earth-observation-for-journ.../sources/01c-coverage-analysis.ipynb

874 lines
547 KiB
Text

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Coverage Analysis\n",
"\n",
"This notebook contains the research that was undertaken to find out over which time frame exactly an image of the entire federal state of Brandenburg can be generated. It contains various plots showing products available at a given point in time and details the tiling grid in which the Sentinel-2 data is provided.\n",
"\n",
"The geometry of the area of interest is fetched from OpenStreetMap:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from pathlib import Path\n",
"from sentinel_helpers import search_osm\n",
"\n",
"resources = Path('resources')\n",
"\n",
"brandenburg = search_osm('Brandenburg, Germany')[:1]\n",
"# save geometry for later\n",
"brandenburg.to_file(resources / 'brandenburg.geojson', driver='GeoJSON')\n",
"brandenburg.plot(figsize=(6,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The products to be analyzed are all Sentinel-2 products at processing level 2A in the four weeks leading up to July 1 2020:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Querying products: 100%|██████████| 181/181 [00:01<00:00, 50.95 products/s]\n",
"/opt/conda/lib/python3.8/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
" return _prepare_from_string(\" \".join(pjargs))\n"
]
}
],
"source": [
"from datetime import date, timedelta\n",
"import os\n",
"from sentinelsat import SentinelAPI\n",
"\n",
"end_date = date(2020, 7, 1)\n",
"start_date = end_date - timedelta(weeks=4)\n",
"\n",
"api = SentinelAPI(os.getenv('SCIHUB_USERNAME'), os.getenv('SCIHUB_PASSWORD'))\n",
"\n",
"# use simplified geometry\n",
"footprint = brandenburg.convex_hull[0].wkt\n",
"\n",
"# send query\n",
"products = api.query(footprint,\n",
" platformname='Sentinel-2',\n",
" processinglevel='Level-2A',\n",
" date=(start_date, end_date))\n",
"products = api.to_geodataframe(products)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All available products are plotted to verify that there are enough products to cover the area of interest without holes.\n",
"As the revisit frequency given by the Sentinel-2 mission is much lower than four weeks this should not be a problem."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Area of Interest and Available Products'}>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sentinel_helpers import plot_product_extent\n",
"plot_product_extent(products, brandenburg, figsize=(9,9))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The darker an area, the more overlapping products, possibly at different points in time, contain data for that area. The plot shows that for some areas more data is available than for others.\n",
"\n",
"## UTM Tile Numbers\n",
"\n",
"Each tile has a distinct UTM tile reference number which is encoded in the product identifier as explained in [](01a-download-process.ipynb):"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"eb1fec8e-d933-48c3-99f2-c2b3731dc5a1 T33UUS\n",
"a87c7ff5-8664-4002-9258-7b1508a1de78 T33UUT\n",
"f07d56ae-df3c-4402-a63d-e3879e4e671d T33UVV\n",
"6c1721a4-3628-49dd-a312-788111bf2ce9 T33UVU\n",
"8c3b2e01-7c8b-43d4-b3e0-1a6a376cdd65 T33UVT\n",
"Name: tile, dtype: object"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"products['tile'] = products['identifier'].map(lambda s: s.split('_')[5])\n",
"products['tile'].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some UTM tiles start with `T32` while others start with `T33`:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tile\n",
"T32 75\n",
"T33 106\n",
"Name: tile, dtype: int64"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"products['tile'].groupby(products['tile'].str[:3]).count()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The tiling grid of Level 2A products is based on the Universal Transverse Mercator (UTM) Coordinate Reference System.\n",
"\n",
"> The UTM system divides the Earth's surface into 60 zones. Each UTM zone has a vertical width of 6° of longitude and horizontal width of 8° of latitude.\n",
"\n",
"Source: [Sentinel-2 User Guide](https://sentinel.esa.int/web/sentinel/missions/sentinel-2/news/-/asset_publisher/Ac0d/content/sentinel-2-level-1c-product-tiling-grid-released)\n",
"\n",
"Each of the rectangles resulting from this subdivision is again subdivided into equilateral and perfectly aligned squares, where each square is a product available from the API:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1296x648 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(18,9))\n",
"\n",
"# let both plots show the exact same area\n",
"bounds = products.unary_union.bounds\n",
"ax1.set_xlim(xmin=bounds[0], xmax=bounds[2])\n",
"ax1.set_ylim(ymin=bounds[1], ymax=bounds[3])\n",
"ax2.set_xlim(xmin=bounds[0], xmax=bounds[2])\n",
"ax2.set_ylim(ymin=bounds[1], ymax=bounds[3])\n",
"\n",
"# subset tiles per plot\n",
"t32_tiles = products[products['tile'].str.startswith('T32')]\n",
"t33_tiles = products[products['tile'].str.startswith('T33')]\n",
"\n",
"# plot subset of tiles left and right\n",
"ax1.set_title('Tiles starting with T32')\n",
"ax2.set_title('Tiles starting with T33')\n",
"plot_product_extent(t32_tiles, brandenburg, ax=ax1)\n",
"plot_product_extent(t33_tiles, brandenburg, ax=ax2)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Adjacent rectangles are not perfectly parallel.\n",
"This is because of choices that have to be made when projecting from the earths spherical surface to a rectangular plane.\n",
"The UTM grid is constructed so that coordinates within each tiling represent metrical distances on the earths surface.\n",
"This has the nice property that lengths and areas within a UTM tiling can be calculated simply by counting pixels or using Euclidian distance arithmetic.[^in_contrast_to_lat_lon]\n",
"\n",
"(content:orbits)=\n",
"## Product Shape and Orbit Number\n",
"\n",
"As mentioned above, each square is a single product that can be downloaded from the Copernicus Open Access Hub.\n",
"The visualizations above and the true color rendering in [](01b-visualization.ipynb) shows that these products are not often not perfect squares, but that they have missing slices.\n",
"\n",
"This is because of path along which the satellite orbits the Earth, which can be shown by plotting the available products per orbit number:\n",
"\n",
"[^in_contrast_to_lat_lon]: This is in contrast to Coordinate Reference Systems which use Latitude and Longitude, such as the widely used WGS84, which does not express coordinates on a plane, and has to rely on more complex eliptical distance calculations."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x864 with 25 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import math\n",
"\n",
"orbits = products['orbitnumber'].unique()\n",
"\n",
"ncols = 5\n",
"fig, axs = plt.subplots(nrows=math.ceil(len(orbits) / ncols), ncols=ncols, figsize=(12, 12))\n",
"fig.tight_layout(h_pad=2) # h_pad=2 works better if we have titles in our subplots\n",
"axs = axs.flatten() # lets us address a subplot with a 1d index\n",
"\n",
"for ax, orbit in zip(axs, sorted(orbits)):\n",
" ax.set_title('Orbit #{}'.format(orbit))\n",
" ax.set_xlim(xmin=bounds[0], xmax=bounds[2])\n",
" ax.set_ylim(ymin=bounds[1], ymax=bounds[3])\n",
" per_orbit = products[products['orbitnumber'] == orbit]\n",
" plot_product_extent(per_orbit, brandenburg, ax=ax, alpha=0.2)\n",
" \n",
"# hide empty subplots\n",
"for ax in axs[len(orbits):]:\n",
" ax.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking at the plot above, a repeating pattern shows.\n",
"Orbits #16965, #17108, #17251, #25945, #26088 and #26231 cover the same shape.\n",
"The same can be said for the other slices, which repeat at the same frequencies.\n",
"Except for the jump in orbit number from of roughly 8000 from 17xxx to 25xxx, the cycle repeats every 143 orbits.\n",
"\n",
"The orbit number jump can be explained because they counted per Sentinel-2 satellite. There are currently two satellites in the Sentinel-2 program, S2A and S2B. These can be identified using the product `title`:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['S2A', 'S2B'], dtype=object)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"products['title'].apply(lambda t: t.split('_')[0]).unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"S2A has been launched earlier, which is why the orbit numbers are higher:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([26231, 26188, 26145, 26131, 26088, 26045, 26002, 25988, 25945,\n",
" 25902, 25859, 25845])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"products[products['title'].str.startswith('S2A')]['orbitnumber'].unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compared to the orbit numbers of the S2B satellite:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"products[products['title'].str.startswith('S2B')]['orbitnumber'].unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Ensuring Complete Coverage\n",
"\n",
"When not waiting for an entire repeat cycle to complete, what is the minimum time span in those four weeks to ensure complete data for Brandenburg?\n",
"\n",
"To answer this question, the returned products are iterated through. For each iteration $i = I$ the associated product's geometry $P_{i=I}$ is unified with all products $P_{i<I}$:\n",
