj3oJZSISV//lL2EGhtdP6SPh5ylssrshztcP4iCIJgO0QxSxAEG6XXwxuvwaqfYPJU+PATcHKy7DFzc+GD9+DrBfDSy7B4KZhhpUhpZjAYiI2Nvau4FRISQlRUFEajEUdHR2rWrFloFZevry+6Urat4yPZ8TPMGAONWsDX66B6bcsfM3gbTH8ZKlWDZdugprq2S0lISODw4cMEBwezY8cOEhISqFixIp07dyYgIIAePXqosyiiz4FpPeBKJMzbfd+VT4r45Wv4djK8sQAGvVWkH8nMzGTgwIHs3bsXo9GIg4MDffv2ZfPmzQWvuXbtGsuXL2fp0qUkJyfTq1cvJk6cSJcuXdRdnLSUW1fhw45QrhpM2wVuD9nKyYp27dpFk392U/vYUnhzPbSzj0+vFyKZYP1wiAyCUbugTielI7rbP4dhRS9o3BeeXw32No4kE+wdDv8EIQXuhKqdbOtakXAYdvSCx/pC19WADcVmZiaTiZ07d7JgwQIOHDhAixYtGDp0KNOnT7/rdVqtFkdHR7Zv3063bt0e3KhkglPD4XoQdNgF5W1sfN08DMd6QZW+0Fo9+TUajfz1118EBQXx66+/Eh0dTaVKlejevTuDBg2ie/fuOD3C32iffvopb7zxBmXLln3EyExweTikBkG9XeBuY/nOOAwXeoFXX3hMPfm+Q6/Xc/DgQbZt28aOHTuIjY2lWrVqBauv/P39cXZ++D3LkpOTqVKlCq1bt2bLli1Ur169+MGYrsoFLW01KLsLNLYzfwEgcyZkzgGv9eBsp/MXQRAE2yGKWYIg2LjVK2HCG1C9BixcDF0CLHOcvb/DW+MhIR4WfQvDR1rmOAIgbykXHR1daBVXZGQkJpMJJycn6tWrV+ieXI0aNSralhSlyYUIePN5uPYPvPk+jJ4MDhYowibEwcdvwZ4tMOhlmPUNuJYx/3GsyGQyERoaWrBq6/Dhw+Tk5ODj41Owaqtbt254eXkpHWrRZKXDzP4Q+Td88iu0KsYnXy3BZIJl78D6+fD6PBg8pVg/bjAYGDt2LKtWrcJkMrFv3z78/ArfM0Gv17Nt2zaWLVtGcHAw9evXZ/To0YwdOxZvbxv9BK9SEqJgTldw9YLpv0G5R3hTydxMRk59NIQnPt7E0G4deXfhjzRo0EDpqCzHqId1gyF6DwzbAI36KB2RLGI7/DwEGvSAYetBZ+EPEClEMuQS9HFnfjt4km9XbIHHbKT/L2+HPUOgVg/obr/9n5uby4YNG/jiiy+IiIigY8eOTJ8+ncDAQDQaDR07duTEiRMYDAZ0Oh1OTk7s3Lnzntf+ezLp4eRgSNwDbTZAFRvJ7/XtcHIIVOoBbdaD1rbzm5mZyZ49e9i2bRs7d+7k5s2bPP744/Tr149nn32W1q1b20YhWNLDpcGQtgd8NoCXjeT79na4PAQ8e4DPetDYdr7vSElJKfiw1/bt20lNTaVx48b06dOHwMBAOnbs+Eh5X7lyJcOGDSvZduLGKEjpClovKPsbaG1g/oIR0t+E7OXguQxcXlY6IEEQhNLgFyRBEARbd+UfSXruWUlyRJK6d5GkA/vN1/b+fZLUzV9ue2B/SYq9Yr62hWLLzc2VwsLCpI0bN0qzZs2SAgMDJR8fH0mj0UiA5OzsLDVu3FgaMWKENGfOHGn79u3SxYsXJZPJpHToysrNkaTFn0hSkzKS9HQdSVqzRJJyss3T9rUrkjTrDUlq5CJJ/vUl6dAe87Rrg7KysqS9e/dK06dPl1q3bi1pNBrJwcFBat26tTR9+nRp7969kl6vVzrMB9PnStLswZLk5yBJaz6XJKXGxq0bkjSlmyR1cZKkPasfuRmTySTNnDlTatiwYZHG+fnz56UJEyZI7u7ukouLizRixAjp1KlTj3x8u5QcK0nTGknS+BqSFPmnsrGkJkrSFz0kaZSr1P2JlhIgaTQaaeDAgdLp06eVjc2SjAZJ2jRGkmY4SNKBOcqNU0mSj73vMzmWLa/Ksdkho9EorVu3TmrYsKEESL9+1FWSvnWQpJA5kiQpOYcwSdLJz+RY9r8qSSb77P/ExERpzpw5UtWqVSUnJydpxIgR0rlz5wq9btu2bRIg6XQ6ycvLSzp58mTxD2YySFLoGEna5iBJ0TaQ3+jP5FhO23Z+Y2NjpSVLlkg9evSQXFxcJJ1OJ3Xq1EmaN2+eFBMTo3R492cySNI/YyQpxEGSEmwg3wmfybFcse183xERESHNnz9f8vPzkxwcHCRHR0cpICBAWrhwoXT58mWlw7ubIVaSbjaSpKQakqRXeP5iTJSklB6SlOgqSTlblY1FEAShdNkoVmYJgqAeB/bDZx/L330bwQsj4Nn+0NC3eO1Enoetv8K6NfJ/+/nDu+/DM50tErZQcmlpacTExBS6J9elS5cA8PLyol69eoXuyeXjo64t8EosPhaWzYWNP4CLK/QeDIGDodWT4FiMT4WmJMPB32DbWjiyF6rUgFfehudHg9PDtxSxF0lJSRw4cIDg4GB+++03YmNjcXd3p0OHDgUrt1q3bq10mIVJEvzyFXz/DrToDFOWQrW61jv+n7/C12+CozPMWg+N2pW4ybi4OGrWrFnk16elpbF+/XoWL17MuXPnaN26Na+88grDhw+nTBl1ryg0i4xbsOwlOLMbnvsIek+z7n33+D/27jys6jr9//hTVhFEzRVTVARFEFmOk8RBUTi4MKDlTDZWZmXhkknLNE5NszZLTpvYomFa3xaXmV+ZKa4H3A4u1ZFFQTZxBxSVfT/n8PuDOCOipgl8WO7HdXHRZcjn5hw4HN+vc983kBYPKx+v7yRdvJGDFw2o1fV7MaysrDAYDEydOpU//elP3H///a1bW2uoqwPdO7DjFXANhV+vge4DWreG0jz471NwMh6mLYPA2xsD2p4YDAbWrVvHX//6V06dOkVdXR1ubm6kp5/AInk5HHoFBodCyBro1sq3f3kexD0FF+IhYBl4d7zbPzs7m/fee4+PP/4Ya2tr5s6dy+9+97ubjhozmUy4urpSWlrK3r178fT0/JlXroPsd+DEK9A3FHzXgG0r379VeZD4FFyOB49lMLzt3b/X77+ys7MjODiYiIgIIiIicHJyUrrE21QHF9+BC6+AYygMWQPWrXx/1+bB6aegNB4GLYN+be/+BqioqCA+Pp5t27axfft2Tp8+zT333MOUKVOYPn06U6dOvYvRj63AdBVKn4Dq7eDwN+j2MtDKz19q4qHkcehiDY4bwfrun+cKIYS4bTJmUAjRDul/qN+l9Z8NcOUKOA0EdSCMHAluI6BnL3BwqP/YsjIovApZmZCZCQm6+lGCffrArN/AnLmg+hlLh0WbUFRUxMmTJ827uNLS0jh+/Dj5+fkA9OrVq0nA5eXlRf/+/RWuvIUV5MM3n8PXn0HmcehmD773w0gvcBkJffpDN4f6MYEV5VB8tT4IO5UJx36A9BSwsISgqfDAHJj8QMuMLmxncnJyzCMJd+3aRXFxMU5OTmg0GiIiIggJCWlbY+1OfAfL5sGFbHhkaf2Yv27dW+56Z07Ah7+FI9sh9DGIWgEOyh+I6PV6oqOj2bBhA/b29jz++ONERUV1vrD7enV1sONd2PgqDBwJT3wII9Qtf93ifFj3Mhz8ElQPwDNrzPu7JkyYwKFDhzAYDMD/Qq1x48bxhz/8gYiINjJCqjmdPQwbHoGKqzD5dfBfVP/425JMBjj4Puz+M9j3gdnrYXDHOoyrra1l/fr1/OUvf+H06dMA1NXVYWFhwaeffsqcOXPqPzD/MOx6BKqugv/r4LUIurTC7X/sfTjyZ+jaB6ash/4d6/bX6XSsWLGCr7/+mqFDh/Lcc8/xzDPP3NaLCTZt2oSXlxeurq53X0jhYfjhEai9Cu6vw7BWuH/rDJDzPqT/GWz7gGo99Gob929VVRU6nY4tW7bw9ddfc/78+Ub7ryZPnnxbe5DarPLDcOoRMFyFga9D31a6vwveh9w/g1UfGLYe7NvG/d2g4fnrli1b0Gq1VFVVmccHajQagoKC7m4EYKurg4p3ofxVsBwJ3T8E61Z4/mLKh7KXoepLsH0AHNe0vf1dQgjR8UmYJYRoxwyG+mBrT3z9+4x0yDkJNTWNP87GBlyG13dwjf0FTJxUH2BZtfKruESrKSwsbNLFlZKSwqVLl4Abh1ze3t707dtX4cpbwNmTcGgP/KCDkycgJwNKi5t+nNPg+qBrpBf4T4L7JkD3drIrSgFGo5GkpCRzuLVv3z6MRiO+vr7mrq3x48crfyhkqIX/Fw2fvV7fefOrJTBjIfTq13zXyNDD+n/Dvv8HQzzg+ffBJ6j5Pn8zyc/P5//+7/9YuXIl586dIzg4mMjISB588EGsOvPvg4sn4bPn6ru0Rmvg16+Dq3/zX6ekALQfwI7lYOsAD/8TAhvvp4yLi0OjabobsyHUGj16NH/605/49a9/3Tb2tTSX2krYtwz2vgGO98LEpaB6Eiyb+XDRWAvJ62HPv+DqSfBfCFP+ATYOzXsdBdXU1LBhwwZee+01Lly4QF1dHdf+c9fJyYkzZ840Prg1VMLRZaB/A+zvBdVSGPUkWDTz7W+qhcz1oP8XFJ8Er4Xg/w+w7hi3f21tLd988w1vv/02R44cQa1WExUVxcyZM7G0bOFA4VaMlZC1DLLeALt7wXUpOLfQ/XthPWT+CypOwtCFMOofYKXs/Xv58mW2bdvG1q1b2bFjB6Wlpc2yB6nNMlVC/jLIfwNs7oUBS6H3k/VdNM2prhaurof8f0H1Sei7EO79B1go//NcVlbGvn372LlzJ9u2bePkyZP06tWL0NBQpk2bxrRp0zrGC/uMJ6H0OajZDjYasH8drFvg+YupACo/gIrl0MUBHP4JXWW/thBCKETCLCFEB1ReXt+RBfUdWvb2ytYj2oyGkKuhiys1NZWUlBRKS0uB+kOuawMuDw8PfHx8cHBQ/h+mzcpQC+VlUFle36HlqHz3THtXVlbG4cOHzeGWXq+nW7duBAQEmMMtPz8/5Q6MSgvh6/fqg63yEhg3FUJmg0pz58FWXR2cToWDW2H3F3AqFVx9YM4fYMJMsLBoma+hmZhMJuLj44mOjiY2NpaBAwfy9NNP8+yzz3bMQPt2JW6Fzf+A7MMwMrA+aBr3EHS7i8cHkxGOayHhC/j+K7DrAWEvQegisLlxh4a/vz96vd7cnXUtCwsLTCYTI0eO5NVXX+WRRx7pWEHk5SzY809I+hIcBoBqLvg+Bn1H3t3nLUiHxC9A/xmU5YPvHJj0KvRuxfGjLay6upr/+7//449//COXL19uEmIBWFpasmLFChYtWnTjT1KUBfp/QsaX9SMHR82FEY9Br7u8/QvTIeMLSP8MKvLBfQ6oXoUeHeP2Ly0tZe3atbzzzjucP3+esLAwXn311bY3HrQ8CzL/Cee/rB85OHguDH4MHO7y/i1Lh3NfwLnPoDofBs2BEa+CvXL3b05ODlu2bOG///0vhw4dwsbGhsDAQMLDw/nVr37FoEGDFKut1VRnQd4/4eqX9SMHe8+Fex6Drnd5f1elw9Uv4MpnUJsPvefAgFfBVrn722AwcPjwYeLi4tBqtRw5cgSDwYCPjw9Tp04lLCwMf3//jvX78lrVW6HiH1B7GKwD64Omrg9Bl7v5940RarRQ9QVUfwVdekC3l8BuEXSRcdVCCKEgCbOEEEKI3NzcRl1cqampJCUlUV5eDtw45PLz85PdO+Km8vLy2L17N1u3biU+Pp4rV67Qr18/goKC0Gg0TJs27Y52QDWb6krQfQM7P4cfdteHDUM9wf0X4DwSBo+oHw3YzbF+P1pVBVSUwOVcOJsBZ9PhWAIUXgTH3hD8MEx+DDzb2KHlbcrKymLNmjV8/PHHlJaWMmPGDCIjI2/YHdRppMXDntWg3wwmE7j5w6hJ9SMInUZC71t831YUQV4mnNLXf54Te6H0MrgFwPi5EDgHbOxuefnY2FjCw8Nv+TEWFhbU1dUxbNgwvvrqK3x8fH7GF9qGFZ6BwyvrQ63i89DPA4ZPApcg6D+6PoSyrN+DWFhYCNR3HANgrIEr2ZB/HE7tg5N74NIJ6DEYfB+FcQug1xClvrJmV1ZWxpo1a/j73/9OUVHRDUPQBvfccw/nz5/Hzu7W34OUnoFjKyHzSyg7D/d4wL2T4N4g6D0aHP93+zdhrIHibLh6HC7sg/N7oPAEOAyGkY/C6AXQvWPc/qdPn2bVqlV89NFHGI1GnnzySV588UWGDGnjX1/FGTi9sj7UqjwP3T2gzyToEwTdR9eHUBY3uX9NNVCeDSXH4co+uLwHSk+A3WAY9CgMXQDdWv/rNxqNHDp0iK1bt7Jp0yYyMzPp06cP06ZNIyIigqlTp9K9ewuOGW7Las5Awcr6UKvmPHT1gO6ToHsQ2I2uD6G63OT+rquB6myoPA6l+6B0D1SdAJvBcM+j0HcB2Cjz/X7t6Ovdu3dTVFTEgAEDGD9+PBqNhl/+8pc33U3XYdXEQ9VqqN4MmMDKH2wm1Y8gtBwJlrd4/lJXBIZMMOjrP0/tXjBdBusA6DoXus6BLj/xu0MIIURrkDBLCCGEuJnc3NxGXVxpaWmkpaVRWVmJpaUlQ4YMaTKu0NPTk65duypdumhDjEYjR48eZffu3ezevZuDBw9SU1PD6NGjCQ0NJSQkhKCgoNbvAKwohZQDkLgHTqbUh1WXztZ3Xl3P2rY+6HIeCe73gV8wuPm0/G6fVlJVVcWWLVtYvnw5Bw8eZNSoUcyfP5958+Z1vM7M21VZAke3QKoW0vbA5TP1f25rDz36Q7ce9d1VtVVQWVofZJXUj3LFzhHcJ4DHJPCbDv1vf/dNXV0dY8aM4cSJExiNxpt+nKWlJbNmzeLzzz9XdoRZS6ozQc5eyNxZH0rlHq0PoC2swHEg2HZn9fcVdOkCT4/tBtWlUJJbv5PJwhLuVYHLJBgxpT4I69K2uybvVE1NDffddx/Jyck/+bFWVlb8/e9/Z+nSpbd/gToTXNgLZ3fWh1IFR6Hux9vffiBYd//fiMDaMqgthfIfb/8ultBPVR+COU+pD8I6yO1/9OhRli9fzvr16+nTpw/z588nKirqf4Fqe1Fngit74dJOKNgDxT/ev12soOtAsOr+vxGBhjIwlEJVbv2OpC6W0FNVH4L1mwK9W//+vXTpEjt27Gg0PtDb25vw8HCmT5/O2LFjsWjjndKtywSle6Fk/uzxEwAAIABJREFUZ30oVXHN/W09ECy7/29EoKkMjKVQe8393U1VH4I5TqkPwmjd2zY7O5v9+/cTHx9PXFwc+fn59OrVi+DgYEJCQtBoNLi5ubVqTW1WXQlUb6nvrKrdA8Yfn790sQeL/vVdVl26QV0V1JXWB1mmH5+/dHEEmwlgPQlsp4NlM+zuE0II0ZwkzBJCCCHuhMFg4OzZs012ch0/fpzq6mqsrKxwdnZuFHKpVCrc3d077oGruCPl5eXs37+f3bt3o9VqOX78OFZWVowbN46QkBBCQkIYN24cNjY3eaVwS6qpgsqy+lGE1ZX1Yyi7OYJ9jzY/PrC56PV6YmJi+OKLL7CysuI3v/kNixcvxsvLS+nSlFV6GXLTIS8dSq/Uh1fV5WDbDbp2h64O9Z1bA0ZA36F3dbD73//+l4cffrjJmLgGlpaWzJw5k3Xr1nXcsUk3UlsJlzOhIAOKzkB1GUEvrgVg3ztP1e8i6zmkfixhnxFg3fFfRX7y5EkCAwO5cuUKtbW1N/04BwcHLly4gKOj48+/mKESijKhKANKzvwYYP041traof7NcQj0HAk9R4BVx7n9TSYTsbGxrFixAq1Wi4+PDy+88AKzZ89uvH+sPTNWQlkmlGVA5ZkfA6wf718rh/o3uyH1YwkdRoBl696/dXV16PV6tm3bRmxsLD/88APW1tYEBQURERFBRERE2++Ka0tMlVCdCVUZ9d1bxrL6EAvqQy1Lh/quq64jwXYEWLTe/V1XV8eJEyfYv38/+/fvZ9++feTm5mJnZ0dAQIA5vPLz85N/W9wO02UwpoMhHequgKkI6srrA60u3ev3YFmNBMsRYDmU1g4qhRBC3BEJs4QQQojmUFtbS2ZmZpNxhRkZGRiNRqytrXFzc2syrnDUqFHyytlOrqCggL1795pHxZw6darJvi1fX1/5PmllRUVF/Oc//2H58uWcOHEClUrFkiVLOtbhbRtlMpnw8PAgKysLk8nU6P9ZWFgwc+ZM1q9f37mCrBvIy8tj0KBB1NXVce7cuc43UupHZ86cYfz48eTn598w0LK2tmbp0qW8/vrrClTXvlVXV7Nx40beeOMN0tPTCQkJYcmSJURERChdWqdQXl5OfHw8W7duJTY2lgsXLtCvXz+mTJlCREQEkydPpkePHkqXKZpBw9hAnU7Hnj17OH/+PPb29vj4+BAYGIhGoyEwMFCmPwghhOjsJMwSQgghWlJNTQ1ZWVlNQq709HRMJhM2Nja4uro26uLy9PRk2LBhdOnSRenyhQJycnLQ6XQkJCSwdetWcnNz6dOnD5MmTUKtVhMYGIhKpVK6zE7DZDIRHx9PTEwMmzZtok+fPsydO5dFixbh7OysdHkd1ueff87cuXMbdWdZWlpiZWXFW2+9xeLFixWsrm149913+d3vfgfAv//9b1544QWFK1LO2bNnUavVXLx4sUmgZWtry7lz5+jbt69C1bU/ly5d4sMPP+T999+nrKyMWbNm8fvf/x4PDw+lS+vwcnJy2LJlC1u3bmX//v0YjUZ8fHwIDw8nIiICPz8/eX7YzhmNRtLT00lISECr1Zp3qzo4OODv729+rjdhwgRluvSFEEKItkvCLCGEEEIJJSUlZGVlNRlXeOrUKerq6nB0dMTNza3JTi4XFxelSxet7Nol37t27aK4uBgnJyfzK3XDwsIYNGiQ0mV2Crm5ucTExLBy5UouX75McHAwS5YsITw8XA4Xm5nRaMTV1ZUzZ85QV1eHpaUlDz74IGPHjuWVV14hOjqa5557TukyFeXj40NKSgoAY8aMISkpSeGKlLNx40bmz5+Pvb09ly5dwmAwAPVdWQsXLiQ6OlrhCtuHrKws3n//fVavXo2DgwNPPfUUS5YsYeDAgUqX1mFVVVWh0+nQarVs3ryZ9PR0evfuTXBwMBqNhunTpzNgwAClyxR3wWAwkJycbH6hklarpbCwEEdHR+677z40Gg1qtZpx48ZJ57cQQghxaxJmCSGEEG1JcXEx2dnZjUIuvV5PXl4eAD179mT48OGNurhGjx4tBx2dRMOBSEO4deDAAaqrq3FxcTGPJAwNDaVnz55Kl9qh1dTUsHnzZmJiYtBqtbi5uTFv3jyefvppevfurXR5Hcbq1atZsGABXbp04aGHHuKLL77A0tKSt956i9/97nedOtA6efIkbm5ujTrXMjIyGDFihIJVKeOrr74y77Z78cUXGT9+PHl5edTU1GBlZUVOTg6DBw9Wusw2TafTsWzZMmJjYxk+fDiLFy/mmWeeoVu3bkqX1iGdOXOGnTt3otVq2bFjB6WlpXh4eBAREYFGoyEoKEhCjXbs2udqOp2O/fv3U1JSQv/+/fnFL35hfjGSjJAWQggh7piEWUIIIUR7UFhY2KSLKyUlhUuXLgHQq1evJl1c3t7eMlapg6uoqODgwYPmcCsxMZEuXbrg4+NjDrdkx0LLSk9PZ+XKlaxduxaDwUBERATPP/88AQEBSpfW7tXU1DB06FAmTJjAl19+2WjRfUOgtXz5cpYsWaJglcr429/+xt///nfzSD0bGxtee+01/vjHPypcWev6+uuv+c1vfsOiRYtYvnw5AOfPn2f8+PGcPn2auXPn8umnnypbZBvVEMq/+eabfP/996jVaqKiopg5c2ajnzVx94xGI0lJSebxgUePHsXOzo6AgADCw8OZOXOmBK7tWFFREQcPHiQhIYEDBw7w3XffUV1djbOzM0FBQUyYMIEJEyZ0yhcbCCGEEM1MwiwhhBCiPbs+5NLr9aSkpFBaWgr8L+Rq6OLy8PDAx8cHBwcHhSsXLeHy5cvs2bPH/GrgtLQ07OzsUKvV5jE2/v7+WFlZKV1qh1NaWsr69ev54IMPSElJQaVSERkZyWOPPSbdDXfh0KFD3HfffTc8XO/MgZabmxvZ2dmN/szFxYWTJ08qVFHr27ZtGzNnzuTxxx/no48+ajTq88KFC4SGhrJp0yZGjhypYJVtT0lJCZ988glvv/02ubm5TJs2jddee41x48YpXVqH0vD7eMuWLWzZsoWioiJzF3V4eDiTJ0/G1tZW6TLFz3D69Gl0Oh0HDx7kwIEDpKWlYTKZcHd3JyAgwBxgDR06VOlShRBCiI5GwiwhhBCiI8rNzW3UxZWamkpSUhLl5eUAODk5Neri8vDwwNfXF3t7e4UrF80pLy/PvItj27ZtnD9/nu7duzNu3Dhz55ZKpVK6zA5Hr9cTHR3Nhg0bsLe3Z9asWTz//POMGjVK6dI6nLfffpuXX365UwVaiYmJ+Pn53fT/+fj4tHJFrW/79u08+OCDzJkzh5iYmBvurCsvL5ffadc4deoUH330EatWrcJkMvHkk0/y0ksv4ezsrHRpHUZqaipbt25ly5YtHDp0CAsLC8aNG0dERAQRERF4eHgoXaK4Q0ajkfT0dBISEtDpdOh0Ok6dOoWVlRXe3t6o1WoCAwOZOHGiTEMQQgghWp6EWUIIIURncm3IpdfrSUtLIy0tjcrKSqA+5Lq2i6vhvZ2dncKVi+aQk5NjHkm4e/duioqKGDBgAOPHj0ej0TBt2jQZddSMLl68yKeffsrKlSs5d+4cwcHBREZG8uCDD0p3XDNqCLTeffddoqKilC6nxTXsC6upqWn05zY2Njz//PMsW7ZMocpax44dO3jggQd47LHHiImJkZ0zP6EhXF+/fj2DBg1iwYIFzJ8/X3YrNoOrV6+ye/dutm/fzvbt27l06RKDBw8mLCyMsLAwQkJCJFBtZ8rLy0lMTDSHVwkJCRQWFppfCNQQXqnVanluLIQQQrQ+CbOEEEKIzs5gMHD27NkmO7lSU1OpqqrCysoKZ2fnJju5Ro8eLSNy2rGGHR4N4daBAweorq42j0FqeOvVq5fSpbZ7JpOJ+Ph4oqOjiY2NxcnJiWeeeYZFixbRr18/pcvrEDpLoFVXV8e9995LXl7eDf//gAEDuHDhQocNeHbu3MkDDzzAI488wurVqzvs13m3TCYTsbGxLFu2jISEBPz8/IiKiuKRRx6RIP0u1NXVcfToUXbs2MG2bds4cuQIXbp0ISAggGnTphEWFsaYMWOULlPcgfz8fL7//ntzePX9999TU1ODk5OTObQKDAzE19dXHm+EEEII5UmYJYQQQogbq62t5dy5c426uFJTU8nIyMBoNGJtbY2bm1uTLi53d3dZHt8OVVRUcPDgQXO4lZiYSJcuXfDx8TEHW4GBgXTt2lXpUtu17OxsPv74Yz7++GNKS0uZMWMGkZGRaDQapUtr99555x1eeukl3njjDZYuXap0OS1i//79BAUF/eTHjB8/vpUqaj27du1ixowZzJ49m48//lgOlm+grKyMdevW8c4775CVlUVYWBhRUVHy+HIXysrK2LNnD1u3biU2NpYLFy7Qr18/goKCCA8PJyIiQl700U7U1dWRlpbWqOsqJycHKysrxowZ0yi8GjhwoNLlCiGEEKIpCbOEEEIIcWdqamrIyspq0sWVnp6OyWTCxsYGV1fXJiHXqFGj5PCxHbl8+TKHDh0iISEBrVaLXq/Hzs4OPz8/AgMD0Wg0BAUFYW1trXSp7VJ1dTXffvst0dHRJCQk4O7uzoIFC5g3bx4ODg5Kl9duNQRa//rXv/j973+vdDnNbuHChaxdu7bJiMEG1tbWzJs3j5UrV7ZyZS1r9+7dzJgxg1mzZrF27Vr5XXKdixcvsnLlSt577z3Ky8uZNWsWr7zyiuzp+5kadl9ptVr27duHyWTCx8fHHF75+fndcE+baFtKS0tJTk42h1eHDh3iypUr2Nvb4+PjYw6vxo8fL2M3hRBCiPZBwiwhhBBCNI/q6mqys7MbdXGlpaVx6tQp6urqcHR0xM3Nrcm4wmHDhsmhUDuQn5/PgQMH0Gq1bN++nXPnzuHg4IC/v7+5c0sO+H4evV5PTEwMX3zxBZaWlsyePZvFixfj5eWldGnt0rvvvsuLL77Y4QKt2tpa+vbtS3Fx8S0/ztHRkYKCAmxsbFqpspa1f/9+wsLCCA8P58svv5TO32ukpKTwwQcf8Nlnn+Ho6MjChQtZvHgxffr0Ubq0dkW6r9o/k8nEiRMnOHz4MIcOHeLw4cOcOHECk8mEi4sL999/P/7+/gQEBDBmzBgZtymEEEK0TxJmCSGEEKJlFRcXk52d3WQnV05ODgA9evTA1dW1Ucg1duxYnJycFK5c3EpOTo55JKFWq6WwsJD+/fszYcIENBoNU6ZMYciQIUqX2a4UFxezceNGoqOjSUtLQ6VSsWTJEmbPni0dcHeoIdD65z//ySuvvKJ0Oc1i27Zt/PKXv8TS0vKmnUkmkwmj0UhsbCxhYWGtXGHzO3DgAGFhYYSFhfHll1/KAfSPdDody5YtIzY2FldXV5599lkiIyOxs7NTurR2Q7qv2rebdV1169YNX19fVCoVgYGBTJgwgf79+ytdrhBCCCGah4RZQgghhFBGYWFhk4Dr2LFjXLx4EYBevXo16eIaM2YM/fr1U7hycT2j0UhSUpI52NLpdFRVVeHi4mLu2goJCeGee+5RutR2wWQyER8fT0xMDJs2baJPnz7MnTuXhQsXSkB4BzpaoHXkyBGSk5Mb/VlMTAwAkZGRjf7c29ubcePGtVptLUGn0zFt2jSmTZvGunXrOn2QVVNTw4YNG3jzzTc5fvw4arWapUuXEh4eLqHLbZDuq/YtJycHnU6HXq8nISGBxMRETCYTTk5O5nGBKpWKX/ziF9ja2ipdrhBCCCFahoRZQgghhGhbbhRyJScnU1BQADQNuVQqFd7e3nTv3l3hykWDysrKRgvW9+3bh9FoxNfXF41Gg1qtZuLEiXKf3Ybc3Fw+//xz3n//fXJzcwkODmbJkiVygH2bli9fzgsvvNBhAq3rzZo1C4D//Oc/ClfSvBISEpg2bRpTpkxh/fr1nTrIKi4u5tNPP+XNN9+koKCAGTNm8Nvf/pb77rtP6dLaPOm+ap9+ateVdF0JIYQQnZaEWUIIIYRoH3JzcxsFXKmpqSQnJ1NWVgaAk5NToy4uDw8PfH19sbe3V7hycfXqVfbu3UtcXBxxcXFkZGTQtWtXAgICCAkJISQkBJVK1akPrH9KTU0NmzdvJiYmhri4OIYPH87TTz/N008/Te/evZUur01rCLT+8Y9/8OqrrypdTrPqiGHWwYMHmTp1KqGhoWzYsKHTjtjMyckhOjqaNWvWYGlpyRNPPMFvf/tbBg8erHRpbVZhYSG7d+9m+/bt7Nixg/z8fAYOHMjUqVOZNm0aGo2Gnj17Kl2muIbBYODYsWMcOXKE7777jsOHD5Oenk5dXR2urq74+/vj7+/P/fffL7uuhBBCCCFhlhBCCCHatxuFXImJiVRUVACNQy6VSmX+b9ktopz8/HwOHDiAVqtlx44dnD17Fnt7e+6//37zWEJfX9+b7gXq7NLT0/n000+JiYmhoqKC6dOn8/zzzxMQEKB0aW3W8uXLefHFF/n73//eoQKtjhZmHTp0iClTpqDRaNi4cWOnDLL0ej3R0dGsW7cOZ2dn5s+fz4IFC+jRo4fSpbU5JpOJxMRE84hb6b5q+06dOmUOrr777juOHj1KZWUl3bt3Z+zYsebwyt/fX8ZKCyGEEOJ6EmYJIYQQouMxGo2cOXOmybjC1NRUqqqqsLKywtnZuclOLk9PT7p27ap0+Z1OTk6O+TAyPj6eK1eu0LdvXyZOnIharSYwMBCVSqV0mW1OaWkp69ev54MPPiAlJQWVSkVkZCSPPfYY3bp1U7q8NqcjBlodKczS6/WEhoZy//338/XXX3eqvTcmk4nY2FjeeOMNDh48iEqlYsmSJTzyyCPSiXKd3Nxcdu7cyc6dO9FqtVy5coXBgwczZcoUcxAq3VdtQ0lJCSkpKeY9V/v37+fixYtYWloycuRIVCqVeWSgj48PlpaWSpcshBBCiLZNwiwhhBBCdB4Gg4GzZ882Crf0ej0ZGRkYjUasra0ZPHhwky4ud3d3OWRpJSaTiRMnTpCQkIBWq2XXrl0UFxebl7xrNBqmTp2Ks7Oz0qW2KXq9npiYGD777DNsbW15+OGHiYqKwsPDQ+nS2pRVq1axaNEiXn/9df7whz8oXc5d6yhh1tGjR9FoNPj7+7Np06ZOE2SVlZWxbt063n77bbKzswkLCyMqKgqNRqN0aW2GwWDg8OHD5t1XR48exdbW1vz7QKPRSPdVG2AwGMjIyDDvudLr9aSnp2MymXBycmoUXAUEBMgLLoQQQgjxc0iYJYQQQghRW1tLZmZmky6uhoMYGxsbXF1dm+zkGjVqlIzCa2FGo5GkpCRz55ZOp6OqqgoXFxfzQWZwcLDsjfrRxYsX+fTTT1m1ahVnz54lODiYyMhIHnzwQenw+NFHH33EwoULO0Sg1RHCrMTERDQaDffddx+bNm3qFN2x+fn5rFq1ivfee4/q6moeffRRXnjhBdzd3ZUurU24tlt3586dlJSUNHrMnzp1Kt27d1e6zE4tNze3UXCl1+upqqrC0dERLy8vc3A1YcIE+vfvr3S5QgghhOgYJMwSQgghhLiZmpoasrKyGnVxpaWlcerUKerq6rC1tWX48OGNurg8PT0ZNmyYvEq8hVRWVpoP0BISEti3bx+1tbWNDjonT57c6ffLmEwm4uPjiY6OJjY2FicnJ+bMmcPixYsZNGiQ0uUprqMEWu09zEpKSkKj0aBSqdi8eXOHD7KSkpJ455132LBhA/fccw8LFizgueee6/RhfEVFBQcPHkSr1bJlyxbS0tLMexTDw8OZMWMGQ4cOVbrMTis3N5cffviB77//3rzrqqioCFtbW3x8fLjvvvvMb25ubvL8RwghhBAtRcIsIYQQQog7VVJSQlZWVpOdXDk5OQD06NEDV1fXJju5XFxcFK684ykrK+Pw4cPmV/EfPXoUCwsLfHx8zOFWYGBghz8kv5Xs7Gw+/vhj1qxZQ0lJCTNmzCAyMpKQkJBOfegYExPDggUL+Nvf/sZrr72mdDk/S3sOs5KTkwkJCcHPz49vv/22w/6M1tXVERcXZw6Wvby8ePbZZ3n88cc77Nd8O3JyctiyZQtbt27lwIEDVFdX4+HhQUREBBqNhgkTJmBjY6N0mZ1OQUEBP/zwQ6O33NxcunTpwogRIxoFVz4+PnIfCSGEEKI1SZglhBBCCNFcioqKOHnyZKMuruPHj5Ofnw9Ar169mgRcXl5eMoKnGV26dIl9+/aZw62cnBzs7OxQq9Wo1WoCAwMJCgrC2tpa6VJbXXV1Nd9++y3R0dEkJCTg7u7OE088wfz58+nZs6fS5SmivQda7TXMSklJISQkBF9fXzZv3oydnZ3SJTW76upqNm7cyL///W9SU1NRq9UsXbqU8PDwThkiX7lyhfj4eLRaLdu2beP8+fP07duXiRMnotFoCA8PZ+DAgUqX2amUlJSQkpJiHhOo1+s5ceIEdXV1jfZcqVQqAgICOn0HoRBCCCEUJ2GWEEIIIURLKywsbNLFlZycTEFBAXDjkMvHx4c+ffooXHn717DXQ6vVsn37ds6dO4eDgwP+/v7mzi0/P79Od7is1+uJiYnhiy++wNLSktmzZ/Pss88yZswYpUtrde050GqPYVZ6ejoTJ05kxIgRbN++HXt7e6VLalYFBQWsXbuWFStWcPnyZR5++GFefvllvLy8lC6tVV2/73Dv3r3U1dWZu2bDw8MJCAiQvZOtpKysjKSkpEbBVcNe0OuDq3HjxtGvXz+lSxZCCCGEuJ6EWUIIIYQQSmkIuRq6uFJTU0lOTqasrAwAJyenRgGXh4cHPj4+ODg4KFx5+5WTk2M+XI2Li+Pq1av069ePoKAgNBoNarUaT09PpctsNcXFxWzcuJHo6GjS0tJQqVRERkZ2uhFoq1evZv78+fz1r3/lj3/8o9Ll3Lb2Fmalp6czadIkXF1d2b59e4d6LMvOzua9997j448/xtramrlz5/Lyyy93qh11+fn57Nq1i61bt6LVaiksLGTYsGGEhoai0WgIDQ3ttF2gram2tpbMzEz0er15x2RGRgZGo5GePXvi6elJYGAgarWaX/ziFwwYMEDpkoUQQgghboeEWUIIIYQQbU1ubm6jLq7U1FSSkpIoLy8Hbhxy+fn50a1bN4Urb18aOgd0Oh0JCQns3LmTkpISnJycCAwMRKPRMG3aNAYPHqx0qS2uYa9PTEwMmzZtonfv3jzxxBMsXLiQIUOGKF1eq2iPgVZ7CrMyMjKYNGkSLi4u7Nixo8MEWTqdjhUrVvD1118zZMgQlixZwtNPP93hOs5upLKy0tz52rCzsGvXrqjVanPnq0qlUrrMDq2qqqrRqMAffviB1NRUDAYD99xzD2PHjm301hl+nwkhhBCiw5IwSwghhBCivcjNzW3UxZWWlkZaWhqVlZVYWloyZMiQJuMKPT09O1WHzd0wGAwkJyebD2YPHDhAdXU1Li4u5oPZkJAQ7rnnHqVLbVG5ubl8/vnnvP/+++Tm5hIcHMySJUs6xa6f1atXs2DBAv7yl7+0i0CrvYRZmZmZTJw4kWHDhrFjxw66d++udEl3xWQyERsbyz//+U8OHz6MSqViyZIlPProo1haWipdXou6trt1x44dlJaWmh8jw8PDCQ0Nld85LaS8vJykpCSOHj1qfktLS8NgMNCjRw/8/PwaBVcuLi5KlyyEEEII0ZwkzBJCCCGEaM8MBgNnz55tspPr+PHjVFdXY2VlhbOzc6OQS6VS4e7u3uEPXe9WRUUFBw8eRKvVotPpOHLkCCaTCV9fX9RqNYGBgUyZMgVHR0elS20RNTU1bN68mZiYGOLi4hg+fDhPP/008+bN69D73BoCrT//+c/86U9/UrqcW2oPYVZWVhYTJ05k6NCh7T7IKi0tZe3atbzzzjucP3+esLAwXnnlFQICApQurcWUl5dz6NAhtmzZwubNmzlz5gwODg5MnDiRiIgIpk6dirOzs9JldjilpaUkJyc32nHVMCqwR48ejB49utGeq1GjRsn+MSGEEEJ0dBJmCSGEEEJ0RA07M64fV9hwGGZtbY2bm1uTcYVyIHZzpaWlHDlypNFILUtLS7y9vc2dW+PHj8fW1lbpUptdRkYGn3zyCTExMVRUVDB9+nSioqJQq9VKl9Yi2kug1dbDrKysLCZNmoSzszM7duxot8FvXl4eH330EStWrKC2tpZHHnmEl156iREjRihdWrMzmUwkJiaaH+f279+PwWDA19fX/DgXFBSEtbW10qV2GCUlJY1GBer1etLT0zGZTOYdV9cGVx4eHh2+S1YIIYQQ4gYkzBJCCCGE6ExqamrIyspqEnI1HJzZ2Njg6uraqIvL09OTYcOGyeHZdS5evMj+/fvRarXs3r2bU6dO0a1bNwICAtBoNKjVasaNG9ehDn1LS0tZv349H374IcnJyahUKiIjI3nsscc63M62jz/+mPnz5/OnP/2JP//5z0qXc0NtOcw6c+YMQUFB9O7dG61WS69evZQu6Y4lJiby7rvvsmHDBnr37s38+fNZsmRJhxs1WlBQwN69e9FqtWzdupXc3Fz69etHUFAQGo2G6dOnM2DAAKXL7BCKioo4fvx4o+DqxIkT1NXV0atXL/PvXQmuhBBCCCGakDBLCCGEEELUvzI8KyurybjCU6dOUVdXh6OjI25ubk12cslOjv/JyclBp9ORkJDAtm3bOH/+PA4ODvj7+5s7Gvz8/DrMwaRerycmJobPP/8cGxsbHn74YaKiovDw8FC6tGbT1gOtthpmnTlzhokTJ9KrVy+0Wm27Cn9MJhPx8fFER0ezdetWvL29WbRoEY8//niH2QVlNBpJSkpiy5YtbN261dxlOm7cOCIiIjrcY5VSzpw5Q1JSEomJieZdV+fOnQPA2dkZPz8/85tKpZLAUAghhBDi1iTMEkIIIYQQN1dcXEx2dnajkEuv15OXlwdAz549GT58eKMurtGjR8vQ4zuhAAAaAklEQVShHPXhVsOoLq1WS2FhIf3792fChAloNBpCQ0MZNmyY0mXetYsXL/Lpp5+yatUqzpw5Q0hICJGRkTz44INYWVkpXd5dW7NmDZGRkW0y0GqLYdbZs2eZOHEiPXr0IC4urt0EWdXV1WzcuJE33niD9PR0QkJCWLJkCeHh4R0i1Ln28WjXrl0UFxfj4uJiDto78v6/lmYwGMjIyDCHVg0B1tWrV+nSpQsuLi74+vo2Cq468t5BIYQQQogWImGWEEIIIYS4c4WFhU26uFJSUrh06RKAeVzStV1c3t7e9O3bV+HKlWE0Gvnhhx+Ij48nLi6OgwcPUllZyfDhwwkODiY4OJhJkybRv39/pUv92Ro6WmJiYvj666/p378/c+bMYfHixQwaNEjp8u5KQ6D18ssv88YbbyhdjllbC7OuDbK0Wi29e/dWuqSfdOnSJT788EM++OADSkpKePjhh1m6dCmenp5Kl3ZXysrK2Lt3Lzt27GDXrl1kZWXh4OBASEgIU6ZMYcqUKdJZ+zM0jOq9dkxgYmIiFRUVWFlZMWLECPMLOzw8PAgICGgXPwdCCCGEEO2AhFlCCCGEEKL5XB9y6fV6UlJSKC0tBWi0E6ThsM/HxwcHBweFK29dVVVVHDp0iPj4eOLj4/nuu+8wGo14eHiYw62goKB2uWcI4OTJk6xevZo1a9ZQUlLCjBkziIyMJCQkpN12ubTFQKsthVnnzp1j4sSJdO/enbi4uDZ/gJ+VlcX777/P6tWrsbe3Z968eSxZsoSBAwcqXdrPYjKZSExMNHdfHThwgOrqalxcXAgPDyciIoLx48dja2urdKntxo32W2VkZGA0GunevTtjxoxptF9y7NixHWYUpRBCCCFEGyRhlhBCCCGEaHm5ubmNurhSU1NJSkqivLwcACcnp0ZdXB4eHvj6+mJvb69w5a2jvLycQ4cOodVq0el05nDL3d2dwMBA81jCnj17Kl3qHamurubbb78lJiYGrVbLyJEjefLJJ4mMjGyXQd3atWt55pln2kyg1VbCrPPnzzNx4kTs7e2Ji4tr0yPUdDody5YtIzY2FhcXF5577jmeeeYZunXrpnRpd+zcuXPs2rWL3bt3o9VquXLlCgMGDCA0NJTJkycTGhrarrs9W1NOTk6jEYFJSUmcP38egIEDB+Lj44Ovr6/5vYuLS7sN5oUQQggh2ikJs4QQQgghhHKuDbn0ej1paWmkpaVRWVkJ1Idc13ZxNby3s7NTuPKWVVZWxuHDh81dFkePHsXCwgIfHx80Gg1qtdrcBdNe6PV6YmJi+PLLL7GwsGD27NksWrQIb29vpUu7I20p0GoLYVZ+fj6TJk0CYM+ePW1yX15tbS3ffPMNb731Ft999x1qtZqoqChmzpyJpaWl0uXdtoqKCg4ePNjocaFr166o1Wrz7is/Pz8JWW6htraWzMxMc6dVWloaSUlJXL58Gfjf75yGt7Fjx+Lk5KRw1UIIIYQQAgmzhBBCCCFEW2MwGDh79myTnVypqalUVVVhZWWFs7Nzk51co0eP7rAjtAoKCti7dy86nY6EhAT0ej1WVlZ4e3ubD7Hbywix4uJiNm7cyIoVK0hNTUWlUhEZGcnjjz/ebkZ0NQRav/3tb1m2bJlidSgdZl28eJFJkyZhMpnYu3dvmwuySkpK+OSTT3j77be5cOECYWFh/OEPf8Df31/p0m7LrUYHNvzcT5s2rdONab1dFy5cIDk5mZSUFJKSkkhOTiYrKwuj0Yi9vT1eXl54e3vj4+PDmDFjGDNmjNyWQgghhBBtl4RZQgghhBCifaitreXcuXONurhSU1PNO0ysra1xc3Nr0sXl7u7errovbkd+fj4HDhxAq9Wya9cuTp8+Tbdu3QgICECtVhMYGEhQUBDW1tZKl3pLOp2OFStWsGnTJnr37s0TTzzBggULGDp0qNKl/aS2EGgpGWZdvHiR4OBgjEYje/bsaVPdK6dPn2bVqlV89NFHGI1GnnzySV588UWGDBmidGk/6dqf7S1btpCXl0e/fv0ICgpCo9EQFhbGoEGDlC6zTTEYDGRkZDTq8v3hhx/Iz88HGo+xbei46oi/F4QQQgghOjgJs4QQQgghRPtWU1NDVlZWky6u9PR0TCYTNjY2uLq6Ngm5Ro0ahYWFhdLlN4ucnBxz19b27ds5d+4cDg4O+Pv7mzs4fH192+zXm5eXx2effcYHH3zAhQsXCA4OJjIyss2PgVM60FIqzLp06RLBwcHU1tayZ88eBg4c2KrXv5mjR4+yfPly1q9fT9++fYmMjCQqKqpN72eT0YF3pqioiOPHjzd6QYNer6eqqsr8goZrR9OOGzeOfv36KV22EEIIIYS4exJmCSGEEEKIjqm6uprs7OxGh55paWmcOnWKuro6HB0dcXNzazKucNiwYe3+4DgnJ8d8OB4fH8+VK1fo06cP/v7+BAYGttkD8pqaGjZv3kxMTAxxcXG4uLjwzDPPMG/ePPr06aN0eTf0ySef8PTTT/PSSy/x73//u1WvrUSYVVBQQHBwMNXV1ezdu1fxIMtkMhEbG8uKFSvQarX4+vry/PPPM3v27DbZmSijA29PdXU1aWlpHD9+nOPHj5OSksKxY8e4cOECAP379zePCPT29mbMmDG4u7tjZWWlcOVCCCGEEKKFSJglhBBCCCE6l+LiYrKzs5vs5MrJyQGgZ8+eDB8+vFHINXbs2DY1Ru1OXRtu7d69m6KiIvr378+ECRPMB+guLi5Kl9lIRkYGn3zyCTExMVRUVDB9+nQiIyPRaDRKl9aEUoFWa4dZBQUFhISEUFlZyd69e7n33ntb5bo3Ul1dzcaNG/nXv/5FZmYmwcHBLFmyhIiICMVquhkZHXhzdXV1nDp1imPHjjUKrbKysjAYDNjY2ODh4cHo0aPx8vIyh1f9+/dXunQhhBBCCNG6JMwSQgghhBACoLCwsEnAdezYMS5evAhAr169mnRxjRkzpt2NsDIajSQlJaHVatHpdOzfv5+SkhKcnJzMXVtTp07F2dlZ6VIBKCs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+ "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import dask\n", + "# coloring order in order of execution: almost \"embarassingly\" parallel workflow\n", + "dask.visualize(water, color=\"order\", cmap=\"autumn\")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "4d551e44-37f5-401e-9c07-3e9e621152dc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "peak memory: 1015.82 MiB, increment: 531.14 MiB\n", + "CPU times: user 670 ms, sys: 397 ms, total: 1.07 s\n", + "Wall time: 5.34 s\n" + ] + } + ], + "source": [ + "%%time\n", + "%%memit\n", + "out = water.compute(scheduler=\"threads\", num_workers=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "25be6088-6c31-40a3-82f7-cf5c904800e4", + "metadata": {}, + "outputs": [], + "source": [ + "from dask.diagnostics import Profiler\n", + "\n", + "# full profiling: are workers busy? do they spend most of the time communicating? \n", + "with Profiler() as prof:\n", + " out = water.compute(scheduler=\"threads\", num_workers=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "e6fb494d-d5d0-4b39-baea-d8add14ec637", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + "\n" + ], + "text/plain": [ + "Figure(id='1002', ...)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "prof.visualize()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "e8785dac-63db-4337-9377-947cd30e5914", + "metadata": {}, + "outputs": [], + "source": [ + "# NOTE: mention `rioxarray` limitations with Dask?\n", + "# https://github.com/corteva/rioxarray/issues/119" + ] + }, + { + "cell_type": "markdown", + "id": "a1adedec-c007-4454-ab48-c6bcdc474f68", + "metadata": {}, + "source": [ + "## From collection to mosaics using `stackstac`" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "a446f63c-6807-4da6-ac9c-2a7b0ff9c470", + "metadata": {}, + "outputs": [], + "source": [ + "import stackstac" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "b95ec0ed-6dbf-4f14-bf75-fc77ec296e13", + "metadata": {}, + "outputs": [], + "source": [ + "# NOTE: mention CRS differences between stackstac and rioxarray\n", + "# https://github.com/gjoseph92/stackstac/issues/50" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "86692b69-3baf-4a43-bcbc-9a37fe8e7f01", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/miniconda3/envs/geospatial/lib/python3.10/site-packages/stackstac/prepare.py:413: FutureWarning: pandas.Float64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", + " xs = pd.Float64Index(np.linspace(minx, maxx, width, endpoint=False))\n", + "/opt/miniconda3/envs/geospatial/lib/python3.10/site-packages/stackstac/prepare.py:414: FutureWarning: pandas.Float64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", + " ys = pd.Float64Index(np.linspace(maxy, miny, height, endpoint=False))\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "\n", + "dask.array\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2021-01-12T10:46:26 ......\n", + " id (time) Date: Thu, 3 Feb 2022 23:42:52 +0100 Subject: [PATCH 02/27] add first draft of md document for episode and figures --- _episodes/20-parallel-raster-computations.md | 271 ++++++++++++++++++ fig/20-Dask-arrays-graph.png | Bin 0 -> 142349 bytes fig/20-Dask-arrays-s2-blue-band.png | Bin 0 -> 140233 bytes ...20-Dask-arrays-s2-scene-classification.png | Bin 0 -> 106154 bytes fig/20-Dask-arrays-s2-true-color-image.png | Bin 0 -> 528652 bytes ...Dask-arrays-s2-true-color-image_masked.png | Bin 0 -> 519123 bytes 6 files changed, 271 insertions(+) create mode 100644 _episodes/20-parallel-raster-computations.md create mode 100644 fig/20-Dask-arrays-graph.png create mode 100644 fig/20-Dask-arrays-s2-blue-band.png create mode 100644 fig/20-Dask-arrays-s2-scene-classification.png create mode 100644 fig/20-Dask-arrays-s2-true-color-image.png create mode 100644 fig/20-Dask-arrays-s2-true-color-image_masked.png diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md new file mode 100644 index 00000000..31742fa8 --- /dev/null +++ b/_episodes/20-parallel-raster-computations.md @@ -0,0 +1,271 @@ +--- +title: "Parallel raster computations using Dask" +teaching: TODO +exercises: TODO +questions: +- "TODO" +objectives: +- "Profile the timing of your raster calculations." +- "Open raster data as a chunked array." +- "Recognize good practices in selecting proper chunk sizes." +- "Setup raster calculations that take advantage of parallelization." +keypoints: +- "TODO" +--- + +Very often raster computations involve applying the same operation to different pieces of data. Think, for instance, to +the "pixel"-wise sum of two raster datasets, where the same sum operation is applied to all the matching grid-cells of +the two rasters. This class of data-parallel tasks can benefit from chunking the input raster(s) into smaller +pieces. In fact, operations on different data blocks can be run in parallel using multiple computing units +(e.g., multi-core CPUs), thus potentially speeding up the calculation. In addition, by processing the data +chunk-by-chunk, one could bypass the need to store the full dataset in memory, leading also to a smaller memory +footprint. + +In this episode, we will introduce the use of Dask in the context of raster calculations. Dask is a Python library for +parallel and distributed computing that provides a framework to work with different data structures, including chunked +arrays (Dask Arrays). Dask is well integrated with the Xarray's `DataArray`, which can use Dask arrays as underlying +data structures. + +> ## More Resources on Dask +> +> Dask and Dask Arrays, with links +> +{: .callout} + +It is important to notice, however, that the details of the computation determines the extent to which using Dask's +chunked arrays instead of regular Numpy arrays can lead to faster calculations (and lower memory requirements). +Depending on the nature of the calculation and the choice of parameters such as the chunk shape and size, one could even +observe worse performances. Being able to time profile your calculations is thus essential, and we will see how to do +that in a Jupyter environment in the next section. + +# Time profiling calculations in Jupyter + +Let's set up a raster calculation using assets from the search carried out in the previous episode. The search result, +which consisted of a collection of STAC items (an `ItemCollection`), has been saved in GeoJSON format. We can load the +collection again using the `pystac` library: + +~~~ +import pystac +items = pystac.ItemCollection.from_file("mysearch.json") +~~~ +{: .language-python} + +We select the last scene, and extract the URLs of two assets: the true-color image ("visual") and the scene +classification layer ("SCL"), the latter being a pixel-based classification mask (e.g., grid cells classified as +vegetation are labelled as "4", grid cells classified as water are labelled as "6", etc. - more details on the +classes and on the algorithm employed +[here](https://sentinels.copernicus.eu/web/sentinel/technical-guides/sentinel-2-msi/level-2a/algorithm)): + +~~~ +assets = items[-1].assets # last item's assets +visual_href = assets["visual"].href # true color image +scl_href = assets["SCL"].href # scene classification layer +~~~ +{: .language-python} + +Opening the two assets with `rioxarray` would show that the true-color image is available as a raster file with 10 m +resolution, while the scene classification layer has a lower resolution (20 m). In order to match the image and the mask +pixels, one could download the finer raster file and resample it to the coarser resolution. However, we can take +advantage of a feature of the cloud-optimized GeoTIFF (COG) format, used to store these raster files. COGs, in fact, +can include multiple lower-resolution versions of the original image, called "overviews", which are typically computed +using powers of 2 as down-sampling factors (e.g. 2, 4, 8, 16). This allows to avoid downloading a high-resolution image +if only a quick preview of it is required. + +We can thus open the first overview (zoom factor 2, or 2 times lower resolution) of the true-color image, together with +the full resolution image of the scene classification layer, and verify that they have the same resolution: + +~~~ +import rioxarray +visual = rioxarray.open_rasterio(visual_href, overview_level=0) +scl = rioxarray.open_rasterio(scl_href) +scl.rio.resolution() == visual.rio.resolution() +~~~ +{: .language-python} + +~~~ +True +~~~ +{: .output} + +We can now measure the time required for the first step in our calculation with raster files, which is downloading the +rasters' content. We use the Jupyter magic `%%time`, which returns the time required to run the content of a cell: + +~~~ +%%time +scl = scl.load() +visual = visual.load() +~~~ +{: .language-python} + +~~~ +CPU times: user 825 ms, sys: 1.07 s, total: 1.9 s +Wall time: 1min +~~~ +{: .output} + +~~~ +visual.plot.imshow(figsize=(10,10)) +scl.squeeze().plot.imshow(levels=range(13), figsize=(12,10)) +~~~ +{: .language-python} + +true color image scene +scene classification + +After having loaded the raster files into memory, we run the following calculation: we create a mask of the grid cells +that are labeled as "cloud" in the scene classification layer (labels 8 and 9, for medium- and high-cloud probability, +respectively), we use this mask to set the corresponding grid cells in the true-color image to nodata, and save +the masked image to disk as a COG. We measure the cell execution time using `%%time`: + +~~~ +%%time +mask = scl.squeeze().isin([8, 9]) +visual_masked = visual.where(~mask, other=visual.rio.nodata) +visual_masked.rio.to_raster("band_masked.tif", driver="COG") +~~~ +{: .language-python} + +~~~ +CPU times: user 3.9 s, sys: 733 ms, total: 4.64 s +Wall time: 4.66 s +~~~ +{: .output} + +We can inspect the masked image as: + +~~~ +visual_masked.plot.imshow(figsize=(10, 10)) +~~~ +{: .language-python} + +masked true color image + +# Dask-powered rasters + +## Chunked arrays + +We have mentioned that one way to include parallelism is to use chunked arrays. We select another band from the assets +(the blue band, "B02"): + +~~~ +blue_band_href = assets["B02"].href +blue_band = rioxarray.open_rasterio(blue_band_href, lock=False, chunks=(1, 4000, 4000)) +~~~ +{: .language-python} + +DataArray with Dask + +> ## Exercise: Chunk sizes matter +> We have already seen how COGs are regular GeoTIFF files with a special internal structure. Another feature of COGs is +> that data is organized in "blocks" that can be accessed via independent HTTP requests, enabling partial file readings +> (and, thus, efficient parallel access!). You can check the blocksize employed in a COG file with the following code +> snippet: +> +> ~~~ +> import rasterio +> with rasterio.open(cog_uri) as r: +> if r.is_tiled: +> print(f"Chunk size: {r.block_shapes}") +> ~~~ +> {: .language-python} +> +> In order to optimally access COGs it is best to align the blocksize of the file with the chunks employed for the file +> read. Open the blue-band asset ("B02") of a Sentinel-2 scene as a chunked `DataArray` object using suitable chunksize +> values. Which elements do you think should be considered when choosing such values? +> +> > ## Solution +> > ~~~ +> > import rasterio +> > with rasterio.open(blue_band_href) as r: +> > if r.is_tiled: +> > print(f"Chunk size: {r.block_shapes}") +> > ~~~ +> > {: .language-python} +> > +> > ~~~ +> > Chunk size: [(1024, 1024)] +> > ~~~ +> > {: .output} +> > +> > Ideal values are thus multiples of 1024. An element to consider is the number of resulting chunks and their size. +> > Recommended chunk sizes are of the order of 100 MB. Also the shape might be relevant, depending on the application! +> > We might select a chunks shape `(1, 6144, 6144)`: +> > +> > ~~~ +> > band = rioxarray.open_rasterio(band_url, lock=False, chunks=(1, 6144, 6144)) +> > ~~~ +> > {: .language-python} +> > +> > which leads to chunks of 72 MB. Also, we can let `rioxarray` and Dask figure out appropriate chunk shapes by setting +> > `chunks="auto"`: +> > +> > ~~~ +> > band = rioxarray.open_rasterio(band_url, lock=False, chunks="auto") +> > ~~~ +> > {: .language-python} +> > +> > which leads to `(1, 8192, 8192)` chunks (128 MB). +> {: .solution} +{: .challenge} + +## Lazy computations + +~~~ +scl = rioxarray.open_rasterio(scl_href, lock=False, chunks=(1, 2048, 2048)) +visual = rioxarray.open_rasterio(visual_href, overview_level=0, lock=False, chunks=(3, 2048, 2048)) +~~~ +{: .language-python} + +~~~ +%%time +scl = scl.persist() +visual = visual.persist() +~~~ +{: .language-python} + +~~~ +CPU times: user 1.29 s, sys: 975 ms, total: 2.27 s +Wall time: 21.4 s +~~~ +{: .output} + +~~~ +from threading import Lock +~~~ +{: .language-python} + +~~~ +%%time +mask = scl.squeeze().isin([8, 9]) +visual_masked = visual.where(~mask, other=0) +visual_store = visual_masked.rio.to_raster("band_masked.tif", driver="COG", lock=threading.Lock(), compute=False) +~~~ +{: .language-python} + +~~~ +CPU times: user 1.52 s, sys: 75.8 ms, total: 1.6 s +Wall time: 1.6 s +~~~ +{. output} + +~~~ +import dask +dask.visualize(visual_store) +~~~ +{: .language-python} + +dask graph + +~~~ +%%time +visual_store.compute() +~~~ +{: .language-python} + +~~~ +CPU times: user 1.59 s, sys: 242 ms, total: 1.84 s +Wall time: 1.41 s +[28]: +[None, None, None, None, None, None, None, None, None] +~~~ +{: .output} diff --git a/fig/20-Dask-arrays-graph.png b/fig/20-Dask-arrays-graph.png new file mode 100644 index 0000000000000000000000000000000000000000..9a4e431df104d92325aa8bfa181e30e8c1361951 GIT binary patch literal 142349 zcmdqJ2{hL2`Zi3ZG@*o)JBbVtp~+k-gfcXsLgrE-+{O%*QphZ1Dnp2j$vl)bs_oRP@Lwjm{Q~iiwYmzjCn=VR|2@x-^`oHJO>z3<@$)vJgKgGV z&tGVn85NG7@O5e5dQ5&5alx$pJ9N}S^#sm(}q*w4p!@?-STta*ogc7&dHP?;Bj*YG0E-zPOOVEMyTeDPAjFE5Q}q z#6shWb^Q6``A(^3%D;X=LBUua%<}iIo(t4;|NRRJ2dWC1q6Tj<34AS`@&@G{EX4~#Y 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--- _episodes/20-parallel-raster-computations.md | 91 ++++++++++++-------- 1 file changed, 55 insertions(+), 36 deletions(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 31742fa8..ebfc130d 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -16,33 +16,33 @@ keypoints: Very often raster computations involve applying the same operation to different pieces of data. Think, for instance, to the "pixel"-wise sum of two raster datasets, where the same sum operation is applied to all the matching grid-cells of the two rasters. This class of data-parallel tasks can benefit from chunking the input raster(s) into smaller -pieces. In fact, operations on different data blocks can be run in parallel using multiple computing units -(e.g., multi-core CPUs), thus potentially speeding up the calculation. In addition, by processing the data -chunk-by-chunk, one could bypass the need to store the full dataset in memory, leading also to a smaller memory -footprint. +pieces: operations on different data blocks can be run in parallel using multiple computing units +(e.g., multi-core CPUs), thus potentially speeding up the calculation. In addition, processing chunked data can also +lead to smaller memory footprints, since one may bypass the need to store the full dataset in memory. In this episode, we will introduce the use of Dask in the context of raster calculations. Dask is a Python library for parallel and distributed computing that provides a framework to work with different data structures, including chunked -arrays (Dask Arrays). Dask is well integrated with the Xarray's `DataArray`, which can use Dask arrays as underlying +arrays (Dask Arrays). Dask is well integrated with (`rio`)`xarray` objects, which can use Dask arrays as underlying data structures. > ## More Resources on Dask > -> Dask and Dask Arrays, with links +> TODO: Dask and Dask Arrays, with links > {: .callout} -It is important to notice, however, that the details of the computation determines the extent to which using Dask's -chunked arrays instead of regular Numpy arrays can lead to faster calculations (and lower memory requirements). -Depending on the nature of the calculation and the choice of parameters such as the chunk shape and size, one could even -observe worse performances. Being able to time profile your calculations is thus essential, and we will see how to do -that in a Jupyter environment in the next section. +It is important to notice, however, that many details determine the extent to which using Dask's chunked arrays instead +of regular Numpy arrays leads to faster calculations (and lower memory requirements). The actual operations to carry +out, the size of the dataset, and parameters such as the chunks' shape and size, all affects the performance of our +computations. Depending on the specifics of the calculations, serial calculations might actually turn out to be faster! +Being able to time profile your calculations is thus essential, and we will see how to do that in a Jupyter environment +in the next section. # Time profiling calculations in Jupyter -Let's set up a raster calculation using assets from the search carried out in the previous episode. The search result, -which consisted of a collection of STAC items (an `ItemCollection`), has been saved in GeoJSON format. We can load the -collection again using the `pystac` library: +Let's set up a raster calculation using assets from the search of satellite scenes that we have carried out in the +previous episode. The search result, which consisted of a collection of STAC items (an `ItemCollection`), has been saved +in GeoJSON format. We can load the collection using the `pystac` library: ~~~ import pystac @@ -51,10 +51,10 @@ items = pystac.ItemCollection.from_file("mysearch.json") {: .language-python} We select the last scene, and extract the URLs of two assets: the true-color image ("visual") and the scene -classification layer ("SCL"), the latter being a pixel-based classification mask (e.g., grid cells classified as -vegetation are labelled as "4", grid cells classified as water are labelled as "6", etc. - more details on the -classes and on the algorithm employed -[here](https://sentinels.copernicus.eu/web/sentinel/technical-guides/sentinel-2-msi/level-2a/algorithm)): +classification layer ("SCL"). The latter is a mask where each grid cell is assigned a label that represents a specific +class e.g. "4" for vegetation, "6" for water, etc. (all classes and labels are reported in the +[Sentinel-2 documentation](https://sentinels.copernicus.eu/web/sentinel/technical-guides/sentinel-2-msi/level-2a/algorithm), +see Figure 3): ~~~ assets = items[-1].assets # last item's assets @@ -63,32 +63,45 @@ scl_href = assets["SCL"].href # scene classification layer ~~~ {: .language-python} -Opening the two assets with `rioxarray` would show that the true-color image is available as a raster file with 10 m -resolution, while the scene classification layer has a lower resolution (20 m). In order to match the image and the mask -pixels, one could download the finer raster file and resample it to the coarser resolution. However, we can take -advantage of a feature of the cloud-optimized GeoTIFF (COG) format, used to store these raster files. COGs, in fact, -can include multiple lower-resolution versions of the original image, called "overviews", which are typically computed -using powers of 2 as down-sampling factors (e.g. 2, 4, 8, 16). This allows to avoid downloading a high-resolution image -if only a quick preview of it is required. -We can thus open the first overview (zoom factor 2, or 2 times lower resolution) of the true-color image, together with -the full resolution image of the scene classification layer, and verify that they have the same resolution: +Opening the two assets with `rioxarray` shows that the true-color image is available as a raster file with 10 m +resolution, while the scene classification layer has a lower resolution (20 m): ~~~ import rioxarray -visual = rioxarray.open_rasterio(visual_href, overview_level=0) scl = rioxarray.open_rasterio(scl_href) -scl.rio.resolution() == visual.rio.resolution() +visual = rioxarray.open_rasterio(visual_href) +scl.rio.resolution(), visual.rio.resolution() +~~~ +{: .language-python} + +~~~ +((20.0, -20.0), (10.0, -10.0)) +~~~ +{: .output} + +In order to match the image and the mask pixels, one could load both rasters and resample the finer raster to the +coarser resolution (e.g. with `reproject_match`). Instead, here we take advantage of a feature of the cloud-optimized +GeoTIFF (COG) format, which is used to store these raster files. COGs typically include multiple lower-resolution +versions of the original image, called "overviews", in the same file. This allows to avoid downloading high-resolution +images when only quick previews are required. + +Overviews are often computed using powers of 2 as down-sampling (or zoom) factors (e.g. 2, 4, 8, 16). For the true-color image we +thus open the first level overview (zoom factor 2) and check that the resolution is now also 20 m: + +~~~ +visual = rioxarray.open_rasterio(visual_href, overview_level=0) +visual.rio.resolution() ~~~ {: .language-python} ~~~ -True +(20.0, -20.0) ~~~ {: .output} -We can now measure the time required for the first step in our calculation with raster files, which is downloading the -rasters' content. We use the Jupyter magic `%%time`, which returns the time required to run the content of a cell: +We can now time profile the first step of our raster calculation: the (down)loading of the rasters' content. We do it by +using the Jupyter magic `%%time`, which returns the time required to run the content of a cell: ~~~ %%time @@ -112,10 +125,13 @@ scl.squeeze().plot.imshow(levels=range(13), figsize=(12,10)) true color image scene scene classification -After having loaded the raster files into memory, we run the following calculation: we create a mask of the grid cells -that are labeled as "cloud" in the scene classification layer (labels 8 and 9, for medium- and high-cloud probability, -respectively), we use this mask to set the corresponding grid cells in the true-color image to nodata, and save -the masked image to disk as a COG. We measure the cell execution time using `%%time`: +After having loaded the raster files into memory, we run the following steps: +* We create a mask of the grid cells that are labeled as "cloud" in the scene classification layer (values "8" and "9", + standing for medium- and high-cloud probability, respectively). +* We use this mask to set the corresponding grid cells in the true-color image to null values. +* We save the masked image to disk as in COG format. + +Again, we measure the cell execution time using `%%time`: ~~~ %%time @@ -140,6 +156,9 @@ visual_masked.plot.imshow(figsize=(10, 10)) masked true color image +In the following section we will see how to make use of parallelization to run these steps and compare timings to the +serial runs. + # Dask-powered rasters ## Chunked arrays From 1ed9f28ba020d6b0b062e42c49700f5f49561053 Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Tue, 22 Feb 2022 23:30:30 +0100 Subject: [PATCH 04/27] Continue with description --- _episodes/20-parallel-raster-computations.md | 105 +++++++++++-------- 1 file changed, 64 insertions(+), 41 deletions(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index ebfc130d..52ac1fcf 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -15,10 +15,10 @@ keypoints: Very often raster computations involve applying the same operation to different pieces of data. Think, for instance, to the "pixel"-wise sum of two raster datasets, where the same sum operation is applied to all the matching grid-cells of -the two rasters. This class of data-parallel tasks can benefit from chunking the input raster(s) into smaller -pieces: operations on different data blocks can be run in parallel using multiple computing units -(e.g., multi-core CPUs), thus potentially speeding up the calculation. In addition, processing chunked data can also -lead to smaller memory footprints, since one may bypass the need to store the full dataset in memory. +the two rasters. This class of tasks can benefit from chunking the input raster(s) into smaller pieces: operations on +different data blocks can be run in parallel using multiple computing units (e.g., multi-core CPUs), thus potentially +speeding up calculations. In addition, working on chunked data can also lead to smaller memory footprints, since one +may bypass the need to store the full dataset in memory by processing it chunk by chunk. In this episode, we will introduce the use of Dask in the context of raster calculations. Dask is a Python library for parallel and distributed computing that provides a framework to work with different data structures, including chunked @@ -31,7 +31,7 @@ data structures. > {: .callout} -It is important to notice, however, that many details determine the extent to which using Dask's chunked arrays instead +It is important to realize, however, that many details determine the extent to which using Dask's chunked arrays instead of regular Numpy arrays leads to faster calculations (and lower memory requirements). The actual operations to carry out, the size of the dataset, and parameters such as the chunks' shape and size, all affects the performance of our computations. Depending on the specifics of the calculations, serial calculations might actually turn out to be faster! @@ -86,8 +86,8 @@ GeoTIFF (COG) format, which is used to store these raster files. COGs typically versions of the original image, called "overviews", in the same file. This allows to avoid downloading high-resolution images when only quick previews are required. -Overviews are often computed using powers of 2 as down-sampling (or zoom) factors (e.g. 2, 4, 8, 16). For the true-color image we -thus open the first level overview (zoom factor 2) and check that the resolution is now also 20 m: +Overviews are often computed using powers of 2 as down-sampling (or zoom) factors (e.g. 2, 4, 8, 16). For the true-color +image we thus open the first level overview (zoom factor 2) and check that the resolution is now also 20 m: ~~~ visual = rioxarray.open_rasterio(visual_href, overview_level=0) @@ -111,8 +111,8 @@ visual = visual.load() {: .language-python} ~~~ -CPU times: user 825 ms, sys: 1.07 s, total: 1.9 s -Wall time: 1min +CPU times: user 729 ms, sys: 852 ms, total: 1.58 s +Wall time: 40.5 s ~~~ {: .output} @@ -137,13 +137,13 @@ Again, we measure the cell execution time using `%%time`: %%time mask = scl.squeeze().isin([8, 9]) visual_masked = visual.where(~mask, other=visual.rio.nodata) -visual_masked.rio.to_raster("band_masked.tif", driver="COG") +visual_masked.rio.to_raster("band_masked.tif") ~~~ {: .language-python} ~~~ -CPU times: user 3.9 s, sys: 733 ms, total: 4.64 s -Wall time: 4.66 s +CPU times: user 270 ms, sys: 366 ms, total: 636 ms +Wall time: 647 ms ~~~ {: .output} @@ -156,29 +156,34 @@ visual_masked.plot.imshow(figsize=(10, 10)) masked true color image -In the following section we will see how to make use of parallelization to run these steps and compare timings to the -serial runs. +In the following section we will see how to parallelize these raster calculations, and we will compare timings to the +serial calculations that we have just run. # Dask-powered rasters ## Chunked arrays -We have mentioned that one way to include parallelism is to use chunked arrays. We select another band from the assets -(the blue band, "B02"): +As we have mentioned, `rioxarray` supports the use of Dask's chunked arrays as underlying data structure. When opening +a raster file with `open_rasterio` and providing the `chunks` argument, Dask arrays are employed instead of regular +Numpy arrays. `chunks` describes the shape of the blocks which the data will be split in. As an example, we +open the blue band raster ("B02") using a chunk shape of `(1, 4000, 4000)` (block size of `1` in the first dimension and +of `4000` in the second and third dimensions): ~~~ blue_band_href = assets["B02"].href -blue_band = rioxarray.open_rasterio(blue_band_href, lock=False, chunks=(1, 4000, 4000)) +blue_band = rioxarray.open_rasterio(blue_band_href, chunks=(1, 4000, 4000)) ~~~ {: .language-python} +Xarray and Dask also provide a graphical representation of the raster data array and of its blocked structure. + DataArray with Dask > ## Exercise: Chunk sizes matter > We have already seen how COGs are regular GeoTIFF files with a special internal structure. Another feature of COGs is -> that data is organized in "blocks" that can be accessed via independent HTTP requests, enabling partial file readings -> (and, thus, efficient parallel access!). You can check the blocksize employed in a COG file with the following code -> snippet: +> that data is organized in "blocks" that can be accessed remotely via independent HTTP requests, enabling partial file +> readings. This is useful if you want to access only a portion of your raster file, but it also allows for efficient +> parallel reading. You can check the blocksize employed in a COG file with the following code snippet: > > ~~~ > import rasterio @@ -188,9 +193,9 @@ blue_band = rioxarray.open_rasterio(blue_band_href, lock=False, chunks=(1, 4000, > ~~~ > {: .language-python} > -> In order to optimally access COGs it is best to align the blocksize of the file with the chunks employed for the file -> read. Open the blue-band asset ("B02") of a Sentinel-2 scene as a chunked `DataArray` object using suitable chunksize -> values. Which elements do you think should be considered when choosing such values? +> In order to optimally access COGs it is best to align the blocksize of the file with the chunks employed when loading +> the file. Open the blue-band asset ("B02") of a Sentinel-2 scene as a chunked `DataArray` object using a suitable +> chunk size. Which elements do you think should be considered when choosing such value? > > > ## Solution > > ~~~ @@ -207,19 +212,20 @@ blue_band = rioxarray.open_rasterio(blue_band_href, lock=False, chunks=(1, 4000, > > {: .output} > > > > Ideal values are thus multiples of 1024. An element to consider is the number of resulting chunks and their size. -> > Recommended chunk sizes are of the order of 100 MB. Also the shape might be relevant, depending on the application! -> > We might select a chunks shape `(1, 6144, 6144)`: +> > Chunks should not be too big nor too small (i.e. too many). Recommended chunk sizes are of the order of 100 MB. +> > Also, the shape might be relevant, depending on the application! Here, we might select a chunks shape of +> > `(1, 6144, 6144)`: > > > > ~~~ -> > band = rioxarray.open_rasterio(band_url, lock=False, chunks=(1, 6144, 6144)) +> > band = rioxarray.open_rasterio(band_url, chunks=(1, 6144, 6144)) > > ~~~ > > {: .language-python} > > -> > which leads to chunks of 72 MB. Also, we can let `rioxarray` and Dask figure out appropriate chunk shapes by setting -> > `chunks="auto"`: +> > which leads to chunks 72 MB large. Also, we can let `rioxarray` and Dask figure out appropriate chunk shapes by +> > setting `chunks="auto"`: > > > > ~~~ -> > band = rioxarray.open_rasterio(band_url, lock=False, chunks="auto") +> > band = rioxarray.open_rasterio(band_url, chunks="auto") > > ~~~ > > {: .language-python} > > @@ -227,7 +233,15 @@ blue_band = rioxarray.open_rasterio(blue_band_href, lock=False, chunks=(1, 4000, > {: .solution} {: .challenge} -## Lazy computations +## Parallel computations + +Most of the calculations performed on a `DataArray` that has been opened as a chunked Dask array will be run with Dask. +Dask will try to distribute calculations on the data chunks to the available computing units, running these in parallel +as much as possible. By default, Dask will make use of local CPU(s), but it can be configured to distribute tasks to +large compute clusters! + +Let's now repeat the raster calculations that we