From 46f0162d2ef000db90343094e78a7729d3493a10 Mon Sep 17 00:00:00 2001 From: Jonas Date: Tue, 14 Nov 2023 13:59:14 +0100 Subject: [PATCH 1/8] Add notebook for titiler zonal statistics method validation --- .../zonal-statistics-titiler-validation.ipynb | 588 ++++++++++++++++++ 1 file changed, 588 insertions(+) create mode 100644 notebooks/tutorials/zonal-statistics-titiler-validation.ipynb diff --git a/notebooks/tutorials/zonal-statistics-titiler-validation.ipynb b/notebooks/tutorials/zonal-statistics-titiler-validation.ipynb new file mode 100644 index 00000000..a7759795 --- /dev/null +++ b/notebooks/tutorials/zonal-statistics-titiler-validation.ipynb @@ -0,0 +1,588 @@ +{ + "cells": [ + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "---\n", + "title: Validation of TiTiler API for grid cell area-weighted zonal averages\n", + "description: TiTiler has a method to calculate zonal statistics of gridded / raster data across an area of interest. This notebook is to validate that method for a dataset in geographic coordinates, the most common coordinate reference system for climate datasets (often NetCDF/Zarr, here transformed to cloud-optimized GeoTIFF).\n", + "authors: Jonas Sølvsteen\n", + "published: 14 November 2023\n", + "execute:\n", + " freeze: true\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: pystac_client in /srv/conda/envs/notebook/lib/python3.10/site-packages (0.7.2)\n", + "Requirement already satisfied: requests>=2.28.2 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pystac_client) (2.31.0)\n", + "Requirement already satisfied: pystac[validation]>=1.7.2 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pystac_client) (1.8.1)\n", + "Requirement already satisfied: python-dateutil>=2.8.2 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pystac_client) (2.8.2)\n", + "Requirement already satisfied: jsonschema>=4.0.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pystac[validation]>=1.7.2->pystac_client) (4.17.3)\n", + "Requirement already satisfied: six>=1.5 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from python-dateutil>=2.8.2->pystac_client) (1.16.0)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from requests>=2.28.2->pystac_client) (3.1.0)\n", + "Requirement already satisfied: idna<4,>=2.5 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from requests>=2.28.2->pystac_client) (3.4)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from requests>=2.28.2->pystac_client) (1.26.15)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from requests>=2.28.2->pystac_client) (2023.5.7)\n", + "Requirement already satisfied: attrs>=17.4.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from jsonschema>=4.0.1->pystac[validation]>=1.7.2->pystac_client) (23.1.0)\n", + "Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from jsonschema>=4.0.1->pystac[validation]>=1.7.2->pystac_client) (0.19.3)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "%pip install pystac_client" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import tqdm\n", + "import requests\n", + "import rasterio\n", + "import rasterio.crs\n", + "import xarray as xr\n", + "import rioxarray\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from pystac_client import Client" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load and inspect dataset from GHGC STAC catalog" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "STAC_API_URL = \"https://test-stac.delta-backend.com\"\n", + "RASTER_API_URL = \"https://dev.ghg.center/api/raster\"\n", + "\n", + "COLLECTION_ID = \"no2-monthly\"\n", + "ASSET_NAME = \"cog_default\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "catalog = Client.open(STAC_API_URL)\n", + "collection = catalog.get_collection(COLLECTION_ID)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "items = list(collection.get_all_items())[:15]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'driver': 'GTiff', 'dtype': 'float32', 'nodata': -1.2676506002282294e+30, 'width': 3600, 'height': 1800, 'count': 1, 'crs': CRS.from_epsg(4326), 'transform': Affine(0.1, 0.0, -180.0,\n", + " 0.0, -0.1, 90.0), 'blockxsize': 512, 'blockysize': 512, 'tiled': True, 'compress': 'deflate', 'interleave': 'band'}\n" + ] + } + ], + "source": [ + "with rasterio.open(items[0].assets[ASSET_NAME].href) as ds:\n", + " print(ds.profile)\n", + " \n", + " assert ds.crs == rasterio.crs.CRS.from_epsg(4326)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define formula for grid cell area for geographic coordinates" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def _get_unique_diff(arr):\n", + " assert np.ndim(arr) == 1\n", + " deltas = np.diff(arr)\n", + " \n", + " if not np.allclose(deltas, deltas[0]): \n", + " raise ValueError(f\"The spacing in the array is not uniform: {list(np.unique(deltas))}\")\n", + " return deltas[0]\n", + "\n", + "\n", + "def grid_cell_area(lat):\n", + " \"\"\"\n", + " https://www.mathworks.com/matlabcentral/answers/447847-how-to-calculate-the-area-of-each-grid-cell\n", + " https://gis.stackexchange.com/a/28156\n", + " \"\"\"\n", + " # get lat spacing asserting it is uniform\n", + " dlat = _get_unique_diff(lat)\n", + " \n", + " # calculate cell edge lat\n", + " lat_edge = lat - dlat / 2.\n", + " \n", + " # radius of Earth in meters\n", + " R_e = 6371e3\n", + " \n", + " # calculate cell area as a function of latitude\n", + " return R_e ** 2 * (np.sin(np.radians(lat_edge + dlat)) - np.sin(np.radians(lat_edge))) * np.radians(dlat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define a geometry to average over" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "AOI_NAME = \"Americas south to north\"\n", + "\n", + "AOI = {\n", + " \"type\": \"FeatureCollection\",\n", + " \"features\": [\n", + " {\n", + " \"type\": \"Feature\",\n", + " \"properties\": {},\n", + " \"geometry\": {\n", + " \"coordinates\": [\n", + " [\n", + " [\n", + " -115,\n", + " 82\n", + " ],\n", + " [\n", + " -115,\n", + " -82\n", + " ],\n", + " [\n", + " -43,\n", + " -82\n", + " ],\n", + " [\n", + " -43,\n", + " 82\n", + " ],\n", + " [\n", + " -115,\n", + " 82\n", + " ]\n", + " ]\n", + " ],\n", + " \"type\": \"Polygon\"\n", + " }\n", + " }\n", + " ]\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compute averages with Xarray" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 15/15 [00:27<00:00, 1.80s/it]\n" + ] + } + ], + "source": [ + "timeseries = {\n", + " \"start_datetime\": [],\n", + " \"average_weighted\": [],\n", + " \"average_unweighted\": []\n", + "}\n", + "\n", + "for item in tqdm.tqdm(items):\n", + " item_uri = item.assets[ASSET_NAME].href\n", + "\n", + " with xr.open_dataset(item_uri, engine=\"rasterio\") as xds:\n", + " \n", + " # calculate area as a function of latitude\n", + " area_lat = grid_cell_area(xds.y.values)\n", + " area_lat_2d = np.ones((len(xds.y), len(xds.x))) * area_lat[:, np.newaxis]\n", + " xds[\"area\"] = xr.DataArray(area_lat_2d, dims=(\"y\", \"x\"))\n", + " \n", + " # clip to geometry\n", + " xds_clip = xds.rio.clip([AOI[\"features\"][0][\"geometry\"]])\n", + " \n", + " # get data arrays\n", + " data = xds_clip[\"band_data\"].isel(band=0).to_masked_array()\n", + " weights = xds_clip[\"area\"].to_masked_array()\n", + " weights.mask = data.mask\n", + " \n", + " # calculate averages\n", + " average_weighted = (data * weights).sum() / weights.sum()\n", + " average_unweighted = data.mean()\n", + " \n", + " timeseries[\"average_weighted\"].append(average_weighted)\n", + " timeseries[\"average_unweighted\"].append(average_unweighted)\n", + " timeseries[\"start_datetime\"].append(item.properties[\"start_datetime\"])\n", + " \n", + " lat_vals = xds.y.values" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df = pd.DataFrame(timeseries).set_index(\"start_datetime\")\n", + "df.index = pd.to_datetime(df.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(ylabel=f\"average {ASSET_NAME}\", title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot grid cell area as a function of latitude" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(lat_vals, area_lat_2d[:, 0])\n", + "plt.ylabel(\"Grid cell area (m²)\")\n", + "plt.xlabel(\"Latitude\") ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compute zonal averages using TiTiler API" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_stats(item, geojson, asset_name, params=None):\n", + " params = params or {}\n", + " result = requests.post(\n", + " f\"{RASTER_API_URL}/cog/statistics\",\n", + " params={\n", + " \"url\": item.assets[asset_name].href,\n", + " **params\n", + " },\n", + " json=geojson,\n", + " )\n", + " result.raise_for_status()\n", + " result_data = result.json()\n", + " return {\n", + " **result_data[\"features\"][0][\"properties\"][\"statistics\"][\"b1\"],\n", + " \"start_datetime\": item.properties[\"start_datetime\"],\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 15/15 [00:52<00:00, 3.49s/it]\n" + ] + } + ], + "source": [ + "timeseries_titiler_noproj = []\n", + "timeseries_titiler_proj = []\n", + "\n", + "for item in tqdm.tqdm(items):\n", + " # generate stats with and without reprojection\n", + " stats_noproj = generate_stats(item, AOI, ASSET_NAME)\n", + " stats_proj = generate_stats(item, AOI, ASSET_NAME, params={\"dst_crs\": \"+proj=cea\"})\n", + "\n", + " timeseries_titiler_noproj.append(stats_noproj)\n", + " timeseries_titiler_proj.append(stats_proj)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def _to_dataframe(stats):\n", + " df = pd.DataFrame(stats)\n", + " df = df[[\"start_datetime\", \"mean\"]]\n", + " df = df.set_index(\"start_datetime\")\n", + " df.index = pd.to_datetime(df.index)\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df_titiler_proj = _to_dataframe(timeseries_titiler_proj)[\"mean\"]\n", + "df_titiler_noproj = _to_dataframe(timeseries_titiler_noproj)[\"mean\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compare all methods against the xarray-computed weighted average" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df_all = df.copy()\n", + "df_all[\"average_titiler_noproj\"] = df_titiler_noproj\n", + "df_all[\"average_titiler_proj\"] = df_titiler_proj" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.gca()\n", + "\n", + "ax.set_prop_cycle(\n", + " linestyle=['-', '--', '-.', ':'],\n", + " color=[\"#e41a1c\", \"#377eb8\", \"#4daf4a\", \"#984ea3\"],\n", + " marker=['.', 'o', 'x', '*']\n", + ")\n", + "df_all.plot(title=f\"{ASSET_NAME} averaged over {AOI_NAME}\", ax=ax) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.gca()\n", + "\n", + "ax.plot(df_all[\"average_weighted\"], df_all[\"average_weighted\"], color=\"grey\")\n", + "\n", + "for key, style in {\n", + " \"average_titiler_proj\": dict(c=\"#e41a1c\"),\n", + " \"average_unweighted\": dict(c=\"#377eb8\"),\n", + " \"average_titiler_noproj\": dict(c=\"#984ea3\", marker=\"x\", s=100)\n", + "}.items():\n", + " df_all.plot.scatter(\"average_weighted\", key, ax=ax, label=key, **style)\n", + "\n", + "ax.set_title(f\"{ASSET_NAME} averaged over {AOI_NAME}\")\n", + "ax.set_ylabel(\"average calculated with different methods\") ;" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def rmse(a, b):\n", + " return np.sqrt(\n", + " np.mean(\n", + " (a - b) ** 2\n", + " )\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "keys = [\"average_unweighted\", \"average_titiler_noproj\", \"average_titiler_proj\"]\n", + "\n", + "df_rmse = pd.DataFrame(\n", + " {\n", + " \"algorithm\": keys,\n", + " \"average\": [rmse(df_all[key], df_all[\"average_weighted\"]) for key in keys]\n", + " } \n", + ")\n", + "\n", + "df_rmse = df_rmse.set_index(\"algorithm\")\n", + "df_rmse.plot.barh(xlabel=\"RMSE wrt average_weighted\", title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From d658b18d4946ed1e62fa137b58e7b30c08861b97 Mon Sep 17 00:00:00 2001 From: j08lue Date: Wed, 15 Nov 2023 10:40:38 +0100 Subject: [PATCH 2/8] Add approach and run sections --- .../zonal-statistics-titiler-validation.ipynb | 58 +++++++++++++++++++ 1 file changed, 58 insertions(+) diff --git a/notebooks/tutorials/zonal-statistics-titiler-validation.ipynb b/notebooks/tutorials/zonal-statistics-titiler-validation.ipynb index a7759795..3631ee63 100644 --- a/notebooks/tutorials/zonal-statistics-titiler-validation.ipynb +++ b/notebooks/tutorials/zonal-statistics-titiler-validation.ipynb @@ -14,6 +14,64 @@ "---" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run this notebook\n", + "\n", + "You can launch this notebook in VEDA JupyterHub by clicking the link below.\n", + "\n", + "[Launch in VEDA JupyterHub (requires access)](https://nasa-veda.2i2c.cloud/hub/user-redirect/git-pull?repo=https://github.com/NASA-IMPACT/veda-docs&urlpath=lab/tree/veda-docs/notebooks/tutorials/zonal-statistics-titiler-validation.ipynb&branch=main) \n", + "\n", + "
Learn more\n", + " \n", + "### Inside the Hub\n", + "\n", + "This notebook was written on the VEDA JupyterHub and as such is designed to be run on a jupyterhub which is associated with an AWS IAM role which has been granted permissions to the VEDA data store via its bucket policy. The instance used provided 16GB of RAM. \n", + "\n", + "See (VEDA Analytics JupyterHub Access)[https://nasa-impact.github.io/veda-docs/veda-jh-access.html] for information about how to gain access.\n", + "\n", + "### Outside the Hub\n", + "\n", + "The data is in a protected bucket. Please request access by emailng aimee@developmentseed.org or alexandra@developmentseed.org and providing your affiliation, interest in or expected use of the dataset and an AWS IAM role or user Amazon Resource Name (ARN). The team will help you configure the cognito client.\n", + "\n", + "You should then run:\n", + "\n", + "```\n", + "%run -i 'cognito_login.py'\n", + "```\n", + " \n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Approach\n", + "\n", + "### Motivation\n", + "\n", + "The VEDA backend (via TiTiler) provides an API endpoint for computing zonal statistics (average, standard deviation, and other metrics over a geographic subset) across gridded (raster) data such as satellite imagery or climate datasets.\n", + "\n", + "Some statistics, such as average, median, standard deviation, or percentiles are sensitive to differences in grid cell / pixel sizes: when some grid cells are (in metric units) have a larger area than others, the values in these cells will be under-represented. Grid cell sizes depends on the grid / projection of the data.\n", + "\n", + "Varying grid cell sizes is common for climate datasets that are stored on a grid in geographic coordinates (lat/lon), for example a 0.1 degree by 0.1 degree global grid. Here, grid cell size will decrease from low to high latitudes. Computing averages over large spans of latitude will result in statistics where values closer to the poles are strongly over-represented. \n", + "\n", + "To avoid this inaccuracy in zonal statistics computed with our API, we introduced a method to reproject the source data to an equal-area projection as an intermediate step in calculating statistics.\n", + "\n", + "Note: this reprojection is not needed for example for accurate zonal statistics on a Sentinel-2 scene, using the Military Grid Reference System (MGRS) and a Mercator (UTM) projection. Here, pixel areas are the same across the scene in the native projection.\n", + "\n", + "### Steps below\n", + "\n", + "This notebook presents a validation of VEDA's API for zonal statistics against a known way to compute area-weighted averages for gridded datasets on a regular lat/lon grid.\n", + "\n", + "For illustration, we choose a real dataset from the VEDA data catalog and a subsetting area that spans a large latitude range.\n", + "\n", + "The figures below show the average calculated over that area of interest with the different methods, for comparison." + ] + }, { "cell_type": "code", "execution_count": 1, From f9b64d968593d7fa9a94acdab003e35bb063413c Mon Sep 17 00:00:00 2001 From: j08lue Date: Wed, 15 Nov 2023 10:46:06 +0100 Subject: [PATCH 3/8] Rename and add to table of contents --- _quarto.yml | 1 + ...itiler-validation.ipynb => zonal-statistics-validation.ipynb} | 0 2 files changed, 1 insertion(+) rename notebooks/tutorials/{zonal-statistics-titiler-validation.ipynb => zonal-statistics-validation.ipynb} (100%) diff --git a/_quarto.yml b/_quarto.yml index 88dc87f3..b4e96308 100644 --- a/_quarto.yml +++ b/_quarto.yml @@ -63,6 +63,7 @@ website: - notebooks/tutorials/netcdf-to-cog-cmip6.ipynb - notebooks/tutorials/mapping-fires.ipynb - notebooks/tutorials/stac_ipyleaflet.ipynb + - notebooks/tutorials/zonal-statistics-validation.ipynb - section: Datasets contents: - notebooks/datasets/ocean-npp-timeseries-analysis.ipynb diff --git a/notebooks/tutorials/zonal-statistics-titiler-validation.ipynb b/notebooks/tutorials/zonal-statistics-validation.ipynb similarity index 100% rename from notebooks/tutorials/zonal-statistics-titiler-validation.ipynb rename to notebooks/tutorials/zonal-statistics-validation.ipynb From ac97f08690ad28a5c5a87dbb818fb007183782cc Mon Sep 17 00:00:00 2001 From: j08lue Date: Wed, 15 Nov 2023 10:49:35 +0100 Subject: [PATCH 4/8] Shorten title --- notebooks/tutorials/zonal-statistics-validation.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/notebooks/tutorials/zonal-statistics-validation.ipynb b/notebooks/tutorials/zonal-statistics-validation.ipynb index 3631ee63..a0d22b73 100644 --- a/notebooks/tutorials/zonal-statistics-validation.ipynb +++ b/notebooks/tutorials/zonal-statistics-validation.ipynb @@ -5,8 +5,8 @@ "metadata": {}, "source": [ "---\n", - "title: Validation of TiTiler API for grid cell area-weighted zonal averages\n", - "description: TiTiler has a method to calculate zonal statistics of gridded / raster data across an area of interest. This notebook is to validate that method for a dataset in geographic coordinates, the most common coordinate reference system for climate datasets (often NetCDF/Zarr, here transformed to cloud-optimized GeoTIFF).\n", + "title: Calculating accurate zonal statistics with varying grid cell / pixel area\n", + "description: Validating the VEDA API for zonal statistics against a known geographical coordinates formula\n", "authors: Jonas Sølvsteen\n", "published: 14 November 2023\n", "execute:\n", From 43beee6c7afa4af4c5bc747d086b910688452af5 Mon Sep 17 00:00:00 2001 From: j08lue Date: Wed, 15 Nov 2023 10:59:41 +0100 Subject: [PATCH 5/8] Change title --- notebooks/tutorials/zonal-statistics-validation.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/tutorials/zonal-statistics-validation.ipynb b/notebooks/tutorials/zonal-statistics-validation.ipynb index a0d22b73..aee1f64e 100644 --- a/notebooks/tutorials/zonal-statistics-validation.ipynb +++ b/notebooks/tutorials/zonal-statistics-validation.ipynb @@ -63,7 +63,7 @@ "\n", "Note: this reprojection is not needed for example for accurate zonal statistics on a Sentinel-2 scene, using the Military Grid Reference System (MGRS) and a Mercator (UTM) projection. Here, pixel areas are the same across the scene in the native projection.\n", "\n", - "### Steps below\n", + "### In this notebook\n", "\n", "This notebook presents a validation of VEDA's API for zonal statistics against a known way to compute area-weighted averages for gridded datasets on a regular lat/lon grid.\n", "\n", From 12f0da029968c52e2a3a45054926e59399733e47 Mon Sep 17 00:00:00 2001 From: Jonas Date: Fri, 17 Nov 2023 16:06:59 +0100 Subject: [PATCH 6/8] Use ghgc apis and dataset --- .../zonal-statistics-validation.ipynb | 1189 ++++++++++++----- 1 file changed, 856 insertions(+), 333 deletions(-) diff --git a/notebooks/tutorials/zonal-statistics-validation.ipynb b/notebooks/tutorials/zonal-statistics-validation.ipynb index aee1f64e..50c1ce28 100644 --- a/notebooks/tutorials/zonal-statistics-validation.ipynb +++ b/notebooks/tutorials/zonal-statistics-validation.ipynb @@ -1,75 +1,10 @@ { "cells": [ - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "---\n", - "title: Calculating accurate zonal statistics with varying grid cell / pixel area\n", - "description: Validating the VEDA API for zonal statistics against a known geographical coordinates formula\n", - "authors: Jonas Sølvsteen\n", - "published: 14 November 2023\n", - "execute:\n", - " freeze: true\n", - "---" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Run this notebook\n", - "\n", - "You can launch this notebook in VEDA JupyterHub by clicking the link below.\n", - "\n", - "[Launch in VEDA JupyterHub (requires access)](https://nasa-veda.2i2c.cloud/hub/user-redirect/git-pull?repo=https://github.com/NASA-IMPACT/veda-docs&urlpath=lab/tree/veda-docs/notebooks/tutorials/zonal-statistics-titiler-validation.ipynb&branch=main) \n", - "\n", - "
Learn more\n", - " \n", - "### Inside the Hub\n", - "\n", - "This notebook was written on the VEDA JupyterHub and as such is designed to be run on a jupyterhub which is associated with an AWS IAM role which has been granted permissions to the VEDA data store via its bucket policy. The instance used provided 16GB of RAM. \n", - "\n", - "See (VEDA Analytics JupyterHub Access)[https://nasa-impact.github.io/veda-docs/veda-jh-access.html] for information about how to gain access.\n", - "\n", - "### Outside the Hub\n", - "\n", - "The data is in a protected bucket. Please request access by emailng aimee@developmentseed.org or alexandra@developmentseed.org and providing your affiliation, interest in or expected use of the dataset and an AWS IAM role or user Amazon Resource Name (ARN). The team will help you configure the cognito client.\n", - "\n", - "You should then run:\n", - "\n", - "```\n", - "%run -i 'cognito_login.py'\n", - "```\n", - " \n", - "
" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Approach\n", - "\n", - "### Motivation\n", - "\n", - "The VEDA backend (via TiTiler) provides an API endpoint for computing zonal statistics (average, standard deviation, and other metrics over a geographic subset) across gridded (raster) data such as satellite imagery or climate datasets.\n", - "\n", - "Some statistics, such as average, median, standard deviation, or percentiles are sensitive to differences in grid cell / pixel sizes: when some grid cells are (in metric units) have a larger area than others, the values in these cells will be under-represented. Grid cell sizes depends on the grid / projection of the data.\n", - "\n", - "Varying grid cell sizes is common for climate datasets that are stored on a grid in geographic coordinates (lat/lon), for example a 0.1 degree by 0.1 degree global grid. Here, grid cell size will decrease from low to high latitudes. Computing averages over large spans of latitude will result in statistics where values closer to the poles are strongly over-represented. \n", - "\n", - "To avoid this inaccuracy in zonal statistics computed with our API, we introduced a method to reproject the source data to an equal-area projection as an intermediate step in calculating statistics.\n", - "\n", - "Note: this reprojection is not needed for example for accurate zonal statistics on a Sentinel-2 scene, using the Military Grid Reference System (MGRS) and a Mercator (UTM) projection. Here, pixel areas are the same across the scene in the native projection.\n", - "\n", - "### In this notebook\n", - "\n", - "This notebook presents a validation of VEDA's API for zonal statistics against a known way to compute area-weighted averages for gridded datasets on a regular lat/lon grid.\n", - "\n", - "For illustration, we choose a real dataset from the VEDA data catalog and a subsetting area that spans a large latitude range.\n", - "\n", - "The figures below show the average calculated over that area of interest with the different methods, for comparison." + "# Comparison of zonal statistics with / without grid-cell area weighting" ] }, { @@ -110,20 +45,19 @@ "import tqdm\n", "import requests\n", "import rasterio\n", - "import rasterio.crs\n", "import xarray as xr\n", "import rioxarray\n", "import pandas as pd\n", "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from pystac_client import Client" + "from pystac_client import Client\n", + "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Load and inspect dataset from GHGC STAC catalog" + "## Load dataset from GHGC STAC catalog" ] }, { @@ -132,11 +66,19 @@ "metadata": {}, "outputs": [], "source": [ - "STAC_API_URL = \"https://test-stac.delta-backend.com\"\n", - "RASTER_API_URL = \"https://dev.ghg.center/api/raster\"\n", + "STAC_API_URL = \"http://ghg.center/api/stac\"\n", + "RASTER_API_URL = \"https://ghg.center/api/raster\"\n", "\n", - "COLLECTION_ID = \"no2-monthly\"\n", - "ASSET_NAME = \"cog_default\"" + "COLLECTION_ID = \"casagfed-carbonflux-monthgrid-v3\"\n", + "ASSET_NAME = \"npp\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* https://ghg-demo.netlify.app/data-catalog/casagfed-carbonflux-monthgrid-v3/explore?projection=equirectangular%7C%7C&basemapid=light&datetime=2017-12-01T00%3A00%3A00.000Z&position=19.6041%7C-2.2691%7C4.67\n", + "* https://us-ghg-center.github.io/ghgc-docs/user_data_notebooks/casagfed-carbonflux-monthgrid-v3_User_Notebook.html" ] }, { @@ -151,13 +93,23 @@ "collection = catalog.get_collection(COLLECTION_ID)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Inspect the first item" + ] + }, { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "items = list(collection.get_all_items())[:15]" + "item = next(iter(collection.get_all_items()))\n", + "item_uri = item.assets[ASSET_NAME].href" ] }, { @@ -171,63 +123,51 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'driver': 'GTiff', 'dtype': 'float32', 'nodata': -1.2676506002282294e+30, 'width': 3600, 'height': 1800, 'count': 1, 'crs': CRS.from_epsg(4326), 'transform': Affine(0.1, 0.0, -180.0,\n", - " 0.0, -0.1, 90.0), 'blockxsize': 512, 'blockysize': 512, 'tiled': True, 'compress': 'deflate', 'interleave': 'band'}\n" + "{'driver': 'GTiff', 'dtype': 'float32', 'nodata': None, 'width': 720, 'height': 360, 'count': 1, 'crs': CRS.from_epsg(4326), 'transform': Affine(0.5, 0.0, -180.0,\n", + " 0.0, -0.5, 90.0), 'blockxsize': 512, 'blockysize': 512, 'tiled': True, 'compress': 'lzw', 'interleave': 'band'}\n" ] } ], "source": [ - "with rasterio.open(items[0].assets[ASSET_NAME].href) as ds:\n", - " print(ds.profile)\n", - " \n", - " assert ds.crs == rasterio.crs.CRS.from_epsg(4326)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Define formula for grid cell area for geographic coordinates" + "with rasterio.open(item_uri) as ds:\n", + " print(ds.profile)" ] }, { "cell_type": "code", "execution_count": 7, - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Dimensions: (band: 1, x: 720, y: 360)\n", + "Coordinates:\n", + " * band (band) int64 1\n", + " * x (x) float64 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n", + " * y (y) float64 89.75 89.25 88.75 88.25 ... -88.75 -89.25 -89.75\n", + " spatial_ref int64 ...\n", + "Data variables:\n", + " band_data (band, y, x) float32 ...\n" + ] + } + ], "source": [ - "def _get_unique_diff(arr):\n", - " assert np.ndim(arr) == 1\n", - " deltas = np.diff(arr)\n", - " \n", - " if not np.allclose(deltas, deltas[0]): \n", - " raise ValueError(f\"The spacing in the array is not uniform: {list(np.unique(deltas))}\")\n", - " return deltas[0]\n", - "\n", - "\n", - "def grid_cell_area(lat):\n", - " \"\"\"\n", - " https://www.mathworks.com/matlabcentral/answers/447847-how-to-calculate-the-area-of-each-grid-cell\n", - " https://gis.stackexchange.com/a/28156\n", - " \"\"\"\n", - " # get lat spacing asserting it is uniform\n", - " dlat = _get_unique_diff(lat)\n", - " \n", - " # calculate cell edge lat\n", - " lat_edge = lat - dlat / 2.\n", - " \n", - " # radius of Earth in meters\n", - " R_e = 6371e3\n", - " \n", - " # calculate cell area as a function of latitude\n", - " return R_e ** 2 * (np.sin(np.radians(lat_edge + dlat)) - np.sin(np.radians(lat_edge))) * np.radians(dlat)" + "with xr.open_dataset(item_uri, engine=\"rasterio\") as xds:\n", + " print(xds)" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [] + }, "source": [ - "## Define a geometry to average over" + "## Save a NetCDF copy of the item" ] }, { @@ -238,102 +178,39 @@ }, "outputs": [], "source": [ - "AOI_NAME = \"Americas south to north\"\n", + "with xr.open_dataset(item_uri, engine=\"rasterio\").rename({\"x\": \"lon\", \"y\": \"lat\"}) as xds:\n", + " xds[\"lon\"].attrs.update({\"long_name\": \"longitude\", \"units\": \"degrees_east\"})\n", + " xds[\"lat\"].attrs.update({\"long_name\": \"latitude\", \"units\": \"degrees_north\"})\n", "\n", - "AOI = {\n", - " \"type\": \"FeatureCollection\",\n", - " \"features\": [\n", - " {\n", - " \"type\": \"Feature\",\n", - " \"properties\": {},\n", - " \"geometry\": {\n", - " \"coordinates\": [\n", - " [\n", - " [\n", - " -115,\n", - " 82\n", - " ],\n", - " [\n", - " -115,\n", - " -82\n", - " ],\n", - " [\n", - " -43,\n", - " -82\n", - " ],\n", - " [\n", - " -43,\n", - " 82\n", - " ],\n", - " [\n", - " -115,\n", - " 82\n", - " ]\n", - " ]\n", - " ],\n", - " \"type\": \"Polygon\"\n", - " }\n", - " }\n", - " ]\n", - "}" + " if xds[\"lat\"].values[0] > xds[\"lat\"].values[-1]:\n", + " xds = xds.isel(lat=slice(None, None, -1))\n", + " \n", + " xds.to_netcdf(\"sample.nc\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Compute averages with Xarray" + "## Load CDO to compute grid area\n", + "\n", + "```\n", + "conda install -n notebook -c conda-forge cdo\n", + "cdo gridarea infile outfile\n", + "```\n", + "\n", + "https://code.mpimet.mpg.de/boards/1/topics/6998\n", + "\n", + "Btw, the code is here: https://github.com/AZed/cdo/blob/214cb1461beba2dba9848e393427d34f403caec4/src/Gridcell.c#L138" ] }, { "cell_type": "code", "execution_count": 9, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 15/15 [00:27<00:00, 1.80s/it]\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ - "timeseries = {\n", - " \"start_datetime\": [],\n", - " \"average_weighted\": [],\n", - " \"average_unweighted\": []\n", - "}\n", - "\n", - "for item in tqdm.tqdm(items):\n", - " item_uri = item.assets[ASSET_NAME].href\n", - "\n", - " with xr.open_dataset(item_uri, engine=\"rasterio\") as xds:\n", - " \n", - " # calculate area as a function of latitude\n", - " area_lat = grid_cell_area(xds.y.values)\n", - " area_lat_2d = np.ones((len(xds.y), len(xds.x))) * area_lat[:, np.newaxis]\n", - " xds[\"area\"] = xr.DataArray(area_lat_2d, dims=(\"y\", \"x\"))\n", - " \n", - " # clip to geometry\n", - " xds_clip = xds.rio.clip([AOI[\"features\"][0][\"geometry\"]])\n", - " \n", - " # get data arrays\n", - " data = xds_clip[\"band_data\"].isel(band=0).to_masked_array()\n", - " weights = xds_clip[\"area\"].to_masked_array()\n", - " weights.mask = data.mask\n", - " \n", - " # calculate averages\n", - " average_weighted = (data * weights).sum() / weights.sum()\n", - " average_unweighted = data.mean()\n", - " \n", - " timeseries[\"average_weighted\"].append(average_weighted)\n", - " timeseries[\"average_unweighted\"].append(average_unweighted)\n", - " timeseries[\"start_datetime\"].append(item.properties[\"start_datetime\"])\n", - " \n", - " lat_vals = xds.y.values" + "#!conda install -n notebook -c conda-forge cdo" ] }, { @@ -344,8 +221,7 @@ }, "outputs": [], "source": [ - "df = pd.DataFrame(timeseries).set_index(\"start_datetime\")\n", - "df.index = pd.to_datetime(df.index)" + "#!cdo gridarea \"sample.nc\" \"area.nc\"" ] }, { @@ -354,82 +230,59 @@ "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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u3LlcvXqVoUOH4uPjQ+vWrdm0aVOxx9fncfq+LozpwfeAdjJ8Sa812hiLeh76PodHxWXoeQx5zRsSR3khV4FZOA8PD6ytrQtNYHuQp6cnsbGxhe7XTpDz8vLS7adtkORnyETV/Od82OMevE977r/++kvXa2OIkydPcuzYMcLDwxk3bpzu/gsXLhTa197evsDEcC19v5EaYuHChXTp0oVffvmlwP0pKSmF9h05ciSvvfYa4eHhfPrpp/z+++8MHjy4QA+Ol5cXDg4OD+1B0P4+v4dN3FyyZAk2NjasXr26wAfuypUrC+ynvYDdvHmTqlWr6u7PyckpdJH08vKicePGfPrppw+NS/tB5OnpyYEDBwr9Xt/Xlr6vYVB6W/73v/+xZMkSnnjiCVatWsUrr7xS4Fu7vnFrFTdJPr+kpCSWL18OoJs4/6BFixbxwgsv6HW8RzHF89D3umLIa3zChAlMmDCBtLQ0du7cyQcffMCAAQM4d+5cse/7Rz1O39eF9vX+4PvfFO99Q2nfb0U9jwff28Y4z4ON24edR9/XfEUlG0AWzsHBgc6dO/Pnn3/y6aefFvlG6d69OytWrODGjRsFLogLFizA0dFRtwS2c+fOfPXVV5w+fbrAMNiSJUsMjq1r166sWrWKmzdv6r755+bmsnTp0gL79e7dG7VazcWLFxk6dKjB59G+SR9ckjxr1qxC+9aoUYP4+PgCMWVlZbFhw4ZHnsfQbzEqlapQTMePHyciIqJQd727uzuDBw9mwYIFtG3blri4uALDNQADBgzgs88+w9PTk+DgYL1ieFhMarW6QEPg3r17/P777wX269SpE6CszGvevLnu/r/++qvQyq4BAwawdu1aatWq9dAhN62uXbuybNkyVq1aVaCLfNGiRXrFru9rGKBevXq0bt2aefPmkZubS2ZmJhMmTChR3IZatGgR9+7d4+OPP6ZDhw6Ffj98+HDmzp1rtAaQKZ6HvtcVQ17jWk5OTvTt25esrCwGDx7MqVOn9PriU9Tj9H1daFcqHT9+nNDQUN1+q1atKnQuOzs7k/RWFHUNadu2LQ4ODixcuFC3Ugzg2rVrbN26lWHDhhnl/NrhrIULFxZonB88eJAzZ87oeoIfxVR/H4tj7klI0qNpV2vUrFlTzJ49W2zdulUsXrxYjBw5stAqsDp16oiFCxeKtWvXitGjRwtAfPnll7pjXb9+vcAqsHXr1okxY8aIoKAgAYgdO3boHdeJEyeEg4ODqF+/vliyZIlYtWqV6N27t6hWrVqhyYifffaZUKvV4tlnnxUrVqwQ27dvF0uXLhX/+c9/xPvvv6/b72GToLOyskStWrVEUFCQWLRokVi/fr2YMmWKqFOnjgDEBx98oNv30qVLwsbGRnTp0kWsWbNGLF++XHTu3FkEBwc/chJ0WlqacHBwEO3btxfbtm0TBw8eFNevXy/y+b///vtCpVKJ999/X2zZskX8/PPPws/PTxfrgzZs2CAAERgYKAIDAwutYkpNTRXNmjUTgYGB4uuvvxabNm0SGzZsEL/++qsYPny42Ldvn25fQEyZMqXQObZs2SIAMWzYMLFx40axePFiERYWJkJCQgr9n4wcOVJYW1uLadOmiU2bNhVYBTZhwgTdfjdu3BBBQUGibt264ueffxZbtmwRa9asET/99JPo37+/bqVcWlqaqFOnjnBzcxM//vij2LBhg5g6darBq8Ae9RrWmjVrlu7v2a5du0K/1zdu7cTX//3vf8XGpxUWFibc3d3FvXv3Hvr71157TQAiMjJSCKFMgnZyciq0X+fOnUWDBg0K3R8UFCT69+9v1OdR3Cqw4q4r+r7Gn376afHSSy+JJUuWiB07doilS5eKpk2bCjc3t2InWevzOH1fFzk5OSI0NFRUr15dLFq0SKxbt05MnjxZ997PPzFZO2H9559/Fvv379ddb4r7Gz54rXmYS5cuCUAMHjxY7Nq1Sxw8eFC3KlG7CmzMmDFi7dq14vfffxe1a9c2aBXYgwskHjbBe/LkyUKlUolXXnlFbNiwQcyaNUv4+PiIatWq6WIRoujXnxDKa9bOzk4sWbJEHDhwQLdSVXu+P//8s8D+D3t9lQeyAVROnD59WgwfPlx4enoKW1tbUb16dTF+/HiRkZGh2+fEiRNi4MCBws3NTdja2oomTZo89AV58uRJ0aNHD2Fvby88PDzEpEmTxPz58wUgjh07ZlBce/bsEW3atBF2dnbCz89PvPHGG2L27NkPXY2xcuVK0bVrV+Hq6irs7OxEUFCQGDZsmNi8ebNun6Le6KdPnxY9e/YULi4uwt3dXQwfPlxER0c/9KK0du1a0bRpU+Hg4CBq1qwpfvzxR71WgQmhrIKqW7eusLGxeeQFLzMzU7z++uuiatWqwt7eXjRv3lysXLmyyJVoubm5usbhu++++9Bjpqamivfee0+EhoYKW1tb4ebmJho1aiReffXVAqvtimoACSHE3LlzRWhoqLCzsxM1a9YU06dPF3PmzCn0f5KRkSFee+014ePjI+zt7UWbNm1ERESEcHNzE6+++mqBY966dUu8/PLLIjg4WNjY2AgPDw8RFhYm3n33XZGamqrb79q1a2Lo0KHC2dlZuLi4iKFDh4q9e/fqfXHU9zUshJK6wMHBQQDi119/feg++sRtSAPo2LFjAhCvvPJKkftERUXplnYLUfoGkDGeR1EfUI+6ruj7Gp8/f77o2rWr8PX1Fba2tiIgIECMGDFC98FZFH0fp+/r4ty5c6JXr17C1dVVeHt7i5deekmsWbOmUCPhzp07YtiwYaJKlSpCpVLprg2lbQAJIcSMGTNEcHCwsLa2LvQ3/+2330Tjxo117+1BgwYVWpH7MIY0gHJzc8UXX3wh6tSpI2xsbISXl5d46qmnCqX0KK4BdOXKFdGrVy/h4uIiAN3/dUVrAKmEeCA7mlQpTZ48mcWLF5OQkICtra25w5HMZO/evbRv354//vhD79VbkiRJ5ZGcA1QJ/fe//yUgIICaNWuSmprK6tWr+e2333jvvfdk46cS2bRpExEREYSFheHg4MCxY8f4/PPPCQkJYciQIeYOT5IkyaRkA6gSsrGx4X//+x/Xrl0jJyeHkJAQvvnmG6ZOnQoodaVyc3OLPYa1tXWlX0FQ3rm6urJx40ZmzJhBSkoKXl5e9O3bl+nTpxdasi1JklTRyCEwqZDw8PBCK2oetG3bNrp06VI2AUmSJEmSkckGkFRIQkICly9fLnaf0NBQXFxcyigiSZIkSTIu2QCSJEmSJKnSkaUwJEmSJEmqdGQDSJIkSZKkSkc2gCRJkiRJqnRkA+gRdu7cycCBAwkICEClUhUqKvkoGRkZjB8/nkaNGqFWqxk8eHCx++/Zswe1Wk3Tpk1LHLMkSZIkScWTDaBHSEtLo0mTJvz4448lenxubi4ODg68/PLL9OjRo9h9k5KSGDt2LN27dy/RuSRJkiRJ0o9sAD1C3759+eSTT4rMjJuVlcWbb75J1apVcXJyonXr1mzfvl33eycnJ3755ReeeeYZ/Pz8ij3Xs88+y6hRo2jbtq0xn4IkSZIkSQ+QDaBSmjBhAnv27GHJkiUcP36c4cOH06dPH86fP2/QcebNm8fFixf54IMPTBSpJEmSJElashRGKVy8eJHFixdz7do1AgICAHj99ddZv3498+bN47PPPtPrOOfPn+ftt99m165dqNXyv0SSJEmSTE1+2pbCkSNHEEJQp06dAvdnZmbi6emp1zFyc3MZNWoUH330UaHjSJIkSZJkGrIBVAoajQZra2sOHz6MtbV1gd85OzvrdYyUlBQOHTrE0aNHefHFF3XHFUKgVqvZuHEj3bp1M3rskiRJklSZyQZQKTRr1ozc3Fzi4+Pp2LFjiY7h6urKiRMnCtz3888/s3XrVv766y+Cg4ONEaokSZIkSfnIBtAjpKamcuHCBd3Ply9fJjIyEg8PD+rUqcPo0aMZO3YsX3/9Nc2aNeP27dts3bqVRo0a0a9fPwBOnz5NVlYWd+7cISUlhcjISACaNm2KlZUVDRs2LHBOHx8f7O3tC90vSZIkSZJxyAbQIxw6dIiuXbvqfn7ttdcAGDduHOHh4cybN49PPvmE//znP1y/fh1PT0/atm2ra/wA9OvXj6tXr+p+btasGQCyDq0kSZIkmYesBi9JkiRJUqVj1jxAH374ISqVqsCtuGSBf//9Nz179sTb2xtXV1fatm3Lhg0bCuwTHh5e6JgqlYqMjAxTPx1JkiRJksoJsw+BNWjQgM2bN+t+fnA1VX47d+6kZ8+efPbZZ1SpUoV58+YxcOBA9u/frxtWAmVi8dmzZws81t7e3vjBS5IkSZJULpm9AaRWqx9ZIkJrxowZBX7+7LPP+Oeff/j3338LNIAe1ZP0KBqNhhs3buDi4oJKpSrxcSRJkiRJKjtCCFJSUggICMDKqvhBLrM3gM6fP09AQAB2dna0bt2azz77jJo1a+r1WI1GQ0pKCh4eHgXuT01NJSgoiNzcXJo2bcrHH39coIH0oMzMTDIzM3U/X79+nfr165fsCUmSJEmSZFYxMTEEBgYWu49ZG0CtW7dmwYIF1KlTh5s3b/LJJ5/Qrl07Tp06pVcm5a+//pq0tDRGjBihu69u3bqEh4fTqFEjkpOT+e6772jfvj3Hjh0jJCTkoceZPn06H330UaH7Y2JicHV1LfkTlCRJkiSpzCQnJ1OtWjVcXFweua9FrQJLS0ujVq1avPnmm7rl5kVZvHgxTz/9NP/88w89evQocj+NRkPz5s3p1KkT33///UP3ebAHSPsHTEpKkg0gSZIkSSonkpOTcXNz0+vz2+xDYPk5OTnRqFGjR1ZSX7p0KZMmTeLPP/8stvEDYGVlRcuWLYs9pp2dHXZ2diWKWZIkSZKk8sesy+AflJmZyZkzZ/D39y9yn8WLFzN+/HgWLVpE//79H3lMIQSRkZHFHlOSJEmSpMrFrD1Ar7/+OgMHDqR69erEx8fzySefkJyczLhx4wCYNm0a169fZ8GCBYDS+Bk7dizfffcdbdq0IS4uDgAHBwfc3NwA+Oijj2jTpg0hISEkJyfz/fffExkZyU8//WSeJylJkiRJksUxaw/QtWvXGDlyJKGhoQwZMgRbW1v27dtHUFAQALGxsURHR+v2nzVrFjk5OUyZMgV/f3/dberUqbp9EhMTmTx5MvXq1aNXr15cv36dnTt30qpVqzJ/fpIkSZIkWSaLmgRtKQyZRCVJkiRJkmUw5PPbouYASZIkSZIklQXZAJIkSZIkqdKRDSBJkiRJkiod2QCSJEmSJKnSkQ0gSZIkSZIqHdkAkiRJkiSp0pENIEmSJEmSKh3ZAJIkSZIsjhCC1cdvEJt0z9yhSBWUbABJkiRJFmfVsRu8uOgoT88/hMzXK5mCbABJkiRJFmfF0esAnLqRzK7zt80cjVQRyQaQJEmSZFHupmWxO1+jZ9bOi2aMRqqoZANIkiRJsijrT8WRoxFU83DA2krFngsJnLiWZO6wpApGNoAkSZIki/LvsRsAjGoVxGNNAgDZCyQZn2wASZIkSRbjVkom+y4lADCgsT+TO9UEYO2JWK4mpJkzNKmCkQ0gC5eZk8vby48TvueyuUORJEkyuXUnY9EIaFqtCtU8HKnn70rnOt5oBPy2S14HJeORDSALt/5kHEsOxvDf1ac5fzPF3OFIkiSZlHb4a0Bjf919z3WuBcCyQzEkpGaaJS6p4pENIAu3KlK5GGgEfL3xnJmjkSRJMp3YpHscvHIXlQoGNA7Q3d+mpgdNAt3IzNEwP+KqGSOUKhLZALJgd9Ky2HHuFgAqlbIy4lhMonmDkiRJMpE1x2MBaBnkgZ+bve5+lUrFs3m9QAsirpCelWOW+KSKRTaALNjaE7HkaAQNAlx5vFlVAL7aeNbMUUmSJJnGv3kNoAFN/Av9rncDP4I8HUlMz2bpwZiyDk2qgGQDyIJph78GNQ3g1R51sLFWsev8bfZelFlRJUmqWGLupHMsJhErFfRtWLgBZG2l4pmOyoqw33ZdJjtXU9YhShWMbABZqGt30zlw5Q4qFQxsEkA1D0dGtqoOwP82nJW1cSRJqlD+Pa584WtbyxNvF7uH7jMsLBAvZ1uuJ95j7YnYsgxPqoBkA8hC/XtMeXO3DvbA380BgBe71cbexoqj0YlsPhNvzvAkSZKManXeNS//5OcH2dtYM75dDQBm7rgkvwhKpSIbQBbqn0ilEOCgplV19/m42DOhfTAAX204i0Yj3/ySJJV/F2+lcjo2GbWVij4N/Ird96k2QTjaWnMmNpmdskiqVAqyAWSBouKSiYpLwcZaRb8HxsKf61QLF3s1Z2+msCovX4YkSVJ5pu396RDihbuTbbH7VnG05cmWynSAWTtkeQyp5GQDyAJpJz93CfXBzdGmwO/cHG10ScG+2XROTgSUJKncW503/2dgMcNf+U3qGIzaSsXeiwkcv5Zowsikikw2gCyMRiP4J9/qr4eZ0L4GXs62RN9Jl8tBJUkq187GpXA+PhVbayt6NvDV6zFVqzjkK5J6yZThSRWYbABZmCPRd7meeA8nW2t61Hv4xcDRVs2LXWsD8P2W82Rk55ZliJIkSUajLX3ROdQbV3ubR+x93+TOypL4dbJIqlRCsgFkYVbmTX7u3dAPexvrIvcb2bo6Vas4EJ+Syfy9V8ooOkmSJOMRQtwf/mqi3/CXVl0/V7qEKkVSf90le4Ekw8kGkAXJztXoUsEPzrf662Hs1Na80iMEgF92XCQ5I9vk8UmSJBnTyevJXElIx97Giu51fQx+/LOdlPmQfx66xm1ZJFUykGwAWZDd529zNz0bL2db2tXyfOT+Q5oHUtvHmcT0bH6T4+CSJJUz2t6f7nV9cbJTG/z4NjU9aFKtCpk5GhbInnDJQLIBZEG0w18DGgegtn70f421lYrXe9UB4Lfdl+U3IEmSyg1l+Evp8R74kNpf+lCpVDzXSZkLND/iKmmZskiqpD/ZALIQ6Vk5bDx1Eyh69dfD9G7gR+NAN9Kzcvl5m8yJIUlS+XAkOlG34KNLqOHDX1q9GvhRw9ORpHuySKpkGNkAshCbTt/kXnYuQZ6ONK1WRe/HqVQq3ugdCsDCfVe5nnjPRBFKkiQZj3b4q1eD4hd8PIq1lYpn8nqB5uyWRVIl/Zm1AfThhx+iUqkK3Pz8ik+DvmPHDsLCwrC3t6dmzZrMnDmz0D7Lly+nfv362NnZUb9+fVasWGGqp2A0utw/TQJQqVQGPbZDbS/a1PQgK1fD95vPmyI8SZIko8nVCN2CjwGNSzb8ld/Q5veLpGqPK0mPYvYeoAYNGhAbG6u7nThxosh9L1++TL9+/ejYsSNHjx7lnXfe4eWXX2b58uW6fSIiInjiiScYM2YMx44dY8yYMYwYMYL9+/eXxdMpkTtpWew8dwuAxx6x+uthlF6gugD8eTiGi7dSjRqfJEmSMR28cof4lExc7dV0DPEu9fHsbax1dRJn7rgoi6RKejF7A0itVuPn56e7eXsX/WaYOXMm1atXZ8aMGdSrV4+nn36aiRMn8tVXX+n2mTFjBj179mTatGnUrVuXadOm0b17d2bMmFEGz6Zk1pyIJUcjaFjVldo+ziU6RliQOz3q+aARSokMSZIkS6Ud/urT0A9btXE+hp5qrRRJjYpLkUVSJb2YvQF0/vx5AgICCA4O5sknn+TSpaKXc0dERNCrV68C9/Xu3ZtDhw6RnZ1d7D579+4t8riZmZkkJycXuJWlVdrK700M7/3J7z+9QlGpYM3xWE5eTzJGaJIkSUaVk6th3Yk4QFnxaixujjaMbKUUSZ25XS4IkR7NrA2g1q1bs2DBAjZs2MCvv/5KXFwc7dq1IyEh4aH7x8XF4etbsDyEr68vOTk53L59u9h94uLiioxj+vTpuLm56W7VqlUr5TPT37W76Ry8cheVyvBMqA+q5++qq4/z1cazxghPkiTJqCIuJZCQloWHk375zgwxqYNSJDXiUgLHYhKNemyp4jFrA6hv374MHTqURo0a0aNHD9asWQPA/Pnzi3zMgxOEtWO9+e9/2D7FTSyeNm0aSUlJultMTNktpVyVVwenTbAnfm72pT7eqz3qoLZSsf3sLQ5cvlPq40mSJBnT6mPKJOW+Df30yndmiIAqDjyWl0ZktkwOKz2C2YfA8nNycqJRo0acP//wlUx+fn6FenLi4+NRq9V4enoWu8+DvUL52dnZ4erqWuBWVv45Wnzld0PV8HJiREulB+vL9VFyMqAkSRYjK0fDupPa1V/GG/7Kb3Lekvh1J2O5clsWSZWKZlENoMzMTM6cOYO//8OXRbZt25ZNmzYVuG/jxo20aNECGxubYvdp166daYIuhai4ZM7eTMHW2oq+DUu/FFTr5W4h2KmtOHT1LtvP3jLacSVJkkpj94VbJGfk4O1iR6tgD5Oco66fK13ziqT+tlv2AklFM2sD6PXXX2fHjh1cvnyZ/fv3M2zYMJKTkxk3bhygDE2NHTtWt/9zzz3H1atXee211zhz5gxz585lzpw5vP7667p9pk6dysaNG/niiy+Iioriiy++YPPmzbzyyitl/fQeSZv7p0uoN26ONkY7rp+bPePb1QDgyw1n0WhkL5AkSeanHf7q38gfayvD8p0Z4tnOskiq9GhmbQBdu3aNkSNHEhoaypAhQ7C1tWXfvn0EBQUBEBsbS3R0tG7/4OBg1q5dy/bt22natCkff/wx33//PUOHDtXt065dO5YsWcK8efNo3Lgx4eHhLF26lNatW5f58yuORiNYldcAGtysdKu/Hua5zrVwsVNzJjaZNSdkYjBJkswrIzuXjaeVcj8lrf2lr9bB94ukzpdFUqUiqIScJFJIcnIybm5uJCUlmWw+0MErdxg+MwJnOzWH3utRqlTwRfl+y3m+2XSOYC8nNr7aCRsjTziUJEnS1/qTcTy38DBVqziw682uWJmwB0g5XyzPLTyCm4MNe9/uVqJq81L5Y8jnt/xENJOVR5XcP71LWQenOBM7BOPpZMvl22ksP3zNJOeQJEnSx795yQ/7N/Y3eeMHoGd9P4K9nGSRVKlIsgFkBlk5Gt2w1OBmplkJAeBsp+aFrrUB+G7LeTKyc012LkmSpKKkZ+Ww9Uw8YJzaX/qwtlLxTEdZJFUqmmwAmcHuC7dITM/Gy9mOtjWNmwjsQaNbVyfAzZ7YpAwW7rtq0nNJkiQ9zJYz8dzLziXI05FGVd3K7LxDmlfVFUnVlt+QJC3ZADKDlXm5fwY28Td6IrAH2dtYM7VHCAA/b79IamaOSc8nSZL0oH/zEr4OaOxfbFJaY8tfJHXWjksyL5pUgGwAlbG0zBw25a2EGFSCyu8lMbR5IDW9nLiTlsWcXZfL5JySJEkAKRnZbD+n5CMzVfLD4jzVOginvCKpO87JvGjSfbIBVMY2nb6p6wpuElg2XcFqayte61UHgF93XeJOWlaZnFeSJGnT6Ztk5Wio7eNMXT+XMj9//iKps3bIxIjSfbIBVMb+0VZ+b1q1TLuC+zX0p76/K6mZOfyy/UKZnVeSpMrNXMNf+U2URVKlh5ANoDKUkJrJzvNK1Xpj1f7Sl5WVijf6hAIwP+IqsUn3yvT8kiRVPonpWezKu+aZY/hLK3+R1Fk7L5otDsmyyAZQGVp7IpZcjaBRVTdqeTuX+fm71PGmVQ0PsnI0fL9F9gJJkmRa60/GkaMR1PN3pbZP2V/z8nu2k1IeY93JOFkkVQJkA6hMaWt/lXXvj5ZKdb8XaNmhGHkRkCTJpFYf11Z+L5vcP8UJ9XOhW10fhFDmQkqSbACVkZg76Ry6eheVCgY2MV9XcMsaHnQN9SZXI/hm0zmzxSFJUsV2OzWTvReV4a+BZhz+yu/ZTkpixD8PX+NWiiySWtnJBlAZWZU3EbBtTU98Xe3NGst/eim9QKuO3eD0jWSzxiJJUsW07kQsGgFNAt2o7ulo7nAAaBXsQdNqVciSRVIlZAOoTAgh8q3+Mv83oYZV3XRd0l9vPGvmaCRJqoj+1Q1/mf+ap6VSqXius9ILtCDiCmkyMWylJhtAZSAqLoVzN1OxtbaiT0Pzj4UDvNazDtZWKrZExXP46h1zhyNJUgUSl5TBwSvKdaW/Bcz/ya9nfT9qejmRnJHDElkktVKTDaAyoJ383LWuN24ONmaORlHT25nhYYEAfLn+rEwRL0mS0aw5EYsQ0CLInYAqDuYOpwBrKxXP5M0FmrPrkiySWonJBpCJaTSCVXnDX4PLqPSFvl7uHoKt2or9l+/ocnVIkiSVlrbwqCWs/nqYx5tVxcvZjhtJGbJIaiUmG0AmdujqXW4kZeBip6ZrXR9zh1NAQBUHxrQJAuB/G2QvkCRJpRdzJ52j0YlYqaCfhTaAlCKpNQBZJLUykw0gE1uZ1/vTu6Ef9jbWZo6msBe61MLJ1poT15NYfzLO3OFIklTOrTmhTH5uHeyJj4t5V7wW56k294ukbpdFUisl2QAyoawcDWvzLgaWNvyl5elsx6SOynj4VxvPkiPHwyVJKgXtkJI5853pw83BhlGttUVSZXmMykg2gExo1/lbJKZn4+1iR9tanuYOp0jPdAymiqMNF2+l8ffR6+YOR5Kkcury7TROXk/G2kpFn4Z+5g7nkbRFUvddukOkLJJa6cgGkAmtzFv9NbBxANZW5qmCrA8Xexte6KLUyflu83kyc3LNHJEkSeXR6ryEr+1re+HhZGvmaB7N382BQXm987IXqPKRDSATScvMYdNpZU6NJSQ/fJSxbWvg62rH9cR7LNofbe5wJEkqh7S1vwZa6OTnh3k2LzHi+lNxXJb1ESsV2QAykY2n48jI1hDs5UTjQDdzh/NI9jbWvNw9BICftl2QGVIlSTLIuZspnL2Zgq21Fb0aWP7wl1YdXxe6yyKplZJsAJmINvnhY00CUKksd/grvxEtqhHk6cjt1Czm7bls7nAkSSpHtMNfnep4WUzCV30921mZAvCXLJJaqcgGkAncTs3UJRYsD8NfWjbWVrzWsw4As3ZeIjE9y8wRSZJUHgghdLW/LH3118O0rOFOs+qySGplIxtAJrD2RCy5GkHjQDdqejubOxyDDGwcQF0/F1Iycpi5Q3YHS5L0aKduJHP5dhp2aiu61/M1dzgGU6lUPNtJ6QVaEHGFVDkFoFKQDSATyD/8Vd5YWal4vVcoAOF7LxOfnGHmiCRJsnTayc/d6/ngbKc2czQl07O+7/0iqQfkQpDKQDaAjCzmTjqHr95FpSqfDSBQLmLNq1chI1vDD1svmDscSZIsmBAiX+2v8nnNA6VI6mRtkdTdl2WR1EpANoCMbFXeRMB2tTzxcbXcNPDFUalUvNG7LgCLD0QTnZBu5ogkqWK6m5ZFnxk7eXHRkXL7gRsZk8i1u/dwtLWma6hl1Ts01OBmVfF2sSM2KYN/j8kiqRWdbAAZkRCClXmZlAc1sczSF/pqW8uTjiFe5GgEMzafM3c4klQhLdx3lai4FFYfj+Wtv46Xy6Kc2uGvnvV9cbC1vHqHhpBFUisX2QAyojOxKZyPT8VWbUWfRuUnD0ZR3szrBVoReZ2zcSlmjkaSKpbMnFzmR1zV/fz30et8vj7KjBEZTqMRrMlrAJXn4a/8RrcOwtlOzdmbKWw/K4ukVmSyAWRE/xxTen+6hfrgal++8mA8TKNAN/o29EMI+HrjWXOHI0kVyqrIG9xOzcTP1Z7PhzQClF6HObvLTw6uQ1fvEpecgYu9mk51vMwdjlHkL5I6U5bHqNBkA8hINBrBv3mrvwY3qxjfhAD+06sOVirYePomR6PvmjscSaoQhBC6hs64djV4slV13uyjrL78ePVp/oksH0WJtfNkejfww05dvoe/8pvQvgY21ir2X74jr3sVmMU0gKZPn45KpeKVV14pcp/x48ejUqkK3Ro0aKDbJzw8/KH7ZGSYdjn3wSt3uJGUgYudmi7lfCJgfrV9XBjSPBCAr2QvkCQZxd6LCUTFpeBgY82oVkpvw/OdazG+XQ0AXv/zGLvzkqlaqpxcDetOaoe/yk/tL33kL5I6e6fMh1ZRWUQD6ODBg8yePZvGjRsXu993331HbGys7hYTE4OHhwfDhw8vsJ+rq2uB/WJjY7G3N+2KLG3l9z4N/bC3qTjfhABe6RGCjbWKPRcS2HPBsi/KklQeaHt/hrcIxM1RGS5XqVS8P6A+/Rv7k50rePb3Q5y8nmTOMIu1//Idbqdm4e5oQ/vaFWP4Kz/tkvj1p+K4dCvVzNFIpmD2BlBqaiqjR4/m119/xd3dvdh93dzc8PPz090OHTrE3bt3mTBhQoH9VCpVgf38/Ew7ITkrR8PaE8o3ocHNyvfqr4cJdHdkdOsgAL7ccFaujJCkUrgQn8rWqHhUKpjQPrjA76ysVHwzogntanmSlpXL+HkHuJpgmRXKtcNffRr6Y2Nt9o8SoytYJLX8zMuS9Gf2V+2UKVPo378/PXr0MPixc+bMoUePHgQFBRW4PzU1laCgIAIDAxkwYABHjx4t9jiZmZkkJycXuBli57lbJN3LxsfFjjY1PQ1+HuXBlK61cbCx5lhMIhtP3zR3OJJUbs3NKzTco54vwV5OhX5vp7Zm1pgw6vu7cjs1i7FzD1hcgc7sXA3rT8UBMLCCDX/l91wXpTzG8iPXiE+RWfErGrM2gJYsWcKRI0eYPn26wY+NjY1l3bp1PP300wXur1u3LuHh4axatYrFixdjb29P+/btOX/+fJHHmj59Om5ubrpbtWrVDIplZd6ExYFNArC2Kh+V3w3l7WLHxA41AGVFWK5G9gJJkqHupGXx95FrAEzqEFzkfi72NoRPbEk1DweuJqQzMfygRdWn2n3hNonp2Xg529G6gn7pA2gR5E5zWSS1wjJbAygmJoapU6eycOHCEs3PCQ8Pp0qVKgwePLjA/W3atOGpp56iSZMmdOzYkWXLllGnTh1++OGHIo81bdo0kpKSdLeYmBi940jNzGHzGaVHpDxVfi+JyZ1q4Wqv5tzNVFYcLR+rVCTJkizaf5WMbA0Nq7rSOtij2H19XOyZP6EVHk62nLiexPMLD5OVYxnZorXDX/0b+VXYL32QVyS1s9IL9HvEVYtqhEqlZ7YG0OHDh4mPjycsLAy1Wo1arWbHjh18//33qNVqcnNzi3ysEIK5c+cyZswYbG1tiz2PlZUVLVu2LLYHyM7ODldX1wI3fW08FUdGtoaaXk40quqm9+PKIzcHG17oWhuAbzedIyO76P8jSZIKyp/4cFKHYFSqRzccano7M298Sxxtrdl1/jZv/HUMjZl7XzOyc9l0SvnSN6Cc1js0RM96skhqRWW2BlD37t05ceIEkZGRuluLFi0YPXo0kZGRWFsXvZJqx44dXLhwgUmTJj3yPEIIIiMj8fc3zTi1rvJ70wC9Lmjl3fh2NfBzted64j0W7rv66AdIkgTA6mOx3ErJxNfVjv6N9G84NKlWhV+eCkNtpeKfyBtMX3fGhFE+2o5zt0jJzMHfzZ6w6sUvXKkIrB4okmopvXBS6ZmtAeTi4kLDhg0L3JycnPD09KRhw4aAMjQ1duzYQo+dM2cOrVu31u2X30cffcSGDRu4dOkSkZGRTJo0icjISJ577jmjP4fbqZnszlsWrs0ZUdHZ21jzas8QAH7cdoHkjGwzRyRJlk8IwW/5Eh/aqg279Hau482Xw5Q0Ib/uusyvZsxNo6391b+RP1YVePgrv8eb3y+Sqs19JJV/Zl8FVpzY2Fiiowt2OSYlJbF8+fIie38SExOZPHky9erVo1evXly/fp2dO3fSqlUro8e35ngsuRpBk0C3h67mMIqcTFjxPOz90TTHL4GhzQOp7eNMYno2s2SqeEl6pIhLCZyJTS6Q+