"\n",
"\\begin{align*}\n",
" P &= \\{P_1, P_2, \\cdots, P_n\\} \\\\\n",
"U_{n=0} &= \\{\\} \\\\\n",
"U_{n+1} &= U_{n} \\cup P_n\n",
"\\end{align*}\n",
"\n",
"Given the shape of Brandenburg $B$ the condition for termination is when $B$ is contained entirely in the unified shape $U_n$:\n",
"\n",
"$$\n",
"B = B \\cap U_n\n",
"$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Coverage Algorithm"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import geopandas as gpd\n",
"\n",
"# we use tqdm to display progress bars\n",
"from tqdm.notebook import tqdm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Are the products sorted by the time the data was captured?"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.Series(np.unique(products['beginposition'].values)).is_monotonic"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Yes, so sorting them manually is unnecessary.\n",
"Iterating through them in the order they are returned from the API produces a set of products covering the area of interest that is:\n",
"\n",
"1. As close to the start of the observation time span as possible.\n",
"2. Captured over a time span that is as small as possible.\n",
"\n",
"The code for the algorithm is very short thanks to the `shapely` geometry operators:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d72365a29d5f4f0fa166e3e14888df38",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=181.0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"CPU times: user 363 ms, sys: 14 ms, total: 377 ms\n",
"Wall time: 370 ms\n"
]
}
],
"source": [
"%%time\n",
"\n",
"brandenburg_geometry = brandenburg.iloc[0]['geometry']\n",
"\n",
"# iterate through each row in the GeoDataFrame\n",
"for idx, product in tqdm(products.iterrows(), total=len(products)):\n",
" # build a union of all rows up to the current row\n",
" union = products.loc[:idx].unary_union\n",
" # stop when the entire area is covered\n",
" if union.contains(brandenburg_geometry):\n",
" break"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The function `plot_product_extent` is reused to get a visual impression of the area of the union of tiles just created:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Area of Interest and Available Products'}>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAiEAAAG8CAYAAAAIB3WHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAB9kklEQVR4nO3deXwcdf0/8NdnZs9s7qttetC0BdpAAbmEcgRagXIIVGS+eCCgSJEvoFFEUavVqvDlyk9QJMJX4YsijkA55JZjEctdQSDlaJvSpumRZHNu9pqZz++P2ciyJE2y12dn5v18PPJIdnd25j2fd3bmvZ/5zAzjnIMQQgghpNAk0QEQQgghxJmoCCGEEEKIEFSEEEIIIUQIKkIIIYQQIgQVIYQQQggRgooQQgghhAhBRQghKRhjxzHG3maMJRhjz4mOx+4YY6sZYxtFxwEAjLE7GGN/T3k85dgYY88xxm6fynKsIPm54IyxWaJjIfZCRQjJG8bYdMZYlDG2kzHmFh3PJP0WwHoA8wB8bqwJMtw5fZkxVlQX5WGMbWSMrRYdx2Qxxj7PGNMZY/fnaRHfBHB2nuadc8miYPRnmDH2JmPsa6Ljmqxi/EyQwqMihOTTVwE8AqAXwBkTTcwY8+Q9oontDeApzvk2znlIdDBjKZJ2EuEiAP8D4GTG2PRcz5xzPsA578v1fPPsUgAzAHwKwGMAbmeMjVlIOfj/hhQxKkJIXjDGJABfB3Bn8ueiMabZwhj7OWPsFsZYL4B/Jp8/hDH2ZPLbXTdj7H7G2F4p72tMPtfFGBthjL3FGDt3EjHtyxh7JDnfYcbYw4yxBcnXjkt+K5MB/F/y2+X5k1zX1clehTMYY+8yxsKMsWcZY/NH5w3gruTfo99c70h5/2XJ90UZYx8wxn7IGHPloJ1mMcbuY4z1MMYijLHNjLHvJl97DsB8AD9JiWnuOOt3MGPsMcbY7uSyXmWMLU+bZgtj7GeMsV8xxkKMsV2MsesZY3LKNF7G2G8ZYwOMsT7G2G8BeCfZxvMAHAvgRgDPwixwR1/7E2PsyTHe8xhj7J7k3xP+z7AJDpNM4f9OYoxdk2z3QcbY7Ywx/wTrdw5j7I3k/8AWxtiNjLHAHhvFNMA538k5/4Bz/n0AG5HswWPmoaH/ZYytYYztALA9+fwRjLHnk/8TfYyxuxlj9WnxXMYY60yu5xMA5qS9fj5jTEt7blby/+i4lOfmM8b+mvyfGGGM/ZsxdtqePhOMsaMZY/9kjA0lf95kjJ00ibYgFkRFCMmXEwEEADwKc2NzXHJHku5yALsBHAngPMZYE4AggBcBHApgKQAdwFOMMV/yPaUAngawHMBiAL8D8AfG2PHjBZPcCTwJwAegOflTCuBxZn5DXAfzGyXw0bfLv0xhfWcA+AaALwFYAqASwO+Tr61LznN0uhkwu/7BzMMhVwC4CsCi5PMrAfwkbf6ZtNMtACoAfCY5768B6Ey+9jkAWwDckBLTtnHWrRzAPQCOA3AwgCcAPMQY2ydtussA7ADw6WS83wLwlZTXrwFwVvK5IwGEAfz3OMtMdxGARznnPQDuAHAhY4wlX/s/AMsYYzNHJ2aMTQNwAswCGMjgf2YMk53H5wHUADgG5v/D6TB7cMbEzGL3tzBz0QSzfT4D4NYpxDYqAiD10KcCoA7AMgBLmdmD9CTM/4PDAXwWwP4A7kuJ5wwArTALvoMAqACum2ogyWWtA1AFsw0WA1gFwMA4n4lk0foQgJdh/q8dDGA1gJGpLp9YBOecfugn5z8A1gJoTXn8KIBfpk2zBcDTac/dAeCetOe8MDdCZ+5heQ8CuG0Pr38tOY/alOemwdxofyXlOQ7gyxOs22oAG9MeawDqUp47B+bG1pd8/GXz4/ax+ZQkY1qe9vxXAPRn204A3gSweg/rsXFPr0/QBm8C+GFajA+lTfM4gD8n/w4AiAL4eto0r6W25TjLcgPYBeCMlPUMATgx+ViC+S3/eynv+TbMgkie7P9Msk3/Pl6eJzmP55JtIac8dxGAGIDAOMvZAuDitPkem/xfrNrDsv/zvwrABeDC5HMXp8TyPgAp5T1rYBYgnpTnDky+79jk4xcA/CltWdcnp5mVfHw+AC1tmlnJaY5LWdbO0fUeI/6xPhNVqfOgH/v/UE8IyTnG2AwAp+Gjb6GAueG9gKUcZkh6Je3xYQBWsI8OmQzDHFPigzleA4yxkmR39zvJbt5hAKcA2Avj2w9AOze/SQMAOOe7ALyXfC1bXZzz7pTH2wEwAPXjTD8akx/AfWnr2waggjFWlzLtlNsJwP8D8APG2MuMsf9hjB2byYoxxuqYeSjoXcZYf3JZ++GT7f1G2uPtMAs9wDz044X5DTjVC5MIYQXMQuNRAOCcx2D2zFyUfGwA+BOA1EMj58LckerJdcjkf+ZjpjCPV0aXm/RPAB6YbZA+z7rk+29My+VjyUkWTBDW7cnpozB7L66B+f8z6vVk+4zaD8BLnPP46BOc8zcBDOCjz0ETMstTukMArOOchyf7Bm6OybkdwBPMPJz2fcbYvhksm1hE+g6BkFz4Gsz/rdc+6jEHYI63OB1A6tkN6RsoCebhm2vGmG9v8vd1MAe6fgfAu8l53ADz0MOejDUSn43z/FTF0x6PznNPhf7oa2fD/MaaLnVg7JTbiXP+B8bY4zAPHxwP4DHG2FrO+Zf3ENNY7oA5JuBKAB0we4/ugbljTTVWG4yuI0t5bqouAlALIJLy/8QA6Iyxacli8k4A32WMHQKz1+EgAOelzCPT/5lUmc6D7eG10fb5JsyxLuk6x3gu1Q9h9saEAezknKe371gFwHg54JOYZpQxxnNjnQE35Xxzzr/OGPsVzEO6JwBYwxi7lHPeNsFbiQVREUJyipkDUi8E8EsAf057+Xswdyh7OsXyNQAHANg0xgZ11LEwv+X+JWWZ+8Dssh/POwAuZozVjvaGJMcN7AOzqznf4sllyinfkt+B+Q12Huf80SnObzLtBM75DgB/gDl24VEAf2aMXcI5H0zGJI/33hTHAriSc/5Qch0CME9hfnsK8W5MLu8oAO0pzy/Z05uYOXB4KczekPTTou8FcAGAazjn7zDG1sM8lBUD8Abn/N9p6zDV/5l0k53HYWl5PhLmum9KnyHnfBdjbBuAfTnnt00hllG7OOdTOV38HZg9kp7R3hDG2IEwC6l3ktO0w8zTLSnvOyptPrsByClFIGCO30j1OoCvM8YC4/SGjPWZAABwzt+G+f91I2PsVpjbDSpCbIgOx5BcWw7zW3Mb5/zt1B+YO8MT2DhnYST9EuYgyj8yxg5n5hkJxzPzrIvRga3vATgj+XoTzAGCDRPEdTeAbgB/YebZHofA/Da/HVMbgJqpjuTv05OHN0o558Mw1/eXjLFLmXn2zn7MPFNi3IGMSRO2E2Ps14yxU5h5hsJ+MAejbgMwlBLTUYyxOYyx2uROdSzvAfgSY2wxY+wgmMXlZIqX/0juhG4F8HPG2OnJdb0WwMIJ3noRgM2c8wfG+H9S8fEBqncC+ALMwaD/N8Y6TPV/Jt1k51ED4DeMsUWMsVNhjo24bQ+HJX4I4HLG2I8YY/sn2+ZMxlg+drq/hjnQ+I7kso6G2aP2Auf8H8lpbgDwX4yxbzLG9maMXYCPH+oCzMODQwCuSU6zHMCP06a5BeY+5kHG2FHJ/9HTGGMnJ1//xGeCMbYgeejwaMbYXoyxI2EO8G0HsSUqQkiurQTwMud86xivBWEWAheO92bO+QaY345LYZ6F0Q7gNphjJ/qTk7UA+BBm9/XTMAuJe/cUFOc8ArN7Nwbg+WQsYZiDQtMPI+Qc5/xVAL+CuSPeBXNnAM75GpjrcyHMwZ4vJB9vmWB+k2knBnNcyNsw1zkA4OSUnpOfwPwG/B7MvHzsNMwUF8DcVrwC4AGYA05fncx6p/l+8v13JedVCeA3403MzLOWzgfw13Em+QvMcRbLko/vTs6zPvl3qin/z4xhsvO4F+YO+gWYhe6jMA9ljYlzfhfMs1hOhdkur8IcFLt9ivFNKNlrcSLMQaSvAvgbzP+Ps1KmWQvzkNOVAP4Ns6j7Xtp8QjALviOS06xC2jome+GOhtkWj8LsafkFkoenxvlMhGGOaboH5iHK+/DxM2mIzbA99OQSQgghhOQN9YQQQgghRAgqQgghhBAiBBUhhBBCCBGCihBCCCGECEFFCCGEEEKEoCKEEEIIIUJQEWITwWAw/a6rpMAoB+JRDsSjHIhltfanIsQ+0i/ORAqPciAe5UA8yoFYlmp/KkLs43jRARDKQRGgHIhHORDLUu1PRYh9vCs6AEI5KAKUA/EoB2JZqv2pCLGPStEBEMpBEagUHQChHAhWKTqAqaAixD78ogMglIMiQDkQj3IglqXan4oQ++iYeBKSZ5QD8SgH4lEOxLJU+1MRYh9HiA6AUA6KAOVAPMqBWJZqfypC7GOt6AAI5aAIUA7EoxyIZan2pyLEPi4RHQChHBQByoF4lAOxLNX+VITYxyrRARDKQRGgHIhHORDLUu1PRYh93C46AEI5KAKUA/EoB2JZqv0Z51x0DIQQQghxIOoJsYlgMHiX6BicjnIgHuVAPMqBWFZrf+oJIYQQQogQ1BNiE8Fg8A7RMTgd5UA8yoF4lAOxrNb+LtEBkJy5UHQAhHJQBCgH4v0nB22t7QwASz5M/zv992RfEzkPaQ/TZfKalDbdZOKQUv5Ox5hUc/u769uXjPXaOO8Z5QLw6sqWppEJpsspKkLStLW2HwCgLO1pPs5vHYCR/NEn+D3Zn/9Mv7KlyZhC6GsAXDWF6UnuUQ7Em3IO2lrbJZgb9tEflvZ4otfkcX6zlL9T3w98fIfigvm5Tze6I+JjvA/J9yXGed94Ruc31fekv85TXvuYabO9X2trbf992nSpv0djSH0u9fn06Sf7Wvrr6bGO91r6/Cbz2lhxpD5njPPaVOaxp9fGtde+/Vdt2VB99UTTjWEmgBIAVIQIVgFg0ySnTd/IpG6g3GM8N/qYpTw/7u/kxnFP/5j/UVJa8Vrb+vZjx5ku/QOc/lp6oZSrguo/P1MsqKzqFtEB5NMYO+up7rjH21mnf4bk5CJHd3BlAIbTnkPaYwn42OdgvOnG+s1h/p/ylL+NlL+R9vpY06Q+p43x3Ohj29M1uRVAl+g4nGq433un6BimgoqQT5qoyyoVh7nBEa5uZviYD9/zvJjFLPa0U/GM8VxqQZX+nrEKqvG+yaT+Tn8u9RvOnr5BpE4vsqBaAeCmCXbWk9lpT/QNO/UHGPtb8lR2wmNNlz5eLDUX4+18+Rg/6Tvh1Mc531nXzQwfm+XngGQpUB5f3rMj8PuJpyT5kGX7F7xQpiLEJhIxeX2WsxjdAVjdWIVS6mPXGM9NtoeKAZDaWttHl5X6gWXl1aWJtvXtyzD+t+j03+Pt0FN3yjrMLvfxduokRQ4+ByRLlAOxrNb+VIR80lR6QoqGy23MAfCG6DiKAIe54x7rGHteVdbE9hkM+TcUernkI/Q5EI9yIJbV2p9O0bUJzhEVHYPTUQ7EoxyIRzkQK4v2H2/Qcl5REfJJlmwTw2ADomNwOsqBeJQD8SgHYlmt/S25w80zax6OcRkLRMfgdJQD8SgH4lEOxLJa+1MR8kmWLEIiI+51omNwOsqBeJQD8SgHYmXR/nQ4RrS000gtpaQ0vkJ0DE5HORCPciAe5UAsq7U/FSEf54JFT1Pt7grcKjoGp6MciEc5EI9yIFaW7V+c1wlRFGULgCGYpz1qqqoemvLaFQCuA1CnqmrPGO9dDuBXMC+0dLuqqtfkIO58kSHg1M5cqJ8ZXtUx6KVLhgtEORCPciAe5UCsLNpfyFAExvnEhU+yCDk0vchQFGU2gNsBLARwyBivywDeB3ACgE4ArwL4gqqq7ShCba3tpQAOBNAhOhZCCCGkgOYAeHdlS1N/IRea7eGYVgBXYvwunMMBbFRVdbOqqnEA9wA4I8tl5tN4N5IqevOaQjeLjsHpKAfiUQ7EoxyIZbX2n+wVUzmAJxVF4QDaVFX9naIopwPYrqrqm4qijPe+mQC2pTzuBPDpsSZUFOUiABcBwMKFCzcsW7bsNgCVAPwweyaOALAWwCUAVgG4vbm5+fxgMHhXc3PzucFg8A6Yt5BeA/NGYisAvASgEUAEQD/MHptnAXwRwA0Armtubv5GMBj8Y3Nz85fn799726a3a65tXBRa3dfjv6myJnpOdMT1jMenLTZ0aRcASLIxLR51veUr0Zb29/ruqaqNXN6xoXr1vKbQzZvbqy8b/d24KHT17u2BNXUN4YtHhj1r/SWJJZombZQkXsEYfFpC2ur26geHBz2Pl1bGzuvcVHHt7AUD13e0V7c0NoVu6mivvryxKdS6bWPFFbPmD1w53O+9M1AeX56IyetdbmMO54gaBhtwuYwFkRH3OsNAR6A8VlI/M7yqY0P1VWPEY7l1KimNr+juCtxqlXUyOLpqZ4Qb7LROVsvTYJ/36rmLQlfZaZ2slqddnYHvzV0Y+rad1slKeRoZdv9m7sK+S6a6TkP93qGKmujcYDDI87HPbW5u/ulY+/7JHo5pUFW1S1GUegBPAbgM5jiQE1VVHdjD4ZqzAZykquqFycfnAjhcVdXLJlyoAG2t7dNgFk47RccyVaP/XKLjcDLKgXiUA/EoB2Jl0f5zAGxY2dJU0IudTepwjKqqXcnfu2FWRs0wq503kwXILADrFUWZnvbWTgCzUx7PQnHf4tmyZ8fQh148yoF4lAPxKAdiZdH+xXmdEEVRAoqilI3+DeBEAK+qqlqvqupcVVXnwiw2DlZVNb0H4VUAeyuK0qgoigfAOQAeyuka5JYM8/biltO4KLRadAxORzkQj3IgHuVALKu1/2R6QqYBeEFRlDcBvALgEVVVHx9vYkVRGhRFeRQAVFXVAFwK4AkAG8yn1HeyDztv3LBoT0hfj/8m0TE4HeVAPMqBeJQDsazW/pMaE+IUba3tC2EWIcOiY5mquQv7LtnybtUtouNwMsqBeJQD8SgHYmXR/nsBeHtlS9NQrmPaE7pi6se5YdHDMdER1zOiY3A6yoF4lAPxKAdiZdH+Qi5WRkXIx1n2OiEen7ZYdAxORzkQj3IgHuVArCzbv/gGpjqMZYuQ0fPEiTiUA/EoB+JRDsTKov2pJ6QIyLDowFRCCCHEaqgI+TghlWAuSLIxTXQMTkc5EI9yIB7lQCyrtT8VIR9n2faIR11viY7B6SgH4lEOxKMciJVl+9OYEJIZX4m2VHQMTkc5EI9yIB7lQCyrtT8VITbR3+u7R3QMTkc5EI9yIB7lQKws2596QgSz7JiQqtrI5aJjcDrKgXiUA/EoB2Jl0f5C9n90xdQUba3tRwPYLDoOQgghpMDmAVi/sqVppJALpZ6Qj7NsT8i8ptDNomNwOsqBeJQD8SgHYmXZ/gXvlaCekBRtre3NAD4QHQchhBBSYPMBvLaypSlSyIVST4hN0LcP8SgH4lEOxKMciEU9IRZGPSGEEEIcagGAV1a2NEULuVDqCfk4y44JaVwUulp0DE5HORCPciAe5UAsq7U/FSEfZ9n22L09sEZ0DE5HORCPciAe5UAsq7W/ZXe65OPqGsIXi47B6SgH4lEOxKMciJVF+3PQxcrEaWttt3RbjAx71oqOwekoB+JRDsSjHIiVRfsLGY5g6R1vjskAdNFBZMpfklgiOganoxyIRzkQj3IgVpbtTz0hArkAGKKDyJSmSRtFx+B0lAPxKAfiUQ7EyqL9qSdEMEv3hEgSrxAdg9NRDsSjHIhHORDLau1PRchHLN0Twhh8omNwOsqBeJQD8SgHYmXZ/nQ4RiAXLNwToiWkraJjcDrKgXiUA/EoB2Jl0f50OEYwSx+OcXv1g0XH4HSUA/EoB+JRDsSyWvtTEfIRS/eEhAc9j4uOwekoB+JRDsSjHIiVRfsz0OEYoSxdhJRWxs4THYPTUQ7EoxyIRzkQy2rtTzewS2prbZ8PwANgQHQsmXB5dFmLy5YtouyAciAe5UA8yoFYWbT/PgBeWNnSpOU6pj2hnpCPuGHhnpDZCwauFx2D01EOxKMciEc5ECvL9i94rwT1hCS1tbYvBhAGUNDbGBNCCCFFYF8Az69saSrol3HqCfmIpceENDaFbhIdg9NRDsSjHIhHORAry/annhBR2lrbDwOwAxa+YBkhhBCSoYUAnlvZ0lTQfSD1hHzE0ldMbWwKtYqOwekoB+JRDsSjHIhltfannpCkttb2IwF8KDqOTNGIdPEoB+JRDsSjHIiVRftTT4hgQi5Zmyuz5g9cKToGp6MciEc5EI9yIFYW7U8XKxPM0kXIcL/3TtExOB3lQDzKgXiUA7Gs1v5UhNhEoDy+XHQMTkc5EI9yIB7lQKxs2n9lSxP1hAhk6bZIxOT1omNwOsqBeJSDqekZfHHfgXB7bS7nSTkQy2rtb+kdb45Z+nCMy23MER2D01EOxKMcTN7Ovr8fPxLrfDqu9U3L5XwpB2Jl0f5CzlKhIuQjlj5NiHO60qtolAPxKAeTl9AHLwTAooldP4gmur25mi/lQCyrtb9rMhMpirIFwBDMK4pqqqoeqijKGgBnwLy2xm4A56uq2jWZ9+Ym9JyzdE+IYTBL3njPTigH4lEOJkc3Yoxz/dMAwLl+XPfAP+6or2g+z+uuiWc7b8qBWFZr/0kVIUnHq6rak/L4OlVVVwGAoiiXA/gxgIsn+d5iZOkixOUyFgB4WXQcTkY5EI9yMDmy5OUM8lsc+uEAwLl+bPfAP672uKr/5HFXba8MLN6V6bwpB2JZrf2nUoR8jKqqgykPA7D44Qyri4y414mOwekoB+JRDiavzL/gG8OxLV81jNh/A4DBE+dEE7vOiSZ2YXDkvQ9lyXuf113/QG35pzdNZb6UA7GyaH8hX8QndcVURVE6APTBLDTaVFX9XfL5XwD4CoABmL0d3ZN97xjTXQTgIgBYuHDhhmXLlt0GoBKAH0AHgCMArAVwCYBVAG5vbm4+PxgM3tXc3HxuMBi8A8CFANYAuAXACgAvAWgEEAHQD/OKcM8C+CKAGwBc19zc/I1gMPjHd9fX/e+8ptClm9urL2tcFFrd1+O/qbImek50xPWMx6ctNnRpFwBIsjEtHnW95SvRlvb3+u6pqo1c3rGhevW8ptDNm9urLxv93bgodPXu7YE1dQ3hi0eGPWv9JYklmiZtlCRewRh8WkLa6vbqB4cHPY+XVsbO69xUce3sBQPXd7RXtzQ2hW7qaK++vLEp1LptY8UVs+YPXDnc770zUB5fnojJ611uYw7niBoGG3C5jAWREfe60orY/+zaVnp+/czwqo4N1VeNEY/l1qmkNL6iuytwq1XWac7e/fcOhnz/bad1slqeJInP4kDCTuuU7zyxktce3rG97yZfCX48ONg/L3W77PX61h/yqWOvm8o6caAfHAmn/e8VyzrJMj+Ic7Z9qus00OtLTN9reHO+9rnNzc0/HWvfP9kipEFV1S5FUeoBPAXgMlVVn095/SoAPlVVfzLV9xaLttb2pQDeFR1HpgLlsZLwoHdEdBxORjkQj3Iwvr7hNxrKSxbtkCXvJzb6u/qDh8YS3XcBvDz1eYm5/1zqm3d9ZekBOye7HMqBWFm0/6KVLU1P5zygCUzq7JjRAaeqqu6GWRkdnjbJ3QDOyvC9JAfqZ4ZXiY7B6SgH4lEOPpLQBl2dPQ+t2tp970tbu+99ZSiy8e87Qo/d2BV69NydfU+d0Dv06tydfX8/rrPnwV/GErvvSy9AAMDg+mGS5ItNZbmUA7GyaH8hQyom7AlRFCUAQFJVdSj591MAfgZgk6qqHySnuQxAs6qqn5/Me1VVfTwP65KxttZ2CcBxsHBPCCGEAEDv0Ktzo/FdJ+lG9BKAZ3shsqjE3A953NV31lcc+0Yu4iNFa+HKlqZnCr3QyfSETAPwgqIobwJ4BcAjySLiGkVR3lYU5d8ATgTwTcA8/KIoyqMTvLfYyDBPIbaseU2hm0XH4HSUA/GcnIPewVfmd/Y8eE04uuUp3Yj8OAcFCAD4DJ5QovFdj2zrvu+xnX1PHzvRG5ycg2Jgtfaf1JgQu2trbfcDOBTAlEaBE0KIaN0DL+yvGZGGhDbwc4DPzN+SpA9csv9/G6pPuSt/yyACFW1PiBNQTwjJGuVAPKflQDdiLJbo/VJC6/9DfgsQgAED9RXH/2ms18LRrYGewZcW7Op/7rDGRb2TykFo6PXZ27rve2pb9/0PdPY8+JPQ0Ouzx5rO4Br6w2/XZxO7k2TxGSjOMSFO0NbaXglgXwDbBIdCCCGTFo5uDfQOvfooYCzI97IYc/2txDPz2pjWe4huRD/DuX4AALf5w2tSptzOwHoAFgdglAcWfb2iZFHv6Ku6EWODIxtmDEU2PpBWOCUk5n7A46r+P793xmbdiHrjWv/0WLx7NYd+gMS8v2+oOeUXEsv48lZkz/Zd2dL0bKEXStk0uWBeft6yGheFVndsqF4tOg4noxyI55Qc9Iffrtf04QqDxwOAMasQy+RcOy0c+/C0SUw5k6cUF8ORjefGEj3P6PrIHMZcQ3GtrxXgY900z23wxNnRxK6zo4lPXrCVc+1QKkAmZrXPAGXUZPkipK/Hf5PoGJyOciCeXXMQGlo/Kxz78EfgvI6D1wHGXAAJgI0A8AkOb490I/pdPb7zu9nOh8PYLxrf5fN5plnqBm2FlsVnQMgVU2lMiEkGoIkOIhuVNdFzRMfgdJQD8eyWg/7wW9O2dd/32HB00z851z7LoR8BGPNhbrN8AK8WHWPh8MBQdNNc0VEUO6t9BqgIMblg8YGp0RFXwUc1k4+jHIhntxxUBhbvYsz1GqjXGgDrqChZRGcwTiCLz4CQAaJUhJgsX4R4fNpi0TE4XXoORmJd/uHI5nKDW7qTzVLs9jkYinxQyWHQmSEA3HLZ/3hcVQnRcRQ7q30GqLo2uWHxwzGjNzAi4qTnoD/8xuc1PXxNaPj1qCR522bVnH5t+nsS2qArEu8qLy9ZGCpcpPZll8/BjtATZ+g8vg/nWhPn2omi4xGNMXndtKplD4uOwwqs9hmgIsTkBhAXHQSxl/qK4//UFXqkBeDTODfmjD4fje/yyXIgwSDznf1//zPnxgF+T8N+ble5pukRaffAc2cDXOacew0jeqbXU7+qvuKYf4tcF1I40US3V9OHv85hfEp0LMWAQXqtqvRTX6UzY+yJsmpyw+KHYyTZGOuUN1JAozkIR7cG+sNvfdEwop8fvXQ259qybT0P/JoxaQc3EkdwGAcDiAHwAsDO/qdvCvjm/iIa33mUpg/fgJSR6rFEz3c0PXKBS/Zb+gyuQrDD58Dnrosxyb2OGzHHFyGMuR6tKfv05SXehojoWKzCap8BKkJMlj87Jh51vSU6BqeLR11v7Qg9cXpCH7wBQMnHX+XlnCdWpF0b0PufV7l2xnBk4xljzZdz7TM7+h6/3eeuv6Gu4qh3Rp83uAb6dvhxdvkccEM7RHQMYrFBt1z2/RnVJz2Yi7mZV119a6ZbLh8u888fyMU8i5XVPgO0BTPJEDQyOFd8JdpS0F2AhfKVaEs97ppHEvpgycRTTw3n2kmR+I4lnT0PPsBh1HOuHQMwA0C/Syr5jctV+m+6y6n1Pwc7+p46sdy/zzrGpC2c60eIjkcExlyPlPnm/7iy9ICduZjfjr4nT0pog6sBPocxOVjmn//FXMy3WGXxGRCyD6QixCTkIi251N/ru0d0DE7X3+u7h3OtZuIpM8XLDB4/N+UxAJRqRvhqLR7G1u57t0nM9aLXXfu/dRVHv52/OIqX1T8Huh45vHfoldthfjFyFAbpbberas30qqUvZPL+HX1PngTOvZLk7tGN6HzdiH4WnHs5jCYkeybdcsWtOQ26CGXxGRCyH6QixGT5U5WraiOX93f7V4uOw2kMrkE3orJbLtU1fPhz3YjeAbAwwAOFj4bPNnhidiS+46yt3fdtkZj8GmPuDSXeWX+rKj1wR+HjKTyrfA76w29Nk6WSaOqhgV39wUMNHvuGyLjEYFvdrvKfTqtc+nimhxdDQ+tnJbSB3wDw72l0n6YPnQbg+YwWYhFW+QyMoiLEJqx0rwC7MG8e9sqTAEoZpI28Wz8CwJjjOgpMBoz5Bjfmgyd4XOttB+CIIsQKn4ORWGfJ4Mh7zwK8bCT24X9xrgd0Iz5bNyLfEx1boUnM/deq0k/9KODbazjTeQxHO8qGox13A/BPNK3BE5/Tjdj3ZMlr6cPve5LFZ4AuVkYy57RbmBfKQLi9Nq71udOf7xt+oyE09Or9AJ8L8FrzctpFKaob8fpd/cFDx1oPuyn052D3wD8O3N3//KeGox1lo88NjGyoGRx5d9zLqfcN/+siAP0ApFii969xrf8O3RhZA/DSAoRcLCIeV9WXZ9We+a1MCpD+8FvTukKP/Vdnz4NX9w2tvy95KfvJ8PcMvmTrQb9W2xcwzm1bEE5aW2v70QA2i46DFJeEPizv7Hvqd5zrhzMmvQ2wiLmjYH3gxlwOY3/RMU5RRJK8f5hVc/ovRAdidb2Dr8wfiW37NYdxQPIpjUF6F4wNcK4fBYC75YqLZlSf+Gjq+7pCj39O04dugg3GoWVDYp7fz6o9Y1Xqc7FEr0c3Iq4S76yRid6/rfu+p5JjPTLAwgAGGXO9NLPmtEvpDLP/2GdlS9NzhV4otb7J8huEeU2hmze3V18mOg672NH35HJNG76IQ/80AHCuHys6phzwG0b8lIQ2+D9uV7kGALoRY6Nd0ztCT5ymGSOngfN6ABJj0oeS5H2p3L/vI6X+eYNCI5+kfH4OYoleT8/gS182eGwp58ZCgM9IednFYeyf0qHNNH3oGyOxrmdHr3HR2fvQlYYR+2Y+YrMeXr69928rGZNGDCN+kMG1JQCfBSDOmOtpibneAZjhkstenFbZ/JqmR6S41ufV9GFfQuuvAmMDmR884AEAAc4TJ/UN/6uxpuywjtytl3hW2xdQTwiAttb2YwDQjZEcpiv0+Od1Y+RzADQGeSvAYpLk2cC5VqsbkVUTzsCypA2S5H7SMOJnmIeTWHJwJC+BeeG+dHHG5NcYXG+45MALdRVHP7+7/7nTNWPkZHBjJgcqAC7Lku9PVaUH/8FqF5YajmwuH4lt21vn8RqJufsBwzWtcum69Om6Qo+drenD/28q82ZMDtaVH/VVzRhxh4ZeewOALzdROwYHWA/Aa5DT4QNsZ8C311k1ZYdtyd08LY96QgSy/NiYxkWhqzs2VF8lOo5CMLiGnaEnz+fgbklyb+Vcq9X1yBfApG4G1se5Mc+81PnRe7xoT0P18nsT2uADPYMvLk/oQzcCPGDosUKthkDGIsOILfroMa+Y4A0ezvUlHPqSuBa7ZHvvw30Ar0qfiHN9uugCZDKfA92Isd39wZMNHp/NmGu3pg9dj48XB1po6PVjqssO2Zr6PoMn9plqPJzrzd0DL9zLYSwGbW8zwQBel+N5xmXJ/2u7FiBW2xfQh8Imdm8PrBEdQyH0DL64TyzRc7puRFsAQE+9kDk3/tNDG43vvLuz54EnXXLZA9Orlv0j5f37GlzzAoAs+cxDDIxpjMnPca6dWqDVsLhPFiAAwGHU7Oz7+1KPu+Y9cEMq8++9Y/SwD1CYK7xO5nOg6cPuhD54HcArx5nEFY5t/UGZf+9LR+MfHHmvyjBiX80kJroHTDGR3iv1zT0/vcC0E6vtC6gIsYm6hvDF4UHvjaLjyKftvX+7VDci38ekxvDwaoMnztH0Ib6j78kS3YgeZBjx083DDyQfONfOjGt9Z8a1PgDAcHSzDkjvM8Z2gKOMQ9/f75lxZj4vpDbR52Ao8kGlzz1tGOCePc2Hc+2zO/ufdknMtcEll66La/0XgA6lWF6Jd9bX7VyAANbbF1ARYrL8wNSRYc9a0THkWvfAP/eLJnb9GBxeDqMB4DOnOg+DJ75gaANfyEd8ZEIyYCziHIsAgDH5mXxfyXVPn4Pd/cFDoond9wCsD5+4t88nca6drHPtZN2IfjunQRIBWA9j8ksVgf22iI4k37LYF9Bl2wWy/JgQf0liCQBbjfKuKf/0O509DxzksOsn2BTrdMsVt4WjWwMB35zw6LO6EWNDI+9NM3jCo+nh2rjef5JbLntuWuXxL6bPIZro9sbiu8sDvnm9PYMvLNWN6AEANK+79vHa8iPfBz7+ORiKbKoYirx/smHED+DQ54DzagAlyQG4xCH8nhknOek2BlbbF1ARYhOaJm0UHUOuca4zAHHRcZBc4LPiWujPvUOvbugPv/UnxljcMBKLONcO4+AzkuMzZACIGfHTd/Y99ePa8qOfZkziO/v+fr5hRM/hMBYyJr8Ujm1TNT18CWAsZJBfSujD7wJ4HzA/B+Hoh6WDI+8uS+hDP8yk94zYCdvhpAIEsN6+wPFFSFtru+V7QQBAkiY8w8FyZMnL3a7yKxLawO9Fx0JyxVikGyM/3/M0fE5c679jR+jRt8CkTZxrZ/7nFa4frelDRzPmepJBfjPgm3t9VelBXaOvSxKvGBhpP03Th2/I2yoQy3DJgetFx1BoVtsXOL4IgdkGe7jlkTUwZs9Bc2W+BS+Ghtf37+FMBmJTHMZicGPxmK9x/TAOXhWOboEs+X4ejn54lMHj+3QPy8dpeviAsd5DnEeW/I67/pPV9gVUhJhdwJYvQrSEZLsR35oekfrCb/yGChDySeZpwgZP/Fd/+K0VADwAELHUZdJIviW0gTMAvCo6jkKy2r7AFocisiRD0KjgXHJ79YNFx5Bru/qf+Rrn+lLRcZCit8fTbYlzGTx+wfbeh68QHUchWW1fQD0hNjkcEx70PC46hrF09jy4mjF5J+faPhy8RmLu1wyeWAQg4JJK7p1RfdLD47/bKC9YoIQQW9KN+Gc1PXKjS/YbE09tfcW6LxgPFSE2ORxTWhk7r2dH4GrRcaQzeOKz4PHpo491rn1m9O+EPnRYZ88DxwMs6nZV3g/oHs71gMG1Gl2PKBzWqugJIcVHYu6/O6UAAYp3XzAeKkLMIsTy/6CdmyquzfcyEtqga0ffk/9I3ujtEQY2zLm2gIP73XLFnwFDNnhiuksOvFtdeti/AUCWfLfrRuRHY8+RVxg88V8AEEvs/gKoW50QkmOMyZ2iYyikQuwLcomKELMNLF+EzF4wcH1He3VLPpchSV7dvO4Clw0j+q3U1+Ja7xmjf2v6MLpCjwyZj/hYd2UdCxUghJCcYsz1ZF3Fkj+KjqOQCrEvyCUamGoWIdqEUxW5QvzTyZKXu6TAjzCpC4jxMvPHWqeLEULsgzH5fY+rKiE6jkKyUgECUBEC2KQnpLEpdFMhltNQc8r/lXhnncSY6ynYYCwNIcS+ZMn/uugYCq1Q+4JcocMx9ukJubxQy0rep+P8gfA7dYOR91enXtHyk9gwY9KbAOtmkHe6ZP+LjLmGNX1ksW5ELgb49PHfSwghmWHM9URt+ZFPi46j0Aq5L8gFKkIAN4CY6CCy1dgUai10N1xFYL/uUv+CS3eEHksYPHF26msM0juS5FOrSg+8u8Q7a2SMt780HO24p2/4zas5T6woUMiEEGfQA945q91yqeN6a0XsC7LBOLf8dbqy0tbafgCAIVi8EHF5dFmLy8I+cDtCT56qG5HDGHNtL/HO+ltV6YE7JvvenX1/XxbX+q9N6RXhDNKbHLyObkBGCJkizS2XfXNG9fIHRAciQhb7gr1XtjQFcx7QBKgnxOwJsXy1PGv+wJVbNlQLOzd8RvWJjwB4JJP3Tq/6zNMJffjwvqH1Bxo8VuN2Vb1fU3boh+Ho1kBo+PVWzrVTALCP3sF6GNh2bp6pU5ubNSCEWFxUYu6HPO6aO+orjnlTdDCiiN4XTNWkihBFUbbA7C3QAWiqqh6qKMoaAGfAHNS5G8D5qqp2jfHe5QB+BfN6HLerqnpNjmLPFVtcrGy433un6Biy4ZZL9frKY9enPhfwzQkHfHMuGgi/UzcS61zCoQfccsUbdRVHtQNANNHt3d0ffAng9WKiJoQUA8bkf5T65rdMpQfWrqy2L5hKT8jxqqr2pDy+TlXVVQCgKMrlAH4M4OLUNyiKIgP4DYATAHQCeFVRlIdUVW3PLuycssW9YwLl8eU9OwK2vOV9RWC/7orAfg+mPtc//O/pQ5EP7qQChBBHi8hSyS+nV33mD7Lktfx2PBesti/I+HCMqqqDKQ8DGHtHfjiAjaqqbgYARVHugdl7UkxFiC0kYvL6iaeyj2hi9yIOY9FHz7AhgHsAeIUFRQgpELZLlrx3lPn3vau8ZJ8+0dEUE6vtCyZbhHAATyqKwgG0qar6OwBQFOUXAL4CYADA8WO8byaAbSmPOwF8OvNw88IW10pxuY05AN4QHUehTK/6zLN9w28cEU107y9L/h215Ue8NRT5oGYg/M7fAD5HdHyEkHxgfRJz319esqiVio+xWW1fMNki5ChVVbsURakH8JSiKO+qqvq8qqo/BPBDRVGuAnApgJ+kvY