have carried out in the previous section, but running calculations in +parallel. We first open the relevant rasters as chunked arrays: ~~~ scl = rioxarray.open_rasterio(scl_href, lock=False, chunks=(1, 2048, 2048)) @@ -235,19 +249,28 @@ visual = rioxarray.open_rasterio(visual_href, overview_level=0, lock=False, chun ~~~ {: .language-python} +Setting `lock=False` tells `rioxarray` that data chunks can be loaded simultaneously from the source by the Dask +workers. We trigger the download of the data using the `.persist()` method. This makes sure that the data is maintained +chunked within the Dask framework (calling `.load()` would instead convert the underlying Dask arrays to Numpy). We +explicitly tell Dask to parallelize the required workload over 4 threads. Don't forget to add the Jupyter magic to +record the timing! + ~~~ %%time -scl = scl.persist() -visual = visual.persist() +scl = scl.persist(scheduler="threads", num_workers=4) +visual = visual.persist(scheduler="threads", num_workers=4) ~~~ {: .language-python} ~~~ -CPU times: user 1.29 s, sys: 975 ms, total: 2.27 s -Wall time: 21.4 s +CPU times: user 1.18 s, sys: 806 ms, total: 1.99 s +Wall time: 12.6 s ~~~ {: .output} +So downloading chunks of data in parallel gave a speed-up of almost x4! Let's now continue to the following steps of the + calculation. + ~~~ from threading import Lock ~~~ @@ -257,16 +280,18 @@ from threading import Lock %%time mask = scl.squeeze().isin([8, 9]) visual_masked = visual.where(~mask, other=0) -visual_store = visual_masked.rio.to_raster("band_masked.tif", driver="COG", lock=threading.Lock(), compute=False) +visual_store = visual_masked.rio.to_raster("band_masked.tif", tiled=True, lock=threading.Lock(), compute=False) ~~~ {: .language-python} ~~~ -CPU times: user 1.52 s, sys: 75.8 ms, total: 1.6 s -Wall time: 1.6 s +CPU times: user 13.3 ms, sys: 4.98 ms, total: 18.3 ms +Wall time: 17.8 ms ~~~ {. output} +What happened? Lazy calculation + ~~~ import dask dask.visualize(visual_store) @@ -282,9 +307,7 @@ visual_store.compute() {: .language-python} ~~~ -CPU times: user 1.59 s, sys: 242 ms, total: 1.84 s -Wall time: 1.41 s -[28]: -[None, None, None, None, None, None, None, None, None] +CPU times: user 532 ms, sys: 488 ms, total: 1.02 s +Wall time: 791 ms ~~~ {: .output} From 73e46ebbcbe7aa3e040246510f1cd259c42ee19c Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Fri, 25 Feb 2022 20:46:19 +0100 Subject: [PATCH 05/27] finish first version of the episode --- _episodes/20-parallel-raster-computations.md | 55 +++++++++++++++----- 1 file changed, 42 insertions(+), 13 deletions(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 52ac1fcf..920e76c8 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -235,13 +235,13 @@ Xarray and Dask also provide a graphical representation of the raster data array ## Parallel computations -Most of the calculations performed on a `DataArray` that has been opened as a chunked Dask array will be run with Dask. -Dask will try to distribute calculations on the data chunks to the available computing units, running these in parallel -as much as possible. By default, Dask will make use of local CPU(s), but it can be configured to distribute tasks to -large compute clusters! +Operations performed on a `DataArray` that has been opened as a chunked Dask array are executed using Dask. Dask +coordinates how the operations should be executed on the individual chunks of data, and runs these tasks in parallel as +much as possible. By default, Dask parallelizes operations on the CPUs that are available on the same machine, but it +can be configured to dispatch tasks on large compute clusters. Let's now repeat the raster calculations that we have carried out in the previous section, but running calculations in -parallel. We first open the relevant rasters as chunked arrays: +parallel over a multi-core CPU. We first open the relevant rasters as chunked arrays: ~~~ scl = rioxarray.open_rasterio(scl_href, lock=False, chunks=(1, 2048, 2048)) @@ -249,10 +249,12 @@ visual = rioxarray.open_rasterio(visual_href, overview_level=0, lock=False, chun ~~~ {: .language-python} -Setting `lock=False` tells `rioxarray` that data chunks can be loaded simultaneously from the source by the Dask -workers. We trigger the download of the data using the `.persist()` method. This makes sure that the data is maintained -chunked within the Dask framework (calling `.load()` would instead convert the underlying Dask arrays to Numpy). We -explicitly tell Dask to parallelize the required workload over 4 threads. Don't forget to add the Jupyter magic to +Setting `lock=False` tells `rioxarray` that the individual data chunks can be loaded simultaneously from the source by +the Dask workers. We trigger the download of the data using the `.persist()` method. This makes sure that the downloaded +chunks are stored in the form of a chunked Dask array (calling `.load()` would instead merge the chunks in a single +Numpy array). + +We explicitly tell Dask to parallelize the required workload over 4 threads. Don't forget to add the Jupyter magic to record the timing! ~~~ @@ -268,8 +270,14 @@ Wall time: 12.6 s ~~~ {: .output} -So downloading chunks of data in parallel gave a speed-up of almost x4! Let's now continue to the following steps of the - calculation. +So downloading chunks of data using 4 worker gave a speed-up of almost 4 times (40.5 s vs 12.6 s)! + +Let's now continue to the second step of the calculation. Note how the same syntax as for its serial version is employed +for creating and applying the cloud mask. Only the raster saving includes additional arguments: +* `tiled=True`: write raster as a chunked GeoTIFF. +* `lock=threading.Lock()`: the threads which are splitting the workload must "synchronise" when writing to the same file + (they might otherwise overwrite each other's output). +* `compute=False`: do not immediately run the calculation, more on this later. ~~~ from threading import Lock @@ -290,7 +298,9 @@ Wall time: 17.8 ms ~~~ {. output} -What happened? Lazy calculation +Did we just observe a 36x speed-up (647 ms vs 17.8 ms)? Actually, no calculation has run yet. This is because operations +performed on Dask arrays are executed "lazily", i.e. they are not immediately run. The sequence of operations to carry +out is instead stored in a task graph, which can be visualized with: ~~~ import dask @@ -300,9 +310,17 @@ dask.visualize(visual_store) dask graph +The task graph gives Dask the complete "overview" of the calculation, thus enabling a better management of tasks and +resources when dispatching calculations to be run in parallel. + +While most methods of `DataArray`'s run operations lazily when Dask arrays are employed, some methods immediately +trigger calculations, like the method `to_raster()` (we have changed this behaviour by specifying `compute=False`). In +order to trigger calculation, we can use the `.compute()` method. Again, we explicitly tell Dask to run tasks on 4 +threads. Let's time the time of execution now: + ~~~ %%time -visual_store.compute() +visual_store.compute(scheduler="threads", num_workers=4) ~~~ {: .language-python} @@ -311,3 +329,14 @@ CPU times: user 532 ms, sys: 488 ms, total: 1.02 s Wall time: 791 ms ~~~ {: .output} + +The timing that we have obtained for this step is now similar (actually longer) than for the serial calculation. + +> ## Serial vs parallel +> +> Can you speculate why the parallel calculation actually took longer than the serial one? +> +> > ## Solution +> > TODO +> {: .solution} +{: .challenge} From 8024e422acee7f0f41af1bb5312a1cad9adce3a3 Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Fri, 25 Feb 2022 20:54:46 +0100 Subject: [PATCH 06/27] minor fixes --- _episodes/20-parallel-raster-computations.md | 22 +++++++++++--------- 1 file changed, 12 insertions(+), 10 deletions(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 920e76c8..60e10873 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -270,7 +270,7 @@ Wall time: 12.6 s ~~~ {: .output} -So downloading chunks of data using 4 worker gave a speed-up of almost 4 times (40.5 s vs 12.6 s)! +So downloading chunks of data using 4 workers gave a speed-up of almost 4 times (40.5 s vs 12.6 s)! Let's now continue to the second step of the calculation. Note how the same syntax as for its serial version is employed for creating and applying the cloud mask. Only the raster saving includes additional arguments: @@ -298,9 +298,10 @@ Wall time: 17.8 ms ~~~ {. output} -Did we just observe a 36x speed-up (647 ms vs 17.8 ms)? Actually, no calculation has run yet. This is because operations -performed on Dask arrays are executed "lazily", i.e. they are not immediately run. The sequence of operations to carry -out is instead stored in a task graph, which can be visualized with: +Did we just observe a 36x speed-up when comparing to the serial calculation (647 ms vs 17.8 ms)? Actually, no +calculation has run yet. This is because operations performed on Dask arrays are executed "lazily", i.e. they are not +immediately run. The sequence of operations to carry out is instead stored in a task graph, which can be visualized +with: ~~~ import dask @@ -313,10 +314,10 @@ dask.visualize(visual_store) The task graph gives Dask the complete "overview" of the calculation, thus enabling a better management of tasks and resources when dispatching calculations to be run in parallel. -While most methods of `DataArray`'s run operations lazily when Dask arrays are employed, some methods immediately -trigger calculations, like the method `to_raster()` (we have changed this behaviour by specifying `compute=False`). In -order to trigger calculation, we can use the `.compute()` method. Again, we explicitly tell Dask to run tasks on 4 -threads. Let's time the time of execution now: +While most methods of `DataArray`'s run operations lazily when Dask arrays are employed, some methods by default +trigger immediate calculations, like the method `to_raster()` (we have changed this behaviour by specifying +`compute=False`). In order to trigger calculations, we can use the `.compute()` method. Again, we explicitly tell Dask +to run tasks on 4 threads. Let's time the cell execution: ~~~ %%time @@ -330,11 +331,12 @@ Wall time: 791 ms ~~~ {: .output} -The timing that we have obtained for this step is now similar (actually longer) than for the serial calculation. +The timing that we have recorded for this step is now closer to the one recorded for the serial calculation (the +parallel calculation actually took slightly longer). > ## Serial vs parallel > -> Can you speculate why the parallel calculation actually took longer than the serial one? +> Can you speculate why the parallel calculation actually took longer than its serial version? > > > ## Solution > > TODO From 339e5c973361ce7f6ebd12589bc4cc400083f478 Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Thu, 3 Mar 2022 16:42:26 +0100 Subject: [PATCH 07/27] add guess for timings --- _episodes/20-parallel-raster-computations.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 60e10873..29735b44 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -1,7 +1,7 @@ --- title: "Parallel raster computations using Dask" -teaching: TODO -exercises: TODO +teaching: 40 +exercises: 20 questions: - "TODO" objectives: From b3c967d9267e785257068dd50e55df5cc3ff0f7d Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Thu, 3 Mar 2022 22:04:30 +0100 Subject: [PATCH 08/27] Ryan's suggestion: add questions and keypoints --- _episodes/20-parallel-raster-computations.md | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 29735b44..26bd0d98 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -3,14 +3,20 @@ title: "Parallel raster computations using Dask" teaching: 40 exercises: 20 questions: -- "TODO" +- "How can I parallelize computations on rasters with Dask?" +- "How can I determine if parallelization improves calculation speed?" +- "How can I control how to parallelize calculations?" objectives: - "Profile the timing of your raster calculations." - "Open raster data as a chunked array." - "Recognize good practices in selecting proper chunk sizes." - "Setup raster calculations that take advantage of parallelization." keypoints: -- "TODO" +- "The `%%time` Jupyter magic command can be used to profile calculations." +- "Data 'chunks' are the unit of parallelization in raster calculations." +- "(`rio`)`xarray` can open raster files as chunked arrays." +- "The chunk shape and size can significantly affect the calculation performance." +- "Cloud-optimized GeoTIFFs have an internal structure that enables performant parallel read." --- Very often raster computations involve applying the same operation to different pieces of data. Think, for instance, to From 575eefd078ea39ba2133647626712e4f6a8e3622 Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Thu, 3 Mar 2022 22:09:15 +0100 Subject: [PATCH 09/27] add Dask resources. --- _episodes/20-parallel-raster-computations.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 26bd0d98..1c589b50 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -33,7 +33,8 @@ data structures. > ## More Resources on Dask > -> TODO: Dask and Dask Arrays, with links +> * [Dask Array](https://docs.dask.org/en/stable/array.html). +> * [Xarray with Dask](https://xarray.pydata.org/en/stable/user-guide/dask.html). > {: .callout} From ee7de641a2d645987388ad9b3d2f571f3809691b Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Thu, 3 Mar 2022 22:28:32 +0100 Subject: [PATCH 10/27] Ryan's comments - fix challenge --- _episodes/20-parallel-raster-computations.md | 16 +++++++++------- 1 file changed, 9 insertions(+), 7 deletions(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 1c589b50..aba46cbb 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -202,7 +202,7 @@ Xarray and Dask also provide a graphical representation of the raster data array > > In order to optimally access COGs it is best to align the blocksize of the file with the chunks employed when loading > the file. Open the blue-band asset ("B02") of a Sentinel-2 scene as a chunked `DataArray` object using a suitable -> chunk size. Which elements do you think should be considered when choosing such value? +> chunk size. Which elements do you think should be considered when choosing the chunk size? > > > ## Solution > > ~~~ @@ -218,18 +218,20 @@ Xarray and Dask also provide a graphical representation of the raster data array > > ~~~ > > {: .output} > > -> > Ideal values are thus multiples of 1024. An element to consider is the number of resulting chunks and their size. -> > Chunks should not be too big nor too small (i.e. too many). Recommended chunk sizes are of the order of 100 MB. -> > Also, the shape might be relevant, depending on the application! Here, we might select a chunks shape of -> > `(1, 6144, 6144)`: +> > Ideal chunk size values for this raster are thus multiples of 1024. An element to consider is the number of +> > resulting chunks and their size. Chunks should not be too big nor too small (i.e. too many). As a rule of thumb, +> > chunk sizes of 100 MB typically work well with Dask (see, e.g., this +> > [blog post](https://blog.dask.org/2021/11/02/choosing-dask-chunk-sizes)). Also, the shape might be relevant, +> > depending on the application! Here, we might select a chunks shape of `(1, 6144, 6144)`: > > > > ~~~ > > band = rioxarray.open_rasterio(band_url, chunks=(1, 6144, 6144)) > > ~~~ > > {: .language-python} > > -> > which leads to chunks 72 MB large. Also, we can let `rioxarray` and Dask figure out appropriate chunk shapes by -> > setting `chunks="auto"`: +> > which leads to chunks 72 MB large: (1 x 6144 x 6144) elements, 2 bytes per element (the data type is unsigned +> > integer `uint16`), i.e., 6144 x 6144 x 2 / 2^20 = 72 MB . Also, we can let `rioxarray` and Dask figure out +> > appropriate chunk shapes by setting `chunks="auto"`: > > > > ~~~ > > band = rioxarray.open_rasterio(band_url, chunks="auto") From e0a5856dfc077ce5af159a0772af1aa72b023da6 Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Thu, 3 Mar 2022 23:15:22 +0100 Subject: [PATCH 11/27] remove final challenge --- _episodes/20-parallel-raster-computations.md | 14 ++++---------- 1 file changed, 4 insertions(+), 10 deletions(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index aba46cbb..1f12335c 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -341,13 +341,7 @@ Wall time: 791 ms {: .output} The timing that we have recorded for this step is now closer to the one recorded for the serial calculation (the -parallel calculation actually took slightly longer). - -> ## Serial vs parallel -> -> Can you speculate why the parallel calculation actually took longer than its serial version? -> -> > ## Solution -> > TODO -> {: .solution} -{: .challenge} +parallel calculation actually took slightly longer). The explanation for this behaviour lies in the overhead that Dask +introduces to manage the tasks in the Dask graph. This overhead, which is typically of the order of milliseconds per +task, can be larger than the parallelization gain, and this is typically the case for calculations with small chunks +(note that here we have used chunks that are only 4 to 32 MB large). From 498733757d0a771f3d2054adb7c2c28467eb574e Mon Sep 17 00:00:00 2001 From: Francesco Nattino <49899980+fnattino@users.noreply.github.com> Date: Wed, 16 Mar 2022 15:08:59 +0100 Subject: [PATCH 12/27] Update _episodes/20-parallel-raster-computations.md Co-authored-by: SarahAlidoost <55081872+SarahAlidoost@users.noreply.github.com> --- _episodes/20-parallel-raster-computations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 1f12335c..554c1f2f 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -7,7 +7,7 @@ questions: - "How can I determine if parallelization improves calculation speed?" - "How can I control how to parallelize calculations?" objectives: -- "Profile the timing of your raster calculations." +- "Profile the timing of the raster calculations." - "Open raster data as a chunked array." - "Recognize good practices in selecting proper chunk sizes." - "Setup raster calculations that take advantage of parallelization." From f5f75f45aebec9aa1019203d4fb38aefd62b6ebb Mon Sep 17 00:00:00 2001 From: Francesco Nattino <49899980+fnattino@users.noreply.github.com> Date: Wed, 16 Mar 2022 15:09:28 +0100 Subject: [PATCH 13/27] Update _episodes/20-parallel-raster-computations.md Co-authored-by: SarahAlidoost <55081872+SarahAlidoost@users.noreply.github.com> --- _episodes/20-parallel-raster-computations.md | 1 + 1 file changed, 1 insertion(+) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 554c1f2f..d2f16935 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -19,6 +19,7 @@ keypoints: - "Cloud-optimized GeoTIFFs have an internal structure that enables performant parallel read." --- +# Introduction Very often raster computations involve applying the same operation to different pieces of data. Think, for instance, to the "pixel"-wise sum of two raster datasets, where the same sum operation is applied to all the matching grid-cells of the two rasters. This class of tasks can benefit from chunking the input raster(s) into smaller pieces: operations on From b651ae5ab26822875a8c64be1f8742f8046b9e9e Mon Sep 17 00:00:00 2001 From: Francesco Nattino <49899980+fnattino@users.noreply.github.com> Date: Wed, 16 Mar 2022 15:09:51 +0100 Subject: [PATCH 14/27] Update _episodes/20-parallel-raster-computations.md Co-authored-by: SarahAlidoost <55081872+SarahAlidoost@users.noreply.github.com> --- _episodes/20-parallel-raster-computations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index d2f16935..f782f6a2 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -23,7 +23,7 @@ keypoints: Very often raster computations involve applying the same operation to different pieces of data. Think, for instance, to the "pixel"-wise sum of two raster datasets, where the same sum operation is applied to all the matching grid-cells of the two rasters. This class of tasks can benefit from chunking the input raster(s) into smaller pieces: operations on -different data blocks can be run in parallel using multiple computing units (e.g., multi-core CPUs), thus potentially +different pieces can be run in parallel using multiple computing units (e.g., multi-core CPUs), thus potentially speeding up calculations. In addition, working on chunked data can also lead to smaller memory footprints, since one may bypass the need to store the full dataset in memory by processing it chunk by chunk. From 2020aff1732607ed7678436c0a1d8d5cde7b0642 Mon Sep 17 00:00:00 2001 From: Francesco Nattino <49899980+fnattino@users.noreply.github.com> Date: Wed, 16 Mar 2022 15:10:31 +0100 Subject: [PATCH 15/27] Update _episodes/20-parallel-raster-computations.md Co-authored-by: SarahAlidoost <55081872+SarahAlidoost@users.noreply.github.com> --- _episodes/20-parallel-raster-computations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index f782f6a2..40ea9668 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -24,7 +24,7 @@ Very often raster computations involve applying the same operation to different the "pixel"-wise sum of two raster datasets, where the same sum operation is applied to all the matching grid-cells of the two rasters. This class of tasks can benefit from chunking the input raster(s) into smaller pieces: operations on different pieces can be run in parallel using multiple computing units (e.g., multi-core CPUs), thus potentially -speeding up calculations. In addition, working on chunked data can also lead to smaller memory footprints, since one +speeding up calculations. In addition, working on chunked data can lead to smaller memory footprints, since one may bypass the need to store the full dataset in memory by processing it chunk by chunk. In this episode, we will introduce the use of Dask in the context of raster calculations. Dask is a Python library for From c7b3545b32c07e7fd001be6dbcfa9e11df515682 Mon Sep 17 00:00:00 2001 From: Francesco Nattino <49899980+fnattino@users.noreply.github.com> Date: Wed, 16 Mar 2022 15:10:54 +0100 Subject: [PATCH 16/27] Update _episodes/20-parallel-raster-computations.md Co-authored-by: SarahAlidoost <55081872+SarahAlidoost@users.noreply.github.com> --- _episodes/20-parallel-raster-computations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 40ea9668..5fdac8c8 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -43,7 +43,7 @@ It is important to realize, however, that many details determine the extent to w of regular Numpy arrays leads to faster calculations (and lower memory requirements). The actual operations to carry out, the size of the dataset, and parameters such as the chunks' shape and size, all affects the performance of our computations. Depending on the specifics of the calculations, serial calculations might actually turn out to be faster! -Being able to time profile your calculations is thus essential, and we will see how to do that in a Jupyter environment +Being able to profile the computational time is thus essential, and we will see how to do that in a Jupyter environment in the next section. # Time profiling calculations in Jupyter From cbbc386f5c98269bb0644e1ff19827860e7caaea Mon Sep 17 00:00:00 2001 From: Francesco Nattino <49899980+fnattino@users.noreply.github.com> Date: Wed, 16 Mar 2022 15:11:14 +0100 Subject: [PATCH 17/27] Update _episodes/20-parallel-raster-computations.md Co-authored-by: SarahAlidoost <55081872+SarahAlidoost@users.noreply.github.com> --- _episodes/20-parallel-raster-computations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 5fdac8c8..72cda532 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -46,7 +46,7 @@ computations. Depending on the specifics of the calculations, serial calculation Being able to profile the computational time is thus essential, and we will see how to do that in a Jupyter environment in the next section. -# Time profiling calculations in Jupyter +# Time profiling in Jupyter Let's set up a raster calculation using assets from the search of satellite scenes that we have carried out in the previous episode. The search result, which consisted of a collection of STAC items (an `ItemCollection`), has been saved From 07513401eff82846451730e533c7b1af5dd28f00 Mon Sep 17 00:00:00 2001 From: Francesco Nattino <49899980+fnattino@users.noreply.github.com> Date: Wed, 16 Mar 2022 15:11:53 +0100 Subject: [PATCH 18/27] Update _episodes/20-parallel-raster-computations.md Co-authored-by: SarahAlidoost <55081872+SarahAlidoost@users.noreply.github.com> --- _episodes/20-parallel-raster-computations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 72cda532..1c8cece0 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -133,7 +133,7 @@ scl.squeeze().plot.imshow(levels=range(13), figsize=(12,10)) true color image scene scene classification -After having loaded the raster files into memory, we run the following steps: +After loading the raster files into memory, we run the following steps: * We create a mask of the grid cells that are labeled as "cloud" in the scene classification layer (values "8" and "9", standing for medium- and high-cloud probability, respectively). * We use this mask to set the corresponding grid cells in the true-color image to null values. From c21572db468fdeaaabce06fe7bbe2227abebd019 Mon Sep 17 00:00:00 2001 From: Francesco Nattino <49899980+fnattino@users.noreply.github.com> Date: Wed, 16 Mar 2022 15:12:29 +0100 Subject: [PATCH 19/27] Update _episodes/20-parallel-raster-computations.md Co-authored-by: SarahAlidoost <55081872+SarahAlidoost@users.noreply.github.com> --- _episodes/20-parallel-raster-computations.