NBQQ5oHMq2vUp/v07VnWHH0mjFD1Et6Vg6bT5fh8FdOJlhA2g07tTVj2yirjefsvixTgVQQanMHkN/27dsL/BweHl5oHzc3N9LT04s8xrfffsu3335r5MgeTpuu/jFT9v6cXQvHFinbvvWhVjfTnUtPamsr3uwdyuTfDzNn92XGtq2Br6tpE01KUnk2Jy+PzLCwQKo4Fj9vsTiTO9UkPiWTObsv88afx/FwsqNzHW9jhflIW6PiuZedSzUPB5oEmnjO45U9sHAohI2Hvp+b9lx6GNW6Oj9su8Dxa0kcib5LWFDxk9gly2fRPUCWLDohnSPRiVipTJwH48y/97dXvQwZhuUoMpWe9X0JC3InI1vDjM1FTzCXpMru4q1UtugSH9Yo1bFUKhXv9qvHY00CyNEInl94mOPXEo0Spz5WH7tf+d2kcx5zsmD1K5BzD47+Dtnmz8Hj6WzH4LyVvnP3XDFvMJJRyAZQCa3Kq/zerpYXPqbq/cjOgHMblG17N0iKgU3vm+ZcBlKpVLyd1x2/7FAMF2WqeEl6qHl5iQ+71/WhprdzqY9nZaXiq+FN6FDbi/SsXCbMO8jl26bPFp2Skc3Ws/EADGxs4uGviB/h9jllOysVLm037fn0pM3cvf5kHNcT75k5Gqm0ZAOoBIQQutpfj5ky98/lHcqb3yUARvyu3Hd4HlzcZrpzGqBlDQ961PMhVyP4aoMslCpJD7qblsVfh7WJD2sa7bi2aitmjgmjYVVXEtKyGDt3v8kzFW8+c5OsHA01vZ2o5+9iuhMlxsDO/ynbHkoOngI94WZUz9+VdrU8ydUIFkRcMXc4UinJBlAJnI5N5kJ8KrZqK/o0NGGdsdOrlH/rDYSanaHlM8rPq16CzBTTndcAb/Sui5UK1p2M40j0XXOHI0kWZdGBaDKyNdT3d6VNTePOGXG2UzNvfCuCPB2JuXOP8XMPkmLCVZllNvy1/m3ITofq7WDgDOW+s2sg1zKSEE7M6wVavD+a9CzLiEkqGdkAKoFVeb0/3ev64GpvY5qT5OYob3pQGkAAPT6EKtUtaigs1M+Foc0DAfh8XZRcHSFJefKXT3i6o36JDw3l7WLHgomt8HK25XRsMs8tPExmjvETlCalZ7Pz/C3AxHMez22EqNWgsob+XyuNIEdPuHcXru4x3XkN0K2uD0GejiRn5PD3EZkRvzyTDSADaTSCVXlp4E2a++fqHuVN7+gJ1dsq99k5w6CflO1Dcy1mXPzVnnWwVVtx4PIdtp+9Ze5wJMkirD5+g/iUTHxc7BhgwjkzQZ5OzBvfCidba/ZcSOA/y4yfLXrDqTiycwV1/VwI8TXR8Ff2PVj3hrLd5nll1au1Gur2V+6zkGEwKysV49vVAJT5XebOzC2VnGwAGejAlTvEJmXgYq+mS6gJl5+eyRv+Cu2nXAS0gjtBy7wCsP9YxlBYQBUH3QXhi/VRslCqVOkJIZhTisSHhmoU6MbMMWHYWKtYfTyWj9ecNmpv7L/HlS99A0zZ+7N7Bty9Ai7+0OXt+/fXe0z598y/oLGMLMzDW1TDxU7NxVtpup4xqfyRDSADaXP/9Gvoj71N0eU6SkWjgTOrle36gwr/vsdHeUNh0bDpA9PEYKAXutTCxV5NVFyK7m8kSZXVvkt3OHUjGXsbqxInPjRUxxBvvhreBIB5e64wc4dxskUnpGay92ICgOl6shIuwu68/G29PwO7fL1MwZ3AzhVS4+D6IdOc30DOdmpGtKwGyCXx5ZlsABkgMyeXtSfiABNXfr9+SHmz27kqb/4H2TnDY3mZoQ/NgUs7TBeLnqo42vJCF6VQ6tcbZaFUqXLT9v4MbR6Iu1PJEx8aalDTqrzXvx6g9MZqV6CVxrqTceRqBI2qulHDFBnvhYB1b0JuJtTsCg0eL/h7tR3U6a1sa3vGLcD4djWwUsHOc7e4EG/+nnjJcLIBZICd526TdC8bHxc7Wtf0NN2JtG/yOr2VN//D1OwMLfLKgfzzokUMhU1oLwulStKlW6lsiVLKRUzsEFzm53+6Y01d8c63lh9nW17unpL6N2/O48AmJhr+OvMvXNgM1rbQ7yt42GRx7UKQM/9aRGkMgGoejvSo5wsoPW5S+SMbQAZYqS190SQAa1MVARQi3/L3x4rft+dH4JY3FLb5Q9PEYwBZKFWSlA9DIZRVorWMkPiwJN7uU5fHm1UlVyN4YeERjpYwRcXN5AwOXLkDQH9TDH9lpcH6acp2u5fBq/bD96vdA9T2yhyhmyeNH0cJaRu4y49cIzE9y8zRSIaSDSA9pWbeLwJo0tVfcScg8SqoHaB29+L3tXOBQT8o2wd/s4ihsKHNA6nl7URiejazjTQHQZLKi8T0/IkPy773R8vKSsWXwxrTqY4397JzmRh+kEslyNa+9kQsQkDz6lWoWsXB+IHu+BKSrylzGjv+p+j9bJ2URhBYzGowgNbBHtT3dyUjW8PiAzHmDkcykGwA6WnDyTgy87KgNqzqaroTad/ctbsrb/pHqdkFWkxUtle9CJnmLUmhtrbizT5KiYzfdl8iPtn8NXwkqawsOhDNvexc6vm70raWCYfJ9WBjbcUvo5vTONCNu+nZjJ17wOD34/3hLxP0/sRHKSUvAPp+CbaOxe+ffxjMQqhUKl0v0IKIK2TnWsYqNUk/sgGkp3+0uX+aVDVtFtQzeg5/5dfzv+BWDRItYyisV31fmlevohRK3SILpUqVQ/7Eh5M6mCbxoaGc7NTMHd+SGp6OXLt7j3HzDuo9NH098R5HohNRqaBfIyPP/xEC1r4Omhyo0xdC+z76MXV6g5Ua4k/D7QvGjacUBjbxx8vZltikDDacijN3OJIBZANID7dSMtmdl+vBpKu/bp2DW1FgZXN/1YM+7FzgMe1Q2K9weadp4tOTUihVWYmy9KAslCpVDmtPxHIzORNvFzv9JwznZMGa1+HAryaLy8vZjgUTW+PlbMeZ2GQmLzik1yrNNXm5f1rV8MDX2AWfT/wFV3Yp83r6fq7fYxzc76+KjbKcXiA7tTWjWwcBMDdv9Z9UPsgGkB7WHL+BRkCTalVMswxUS/umrtkZHKoY9thaXSFsgrL9j/mHwloFy0KpUuUhhOC33cqct3Ftg7BT65kj7PRK5UvL2tfh2BKTxVfd05HwCS1xtlOz79IdXlsW+ciEpf/m1f4y+vBXRhJseEfZ7vQ6uNfQ/7EWOAwGMLpNdWytrTgSnVjiCedS2ZMNID3cH/4yYe8P3H9Ta9/khtINhV2FLR8ZL64SeqN3XVR5hVLlRUGqyA5cvsPJ68nYqa0YldcboJfD4fe3V70M10yX6K9hVTdm52WLXnsijv/+e6rIbNFXbqdx4noS1lYq+hq74PO2zyAtHjxrKyu/DFF3AKCC64chqfQ5jozFx8Ve11CUS+LLD9kAeoSrCWkcjU7ESgUDTJUHA5T5OzeOgsoKQvuX7Bj2rvDY98r2gdlweZfx4isBWShVqix+0yY+DAvEQ9/Eh7fOKTX/VFbK0E5uJiwZBck3TBZnu9pefDOiKSoVzI+4ys/bLz50v9V5w1/tanni6VxELrKSiD2uXJsA+v2v6DxnRXH2uV8bUZst30JMaF8DUIZC45Lk4g9zSUrXP/2KbAA9grbye/vaXvi4GHkcPD/tm7l6O3AuRY2xWt0gbLyy/c8UJc+GGWkLpe6/fIft52TNHKniuXI7jc1n8hIftjdg6fuR+cq/dfrAk4vApz6k3lQaQdn3TBCpYmCTAN4fUB+A/204y7KDhZdvrz6eN/xlzNw/Gg2s+Q8IjZLtuVa3kh3HQofBGlZ1o1WwBzkawe/7rpg7nErp8u00Rv+2T+/9DW4A7dy5k5ycnEL35+TksHOneSffGpsQQpf80KS5f6D0w1/59fwYXAOVobDN5h0Kq5q/UOo6WShVqnjm7bmMENA11JvaPnomPszOgMhFynbYBGUhw8jF4OCh9AT/M8WkGY8ntA/muc61AJi24gRb8hpwAOdvphAVl4KNtYreDYw4/BW5EK4dAFtnpd5XSdUboPwbvRdSLetLlbYBvGh/NPeyZDmgshRxMYHBP+3hSkK63o8xuAHUtWtX7ty5U+j+pKQkunbtaujhLNqZ2GQu3krDVm1F7wa+pjtRyk2IjlC2tW/u0igwFDYLruwu/TFLQRZKlSqqpPRslh1S5qI83bGm/g+MWg337ihfVLQJT91rwIgFylLvk8th19fGDzift/qEMrR5ILkawZRFRzh8VZmn929e70+nEG/cHG2Mc7L0O/cLN3d5G1xL0bNUpTr4N1V6ks6uNUp4xtKzvi+B7g7cTc/WfXmWTG/pwWjGzNlP0r1sGlZ10/txBjeAhBAPzW+RkJCAk5MJV0iZwdqTSk6HHvV8cLE30oXgYc6uAQRUDQO3QOMcs3Z3aD5O2TbzUFgVR1ue76J82/x64zkyc+Q3I6liWHxQSXxY18+FdoYkPjw0T/m3+ViwyrdiLLijkhQQYOvHELXGeME+QKVS8fnQRnQJ9SYjW8Ok+Qe5EJ+im/9j1DmPWz5SGnze9aD1c6U/noUOg1lbqXQ93krPoOzxNqVcjeCztWd4a/kJcjSCAY39CZ/QUu/H690AGjJkCEOGDEGlUjF+/Hjdz0OGDGHQoEH07t2bdu3alehJWKq1ed+EytXwV369PlG+Yd69Alv+a9xjG2hCu2B8Xe3yCqVGmzUWSTKG7FwN4XkrfgxKfHj7PFzdrUx+bvZU4d+3nAQtn1a2/54MN08ZJ+CHsLG24ufRzWlSrQqJ6dmMmLWPS3m93tpCn6V27RAczpvvNOAbsDbCl0ltothL25Vl9RZkRMtqONlac+5mKnsuJJg7nAorLTOHZ38/zOydSvqJqd1D+GFkM+xt9ExBgQENIDc3N9zc3BBC4OLiovvZzc0NPz8/Jk+ezMKFCw1/FhYsPiUTV3s1XUJLMSn5Ue7dvZ+40JDsz/qwd4XHvlO298+EK3uMe3wDONha82qPOgD8uPW8LJQqlXtrT8QSl5yBl7MdjxmSIFW79D2kN7gV8eWqz+dQoyNkpcLiJyHNdB+kjrZq5o1vSU0vJ+6kKQU9u4UaqddbkwtrXgMENBkJQUb6kuxdB7xCQZMN5zYa55hG4mpvw/AW1QCYu0cmRjSFG4n3GDYzgs1nbmKrtuK7J5vyas86BmdfV+u747x5SpdtjRo1eP311yvccFdR+jXy1z+pWUmcXa+kg/dpAJ61jH/82j2UbvYjC5ShsOf36FdjzASGhQXy665LXLyVxuwdl3i9d6hZ4pCk0hJCMCdv6ftYQxIf5mTmm/w8vuj9rG2U+UC/dlV6cJeNhTErQK3nEnsDeTjZMn9iK4b8spdbKZkMbmak1V+H5kLsMbBzU/KUGVO9gbDrrFI+qPFw4x67lMa1q8H8iCtsjYrn0q1UanrrOTleeqRjMYk8veAQt1Iy8XK2ZfbYFjSv7l6iYxk8B+iDDz6oNI0fwLBvdiVhquGv/Hp9Aq5V4e5l2PKx6c7zCGprK97oLQulSuXfwSt3OX4tCTu1FaNbV9f/gWf+zZv8XPV+dfOiOHrAyCVg66IMma1/q3RBP0I1D0dWvdieWWPCjLP6KzX+/vWm+/8pOXyMSXvNvLAZsvRf+VMWgr2c6F5Xeb7hefXhpNJbffwGI2ZFcCslk7p+Lqyc0r7EjR/QsweoWbNmenctHTlypMTBWBofF1taB5uwonNmKlzcomybsgFk76asCls4VBkKq/+Y8bqiDdS7gS/NqlfhaHQi3205z6ePNzJLHJJUGnPyyl4MaV7VsESB2uGvZmPAWo/Lr089GPorLB6p9Kb41IdWzxgesJ783Rzwd3MwzsE2/h9kJoF/E2gx0TjHzM+/ibIiLDEaLm41zgpaI5rQPpjNZ+L56/A1/tMrFDcHEy6kqeCEEPy49QJfbzoHQLe6Pnw/shnOdnoPYj2UXo8ePHhwqU5SXvVt5I+1lQkrOl/YBDkZ4B4Mvg1Mdx5Qvm02GwNHf4eVL8Dze8HW0bTnfAiVSsXbferyxOx9LDkYw6QOwbJ7WCpXriaksfF0CRIf3r6gFAAtavJzUUL7Qvf3lZVU694CrzpKvUBLdmUPHF8CqKD/twVXuhmLSqXMm4z4URkGs7AGULtanoT6unD2ZgrLDsbwTCcD0iRIOhnZuby9/Dgr85ISP90hmGn96hnls1mvBtAHH3xQ6hOVR/0bmbD0Bdwf/qr/mPJmNrXenyrflO5eVpbY9plu+nM+ROuannSv68OWqHi+2niWn0eHmSUOSSqJeXuuIAR0CfUmxNdF/wdqMz/X7glVqhl20g6vQvwZOLEM/hwHz2wFDwv9QM3NVjI+A4SNg0ATvr/rDVQaQGfXQ06WyeZIlYRKpWJihxq8tfwE4XuvMKF9DdTWsviCIW6nZjJ5wSGORCeitlLx30ENGWXIkPMjyP+NYtQP0D+hksGyM+DcBmXb2Ku/imLvBgPzVoXt+wWu7i2b8z7Em32UQqlrT8hCqVL5kXQvm2WHlNIRkzoY0PuTkwmRfyjbxU1+LopKpQxjBzRXVo4uHgkZyYYfpyzsnwm3zoCjJ3Q38ZfnwFbg7KsMtV2xvEoEg5pWxcPJluuJ99h0+uajHyDpnI1LYdCPezgSnYirvZr5E1sZtfEDJWgAWVlZYW1tXeRN0tPlHcoSV5cA5aJWVkJ65nW/i7wEieaZPBjq58KQZrJQqlS+LDkQTXpWLqG+LnSo7aX/A6NWQ3qC8n4P6VWyk9s4KDXDnP3gVhT8/YyyzNySJF2HbXk9yz0+UiZym5KVFdTNKx5tYUkRAextrBnVSvnQlkvi9bctKp6hv+zleuI9ang6smJKe9ob8n7Tk8ENoBUrVvD333/rbkuXLuXtt9/G39+f2bNnGz3ACuv0KuXfegOVN3FZ6vWpciG+cwm2flK2587ntV6yUKpUfmTnapift6JnUkcDEh/C/cnPzfWc/FwUV3+lEWRtB+fWmz3BaSEb3oHsNKVnpunosjmndgFJ1BrLaxACY9oGobZScfDKXU5cs6ykjZZGCMG8PZeZNP8gqZk5tKnpwYoX2lPLRPNEDf7kHTRoUIHbsGHD+PTTT/nyyy9ZtWpViQOZPn06KpWKV155pch9tm/fjkqlKnSLiooqsN/y5cupX78+dnZ21K9fnxUrVpQ4LpPIzckrf4FpV38VxaHK/Vph+36GqxFlHwNKodRxbYMApVCqRhZKlSzYupNx3EjKwMvZlseaGJAeI+FiXrJTlbIQobQCw2DQT8r2nhlwfFnpj2kMF7bA6ZXKJO/+X5fdF7saHZXh/bRbELO/bM5pAF9XewY0VuaTzpO9QEXKztXw3sqTfPTvaTQCnmhRjQUTW+PuZLp5XUZ7hbZu3ZrNmzeX6LEHDx5k9uzZNG7cWK/9z549S2xsrO4WEhKi+11ERARPPPEEY8aM4dixY4wZM4YRI0awf78FvTGu7lHG8R09oXpb88QQ0hOamn8o7IUute8XSj0miwdKlkkIwZxdytL3MW1qGJRuXzf5OaQEk5+L0ni4MjEa4J8X4dph4xy3pHIyYe0bynarZ8Ffv2u5UVjbQGg/ZdsCh8EAJubNF/v3+A2Z/+whku5lM2HeQf7YH41KBe/2q8fnQxthqzZtI9ooR7937x4//PADgYGGF/JMTU1l9OjR/Prrr7i765fQyMfHBz8/P90t/9yjGTNm0LNnT6ZNm0bdunWZNm0a3bt3Z8aMGQbHZjJn8nrKQvuVrju8tHp/Ci7+cOcibPvULCG4O90vlPrVBlkoVbJMh6/e5di1JGzVVoxuY8BEzJwsOFqKyc/F6fY+1OkLuZmwZBQk3zDu8Q2x53vlOuLsC12nlf358xdHtcD5hI0DqxAW5E52rmDhvqvmDseiXLmdxpCf97D7wm0cba2ZPaYFz3SqaXBZi5IwuAHk7u6Oh4eH7ubu7o6Liwtz587lf//7n8EBTJkyhf79+9OjxyOyoubTrFkz/P396d69O9u2bSvwu4iICHr1KjjJsHfv3uzdW/SKp8zMTJKTkwvcTEajgTOrle36g0x3Hn04VIGBeUNhET9B9D6zhCELpUqW7rddytDFkGZV8TIk8eHZNZB+W5m4HNLbuEFZWcGQ2UqF9dQ4pRGUfc+459DH3Suw6ytlu9enynBUWavVDWwcISkGYiPL/vx60OaM+mN/NBnZ8osewL5LCQz+eQ8Xb6UR4GbPX8+1o2d9IxXh1YPB3Q8P9qRYWVnh7e1N69at9e7B0VqyZAlHjhzh4MGDeu2vnWgdFhZGZmYmv//+O927d2f79u106tQJgLi4OHx9C/4BfX19iYuLK/K406dP56OPPjIo9hK7fki5WNm5QnCnsjlncer0UiYrRv6RlyBxj7LapAw52FrzSo86TPv7BD9uPc/wFoG4GqMQoyQZQXRCOhtPK9ePiYYsfQfjTX4uir0rjFys1Ay7cRRWvQRDfi2bvGJa695WErrW6AiNhpXdefOzcVCGGE//o/QCBTQzTxzF6N3AlwA3e24kZbDq2A1GtDDScGg5texQDO+uOEF2rqBJoBu/jm2Bj6t9mcZg8Dty3LhxRjlxTEwMU6dOZePGjdjb6/ekQ0NDCQ29X0Czbdu2xMTE8NVXX+kaQEChrjMhRLHdadOmTeO1117T/ZycnEy1aiZ6cWqHv+r0BrUB3yRNSZsg8c5FZVVY77IfDhueVyj10q00ft15if/0koVSJcswb+9lNAI61fGmjiGJD+9cgkvbMdrk56J4BCuFU39/HE78qZTL6Pjaox9nDFFr4dw6sLJRJj6XZcPrQfUeu98A6v6++eIogtrainHtajB9XRRzd19meFhgmQzzWBqNRvDFhihm7VDm1PVv7M/Xw5sYNq/OSEo8Byg9PZ2oqCiOHz9e4Kavw4cPEx8fT1hYGGq1GrVazY4dO/j+++9Rq9Xk5urXRdimTRvOnz+v+9nPz69Qb098fHyhXqH87OzscHV1LXAzCSHyLX8vo+SH+nBwv58gMeIniC77CeNqayve1BZK3XVZThSULEJyRjbLDiqJD582tPfnyALl39rdwT3IyJE9ILgT9P1C2d7yXzi7zrTnA2XhxLq8Aq1tp4C3mb+0hPQCa1u4fQ7iox69vxk82bI6DjbWRMWlEHEpwdzhlLn0rByeW3hY1/h5uXsIPzzZzCyNHyhBA+jWrVsMGDAAFxcXGjRoQLNmzQrc9NW9e3dOnDhBZGSk7taiRQtGjx5NZGSk3kkVjx49ir///ZIVbdu2ZdOmTQX22bhxI+3amaf4ZwFxJyDxKqgdlIuiJanTG5qMQlkV9oJZ5hJoC6Xey87luy3nH/0ASTKxpQdiSMvKpY6vMx1DDEjElpMFRxcq28ae/FyUlk/nFR0VsPxpuHnatOfb9TUkRYNrIHR+07Tn0oe9K9Tsqmxb6GowN0cbhoZVBWDu7ivmDaaMxSbdY/jMCDaevomt2ooZTzTltZ51sDJlvc1HMLgB9Morr3D37l327duHg4MD69evZ/78+YSEhBiUB8jFxYWGDRsWuDk5OeHp6UnDhg0BZWhq7NixusfMmDGDlStXcv78eU6dOsW0adNYvnw5L774om4f7bDaF198QVRUFF988QWbN28uNr9QmdG+KWt3B1sn88byMH0+UyZrJlwwy6owbaFUgCUHY7h0K7XMY5AkrZxcDeHaxIcdDEx8eHatkpfG2Rfq9DFNgA/T90tlLk5WKix+EtLvmOY8t8/D3rwFFH0/t5zrmW41WMlz0pna+HZKT+KWqJtcTUgzczRl4/i1RAb9uIdTN5LxcrZl8TNtGNysqrnDMrwBtHXrVr799ltatmyJlZUVQUFBPPXUU3z55ZdMn27c4pqxsbFER99fFZSVlcXrr79O48aN6dixI7t372bNmjUMGTJEt0+7du1YsmQJ8+bNo3HjxoSHh7N06VJat25t1NhK5IwFDn/ll38obO+PEHOgzENoXdOTbnV9yNUIvtp4tszPL0la60/FcT3xHp5OtgxqauDFWjv5udkYJU9NWbG2geHzoUqQ0tu8bKxSnNSYhIC1r0NullLYta4FVWEP7ackYow7rqxOs0C1fZzpEuqNEOga2BXZ2hOxjJgVQXxKJqG+Lqx4oT1hQYYtmDIVlTCwCJOrqyvHjx+nRo0a1KhRgz/++IP27dtz+fJlGjRoQHq6eRLqGVNycjJubm4kJSUZbz7QrXPwU0tlsuAbF5Ql6JZqxXNwbDF4hsBzu8p8VVhUXDJ9v9uFELBySnuaVqtSpueXJCEEg3/ey7GYRKZ2D+HVnnX0f/Cdy/B9U0AFUyPBvYZpgizOzdMwp6fSE9RiEgz4xnjHPvk3/DVBKccxZZ/lVaUPHwBXdilL8tu9+Oj9zWDHuVuMm3sAZzs1EdO64VIBV70KIfhp2wW+2ngOgK6h3nw/spnJn6shn98G9wCFhoZy9qzyzbxp06bMmjWL69evM3PmzAJzcaQHROUNf9XsbNmNH4A+0/OGws7Dts/K/PR1/VzzFUo9IwulSmXuSPRdjsUkYqu24qk2Bk5g1k5+rtXNPI0fAN/6ynJ4VHBoDhz8zTjHzUxR6n2BstLM0ho/cL+H3ULnAQF0CvGito8zqZk5LDt0zdzhGF1mTi6vLTuma/xMbB/Mb+NaWlxDr0RzgGJjYwH44IMPWL9+PdWrV+f777/ns8/K/sOy3NC+Gc1R+8tQDu4wcIayHfEjxOiXp8mYtIVS9126ww5ZKFUqY3N2K4kPH29aFW8XA9JV5GaX/eTnotTtB93/T9le9xZc3lX6Y27/HFJiwT0Y2r9S+uOZgrY6fMx+SCk6/5s5qVQqJrSvAcD8vVfIrUB1EG+nZjLq1/2sOHodaysVnwxuyPsD62NtxsnORdGrAZQ/M/Lo0aMZP348oGRkvnLlCgcPHiQmJoYnnnjCJEGWe4nRSpIylRWE9jd3NPoJ7QuNnwShgZXPl/mqsKpVHBib9837c1koVSpDMXfSWX+yhIkPz66DtHhw8lHeQ+bW4TVoOAw0ObBsjDI8V1I3T8G+X5Ttfv8Dm7JNWqc3t6pQtQUglArxFmpIs0DcHGyIvpPOljM3zR2OUZy7mcLgn/Zw+OpdXOzVzJ/QyvAe1DKkVwPI3d2d+Ph4ALp160ZiYqLud46OjjRv3hwvLwOWiFY22tIX1duBs7d5YzFEn+nKKpaE87DduBPc9TGla21c7GShVKlshe+9gkZAxxAvQv0MSHwI+SY/P1W2k5+LolLBoB+VzMj37sLikZBRglI/QsCa10HkKpOeQ3oaP1Zjyl8bzEI52FozqrVSV25uBagSv/1sPEN/3su1u/cI8nRkxQvt6WBI6ggz0KsB5OzsTEKCkrRp+/btZGcbeVVBRVeehr/yc/SAATOU7b0/wLVDZXp6dydbnssrlPr1RlkoVTK95IxsluYlPpxkaO/P3StKRnWA5mOL3bVM2TjAk4uUeX23zsDfk5WahIY4tgSi9yr1tvp8bpo4jUl7rb2yy3SpAIxgTJsgrK1U7Lt0h1M3kswdTonN33uFieEHScnMoVWwBytfaE9tH2dzh/VIejWAevToQdeuXenaVUky9fjjj9OtW7eH3qQHpMZDdISyXc+Clovqq24/aPxEvqGwss3QPLF9MD4udly7e48/ZKFUycSWHYwhNTOHEB9nOtcxsLf2yO+AUJLxeRjYeDI11wClEWRtp5Su2Pqx/o+9dxc25c0l6vwmVCkHNaw8a4FvQ2Xo79x6c0dTpIAqDvRt6AfAvD1XzBtMCeTkanj/n5N8sOoUGgEjWgSycFJr3J1szR2aXvRqAC1cuJAPP/yQFi1aANCgQQOaNGny0Jv0gKjVgICqYeAWaO5oSqbP58qchtvnynwoTFsoFeCHredJzpC9j5Jp5ORqdB9CBic+tKTJz0UJDIPHflC2d38Dx//U73FbP1GSOnqFQpsppovP2MrBMBjcn2e2KvIGt1MzzRyN/pIzspkQfpAFEVdRqeDtvnX5YmhjbNUlrrBV5vQqhurg4MBzzz0HwKFDh/jiiy+oUqWKKeOqOMrr8Fd+jh7KqrAlo5Tsr/UeUy6mZWREi0B+23WJS7dloVTJdDacusn1xHt4ONkanqX23HpIjQMnbyUZn6Vq8gTEn4I938GqF8GzpvLlrCg3jsLBOcp2/69AXT6+2QPKNXf7dLiwBTJTwc4yh2SaV3enabUqRMYk8se+aKb2CDF3SI8UnZDOpPkHOR+fioONNTOebErvBn7mDstgBjfVtm3bRpUqVcjKyuLs2bPk5OSYIq6K4d5duLxT2a5bjhtAoCwtbTTCLENhamsr3uyjNHpkoVTJVObsVgo0PtUmyPDijNrJz01HW34jofsHENIbcjJgyWhIjn34fppcWP0aIKDRcKXganniU1/JU5SbCRc2PXp/M9Iuif9931WLn+t46ModBv+8h/Pxqfi62vHnc23LZeMHStAAunfvHpMmTcLR0ZEGDRroSlW8/PLLfP55OZgcV5bOrlfGoH3qg1dtc0dTen2/yBsKOwuRC8v01L0b+NG0mlIo9futslCqZFyHr97lSHQittZWjDF02e7dq0ovA0DYOOMHZ2xW1jD0N2VIKyUWlo5+eJqLI/PhxhGwc4Ven5R9nKWlUpWbYbB+jfzxdbXjdmomq48V0SC1ACuOXmPUr/u5k5ZFw6qu/DOlAw2rupk7rBIzuAH09ttvc+zYMbZv3469/f08ED169GDp0qVGDa7c0w1/WWjtL0M5ekDH/yjb+2cZvpKkFFQqFW/3VQqlLj4gC6VKxjU3L/HhoKYBhiU+BDiqnfzcxTIzIz+MvSuMXAz2VeD6YVj1srLUXSvtNmz+SNnu+g64lM9v+Lpr77kNZb6AwxA21laMbVsDUJbEW1r2e41G8NWGs7y69BhZuRr6NPBj2bNt8XOz0FxQejK4AbRy5Up+/PFHOnToUGCSYP369bl48aJRgyvXMlPhYt63wvI8/+dBTUeBrYsyIfrS1jI9dZuannQN9SZXI/g6L8W6JJVWzJ101p1UvnVP6mjg6q3cnLzVX1ju5OeieNaCEQtAZQ0nlsGeGfd/t/kDyEgE30bQ8hlzRVh6Ac3BJUCpiXZ5h7mjKdaoVtWxU1tx6kYyB6/cNXc4Oveycnlp8VF+3HYBgBe61OLn0c1xtNVrCrFFM7gBdOvWLXx8fArdn5aWZtiqiYruwmZljN09GHwbmDsa47F3VZK8AeybWeanf7NPXVQqWHMilsiYxDI/v1TxzM9LfNihthd1/Qwsfnx+gzL52dGr/GR5z69mZ2VoG5Qen7PrIXr//RVtA74B63L8QWdldT/9yJlV5o3lEdydbBnSXJl8r+2RNLf45AyenB3BmhOx2Fir+Gp4E97sUxcrCyxrURIGN4BatmzJmjX304trGz2//vorbdu2NV5k5Z32zVb/MWUsuiJp9QygUiYW3i7b+Tj1/F15PG+Fzhfroiyuq1gqX1IyslmiTXxoaO8P5Mv8XA4mPxel5dMQNgEQsPxp+CdvqXuzp6BaK7OGZhTaHviotUqPnQWb0F55DW48HUfMnXSzxnL6RjKDf9rDsWtJVHG0YeGk1gwLK6epXIpgcANo+vTpvPvuuzz//PPk5OTw3Xff0bNnT8LDw/n0009NEWP5k52hjDlDxZn/k59nLajTW9k+MLvMT/9azzrYWlsRcSmBnedvl/n5pYpj2aFrpGbmUMvbic4hBiY+TIyB83mri5qXg8nPRVGpoO+XENQeslKU0jf2VaDHR+aOzDiqtwMHD7h3R8lmbcHq+LrQMcQLjVB6Js1l8+mbDJu5lxtJGdT0dmLlC+1pXdPTbPGYisENoHbt2rFnzx7S09OpVasWGzduxNfXl4iICMLCyi43jEW7vEMZc3YJUMagK6LWSl4oIhdBRtmmcA90d2RsW1koVSqdXI1gXl4Npkkdahrera+d/BzcSflSUJ6pbWHE71BFqU1Fjw/BybLrOOnNWn2/QryFrwYDJfs9wNJDSlbysiSE4Lddl3jm90OkZ+XSvrYnK55vTw0vpzKNo6yUKGVjo0aNmD9/PidPnuT06dMsXLiQRo0aGTu28ut03vBXvQHKGHRFVLMLeNdTGnpHy3ZJPNwvlHomNplfd10iK6fsVqRJFcPGU3Fcu3sPd0cb3dwLveXmwJEFynZ5m/xcFCdPmLQZRi+vOM9JS9sTf+bfMl29WhKd63hT08uJlIwclh++Vmbnzc7V8M6Kk3yy5gxCwKjW1Qmf0Ao3Rwso6msien06Jycn632r9HJz4GzeHKmKOPylpVJB62eV7f2zlKRpZSh/odTp66Jo9/kWpq89w0W5PF7S0295E01LlPjw/EYlh46jp1IdvaJw8YWQHhVv3mLNzsrq1ZRYZdm/BbOyUjE+LzHivD2Xy6SHOyk9m3FzD7D4QDQqFfzfgPp8OrghNtYV9At8Hr2eXZUqVXB3d9frVuld3aNkgHb0hOoVfFJ44yfAwR0Sr5ql4ODkTjWZ2j0Ebxc7bqdmMWvnJbp/vYMRMyNYfvga97IsO6OqZD5Ho+9y+OpdJfFhWwMTH0K+zM+jQG1g3iCp7Knt7s9btPDVYABDmwfiYq/mSkI6287Gm/RcV26n8fjPe9h7MQEnW2t+G9vC8Fp45ZReDaBt27axdetWtm7dyty5c/Hx8eHNN99kxYoVrFixgjfffBNfX1/mzp1r6ngtn3aMObRf+V4+qg9bx/uTP/f9Uuant7G24tWeddj7djd+HduC7nV9sFLBgSt3+M+fx2j16WbeW3mCk9fLdo6SZPnm5PX+PNY0AB8XA5O5JcbcL63QfLxxA5NMJ39WaAtfPepkp2ZkK2U+limrxO+7lMDgn/dw6XYaAW72/PV8O7rX8zXZ+SyNShi4jrh79+48/fTTjBw5ssD9ixYtYvbs2Wzfvt2Y8ZlFcnIybm5uJCUl4epqQF4QjQa+qafkBRn9F4T0NF2QliIxBr5rAiIXnt9r9pxHcUkZ/HU4hqWHYoi5cz+9f4MAV55sWY3HmlbFzaHijmlLj3Y98R6dvtxGrkaw9uWO1A8wMPfPtumw43Oo0RHGrzZNkJLxZabC/2op+dme2wN+Dc0dUbGu3U2n05fb0AjY8EonQv1cjHr8ZYdieHfFCbJzBU2qVeHXsWGGfxmwQIZ8fhs8wBcREUGLFi0K3d+iRQsOHDhg6OEqluuHlMaPnWv5KxxYUlWq3U80tr/sEyM+yM/Nnhe7hbDj9a788XRrBjYJwNZaya76f/+cotWnm3ltaST7LyXIHEKV1IKIK+RqBO1rexre+MnNyVv9RcWbKFzR2TlDre7KdjlYDRbo7qgrMqpdrWgMGo1g+rozvPnXcbJzBf0b+7N0cpsK0fgxlMENoGrVqjFzZuEPulmzZlGtWjWjBFVuaceW6/SuXPMCWj+v/Ht8GaQlmDeWPFZWKtrX9uKHkc3Y/0533h9Qn1BfFzJzNPx99DpPzN5H9693MHPHRW6lZJo7XKmM5ORqWH74OgDj8movGeTCZki+ruSVqUglbiqLclIcVWtiB2VJ/Iqj17mTllXq46Vn5fDcwsPM2nEJgJe71eaHJ5sZvgiggjB4ksq3337L0KFD2bBhA23atAFg3759XLx4keXLlxs9wHJDiHzL3yvZhbF6G/BvArHH4Ej4/YKpFsLdyZaJHYKZ0L4GkTGJLD0Yw6pjN7h0O43P10Xx1YazdK/nw5Mtq9OpjjfWFSTNu1TYzvO3uJ2aiaeTLV3rFi7p80hy8nP5Vqc3WKkh/hQkXLT4/E0tgtxpVNWNE9eTWHwgmilda5f4WHFJGUyaf5BTN5Kxtbbiy2GNGdzMwPQPFYzBPUD9+vXj/PnzDBo0iDt37pCQkMCgQYM4d+4c/fr1M0WM5UPcCWU1lNoBavcwdzRlS6W63wt04DfIzTZvPEVQqVQ0q+7O50Mbc+DdHnwxtBHNqlchRyPYcOomE8IP0uGLrXyz8azZ09BLpqHt/RnUtKrhS3yTriu1v0AOf5VXjh7K3C0oF71AKpWKiR1qAMrQbUnznZ24lsSgn3Zz6kYynk62LHqmdaVv/EAJEyEGBgby6aef8vfff7NixQo+/fTTQsNfL7zwArdvV6IyBdo3U+3uYFsxs2YWq+EQcPKBlBvlYpmps52aJ1pWZ8UL7dnwSicmtg+miqMNsUkZfL/1Ap3+t40xc/az5ngsmTlyOX1FkJiexabTNwFKVtPo6EIQGgjqAF4hRo5OKjP18yVFLAf6NwrA28WOm8mZrDsZa/Dj15+MY8SsCG4mZxLi48zKKe1pUcPDBJGWPybLcrRw4cLKlRhR+2aqyMkPi6O2gxYTlW0zVIkvjVA/F94fWJ/973Tnh5HN6FDbCyFg1/nbTFl0hLbTt/LJ6tOcv5li7lClUvj32A2ycjXU83c1fPKzJrfiZX6urEL7Aypl0UrSdXNH80i2aivGtFFyVc3ZfVnvxRtCCH7ZfpHnFh7mXnYunep4s/yFdlTzcDRluOWKyRpAlWqFze3zcOsMWNncT7ZVGbWYqPwNrh2w+GyrD2OntmZgkwAWPt2anW905aVutfF1teNOWha/7b5Mz293MvSXvSw7FEN6lmVXlZYK++uI8mFXot6fC5sh+ZqS+LOyzfGraFx8lXmLAFHlI43BqNbVsVVbcfxaEkei7z5y/6wcDW/+dZwv1kcBMLZtEHPHtcDVXqYAya9i57kuK9ohn5qdwaGKWUMxKxdfZSgMlPIY5Vh1T0f+0yuUPW91Y+74FvSq74u1lYrDV+/y5l/HafXpFqb9fYJjMYmVq7FfTp2/mcKxmETUVioGNQ0w/ADayc9NRoFN5VsuXOGUs9VgXs52DM573c59RGLEO2lZPDVnP38evoaVCj56rAH/HdQQdQUva1ES8i9iDLrhL/nNUFcl/uTfkBJn3liMQG1tRbe6vswe24KIt7vxZp9QgjwdSc3MYfGBaAb9tIe+3+0ifM9lEtNLv0xVMo2/jihFJbuE+uDlbODqreQb90u9hI0zcmSSWWjrt13dA2nlY67qhLwq8etPxnE98d5D97kQn8rjP+/hwOU7ONupmTu+JePa1SjDKMsX2QAqrcRouHEUVFZ5Y8uVXNXmUK01aLLhUMUqjeLjas8LXWqz/fUuLH6mDYObBmCrtiIqLoUP/z1Nq8+28OGqU+SWQfFCSX+5GsHKo6UY/tJOfq7eDrxDjRydZBbuQUrqDqGBs2vNHY1e6vm70ramJ7kawYKIK4V+v+fCbYb8vIerCekEujuw/Pl2dAktQaqHSkQ2gErrTN4YcvV24Oxt3lgshbYX6NBcyKl4SQZVKhVta3ky48lmHHynBx891oC6fi5k5WgI33uFrVGmLV4oGWbX+VvcTM7E3dGGbobm/sk/+bnFBOMHJ5lPORsGg/uJERfvjy4wD3HR/mjGzj1AckYOYUHurJzS3uilMyoikzWAnnrqKcPqaJVXcvirsHoDwbUqpN2CkxU7Oaabow3j2tVg3dSOTGhfA4C/DseYNyipgL8OK8Nfg5pWxVZt4CXv4lZIigH7KpV3hWdFpf3/vLQdMspHweRudX0I8nQkOSOHv49cJ1cj+Hj1ad5ZcYJcjWBw0wD+eLq14cO8lZTBDaDjx48/9HbixAnOnz9PZqbyjf+XX37By8tL7+NOnz4dlUrFK6+8UuQ+f//9Nz179sTb2xtXV1fatm3Lhg0bCuwTHh6OSqUqdMvIyDD0qT5aajxERyjb2npYEljbQMtJyva+Xyy+8rIxqFQqnmypVG/eciaehNSK1/NVHiXdy2ZjaXL/5M/8LCc/VyzeoeBVB3Kz4Pwmc0ejF2srla6Ey9w9l5m84BBzdit1wl7rWYdvn2haactalITBDaCmTZvSrFmzQremTZtSt25d3NzcGDdunEENjoMHDzJ79mwaN25c7H47d+6kZ8+erF27lsOHD9O1a1cGDhzI0aNHC+zn6upKbGxsgZu9vQkuXlGrAQFVw8CtBBfXiixsAqjtIe44RO8zdzRlItTPhUZV3cjRCFYdu2HucCRg9fEbZOVoqOvnQgNDc/8kx8LZdcp2czn5uULSDYNZfvJWreEtAnG2U3PpVhpbouKxU1vxw8hmvNw9BJVKlvExZNqFwQ2gFStWEBISwuzZs4mMjOTo0aPMnj2b0NBQFi1axJw5c9i6dSvvvfeeXsdLTU1l9OjR/Prrr7i7uxe774wZM3jzzTdp2bIlISEhfPbZZ4SEhPDvvwXHcFUqFX5+fgVuJiGHv4rm6AGNRyjb+38xbyxlSNvLsDxv1ZFkXtrhr6HNAw3/cIhcCCIXqrcFn7omiE4yO+21+/wmyH74yipL42JvwxMtlcoLXs52LJnchoFNSpDaoSLKTIFlY/Te3eAG0Keffsp3333HpEmTaNSoEY0bN2bSpEl8++23fP3114wePZoffviBFStW6HW8KVOm0L9/f3r0MLx+lkajISUlBQ+Pgmm9U1NTCQoKIjAwkAEDBhTqIXpQZmYmycnJBW6PdO8uXN6pbNeVDaCH0k6GPrMaEivHvJjHmgRgY63i5PVkzsRWokzoFujirVSORidibaViUDMDPyA0uXBYZn6u8Pybglt1yE5X5nuVE2/2CeWr4U1Y/VIHmlUvvuOg0ki/A/Mfg6t79X6IwQ2gEydOEBQUVOj+oKAgTpw4ASjDZLGxj65ZsmTJEo4cOcL06dMNDQOAr7/+mrS0NEaMGKG7r27duoSHh7Nq1SoWL16Mvb097du35/z580UeZ/r06bi5ueluD9Y1e6iz60GTAz71wavkFXorNN8GENxJ+RZ98FdzR1Mm3J1s6V7XF4Dlh2UvkDlp//6d63jj42LgEPjFbZAUDfZuUH+QCaKTLIJKVS5Xg9mprRkWFoifm5yXBiglTeb2gRtHwF7/BqHBDaC6devy+eefk5V1P+lbdnY2n3/+OXXrKt3E169fx9fXt9jjxMTEMHXqVBYuXFii+TmLFy/mww8/ZOnSpfj43F/a2qZNG5566imaNGlCx44dWbZsGXXq1OGHH34o8ljTpk0jKSlJd4uJ0aO3orLX/tKXtkr84fmQlWbeWMqIdhhsZeR1snNLVr1ZKp1cjeDv0pS+ODxP+bfJSLBxMGJkksXRNoDOroUcmcy03Ll9Aeb2httnwSUAxvyt90PVhp7rp59+4rHHHiMwMJDGjRujUqk4fvw4ubm5rF6t5MS5dOkSL7zwQrHHOXz4MPHx8YSFhenuy83NZefOnfz4449kZmZibf3w2exLly5l0qRJ/Pnnn48cOrOysqJly5bF9gDZ2dlhZ2fAssHMVLi4RdmW83+KV6c3uNeAu1fg+LJKkUulc6g3Xs623E7NYue5W3SvV/yXAcn49l68TVxyBm4ONnSvZ2Dun5Q4Ofm5MqnWCpx8IC0eruyC2t3NHZGkr9hj8PsQSL8NnrVhzAqwqqL3ww3uAWrXrh1Xrlzhv//9L40bN6Zhw4b897//5fLly7RpoxSYGzNmDG+88Uaxx+nevTsnTpwgMjJSd2vRogWjR48mMjKyyMbP4sWLGT9+PIsWLaJ//0dnXhZCEBkZib+/v6FPtWgXNkNOBrgHK8M8UtGsrKHVZGV7/6xKsSTextqKwU2rAvcn4UplS/t3f6xJAHZqA5cFH82b/FytNfjWN0F0kkWxsoa6eZ8l5WgYrNK7uhfCByiNH7/GMGE9VKlu0CEM7gECcHZ25rnnnivJQ3VcXFxo2LBhgfucnJzw9PTU3T9t2jSuX7/OggXKZMTFixczduxYvvvuO9q0aUNcnFJrysHBATc3NwA++ugj2rRpQ0hICMnJyXz//fdERkby008/lSreArRLJus/powhS8Vr9hRs+wxunVGSjtXqau6ITG5oWCC/7b7M5jM3uZuWhbuTrblDqjSSM7LZcEq5Nhg8/KXRwJH5yrac/Fx51BuoDHtGrYH+XyuNIslynV0Pf45TOiKC2sPIxcp8PQOVKBP0xYsXeemll+jRowc9e/Zk6tSpXLx4sSSHKlZsbCzR0dG6n2fNmkVOTg5TpkzB399fd5s6dapun8TERCZPnky9evXo1asX169fZ+fOnbRq1co4QWVnwLm85Ity/o9+7N2URHIA+2eaN5YyUs/flQYBrmTnypxAZW3t8VgysjWE+DjTONDAi+KlbUp9P3s3aPC4aQKULE+Njsr/eVo8xBwwdzRScY4vgyWjlMZPnT7w1PISNX6gBA2gDRs2UL9+fQ4cOKAbAtu3bx8NGjRg06bSZdPcvn07M2bM0P0cHh7O9u3bC/xeCFHoFh4ertvn22+/5erVq2RmZhIfH8+GDRto27ZtqeIq4PIOyEpVJlsFNDfecSu6Vs8q/57bAAnGbyxbIpkTyDx0uX/CSpD7R5v5ufGTcvJzZaK2hTp9lW05DGa59s+Cv59RhqgbPwFPLCzV+9TgBtDbb7/Nq6++yv79+/nmm2/49ttv2b9/P6+88gpvvfVWiQMpN07nDX/VGwBWspas3rxqQ0gvQMCB2eaOpkwMaloVG2sVx68lcTYuxdzhVApXbqdx6OpdrFTweLOqhj045eb9yuBhcvJzpZN/OXwlmKtYrggB2z+HdW8qP7d+DgbPVMoulYLBn+Bnzpxh0qRJhe6fOHEip0+fLlUwFi83B86uUbbl8JfhtIkRj/4BGRU/SaCHky1dQ5UVSLIXqGxo/86d6njj62pgeo3IP5TcXoGt5OKGyqhWN7BxVPI/xR4zdzSSlkYD696C7Xn5Aru8A30+N0oHhMFH8Pb2JjIystD9kZGRBfLxVEhX9ygZoB09lfT4kmFqdVOKD2alQOQic0dTJrTDYH8fuU6OzAlkUpp8uX+GNpeTnyUD2TpCSE9lWw6DWYbcbFj5HByYpfzc93/Q5S2jLT4yuAH0zDPPMHnyZL744gt27drF7t27+fzzz3n22WeZPHmyUYKyWNo3RWg/sC7RArrKTaWC1nlzgQ7MUj50KriudX3wdLLldmomu87fNnc4Fdq+SwlcT7yHi72anvUNzL10ebuSq8pOTn6u1LQ9+7IBZH7Z92DpU3B8KaisYciv0Nq4bQyDG0D/93//x/vvv88PP/xA586d6dSpEz/++CMffvgh7777rlGDsygazf03hUyNX3JNRioz9u9cgvMbzR2NydlYWzFI5gQqE/lz/9jbGLiMWTf5eYTSEyBVTiG9wNpWySp866y5o6m8MpJg4VA4tx7U9soy98YjHv04AxncAFKpVLz66qtcu3ZNVzri2rVrTJ061fAVF+XJ9UOQGgd2rkp9K6lkbJ2g+Vhlu5JUiR8apjSANp2+SWK6TLVvCqmZOaw7qeT+GWpo7p/UeCX/C8jJz5WdvSvU7KJsa/O9SWUr9ZaS4PDqHuXzdswKpaKACRjcALp8+bKurISLiwsuLi4AnD9/nitXrhg1OIuifTPU6Q1qA8pmSIW1mgwqKyUpYvwZc0djcg0C3Kjn70pWroZ/ZU4gk1h7IpZ72bnU9HaiWbUqhj1YO/m5agvwa2SS+KRypBwWR60wEqOVul5xx8HJG8avhqB2JjudwQ2g8ePHs3dv4XLz+/fvZ/z48caIyfIIkW/5u6z9VWpVqt9PPb9/lnljKSPaydB/5U3SlYxLO/w1zNDcPxqNUqgX5ORnSRHaT/mCFnsM7l41dzSVR3wUzOkNdy6CW3WYuAH8m5j0lAY3gI4ePUr79u0L3d+mTZuHrg6rEOJOQOJVUDtA7eKLr0p60laJP7YE0u+YN5YyMKhpAGorFcdiEjl/U+YEMqbohHQOXL6DqiS5f67shLuXla72hkNME6BUvjh5KeUVAKJWmzeWyuL6YZjXF1JugHddmLgePGuZ/LQlmgOUklL4Ap6UlERubq5RgrI42q7Q2t2VOSxS6QW1A99GkHMPjiwwdzQm5+VsR5e8nEB/yZxARqXN/dOhthf+bgZmhS0w+Vm+t6U8chis7FzaDvMfg3t3oGoYTFgHbgZ+kSkhgxtAHTt2ZPr06QUaO7m5uUyfPp0OHToYNTiLoX0TyOSHxqNSQZu8xIgHflWSTFZw2mGwFTInkNFoNELXADK48GnqLTiT9w1fDn9J+WmH6KP3KRnCJdM48y/8MVwpLxXcGcb+A44eZXZ6g5PZfPnll3Tq1InQ0FA6duwIwK5du0hOTmbr1q1GD9Dsbp9Xqphb2ZhsJnql1XAYbPoAkq8pXc0NBps7IpPqVtcHd0cb4lMy2X3htq5HSCq5/ZfvcO3uPVzs1PSq72fYgyP/AE228q1TTn6W8nMLVF4X1w8r2f9bTDR3RBXPkd/h35dBaJQet6FzynyBkcE9QPXr1+f48eOMGDGC+Ph4UlJSGDt2LFFRUTRs2NAUMZqXdvVXzc7gUMWsoVQ4NvbQYoKyXQmqxNuqZU4gY9P2/gxo4o+DrQG5f2TmZ+lR5DCY6ez9AVa9qDR+mj0Fw8LNsrq6ROmMAwIC+Oyzz4wdi2XSDX/J1V8m0WIS7P4WoiPgRiQENDV3RCY1LCyQ8L1X2Hj6Jknp2bg5lq6YX2WWlpnD2hOxQAlKX1zZpSTjtHWBBnLys/QQ9R6DzR/C5Z1KCSQHd3NHVP4JAVv+C7u/UX5u9xL0/NhopS0MJcuZFycxBm4cVZZEhvY3dzQVk6v//dIDlWBJfIMAV+r6uZCVo+Hf4zInUGmsPxlHelYuNTwdCQsy8MNJN/l5ONg5Gz02qQLwrAU+DZQcUec2mDua8k+TC6tfvd/46fEh9PrEbI0fkA2g4p1br/xbvR04e5s3lopMuyT+5F9KVt4KTKVS6SbrygrxpVPi3D9pt+/37MrhL6k42p7/0zIrdKnkZMHySXB4HqCCATOgw6vmjko2gIp1Nq8BJIe/TCswTMnCm5sFh+aZOxqTG9S0KtZWKo5GJ3IhPtXc4ZRLMXfSibiUoOT+MXT4K3KRMvk5oJnJE61J5Zz22n9xC2TK92qJZKXB4ifh1AplMdGwuffnfpqZbAAV59oB5d96A8wbR2XQJq8X6NAc5dtCBebtYkeXOkqPouwFKpkVR5WM2u1qeVK1ioG5f7S9P01HGzkqqcLxbQDuwZCTARc2mzua8if9DiwYrDQgbRxh1BKLSjhaogZQTk4OmzdvZtasWbqkiDdu3CA1taK1kAUENFeWREqmVX8QuPhD6k3lm0IFpx0G+/vINXI1wszRlC9CiALDXwZJS4BrB5Xt0L5GjkyqcFQquRqspFLiILy/0pFgX0XJ8WNhlRQMbgBdvXqVRo0aMWjQIKZMmcKtW7cAJT/Q66+/bvQAza6+TH5YJqxtoOUkZXv/L8pqgQqsWz0fqjjacDM5kz0Xbps7nHLl4JW7RN9Jx8nWmt4NDMz9c3ErIJTJrfKLjaQPbQLccxsgJ9O8sZQXdy7BnF4Qfxqc/ZTsztVamTuqQgxuAE2dOpUWLVpw9+5dHBzudz0//vjjbNmyxajBWYS6cv5PmQmbANZ2yso77bf0CspObc1jTQIAmRPIUMvz/l79G/vjaGtgJo8Lm5R/Q3oaOSqpwqoapvROZ6XApR3mjsby3TwFc/so9TPdayh1vXzrmzuqhzK4AbR7927ee+89bG1tC9wfFBTE9esVrNK1Vyh41TZ3FJWHk5eyLBlg3y/mjaUMaIdvNpyKI+letpmjKR/Ss3JYk5f7Z1hYNcMerMm9P48jpJeRI5MqLCsrqJs3D/SMXA1WrOj9SlHT1JtKL+vEDeARbO6oimRwA0ij0Ty06Om1a9dwcXExSlAWI7SfuSOofFrn1Qc7/Q8kVbAG9QMaVXWjjq8zmTka1hyPNXc45cKGU3GkZuZQ3cORljUMzP1z4yikJ4Cdm0V2x0sWTDsPKGpNpahbWCIXNsPvgyEjCaq1hglrwMXAIeoyZnADqGfPnsyYMUP3s0qlIjU1lQ8++IB+/SpYg0Gu/ip7fo0gqAOIXDj4m7mjMSmZE8hwyw8rjeKhzQ3M/QNwfqPyb62uypwzSdJXUHtw9FIqlm/+wNzRWJ6Tf8OiJyE7XZnoPGZFucicbXAD6Ntvv2XHjh3Ur1+fjIwMRo0aRY0aNbh+/TpffPGFKWI0H+9Qc0dQOWmrxB8Oh+x7Zg3F1AY3rYqVCg5fvculWxVtFaVxXU+8x56LyoTxIc2rGn4AbQNIDn9JhrJWQ/+vlO2IH+HoQvPGY0kubIblTyu5tRoMgScXg62TuaPSi8ENoICAACIjI3n99dd59tlnadasGZ9//jlHjx7Fx0dWt5aMILQfVKmufNs6vszc0ZiUj6s9nWVOIL2sOHINIaBNTQ+qeTga9uDUeGUIDCxuKa5UTjR4HDq/pWz/+wpE7zNrOBYh/gz8OUHpsW/8BAz9DdS2j36chShRHiAHBwcmTpzIjz/+yM8//8zTTz9dYEWYJJWKlTW0mqxs759V4ZfEayfz/n3kuswJVAQhBMuPKMNfBk9+hvuTn/2bgIuvESOTKpXObyvL4jXZsPQppV5kZZV6CxaNgMxkpVzUYz8o1+5yxOBq8KtWPXwWvEqlwt7entq1axMcbLmzvqVyotkY2DYd4k8plbuDO5k7IpPpXs8HNwcbYpMyiLiYQIcQL3OHZHGORN/l8u00HG2t6duwBBMr5fCXZAxWVvD4TLhzGW6egMUjYdKGcjPkYzTZ92DJSEiMBo+a8OQfoLYzd1QGM7gBNHjwYFQqFeKBb+Xa+1QqFR06dGDlypW4u1v+JCjJQjlUgaYjlYnQ+2ZW6AaQvY01A5v4s3BfNH8djpENoIfQ5krq29AfJzsDL1u5OXkJEJENIKn0bJ1g5GL4tavSCFrxHAyfrzSOKgMh4J8pSq42ezcYtQwcPcwdVYkY/D+2adMmWrZsyaZNm0hKSiIpKYlNmzbRqlUrVq9ezc6dO0lISKiYWaGlstXqWeXfs2uVb1wVmHZYZ/2pOJIzZE6g/DKyc1l9TJv7pwTZm68dVJbmOrgrSe0kqbSqVIMnFirFPc+sgh0VbAFQcbZPh5PLwUqt/A28QswdUYmVKBP0N998Q/fu3XFxccHFxYXu3bvz1Vdf8cYbb9C+fXtmzJjBpk2bTBGvVJl414Fa3QEBB341dzQm1STQjdo+zmRka1grcwIVsOFUHCmZOVSt4kDr4BJ809QOf9XuUe7mKEgWrHobGDhD2d7xeaWoYcjxZfcbewNmlPueeYMbQBcvXsTV1bXQ/a6urly6dAmAkJAQbt+W9Y0kI9BWiT/6O2SmmDcWE5I5gYqmnfw8NCwQKysDc/8AnNeWv5DDX5KRNXsK2kxRtlc8DzcizRqOSV2NUIa+ANpPheZjzBuPERjcAAoLC+ONN97QFUEFuHXrFm+++SYtW7YE4Pz58wQGykKDkhHU6g6etZWVBseWmDsak3q8mZIT6OCVu1y5nWbucCxCXFIGu88r15qhJcn9k3xDmaeBKq83UZKMrOd/lddWzj1YMgpSbpo7IuO7cxmWjobcLCUrdvcPzR2RURjcAJozZw6XL18mMDCQ2rVrExISQmBgIFeuXOG335TMvampqfzf//2fQcedPn06KpWKV155pdj9duzYQVhYGPb29tSsWZOZM2cW2mf58uXUr18fOzs76tevz4oVlaBrsqKysrpfHmP/TNBozBuPCfm62tMxROYEyu/vo9fQCGhVw4MgzxKstNH2/gS2ACdP4wYnSaAkSRw2FzxDIPm6sjy+IlWNv5eoLHdPTwD/pvD47Aoz4dvgZxEaGsqZM2f4559/ePnll3nxxRdZtWoVp06dok6dOoCyUmzMGP27xw4ePMjs2bNp3LhxsftdvnyZfv360bFjR44ePco777zDyy+/zPLly3X7RERE8MQTTzBmzBiOHTvGmDFjGDFiBPv37zf0qUqWoslIsHOFhAtwcYu5ozEp7TDY30euo6nkOYGEELrK7yWa/Axy+btUNhyqwMglyqqoaweURIkVIX9ZbjYsGwu3z4FrVeU52hqYhNSCqcSD69nLWGpqKs2bN+fnn3/mk08+oWnTpgVqjeX31ltvsWrVKs6cOaO777nnnuPYsWNEREQA8MQTT5CcnMy6det0+/Tp0wd3d3cWL16sV0zJycm4ubmRlJT00PlOkhmsfwf2/aR0NY/529zRmExGdi4tP91MSkYOi55uTbvalXdJ/NHouzz+814cbKw5+F4PnA1d/p6TBV8GQ1YqPLMNqjY3TaCSpHVxKywcpmRG7vUJtHvJ3BGVnBDw71Q4Mh9snGDievAvvpPCEhjy+V2ifqy0tDTWrl3LzJkz+f777wvcDDVlyhT69+9Pjx6PTk8fERFBr14Fv8n17t2bQ4cOkZ2dXew+e/fuLfK4mZmZJCcnF7hJFqbVM4BK6QG6dc7c0ZiMkhMoALif+6ay0j7/Pg39DG/8AERHKI0fJ2+l616STK1WN+j9mbK96X04t9G88ZRGxI9K4wcVDJtTLho/hjL4qnL06FH69etHeno6aWlpeHh4cPv2bRwdHfHx8eHll1/W+1hLlizhyJEjHDx4UK/94+Li8PUtmMbe19eXnJwcbt++jb+/f5H7xMXFFXnc6dOn89FHH+kdt2QGHsFKjbCza5S5QAO+MXdEJjMsLJBF+6NZezKWjwY1wMW+8lUuz8jO5d9jNwAjDH/V7llh5ixI5UDrZ5UM9kcWwPJJ8PTm8ldYO2oNbMybx9v7Uwjta954TMTgq8Krr77KwIEDuXPnDg4ODuzbt4+rV68SFhbGV199pfdxYmJimDp1KgsXLsTe3l7vx6lUBZfBakfw8t//sH0evC+/adOm6ZI6JiUlERNTieu7WDJtlfhji5WJeRVUs2pVqOntREa2hnUnim64V2Sbz9wkOSOHADd72tYs4eRlbf2vkJ7GC0ySHkWlgn5fK/WxMpNh0ROQfsfcUenvRqRS3R0BLSZCmxfMHZHJGNwAioyM5D//+Q/W1tZYW1uTmZlJtWrV+PLLL3nnnXf0Ps7hw4eJj48nLCwMtVqNWq1mx44dfP/996jVanJzcws9xs/Pr1BPTnx8PGq1Gk9Pz2L3ebBXKD87OztcXV0L3CQLVKMj+DaE7HQlL1AFlT8n0F+VdDWYdvhrSPMS5v65exVuRYHKGmp1NXJ0kvQIalt44ndwqw53L8Of45UJxZYu+QYsflK5xtbsCn2/VBp0FZTBDSAbGxtdb4qvry/R0dEAuLm56bb10b17d06cOEFkZKTu1qJFC0aPHk1kZCTW1oUztrZt27ZQhumNGzfSokULbGxsit2nXbt2Bj1PyQKpVEr3MsCB2aAp3EiuKB5vVhWVCg5cvsPVhMqVEyg+OYOd5/Jy/5R0+OtC3jWgWmulBIYklTUnL6VmmI0TXN4BG/TvIDCLrDSltyolFrzrwvBwsK7Yw+8GN4CaNWvGoUOHAOjatSvvv/8+f/zxB6+88gqNGjXS+zguLi40bNiwwM3JyQlPT08aNmwIKENTY8eO1T3mueee4+rVq7z22mucOXOGuXPnMmfOnAJ1x6ZOncrGjRv54osviIqK4osvvmDz5s2PzC8klRONhoODh1KF+Oxac0djMv5uDnTIWwGmzYRcWaw4eh2NgLAgd4K9SlhlW5f9WQ5/SWbk1xCGzFa2D8yGQ/PMG09RNLmw/BmIOw6OXjBqqbK0v4IzuAH02Wef4e/vD8DHH3+Mp6cnzz//PPHx8cyePduowcXGxhboVQoODmbt2rVs376dpk2b8vHHH/P9998zdOhQ3T7t2rVjyZIlzJs3j8aNGxMeHs7SpUtp3bq1UWOTzMTGAcLGK9v7CifBrEh0pTEOX6s0OYGEELrhrxJPfs7OgEs7lG2Z/0cyt3oDoNt7yvba1+HKbvPG8zCbP1AWmFjbwZOLwL2GuSMqEwblARJCEB0djY+PDw4ODqaMy6xkHiALl3QdZjRScm08u6tCLs+EvJxAn2wmJTOHxc+0oW2tip/J+Pi1RB77cQ92aisOvtcD15KsgLuwGRYOBZcAeO10hZ7DIJUTQigrwk4uV3qwn9mqrGy1BIfnw795q7eHzoFGw8wbTymZLA+QEIKQkBCuXaucEzMlC+FWFeoPUrYPzDJvLCZkb2PNgCZKb2tlyQmkfZ69G/iVrPEDBYe/ZONHsgQqFTz2o5KP6t4dpWaYJRR3vrQd1rymbHeZVu4bP4YyqAFkZWVFSEgICQkJpopHkvSjrRJ//E9Iu23eWExIOwy07mQsaZk5Zo7GtDJzcvknspS5fyBf+Qs5/0eyILaOyqRoZ1+IPw1/TzZvbcNb52DpWNDkKHMrO79lvljMxOA5QF9++SVvvPEGJ0+eNEU8kqSfwJYQ0BxyM2HvD+aOxmSaV1cmAqdn5bL2RKy5wzGprWfiSbqXjZ+rPe1LWgIk4SLcuQRWNhDc2bgBSlJpuQYoc2ys7ZRFHFs/Nk8caQmwaDhkJikrJR/7sVL2lhrcAHrqqac4cOAATZo0wcHBAQ8PjwI3SSoTKhW0naJs75kBK1+ArHSzhmQK+XMCVfQK8drhr8ebV8W6JLl/4P7wV1BbsJfz9yQLFNgCHsv70rb7G6UXuyzlZMLS0XD3ClQJUhpkNvonI65IDC6FUVShUkkqcw2HKm/ibZ9C5B9w4ygMnw/edcwdmVE93qwqX208y75Ld4i5k041j4pTjVnrVkom27W5f5obY/hLrv6SLFiTJ5RhsD0z4J8p4FETAsNMf14hYNVLSp08OzcYtUzJV1RJGdwAGjdunCnikCTDqVTQ6XWlC3f5JOWCMrsLDPwOGg83d3RGE1DFgfa1vNh94TbLj1zjlR4Vq4EH8E/kdXI1gmbVq1Dbx7lkB8lKu7/EWDaAJEvX/X0lW/m59cqk6MnblCEyU9r5FRxfqmRIHzEffOqa9nwWrkQVAi9evMh7773HyJEjiY+PB2D9+vWcOnXKqMFJkl6COyrL4Wt0hOw0+Ptp+PcVJR9MBZF/GKyi5QTKn/unVL0/l3cpc8KqVAevitdIlCoYK2sY8it414PUOKURlH3PdOc7uRy2faJs9/9KloihBA2gHTt20KhRI/bv38/ff/9NamoqAMePH+eDDz4weoCSpBcXXxj7D3R6E1DB4Xkwp4cyKbYC6N3AD2c7NTF37nHwSjkqrKiHUzeSiYpLwVZtxcDGpfgGnH/4qxJO6JTKIXtXZWWYg7syhP/Pi8owlbHFHIQVeStn276oFDmVDG8Avf3223zyySds2rQJW1tb3f1du3YlIiLCqMFJkkGsrKHbu/DUX+DoCXEnlCGx0/+YO7JSc7C1pn+jipkTSPt8etX3xc2xhLl/hMiX/0cOf0nliEcwjFgAVmo4+ZcyMdqY7l6FJSOV3tHQftDzv8Y9fjlmcAPoxIkTPP7444Xu9/b2lvmBJMtQu4cyJFatDWQmw7KxsO5tyMkyd2SlMqyFMjy05kTFyQmUlaPhn0il1lmJC58C3DoLSdHK8uIaHY0UnSSVkeBO0PcLZXvLxxBlpDqHGUlKgdO0W+DXSBlysypcaLyyMrgBVKVKFWJjC+cjOXr0KFWrVjVKUJJUam5VYfxqaD9V+Xn/LzCvj1JEtZxqEeROkKcj6Vm5rD8ZZ+5wjGLb2Xjupmfj42JHx5Lm/oH7w181OigJ5ySpvGn5NLSYBAj4+xm4Wco5tbk58OcEuHUGnP1g5FKwK+ECgwrK4AbQqFGjeOutt4iLi0OlUqHRaNizZw+vv/56gcrtkmR21jZKd+/IJWBfBa4fhpkd4ex6c0dWIiqVimHNK1ZOoPy5f9TWJVqToZDL36WKoO8XSg9mViosfrLkWe6FgPVvwcUtYOMIo5YoXwqlAgy+4nz66adUr16dqlWrkpqaSv369enUqRPt2rXjvffeM0WMklQ6oX3h2Z1K5uiMRFj8BGx6H3KzzR2ZwR5vrlzE9l5M4Nrd8p34MSE1k21RyirSYaVZ/ZWRDNH7lG1Z/kIqz6xtlPlA7sFKb/WysSUbut8/Cw7+BqhgyGwIaGb0UCsCgxtANjY2/PHHH5w7d45ly5axcOFCoqKi+P3337G2lmOLkoVyD4KJG6D1c8rPe76D+QMh+YZ54zJQoLsj7fKqwv995LqZoymdfyJvkKMRNAl0I8TXpeQHurwDNNngUQs8axkvQEkyB0cPpdfa1gWu7oF1bxi2MuzcBtgwTdnu+RHUG2iaOCuAEi2DB6hVqxbDhg1jxIgRhISEGD0wSTI6ta3SxTx8Pti5KtlQZ3aAC1vMHZlB8ucEEqZYMltGdLl/SjP5GeTwl1Tx+NSFYXNQUnqEw4Ff9