99Yk7jHPpQFOUiABcBwMKFCzcsW7bsNgCVAPwAOgAcAWAtgEsArAJwe3Nz8/nBYPCu5ubmc4PB4B0ALgSwBsAtAFYAeAlAI4AIgH4ACwE8C+CLAG4AcB1Q98d5TaGbN7dXXzb6u3FRaHVfj/+myproOdER1zMen7bY0KVdACDJxrR41PWWr0Rb2t/ru6eqNnJ5x4bq1WPM4+rd2wNr6hrCF48Me9b6SxJLNE3aKEm8gjH4tIS01e3VDw4Peh4vrYyd17mp4trRy+02NoVu6mivvryxKdS6bWPFFbPmD1w53O+9M1AeX56IyetdbmMO54gaBhtwuYwFkRH3OpfbOClQHvt7/czwqo4N1VfZYZ1KSuMrursCt463TgcfNueivp59k+sUSXh80xe/8uoH/fF4LL0IGQFQMuF/OSGk2HBJkqJut/e1srKK7XvNXhD0eEp2uVzGKZGR4Qm3EXbc7k20ToyhdO7Cvkumuk4DIW80GAxWIE/73Obm5p+OleApn6KrKMpqAMOqql6f8txeAB5RVXX/tGmPBLBaVdWTko+vAgBVVYtm5G5ba/tRMBvc0mbOG/j09s0VL4uOQ7Su0KPnavrIDwD0yZLv7oBvr79WBhbv6g+/NW0ktm2Zpo9cBfBq0XESQvaE9UmS58+lvsbbKwOLd4mOxkqy2BcU5ym6iqIEAEiqqg4l/z4RwM8URdlbVdUPkpOdDuDdMd7+KoC9FUVpBLAdwDkweyGKyVi9NZbjchkLADi+CGmoPuUug2t3Sezj/9qVgcW7KgOL7+4eWPevSLzrQYAHBIVICBkX21binXVuZeDATS7Zb/nbaYiQxb5AyMDeyYyHmAbgBUVR3gTwCswej8cBXKMoytuKovwbZmHyTQBQFKVBUZRHAUBVVQ3mYZonAGwwn1LfycN6OF5kxL1OdAzFIr0ASVVXsWRDiXfmZxlzPQZIGwHWDbCdMLsPCSECMCY/53FVnVvu3+fM2vIjPqACJHNW2xfQFVNb248BsEl0HNmauzD07S3vVt8oOg6r0o0Y6x74R3Nc67+ZDtcQUlhed+3np1Ue/6LoOOwgi33BgpUtTc/nPKAJ2OLMkCzZ4nBMd1fgVtExWJkseXmJd86bAIZFx0KI02h6+BDRMdiF1fYFVITYpAipnxleJToGK9ve+8hX+8P//ied3ktI4XGu00UHc8Rq+wIqQmyiY0P1VaJjsKreodf20o2RNQCvEB0LIU5k8MRnooluutBgDlhtX0BFiE16QuY1hW4WHYNV1ZQd+qFLLrtMYu57zB/PHxhz/Q3mfZEIIXnH9+of/nexXcjSkqy2L6C76NqkCNncXn2Z6BisrKF6+f0A7k99riv0+FmaPvxLgJcKCosQx9CNyCIABR8YaTdW2xdQT4hNihCrVb9W0FC9/L7a8iUHed11Z7pdlRe45YqLZKnkxxJz3wMglj692+0JS8x9r8Q8f5CY+17GXH9jzL0WYL0A+9iAV8bkoPk8IQQAdCPyo77hNxpEx2F1VtsXUE+ITYoQq1W/VlHibYiUeBteTX++e2Dd7XEtdLzBE4cB0N1y+Z1uuWJrTeWhH6ZPG0v0egZH3l0Qje9aA8YGwXmFxLzP6HykeaxlMkhvJ2/OJ+d+jQgpVixS6pu3W3QUVme1fYGji5C21nYZgC46jlxoXBRa3bGherXoOJyirmLJBpgX4PsPMwdYnT6t110Tr6s4qh3AWaPPReO7fN2D647kXFv+0ZSsV5Z8bXUVR/2ue+CfF+tG5HKARQBek7cVIaQ4RNyuikvdrnJNdCBWZ7V9gaOLEJjrb4vBh309/ptEx+B0U8mB21UZY2A9jLn/ypj7Tbdc9mZV2cFvuuVSHQBm1px2c9/wG/f5PTNC3YMvXst54qyJ5kmINbGOgG+vc2vKDrP8PbyKQRb7AiFXLnV6EWKbnpDKmug5/d3+W0TH4WRTyYEseXlDzWnf29Ml5qtKD+oCAIm5/6VTEUJsSdpYU3boqQHfXnSRwByx2r7A6QNTbdMTEh1xPSM6Bqebag72VICkqgwsVgFQNzWxHYm5XqACJLesti9wehFim54Qj09bLDoGp8tXDgK+OWHGXM/mY96EiGTw+Be29z7y1d7BV+YNRT6oFB2PHVhtX+D0wzG26QkxdGmX6BicLp85cMsVt8e13hPyNX9CBPHqxsiacOxDhGMfom/4jQgg7WBgvWAslBw3taG2/Ig/ed01cdHBWoHV9gXUE2KTIoTY2/SqpS/Iku960XEQkmd+wJjHoR/GuXaSwRNf0o2Rn+8eCP4+Et/hEx0cyT2nFyEu2ORwjCQb00TH4HT5zEEs0esxeOLIfM2fkGLGuX5898A/X97Z9/SY19YhH7HavsDph2Nk2GTAXzzqekt0DE6Xjxx09T56vs5jxzKwHs71o3I9f0Ksg9fGtdBdnT0P3lkR2P/6Mv/8AdERFSOr7QuoJ8Qmh2N8JdpS0TE4Xa5z0DP48nydxw4f7ZbO5bwJsSjZ4PGv9g3/65/be/+2kg7RfJLV9gVO7wlxwyaHY/p7ffeIjsHpcpmDWKLXE4nv+Cbn2hm5mich9sGrdCPy4+6BF65gzPUPWfI95XFVrq8uO+y9yZ76bldW2xc4vSfEDZscjqmqjVwuOgany2UODB6XwPW5sElPHSF5UsK5dpKmD18/Eut8prPngXXbex+5qH/439NFByaK1fYFjHMhV2otCm2t7Z8CEAKQEB0LIWPZ1n3fExzG/qLjIMRiRrzu+i9Mq2x+TXQgFjJ/ZUvTPwq9UKf3hNjmYmVWu32zHeUyB9H4Lt/23oe/ycFn5mqehDhISSyx+/5tPfffPRBurxUdTCFlsR0S0iPh9CLENgNTrXb7ZjvKZQ56h175b92IXgnwqlzNkxCHkTnXmwdG2h8IDa2fJTqYQrHavsDpRYht1p96QsTLZQ687rqHANabq/kR4ly8cTi6KdgVetQRZ5hZbV9gm52w01mt+rWjXOagtvyID+ormw9jkN7I1TwJcTCfpoev3d778LdFB5JvVtsXUBFiE42LQleLjsHpcp0Dt1we50A5gGgu50uIU+lG9Dvbuu+/byTW5RcdS75YbV/g9CKEiQ4gV3ZvD6wRHYPT5ToHsuTlteVHnsiYq+Aj1gmxKw79iNDwa5f3Db85Q3Qs+WC1fQEVITZR1xC+WHQMTpePHJR4GyIB714/gk0GUJNPiDHmehBgWyDo7AQnMozY5UOR91/b1n3fwyOxzhLR8eSS1fYFTi9CbGNk2LNWdAxOl68cJPSB2aDPatFhkF4HpA0A68psDtJ7FSX7HT696oTLSn2N58BGX4qsgsM4ODT02mo7HZ6x2r7A6Rs226y/vySxRHQMTpevHOh6ZO98zJdkx+uu+8mM6pNOYmDdk5g87YKIrJMBscGRd2/vHXx5SXXZIdvccsVFjMl06K3ADJ74Us/gutc7ex5a1Tv06lzR8WTLavsCZ19k30bfPDRN2ig6BqfLVw4Yk/vzMV+SGcbkFwHWI0meIbdcqkuS92HdiBw43vQSc99TXrLo58ORTZ/VjJFvM7DOisDic8tL9ulLnW5G9YmPAHhkcOTd6oGR9ps514/L97qQUbzC4LGLw9EtK0di2551yWV3VZTs948Sb0NEdGRTZbV9gdOLENuQJF4hOgany0cOwtEPSzVjZEWu50umgm2Dua3kAFyyVHJ3Q/Xy+0dflZhrhw42AHwi/1G3XP7taVXLHpSYC+Ul+/5fLNF7j9ddE9/T0mKJ3hmc64fnfj3IJDDO9aUJrX9pz+A/o4y5nndJgb/Wlh/xpNtVbon7jFltX+D0IsQ2PSGMgW5pLVi2OejsfegqcKNeknz/YGDxhD7cAhh7w7y9ABGAQX5pRvXJZ7tk/7gDg2dUL38AwAP94bemReI7PsUgxQEpXuaf/0bAt9dw6rQTFSBdocdXaPrQr3MTPcmSj3PtxIQ+cOKOvicHGZNe87pq/l99ZfProgPbE6vtC5xehNiGlpC2io7B6bLNAQOL6jyhGHpCyVVMJHMM0lsVgf0v3FMBkqoysHhXZWDx45kuL6ENujR9eFWm7yf5xMs515dGE7uP39Z9/8suV+ltM6pOzDjX+ZTFdojuHUMy5/bqB4uOwemyzYFLLl2Xq1jIlEUYk9cBLPyfZ5i0S5a8BbvDtiR5dYm5ni3U8khGGId+REIbuL0r9PhZooMZi9X2BU7vCbFNERYe9BRlVe4k2eaAc700V7GQyZI2S8z1vM8z7Q+15UdsTGiDrr7wm/vFtb5TOdcO7Bv+15qAb6+WQkQiS15eXXboqoGRDU8wwNCN2D4GTxzOuXYcAHchYiCTxjQ9fFlc63vI46oqWKE6GVbbFzi9CLHNmJDSyth5PTsClrpcr91kmwNZKukC+iIAbHPNgmLHmPQ2wH3xROgoABvdrnKtvuKYNwG8KSKeEu+skRLvrCeTD/8O4Ja+4TcahqObf8W5bqlTL+3P2Htn3zNPumT/7VWln7rP75lRFLdXsNq+wDY9AVPV1touwUZXKOzcVHGt6BicLpsc6EaMJfSBgwC2x4GLJLc41043eOIcsOK9Im1V6UFddeVHnetzTzsNYDT2q6gY+2h6+NrQ0OvniY5klNX2BY4tQmCecaCLDiJXZi8YuF50DE6XTQ66Qo/cqenD149xmifJryiA+LTKZX8UHcie+DzTovWVx/5LYp5HRcdCPsIgv+J1162YWXNam+hYRlltX+DkwzEybHQ/jo726oIctybjyzQHuwdeWMy5vizX8ZAJJQK+ucs4112y5LVEr6jXXXNfLNFdwbm+DwffG+DlomNyshLfnG/VlB36oeg4UlltX+DknhAXbFSENDaFbhIdg9NlkoOhyKaKWHzXDQDbLjHPXR87O4PkFWPySzVlh22pLT/CMleYrKs4qn1W7ZlXzK476/Q5dZ9f5HZVfI1Belt0XE4kSd7fFFsBAlhvXzCpnhBFUbYAGIJ5+EJTVfVQRVGuA/BZAHEAmwBcoKpq/2Tem5PIs+eCjQ7HdLRXXy46BqfLJAcGj7tk2X9nXcWx97jlUn1X/3P3xxLdf8XHP5s66IJlOeeSy34vOoZsycy3Cy52A+daha5HzuHQjxAdk1O45YonJ56q8Ky2L5hKT8jxqqoelFJEPAVgf1VVDwDwPoCrpvDeYmCrMSGNTaFW0TE4XSY5qChZ1NtQfcqf3HKpvr33ka/HEt33I60A8bgqv+bzTDtVlvy/yF20RDciB2/vffg7nT0P/nx3//OWurbCKHOciLtP1yNfogKksOJa77dExzAWq+0LMh4ToqpqahX4EoDPZx9OQdlqTMi2jRVXiI7B6bLNAefabHz8tHHOmOuZ6VUnPAUAI7HO93sGX/w26BTenDCM2GWjf0cTuy7o7Hngjw01p31PYtYZKtc98ML+yZ4zuo5IgXGuH7m9928X+z0zHq0uO6Rozlqy2r5gsp82DuBJRVE4gDZVVX+X9vpXAfwlw/cCABRFuQjARQCwcOHCDcuWLbsNQCXMDW4HgCMArAVwCYBVAG5vbm4+PxgM3tXc3HxuMBi8A8CFANYAuAXACpjFUSOACIB+AAsBPAvgi4Hy8j9V1ka+t31z5bfmNYVu3txefdno78ZFodV9Pf6bKmui50RHXM94fNpiQ5d2AYAkG9PiUddbvhJtaX+v756q2sjlHRuqV48xj6t3bw+sqWsIXzwy7FnrL0ks0TRpoyTxCsbg0xLSVrdXPzg86Hm8tDJ2XuemimtnLxi4vqO9uqWxKXRTR3v15Y1NodZtGyuumDV/4Mrhfu+dgfL48kRMXu9yG3M4R9Qw2IDLZSyIjLjXlVbEbty1rfRL9TPDqzo2VF9lh3UqKY2v6O4K3GqVdZqzd//9gyHfNzJdJ7SfcZlcun7u7p19z5SW+44vC0y7razMs4/fP3CsuU6Bae++O/MXPb3b1wCA1+vri8Vi3OVyBXSdBznXTprcx5mk0Wqq69UF8w+83+MZ+pKV/vdKK/RfR7qpABHEpxuRVcPRzd9duN/0G41E5dpi2O7JLv5pbrDNU/3fG+zzjgSDwRrkaZ/b3Nz807EakXE+8aBwRVEaVFXtUhSlHuZhmMtUVX0++doPARwK4HOqqn5iZnt6r0htre2zYRY5vYJDyYnaGeGGnh2BLtFxOFmhctAVevTLfs/Mp6tKD9zRN/xGw1Bk092AMQvUQ5IB1uXz1H+9vuLYN0RHMlWh4X/NDEc238FhNImOxckk5r5nVu2Z3xEdx6gstkONK1ua/pnzgCYwqTEhqqp2JX/vhlkZHQ4AiqKcB+A0AF8aqwDZ03uLgBs2OhwTKI8vFx2D0xUqBw3Vp/yxqvTAHQDgksvCEnM/w5irKAfJFTNZ8v+8MnDAiVYsQAAgHO24lgMuWfLd6JbLL2bMfT8gbRYdl3OwQa+7/oxiKkAA6+0LJjwcoyhKAICkqupQ8u8TAfxMUZTlAL4HoFlV1ZGpvDd34WfFBUATHUSuJGLyetExOJ2IHJT55w+45JJrewZfotu/T4HE3PfOrDntt6LjyEbAu9f3ZckXrQjs15186mEA2Nn392UJfehz4MZsMDbCuX4EaMxIzjEmPzetsvk10XGks9q+YDI9IdMAvKAoypsAXgHwiKqqjwP4NYAyAE8pivKGoii3AubhF0VRHp3gvcXADRudHeNyG3NEx+B0InIwEuvy9w692sK5dnKhl21tLCQ6gmxVlx2yLaUA+Y/pVZ95enbtiv+W5ZI/1lUcc55bLvsWzGP0JDe4LPmunV274huiAxmL1fYFkxoTYkdtre0HwLx+SUx0LLkwe0H/ids2VlKXvEAictDZ8+DPDB7/WiGXaQcM0psBX+NF1WUHd4qOpRBiiV7PUOSDOXGt71OaPnwjnH2hyiywPr9n+jl1FUcX7QXistgOCRkTYp1z0XLPVj0hhsEGRMfgdIXMgcE1hIZe3cfgiRMKtUw74eB1CX1wBgDbFyG6EWMAoOnDczQ9vAZgAwCvEh2XdbAdHlfF9wO+ea/63HVht6u8qA/jW21f4ORq2FYXK3O5jAWiY3C6QuYgGt/tj8R2/A/ALdX1Kh4LS8zzfz7P9K9Oqzzu1cm8YyTW5Q9HPywNRz8szXU0+ZhnOlny8khse3VCG/gewMuoAJkal1z6i+lVJ/y9zD9/oNgLEMB6+wIn94RIMK9hYguREfc60TE4XaFysLPvmWPiWui3tDOZOlny/trvaVgrSZ74eNP0Db/RMBLbfgrn2gLOtYM5jP0AgEFaH/Dt9dnR6UJDr8+OJXoPmFF94iOjz43EOktKvLPGHKgPAMORzeXD0S0HasbwkYaROAUw9h4ceXfljOqT/pardRxLJN51xOh6kKnhPDFfdAxTYbV9gZOLEDbxJNZRUhpfAeBG0XE4WaFyML1q6T9GYp2Hj8Q6Z47EOu8FeG2+l2kXuhH93nB08/ck5v6zxLy/KC/Zp2/0ta7QY+fo+sgXOIxDMMb2gYPvu63ngV8zJn8IrtcZPPF5AJ7tvY/81CUH3kxo/V8wuHaqLHl/XVN2+O98nmnR9Hn0h//9Q4Mnvpz6XEIf+nEs0fuk110THx274fc07PC66yIu2Z+Tywh43DVvJPThfipcp4ZBfrUycMCtouOYCqvtC5w8MHUJgC2i48iVQHmsJDzoHfcbGMm/QudgV/+zR8YSvb8FeF2hlmkvrJsx6V2AhRmkbRz63pwbTQCvz8G8e2TJf9PMmlP/N/XZnsEX9xmJdT77iakhvcnBawHeALMAikrM8+dZtWf8aHSavuE3Z8QSu/fzuuvaq0oPmvBiVLv7n/9UTOu9nHN9CcDzftjHjmTJ/8uZNaf9RnQcU5HFdqh4L1ZmU7bqCamfGV4lOganK3QOEtrAWQCvKeQy7YXXcW4s5lxbbvD41znXj8tNAQIAvFY3Rn60tfvet3b2PfWfwcNed+1ugA1/YmoYBwJ8Jj7aLvkMHj9/a/dfN23tvvedrd33bhiKvP9aXOu/cziyqa136LW9APPQ0VhL39X/7Kejid2/51w7kQqQzOlG5Ls7Qk98duIpi0cW2yEhPRJO7gk5Cub18QmxnHB0a2A42rEonuj9EYd+mOh4yJ6wAQB9DGyAA2WAMS/rOUL6FwcqAGMug9ReEdj/nPKSffsAc7Crx1UV3dn/9O2ca3T2VPbiFYH9D60oWWSLW3zswdyVLU0FH09CPSE2Ma8pdLPoGJyukDkYGGk/KZbYfR8VIFbAKwA+1+ztyL4AAQAO41PJeUkc8Ca0gSoA2N778Ld6h155e0ffk+9QAZIznoTWb5keR6vtC5xchNjK5vbqyyaeiuRTIXPQUL38frdcfhmARKGWSYqTxNxP1ZQfvrkr9PjndCN6BQA3HYLJLQ5umX2l1fYFlmnYPLDVulut+rWjQudgRvVJD0nM86dCLpMUHw59n939z39K04eug816eItFJLbjt9FEt1d0HJNhtX2Bk0/RtRWrVb92VOgcdIUeO8fg8fMLuUxSfDjXPhNN7PqM6DjszWjU9RE33MV/mw+r7Qts1RswRbb6xtC4KLRadAxOV8gcdIUeO0fTh39RqOUR4nDu3qHXHt3R9+RJogOZiNX2BU4uQmylr8d/k+gYnK5QOdjZ9/elmj58AwBfIZZHCAEAY76mDV0yEuvyi45kT6y2L3ByEWKrda+siZ4jOganK0QOegdfmR/X+q/O93IIIZ/EgdJYYndRX3U2i+2QkKMDttoRO1l0xPWM6BicLt850PSINBLbdjPAZ+VzOYSQsbnl0psmc7VakbLYDgm5aJiTixBbjQnx+LTFomNwunznYFf/M+eZ15oghIiQ0Adv2daztqgv4261fYGTz46xVRFi6NIu0TE4Xb5zYBjRs/M5f0LIxDjXztzWc38dIO1kkHa7XaXP1pYftU6WvEVx+XGr7QscWYS0tbbLAHTRcRAyWZoekcDYoJgOU0JIKs71owAdHEAsEfvG9t6H+xikD8DYgMTcr8uS7x2vu/bdYj90k0bI1sWRRQgAGYIaPF8k2ZgmOgany2cOhiLvT2OQOjn0EQAl+VoOISQTvIpDPxwc0Ll2gm5EENf6+Ehs2w0zaz7bWshIrLYvcOqYENv1hMSjrrdEx+B0+cxBVemBOxpqTrvC7aq4lEF+FUA8X8sihOQE043ot7b3/u0bhVyo1fYFVITYhK9EWyo6BqfLdw4k5kLAu9crAX/jf/vc9Z8HpA/yuTxCSNZchhEv6NVsrbYvcOrhGBcAQ3QQudTf67tHdAxOl+8cDEc7yqKJXXtxrpXEtcFzAGPvfC6PEJI9JrlfKuTyrLYvcHJPiK2KkKrayOWiY3C6fOZgYGRDTWjo9Sei8V2PxBK9f+U8cVa+lkUIyQ0Gqb3cv8/thVym1fYFTu0JsV0R0rGherXoGJwunzmIxLqaAFTka/6EkNxySYEf1lUee5dbLi3ooX+r7Quc2hPigs3GhFjt9s12lI8chKNbAz2DL+2tG9F9AF6Z6/kTQvLDgDbNMGJyoZdrtX0B49xWZ6pOSltr+2wAlQB6BYdCyLgMrmF778NtnGunwSyaC75BI4RkjjHX32fXrjhPdByTtNfKlqYXC71QJ/eE2OpwjNWqXzvKdQ4S2oCHgUUB1gcqQAixHM6N2YVeptX2BU4tQtyw2eGYze3Vl4mOwelynQOvuyY+q/bMb0rMo+ZyvoSQ/GOQ3inzL/hSoZdrtX2BU4sQGYAmOohcalwUotu7C5avHFSVHnQDIG3Kx7wJIbnHmPxMfeVxp1WVHrij0Mu22r7AqUWI7Q7H7N4eWCM6BqfLVw4CvjnhgG/OVyTmuQNgPflYBiEkdxhc73ndNUKuamy1fYFTixDbHY6pawhfLDoGp8tnDmrKDtsyq/aMH3pc1ZfmaxmEkNzgPHG0qGVnsR0ScpaKU4sQ2x2OGRn2rBUdg9MVIge15Uf+E2DD+V4OISQLjHWLWrTV9gVOLkJsdW6yvySxRHQMTleIHLhkv+GWy65gzPUIgFi+l0cImTrO9aXbex/+psEL/13XavsCp14xlYkOINc0TdooOganK1QOZlSf9DCAh0NDr8+OxHecahixUzmMgwuxbELI5OhG9MrtPQ+expj8FmPuDWX++feVlywM5Xu5VtsXOLUnxHYkidMlvQUrdA6qyw7ZNrPmtFvLA03nA4gWctmEkIlxGE0GT/yXboys7g+/9cr23r9dku9lWm1f4NQixHY9IYzBJzoGpxOVg4qSRb2y5LPUBYoIcSC/bkR+uCP0xOn5XIjV9gVUhNiElpC2io7B6UTmYHrVib+SpZIfA6xLVAyEkIkl9MEbw9EPS/M1f6vtC5xahNiO26vTmADBROZAlrx8Zs2p/1sZOOBEgFlqI0SIc7C+ysCBhwV8e+XtDLcstkNCvpzTwFSbCA96Hhcdg9MVQw7KS/bpA3BKJL59H8OIT9d5bD/DiF0MuvcMIUWAl2j6cABAX76WUAzboamYVBGiKMoWAEMwL/Clqap6qKIo1wH4LIA4gE0ALlBVtX+M9y4H8CuYG8HbVVW9JjehZ8V2RUhpZey8nh0BS12u126KJQflJfv0lZfs83Ly4YO7+p99JpYIXQMYe6dMxiXJe5PEPBt1Y+QczvWjRMRKiLNIW/3eGXm96nEW26Giv1jZ8aqqHqSq6qHJx08B2F9V1QMAvA/gqvQ3KIoiA/gNgJMBNAH4gqIoTVnGnAu2K0I6N1VcKzoGpyvWHEyrPP6lOXVnHef3zPzM6KEaxtwPzKo5/dqG6uX3u6TSO0XHSIj9sR6fu/Y7fs+MvJ7JVqzbofFkPCZEVdUnVVUdvRLLSwBmjTHZ4QA2qqq6WVXVOIB7AJyR6TLJ+GYvGLhedAxOV+w5qKtYsmFO3eePrC49ZFFd+ZFXjD4/rWrpIy65tCXzQa1sSJb818hSySqA7c5VvITYBxss9+9zUn1l8+v5XlKxb4fSTXZMCAfwpKIoHECbqqq/S3v9qwD+Msb7ZgLYlvK4E8Cnpxxl7tmuJ6SjvbpFdAxOZ5UclPrnDaY+lpgLDdUnqwDU4cjm8kh8x+y41n+kboz8dDLzkyTPXTNrTrsZAHqHXn0mlug+mnPuM3jseM7143K/BoRYCev3exo+X1l6wM5CLC2L7ZCQwzGTLUKOUlW1S1GUegBPKYryrqqqzwOAoig/hHkflj+N8b6xdvZjrqiiKBcBuAgAFi5cuGHZsmW3AagE4AfQAeAIAGsBXAJgFYDbm5ubzw8Gg3c1NzefGwwG7wBwIYA1AG4BsAJmD00jgAiAfgALATw7bbbv/OEBzy/qZ4ZXdWyovmpeU+jmze3Vl43+blwUWt3X47+psiZ6TnTE9YzHpy02dGkXAEiyMS0edb3lK9GW9vf67qmqjVzesaF69RjzuHr39sCauobwxSPDnrX+ksQSTZM2ShKvYAw+LSFtdXv1g8ODnsdLK2PndW6quHb2goHrO9qrWxqbQjd1tFdf3tgUat22seKKWfMHrhzu994ZKI8vT8Tk9S63MYdzRA2DDbhcxoLIiHtdWUXsdzu3lZ5hp3UqKY2v6O4K3GqVddpr7/6nBkK+L1t5nRYfUvnzjvZ5lzc2hS4MBp/ZBvDZY31evV7/q1VVNVsTMePFeQvmzhsOxUrqZ4ZXYcNhV81rCn3HjKP3wBfX/etLHp/2P5GRSBcYX6Tretk42xhCbIpXzpxT+lMjon+hENs9l9s41dClV6ayjfD5E0uGBz2DwWBwGvKwzwXwxebm5jG/1DDOp1b8KIqyGsCwqqrXK4pyHoCLASxTVXVkjGmPBLBaVdWTko+vAgBVVYUO3mtrbT8O5jgWQsg4egdfma8b0XKDa6WA4TF4opZzvQYAPK6q5+oqjmqf6jy7Qo+drRuRFZzrzbmPmJCik5CY+6/Tq076nkv2G6KDmcCslS1NrxR6oRP2hCiKEgAgqao6lPz7RAA/S5718j0AzWMVIEmvAthbUZRGANsBnAPgi7kJPSu2OxzT2BRqtcrhALuyWw5qyg/flOt5NlSf/FcAf93afe96gE/7+KssDGAQ4DNyvVxCBJHLS5p+WcgCJMPtkLB94mQGpk4D8IKiKG8CeAXAI6qqPg7g1wDKYB6eeUNRlFsBQFGUBkVRHgWA5MDVSwE8AWCD+ZT6Th7WY6psV4Rs21hxxcRTkXyiHExewLfX59yuygvccvklblfF13ye6ac0VJ+6sKJk0ck0uJXYiDQUee+rmh4p2IVBrbYdmvLhGDtoa21fCuBd0XHk0txFoau2bKgWfo0KJ6Mc5EZnzwPXGjzxJdFxEJIrLrns0obq5WsLsawMt0MMQMPKlqZX8xHTnjjuiqltre0SBI0Czqfhfi9d60EwykGuSIPjPL+JMfnf4Po+HHw6wMsBuAsaGiFTxCC97XPXF2znbrXtkOOKEJjrrIsOItcC5fHlPTsCvxcdh5NRDnJjVu3pP9f0yC8j8a4yWfImQkOv/Rxgwx5X1QP1lceuH51u98DzB0Xjux4RGSshe8Y6ZteddVIhl5jhdkjYEAUnFiEygGIfpTxliZi8fuKpSD5RDnLHJfuNMv/8AQAo8c769ljTeN112zjXzo5r/Zdxrh9b2AgJmZjEXAU/2ySL7VDRX7bdLmxZhLjcxhzRMTgd5aCwKkoW9U6rXLoOQAI2/EwTa2OQXqssPfAnhV5uhtsh6gkpIBdsuMHiHHm9HwGZGOVAjICv8aqKkqauuBbyTp8V++y7774Xd7sq2jV9eGZcG/gxYOwrOkbiKAaD9IbLVfbbUl/jUKEXbrXtkBOLEBk2HBNiGGxAdAxORzkQo7r0U9sBwO+ZES0tHdg6o/qklwGgq/fRJQCvExsdcRLGXA+65MCDM6pOfEJUDFlsh+hwTIHY83CMy1ggOganoxyIN5qD3QP/OFAzIhcAvPrjU7AwwPoY5Ff9noYT/J6GExmTnxcRK7EbtmV27YpLRBYggPW2Q07sCbHl4ZjIiHud6BicjnIg3mgO6iuOebN36LXzEtrAXgZP1APcxSCFZ1Sf9HD6e3Qj9sWu0KO3cq6dVviIiQ1ojLkerShp+oHoQICMt0M0JqSAZJg33LOVktL4CgA3io7DySgH4qXmoKbs0A8BfDjetL1DrzZG4jvOBjdqOdcPLlSMxB4YpHZJ8j7odlUG6yuOfkt0PKOy2A4V9V107cSWPSHdXYFbRcfgdJQD8aaSg4B3zo5w9MOzAd6Qz5iIPUmSd+3MmtNuER1Hugy3Q0V97xi7seXFyupnhleJjsHpKAfiTSUHPs+0qMdV+f18xkPsiPWU+/c9pDKw+P9ERzIWq22HHHfvmLbW9kUwrysw3p1/CSEO0tnz4C8MHj9fdBzEKqRNM2tOa5Ylr512nm4ANStbmgp+wUWn9oTY7nDMvKbQzaJjcDrKgXiZ5KC2/Ig1EvNY6n4bRCRj5s6+p74hOorxZLEdElJUObEn5FMAQjB7QwghBAbXsL33oT9xrh8nOhZiBWzYJZf+0Oeuf8nrrukP+PYaFh1RljwAqla2NP2r0At2Yk+ILc+OoW/h4lEOxMs0BxJzAZD6chwOsS1equlDvxqObnq5d+iV97b1rL2jb/iNohjgbLWeECcWIS4Iaux82txefZnoGJyOciBeNjmQmPtfAOvOZTzEGTjXThiOdvxCdByA9bZDTixChJ2KlE+Ni0KrRcfgdJQD8TLNQX/47XrDiP4XXeadZIpz7bi41ucWHUeGnwE6RZdkp6/Hf5PoGJyOciBepjkYjmz8HoexX67jIc7BIL3PmFv4SQ9W2w45sQixZU9IZU30HNExOB3lQLxMc1DqX/A/dA8Zkg0OY/9dfU//RHQcWWyHhBRQVITYRHTE9YzoGJyOciBeljkQ3pVOrE2SvAU/uyRdhp8BOhxDsuPxaYtFx+B0lAPxMs1BZWD/3Q3Vp54tS/6fAYjmOCziEJo+/B3R40Ky2A7R2TEFYsueEEOXdomOwekoB+JlkwNZ8vKZNae1yZKv6O4HQqyCN+7qf/bP3QPrFomKwGrbISfewM6WRQghJHP94bfrI7Htn9b08AWczpAhWeBcPzIS7/pDz+CLX6ktP/J90fEUOyf2hNiSJBvTRMfgdJQD8TLNgVsuG0noQz/m0D8NGPNyHRdxGj57JNb59209a+/sGXx5fiGXbLXtkBOLEFv2hMSjrrdEx+B0lAPxMs0Bh8EYWE+u4yGOJnOufWYktvXZzt6HftA7+Mo8g+f/Yt1ZbIdoTEiB2LII8ZVoS0XH4HSUA/GmmoPeoVcbO3sf/m5o6PUnOYwD8hUXcTTZMGL/HY59+I++4X/NzffCrLYdcuKYEFvq7/XdIzoGp6MciDeZHIzEuvz94Tc/qxuRz3OuL4FNv5iQ4hOObnle1yNn1lceuz5fy8hwO0Sn6BaQLTc4VbWRy0XH4HSUA/HGy4HBNezqf/bTnT0P3NAzuO5NTR9u5Vw/CjbdHpCiJccS3T/P5wKy2A4JORzjxJ4QW250OjZUrxYdg9NRDsRLz8FwtKNsIPz2V3UjpgB8rpCgCEnBmPvFfM4/w+0Q9YSQ7NBt5MWjHIiXngO/p2HY4PreVICQYsGh7ZvP+VttO+TEIsSWPSFWu32zHVEOxEvPgSx5+Yyqky5nzL1WVEyEpPHkc+ZZbIfo3jH51tbaLkHQca98s1r1a0eUA/HGyoFL9hsN1SdfxpjrcfMZtgNgwwzyy4WOjxDO9SO7Qo/l7WaXVtsOOaoIgTkGRvitlvOBvoWLRzkQb7wcyJKXVwb2/w5jctDtqvhBqa/xM9OrTzxbYu67Cx0jcTxJN6KfydfMM9wO0ZiQApEB6KKDyIfGRaGrRcfgdJQD8faUgzL/3v2zaz/3xRlVJzxZXXbINrdcqs+qPfO7LrnsUkny/gZA/q8kRRyFMflFgH2Y8hRnzPVUqW/eqnwtM4vtEF2srABk2LQnZPf2wBrRMTgd5UC8THLQUL18rc9ddx/A+vMQEnEwlxS4q77imKWMyc8B0vt+z4zls2tXnF9VeuCOfC0zw+0Q9YQUiG0Px9Q1hC8WHYPTUQ7EyyQHw5HN5ZHYjl8CvDYfMRF7kCX/1R5X5fnmmKJJ9ahrmjFyks8zLdpQfeqXa8s/fWpdxdFv5zlMy22HnHadENsejhkZ9tDof8EoB+JlkoOhyMZjOIyFMLujbXn2HMmcJHl/Xeqb97+Vgf13J596akfoyZMT+sDte3ofY/KLs2tXXAKYY5JKvLNG8h4srLcdcmIRYsueEH9JYgmADtFxOBnlQLxMcjCj+sRHADyyI/TE6TqP7ce5MYPzxFn5iZAUEc6Y62kG1g+wYcakPkDqBYxqw0gcwyTXyxLzvFvinbkupQABANSWH/HUzr6n2jmMJvMZ1gdgEIAL4DMAttvrrr2m4GuErLZDdMXUArBtEaJp0kbRMTgd5UC8bHIwo/qkhwA8FI5uDfQOvXwmzO0FyT/dHI/Dawq3SDbEwLbNrl1x3jgT3LCnd7td5VqZf+9zY1rPPMbc4Zqyw/8tS14OAEORTRVuuTTm80yL5jzsScjwMyCsB9BpRYgLNj0cI0m8QnQMTkc5EC8XOQj45oT7hterBk98IRcxkT1zyWXfqitf8tDAyIa9GBgS+uBcALrBE3USc3dzbpRoxvAFnOsHA3Djox3mZMY0ckB6v8Q76+uca76EPri/z13/YnXZIVuzjbuy9ICdAHamP1/mnz+Q7byzkcVnoHh7QhRF2QJgCOYOXFNV9VBFUc4GsBrAIgCHq6r62mTfm33YGbNtEcIYfKJjcDrKgXi5ykFdxTE/2D3wfB3nWt6u50AQBVhcNyIn6Ebk0dryT29KPr9pjGkfBYCdfU83l5cseqXE2xAJDa2fFYnvOMHgsaWcG/sCfGbqGxikN7zuulVpd6x9J0/rUjSsth2aSk/I8aqq9qQ8fhvA5wC0ZfBeUWw7MFVLSFlX9iQ7lAPxcpUDr7sm7nNPuyYS305FSB5IzH1PQ81p35GYC5oekVyyf1KHyadXLQuO/l1ddnAngD8kf9A79GpjOPrhA4xJ/64MHHip6B4JUTL8DDBY7TohqqpuUFX1vVwGUwC27Qlxe/WDRcfgdJQD8XKZA90Iz5x4KpIJn2fa7yRmfgeebAEykZqywzpccukalxRQnVqAANbbDk22J4QDeFJRFA6gTVXV301hGZN6r6IoFwG4CAAWLly4YdmyZbcBqATghznS9wgAawFcAmAVgNubm5vPDwaDdzU3N58bDAbvAHAhgDUAbgGwAsBLABoBRAD0z5jrWRqLuJ4vr4qd0t0VuLV+ZnhVx4bqq+Y1hW7e3F592ejvxkWh1X09/psqa6LnREdcz3h82mJDl3YBgCQb0+JR11u+Em1pf6/vnqrayOUdG6pXjzGPq3dvD6ypawhfPDLsWesvSSzRNGmjJPEKxuDTEtJWt1c/ODzoeby0MnZe56aKa2cvGLi+o726pbEpdFNHe/XljU2h1m0bK66YNX/gyuF+752B8vjyRExe73IbczhH1DDYgMtlLIiMuNdJEp8VKI+V2GmdSkrjK6yUJ0ni82pnhBvstE5Wy1MiJq+fuyh0VTbr1NMz8kZVtfuUzpeGl0xhO0cmlpBl15bamrqNM6cfMFRamV2exvrfO/row5ud/nnSNemDuQv7LpnKOrnd+lJNkzYGg8GFyOE+F8BCAM8C+GJzc/NPx/qnYJxP3AOjKEqDqqpdiqLUA3gKwGWqqj6ffO05AFfsYUzIuO8ttLbW9k8BCAFIiFh+Ps1dFLpqy4Zqumy4QJQD8XKRg939wUNiiZ5rOIxFoOuG5JLmkgM/aqg+5S7RgdhZhp+BCgCJlS1NBT/Db1KHY1RV7Ur+3g2zMjp8sgvI5r15YNsxIZ2bKq4VHYPTUQ7Ey0UO4vrAScnrP1ABkp0Rn2f6KW65/BKJee5ikNdzbpSOxLr8ogOzsyw+A8U5JkRRlICiKGWjfwM4Eeag1All8948se1l22cvGLhedAxORzkQLxc5KPHM+j/GXE+BbmiXrZJofNddHNw9q/aM78+u+9yKmTWn/bbE2xARHZidWW07NOHhGEVR5sHswQDMnfjdqqr+QlGUFQBuBlAH89jPG6qqnqQoSgOA21VVPWW89+ZhPSalrbX9SAAfTjghIcTxOnse/KnB4xfmYFacMfk5zo3DAF6ag/lZjLRhTt1ZdJZRcasEEFvZ0jTW6dF5NakxIXZh5yJkdACU6DicjHIgXq5ysKPvqRMT2sBNAC/Ldl4uuezyhurl93X2PPD/DJ44O9v5WQxnkN72eqZ9t77i6LdEB+MEGX4GKkFFSP61tbYvAbBFdByEkOLUO/jKvJF45y9lyf+gpocvA/hek3wrd8mBqzQ9ch5j0jYGNmhw7RhZ8t41s+azraMT7ex75pi4Fvp/AK8E4IHN72TOmOuxmTWfvXD0dFxStCoBRFe2NG0u9IJt/QEYg20HmjU2hVonnorkE+VAvGxz4HKVDciSf219xXF/kZhr3STfFpEk7689rqpX5tSd9ZnZtSsumFV75jfrK45Z4pJLX0yd0Ouu3uSWy34a8M1dJkslP5Ek768B6f1sYi5qnNeKDsFpMvwMCNs3Oq0n5CjY9C6nLo8ua3HZlmf+WAXlQLxc5mB7798u1Y3IVeO9ziC9JUm+v/g89c/WlB22JZNl7O5//uBYovuXHLwG4A0ZB1uEGKTXAr65l1aXHbJNdCxOkuFnoArAyMqWpoLvH6knxCZmzR+4UnQMTkc5EC+XOZhWuewWBin9XiMJxuQXAWmTLPvvmllz6h8yLUAAoL7y2PWz685aPqfu84f5PNNOlaWSn8iS/2cAs/TYNYl5bqsILD6fCpDCs9p2yGkH6mxbhAz3e+8UHYPTUQ7Ey2UOXLLfCPjmXhjX+uYBTDd4bI5hJPaWJO/bDdXL783VckbVVxz7BoA3AKCz54EmgycmOx5FALZNlvxtpb7Gh8Oxrcdp+tCvki8Y9bWN5/PEzH8KDc/BrLYdcloRYluB8vjynh2B34uOw8koB+LlOgfJW75/7IZgPYMvLcjV/MfjkksfSuiD1ZzrSxmktyXJu9Yll7ylG9F5mh6+Gnn7QiW9J0nup8CNSs71xRzGgckXdEDa7HaV/9LjqnqvpuzQ//TU6Ebk5WF9CAAgS/5r9104f68P36t6Oj/xkYlYbTvktCLEtoefEjF5/cRTkXyiHIhXiBzUlh+R90tbT6/6zNMJbTC4q/+5q2bVnr4m5aV/dvY8uB/n+kIw1gvOazh4NQP6AWbIsv/PuhE5XWLuVwwjfgqHsf/H58w+lJjrRYNrJzOwbYzJGxhzbeJcnwEm9ZX79729vGSfPgDQjRjrH35znsET3opA0wcuuSwx1lkufm9Dd1wb+C+Dx2ZIzLsjEZOH89g0ZAJZfAaEXMjTaUWIbbncxhwku3KJGJQD8eyUA7erXEsrQAAAs2rP+P4Eb/0LABhc+1X3wD8PNYxYPRh0w4jt7/c0qLoRLYslekM15Yfd4PfMiI43E1ny8prywye8boTfMyPq98x4YfSxy91/OmySAyuy2mfAaUXILgCz8FGPCBvnNyZ4fSrTGTCvyZ/+m+/hcerPZJ7jnGPcjQkpDMqBeJSDj0jMhWmVzak3Fn0i5e/2fC2XciBWhu0vbLyko4qQlS1N7xZ6mW2t7RLMoieTHwbzpntS8rc77fF/ph0e9PgAzEF+CyuGPRdSeyq00guo8Z5PfWwphsEGRMfgdJQD8SgHYmXR/kK2uY4qQkRY2dI0ulPNq2AweKDypUNfyvdy2lrbGSYunPb0enoR5cYYRRUK21uVXjilF0VjFVw6ProjcxyALjFjXwCvwaZ3arYCl8tYAOBl0XE4GeVALKu1PxUh9vFsIRaysqUpfQdseRP0Vo1VVKUWUGXJx97BPt87AKYlH7O0n1Gpz+mw6cXzRImMuCd7lVOSJ5QDsTJsfzocQ7L2RQA/FR2EFeWqtyoYDJ51znmHTDoHba3tx2S7TPJxJaXxFQBuFB2Hk1EOxLJa+9v2lFUHukF0AGTKObDcuJdi190VuFV0DE5HORAri/YXsj2iIsQ+rhMdAJlyDqgIybH6meFVomNwOsqBWBm2P93AjhCnsfMNFQkhllILILSypamz0AumnhCbCAaDfxQdg9NlkAPbDO4tFvOaQjeLjsHpKAdiWa39qSeEEEHaWtsPAdANQBMdCyHE0eoA9FJPCMkY9YSIl0EOojBP8yU5YrVvgXZEORDLau1PPSGECNLW2j4fgAcAXWGSECJSHYCelS1N2wu9YOoJsYlgMNgqOganyyAHMZhFCMmRxkWh1aJjcDrKgVhWa38qQuzjl6IDIFPOQRx0OCan+nr8N4mOwekoB2Jl2P7CTtGlIsQ+LhAdAJlyDmKgqxbnVGVN9BzRMTgd5UCsLNqfLlZGsvKY6ADIlHMQBxUhORUdcT0jOganoxyIZbX2pyLEPg4WHQCZcg6oCMkxj09bLDoGp6MciJVh+9PhGJK1HaIDIFPLwcqWJh30GcwpQ5d2iY7B6SgHYlmt/WkDSIhYWd+9lxBCcoDGhJCszBAdAMkoB3ShnhySZGOa6BicjnIgVobtT4djSNbWiw6AZJQDKkJyKB51vSU6BqejHIiVRftTTwjJysmiAyAZ5YAOx+SQr0RbKjoGp6MciGW19qcixD7+IDoAklEOqCckh/p7ffeIjsHpKAdiZdj+dDiGZO0HogMgGeWAipAcqqqNXC46BqejHIhltfanG9gRIlBba/uRAD4UHQchxNGmA9i+sqWp4Kf3Uk+ITWRwG3mSYxnmQIPArlC7sdptzO2IciCW1dqfekIIEaittf0AAEMw7yNDCCEizADQST0hJGPUEyJehjmIAvDkOhanstq3QDuiHIiVRfsL6ZGgnhBCBGprbZ8DoBxASHQshBDHmgFg28qWpt2FXjD1hNhEMBj8regYnC7DHMRBPSE507godLXoGJyOciBWhu1Pp+iSrH1XdAAkoxzQnXRzaPf2wBrRMTgd5UAsq7X/pDZ+iqJsgTl4Tgegqap6qKIoZwNYDWARgMNVVX1tnPcuB/ArADKA21VVvSYHcZNP+g6An4oOwuEyyUEcgDsPsThSXUP44vCg90bRcTgZ5UCsLNpfyNiMqXwDO15V1Z6Ux28D+ByAtvHeoCiKDOA3AE4A0AngVUVRHlJVtT2TYMke3S06AJJRDmKgnpCcGRn2rBUdg9NRDsSyWvtnfDhGVdUNqqq+N8FkhwPYqKrqZlVV4wDuAXBGpsske3S86ADI1HOwsqUpAbOXkOSAvySxRHQMTkc5EMtq7T/ZIoQDeFJRlNcVRbloCvOfCWBbyuPO5HMk994VHQChHIimadJG0TE4HeVArCzav6gPxxylqmqXoij1AJ5SFOVdVVWfn8T7xhpxO+aKJoubiwBg4cKFG5YtW3YbgEoAfgAdAI4AsBbAJQBWAbi9ubn5/GAweFdzc/O5wWDwDgAXAlgD4BYAKwC8BKARQARAP4CFAJ4F8EUANwC4rrm5+RvBYPCPzc3NX0753QrglwAuAPAYgIMB7EiGOgPmLdtPhnnDsh80Nze3jDGP38IcqPgdmN30x8PcSeVrnS4OBoPrbbZOVsvTZcFgsGOq6wTU3TavKXTz5vbqyxoXhVb39fhvqqyJnhMdcT3j8WmLDV3aBQCSbEyLR11v+Uq0pf29vnuqaiOXd2yoXj363pR5XL17e2BNXUP44pFhz1p/SWKJpkkbJYlXMAaflpC2ur36weFBz+OllbHzOjdVXDt7wcD1He3VLY1NoZs62qsvb2wKtW7bWHHFrPkDVw73e+8MlMeXJ2LyepfbmMM5oobBBlwuY0FkxL2upDS+orsrcGv9zPCqjg3VV40RT8HWiXOMzF0UWmqndbJanjRNWjd3YejbdlonK+WJMZTOXdh3yFTWiTF+qsenvxgMBlm+tuXNzc1jjpeb8nVCFEVZDWBYVdXrk4+fA3DFWANTFUU5EsBqVVVPSj6+CgBUVaVTuHIsGAz+V3Nz819Ex+FkmeagrbW9GcAHeQjJcebs3X/61g8qHxIdh5NRDsTKsP1nAuhY2dLUM+GUOTZhT4iiKAEAkqqqQ8m/TwTws0nO/1UAeyuK0ghgO4BzYH4TJLnXIToAknEOjJxG4WBaQtoqOganoxyIlUX7CzkcM5kxIdMAvKAoypsAXgHwiKqqjyuKskJRlE4ARwJ4RFGUJwBAUZQGRVEeBQBVVTUAlwJ4AsAG8yn1nXysCMERogMgGeeAipAccXv1g0XH4HSUA7Gs1v4T9oSoqroZwIFjPL8W5vGi9Oe7AJyS8vhRAI9mFyaZBEudlmVTlAPBwoOex0XH4HSUA7Gs1v50xVT7uER0ACTjHFBPSI6UVsbOEx2D01EOxMqi/Yv2cAyxhlWiAyAZ54DuIpkjnZsqrhUdg9NRDsSyWvtTEWIft4sOgGScgxjo0u05MXvBwPWiY3A6yoFYGba/sBvYTfkUXUJIbrW1ti8CkAAwIjoWQogjzQKwcWVLU6jQC6aeEJsIBoN3iY7B6bLIQQyAN5exOFVjU+gm0TE4HeVArCzaX0iPBPWEECJYW2t7A4B6ALtFx0IIcaTZAN5f2dLUV+gFU0+ITSQvoUsEyiIHcdCddHOisSnUKjoGp6MciGW19qcixD4uFB0AyTgHcdDA1JzYtrHiCtExOB3lQKws2p9O0SVZWSM6AJJxDqgIyZFZ8weuFB2D01EOxMqw/YWdHUNFiH3cIjoAknEO6HBMjgz3e+8UHYPTUQ7Eslr7UxFiHytEB0Ayy8HKlia6YmqOBMrjy0XH4HSUA7EybH8OOhxDsvSS6ABIVjmgQiQHEjF5vegYnI5yIJbV2p+KEPtoFB0AySoHdK58DrjcxhzRMTgd5UCsDNufxoSQrEVEB0CyygEVITnAOaKiY3A6yoFYWbQ/HY4hWekXHQDJKgd0OCYHDIMNiI7B6SgHYlmt/akIsY+FogMgWeWAekJywOUyFoiOwekoB2Jl2P50OIZk7VnRAZCsckBFSA5ERtzrRMfgdJQDsazW/lSE2McXRQdAssoBFSE5UFIap1PVBaMciJVF+9OYEJKVG0QHQLLKQQKAnKtAnKq7K3Cr6BjyaB6AvUQHMRGb56DoZdj+dDiGZO060QGQrHIQBV26PWv1M8OrRMeQRzWiA5gMm+eg6Fmt/Rnn1AtMiGhtre0LYF66fVB0LKQozQTQB6AewBaxoRAbmgvg3ytbmoYLvWDqCbGJYDD4R9ExOF2WOYiBekKyNq8pdLPoGPKkDEAnLHCPIRvnwBIybH9hh2OoJ4SQItDW2l4PYDaAHaJjIUVnFoCtAHoAHA3gfbHhEBtqBPAm9YSQjFFPiHhZ5oDupJsDNv0WXrqypWknzAvaFf0226Y5sAyrtT/1hBBSBNpa20sAfApAh+hYSFGZBWBrsghBW2v7UgDvig2J2NBcmD0h4UIvuOirajI5wWCwVXQMTpdlDuKgMSFZa1wUWi06hhwb7QUZVfTfGm2YA0vJsP3pFF2StV+KDoBknoOVLU0a6DohWevr8d8kOoYcmgWgXXQQU2WzHFhOFu1PFysjWblAdAAk6xzoOYnCwSproueIjiGH0ntBAAv0hNgsB5ZjtfanIsQ+HhMdAKEciBYdcT0jOoYcmQXgnTGeL/oixEY5sKQM258Ox5CsHSw6AJJ1Dop+B1PsPD5tsegYcqR0ZUvTLtFBZMJGObAkq7U/FSH2QdeXEC/bHBg5icLBDF2y5I47zXi9IIAFClWb5MCysmh/GhNCiMNREUIAC/eCEMuiwzEkazNEB0CyzkHRf8stdpJsTBMdQ5ZmY/xeEMAC/yM2yIGlWa39qQixj/WiAyCUA9HiUddbomPIkn+CXpCiL0JskANLy6L96XAMycrJogMgWedAg8BuUTvwlWhLRceQhdmY+LogRV+EWDwHlpdh+9PhGJK1P4gOgGSdgzgATy4Ccar+Xt89omPIgn9lS9Nu0UFky+I5sDyrtT8VIfbxA9EBkKxzEAVduj0rVbWRy0XHkKFZADaIDiIXLJwDW7Ba+9MN7AgpEm2t7XsBKAXQJzoWUnD7rmxpenaiidpa25cA2JL/cIjDzAfwysqWplihF0w9ITaR5W3kSQ7kIAd0OCZLVruNedJMTP7OuEX/rdGiObCNDNtf2JgQ6gkhpEi0tbbXAJgHYLvoWEhBLVrZ0vT0ZCZsa20/AsDWPMdDnGcBgJdWtjTFC71g12QmUhRlC4AhmDfY0lRVPVRRlGoAfwEwF2b3oKKq6ie6kcd6by4CJx8XDAb/2Nzc/GXRcThZDnIQA40Jycq8ptDNm9urLxMdxxTMAPD+FKYv+gvaWTAHtmK19p9UEZJ0vKqqPSmPvw/gaVVVr1EU5fvJx9+b5HtJjlEBIl4OchDH1D6TJI2VNr5JlStbml6fwvQ6ABlFfMdlC+bAVjJsf0ueonsGgDuTf98J4MysoyEZCwaDvxUdg9PlIAcJUE9IVhoXha4WHcMUTAOwcYrvGS1CipbFcmA7Vmv/SY0JURSlA+aIfQ6gTVXV3ymK0q+qamXKNH2qqlZN5r3jLOMiABcBwMKFCzcsW7bsNgCVAPwAOgAcAWAtgEsArAJwe3Nz8/nBYPCu5ubmc4PB4B0ALgSwBsAtAFYAeAlAI4AIgH4ACwE8C+CLAG4AcF1zc/M3RrvRU363AvglgAtg3p79YHx0c7IZMK+MeTLM60L8oLm5uWWMefwWwHcBfAfA3QCOhzn4LF/rdD6Aq222TlbL0zUAfpXNOj1430t/jUbcP62siZ4THXE94/Fpi0dvSCXJxrR41PWWr0Rb2t/ru6eqNnJ5x4bq1aPdr6O/GxeFrt69PbCmriF88ciwZ62/JLFE06SNksQrGINPS0hb3V794PCg5/HSyth5nZsqrp29YOD6jvbqlsam0E0d7dWXNzaFWrdtrLhi1vyBK4f7vXcGyuPLEzF5vcttzOEcUcNgAy6XsSAy4l5XUhpf0d0VuLV+ZnhVx4bqq8aIZ3Vfj/+mQqxTJOwKlpQlFCus0/Q5g7dW1sa+OJX/vfCg695tG6u+3dgUurYY16lxUejq/l7fDRXV0a847X+vWNZJi8sfeHz6kqmsEzf4mRW1sUddLl6Wr215c3PzTzGGyRYhDaqqdimKUg/gKQCXAXhokkXIJ96rqurzEy6UTEkwGPzJeEkmhZGLHLS1th+HqY0RICnmLgx9e8u71TeKjmMS6gAMrmxp6pjKm9pa2xfC7A0J5yWqHLBQDmwpw/bfB8A/V7Y0JfIR055M6nCMqqpdyd+7YVZGhwPYpSjKDABI/h7zSn/jvJfk3t2iAyA5yQGdrpaFkWHPWtExTFItMrveh4YiPxxjoRzYktXaf8JBcIqiBABIqqoOJf8+EcDPADwE4DyYXdDnAXhwCu8luXc8gA9EB+FwuchB0Z/9UMz8JYklMLuSi1k1gK0rW5oyKTh1AN4Ml8v28JulTZc+zZ5e+9h83G59KYB7x5lm0vMZ4zk+Rqzp8x5rPTjGX0Ymr020HnvKaz5e+/iEnJ8G4G9TnKcLggY7T2Yk/jQAaxVFGZ3+blVVH1cU5VUAqqIoX4N53vrZgHn4BcDtqqqeMt57c78aBJO/2BHJn1zkgHpCsqBp0mQGejKYvcCjPyztOZb2O3269J/0aZH23GhOR397ADyZ4Sr2whzvVJ72/EQ7m/QY+CReMyb5Wup8eDIHiXGWYaQ8N5XYslmPgiwjw6Iy54LBIP+c8mnLDHmYsAhRVXUzgAPHeL4XwLIxnu8CcMqe3kvyolJ0ACQnORC9IdvTznis19JfH2sHnf5a6uNR6Rv19L/HmuYT00Yjrr1hHhre047EwEc7UQPmN8A9/U59jzHG+8d7bCDHO6eVLU2DANblan75EAwGF575+U9P9awfkjuVogOYCromgX34RQdAcpIDA+YgsdEd9Vjf1ICJd9BTmTb19fSdqJ72WBtjmkx2zjnfQQNAMBic9flzDvtnLudJpoy2RWJZqv2pCLGPYj8O7gS5yMHLMIsPo1i6dy2GPgfiUQ7EslT7UxFiH0cAeEV0EA6XdQ5WtjTRwNTs0OdAPMqBWJZqf7qLrn1Y6rQsm6IciEc5EI9yIJal2p+KEPu4RHQAhHJQBCgH4lEOxLJU+1MRYh+rRAdAKAdFgHIgHuVALEu1PxUh9nG76AAI5aAIUA7EoxyIZan2n9S9YwghhBBCco16QmwiGAzeJToGp6MciEc5EI9yIJbV2p96QgghhBAiBPWE2EQwGLxDdAxORzkQj3IgHuVALKu1PxUh9nGh6AAI5aAIUA7EoxyIZan2pyLEPtaIDoBQDooA5UA8yoFYlmp/KkLs4xbRARDKQRGgHIhHORDLUu1PRYh9rBAdAKEcFAHKgXiUA7Es1f5UhNjHS6IDIJSDIkA5EI9yIJal2p+KEPtoFB0AoRwUAcqBeJQDsSzV/lSE2EdEdACEclAEKAfiUQ7EslT7UxFiH/2iAyCUgyLQLzoAQjkQrF90AFNBRYhN/OY3v1koOganoxyIRzkQj3IgltXan4oQ+7hIdACEclAEKAfiUQ7EslT7UxFCCCGEECGoCCGEEEKIEFSE2MfvRAdAKAdFgHIgHuVALEu1P+Oci46BEEIIIQ5EPSGEEEIIEcIlOgAydYqi/B7AaQB2q6q6f/K5swGsBrAIwOGqqr4mLkL7GycH1wH4LIA4gE0ALlBVtV9YkDY2TvuvAXAGAAPAbgDnq6raJS5KexsrBymvXQHgOgB1qqr2iIjPCcb5HKwG8HUA3cnJfqCq6qNiIpwY9YRY0x0Alqc99zaAzwF4vuDRONMd+GQOngKwv6qqBwB4H8BVhQ7KQe7AJ9v/OlVVD1BV9SAAfwPw40IH5TB34JM5gKIoswGcAGBroQNyoDswRg4AtKqqelDyp2gLEICKEEtSVfV5AKG05zaoqvqeoJAcZ5wcPKmqqpZ8+BKAWQUPzCHGaf/BlIcBADTgLY/GykFSK4ArQe2fd3vIgWXQ4RhC8uOrAP4iOginURTlFwC+AmAAwPGCw3EcRVFOB7BdVdU3FUURHY6TXaooylcAvAbgO6qq9okOaDzUE0JIjimK8kMAGoA/iY7FaVRV/aGqqrNhtv2louNxEkVRSgD8EHQYTLTfApgP4CAAOwDcIDSaCVARQkgOKYpyHsyBYl9SVZW6o8W5G8BZooNwmPkwbyP/pqIoW2AejlyvKMp0oVE5jKqqu1RV1VVVNQDcBuBw0THtCR2OISRHFEVZDuB7AJpVVR0RHY/TKIqyt6qqHyQfng7gXZHxOI2qqm8BqB99nCxEDqWzYwpLUZQZqqruSD5cAfOkhaJFFyuzIEVR/gzgOAC1AHYB+AnMwUk3A6iDeSvnN1RVPUlQiLY3Tg6uAuAF0Juc7CVVVS8WEqDNjdP+pwDYF+Ypuh8CuFhV1e2iYrS7sXKgqur/pry+BVSE5NU4n4PjYB6K4QC2AFiZUpQUHSpCCCGEECIEjQkhhBBCiBBUhBBCCCFECCpCCCGEECIEFSGEEEIIEYKKEEIIIYQIQUUIIYQQQoSgIoQQQgghQlARQgghhBAh/j+ZtdsuNNSoogAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_product_extent(union, brandenburg, figsize=(9,9))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The algorithm worked, the entire area is comfortably covered.\n",
"The time span over which the subselection was captured is 3 days:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Timedelta('3 days 00:10:00')"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"products_in_union = products.loc[:idx]\n",
"products_in_union.iloc[0]['beginposition'] - products_in_union.iloc[-1]['beginposition']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is a lot lower than the repeat cycle observed in [](content:orbits):"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Timedelta('10 days 00:00:00')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"products[products['orbitnumber'] == 17108].iloc[0]['beginposition'] - products[products['orbitnumber'] == 16965].iloc[0]['beginposition']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cloud Coverage\n",
"\n",
"The union calculation above did not consider cloud coverage at all.\n",
"This means that a lot of pixels in the large area of interest might not have interesting data for us:\n",
"\n",