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 1c8cece0..2251dfe6 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -260,7 +260,9 @@ visual = rioxarray.open_rasterio(visual_href, overview_level=0, lock=False, chun {: .language-python} Setting `lock=False` tells `rioxarray` that the individual data chunks can be loaded simultaneously from the source by -the Dask workers. We trigger the download of the data using the `.persist()` method. This makes sure that the downloaded +the Dask workers. + +As the next step, we trigger the download of the data using the `.persist()` method, see below. This makes sure that the downloaded chunks are stored in the form of a chunked Dask array (calling `.load()` would instead merge the chunks in a single Numpy array). From cfa7257a97d140a2582863cfd5d40f32395df45f Mon Sep 17 00:00:00 2001 From: Francesco Nattino <49899980+fnattino@users.noreply.github.com> Date: Wed, 16 Mar 2022 15:13:53 +0100 Subject: [PATCH 20/27] Update _episodes/20-parallel-raster-computations.md Co-authored-by: SarahAlidoost <55081872+SarahAlidoost@users.noreply.github.com> --- _episodes/20-parallel-raster-computations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 2251dfe6..794a065a 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -308,7 +308,7 @@ visual_store = visual_masked.rio.to_raster("band_masked.tif", tiled=True, lock=t CPU times: user 13.3 ms, sys: 4.98 ms, total: 18.3 ms Wall time: 17.8 ms ~~~ -{. output} +{: .output} Did we just observe a 36x speed-up when comparing to the serial calculation (647 ms vs 17.8 ms)? Actually, no calculation has run yet. This is because operations performed on Dask arrays are executed "lazily", i.e. they are not From 0287a29656871eff704893848b7ee9077ad5e43e Mon Sep 17 00:00:00 2001 From: Francesco Nattino <49899980+fnattino@users.noreply.github.com> Date: Wed, 16 Mar 2022 15:17:54 +0100 Subject: [PATCH 21/27] Update 20-parallel-raster-computations.md --- _episodes/20-parallel-raster-computations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 794a065a..1d122bae 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -28,7 +28,7 @@ speeding up calculations. In addition, working on chunked data can lead to small may bypass the need to store the full dataset in memory by processing it chunk by chunk. In this episode, we will introduce the use of Dask in the context of raster calculations. Dask is a Python library for -parallel and distributed computing that provides a framework to work with different data structures, including chunked +parallel and distributed computing. It provides a framework to work with different data structures, including chunked arrays (Dask Arrays). Dask is well integrated with (`rio`)`xarray` objects, which can use Dask arrays as underlying data structures. From cf11c74026dad79becd2d973d4e61a5e546809d8 Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Wed, 16 Mar 2022 15:56:34 +0100 Subject: [PATCH 22/27] Include Sarah's feedback --- _episodes/20-parallel-raster-computations.md | 60 +++++++++++--------- 1 file changed, 32 insertions(+), 28 deletions(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 1d122bae..d9a9aed1 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -3,9 +3,9 @@ title: "Parallel raster computations using Dask" teaching: 40 exercises: 20 questions: -- "How can I parallelize computations on rasters with Dask?" +- "How can I exploit parallelization in my raster calculations?" - "How can I determine if parallelization improves calculation speed?" -- "How can I control how to parallelize calculations?" +- "What are good practices in applying parallelization to my raster calculations?" objectives: - "Profile the timing of the raster calculations." - "Open raster data as a chunked array." @@ -32,11 +32,14 @@ parallel and distributed computing. It provides a framework to work with differe arrays (Dask Arrays). Dask is well integrated with (`rio`)`xarray` objects, which can use Dask arrays as underlying data structures. -> ## More Resources on Dask +> ## Dask > -> * [Dask Array](https://docs.dask.org/en/stable/array.html). -> * [Xarray with Dask](https://xarray.pydata.org/en/stable/user-guide/dask.html). +> This episode shows how Dask can be used to parallelize operations on local CPUs. However, the same library can be +> configured to run tasks on large compute clusters. > +> More resources on Dask: +> * [Dask](https://dask.org) and [Dask Array](https://docs.dask.org/en/stable/array.html). +> * [Xarray with Dask](https://xarray.pydata.org/en/stable/user-guide/dask.html). {: .callout} It is important to realize, however, that many details determine the extent to which using Dask's chunked arrays instead @@ -88,11 +91,10 @@ scl.rio.resolution(), visual.rio.resolution() ~~~ {: .output} -In order to match the image and the mask pixels, one could load both rasters and resample the finer raster to the -coarser resolution (e.g. with `reproject_match`). Instead, here we take advantage of a feature of the cloud-optimized -GeoTIFF (COG) format, which is used to store these raster files. COGs typically include multiple lower-resolution -versions of the original image, called "overviews", in the same file. This allows to avoid downloading high-resolution -images when only quick previews are required. +In order to match the image and the mask pixels, we take advantage of a feature of the cloud-optimized GeoTIFF (COG) +format, which is used to store these raster files. COGs typically include multiple lower-resolution versions of the +original image, called "overviews", in the same file. This allows to avoid downloading high-resolution images when only +quick previews are required. Overviews are often computed using powers of 2 as down-sampling (or zoom) factors (e.g. 2, 4, 8, 16). For the true-color image we thus open the first level overview (zoom factor 2) and check that the resolution is now also 20 m: @@ -230,9 +232,8 @@ Xarray and Dask also provide a graphical representation of the raster data array > > ~~~ > > {: .language-python} > > -> > which leads to chunks 72 MB large: (1 x 6144 x 6144) elements, 2 bytes per element (the data type is unsigned -> > integer `uint16`), i.e., 6144 x 6144 x 2 / 2^20 = 72 MB . Also, we can let `rioxarray` and Dask figure out -> > appropriate chunk shapes by setting `chunks="auto"`: +> > which leads to chunks 72 MB large: (6144 x 6144 x 2 bytes / 2^20 = 72 MB). Also, we can let `rioxarray` and Dask +> > figure out appropriate chunk shapes by setting `chunks="auto"`: > > > > ~~~ > > band = rioxarray.open_rasterio(band_url, chunks="auto") @@ -247,8 +248,7 @@ Xarray and Dask also provide a graphical representation of the raster data array Operations performed on a `DataArray` that has been opened as a chunked Dask array are executed using Dask. Dask coordinates how the operations should be executed on the individual chunks of data, and runs these tasks in parallel as -much as possible. By default, Dask parallelizes operations on the CPUs that are available on the same machine, but it -can be configured to dispatch tasks on large compute clusters. +much as possible. Let's now repeat the raster calculations that we have carried out in the previous section, but running calculations in parallel over a multi-core CPU. We first open the relevant rasters as chunked arrays: @@ -260,7 +260,7 @@ visual = rioxarray.open_rasterio(visual_href, overview_level=0, lock=False, chun {: .language-python} Setting `lock=False` tells `rioxarray` that the individual data chunks can be loaded simultaneously from the source by -the Dask workers. +the Dask workers. As the next step, we trigger the download of the data using the `.persist()` method, see below. This makes sure that the downloaded chunks are stored in the form of a chunked Dask array (calling `.load()` would instead merge the chunks in a single @@ -312,19 +312,23 @@ Wall time: 17.8 ms Did we just observe a 36x speed-up when comparing to the serial calculation (647 ms vs 17.8 ms)? Actually, no calculation has run yet. This is because operations performed on Dask arrays are executed "lazily", i.e. they are not -immediately run. The sequence of operations to carry out is instead stored in a task graph, which can be visualized -with: - -~~~ -import dask -dask.visualize(visual_store) -~~~ -{: .language-python} +immediately run. -dask graph - -The task graph gives Dask the complete "overview" of the calculation, thus enabling a better management of tasks and -resources when dispatching calculations to be run in parallel. +> ## Dask graph +> +> The sequence of operations to carry out is stored in a task graph, which can be visualized with: +> +> ~~~ +> import dask +> dask.visualize(visual_store) +> ~~~ +> {: .language-python} +> +> dask graph +> +> The task graph gives Dask the complete "overview" of the calculation, thus enabling a better management of tasks and +> resources when dispatching calculations to be run in parallel. +{: .callout} While most methods of `DataArray`'s run operations lazily when Dask arrays are employed, some methods by default trigger immediate calculations, like the method `to_raster()` (we have changed this behaviour by specifying From 9af93724762f9a2ab0393c6ae429f9ee43f302b6 Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Fri, 1 Apr 2022 16:28:51 +0200 Subject: [PATCH 23/27] rollback on first question --- _episodes/20-parallel-raster-computations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index d9a9aed1..e6383755 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -3,7 +3,7 @@ title: "Parallel raster computations using Dask" teaching: 40 exercises: 20 questions: -- "How can I exploit parallelization in my raster calculations?" +- "How can I parallelize computations on rasters with Dask?" - "How can I determine if parallelization improves calculation speed?" - "What are good practices in applying parallelization to my raster calculations?" objectives: From 27eb53efa41a4e5723c8d887e30629ea0d2435ea Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Fri, 1 Apr 2022 16:33:47 +0200 Subject: [PATCH 24/27] add parenthesis on chunk size calculation --- _episodes/20-parallel-raster-computations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index e6383755..5a787bca 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -232,7 +232,7 @@ Xarray and Dask also provide a graphical representation of the raster data array > > ~~~ > > {: .language-python} > > -> > which leads to chunks 72 MB large: (6144 x 6144 x 2 bytes / 2^20 = 72 MB). Also, we can let `rioxarray` and Dask +> > which leads to chunks 72 MB large: ((1 x 6144 x 6144) x 2 bytes / 2^20 = 72 MB). Also, we can let `rioxarray` and Dask > > figure out appropriate chunk shapes by setting `chunks="auto"`: > > > > ~~~ From c7a6d52a36e2f042afbfee6bbb2af86e10129221 Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Fri, 1 Apr 2022 16:37:41 +0200 Subject: [PATCH 25/27] remove notebook --- .../XX-parallel-raster-computations.ipynb | 3648 ----------------- 1 file changed, 3648 deletions(-) delete mode 100644 notebooks/XX-parallel-raster-computations.ipynb diff --git a/notebooks/XX-parallel-raster-computations.ipynb b/notebooks/XX-parallel-raster-computations.ipynb deleted file mode 100644 index c82b3af1..00000000 --- a/notebooks/XX-parallel-raster-computations.ipynb +++ /dev/null @@ -1,3648 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "61017c19-c238-4f08-9a2d-6ecc3ecbcda3", - "metadata": { - "tags": [] - }, - "source": [ - "# Parallelizing raster computations using Dask\n", - "\n", - "Objectives:\n", - "- Profile the timing and memory footprint of your raster calculations. \n", - "- Open raster data as a \"chunked\" array.\n", - "- Recognize good practices in selecting proper chunk sizes.\n", - "- Setup raster calculations that take advantage of parallelization." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "3376a55c-e08c-499f-a054-e7bdfcb87116", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# TODO: add packages to environment\n", - "# !pip install stackstac memory_profiler" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "17a980ba-9cb3-4e18-b4dd-2065b5282330", - "metadata": {}, - "outputs": [], - "source": [ - "%load_ext memory_profiler" - ] - }, - { - "cell_type": "markdown", - "id": "74fad04c-d4a3-481b-9f65-a9f4cd451bb1", - "metadata": {}, - "source": [ - "## Profile your raster calculation in Jupyter" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "f9775483-b552-43f8-93ae-061f60580601", - "metadata": {}, - "outputs": [], - "source": [ - "import pystac\n", - "\n", - "# open search outcome of previous episode on data access\n", - "items = pystac.ItemCollection.from_file(\"mysearch.json\")" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "01ff4515-ff2e-4bea-86e6-6c797df24c27", - "metadata": {}, - "outputs": [], - "source": [ - "# get assets of last scene\n", - "assets = items[-1].assets" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "dde2039f-532c-4b2d-bb13-7409e959dd84", - "metadata": {}, - "outputs": [], - "source": [ - "# Get Sentinel-2 scene classification layer, info at: \n", - "# https://sentinels.copernicus.eu/web/sentinel/technical-guides/sentinel-2-msi/level-2a/algorithm\n", - "scl_url = assets[\"SCL\"].href" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "64deea3a-683f-484d-92e7-7a0de01f3c8a", - "metadata": {}, - "outputs": [], - "source": [ - "import rioxarray \n", - "\n", - "scl = rioxarray.open_rasterio(scl_url, cache=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "d0d8118a-ed70-4304-81cc-637c0ad09a75", - "metadata": {}, - "outputs": [], - "source": [ - "def extract_water_bodies(scl):\n", - " s = scl.squeeze() # remove band dimension\n", - " mask = s == 6 # select only pixels labeled as water bodies\n", - " return s.where(mask)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "8b1da03b-77d3-4e7e-9bb8-7fcae7d4dc6a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "peak memory: 695.72 MiB, increment: 525.09 MiB\n", - "CPU times: user 298 ms, sys: 212 ms, total: 511 ms\n", - "Wall time: 3.86 s\n" - ] - } - ], - "source": [ - "%%time\n", - "%%memit\n", - "# profile timing and memory usage (ideally, independendently)\n", - "water = extract_water_bodies(scl)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "8fecc34e-0d98-4d06-adfe-597d68f1f2c7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "water.plot.imshow()" - ] - }, - { - "cell_type": "markdown", - "id": "a3e664f8-f5df-443a-9f98-0694855e001b", - "metadata": {}, - "source": [ - "## Dask-powered `DataArray`'s" - ] - }, - { - "cell_type": "markdown", - "id": "0826e11e-b1a0-4d01-8735-5949417df7ab", - "metadata": {}, - "source": [ - "### Chunked rasters" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "92cdd3d0-2d94-402b-80ea-76a7f51cd8c9", - "metadata": {}, - "outputs": [], - "source": [ - "# get link to blue-band asset\n", - "assets = items[-1].assets\n", - "blue_band_href = assets[\"B02\"].href" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "a3a1d4ba-011a-49ec-990b-05ea2a0fb503", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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    <xarray.DataArray (band: 1, y: 10980, x: 10980)>\n",