Xtc3En4ayIIDTQbA+1eNmWU5Z7BDaCePXtSvXp13n77bVkQVSqfGgyGyduVVRHpCbBwKGz7DDS55o5ML30a+uFka83VhHQOXb1r7nBK5PSNZE7HJmNrXcrcPwWWv8vhL6kCqdMbenyobK9/Gy5tL37/lDhlxVdWqrKqrP83Mh/WIxjcALpx4wZvvvkmu3btonHjxjRu3Jgvv/ySa9cqxqRMqZLwrAWTNkPYBEDAji/g98GQGm/uyB7J0VZNP21OoEPl832nncTdo74P7k62j9i7GDdPQkqsMtEzqL2RopMkC9F+KjR+EkQuLBtXdGLXrHRYPBKSr4FniDKPSF2K91UlYXADyMvLixdffJE9e/Zw8eJFnnjiCRYsWECNGjXo1q2bKWKUJNOwsYeBM5TcGDZOcHmnMiR2eZe5I3sk7TDYmhOxpGeVr5xA2bkaVh7Ny/1TmsnPcH/4K7hzpa1oLVVgKpVS27Bqi7wFHE8quX3y02hg5XNw44iSUXrUUuVf6ZFKse4UgoODefvtt/n8889p1KiRbn6QJJUrjUcoQ2Le9SD1Jix4TCkaqNGYO7IitazhQXUPR1Izc9hwqnzlBNpx9hYJaVl4OdvRqY536Q4mh7+kis7GHp78A1wC4PY5ZY5P/uH6rR8r2e6tbODJRXIhgAFK3ADas2cPL7zwAv7+/owaNYoGDRqwevVqY8YmSWXHuw48swWajFImEG79GBYNhzTLzG5uZaXS9Z4sP1y+VoPpcv80C8CmNLl/7t2FmP3KtmwASRWZix+MXARqB7iwWUnjwf+3d+dhUZXtA8e/AwKCCCgCbggoiCKKa4obkOJWblma4kL6Wr5ZkUuL5pJZopn+UiuzNLVFsUKstHzNBXBFcs8FBUEUUVxQEBVkOL8/JqYmUEGBM8D9uS4u55zznHPuMwVzz7MCh777e+mMfkvApaN6MZZDxf7rM3XqVNzc3HjyySc5d+4cH3/8MZcuXeLbb7+ld+/epRGjEGXDvBoMXAr9P4UqVXV/aJZ1geQYtSMr1DN/zQm0O+EqKTdKcRXpEpSelcO2U5eBEhj9lbBdl6w6NNGtAC9ERVa3FQz4VPd67ye65X1++Wum+y6ToeVQ9WIrp4qdAEVGRjJ58mRSUlLYtGkTw4YNw8pKpp4XFUir4fCfbWDvDhkpsKoP7PmkdFZpfgzONa3o0LAmigIR5WRm6J+PXOSeVsG7ng1Nats83sWk+UtUNt6DoOsbutcxS3XzXzUbCAHvqBtXOVXsBGjPnj2MHz+eWrUeY90eIYxdbW9dvyDvQZCXC1vegbAgXbOLEXm2jTMA4QdTysWcQPnNX4818zPo+mfFb9W9lvl/RGXiPxWaPK17Xa8tDFgKJo/VnbfSqvKoJ544cYLk5GRycgyn6e7Xr99jByWEUbCoDoNW6NrVN0+BuE2w7JhuIsV6rdWODoDe3rWZ8dOfJF7N4mByOm1caqod0n3FXcrkWMpNzEw19Gv5mOsSpR7WrXBtXh2cO5RIfEKUCyYm8OxKXROwa2cws1Q7onKr2AnQ2bNnGThwIMeOHUOj0ei/dWr+mnBJqy0fk8kJUSQajW6V5nptdPNw3DgHX/WEnnN0+1WeaKyaRRV6e9ch/OAFfjxwwagToPy5f55s4kjNx5n7B/5u/mrkL/OdiMqnijl49lI7inKv2PVmISEhuLm5cfnyZaysrDh+/DjR0dG0bduWyMjIUghRCCNQt5VuQdUmT4M2B36dDD++oFuIU2X5cwJtPJLKnRzj/AKSq83Tr12W32z3WGT5CyHEYyp2ArR3717ee+89HBwcMDExwcTEhM6dOxMaGsprr8m6I6ICs7SDId9Cz1AwqQLHI+ALf7h0TNWw2rvVpH4NSzKzc9lywjjnBIo+c4Wrt7Kxr2aOv+djzv2TdRVSDuheu0sHaCHEoyl2AqTVarG2tgZ0s0JfvKhbTdvFxYW4uLiSjU4IY6PRgO/L8MJmsKkP1xNgeXc4sFq1UWL/nBMov5OxMcnV5hG2/zwA/VvWe7y5f+CvxWsV3VpuNnUeP0AhRKVU7D5A3t7eHD16lIYNG9K+fXs+/PBDzM3N+eKLL2jYsGFpxCiE8XFuB+N2QsRLuuaYX16Dc3vg6YW6+YTK2KDW9Vm07Qy74q+SevMOdWzV6xipKApn0m6x68xV9iRcZd/Z69zK1i3X8ezjzv0Dfzd/Se2PEOIxFDsBmjZtGllZWQC8//77PP3003Tp0gV7e3vWrVtX4gEKYbSsasLQdbBnEWybDUfDdItzjvkdzMt2bqwG9lY84VaT/YnXWX8whfEB7mV6/5Qbd9gdf5Xd8VfZk3CNK5nZBsftrMx4rk19vOo+5tw/eVoZ/i6EKBHFToB69uypf92wYUNOnDjB9evXqVGjhn4kmBCVhokJdJ4A9Z+A70foEqATG6DlsDIP5dk29dmfeJ3wAxd42b9Rqf4+pmflsPfsNX3Ck3g1y+B4VTMT2rnWpLN7LTq518Krjg0mJiUQz4U/dItCVrWF+u0e/3pCiErrkecB+qeaNY136K0QZcK1E7T/L+x4Hw6vUSUB6tO8DjN/Os7Zq1kcOn+D1g1KbkXoOzlaYpOusztBV8tz/GKGQZcnUxMNPvVt6eRei46NatHaxQ6LKqYldn+9+Pzh793AtET+fAkhKilV/4IsXbqUpUuXkpSUBECzZs2YMWPGfdcUCw4OZvXq1QX2e3l5cfz4cQBWrVrFCy+8UKDMnTt3qFq1askFL8S/+TwPOz6ApJ1wI7nM16eytqhCb+/arD+Uwo8HLjxWApSrzePIhZvsib/K7oSrHDx3gxxtnkGZxk7WdGxUi87utWjfsCbVq5o97iM8nAx/F0KUEFUToPr16zN37lzc3XX9FVavXk3//v05dOgQzZo1K1B+0aJFzJ07V7+dm5uLj48Pzz33nEE5GxubAiPSJPkRpc7OGdy6QGI0HFkHfm+UeQjPtqnP+kMp/HLkIjOe9qKqWdFqYfI7Luf344k5e53Mvzou56trW5VOfzVpdWxkj6NNGf9OZV6C1CO61+7dy/beQogKR9UEqG/fvgbbH3zwAUuXLmXfvn2FJkC2trbY2trqtzds2EB6enqBGh+NRkPt2rVLJ2ghHsRn2F8J0FroOrnMZ4ru0NCeenaWpNy4w5YTl+nnU/e+ZfM7LutqeQrvuOzb0F6f9LjaW6nbzy+/83Pd1mD9mHMJCSEqPaNpRNdqtfzwww9kZWXh6+tbpHNWrFhB9+7dcXFxMdh/69YtXFxc0Gq1tGzZktmzZ9OqVav7Xic7O5vs7L//+GdkqD+7ryinmvaFTZN08wOd3w8N2pfp7XVzAtVj8fZ4wg9cMEiAbtzOYW/CNXY9pONyJ/dadGpUC6+6NpiWRMflkiLNX0KIEqR6AnTs2DF8fX25e/cu1tbWRERE4OXl9dDzUlNT+e2331izZo3B/iZNmrBq1SqaN29ORkYGixYtolOnThw5cgQPD49CrxUaGsqsWbNK5HlEJWdhDV794cga3U8ZJ0AAz7Suz+Lt8ew8c4WNRy9yLOUme+Kv8efFmwYdl0004ONsR6dGuhqeUuu4XBK09yBhh+61JEBCiBKgURSVpq/9S05ODsnJydy4cYPw8HCWL19OVFTUQ5Og0NBQFixYwMWLFzE3v/9iiHl5ebRu3ZquXbuyePHiQssUVgPk7OzMzZs3sbF5zHlLROWTGA2r+4KFLUyOU2W15uc+30NsUnqB/R6O1vomrfYNa2JTFh2XS0LSLlj1FFjZw+R43fQDQgjxLxkZGdja2hbp81v1GiBzc3N9J+i2bdsSGxvLokWLWLZs2X3PURSFr776ihEjRjww+QEwMTGhXbt2nDlz5r5lLCwssLCweLQHEOLfXDqDbQO4mQynNkHzZ8s8hLFdGhKbdIC6tlXp6K4bqaVKx+WSop/9ubskP0KIEqF6AvRviqIY1MYUJioqivj4eMaMGVOk6x0+fJjmzZuXVIhCPJiJCfgMgej5us7QKiRAPZrVJu79XpibmlSMCUrP/DX/jzR/CSFKiKoJ0NSpU+nduzfOzs5kZmYSFhZGZGQkmzdvBmDKlCmkpKTw9ddfG5y3YsUK2rdvj7e3d4Frzpo1iw4dOuDh4UFGRgaLFy/m8OHDfPrpp2XyTEIA4DNUlwAlbIeMVFUW7TTa/jzFdfMCpJ0AjQk0elLtaIQQFYSqCdDly5cZMWIEqamp2Nra0qJFCzZv3kxgoG6Rw9TUVJKTkw3OuXnzJuHh4SxatKjQa964cYMXX3yRS5cuYWtrS6tWrYiOjuaJJ54o9ecRQs++ETi3h/MxcOx76BSidkTlV37tT/12uvXXhBCiBKjeCdoYFacTlRD39cdK2Pg6ODSFl/eW+ZxAFcbaYRC3CZ6cBl3LfnJJIUT5UZzPb+lNKERpaTYQTC3gyklIPax2NOVTbjacjdS9lv4/QogSJAmQEKXF0g6aPKV7fXitqqGUW+f2wL0ssK4NtVuoHY0QogKRBEiI0pS/KvyxHyA3R91YyiP96K/u0oQohChRkgAJUZoaBoC1E9y5/vdcNqLo9PP/BKobhxCiwpEESIjSZFoFWgzWvT4izWDFcv0sXDsDGlNoFKB2NEKICkYSICFKm89fzWCn/wdZ19SNpTw589fq7w18oaqturEIISocSYCEKG1OXlDHB/LuwZ8/qh1N+RGf3/9Hmr+EECVPEiAhykJ+LdDhNerGUV7cu6NbVBZk+LsQolRIAiREWWj+LJhU0c0HlHZS7WiMX9IuyL0LNvXBsana0QghKiBJgIQoC9VqgUdP3WupBXq4/NFfHoEy/F0IUSokARKirLQcqvv36PegzVU3FmOmKP9IgKT5SwhROiQBEqKsePQEy5pw69LfyzuIgq7FQ3oSmJqDW1e1oxFCVFCSAAlRVqqYQ/PndK+PSDPYfeXX/rh0BAtrdWMRQlRYkgAJUZbym8FObYK7N9WNxVhJ85cQogxIAiREWarTEhya6kY4HY9QOxrjk31LtwAqSAIkhChVkgAJUZY0mr9rgWSF+IISo0GbAzVcwd5d7WiEEBWYJEBClLUWQ0BjAuf3wbUEtaMxLv9s/pLh70KIUiQJkBBlrXptaPSk7vWRMHVjMSaKAmfyl7+Q5i8hROmSBEgINfj81Qx2JAzy8tSNxViknYSMC1ClKrh2VjsaIUQFJwmQEGpo8hRY2MLNZDi3S+1ojEN+85dbVzCzVDcWIUSFJwmQEGows4RmA3SvpTO0jjR/CSHKkCRAQqil5V8rxJ/4STf8uzK7exOS9+peu3dXNxYhRKUgCZAQanFuDzUbwr0sOPmL2tGoK2EHKFqw94CabmpHI4SoBCQBEkItGs0/OkNX8qUxpPlLCFHGJAESQk0thuj+TdwJN86rG4taFAXi8xOgQHVjEUJUGpIACaGmGi7g2gVQ4GglnRPo0lG4dRnMqukWQBVCiDIgCZAQavP5x9IYiqJuLGrIH/7e0B+qWKgaihCi8pAESAi1efUDMyu4ngAXYtWOpuydkeYvIUTZkwRICLVZVIem/XSvD1eyztC3r/+d9EkCJIQoQ5IACWEM8leIP74e7t1VN5aylLAdlDxwbAa29dWORghRiUgCJIQxcO0KNvV1EwLG/ap2NGVHv/q71P4IIcqWJEBCGAMTE/D5a0j8kUqyNEaeFuK36l5LAiSEKGOSAAlhLPJHg8Vvg8zL6sZSFi4egtvXwMJGNyu2EEKUIVUToKVLl9KiRQtsbGywsbHB19eX33777b7lIyMj0Wg0BX5OnTplUC48PBwvLy8sLCzw8vIiIiKitB9FiMdXywPqt9MtCXHse7WjKX35zV+NAsDUTN1YhBCVjqoJUP369Zk7dy5//PEHf/zxB08++ST9+/fn+PHjDzwvLi6O1NRU/Y+Hh4f+2N69exkyZAgjRozgyJEjjBgxgsGDBxMTE1PajyPE48tfILUyzAkky18IIVSkURTj+itbs2ZN5s+fz5gxYwoci4yMJCAggPT0dOzs7Ao9f8iQIWRkZBjUJPXq1YsaNWqwdm3R+lZkZGRga2vLzZs3sbGxeaTnEOKR3LkBHzUGbTa8FA11fNSOqHTcSoOP/vriMikOqtdWNx4hRIVQnM9vo+kDpNVqCQsLIysrC19f3weWbdWqFXXq1KFbt27s2LHD4NjevXvp0cPwG2XPnj3Zs2fPfa+XnZ1NRkaGwY8QqrC0gyZ9dK8PV+DO0PHbdP/W8ZHkRwihCtUToGPHjmFtbY2FhQXjxo0jIiICLy+vQsvWqVOHL774gvDwcNavX4+npyfdunUjOjpaX+bSpUs4OTkZnOfk5MSlS5fuG0NoaCi2trb6H2dn55J5OCEehc9fzWDHfgDtPXVjKS364e/S/CWEUEcVtQPw9PTk8OHD3Lhxg/DwcEaNGkVUVFShSZCnpyeenp76bV9fX86fP89HH31E165d9fs1Go3BeYqiFNj3T1OmTGHixIn67YyMDEmChHoaPQnWTroFQs/8/neNUEWhzYWEv2qAJAESQqhE9Rogc3Nz3N3dadu2LaGhofj4+LBo0aIin9+hQwfOnDmj365du3aB2p60tLQCtUL/ZGFhoR+Jlv8jhGpMq0Dz53Svj1TApTEuxOomfLSsAfXaqB2NEKKSUj0B+jdFUcjOzi5y+UOHDlGnTh39tq+vL7///rtBmS1bttCxY8cSi1GIUpc/Gixus269rIpEP/y9G5iYqhuLEKLSUrUJbOrUqfTu3RtnZ2cyMzMJCwsjMjKSzZs3A7qmqZSUFL7++msAPv74Y1xdXWnWrBk5OTl8++23hIeHEx4err9mSEgIXbt2Zd68efTv35+ffvqJrVu3smvXLlWeUYhH4tQMareAS0fhz3B4YqzaEZUcGf4uhDACqiZAly9fZsSIEaSmpmJra0uLFi3YvHkzgYG6afFTU1NJTk7Wl8/JyWHy5MmkpKRgaWlJs2bN2LRpE336/N1HomPHjoSFhTFt2jSmT59Oo0aNWLduHe3by0yzopxpOQw2H9WtEF9REqCMi3D5GKAB925qRyOEqMSMbh4gYyDzAAmjkHUVFnhCXi68HAOOTdSO6PEd/Bp+fhXqtYWx29SORghRwZTLeYCEEP9SrdbfzUQVpTO0DH8XQhgJ1YfBCyEewGcoxP0KR7+HbjPLd6fh3BxIiNS9ltXfH1leXh45OTlqhyGEaszNzTExefz6G0mAhDBmjXvqhotnpsLZHeDeXe2IHt35fZCTCdUcoE5LtaMpl3JyckhMTCQvL0/tUIRQjYmJCW5ubpibmz/WdSQBEsKYVbEA72ch9kvd0hjlOQHKb/5yD4QS+PZW2SiKQmpqKqampjg7O5fIN2Ahypu8vDwuXrxIamoqDRo0eOAkxw8jCZAQxq7lUF0CdGqjbgLBqrZqR/Ro9MPfpfnrUeTm5nL79m3q1q2LlZWV2uEIoRoHBwcuXrxIbm4uZmZmj3wd+QohhLGr2xpqeULuXTi+Qe1oHk36ObhyCjQm0ChA7WjKJa1WC/DY1f5ClHf5vwP5vxOPShIgIYydRqOrBQI4Uk5XiI//q/bHub2uT5N4ZI9T5S9ERVBSvwOSAAlRHrQYoqs9Sd4L18+qHU3xSfOXEMLISAIkRHlgUxca+uteHwlTNZRiS4yGs5G61zL/jxDCSEgCJER54fPXAqlH1kJ5GQb9x0r4ZqCu/5JbV3DyVjsiIco1f39/Xn/99WKdo9Fo2LBhQ6nE82+RkZFoNBpu3LhRJvd7HDIKTIjyoslTYF4dbiRD8h5w7ax2RPeXp4Ut02DfZ7rt5s9Bv090/ZmEEI9s/fr1jzXyqTCRkZEEBASQnp6OnZ1diV7bmEkNkBDlhbkVNBuge33YiDtD382Atc//nfwETINnvgSzqurGJSoNrVZbYSeLrFmzJtWrV1c7jApBEiAhypOWQbp/T2yAnCxVQylUehKs6KGb9LCKJTy3GvzekJqfUqAoCrdzclX5Ke4a2ps3b6Zz587Y2dlhb2/P008/TUJCAgC+vr68/fbbBuWvXLmCmZkZO3bsAHQzYL/55pvUq1ePatWq0b59eyIjI/XlV61ahZ2dHRs3bsTLywsLCwvOnTtHbGwsgYGB1KpVC1tbW/z8/Dh48KDBvU6dOkXnzp2pWrUqXl5ebN26tUCTUUpKCkOGDKFGjRrY29vTv39/kpKSHvrcx44dw8TEhKtXrwKQnp6OiYkJzz33nL5MaGgovr6++u0TJ07Qp08frK2tcXJyYsSIEfrzoWATWGpqKk899RSWlpa4ubmxZs0aXF1d+fjjjw1iuXr1KgMHDsTKygoPDw9+/vlnAJKSkggI0E1NUaNGDTQaDcHBwYDu/7EPP/yQhg0bYmlpiY+PDz/++KPBdX/99VcaN26MpaUlAQEBRXpfjIU0gQlRnjToADXcID0RTm4EnyFqR/S3c3thXRDcvgbV68Dza6Bea7WjqrDu3NPiNeN/qtz7xHs9sTIv+sdHVlYWEydOpHnz5mRlZTFjxgwGDhzI4cOHCQoKYv78+YSGhuqHN69btw4nJyf8/PwAeOGFF0hKSiIsLIy6desSERFBr169OHbsGB4eHgDcvn2b0NBQli9fjr29PY6OjiQmJjJq1CgWL14MwIIFC+jTpw9nzpyhevXq5OXlMWDAABo0aEBMTAyZmZlMmjTJIPbbt28TEBBAly5diI6OpkqVKrz//vv06tWLo0ePPnBeJm9vb+zt7YmKimLQoEFER0djb29PdHS0vkxkZKT+OVNTU/Hz82Ps2LEsXLiQO3fu8NZbbzF48GC2b99e6D1GjhzJ1atXiYyMxMzMjIkTJ5KWllag3KxZs/jwww+ZP38+S5YsISgoiHPnzuHs7Ex4eDiDBg0iLi4OGxsbLC0tAZg2bRrr169n6dKleHh4EB0dzfDhw3FwcMDPz4/z58/zzDPPMG7cOP773//yxx9/FHj/jJkkQEKUJxqNboHUyDm6FeKNJQE6vBZ+eQ20OVDHB4aG6UauCQEMGjTIYHvFihU4Ojpy4sQJhgwZwoQJE9i1axddunQBYM2aNQwbNgwTExMSEhJYu3YtFy5coG5d3f9TkydPZvPmzaxcuZI5c+YAcO/ePT777DN8fHz093nyyScN7rts2TJq1KhBVFQUTz/9NFu2bCEhIYHIyEhq164NwAcffEBg4N/TNYSFhWFiYsLy5cv1CdrKlSuxs7MjMjKSHj3uP7JRo9HQtWtXIiMjGTRoEJGRkYwaNYrVq1dz4sQJGjduzJ49e5gwYQIAS5cupXXr1vpnAvjqq69wdnbm9OnTNG7c2OD6p06dYuvWrcTGxtK2bVsAli9frk8K/yk4OJihQ3Xzic2ZM4clS5awf/9+evXqRc2aNQFwdHTU9wHKyspi4cKFbN++XV9D1bBhQ3bt2sWyZcvw8/Nj6dKlNGzYkP/7v/9Do9Hg6enJsWPHmDdv3n3fE2MiCZAQ5Y3P87oE6GwU3LwAtvXViyUvD7a/B7v+T7fdtB8M/BzMq6kXUyVhaWbKifd6qnbv4khISGD69Ons27ePq1ev6vvnJCcn4+3tTWBgIN999x1dunQhMTGRvXv3snTpUgAOHjyIoigFPvyzs7Oxt7fXb5ubm9OiRQuDMmlpacyYMYPt27dz+fJltFott2/fJjk5GYC4uDicnZ31yQ/AE088YXCNAwcOEB8fX6Dfzd27d/XNeA/i7+/PF198AUBUVBSzZ88mMTGRqKgobt68yZ07d+jUqZP+Xjt27MDa2rrQ9/Df70FcXBxVqlShdeu/a1rd3d2pUaPgZKP/fG+qVatG9erVC60pynfixAnu3r1rkAyCrjmyVatWAJw8eZIOHToYTEz4z+Y8YycJkBDlTQ0XcOkM53bB0XXQRaUq5+xbEPGSbo0ygC6TIeAdWei0jGg0mmI1Q6mpb9++ODs78+WXX1K3bl3y8vLw9vYmJycHgKCgIEJCQliyZAlr1qyhWbNm+pqcvLw8TE1NOXDgAKamhonXPxMFS0vLAjMEBwcHc+XKFT7++GNcXFywsLDA19dXf19FUR46q3BeXh5t2rThu+++K3DMwcHhoc/u7+9PSEgI8fHx/Pnnn3Tp0oWEhASioqK4ceMGbdq00SdXeXl59O3bt9AalDp16hTYd7++WIXt//fIMY1G88CO4vnHNm3aRL169QyOWVhYPPD+5UX5+O0RQhhqOVSXAB1eC50nln0n45sXdCO9Lh0DU3PdEHdjaY4TRuXatWucPHmSZcuW6Zu4du3aZVBmwIABvPTSS2zevJk1a9YwYsQI/bFWrVqh1WpJS0vTn19UO3fu5LPPPqNPnz4AnD9/3qBDcZMmTUhOTuby5cs4OTkBEBsba3CN1q1bs27dOhwdHbGxsSnW/eHvfkDvv/8+Pj4+2NjY4OfnR2hoKOnp6fr+P/n3Cg8Px9XVlSpVHv7x3KRJE3Jzczl06BBt2rQBID4+vthz8BS2tlZ+Z/Lk5GSDGP/Jy8urwPxC+/btK9a91SRf1YQoj7z6g5kVXDsDKQfK9t4XDsCXT+qSn2oOELxJkh9xX/kjp7744gvi4+PZvn07EydONChTrVo1+vfvz/Tp0zl58iTDhg3TH2vcuDFBQUGMHDmS9evXk5iYSGxsLPPmzePXX3994L3d3d355ptvOHnyJDExMQQFBek7+AIEBgbSqFEjRo0axdGjR9m9ezfvvPMO8Pd6U0FBQdSqVYv+/fuzc+dOffNVSEgIFy5ceOjz5/cD+vbbb/H39wd0zVE5OTls27ZNvw9g/PjxXL9+naFDh7J//37Onj3Lli1bGD16dKELfzZp0oTu3bvz4osvsn//fg4dOsSLL75YaG3Yg7i4uKDRaNi4cSNXrlzh1q1bVK9encmTJzNhwgRWr15NQkIChw4d4tNPP2X16tUAjBs3joSEBCZOnEhcXBxr1qxh1apVRb6v2iQBEqI8sqgOTfvqXh9eU3b3/TMcVvWBW5fBsRmM3Q7OTzz8PFFpmZiYEBYWxoEDB/D29mbChAnMnz+/QLmgoCCOHDlCly5daNCggcGxlStXMnLkSCZNmoSnpyf9+vUjJiYGZ2fnB977q6++Ij09nVatWjFixAhee+01HB0d9cdNTU3ZsGEDt27dol27dvznP/9h2rRpAFStqpu3ysrKiujoaBo0aMAzzzxD06ZNGT16NHfu3ClyjVBAQABarVaf7Gg0Gn1tVufOf09oWrduXXbv3o1Wq6Vnz554e3sTEhKCra0tJvdpWv76669xcnKia9euDBw4kLFjx1K9enV9/EVRr149Zs2axdtvv42TkxOvvPIKALNnz2bGjBmEhobStGlTevbsyS+//IKbmxsADRo0IDw8nF9++QUfHx8+//xzgw7cxk6jlPdGvFKQkZGBra0tN2/efKQqTyHKRMIO+GYAVLWDyaehikXp3UtRIHIuRM3VbTfuBYOW6xIxUSbu3r1LYmIibm5uxfpwE8Wze/duOnfuTHx8PI0aNVI7nGK7cOECzs7ObN26lW7duqkdTql40O9CcT6/pQ+QEOWVW1ewqQcZKRD329+zRJe0e3dgw8twfL1uu+Or0H0WmBRvJJAQxigiIgJra2s8PDyIj48nJCSETp06lZvkZ/v27dy6dYvmzZuTmprKm2++iaurK127dlU7NKMnTWBClFcmptDir743R0ppaYzMS7Cyjy75MakC/ZZAj/cl+REVRmZmJi+//DJNmjQhODiYdu3a8dNPPxX5fGtr6/v+7Ny5sxQj17l37x5Tp06lWbNmDBw4EAcHB/2kiOLBpAmsENIEJsqNq2fgk7agMYVJp8Da8eHnFFXqEVg7VFfDZFkDhnxr3AuwVnDSBGac4uPj73usXr16Bp2uRcmQJjAhBNTygHptIeUPOPo9dHylZK57ciOsHwv3bkOtxrqZne3LR5OAEGXJ3d1d7RDEI5ImMCHKu5a66e1LpBlMUXSzOq8brkt+Gj0JY36X5EcIUeFIAiREedfsGd1khJf/hNSjj36d3GzY8F/Y+i6gwBMvwrAfwNKuhAIVQgjjIQmQEOWdVU3w7K17/ai1QFlXYXU/3fkaU+jzEfSZD6bSSi6EqJgkARKiIvD5a+bco9+D9l7xzr18Ar4MgPP7wMIWhv8IT4wt+RiFEMKISAIkREXg3k23LMXtqxC/tejnnd4CK3rAjWSo4Qb/2arr9yOEEBWcJEBCVASmZtB8sO51UZbGUBTY+xmsHQI5meDaRbeshUPj0o1TCKG6yMhINBpNsRZNfffdd2nZsmWpxfRv/v7+vP7666V6D0mAhKgo8keDnd4Mt6/fv5z2Hmx8Hf43BZQ8aD0Shq/X9SUSQlR4HTt2JDU1FVtb2xK9blkkLSVJEiAhKorazcGpOWhzdIuWFub2dfhmIBxYBWig5xzouxiqmJdlpEKUKq1WS15entphGC1zc3Nq165drBXjKyJVE6ClS5fSokULbGxssLGxwdfXl99+++2+5devX09gYCAODg768v/73/8MyqxatQqNRlPg5+7du6X9OEKo70FzAl09A8u7Q9JOMLeGYevAdzxU8j+C5ZaiQE6WOj/FXEBg8+bNdO7cGTs7O+zt7Xn66adJSEgAwNfXl7ffftug/JUrVzAzM2PHjh0A5OTk8Oabb1KvXj2qVatG+/btiYyM1JdftWoVdnZ2bNy4ES8vLywsLDh37hyxsbEEBgZSq1YtbG1t8fPz4+DBgwb3OnXqFJ07d6Zq1ap4eXmxdetWNBoNGzZs0JdJSUlhyJAh1KhRA3t7e/r3709SUlKRnr2wWpEBAwYQHBys33Z1dWXOnDmMHj2a6tWr06BBA7744gv98UGDBvHqq6/qt19//XU0Gg3Hjx8HIDc3l+rVq+s/DxVF4cMPP6Rhw4ZYWlri4+PDjz/+qD+/sCawL7/8EmdnZ6ysrBg4cCALFy7Ezs6uwPN88803uLq6Ymtry/PPP09mZiYAwcHBREVFsWjRIv3nbv57dOLECfr06YO1tTVOTk6MGDGCq1ev6q+ZlZXFyJEjsba2pk6dOixYsKBI7+3jUnWMa/369Zk7d65+Js3Vq1fTv39/Dh06RLNmzQqUj46OJjAwkDlz5mBnZ8fKlSvp27cvMTExtGrVSl/OxsaGuLg4g3Nl6nhRKTQfDL/PgJQDcOX03316EnbAD6Pg7k2wbQDDwsCp4O+YKEfu3YY5ddW599SLYF6tyMWzsrKYOHEizZs3JysrixkzZjBw4EAOHz5MUFAQ8+fPJzQ0VF8jsW7dOpycnPDz8wPghRdeICkpibCwMOrWrUtERAS9evXi2LFjeHh4AHD79m1CQ0NZvnw59vb2ODo6kpiYyKhRo1i8eDEACxYsoE+fPpw5c4bq1auTl5fHgAEDaNCgATExMWRmZjJp0iSD2G/fvk1AQABdunQhOjqaKlWq8P7779OrVy+OHj2KuXnJ1J4uWLCA2bNnM3XqVH788Uf++9//0rVrV5o0aYK/v79BQhQVFUWtWrWIioqiWbNmxMbGcvfuXTp16gTAtGnTWL9+PUuXLsXDw4Po6GiGDx+Og4OD/j39p927dzNu3DjmzZtHv3792Lp1K9OnTy9QLiEhgQ0bNrBx40bS09MZPHgwc+fO5YMPPmDRokWcPn0ab29v3nvvPQAcHBxITU3Fz8+PsWPHsnDhQu7cucNbb73F4MGD2b59OwBvvPEGO3bsICIigtq1azN16lQOHDhQ+n2OFCNTo0YNZfny5UUu7+XlpcyaNUu/vXLlSsXW1vaxYrh586YCKDdv3nys6wihiu+GKMpMG0X5faZue/9yRXm3hm7f8kBFyUxTNTzxaO7cuaOcOHFCuXPnjm5H9i3df1M1frJvPdazpKWlKYBy7NgxJS0tTalSpYoSHR2tP+7r66u88cYbiqIoSnx8vKLRaJSUlBSDa3Tr1k2ZMmWKoii6v/uAcvjw4QfeNzc3V6levbryyy+/KIqiKL/99ptSpUoVJTU1VV/m999/VwAlIiJCURRFWbFiheLp6ank5eXpy2RnZyuWlpbK//73v4c+q5+fnxISEmKwr3///sqoUaP02y4uLsrw4cP123l5eYqjo6OydOlSRVEU5ejRo4pGo1GuXLmiXL9+XTEzM1Pef/995bnnnlMURVHmzJmjtG/fXlEURbl165ZStWpVZc+ePQb3HDNmjDJ06FBFURRlx44dCqCkp6criqIoQ4YMUZ566imD8kFBQQafpTNnzlSsrKyUjIwM/b433nhDf9/7Pev06dOVHj16GOw7f/68AihxcXFKZmamYm5uroSFhemPX7t2TbG0tCxwrXwFfhf+oTif30Yzy5lWq+WHH34gKysLX1/fIp2Tl5dHZmYmNWsadt68desWLi4uaLVaWrZsyezZsw1qiP4tOzub7Oxs/XZGRsajPYQQxqDlUDj9GxxZB/fuQMznuv0thuj6+5hJbWiFYGalq4lR697FkJCQwPTp09m3bx9Xr17V989JTk7G29ubwMBAvvvuO7p06UJiYiJ79+5l6dKlABw8eBBFUWjc2HCEYnZ2Nvb29vptc3NzWrRoYVAmLS2NGTNmsH37di5fvoxWq+X27dskJycDEBcXh7OzM7Vr19af88QTTxhc48CBA8THx1O9enWD/Xfv3tU345WEf8au0WioXbs2aWlpAHh7e2Nvb09UVBRmZmb4+PjQr18/fc1WZGSkvmbnxIkT3L17l8DAQIPr5+Tk3PdzMC4ujoEDBxrse+KJJ9i4caPBPldXV4P3oU6dOvoY7+fAgQPs2LEDa2vrAscSEhK4c+cOOTk5Bp/7NWvWxNPT84HXLQmqJ0DHjh3D19eXu3fvYm1tTUREBF5eXkU6d8GCBWRlZTF48GD9viZNmrBq1SqaN29ORkYGixYtolOnThw5ckRfVfpvoaGhzJo1q0SeRwjVNe4FVe0g8+Lfyc+T06HLJOnvU5FoNMVqhlJT3759cXZ25ssvv6Ru3brk5eXh7e1NTk4OAEFBQYSEhLBkyRLWrFlDs2bN8PHxAXRfdE1NTTlw4ACmpqYG1/3nh6qlpWWBTr3BwcFcuXKFjz/+GBcXFywsLPD19dXfV1GUh3YEzsvLo02bNnz33XcFjjk4ODz02U1MTFD+1Wfq3r2Ck5WamZkZbGs0Gn2iqNFo6Nq1K5GRkZibm+Pv74+3tzdarZZjx46xZ88efT+j/HM2bdpEvXr1DK5pYWFRaIyFvQ//jvlhMd5PXl4effv2Zd68eQWO1alThzNnzjzw/NKkegLk6enJ4cOHuXHjBuHh4YwaNYqoqKiHJkFr167l3Xff5aeffsLR0VG/v0OHDnTo0EG/3alTJ1q3bs2SJUv02fK/TZkyhYkTJ+q3MzIycHZ2fswnE0IlVSyg+bMQu1z3TX3gMvDqp3ZUopK6du0aJ0+eZNmyZXTp0gWAXbt2GZQZMGAAL730Eps3b2bNmjWMGDFCf6xVq1ZotVrS0tL05xfVzp07+eyzz+jTpw8A58+fN+h826RJE5KTk7l8+TJOTk4AxMbGGlyjdevWrFu3DkdHR2xsbIp1f/i7H0w+rVbLn3/+SUBAQLGuk98PyNzcnPfeew+NRkOXLl346KOPuHPnjr7/T34n8OTk5EL7+xSmSZMm7N+/32DfH3/8Uaz4QFcLp9VqDfa1bt2a8PBwXF1dqVKlYMrh7u6OmZkZ+/bto0GDBgCkp6dz+vTpIsf/qFQfBm9ubo67uztt27YlNDQUHx8fFi1a9MBz1q1bx5gxY/j+++/p3r37A8uamJjQrl27B2aZFhYW+pFo+T9ClGt+b0PHV2HMFkl+hKryR0598cUXxMfHs337doMvnADVqlWjf//+TJ8+nZMnTzJs2DD9scaNGxMUFMTIkSNZv349iYmJxMbGMm/ePH799dcH3tvd3Z1vvvmGkydPEhMTQ1BQEJaWlvrjgYGBNGrUiFGjRnH06FF2797NO++8A6CvEQkKCqJWrVr079+fnTt3kpiYSFRUFCEhIVy4cOGhz//kk0+yadMmNm3axKlTp3j55ZeLNQFhPn9/f44fP86xY8f0iaC/vz/fffcdrVu31n9uVa9encmTJzNhwgRWr15NQkIChw4d4tNPP2X16tWFXvvVV1/l119/ZeHChZw5c4Zly5bx22+/FXuYvKurKzExMSQlJembOsePH8/169cZOnQo+/fv5+zZs2zZsoXRo0ej1WqxtrZmzJgxvPHGG2zbto0///yT4OBgTExKPz1RPQH6N0VRDPrj/NvatWsJDg5mzZo1PPXUU0W63uHDh6lTp05JhimEcbN2gB7v6+YGEkJFJiYmhIWFceDAAby9vZkwYQLz588vUC4oKIgjR47QpUsXfU1AvpUrVzJy5EgmTZqEp6cn/fr1IyYm5qE19V999RXp6em0atWKESNG8Nprrxm0GJiamrJhwwZu3bpFu3bt+M9//sO0adOAv0cOW1lZER0dTYMGDXjmmWdo2rQpo0eP5s6dO0X6sjx69GhGjRrFyJEj8fPzw83Nrdi1P6DrB1SrVi18fHz09/Xz80Or1RaoKZk9ezYzZswgNDSUpk2b0rNnT3755Rfc3NwKvXanTp34/PPPWbhwIT4+PmzevJkJEyYUe/T05MmTMTU1xcvLCwcHB5KTk6lbty67d+9Gq9XSs2dPvL29CQkJwdbWVp/kzJ8/n65du9KvXz+6d+9O586dadOmTbHfo+LSKIU19JWRqVOn0rt3b5ydncnMzCQsLIy5c+eyefNmAgMDmTJlCikpKXz99deALvkZOXIkixYt4plnntFfx9LSUj+j5axZs+jQoQMeHh5kZGSwePFivvnmG3bv3l2gc9v9ZGRkYGtry82bN6U2SAhhFO7evUtiYiJubm4yrUcp2r17N507dyY+Pp5GjRqpHY5qxo4dy6lTp9i5c6faoRTwoN+F4nx+q9oH6PLly4wYMUI/JXeLFi30yQ9Aamqqvrc+wLJly8jNzWX8+PGMHz9ev3/UqFGsWrUKgBs3bvDiiy9y6dIlbG1tadWqFdHR0UVOfoQQQlQeERERWFtb4+HhQXx8PCEhIXTq1KnSJT8fffQRgYGBVKtWjd9++43Vq1fz2WefqR1WqVK1BshYSQ2QEMLYSA1Q6fj666+ZPXs258+fp1atWnTv3p0FCxYYDLF/kMKGd+f77bffit1xWy2DBw8mMjKSzMxMGjZsyKuvvsq4cePUDqtQFaIGSAghhFDTyJEjGTly5COff/jw4fse+/cwdGP2/fffqx1CmZMESAghhHhE+Us5ifLH6EaBCSGEuD/ptSAqu5L6HZAaICGEKAfMzMzQaDRcuXIFBweHYs/RIkRFoCgKV65cQaPRFJiZurgkARJCiHLA1NSU+vXrc+HCBZKSktQORwjVaDQa6tevX2BplOKSBEgIIcqJ/OHaha0lJURlYWZm9tjJD0gCJIQQ5YqpqWmJ/PEXorKTTtBCCCGEqHQkARJCCCFEpSMJkBBCCCEqHekDVIj8OQYyMjJUjkQIIYQQRZX/uV2UuYIkASpEZmYmAM7OzipHIoQQQojiyszMxNbW9oFlZDHUQuTl5dG4cWMOHDhgNJONtWvXjtjYWLXDAIwrloyMDJydnTl//rxRLFxrTO8NGFc8Esv9GVM8xhQLGFc8xhQLGFc8xhKLoii0adOG06dPY2Ly4F4+UgNUCBMTE8zNzR+aPZYlU1NTo/iAB+OKJZ+NjY1RxGRs740xxSOx3J8xxWNMsYBxxWNMsYBxxWNMsZibmz80+QHpBH1f48ePVzsEA8YUjzHFYmyM7b0xpngklvszpniMKRYwrniMKRYwrnjKYyzSBCbKtYyMDGxtbbl586bRfPsQQghh/KQGSJRrFhYWzJw5EwsLC7VDEUIIUY5IDZAQQgghKh2pARJCCCFEpSMJkBBCCCEqHUmAhBBCPJBGo2HDhg1qhyFEiaqUCdD58+cZM2YMdevWxdzcHBcXF0JCQrh27VqRzo+MjESj0XDjxo3SDVSIcmLPnj2YmprSq1cvtUMRRRAcHMyAAQPUDkPch3xGlY1KlwCdPXuWtm3bcvr0adauXUt8fDyff/4527Ztw9fXl+vXr6sdohDlzldffcWrr77Krl27SE5OfqxrabVa8vLySigyIcoX+YwqO5UuARo/fjzm5uZs2bIFPz8/GjRoQO/evdm6dSspKSm88847AGRnZ/Pmm2/i7OyMhYUFHh4erFixgqSkJAICAgCoUaMGGo2G4OBgFZ+o4pJvqeVDVlYW33//Pf/97395+umnWbVqlf5Y/jfRTZs24ePjQ9WqVWnfvj3Hjh3Tl1m1ahV2dnZs3LgRLy8vLCwsOHfunApPUjm5urry8ccfG+xr2bIl7777rirxVHbyGVV2KlUCdP36df73v//x8ssvY2lpaXCsdu3aBAUFsW7dOhRFYeTIkYSFhbF48WJOnjzJ559/jrW1Nc7OzoSHhwMQFxdHamoqixYtUuNxhDAK69atw9PTE09PT4YPH87KlSsLrMT8xhtv8NFHHxEbG4ujoyP9+vXj3r17+uO3b98mNDSU5cuXc/z4cRwdHcv6MYRQnXxGla1KtRbYmTNnUBSFpk2bFnq8adOmpKenExsby/fff8/vv/9O9+7dAWjYsKG+XM2aNQFwdHTEzs6u1OMWsHnzZt5//33+/PNPTE1N8fX1ZdGiRTRq1AiApKQk3NzcCA8PZ8mSJcTExODh4cHnn3+Or6+vytFXbCtWrGD48OEA9OrVi1u3brFt2zb97w7AzJkzCQwMBGD16tXUr1+fiIgIBg8eDMC9e/f47LPP8PHxKfsHEMJIyGdU2apUNUAPk/+tNTExEVNTU/z8/FSOSOTLyspi4sSJxMbGsm3bNkxMTBg4cGCBviLvvPMOkydP5vDhwzRu3JihQ4eSm5urUtQVX1xcHPv37+f5558HoEqVKgwZMoSvvvrKoNw/k9CaNWvi6enJyZMn9fvMzc1p0aJF2QQtRDkln1Elq1LVALm7u6PRaDhx4kShfUtOnTpFjRo1sLKyKvvgxAMNGjTIYHvFihU4Ojpy4sQJvL299fsnT57MU089BcCsWbNo1qwZ8fHxNGnSpEzjrSxWrFhBbm4u9erV0+9TFAUzMzPS09MfeK5Go9G/trS0NNgWZcfExKRAk+U/mydF2ZHPqLJVqWqA7O3tCQwM5LPPPuPOnTsGxy5dusR3333HkCFDaN68OXl5eURFRRV6HXNzc0A3WkWUjYSEBIYNG0bDhg2xsbHBzc0NoMCIo3/WItSpUweAtLS0sgu0EsnNzeXrr79mwYIFHD58WP9z5MgRXFxc+O677/Rl9+3bp3+dnp7O6dOnJSk1Eg4ODqSmpuq3MzIySExMVDGiyks+o8pWpUqAAD755BOys7Pp2bMn0dHRnD9/ns2bNxMYGEi9evX44IMPcHV1ZdSoUYwePZoNGzaQmJhIZGQk33//PQAuLi5oNBo2btzIlStXuHXrlspPVfH17duXa9eu8eWXXxITE0NMTAwAOTk5BuXMzMz0r/NrFGRIdenYuHEj6enpjBkzBm9vb4OfZ599lhUrVujLvvfee2zbto0///yT4OBgatWqJSP8jMSTTz7JN998w86dO/nzzz8ZNWoUpqamaodVaclnVNmpdAmQh4cHf/zxB40aNWLIkCE0atSIF198kYCAAPbu3avvPLZ06VKeffZZXn75ZZo0acLYsWPJysoCoF69esyaNYu3334bJycnXnnlFTUfqcK7du0aJ0+eZNq0aXTr1k3fEVCoa8WKFXTv3h1bW9sCxwYNGsThw4c5ePAgAHPnziUkJIQ2bdqQmprKzz//rP+WKspeXl4eVaroekBMmTKFrl278vTTT9OnTx8GDBigH1wgyp58RpUdWQ1eGK3g4GBu3LjB+vXrcXR0pHfv3sycOZPk5GTefvttYmNjiYiIYMCAAfpRYIcOHaJly5YA3Lhxgxo1arBjxw78/f1VfZbKKjIykoCAANLT02U0ihHp1asX7u7ufPLJJ2qHIoRqKl0NkCg/8r+lmpiYEBYWxoEDB/D29mbChAnMnz9f7fCEKHfS09PZtGkTkZGRBtMUCFEZVapRYKJ8SUtLw93dHYDu3btz4sQJg+P/rLx0dXUtMJLFzs6uwD4hKrPRo0cTGxvLpEmT6N+/v9rhCKEqaQITRic9PZ09e/YwaNAgwsLCpLOsEEKIEic1QMLoyLdUIYQQpU1qgIQQQghR6UgnaCGEEEJUOpIACSGEEKLSkQRIqCo0NJR27dpRvXp1HB0dGTBgAHFxcQZlFEXh3XffpW7dulhaWuLv78/x48f1x69fv86rr76Kp6cnVlZWNGjQgNdee42bN2/qyyQlJTFmzBjc3NywtLSkUaNGzJw5s8BM0kIIISoHSYCEqqKiohg/fjz79u3j999/Jzc3lx49euhnNAX48MMPWbhwIZ988gmxsbHUrl2bwMBAMjMzAbh48SIXL17ko48+4tixY6xatYrNmzczZswY/TVOnTpFXl4ey5Yt4/jx4/zf//0fn3/+OVOnTi3zZxZCCKE+6QQtjMqVK1dwdHQkKiqKrl27oigKdevW5fXXX+ett94CIDs7GycnJ+bNm8dLL71U6HV++OEHhg8fTlZWln7K/3+bP38+S5cu5ezZs6X2PEIIIYyT1AAJo5LfbJW/3k1iYiKXLl2iR48e+jIWFhb4+fmxZ8+eB17HxsbmvslPfpn8+wghhKhcJAESRkNRFCZOnEjnzp3x9vYG4NKlSwA4OTkZlHVyctIf+7dr164xe/bs+9YOASQkJLBkyRLGjRtXQtELIYQoT2QiRGE0XnnlFY4ePcquXbsKHNNoNAbbiqIU2AeQkZHBU089hZeXFzNnziz0PhcvXqRXr14899xz/Oc//ymZ4IUQQpQrUgMkjMKrr77Kzz//zI4dO6hfv75+f+3atQEK1PakpaUVqBXKzMykV69eWFtbExERgZmZWYH7XLx4kYCAAHx9ffniiy9K4UmEEEKUB5IACVUpisIrr7zC+vXr2b59O25ubgbH3dzcqF27Nr///rt+X05ODlFRUXTs2FG/LyMjgx49emBubs7PP/9M1apVC9wrJSUFf39/WrduzcqVKzExkf/9hRCispImMKGq8ePHs2bNGn766SeqV6+ur+mxtbXF0tISjUbD66+/zpw5c/Dw8MDDw4M5c+ZgZWXFsGHDAF3NT48ePbh9+zbffvstGRkZZGRkAODg4ICpqSkXL17E39+fBg0a8NFHH3HlyhV9DPm1TEIIISoPGQYvVFVYPx6AlStXEhwcDOhqiWbNmsWyZctIT0+nffv2fPrpp/qO0pGRkQQEBBR6ncTERFxdXVm1ahUvvPBCoWXkV0AIISofSYCEEEIIUelIJwghhBBCVDqSAAkhhBCi0pEESAghhBCVjiRAQgghhKh0JAESQgghRKUjCZAQQgghKh1JgIQQQghR6UgCJIQQQohKRxIgIUSFFRkZiUaj4caNG5Xy/kKI+5MESAhRIoKDgxkwYECJXc/f35/XX3+9xK5X2vct7LyOHTuSmpqKra1tyQQnhCgxkgAJIYzKvXv31A6hxJibm1O7du37rnknhFCPJEBCiGL58ccfad68OZaWltjb29O9e3feeOMNVq9ezU8//YRGo0Gj0RAZGQnAW2+9RePGjbGysqJhw4ZMnz7dIMl59913admyJV999RUNGzbEwsKCUaNGERUVxaJFi/TXS0pKemhsv/76K40bN8bS0pKAgIAC51y7do2hQ4dSv359rKysaN68OWvXrtUfDw4Ovu99T5w4QZ8+fbC2tsbJyYkRI0Zw9erVB5737yawVatWYWdnx8aNG/H09MTKyopnn32WrKwsVq9ejaurKzVq1ODVV19Fq9Xq48rJyeHNN9+kXr16VKtWjfbt2+vfXyHEI1KEEKKILl68qFSpUkVZuHChkpiYqBw9elT59NNPlczMTGXw4MFKr169lNTUVCU1NVXJzs5WFEVRZs+erezevVtJTExUfv75Z8XJyUmZN2+e/pozZ85UqlWrpvTs2VM5ePCgcuTIEeXGjRuKr6+vMnbsWP31cnNzHxhbcnKyYmFhoYSEhCinTp1Svv32W8XJyUkBlPT0dEVRFOXChQvK/PnzlUOHDikJCQnK4sWLFVNTU2Xfvn2Koij3ve/FixeVWrVqKVOmTFFOnjypHDx4UAkMDFQCAgIeeN6OHTsM7r9y5UrFzMxMCQwMVA4ePKhERUUp9vb2So8ePZTBgwcrx48fV3755RfF3NxcCQsL0z/bsGHDlI4dOyrR0dFKfHy8Mn/+fMXCwkI5ffp0Sf2nFaLSkQRICFFkBw4cUAAlKSmpwLFRo0Yp/fv3f+g1PvzwQ6VNmzb67ZkzZypmZmZKWlqaQTk/Pz8lJCSkyLFNmTJFadq0qZKXl6ff99ZbbxkkIIXp06ePMmnSpAfed/r06UqPHj0M9p0/f14BlLi4uPueV1gCBCjx8fH6Mi+99JJiZWWlZGZm6vf17NlTeemllxRFUZT4+HhFo9EoKSkpBtfu1q2bMmXKlPs+lxDiwaqoWPkkhChnfHx86NatG82bN6dnz5706NGDZ599lho1atz3nB9//JGPP/6Y+Ph4bt26RW5uLjY2NgZlXFxccHBweKzYTp48SYcOHQz62/j6+hqU0Wq1zJ07l3Xr1pGSkkJ2djbZ2dlUq1btgdc+cOAAO3bswNrausCxhIQEGjduXOQ4raysaNSokX7byckJV1dXg2s7OTmRlpYGwMGDB1EUpcA9srOzsbe3L/J9hRCGJAESQhSZqakpv//+O3v27GHLli0sWbKEd955h5iYmELL79u3j+eff55Zs2bRs2dPbG1tCQsLY8GCBQblHpaAFIWiKA8ts2DBAv7v//6Pjz/+mObNm1OtWjVef/11cnJyHnheXl4effv2Zd68eQWO1alTp1hxmpmZGWxrNJpC9+Xl5envbWpqyoEDBzA1NTUoV1hCJoQoGkmAhBDFotFo6NSpE506dWLGjBm4uLgQERGBubm5QcddgN27d+Pi4sI777yj33fu3Lki3aew6z2Il5cXGzZsMNi3b98+g+2dO3fSv39/hg8fDuiSizNnztC0adMH3rd169aEh4fj6upKlSqF/9ksbrxF1apVK7RaLWlpaXTp0qXEry9EZSWjwIQQRRYTE8OcOXP4448/SE5OZv369Vy5coWmTZvi6urK0aNHiYuL4+rVq9y7dw93d3eSk5MJCwsjISGBxYsXExERUaR7ubq6EhMTQ1JSElevXtXXiNzPuHHjSEhIYOLEicTFxbFmzRpWrVplUMbd3V1fg3Xy5EleeuklLl269ND7jh8/nuvXrzN06FD279/P2bNn2bJlC6NHj9YnPcWNt6gaN25MUFAQI0eOZP369SQmJhIbG8u8efP49ddfS+QeQlRGkgAJIYrMxsaG6Oho+vTpQ+PGjZk2bRoLFiygd+/ejB07Fk9PT9q2bYuDgwO7d++mf//+TJgwgVdeeYWWLVuyZ88epk+fXqR7TZ48GVNTU7y8vHBwcCA5OfmB5Rs0aEB4eDi//PILPj4+fP7558yZM8egzPTp02ndujU9e/bE39+f2rVrF5i8sbD71q1bl927d6PVaunZsyfe3t6EhIRga2uLiYnJI8VbHCtXrmTkyJFMmjQJT09P+vXrR0xMDM7OziV2DyEqG41SlIZzIYQQQogKRGqAhBBCCFHpSAIkhCgXxo0bh7W1daE/48aNUzs8IUQ5I01gQohyIS0tjYyMjEKP2djY4OjoWMYRCSHKM0mAhBBCCFHpSBOYEEIIISodSYCEEEIIUelIAiSEEEKISkcSICGEEEJUOpIACSGEEKLSkQRICCGEEJWOJEBCCCGEqHT+H8mGJnYwXNVaAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "df.plot(ylabel=f\"average {ASSET_NAME}\", title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;" + "with xr.open_dataset(\"area.nc\") as ds:\n", + " area_cdo = ds[\"cell_area\"].values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Plot grid cell area as a function of latitude" + "## Compute area with spherical coordinate formula" ] }, { "cell_type": "code", "execution_count": 12, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(lat_vals, area_lat_2d[:, 0])\n", - "plt.ylabel(\"Grid cell area (m²)\")\n", - "plt.xlabel(\"Latitude\") ;" - ] - }, - { - "cell_type": "markdown", "metadata": {}, + "outputs": [], "source": [ - "## Compute zonal averages using TiTiler API" + "def _get_unique_diff(arr):\n", + " assert np.ndim(arr) == 1\n", + " deltas = np.unique(np.diff(arr))\n", + " assert len(deltas) == 1\n", + " return deltas[0]\n", + "\n", + "\n", + "def spherical_grid_cell_area(lat):\n", + " \"\"\"\n", + " https://www.mathworks.com/matlabcentral/answers/447847-how-to-calculate-the-area-of-each-grid-cell\n", + " https://gis.stackexchange.com/a/28156\n", + " \"\"\"\n", + " dlat = _get_unique_diff(lat)\n", + " assert dlat > 0\n", + " \n", + " lat_south = lat - dlat / 2.\n", + " \n", + " R_e = 6371e3 # Radius of Earth in meters\n", + " \n", + " area_lat = R_e ** 2 * (np.sin(np.radians(lat_south + dlat)) - np.sin(np.radians(lat_south))) * np.radians(dlat)\n", + " \n", + " return area_lat" ] }, { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "def generate_stats(item, geojson, asset_name, params=None):\n", - " params = params or {}\n", - " result = requests.post(\n", - " f\"{RASTER_API_URL}/cog/statistics\",\n", - " params={\n", - " \"url\": item.assets[asset_name].href,\n", - " **params\n", - " },\n", - " json=geojson,\n", - " )\n", - " result.raise_for_status()\n", - " result_data = result.json()\n", - " return {\n", - " **result_data[\"features\"][0][\"properties\"][\"statistics\"][\"b1\"],\n", - " \"start_datetime\": item.properties[\"start_datetime\"],\n", - " }" + "area_lat = spherical_grid_cell_area(xds.lat.values)\n", + "area_lat_2d = np.ones((len(xds.lat), len(xds.lon))) * area_lat[:, np.newaxis]" ] }, { @@ -438,26 +291,37 @@ "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 15/15 [00:52<00:00, 3.49s/it]\n" - ] - } - ], + "outputs": [], "source": [ - "timeseries_titiler_noproj = []\n", - "timeseries_titiler_proj = []\n", + "def get_coord_specs(arr):\n", + " assert np.ndim(arr) == 1\n", + " delta = _get_unique_diff(arr)\n", + " return ((arr[0] - delta / 2), (arr[-1] + delta / 2), len(arr))\n", + "\n", + "\n", + "def surfaceAreaGrid(lat_specs, lon_specs):\n", + " \"\"\"\n", + " Construct a 2D array (nlat, nlon) where each element is the surface area of the corresponding grid in square meters.\n", + " lat_specs is a tuple, (starting latitude, ending latitude, latitude divisions)\n", + " lon_specs is a tuple, (starting longitude, ending longitude, longitude divisions)\n", + "\n", + " Example: surfaceAreaGrid((-30,60,45), (20,80,120)) should return a (45,120) array with the surface areas of the\n", + " (2 degree lat x 0.5 degree lon) cells in square meters.\n", + " \"\"\"\n", + " lat_beg, lat_end, lat_div = lat_specs\n", + " lon_beg, lon_end, lon_div = lon_specs\n", "\n", - "for item in tqdm.tqdm(items):\n", - " # generate stats with and without reprojection\n", - " stats_noproj = generate_stats(item, AOI, ASSET_NAME)\n", - " stats_proj = generate_stats(item, AOI, ASSET_NAME, params={\"dst_crs\": \"+proj=cea\"})\n", + " R_e = 6371000.0 # Radius of Earth in meters\n", + " dLon = (np.pi / 180.) * (lon_end - lon_beg) / lon_div\n", "\n", - " timeseries_titiler_noproj.append(stats_noproj)\n", - " timeseries_titiler_proj.append(stats_proj)" + " dS = np.zeros((lat_div+1, lon_div), np.float64)\n", + "\n", + " Lats = (np.pi / 180.) * np.linspace(lat_beg, lat_end, lat_div+1)\n", + " for i, lat in enumerate(Lats):\n", + " dS[i] = R_e * R_e * dLon * np.sin(lat)\n", + "\n", + " dS = np.diff(dS, axis=0)\n", + " return dS" ] }, { @@ -468,12 +332,8 @@ }, "outputs": [], "source": [ - "def _to_dataframe(stats):\n", - " df = pd.DataFrame(stats)\n", - " df = df[[\"start_datetime\", \"mean\"]]\n", - " df = df.set_index(\"start_datetime\")\n", - " df.index = pd.to_datetime(df.index)\n", - " return df" + "lat_specs = get_coord_specs(xds.lat.values)\n", + "lon_specs = get_coord_specs(xds.lon.values)" ] }, { @@ -482,17 +342,18 @@ "metadata": { "tags": [] }, - "outputs": [], - "source": [ - "df_titiler_proj = _to_dataframe(timeseries_titiler_proj)[\"mean\"]\n", - "df_titiler_noproj = _to_dataframe(timeseries_titiler_noproj)[\"mean\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.5\n" + ] + } + ], "source": [ - "## Compare all methods against the xarray-computed weighted average" + "lon_beg, lon_end, lon_div = lon_specs\n", + "print((lon_end - lon_beg) / lon_div)" ] }, { @@ -503,9 +364,7 @@ }, "outputs": [], "source": [ - "df_all = df.copy()\n", - "df_all[\"average_titiler_noproj\"] = df_titiler_noproj\n", - "df_all[\"average_titiler_proj\"] = df_titiler_proj" + "area_sourish = surfaceAreaGrid(lat_specs, lon_specs)" ] }, { @@ -517,7 +376,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -527,15 +386,14 @@ } ], "source": [ - "fig = plt.figure()\n", - "ax = fig.gca()\n", + "lat = xds.lat.values\n", "\n", - "ax.set_prop_cycle(\n", - " linestyle=['-', '--', '-.', ':'],\n", - " color=[\"#e41a1c\", \"#377eb8\", \"#4daf4a\", \"#984ea3\"],\n", - " marker=['.', 'o', 'x', '*']\n", - ")\n", - "df_all.plot(title=f\"{ASSET_NAME} averaged over {AOI_NAME}\", ax=ax) ;" + "plt.plot(lat, area_lat_2d[:, 0], \"x\", label=\"Spherical coords\")\n", + "plt.plot(lat, area_sourish[:, 0], \".