"A plot of the cloud coverage can give an estimate of how useful the combined image would be without needing to plot it visually as described in [](01b-visualization.ipynb):"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = products_in_union['cloudcoverpercentage'].plot.hist(title='Cloud Coverage (in %) in Selected Products')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The histogram shows that some of the products consist mostly of cloudy pixels - in fact, the relationship between cloudy and non-cloudy pixels is almost symmetrical.\n",
"A cloud coverage of 100% is not of much use because it does not contain any surface features.\n",
"\n",
"To include only less cloudy products, a compromise on up-to-dateness has to be made.\n",
"Setting a maximum cloud coverage of 50% increases the time delta to 15 days:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e0559af8aed4446f9f43671b7fa21795",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=76.0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Area of Interest and Available Products'}>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# restrict cloud coverage\n",
"less_cloudy_products = products[products['cloudcoverpercentage'] < 50]\n",
"\n",
"# same algorithm as above\n",
"for idx, product in tqdm(less_cloudy_products.iterrows(), total=len(less_cloudy_products)):\n",
" union = less_cloudy_products.loc[:idx].unary_union\n",
" if union.contains(brandenburg_geometry):\n",
" break\n",
" \n",
"plot_product_extent(union, brandenburg)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Timedelta('15 days 00:04:32')"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"products_in_union = less_cloudy_products.loc[:idx]\n",
"products_in_union.iloc[0]['beginposition'] - products_in_union.iloc[-1]['beginposition']"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Cloud Coverage (in %) in Selected Products'}, ylabel='Frequency'>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"products_in_union['cloudcoverpercentage'].plot.hist(title='Cloud Coverage (in %) in Selected Products')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Downloads are expensive because each product to be downloaded has a size of approximately 1GB. The amount of products to download is reduced by dropping identical geometries, keeping the one with the smallest cloud cover:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"41"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"deduplicated = products_in_union.sort_values(by='cloudcoverpercentage').drop_duplicates(subset=['geometry'])\n",
"len(deduplicated)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This further moves the distribution of cloud coverage in the selected products to the minimum:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Cloud Coverage (in %) in Selected Products'}, ylabel='Frequency'>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEJCAYAAAB11IfBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAuBklEQVR4nO2de7wcRZn3v0W4BVAP6hEjCImKjIACB2TjgjTxsLygviKuKeWSNVkwSlAhIq5EAkFWZM1i5H1dskKQsAmgJZBd11cuXqDZdQ0KR7xgDogQlIsQhcPNAAb6/aPqmMlkpmemznR3nTrP9/OZz8z0VFf96umqp6uraqpUlmUIgiAIcbNF1QIEQRCE4hFnLwiCMAEQZy8IgjABEGcvCIIwARBnLwiCMAEQZy8IgjABmFDOXim1XCn1vZLSWqSUuqeMtGJHKbWFUuqnSqn31x1bq5Q6syI9xyilfqKUUm3CTVVKZUqpg8vSlodS6lCnZ5eqtbRCKXWzUmpZ1TpGUUrNVkptqFpHL4jG2SulXqGU+qJS6i6l1LNKqUeVUrcopf5OKbVl1fpaoZTaSym1Qin1gFLqOaXU/UqpVUqpGVVrC4g5gAKuqTv2VmDJWCJVSm2tlLpMKfWEu3l8oOH3/dz16Gs49evAdsBxbZL4HTAFuHUsOp2W9yil/lsp9ZhS6hml1D1KqSuUUi8da9xj1HWmUmptiemN3kBHX08opW5VSh1VloaxUrbNRonC2buWyhDwt8DngAHgIOBS4FPA3tWpa41S6n8BtwGvAT4M7An8b2A18NUKpQHWGVatwTEfuDir+wdglmXrsix7ZozxzgXeBhwMLASWK6VeAeAaCF8DPpFl2Uj9SU7HpcCpeZFnWfZClmW/z7Lsz2MRqZR6B3At8F2n9S3AycCTwDZjiXsccxT2RjodWANcq5Sa3ixgQOW4WrIsG/cv4D+B3wMva/LbVsD27vNy4Ht1vynszeBe4HngN8CpDeevBc5sOLYMuLnu+zbAUuAJ4HH3+QvAPTmatwMeAa5r8fuOdZ+nYFuTI8B64GbgAPfbFsBvgQUN52/jtHy07tjHgWHgWeDXwGeBLRvy+o/ARcAfgZ+446cAdwBPOzt/HZjSkN5hwC9c3D8HEiADjq8Ls5O7BuuAp4AfAoe0ubb7unhek3dd3PfPARcCjznb/jMwKSfufwHOr/v+CPBW93khcGXOudOcrlpOmKkuzMEN3zW2zP7Jlb1ZbWzwZeC2DurBG7BPPyPu2t8IvLnu90Nd+rt0eo4Lsz9wPfbm8jTwY+CvgNkuvvrXInfOlsAi4D5XJu4EPtIQ724u3vXYMvxxbNle1qlN6+r4n4AvtCnH7wRuB54DHnW/b9/gD851vz2NLefzgQ11YRbRUK+xN+AMmDpGmx0F/NTlZcSds1+7697pqxRnXOQLeDnwAg0OuUXY5Wzq7E92BW0usDvwUVcwT6gLs7YxbjZ39ktcATkKqGGdzJONhaIhjvc2FtoW4RS2G+AOV6jeDHwDWzFf6cJ8ARhuOO/9Li871hXS+4GjsY7qna6CnduQ1ydd2DcCe7rjp2Cd+TRsS/h/gLTuvJ1dAV2GfToZdJXqL84emAz8CutYDsA6mc9iK96bcvJ/CvBAk+ObXBf3/XHgM+5afgDYAMzJiXuuy8v22Ir4BNAH7IXtgnllm2vzCHBSzu9Tae7s78U6/DcA5zudu+fE8w/Yyn9gTpidsDfipa6M7AH8X6yz63dhDqXO2Xd4zl7AM8BV7rrtDhzjysFkp/93wKvda4e6uvZz4HBXbj7g8nBCXbkeAn7ibL8v9snlSbp39spdu39uVY6xT0MbsHX1TcCR2PK/oqGsPQN8yJ33aae5K2fvYzP3/rxLc5rTeCwNN94x+cpeRVTVCzjQGfp9HYRdzqbO/nfAFxvCLAHurfu+lhxnj3UUzwIfbghzW2OhaPj90073y9toHnTh9qw7tg3wMHCW+15zYf6qLsy3gG+6z9thnfERDXH/HTDSkNfvd2DH/Vx6O7vvn3fnTqoLcwSbOvvZwAPUPUm44z8AvpyT1peBW5sc3+S6uO/faghzPXBVTtxbAv8H63x/BrwLmIS9uc503+/A3qROaHL+ELA4J/6pNHf2n2zQ8DQNrd6GeLZz1zNz1/3fsY7pFXVhFgGrG85T1D2tsrmz7+ScFc42W7TQdiawtuHYNOBFGp56gLOAO9znw5yWN9b93o9tfHXs7IFtXT4yXPmmSTl2+fhxw7GjnM7d3PcHgM83hLma7p29j832o+HpoNevYAcuu2B0RkTW1Ul2YGsX4JaGn1LgFKXUdlmW/amDqF6Pdb7/03D8v4F350noUOpewB+zLPvV6IEsy55TSt3qfiPLsmGl1E+wzvtWpdQrsc72fXVxTAauUUrV22kSsK1Sqj/LsnXu2I83E6rUocAZ2BZSHxvHenYDHnTHf5Jl2Qt1p/2oIZq3YlsvIw2TWLbBVvBWTMbeTDvhjobvD2IdT1OyLNsAfMK9AFBKnY6t9DcDd2O7ox4D7lBKrc6y7M66KJ51+rrlLzqzLNuglHoE28pupfNPwHuUUlOxDvtA7PVYqJR6e5Zla7D23V8p9XTD6ZOxLctmdHLO/sD1WZa92EG+RjkAW75va7jWW2KfwsGWmT9kWXb36I9Zlq1TSt3VYRo3KqVedFofB+ZnWXZ93e+N5XgvbMOintTp3FMp9Tj2CbVZPX5vh5pG8bHZz4EbgF8qpb6LLX/XZln2uy7TbkkMzv7X2LvzXsAqj/MbbxKNTvjFJse2ahK+q5sNMFqo98QWqDyaxa0ajl8OnKOUmo99ZHwc27KFjc55JtaBNfJY3edNBj2VUrsC38G2Vj4H/AF7k/weUD/w1aix8fsW2IG0o5ukn3dTXQf8dc7v9TzfREPHkxCUUrtjW8z7Yx+578my7Ofut5uBd2D7nkd5udPXLV46syxbi306Xa6U+iz2Wn4aO1tpC+D7wMeanPpEiyg7Pafbsj2al79m82s7Gldj+e2WOdiuwifqGir1NBu8b5VeRuf1uJ0/aJdWcwFZ9oJS6kjsDfgw7GST85VSM7Ms+3Y3cbVi3M/GybLsMeA64GNKqZc1/q6U2koptX2T857EtuCShp8OAe6ra9U/ip0tU89+dZ/vwVbegxrCtHNQN7q4P9vsR6XUju7jncArlVJ71v22DbZ1V+94rgJegu16mIUdXNxQF8ezwOuyLLunyau+Rd7IW7Gtp1OzLPthlmV3sXkr9FfAW5VSk+qOva0hzG3A64Anm6T/UE76Q8DuRc+ocHPmLwU+k2XZI9i6UV+Jt6auviilJmOf6m4rUlcrsix7HNvf/ip36DZsg+fBJvZtdUPq5JzbgcOUUq18xfPYJ8R6bnfvuzaJ9zfutzuBfneDBcA9kb6xQxM82CZvjdzJ5nU9wTrlX2VZ9gT2SbCxHjd+fxR4VUNZH2gI42MzMsuPsyw7L8uyQ7BPHnNaZahriuofKvMF7Irtf78HO6ixJ3bw63hs39m+LtxyNu2zn4ftQvgw9rH1I2w+QPuP2Jbv4dgBrCXYVs/NdWEuxA7WvceF+SJtBmjdeUe69L7nPr8OO1D2KeAuF6Z+gPYg7DTSTQZo6+K7Fjuan9Ewio+dXfIkthW3B7aSfxD4p7owa9l8fOIt2NbMmdgukfdiZ/RkwKEuzOgA7cXYgaUZWEeSAcdlG/tWf4kdkDsc2/f6V9juiPfm2GhHd43e3nB8E60ttG8ykN7mWnwc+Hbd99e4dP8W23XyTL1Ngb/B9rXvkBPnVJr32R/cEO4e3IyMFvEswg76z3DX4M3uewac6MLsBDyE7Qp4u0vrYOx4yl+7MIey+QBtu3Pe7K7t6GDj67FPiG9zv88E/oy9ub8S2M4dvxQ7vjALWxf3Af4e+Ie6cn0HtmwfiB2gvQGPAdomYZqVhdEB2i9hx7iOYPMB2vnums7C+oPTsPWsvs9+D2xX1Hl1triXTfvsu7YZtnG4EFsndsWO1T1E3QSKMfvJXkVU9Qs7uHMB9tH2WewdOMU6/C1dmOVsPvXydOz0sD+7i3ZqQ7wvwXZhPO7iXMTms3EmY+fFP+FeF9Nm6mXduW8GrnAX9nlXAK+lbkoim0+9THFTLxviOsoVul+0SOsEV8Gedfm5lbrZJM0qiTt+MvZmuh7b5TQ6+HpoXZjDsM78OWz/42iYv60L8wrszI8HXV4fxHa95U4vAy7DzrNvWaGbaW+8TjnxT8U+5e3ccPw4l+9HqRtUdb9dDny1g3h74exnYG/wa921+wN22upxDeF2c2VpnbsO9wMrgWnu90PZfOpl7jkuzIHYBskz2Cmzt+JmBmGffq7ENogyNk4jnITtYhp21/oP2HI7s8E+N7o8PYDtQruZApy9O14/9XKdK4v1Uy+3wDrxP7i8Xk3D1EsX7u+xvmI9tlfhg2w+9bIrm2EbX9/BPq2NXofFwNad+L9OXsolLgg9RSk1+hj6lizLfjHGuEa7S/bK8rt8SkEp9VrsDW2/zPajC0LwiLMXeoJS6iRsl9lD2G60JcDjWZY1/VejR/wa20/7w17EN0Ytbwd2yrLs6qq1CEKniLMXeoJS6nzseMnoH3W+i+2f/WOlwgRBAMTZC4IgTAjG/dRLQRAEoT3i7AVBECYA0Tn7NE0/0T5UNYg2P0SbH6LNj1i1RefssWvBh4po80O0+SHa/IhSW4zOvuXCVwEg2vwQbX6INj+i1Bajs89bQbFqRJsfos0P0eZHlNpidPYjVQvIYaRqATmMVC0gh5GqBeQwUrWAHEaqFpDDSNUCchipWkAOI74nxujsa1ULyEG0+SHa/BBtfkSpLUZnf1PVAnIQbX6INj9Emx9RaivN2Wut52ut79Ra/1JrfZXWetuCkjq2oHh7gWjzQ7T5Idr8iFJbKc5ea70zduu3A4wxe2OXP/1gQcldUFC8vUC0+SHa/BBtfkSprcxunC2ByVrrLbGL9Re1VO3iguLtBaLND9Hmh2jzI0ptpS2EprU+BbsDznrgRmPMcU3CzAXmAtRqtTWDg4OXYDe4nozdYGQ6drOLedhdXZYlSTI7TdMVSZLMStN0OXDi8FD/n0vI0mbUBtZdkSTJ8WmarnTvS7Gbo5yG3axgBnYzhz66zBNwLnARdg/X1dj5tuuxo/M1bF/esdg7/+IkSU6q0zH6vgS7OcMc7KYLA9jdhMBukDKE3THrMmBBkiTzm8QheZI8SZ4CzVOSJGfQglKcvdZ6R+Aa4ANYY34TuNoYs7LXaaVpunJ4qH+zG0kZfGT+no0bEW/C6AUuS083iDY/RJsfos2PsWgry9nPBI4wxpzgvv8dMN0YM6+I9L665FeVrNvcztkLgiBURVl99r8Fpmutt9NaK+xmumuKSChN054/LfQK0eaHaPNDtPkRq7Yy++zPwXbjbAB+CpxojHmuiLSkZS8IgrAppc3GMcacbYypGWP2NsbMKsrRu0GTIBFtfog2P0SbH7Fqi/EftOdVLSAH0eaHaPNDtPkRpbYYnf2cqgXkINr8EG1+iDY/otQWo7O/rmoBOYg2P0SbH6LNjyi1xejsB6oWkINo80O0+SHa/IhSW4zO/uH2QSpDtPkh2vwQbX5EqS1GZy8IgiA0EKOzn1K1gBxEmx+izQ/R5keU2mJ09kNVC8hBtPkh2vwQbX5EqS1GZ39k1QJyEG1+iDY/RJsfUWqL0dlfVrWAHESbH6LND9HmR5TaYnT2C6oWkINo80O0+SHa/IhSW2kLoZWJLIQmCIKwKdG17GNdnrRoRJsfos0P0ebHuFjiuEykZS8IgrAp0rIvEdHmh2jzQ7T5Eas2adn3EGnZC4IQKqW07LXWe2it76h7Pam1PrWItNxu7UEi2vwQbX6INj9i1bZlL4W0whhzF7AvgNZ6EvAgsKqg5E4HPlpQ3GPl9KoF5CDa/BBtfog2P7y1VdFnPwj8xhhzf0Hxn1ZQvL1AtPkh2vwQbX5Eqa0KZ/9B4KoC47+ywLjHimjzQ7T5Idr8iFJbqQO0WuutgYeAvYwxjzT5fS4wF6BWq60ZHBy8BOgDJgP3AdOx3T/zgIXAsiRJZqdpuiJJkllpmi4HVg8P9VfS51YbWHdFkiTHp2m60r0vxT52nYa9SGcBPnk6ETgXuAg4GlgNTAPWAyNADbgJOBa4AFicJMlJdTpG35dg97Ccg93xZoCN62MfA3wJu/bGZcCCJEnmN4ljkzwND/XfXYQtO+Ej8/dUbfI0BbtwVFd5AmYAw3R2nVYnSTK9jOs0PNR/Q++t2Bm1gXW70ts8fZKNjb4yrlM39enDwOc88lRG2bsfmN4qT0mSnNHqGpbt7I8CTjbGHF5UGmmaHjI81J8WFX8e7WbjpGl6SJIkt5Slpxt8tVU18wnCmP1U5jWNydYx1oUyGIu2srtxjqHYLhywd8RQ6ataQA59VQsYp/RVLWCc0le1gBz6qhaQQ5/viaU5e631dsDfANcWnNTkguMfC6ItPsRufoRstyi1lTL1EsAY8yfgFSUkdV8Jafgi2uJD7OZHyHaLUlt0yyVgBzNCRbTFh9jNj5DtFqW2GJ19UX/W6gWiLT7Ebn6EbLcotcXo7OdVLSAH0RYfYjc/QrZblNpidPYLqxaQg2iLD7GbHyHbLUptMTr7ZVULyEG0xYfYzY+Q7RalNlniuIeE8Cefsonpjz6hI7YWxkJ0Lfs0TVdUraEVoi0+xG5+hGy3WLVJy76HTMTWj7Q2y0NsLYyFGFv2y6vW0ArRFh9iNz9