    -       "dask.array<open_rasterio-1fc2bc30c3f3a40deb14678b16a72c21<this-array>, shape=(1, 10980, 10980), dtype=uint16, chunksize=(1, 4000, 4000), chunktype=numpy.ndarray>\n",
    -       "Coordinates:\n",
    -       "  * band         (band) int64 1\n",
    -       "  * x            (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n",
    -       "  * y            (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n",
    -       "    spatial_ref  int64 0\n",
    -       "Attributes:\n",
    -       "    _FillValue:    0.0\n",
    -       "    scale_factor:  1.0\n",
    -       "    add_offset:    0.0
    " - ], - "text/plain": [ - "\n", - "dask.array, shape=(1, 10980, 10980), dtype=uint16, chunksize=(1, 4000, 4000), chunktype=numpy.ndarray>\n", - "Coordinates:\n", - " * band (band) int64 1\n", - " * x (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n", - " * y (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n", - " spatial_ref int64 0\n", - "Attributes:\n", - " _FillValue: 0.0\n", - " scale_factor: 1.0\n", - " add_offset: 0.0" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# use Dask Arrays as underlying data structure by setting the \"chunks\" argument. Fully parallel read with lock=False.\n", - "blue_band = rioxarray.open_rasterio(blue_band_href, lock=False, chunks=(1, 4000, 4000))\n", - "blue_band" - ] - }, - { - "cell_type": "markdown", - "id": "c6900503-b2e2-467a-ba1a-a5fa57a2e498", - "metadata": {}, - "source": [ - "### Exercise: Chunk size matters\n", - "Cloud optimized GeoTIFFs (COGs) are GeoTIFF files with a special internal structure. One feature of COGs is that data is organized in \"blocks\" that can be accessed via independent HTTP requests, enabling partial file readings (and, thus, efficient parallel access!). You can check the blocksize employed in a COG file with the following code snippet:\n", - "```python\n", - "import rasterio\n", - "with rasterio.open(cog_uri) as r:\n", - " if r.is_tiled:\n", - " print(f\"Chunk size: {r.block_shapes}\")\n", - " else:\n", - " print(\"File is not tiled!\")\n", - "```\n", - "In order to optimally access COGs it is best to align the blocksize of the file with the chunks employed for the file read. Open the blue-band asset (`B02`) of a Sentinel-2 scene as a chunked `DataArray` object using suitable chunksize values. Which elements do you think should be considered when choosing these values? " - ] - }, - { - "cell_type": "markdown", - "id": "c8cef971-6e55-4c26-b597-81433e995e92", - "metadata": {}, - "source": [ - "#### Solution" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "f2533dcb-f836-4717-ab6a-674d949921b5", - "metadata": {}, - "outputs": [], - "source": [ - "band_url = assets[\"B02\"].href" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "f96b23a1-479c-41d8-9341-2ae93ad41dff", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Chunk size: [(1024, 1024)]\n" - ] - } - ], - "source": [ - "import rasterio\n", - "with rasterio.open(band_url) as r:\n", - " if r.is_tiled:\n", - " print(f\"Chunk size: {r.block_shapes}\")\n", - " else:\n", - " print(\"File is not tiled!\")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "dade9a7f-3d02-4a2f-99de-ecd4adb43556", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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    <xarray.DataArray (band: 1, y: 10980, x: 10980)>\n",
    -       "dask.array<open_rasterio-e8d77d7b3d373b8236b23f13b5cf233d<this-array>, shape=(1, 10980, 10980), dtype=uint16, chunksize=(1, 8192, 8192), chunktype=numpy.ndarray>\n",
    -       "Coordinates:\n",
    -       "  * band         (band) int64 1\n",
    -       "  * x            (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n",
    -       "  * y            (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n",
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    <xarray.DataArray (band: 1, y: 5490, x: 5490)>\n",
    -       "dask.array<open_rasterio-37e1c32f709c03b98b5a5fb23cb1d553<this-array>, shape=(1, 5490, 5490), dtype=uint8, chunksize=(1, 2048, 2048), chunktype=numpy.ndarray>\n",
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    -       "  * band         (band) int64 1\n",
    -       "  * x            (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n",
    -       "  * y            (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n",
    -       "    spatial_ref  int64 0\n",
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    <xarray.DataArray (y: 5490, x: 5490)>\n",
    -       "dask.array<where, shape=(5490, 5490), dtype=float64, chunksize=(2048, 2048), chunktype=numpy.ndarray>\n",
    -       "Coordinates:\n",
    -       "    band         int64 1\n",
    -       "  * x            (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n",
    -       "  * y            (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n",
    -       "    spatial_ref  int64 0\n",
    -       "Attributes:\n",
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    " - ], - "text/plain": [ - "\n", - "dask.array\n", - "Coordinates:\n", - " band int64 1\n", - " * x (x) float64 6e+05 6e+05 6e+05 ... 7.098e+05 7.098e+05 7.098e+05\n", - " * y (y) float64 5.9e+06 5.9e+06 5.9e+06 ... 5.79e+06 5.79e+06\n", - " spatial_ref int64 0\n", - "Attributes:\n", - " _FillValue: 0.0\n", - " scale_factor: 1.0\n", - " add_offset: 0.0" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# immediately returns: calculation did not happen yet!\n", - "water = extract_water_bodies(scl)\n", - "water" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "fd5b5944-27f5-4743-8931-7a37c5511463", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import dask\n", - "# coloring order in order of execution: almost \"embarassingly\" parallel workflow\n", - "dask.visualize(water, color=\"order\", cmap=\"autumn\")" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "4d551e44-37f5-401e-9c07-3e9e621152dc", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "peak memory: 1015.82 MiB, increment: 531.14 MiB\n", - "CPU times: user 670 ms, sys: 397 ms, total: 1.07 s\n", - "Wall time: 5.34 s\n" - ] - } - ], - "source": [ - "%%time\n", - "%%memit\n", - "out = water.compute(scheduler=\"threads\", num_workers=4)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "25be6088-6c31-40a3-82f7-cf5c904800e4", - "metadata": {}, - "outputs": [], - "source": [ - "from dask.diagnostics import Profiler\n", - "\n", - "# full profiling: are workers busy? do they spend most of the time communicating? \n", - "with Profiler() as prof:\n", - " out = water.compute(scheduler=\"threads\", num_workers=4)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "e6fb494d-d5d0-4b39-baea-d8add14ec637", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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    \n", - "\n" - ], - "text/plain": [ - "Figure(id='1002', ...)" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "prof.visualize()" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "e8785dac-63db-4337-9377-947cd30e5914", - "metadata": {}, - "outputs": [], - "source": [ - "# NOTE: mention `rioxarray` limitations with Dask?\n", - "# https://github.com/corteva/rioxarray/issues/119" - ] - }, - { - "cell_type": "markdown", - "id": "a1adedec-c007-4454-ab48-c6bcdc474f68", - "metadata": {}, - "source": [ - "## From collection to mosaics using `stackstac`" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "a446f63c-6807-4da6-ac9c-2a7b0ff9c470", - "metadata": {}, - "outputs": [], - "source": [ - "import stackstac" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "b95ec0ed-6dbf-4f14-bf75-fc77ec296e13", - "metadata": {}, - "outputs": [], - "source": [ - "# NOTE: mention CRS differences between stackstac and rioxarray\n", - "# https://github.com/gjoseph92/stackstac/issues/50" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "86692b69-3baf-4a43-bcbc-9a37fe8e7f01", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/miniconda3/envs/geospatial/lib/python3.10/site-packages/stackstac/prepare.py:413: FutureWarning: pandas.Float64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", - " xs = pd.Float64Index(np.linspace(minx, maxx, width, endpoint=False))\n", - "/opt/miniconda3/envs/geospatial/lib/python3.10/site-packages/stackstac/prepare.py:414: FutureWarning: pandas.Float64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", - " ys = pd.Float64Index(np.linspace(maxy, miny, height, endpoint=False))\n" - ] - }, - { - "data": { - "text/html": [ - "
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    -       "    transform:   | 10.00, 0.00, 600000.00|\\n| 0.00,-10.00, 5900040.00|\\n| 0.0...\n",
    -       "    resolution:  10.0
    " - ], - "text/plain": [ - "\n", - "dask.array\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 2021-01-12T10:46:26 ......\n", - " id (time) Date: Fri, 1 Apr 2022 17:03:05 +0200 Subject: [PATCH 26/27] minor fixes to episode --- _episodes/20-parallel-raster-computations.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/_episodes/20-parallel-raster-computations.md b/_episodes/20-parallel-raster-computations.md index 5a787bca..a8019116 100644 --- a/_episodes/20-parallel-raster-computations.md +++ b/_episodes/20-parallel-raster-computations.md @@ -82,12 +82,12 @@ resolution, while the scene classification layer has a lower resolution (20 m): import rioxarray scl = rioxarray.open_rasterio(scl_href) visual = rioxarray.open_rasterio(visual_href) -scl.rio.resolution(), visual.rio.resolution() +print(scl.rio.resolution(), visual.rio.resolution()) ~~~ {: .language-python} ~~~ -((20.0, -20.0), (10.0, -10.0)) +(20.0, -20.0), (10.0, -10.0) ~~~ {: .output} @@ -101,7 +101,7 @@ image we thus open the first level overview (zoom factor 2) and check that the r ~~~ visual = rioxarray.open_rasterio(visual_href, overview_level=0) -visual.rio.resolution() +print(visual.rio.resolution()) ~~~ {: .language-python} @@ -228,7 +228,7 @@ Xarray and Dask also provide a graphical representation of the raster data array > > depending on the application! Here, we might select a chunks shape of `(1, 6144, 6144)`: > > > > ~~~ -> > band = rioxarray.open_rasterio(band_url, chunks=(1, 6144, 6144)) +> > band = rioxarray.open_rasterio(blue_band_href, chunks=(1, 6144, 6144)) > > ~~~ > > {: .language-python} > > @@ -236,7 +236,7 @@ Xarray and Dask also provide a graphical representation of the raster data array > > figure out appropriate chunk shapes by setting `chunks="auto"`: > > > > ~~~ -> > band = rioxarray.open_rasterio(band_url, chunks="auto") +> > band = rioxarray.open_rasterio(blue_band_href, chunks="auto") > > ~~~ > > {: .language-python} > > @@ -300,7 +300,7 @@ from threading import Lock %%time mask = scl.squeeze().isin([8, 9]) visual_masked = visual.where(~mask, other=0) -visual_store = visual_masked.rio.to_raster("band_masked.tif", tiled=True, lock=threading.Lock(), compute=False) +visual_store = visual_masked.rio.to_raster("band_masked.tif", tiled=True, lock=Lock(), compute=False) ~~~ {: .language-python} From 257d004fa2931996191ed931b137cefa80e2dc62 Mon Sep 17 00:00:00 2001 From: Francesco Nattino Date: Fri, 1 Apr 2022 17:03:57 +0200 Subject: [PATCH 27/27] update environment --- files/environment.yaml | 1 + setup.md | 3 ++- 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/files/environment.yaml b/files/environment.yaml index 1b4e5056..918413b0 100644 --- a/files/environment.yaml +++ b/files/environment.yaml @@ -16,3 +16,4 @@ dependencies: - xarray-spatial - descartes>=1.0.0 # necessary for geopandas plotting - pystac-client + - python-graphviz # necessary for plotting dask graphs diff --git a/setup.md b/setup.md index 5be8169f..92823e03 100644 --- a/setup.md +++ b/setup.md @@ -159,7 +159,7 @@ code on the Terminal: ```bash conda create -n geospatial -c conda-forge -y \ jupyterlab numpy matplotlib \ - xarray rasterio geopandas rioxarray earthpy descartes xarray-spatial pystac-client + xarray rasterio geopandas rioxarray earthpy descartes xarray-spatial pystac-client python-graphviz ``` @@ -198,6 +198,7 @@ code on the Terminal: - earthpy - descartes # necessary for geopandas plotting - pystac-client + - python-graphviz ``` In the terminal, navigate to the directory where you saved the `environment.yaml` file using the `cd` command.