Ctlus2qJz9tjV30JFtMWH2M2PkO0WpbYYnf25VQvIQbTFh9jNj5DtFqW2GJ39RVULyEG0xYfYzY+Q7Ralthid/dFVC8hBtMWH2M2PkO0WpbYYnf3qqgXkINriQ+zmR8h2i1JbjM5+WtUCchBt8SF28yNku0WpLUZnv75qATmItvgQu/kRst2i1Bajsx+pWkAOI1ULyGGkagHjlJGqBYxTRqoWkMNI1QJyGPE9sbSdqrTWfdhFfPYGMuDvjTE/KiCpWgFx9ooaEORGxoStLWTEbn6EbLcotZXZsr8QuN4YUwP2AdYUlM5NBcXbC0RbfIjd/AjZblFqK8XZa61fChwCXApgjHneGDNSUHLHFhRvLxBt8SF28yNku0WprZSF0LTW+wIXA7/CtupvB04xxjzTEG4uMBegVqutGRwcvATow+6ofh92/8VV2N1aFgLLkiSZnabpiiRJZrl1I04ZHuofKTxTTagNrLsiSZLj0zRd6d6XAqcDpwFXAkcAP6P7PJ2I/efcRdh5tquxo/LrsX14Newd/1jgAmBxkiQn1ekYfV8CnAfMAa4DBoCHnfypwI+AI4HLgAVJksxvEscmeRoe6r+7AFMGTW1g3VZsvE5XJUlyTBnXaXio/4ZSM1pHbWDdrvQ2T28D1rropwBDdFn2gBnAML2vT/sA13vkqb4+FZWn84ELW+UpSZIzWl3Dspz9AViDHmSMuVVrfSHwpDGm5zvCpGm6dHio/6O9jrcT2q0MmKbp0iRJTipLTzf4aqtyJcaqqL/OZV7TmFa9jLEulMFYtJXVZ/8A8IAx5lb3/WrsXbDnhHqRQLTFiNjNj5DtFqu2Upy9Meb3wO+01nu4Q4PYLp2ek6bpyiLi7QWiLT7Ebn6EbLdYtZW2eYnrt18GbA3cC8wxxjxeRFqyeUl5TPRunDKJqRtHKJ/Spl4aY+4wxhxgjHmLMea9RTn6WO/KRROytpARu/kRst1i1SbbEvaQidj6kZZ9eUjLXhgL0S2X4KZDBYloiw+xmx8h2y1WbdE5e+y811ARbfEhdvMjZLtFqS1GZz+nagE5iLb4ELv5EbLdotQWo7O/rmoBOYi2+BC7+RGy3aLUFqOzL+TPWj1CtMWH2M2PkO0WpbYYnf3D7YNUhmiLD7GbHyHbLUptMTp7QRAEoYEYnf2UqgXkINriQ+zmR8h2i1JbjM5+qGoBOYi2+BC7+RGy3aLUFqOzP7JqATmItvgQu/kRst2i1Bajs7+sagE5iLb4ELv5EbLdotQWo7NfULWAHERbfIjd/AjZblFqk4XQeshEXCxKFkIrD1kITRgLHbfstdbv0VpvWaSYXhDr8qRFE7K2kBG7+RGy3WLV1nHLXmv9M+A1wDeAFXVbDAaHtOzLQ1r25SEte2EsdNyyN8bsAxyG3YH9Gq31XVrrM7XWU4sS50Osd+WiCVlbyIjd/AjZbrFq8+qz11or7D6yFwB7Az8EvgpcZYx5scU5a4GngBeADcaYAzw1t0Va9uUhLfvykJa9MBa6no2jtX49cBawFNjWfb4E+BhwdZvTZxhj9i3S0adpurSouMeKaIsPsZsfIdstVm0dD7hqrU8GZgFvAAwwyxizuu73a4BHfYX0kNOBj1YtogWnVy0gh5C1hYzYzY+Q7Raltm4GaL8NXA78hzHm+RZhDjfG3Njit/uAx4EM+Kox5uImYeYCcwFqtdqawcHBS4A+YDJwHzAdWAXMAxYCy5IkmZ2m6YokSWalabocuH94qP+sjjLVY2oD665IkuT4NE1Xuvel2ItzGnAlttvrn+k+TycC5wIXAUcDq4Fp2PGTEaAG3AQc69JYnCTJSXU6Rt+XYHe6mYNdF3uAjavofRQ4G/sPvcuABUmSzG8SxyZ5Gh7qv7sIW4ZMbWDdVmy8Tj9LkmSfMq7T8FD/DaVmtI7awLpd6W2ezgH+1UU/BbsMQFdlD5gBDNP7+vQpl8ZY6lNReXoe2K1VnpIkOaPVNezG2W8LvGCM+XPdsa2ALYwxz3Vw/muMMQ9prV8FfBf4uDHmlo4S74I0TXevygG169dM03T3JEl+XZaebvDVNtH77Mu8pjH12cdYF8pgLNq66bO/Edi/4dj+QEetDWPMQ+79Uexd6sAu0u6GGQXF2wtEW3yI3fwI2W5RauvG2b8FaJxb/2Ngn3Ynaq2311q/ZPQzcDjwyy7S7obhguLtBaItPsRufoRstyi1dfOP2BFgJ+D3dcd2Ap7p4NydgFVa69E0rzTGXN9F2t3QV1C8vaCvagE59FUtYJzSV7WAcUpf1QJy6KtaQA59vid24+yvAa7UWn8CuBd4PfAl7MycXIwx99LBE0CPmFxSOj6ItvgQu/kRst2i1NZNN85ngTXYrpunsCPYdxHeCnH3VS0gB9EWH2I3P0K2W5Taulku4VljzMnA9sCrgR2MMR8zxjzrm3hBTK9aQA6iLT7Ebn6EbLcotXW1iqXW+mXAHsAO7jsAxpgf+AoogFXAhVWLaMGqqgXkELK2kBG7+RGy3aLU1s0Sx7OBh4D/BC6tey3zTbwg5lUtIAfRFh9iNz9CtluU2rpp2X8eeL8x5jrfxEpiIfCZqkW0YGHVAnIIWVvIiN38CNluUWrrZoB2S+wfq0IntCeNekRbfIjd/AjZblFq62a5hE8CLwHObbWMcSjIEsflMdGXSyiTmJZLEMqnm5b9fOBM4Cmt9W/rXwVp8yJN0xVVa2iFaIsPsZsfIdstVm3dtOyTVr8ZY1JfAUUgLfvykJZ9eUjLXhgLHQ/QhubQW2GX++yvWkZT0jRdniTJ7Kp1NCNkbSEjdvMjZLvFqq2bzUu2we5KdQzwCmPMy7TWhwNvNMZ8xSfxgjgR+FDVIlpwYtUCcghZW8iI3fwI2W5Rauumz34Jdr/Z47AbkADcCZzkm3hBnFu1gBxEW3yI3fwI2W5RauvG2R8NHGuM+RHwIoAx5kFgZ9/EC+KiqgXkINriQ+zmR8h2i1JbN87+eRq6fbTW/cAffRMviKOrFpCDaIsPsZsfIdstSm3dOPtvApdrracBaK2nAF8Bvu6beEGsbh+kMkRbfIjd/AjZblFq68bZLwDWAr/ALqD/a+xaOef4Jl4Q06oWkINoiw+xmx8h2y1Kbd1MvXweOBU41XXf/MEYE+Ic6/VVC8hBtMWH2M2PkO0WpbZupl6+ruHQS+qWOL63wzgmAbcBDxpj3t1p2l0yUlC8vWCkagE5jFQtYJwyUrWAccpI1QJyGKlaQA4jvid2041zD7br5p6616/dq1NOwe52VSS1guMfC6ItPsRufoRstyi1ddONs8mNQWv9auBs4L86OV9rvQvwLuxSyZ/sQmO33FRg3GNFtMWH2M2PkO0WpbaO18ZphvtX7d3GmN06CHs18AXsypmfataNo7WeC8wFqNVqawYHBy/BDgZPxu69OB27U8s87LrOy5IkmZ2m6YokSWbZpRK4f3io/yzvTAlCG2oD67ZiY9n7WZIk+7iydyL2Ty8XYafIrcYOqK3HPn7XsJX1WOACYHGSJCelaboySZLj696XAOcBc4DrgAHg4eGh/htKzWgdtYF1u9LbPJ0D/KuLfgowBBwJXAYsSJJkfpM4lgKnA6cBVwIzgGG69xHtrtOnXBpe16ngPD0P7NYqT0mSnNHqGo7V2b8F+L4xJncxGq31u4F3GmPmaa0PpYWz7wVpmu4wPNT/VBFxCwJsuihYmqY7JEnydBnpxrQQWpl265ZYtXUzQPtfbFwmAWA7YC/gcx2cfhDwHq31O4FtgZdqrVcaY47vRmyHLC4gTkFoxWLCWzJkPBCy3aLU1s0Sx42Liz0D/MwY080ALUW37GFiLrsrlIcscSyMR7oZoL28SCG9Ik3TlaEucSzEx2jfa9U6xhsh2y1Wbd207DvprsEYU/ngqLTshSKRlr0wHulmnv3uwGeAQeANwDvc992B17rXLr0W2C22ZS8I5SDlzY+Q7Rartm5a9l8HvmmMuabu2PuAmcaYY3wFFIG07IUikZa9MB7ppmV/JPDvDcf+A3hnz9T0ADf3VRBKQcqbHyHbLVZt3S6XcHLDsXnAb3wTL4jzqhYgTCikvPkRst2i1NbxbBzsP7RWaa0/DYzuULUBeJ9v4gUxp2oBwoRiDvDFqkWMQ0K2W5TaOm7ZG2N+ih2MPQb4EvavxLsbY4Z8Ei6Q66oWIEwopLz5EbLdotTWTTfOJhhjbgG21lpv7xtHQQxULUCYUEh58yNku0WprWNnr7V+M3A3cAlwqTucAF/zTbwgHm4fRBB6hpQ3P0K2W5TaumnZLwXOMsbUgD+7YylwsG/igiAIQjl04+z3AkYn9GcAxphnsMtwhsSUqgUIEwopb36EbLcotXXj7NcC+9cf0FofiJ2SGRKhDRgLcSPlzY+Q7Raltm6c/ULg/2mtz8EOzJ4BfBM40zfxgjiyagHChELKmx8h2y1Kbd1Mvfy2S6gf21e/G/A+Y8yNvokXxGVVCxAmFFLe/AjZblFq6+hPVVrrSdiZOHsaY+b5JlYSC6oWIEwoFgDzqxYxDgnZblFq62YhtLuBtxpjnvBJqExkITShSGQhNGE80k2f/ZcBo7VOtNav11q/bvRVkDYvQl6eVIgPKW9+hGy3WLW1dfZa61e7j18B/gb4AfBr7Cyce9znYAh1hxkhTqS8+RGy3WLV1kmf/d3AS40xWwBorVcZY47uJhGt9bbALcA2Ls2rjTFndyu2E2RbQqFMQt7CLmRCtlus2jrpxmnsq0s80nkOeIcxZh9gX+AIrfV0j3jaEupFEuJEypsfIdstVm2dOPvGQaGuB2qMMZkx5mn3dSv3KmSwKU3TpUXEKwjNkPLmR8h2i1Vb29k4Wus/Ae9io5P/d+Couu8YY37QLiE3ffN27P61/2KM+YcmYeYCcwFqtdqawcHBS4A+7JIM9wHTgVXYTVMWAsuSJJmdpumKJElmpWm6HDhleKh/pJ0eQfClNrBuKzaWvauSJDnGlb0TgXOBi4CjgdXANGA9MALUgJuwy4NfACxOkuSk0Ufzuvcl2E0q5mCXtB0AHh4e6r+h1IzWURtYtyu9zdPbsP/KB7sEwBD2fzyXAQuSJJnfJI6lwOnAacCVwAxgmO59RLvrtA9wvUeeBti4UFlReTofuLBVnpIkOaPVNezE2a8lvxWeGWM6npGjte5zwj9ujPllp+d1SpqmZw8P9S/qdbyCMEr9NMQ0Tc9OkuScMtKNaeplmXbrlli1tR2gNcZM9Yk4J74RrfXNwBFAz5099u64qIB4BaEZV1YtYJwSst2i1Oa9eUk3aK37XYserfVk4DDso0oRzCgoXkFohpQ3P0K2W5TautmDdixMAS53/fZbAMattVMERd1EBKEZUt78CNluUWorxdkbY34O7FdGWtiBDUEoi76qBYxT+qoWkENf1QJy6PM9sZRunJIJbTMVIW6kvPkRst2i1Bajs7+vagHChELKmx8h2y1KbTE6+0L+mSsILZDy5kfIdotSW4zOflXVAoQJhZQ3P0K2W5TaYnT2oW+uIsSFlDc/QrZblNpidPYLqxYgTCikvPkRst2i1Bajs19WtQBhQiHlzY+Q7Ralto63JRxPyLaEQpHItoTCeCS6ln2apiuq1iBMHKS8+RGy3WLVJi17QegSadkL45EYW/bLq9YgTBykvPkRst1i1Rads8cu4i8IZSHlzY+Q7Ralthid/blVCxAmFFLe/AjZblFqi9HZX1S1AGFCIeXNj5DtFqW2GJ390VULECYUUt78CNluUWqL0dmvrlqAMKGQ8uZHyHaLUluMzn5a1QKECYWUNz9CtluU2krZqUpr/Vrg34BXAy8CFxtjLiwoufUFxSsIzZDy5kfIdotSW1kt+w3AacaYN2HXYz5Za71nQWmNFBSvIDRjpGoB45SRqgXkMFK1gBxGfE8sxdkbYx42xgy5z08Ba4CdC0quVlC8gtAMKW9+hGy3KLWVvlyC1noqcAuwtzHmyYbf5gJzAWq12prBwcFLsBvsTsZuxzUdu3j/POxSn8uSJJmdpumKJElmuX+XnT881L+mpOwIwoSgNrBuV+xMkNXYfuP12FZmDbgJOBa4AFicJMlJaZquTJLk+Lr3JcB5wBzgOuBI4A4X/RRgyB27DFiQJMn8JnEsBU4HTgOuBGYAw3TvI07Ezle/qEWeDgG+MTzUf3dvrdgZtYF1Ca3zdDnwmVZ5SpLkjFbxlurstdY7ACnweWPMtUWkkabp2cND/YuKiFsQJiq9XhsnTdOzkyQ5p5dx9opRbVWtRZRn67HYrbTZOFrrrYBrgCuKcvSOCwqMWxCE3hByPY1SWynOXmutgEuBNcaYLxWc3OKC4xcEYeyEXE+j1FZKN47W+mDgv4BfYKdeAiwwxnyniPRkiWNB6C0TcYnjELtxxkIp8+yNMf8NlFJY0jRdCf1lJCUIgiejg65V62hGrNpk8xJBENoiLfvyKMrW0S2XYFv2giCETMj1NFZt0rIXBKEt0rIvD2nZd4j784YgCAETcj2NVVt0zh77Lz1BEMIm5HoapbYYnf2cqgUIgtCWkOtplNpidPbXVS1AEIS2hFxPo9QWo7MfqFqAIAhtCbmeRqktRmf/cNUCBEFoS8j1NEptMTp7QRAEoYEYnf2UqgUIgtCWkOtplNpidPZDVQsQBKEtIdfTKLXF6OyPrFqAIAhtCbmeRqktRmd/WdUCBEFoS8j1NEptMTr7BVULEAShLSHX0yi1yUJogiC0RRZCKw9ZCK1DQl6eVBAES8j1NFZtZW1L+DXg3cCjxpi9i05PWvaC0FukZV8e471lvxw4ooyEQr4rC4JgCbmexqqtFGdvjLkFeKyMtELdO1IQhI2EXE9j1VbKhuOdorWeC8wFqNVqawYHBy8B+oDJwH3AdGAVMA9YCCxLkmR2mqYrkiSZlabpcuBZ2XBcEHpLmqavBY4GVgPTgPXACFADbgKOBS4AFidJctLoxth170uwa7HPwa7c+GXgn1z0U7B/FjoSO7VwQZIk89M0XTk81H9cWXkMhTRND6G139sR2LaJ3zsRODdJkjNaxVvabByt9VTg20X32adpusPwUP9TRaYhCBONXvcjp2m6Q5IkT7cLNxHH3/Js3andmhHdbBzgtKoFCILQFqmnfnjbLUZnf2XVAgRBaIvUUz+87VaKs9daXwX8CNhDa/2A1vqEApObUWDcgiD0BqmnfnjbrZQBWmPMMWWk4xguMS1BEPyQeuqHt91i7Mbpq1qAIAht6atawDilz/fEGJ395KoFCILQFqmnfnjbLUZnf1/VAgRBaIvUUz+87Rajs59etQBBENoi9dQPb7vF6OxXVS1AEIS2SD31w9tuMTr7eVULEAShLVJP/fC2W4zOfmHVAgRBaIvUUz+87Rajs19WtQBBENoi9dQPb7tF5+yTJJldtQZBEPKReurHWOwWnbNP03RF1RoEQchH6qkfY7FbdM4+SZJZVWsQBCEfqad+jMVu0Tl7t5C/IAgBI/XUj7HYLTpnj92xRRCEsJF66oe33WJ09udWLUAQhLZIPfXD224xOvuLqhYgCEJbpJ764W23GJ390VULEAShLVJP/fC2W4zOfnXVAgRBaIvUUz+87VbKTlUAWusjgAuBScAyY8z5BSU1raB4BUHoHdOAH1ctYhzibbey9qCdBPwLcCSwJ3CM1nrPgpJbX1C8giD0DqmnfnjbraxunAOBe4wx9xpjnge+DhxVUFojBcUrCELvGKlawDhlxPvMLMsKf82cOfP9M2fOXFb3fdbMmTO/0iTc3JkzZ97mXnM90/I6ryQ7iDbRJtpEWyXaymrZq2b3mcYDxpiLjTEHuNfFnmnN9TyvDESbH6LND9HmR5TaynL2DwCvrfu+C/BQSWkLgiBMeMqajfMTYHet9TTgQeCDwLElpS0IgjDhKaVlb4zZAHwMuAFYYw+ZOwtKzrf7pwxEmx+izQ/R5keU2lSWbdZ1LgiCIERGjP+gFQRBEBoQZy8IgjABKG25hDIocUmGrtFarwWeAl4ANhhjDqhQy9eAdwOPGmP2dsdeDnwDmAqsBbQx5vFAtC0CPgysc8EWGGO+U7Ku1wL/BrwaeBG42BhzYQh2y9G2iOrtti1wC7AN1t9cbYw5OxC7tdK2iIrtVqdxEnAb8KAx5t1jsVs0LfuSl2TwZYYxZt8qHb1jOXBEw7HPAN83xuwOfN99r4LlbK4NYImz3b4VVbwNwGnGmDcB04GTXfkKwW6ttEH1dnsOeIcxZh9gX+AIrfV0wrBbK21Qvd1GOQU7qWUUb7tF4+wpd0mGcY0x5hbgsYbDRwGXu8+XA+8tU9MoLbRVjjHmYWPMkPv8FLYC7kwAdsvRVjnGmMwY87T7upV7ZYRht1bagkBrvQvwLmBZ3WFvu8Xk7HcGflf3/QECKfCODLhRa3271jrEf+jtZIx5GKzzAF5VsZ5GPqa1/rnW+mta6x2rFKK1ngrsB9xKYHZr0AYB2E1rPUlrfQfwKPBdY0wwdmuhDQKwG/Bl4NPYrrlRvO0Wk7PvaEmGCjnIGDOA7WY6WWt9SNWCxhFLgddjH7UfBi6oSojWegfgGuBUY8yTVeloRhNtQdjNGPOCMWZf7D/nD9Ra712Fjma00Fa53bTWo+NWt/cqzpicfdBLMhhjHnLvjwKrsN1OIfGI1noKgHt/tGI9f8EY84irlC8Cl1CR7bTWW2Gd6RXGmGvd4SDs1kxbKHYbxRgzAtyMHZMJwm6j1GsLxG4HAe9xEzu+DrxDa72SMdgtJmf/lyUZtNZbY5dk+FbFmgDQWm+vtX7J6GfgcOCX1arajG8BH3KfPwT8R4VaNmG0cDuOpgLbaa0VcCmwxhjzpbqfKrdbK22B2K1fa93nPk8GDgOGCcNuTbWFYDdjzBnGmF2MMVOxvuwHxpjjGYPdopl6aYzZoLUeXZJhEvC1Apdk6JadgFVaa7A2v9IYc31VYrTWVwGHAq/UWj8AnA2cDxit9QnAb4GZAWk7VGu9L7Zbbi3wkQqkHQTMAn7h+ngBFhCG3VppOyYAu00BLnez5bbALpXyba31j6jebq20rQjAbq3wLm+yXIIgCMIEIKZuHEEQBKEF4uwFQRAmAOLsBUEQJgDi7AVBECYA4uwFQRAmAOLsBUEQJgDi7AVBECYA/x8fKjuEt5b4EgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"deduplicated['cloudcoverpercentage'].plot.hist(title='Cloud Coverage (in %) in Selected Products')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}