-\", label=\"Sourish's subroutine\")\n", + "plt.plot(lat, area_cdo[:, 0], \"--\", label=\"CDO\")\n", + "plt.ylabel(\"Grid cell area (m²)\")\n", + "plt.xlabel(\"Latitude\")\n", + "plt.legend() ;" ] }, { @@ -544,10 +402,560 @@ "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", + "outputs": [], + "source": [ + "AOI_NAME = \"Democratic Republic of Congo (bbox)\"\n", + "\n", + "AOI = {\n", + " \"type\": \"FeatureCollection\",\n", + " \"features\": [\n", + " {\n", + " \"type\": \"Feature\",\n", + " \"properties\": {},\n", + " \"geometry\": {\n", + " \"coordinates\": [\n", + " [\n", + " [\n", + " 12.2105,\n", + " -13.4584\n", + " ],\n", + " [\n", + " 31.2804,\n", + " -13.4584\n", + " ],\n", + " [\n", + " 31.2804,\n", + " 5.3753\n", + " ],\n", + " [\n", + " 12.2105,\n", + " 5.3753\n", + " ],\n", + " [\n", + " 12.2105,\n", + " -13.4584\n", + " ]\n", + " ]\n", + " ],\n", + " \"type\": \"Polygon\"\n", + " }\n", + " }\n", + " ]\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "AOI_NAME = \"the whole globe\"\n", + "\n", + "AOI = {\n", + " \"type\": \"FeatureCollection\",\n", + " \"features\": [\n", + " {\n", + " \"type\": \"Feature\",\n", + " \"properties\": {},\n", + " \"geometry\": {\n", + " \"coordinates\": [\n", + " [\n", + " [\n", + " -180,\n", + " -89\n", + " ],\n", + " [\n", + " 180,\n", + " -89\n", + " ],\n", + " [\n", + " 180,\n", + " 89\n", + " ],\n", + " [\n", + " -180,\n", + " 89\n", + " ],\n", + " [\n", + " -180,\n", + " -89\n", + " ]\n", + " ]\n", + " ],\n", + " \"type\": \"Polygon\"\n", + " }\n", + " }\n", + " ]\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "LIMIT_ITEMS = 15" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compute averages with Xarray" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "15it [00:06, 2.47it/s]\n" + ] + } + ], + "source": [ + "area_northup = area_cdo[::-1, :]\n", + "\n", + "timeseries = {\n", + " \"start_datetime\": [],\n", + " \"average_weighted\": [],\n", + " \"average_simple\": []\n", + "}\n", + "\n", + "for i, item in enumerate(tqdm.tqdm(collection.get_all_items())):\n", + " item_uri = item.assets[ASSET_NAME].href\n", + "\n", + " with xr.open_dataset(item_uri, engine=\"rasterio\") as xds:\n", + " xds[\"area\"] = xr.DataArray(area_northup, dims=(\"y\", \"x\"))\n", + " xds_clip = xds.rio.clip([AOI[\"features\"][0][\"geometry\"]])\n", + " \n", + " data = xds_clip[\"band_data\"].isel(band=0).to_masked_array()\n", + " \n", + " weights = xds_clip[\"area\"].to_masked_array()\n", + " weights.mask = data.mask\n", + " \n", + " timeseries[\"average_weighted\"].append((data * weights).sum() / weights.sum())\n", + " timeseries[\"average_simple\"].append(data.mean())\n", + " timeseries[\"start_datetime\"].append(item.properties[\"start_datetime\"])\n", + " \n", + " if i >= LIMIT_ITEMS:\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df = pd.DataFrame(timeseries).set_index(\"start_datetime\")\n", + "df.index = pd.to_datetime(df.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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7di3z5s27bd03x7Rq1SqeeuopHnzwQeLi4njvvfeoW7cup06dMpUbMGAAXbt25fnnnyctLY2QkBDCwsJYtGgRAFrtvz3O//3vf+nWrRvdu3fnySefpGHDhqSnpxMdHc0ff/zB5s2bAZg2bRrz58/n3nvv5f3338fb25slS5Zw/PjxImM2mjlzJn379qVXr1688MIL2NjYMGfOHI4cOcKyZcvyJWo6nY5x48bx+eef4+zszAMPPICLi0u++oobd0k5OTnRoEEDfv/9d3r37o27uzuenp40bNiw2HV07dqVJ554ggkTJrB//3569OiBo6MjCQkJ7Nixg9atW+f7UC9M7969mTNnDikpKcyePTvf+QULFuDm5lbodO7i+M9//mMa4/XWW2/h7u7OkiVL+Ouvv5g1a1aB5/pmZXneS/K6vJWrqytvvvkmr732GuPGjWP06NFcunSJd955Bzs7O/7zn//kK29jY8Nnn33GtWvX6NChA7t27eL9999n4MCBpnFI5vg9iUrKwgOVRQ1nnFWSnJyc73xh0zoB5emnn1bmzJmjNGrUSLG2tlYCAwOVJUuWFHrf9evXK2PHjlVcXV1NsydOnTp1x5iuXLmiPPbYY4qXl5fi4OCgdOvWTdm+fbvSs2dPpWfPngXKp6ammqbdfvfdd4XWmZycrEydOlXx9/dXrK2tFXd3dyUkJER5/fXXlWvXrimK8u+Mk08++aTQOj766COlYcOGiq2trdK8eXPlu+++Mz1/N7t8+bIyYcIExdXVVXFwcFD69u2r7N69u9BZITExMcrEiRMVHx8fxdraWqldu7bSpUuXAjPEjh07pvTt21exs7NT3N3dlccee0z5/fffizX7SVEUZfv27co999yjODo6Kvb29spdd92l/PHHH4WWPXnypAIogLJhw4ZCyxQnbuPsp5un+9/Jxo0bleDgYMXW1lYBlEcffVRRlJK9ThVFUebPn6906tTJ9HgbNWqkjBs3Ttm/f/8dY7hy5Yqi1WoVR0fHfLPglixZogDKAw88UOA+DRo0UO69994C5wt7zR4+fFi57777FBcXF8XGxkZp27ZtvllOilL47Cfj+eK8XgpT3Nfl7Z7T77//XmnTpo1iY2OjuLi4KEOGDDHNHDR69NFHFUdHR+XQoUPK3Xffrdjb2yvu7u7Kk08+afo7u1lZfk+ictIoiqJUcB4lRKloNBqefvppvv766yLLLVy4kAkTJrBv3z7at29fQdFVbkuXLmXMmDHs3LmTLl26WDocIQB5XQrzk+4nIaqZZcuWER8fT+vWrdFqtezevZtPPvmEHj16yAeHsBh5XYqKIEmNENWMk5MTy5cv5/333+f69evUrVuX8ePH8/7771s6NFGDyetSVATpfhJCCCFEtSCL7wkhhBCiWpCkRgghhBDVQqmSmjlz5uDv74+dnR0hISFs3769yPJbt24lJCQEOzs7AgICmDdvXr6fHz16lOHDh9OwYUM0Gk2+tRluFh8fzyOPPIKHhwcODg4EBQURHh5emocghBBCiGqmxAOFV6xYwbRp05gzZw5du3blm2++YeDAgRw7dizfZmpGMTExDBo0iMcff5zFixezc+dOnnrqKWrXrm1a7TUjI4OAgABGjBjB9OnTC233ypUrdO3alV69evH333/j5eXF6dOnCyxbXxSDwcCFCxdwcnKq0KXThRBCCFF6iqKQnp5OvXr1ilysscSL73Xs2FGZMmVKvnOBgYHKK6+8Umj5l156SQkMDMx3bvLkycpdd91VaPkGDRooX3zxRYHzL7/8stKtW7eShptPXFycaVEvuclNbnKTm9zkVrVucXFxRX7Ol+hKTU5ODuHh4bzyyiv5zvfr149du3YVep+wsDD69euX71z//v354YcfyM3Nxdraulhtr1mzhv79+zNixAi2bt1qWu7+8ccfv+19srOz8234p9yY6BUXF4ezs3Ox2hVCCCGEZaWlpeHr64uTk1OR5UqU1KSkpKDX6wtsF+/t7X3b3VYTExMLLZ+Xl0dKSkqh28kX5syZM8ydO5cZM2bw2muvsXfvXqZOnYqtrS3jxo0r9D4zZ84sdDdbZ2dnSWqEEEKIKuZOQ0dKNVD41koVRSmyocLKFye4mxkMBtq1a8eHH35IcHAwkydP5vHHH2fu3Lm3vc+rr75Kamqq6RYXF1fs9oQQQghRtZQoqfH09ESn0xW4KpOUlFTgaoxRnTp1Ci1vZWWFh4dHsduuW7cuLVq0yHeuefPmxMbG3vY+tra2pqsycnVGCCGEqN5KlNTY2NgQEhLChg0b8p3fsGHDbffu6Ny5c4Hy69evp3379sUeTwPqVvEnTpzId+7kyZM0aNCg2HUIIYQQovoq8ZTuGTNmMHbsWNq3b0/nzp359ttviY2NZcqUKYDa5RMfH8+iRYsAmDJlCl9//TUzZszg8ccfJywsjB9++IFly5aZ6szJyeHYsWOm4/j4eCIjI6lVqxaNGzcGYPr06XTp0oUPP/yQkSNHsnfvXr799lu+/fbbMj8JNzMYDOTk5Ji1TiEqgrW1NTqdztJhCCGExZRq76c5c+Ywa9YsEhISaNWqFV988QU9evQAYPz48Zw9e5bQ0FBT+a1btzJ9+nSOHj1KvXr1ePnll01JEMDZs2fx9/cv0E7Pnj3z1fPnn3/y6quvcurUKfz9/U2JUnGlpaXh4uJCampqoV1ROTk5xMTEYDAYil2nEJWJq6srderUkXWYhBDVyp0+v41q1IaWRT0piqIQGxtLbm7unRf3EaKSURSFjIwMkpKScHV1LfasQiGEqAqKm9SUuPupusrLyyMjI4N69erh4OBg6XCEKDF7e3tAHYjv5eUlXVFCiBpHLkfcoNfrAXUwtBBVlTEhz83NtXAkQghR8SSpuYWMRRBVmbx+hRA1mSQ1QgghhKgWJKkR4iZ3330306ZNK9F9NBoNv/32W7nEc6vQ0FA0Gg1Xr16tkPaEEKIqkYHCQtxk1apVJVoUsjhCQ0Pp1asXV65cwdXV1ax1CyGE+JdcqRElptfrq+1aPu7u7nfcBVaI6izucgYbjl2kBq32IaoRSWpuQ1EUMnLyLHIr6ZvJunXr6NatG66urnh4eDB48GBOnz4NqNtUvPLKK/nKJycnY21tzZYtWwB10cGXXnoJHx8fHB0d6dSpU75FDxcuXIirqyt//vknLVq0wNbWlnPnzrFv3z769u2Lp6cnLi4u9OzZkwMHDuRr6/jx43Tr1g07OztatGjBxo0bC3TXxMfHM2rUKNzc3PDw8GDIkCGcPXv2jo/78OHDaLVaUlJSALhy5QparZYRI0aYysycOZPOnTubvj927BiDBg2iVq1aeHt7M3bsWNP9oWD3U0JCAvfeey/29vb4+/uzdOlSGjZsyOzZs/PFkpKSwrBhw3BwcKBJkyasWbMGUBeW7NWrFwBubm5oNBrGjx8PqK+xWbNmERAQgL29PW3btuXXX3/NV+/atWtp2rQp9vb29OrVq1jPixClFX7uMoP+u53HF+1n+T7ZAFhUPdL9dBuZuXpavPWPRdo+9m5/HGyK/6u5fv06M2bMoHXr1ly/fp233nqLYcOGERkZyZgxY/jkk0+YOXOmaWbMihUr8Pb2pmfPngBMmDCBs2fPsnz5curVq8fq1asZMGAAhw8fpkmTJgBkZGQwc+ZMvv/+ezw8PPDy8iImJoZHH32UL7/8EoDPPvuMQYMGcerUKZycnDAYDAwdOhQ/Pz/27NlDeno6zz//fL7YMzIy6NWrF927d2fbtm1YWVnx/vvvM2DAAA4dOlTkFPtWrVrh4eHB1q1bGT58ONu2bcPDw4Nt27aZyoSGhpoeZ0JCAj179uTxxx/n888/JzMzk5dffpmRI0eyefPmQtsYN24cKSkphIaGYm1tzYwZM0hKSipQ7p133mHWrFl88sknfPXVV4wZM4Zz587h6+vLypUrGT58OCdOnMDZ2dm0nswbb7zBqlWrmDt3Lk2aNGHbtm088sgj1K5dm549exIXF8cDDzzAlClTePLJJ9m/f3+B508Ic9kZncKkH/eTmasubzF740mGBftgZy3rHYmqQ5KaamD48OH5vv/hhx/w8vLi2LFjjBo1iunTp7Njxw66d+8OwNKlS3n44YfRarWcPn2aZcuWcf78eerVqwfACy+8wLp161iwYAEffvghoK57MmfOHNq2bWtq55577snX7jfffIObmxtbt25l8ODBrF+/ntOnTxMaGkqdOnUA+OCDD+jbt6/pPsuXL0er1fL999+bkq4FCxbg6upKaGgo/fr1u+3j1mg09OjRg9DQUIYPH05oaCiPPvooP/74I8eOHaNp06bs2rWL6dOnAzB37lzatWtnekwA8+fPx9fXl5MnT9K0adN89R8/fpyNGzeyb98+2rdvD8D3339vSvRuNn78eEaPHg3Ahx9+yFdffcXevXsZMGAA7u7uAHh5eZnG1Fy/fp3PP/+czZs3m64kBQQEsGPHDr755ht69uzJ3LlzCQgI4IsvvkCj0dCsWTMOHz7Mxx9/fNvnRIjS2HjsIk8tPUBOnoHuTTw5k3yd+KuZ/LjrLJN7NrJ0eEIUmyQ1t2FvrePYu/0t1nZJnD59mjfffJPdu3eTkpJiGu8SGxtLq1at6Nu3L0uWLKF79+7ExMQQFhbG3LlzAThw4ACKohT4QM/OzsbDw8P0vY2NDW3atMlXJikpibfeeovNmzdz8eJF9Ho9GRkZxMbGAnDixAl8fX1NCQ1Ax44d89URHh5OdHR0gXEsWVlZpi60otx9992mTU23bt3Ke++9R0xMDFu3biU1NZXMzEy6du1qamvLli3UqlWr0Ofw1ufgxIkTWFlZ0a5dO9O5xo0b4+bmVuD+Nz83jo6OODk5FXpFx+jYsWNkZWXlS/BA7QoMDg4GICoqirvuuivf2jM3d6UJYQ5/HLzA9BWR5BkU+rXw5quHg/njYAIv/HKQOaGneaijHy725h08L0R5kaTmNjQaTYm6gCzpvvvuw9fXl++++4569ephMBho1aqVabfxMWPG8Nxzz/HVV1+xdOlSWrZsabriYjAY0Ol0hIeHF1hW/+YPf3t7+wILu40fP57k5GRmz55NgwYNsLW1pXPnzqZ2FUW542JwBoOBkJAQlixZUuBntWvXvuNjv/vuu3nuueeIjo7myJEjdO/endOnT7N161auXr1KSEiIKWEyGAzcd999hV7pKGyvpNuNbSrs/K0zpjQaTZGDqY0/++uvv/Dx8cn3M1tb2yLbF8Jcft4fxysrD2FQYEhQPT4d0RZrnZZhwT58s/U0p5Ku8d22M7zQv5mlQxWiWKrGp7a4rUuXLhEVFcU333xj6l7asWNHvjJDhw5l8uTJrFu3jqVLlzJ27FjTz4KDg9Hr9SQlJZnuX1zbt29nzpw5DBo0CIC4uLh8g24DAwOJjY3l4sWLeHt7A7Bv3758dbRr144VK1bg5eVV5CZlt2McV/P+++/Ttm1bnJ2d6dmzJzNnzuTKlSum8TTGtlauXEnDhg2xsrrzSz8wMJC8vDwiIiIICQkBIDo6usRrxBjHBRm34gBMA65jY2PzxXizFi1aFFj/Zvfu3SVqW4jbWbgzhrf/OAbA6I6+vD+0NTqt+k+ITqvhhf7NmPxTOD/siGFclwZ4OdlZMlwhikVmP1VxxhlD3377LdHR0WzevJkZM2bkK+Po6MiQIUN48803iYqK4uGHHzb9rGnTpowZM4Zx48axatUqYmJi2LdvHx9//DFr164tsu3GjRvz008/ERUVxZ49exgzZoxpECxA3759adSoEY8++iiHDh1i586dvP7668C/y/mPGTMGT09PhgwZwvbt201dR8899xznz5+/4+M3jqtZvHgxd999N6B2BeXk5LBp0ybTOYCnn36ay5cvM3r0aPbu3cuZM2dYv349EydOzJdwGAUGBtKnTx+eeOIJ9u7dS0REBE888UShV62K0qBBAzQaDX/++SfJyclcu3YNJycnXnjhBaZPn86PP/7I6dOniYiI4H//+x8//vgjAFOmTOH06dPMmDGDEydOsHTpUhYuXFjsdoW4nf9tiTYlNI918+fDYf8mNEb9WngT5OtKZq6e/22OtkSYQpSYJDVVnFarZfny5YSHh9OqVSumT5/OJ598UqDcmDFjOHjwIN27d8fPzy/fzxYsWMC4ceN4/vnnadasGffffz979uzB19e3yLbnz5/PlStXCA4OZuzYsUydOhUvLy/Tz3U6Hb/99hvXrl2jQ4cOTJo0iTfeeAMAOzv1vz4HBwe2bduGn58fDzzwAM2bN2fixIlkZmYW+8pNr1690Ov1pgRGo9GYrjp169bNVK5evXrs3LkTvV5P//79adWqFc899xwuLi5otYX/KSxatAhvb2969OjBsGHDePzxx3FycjLFXxw+Pj688847vPLKK3h7e/PMM88A8N577/HWW28xc+ZMmjdvTv/+/fnjjz/w9/cHwM/Pj5UrV/LHH3/Qtm1b5s2bl2+QsxAlpSgKs9Yd55N/TgAwtXcT3ri3eaFJukaj4aUBarfT0r2xxF3OqNBYhSgNjVKDOu7T0tJwcXEhNTW1wAdmVlYWMTEx+Pv7l+gDS5TMzp076datG9HR0TRqVPVmVZw/fx5fX182btxI7969LR1OAfI6FrdjMCi8++cxFu46C8CrAwOLNbNp7A972H4qhQeCffh8VFD5BinEbRT1+X0zGVMjytXq1aupVasWTZo0ITo6mueee46uXbtWmYRm8+bNXLt2jdatW5OQkMBLL71Ew4YN6dGjh6VDE6LY9AaFV1Ye4pdwtUv3vaGtGHtXg2Ld96X+gWw/tYPVkfE80TOAwDolH/smREWR7idRrtLT03nqqacIDAxk/PjxdOjQgd9//73Y969Vq9Ztb9u3by/HyFW5ubm89tprtGzZkmHDhlG7dm3TQnxCVAW5egPPLY/gl/DzaDXw2Yi2xU5oAFrXd+He1nVRFPj0n5PlGKkQZSfdTzfIZfvKKTr69gMUfXx88g1MFvI6Fvll5ep5ZukBNkYlYa3T8OVDwQxsXXD5gjs5nXyNfl9sQ29QWPlkZ0IauJdDtELcnnQ/iWqhcePGlg5BiCrpenYeT/y0n53Rl7C10jJvbAi9mnnd+Y6FaFS7FiNC6rN8XxwfrzvBiifuKtEMQCEqinQ/CSFENZOamcu4+XvZGX0JRxsdCyd0LHVCY/RcnybYWGnZG3OZrSeTzRSpEOYlSY0QQlQjl6/n8PB3uwk/dwVnOysWT+pE50Yed77jHdR1sefRzupYnFnrTmAw1JiRC6IKkaRGCCGqiYtpWYz6JoyjF9LwcLRh+ROdCfYruFdZaT11d2OcbK04lpDGX4cTzFavEOYiSY0QQlQD569kMPKbME4lXaOOsx0rJnemRT3zTr92c7Th8R4BAHy2/gS5+tvvbyaEJUhSI4QQVdyZ5GuMmBfGuUsZ+Lrb88uUzjT2KrgbvTk81s0fD0cbzl7K4Jf9d97KRIiKJEmNqLbefvttgoKCyr2d0NBQNBpNiTe6FMIcohLSGPlNGAmpWTSq7cgvk7vg6+5Qbu052lrxzD3qrMT/bjpJZk7BfdOEsBRJakS19cILL7Bp0yZLhyFEuYmMu8pD3+4m5VoOLeo68/PkztRxKf/1iR7u5IePqz0X07L5MexsubcnRHFJUiNKTK/XYzBU/r70WrVq4eFR9lkfQlRGe85cYsx3u0nNzCXYz5VlT9yFRy3bCmnb1krH9L5NAZgbeprUzNwKaVeIO5GkphpYt24d3bp1w9XVFQ8PDwYPHszp06cB6Ny5M6+88kq+8snJyVhbW7NlyxYAcnJyeOmll/Dx8cHR0ZFOnToRGhpqKr9w4UJcXV35888/adGiBba2tpw7d459+/bRt29fPD09cXFxoWfPnhw4cCBfW8ePH6dbt27Y2dnRokULNm7ciEaj4bfffjOViY+PZ9SoUbi5ueHh4cGQIUM4e/ZssR57aGgoHTt2xNHREVdXV7p27cq5c+eAgt1P48ePZ+jQoXz44Yd4e3vj6urKO++8Q15eHi+++CLu7u7Ur1+f+fPnm+5z9uxZNBoNy5cvp0uXLtjZ2dGyZct8z09hdu3aRY8ePbC3t8fX15epU6dy/fr1Yj0mIe5k68lkHl2wl+s5ejoHeLD4sU642Ffs1h3Dgn1o4lWL1Mxcvt12ukLbFuJ2JKm5HUWBnOuWuZVw54rr168zY8YM9u3bx6ZNm9BqtQwbNgyDwcCYMWNYtmwZN++GsWLFCry9venZsycAEyZMYOfOnSxfvpxDhw4xYsQIBgwYwKlTp0z3ycjIYObMmXz//fccPXoULy8v0tPTefTRR9m+fTu7d++mSZMmDBo0iPT0dAAMBgNDhw7FwcGBPXv28O233/L666/niz0jI4NevXpRq1Yttm3bxo4dO6hVqxYDBgwgJyenyMedl5fH0KFD6dmzJ4cOHSIsLIwnnniiyJVON2/ezIULF9i2bRuff/45b7/9NoMHD8bNzY09e/YwZcoUpkyZQlxcXL77vfjiizz//PNERETQpUsX7r//fi5dulRoG4cPH6Z///488MADHDp0iBUrVrBjxw6eeeaZIh+PEMWx7kgik37cR1augXsCvVgwoQOOthW/OLxOq+HF/s0AmL/jLEnpWRUegxC3kr2fbiiwZ07OdfiwnmUCfe0C2DiW+u7Jycl4eXlx+PBhvL29qVevHps3b6Z79+4AdOnShW7dujFr1ixOnz5NkyZNOH/+PPXq/ft4+/TpQ8eOHfnwww9ZuHAhEyZMIDIykrZt2962Xb1ej5ubG0uXLmXw4MGsW7eO++67j7i4OOrUqQPAxo0b6du3L6tXr2bo0KHMnz+fWbNmERUVZUpGcnJycHV15bfffqNfv363be/y5ct4eHgQGhpqStBu9vbbb/Pbb78RGRkJqFdqQkNDOXPmDFqtms8HBgbi5eXFtm3bTI/BxcWF77//noceeoizZ8/i7+/PRx99xMsvvwyoyZS/vz/PPvssL730EqGhofTq1YsrV67g6urKuHHjsLe355tvvjHFsmPHDnr27Mn169fLdU8m2fupelsdcZ4XfjmE3qBwb+u6fDEqCBsry/1vqigKD8zdRUTsVcZ1bsC7Q1pZLBZRvRV37ye5UlMNnD59mocffpiAgACcnZ3x9/cHIDY2ltq1a9O3b1+WLFkCQExMDGFhYYwZMwaAAwcOoCgKTZs2zbcD9tatW01dWAA2Nja0adMmX7tJSUlMmTKFpk2b4uLigouLC9euXSM2NhaAEydO4Ovra0poADp27JivjvDwcKKjo3FycjK17e7uTlZWVr72C+Pu7s748ePp378/9913H//9739JSCh6QbCWLVuaEhoAb29vWrdubfpep9Ph4eFBUlJSvvt17tzZdGxlZUX79u2JiooqtI3w8HAWLlyY7/ns378/BoOBmJiYIuMT4naW7ollxs8H0RsUhrerz38fsmxCA6DRaHipfyAAy/bGEnspw6LxCCEbWt6OtYN6xcRSbZfAfffdh6+vL9999x316tXDYDDQqlUrU/fNmDFjeO655/jqq69YunQpLVu2NF1xMRgM6HQ6wsPD0el0+eqtVevfdS7s7e0LdOuMHz+e5ORkZs+eTYMGDbC1taVz586mdhVFueOmdwaDgZCQEFPSdbPatWvf8bEvWLCAqVOnsm7dOlasWMEbb7zBhg0buOuuuwotb22df9yBRqMp9FxxBkLf7rEZDAYmT57M1KlTC/zMz8/vjvUKcavvt5/h/b/UJHpc5wa8fV9LtNrKsaFk50YedG/iyfZTKXyx8SRfjAqydEiiBpOk5nY0mjJ1AVWUS5cuERUVxTfffGPqXtqxY0e+MkOHDmXy5MmsW7eOpUuXMnbsWNPPgoOD0ev1JCUlme5fXNu3b2fOnDkMGjQIgLi4OFJSUkw/DwwMJDY2losXL+Lt7Q3Avn378tXRrl07VqxYgZeXV5GXFIsSHBxMcHAwr776Kp07d2bp0qW3TWpKa/fu3fTo0QNQu5/Cw8NvO0amXbt2HD16VHYYF2WmKApfbormi40nAXjy7ka81L9Zpdsh+6X+gWw/tYPfIuOZ3DOAwDrmXclYiOKS7qcqzjhj6NtvvyU6OprNmzczY8aMfGUcHR0ZMmQIb775JlFRUTz88MOmnzVt2pQxY8Ywbtw4Vq1aRUxMDPv27ePjjz9m7dq1RbbduHFjfvrpJ6KiotizZw9jxozB3t7e9PO+ffvSqFEjHn30UQ4dOsTOnTtNA4WNb8pjxozB09OTIUOGsH37dmJiYti6dSvPPfcc588XvVppTEwMr776KmFhYZw7d47169dz8uRJmjdvXqLnsDj+97//sXr1ao4fP87TTz/NlStXmDhxYqFlX375ZcLCwnj66aeJjIzk1KlTrFmzhmeffdbscYnqS1EUZv593JTQvNi/GS8PCKx0CQ1A6/ou3Nu6LooCn/5zwtLhiBpMkpoqTqvVsnz5csLDw2nVqhXTp0/nk08+KVBuzJgxHDx4kO7duxfoAlmwYAHjxo3j+eefp1mzZtx///3s2bMHX1/fItueP38+V65cITg4mLFjxzJ16lS8vLxMP9fpdPz2229cu3aNDh06MGnSJN544w0A0yBWBwcHtm3bhp+fHw888ADNmzdn4sSJZGZm3vHKjYODA8ePH2f48OE0bdqUJ554gmeeeYbJkycX67kriY8++oiPP/6Ytm3bsn37dn7//Xc8PT0LLdumTRu2bt3KqVOn6N69O8HBwbz55pvUrVvX7HGJ6slgUHjjtyN8u+0MAG8NbsHTvSr3lb8Z/Zqi02rYGJXE/rOXLR2OqKFk9tMNMmukYuzcuZNu3boRHR1No0aNLB3OHRlnP0VERFTIlgtlJa/jqi9Pb+ClXw+xKiIejQY+eqA1ozpUjbFYr6w8xPJ9cXRs6M6KyXdVyqtKomqS2U+iUli9ejUbNmzg7NmzbNy4kSeeeIKuXbtWiYRGiIqWnafnmaURrIqIR6fVMHtUUJVJaACe69MEGyste89eJvRksqXDETWQJDWiXKWnp/PUU08RGBjI+PHj6dChA7///nux73/ztOhbb9u3by/HyIWoeK+sPMy6o4nY6LTMHdOOIUE+lg6pROq62DO+S0MAPll3AoOhxnQEiEpCZj+JcjVu3DjGjRtX6vsbF84rjI9P+b/hN2zYkBrUQyss6MLVTH6LjAfgu0fb07PpnZc0qIye7NmIZXtiOZaQxp+HE7i/rYUWMRU1kiQ1olKTadGipvg1/DyKAp383atsQgPg5mjDEz0C+GzDST5bf4KBrepgrZNOAVEx5JV2C/mvXFRl8vqtmgwGhZ/3q/uNjepQ9KzDqmBiN388a9lw7lKG6XEJUREkqbnBuJrunTZRFKIyy8hQl6m/dZVkUbntOn2J81cycbKzYmCrqj/139HWimduTEH/78ZTZOboLRyRqCmk++kGKysrHBwcSE5OxtraOt/+QEJUdoqikJGRQVJSEq6urgW2vBCV24obVzOGBNXD3qZ6/O5Gd/Lju+0xxF/N5Mews0zpKTMeRfmTpOYGjUZD3bp1iYmJ4dy5c5YOR4hScXV1zbeBqKj8rmbk8M/RRABGta8E07cTD0Psbmg/EbSlT7BsrXTM6NuU5385yNzQ04zu6IeLvVxBFOVLkpqb2NjY0KRJE+mCElWStbW1XKGpgn6LiCcnz0Dzus608rHwnkkJB2HBvZCTDla20K70MxcBhgb78M2205y8eI1vt53mxRs7egtRXiSpuYVWq5WVWIUQFUJRFJbvuzFAuH19y67Ae/kMLH5QTWgA9nwLwWPVzX1LSafV8EK/ZjzxUzjzd5zl0S4N8XKS91dRfmTgiBBCWMjh+FSOJ6ZjY6VlaLAFF9q7lgQ/DYPrSeDVEqzs4eKNbqgy6tvCm2A/VzJz9Xy9OdoMwQpxe5LUCCGEhay4cZVmQMs6uDrYWCaIrDRYPByunAXXBjB2FbQZof5s7zdlrl6j0fDSjW6npXtiib2UUeY6hbgdSWqEEMICMnP0rIm8AFhwbZq8bFgxBhIPgYMnjF0NTnWg4xPqz6P+gLQLZW6mcyMPejStTZ5B4fMNJ8pcnxC3I0mNEEJYwN9HEkjPzsPX3Z7OAR4VH4BBD6uegJhtYFMLHvkVPG5Mu67TGvy6gCEP9i8wS3Mv9W8GwO8HLxCVkGaWOoW4lSQ1QghhAcYBwiNCfNFqK3iAsKLA3y/Dsd9Aaw2jFkO94PxlOj6ufg1foF7RKaNWPi7c26YuigKf/iNXa0T5kKRGCCEqWEzKdfbGXEargQdD6ld8ANs+hX3fARp44Bto1Ktgmeb3gVNduJ4Mx9aYpdnn+zZFp9Ww6XgS+89eNkudQtysVEnNnDlz8Pf3x87OjpCQELZv315k+a1btxISEoKdnR0BAQHMmzcv38+PHj3K8OHDadiwIRqNhtmzZxdZ38yZM9FoNEybNq004QshhEUZ90Pq0bQ29VztK7bx8IWw5X31eODH0Gp44eV01uoCfGCWAcMAAbVrMbK9msTNWndC9ioTZlfipGbFihVMmzaN119/nYiICLp3787AgQOJjY0ttHxMTAyDBg2ie/fuRERE8NprrzF16lRWrlxpKpORkUFAQAAfffTRHVdD3bdvH99++y1t2rQpaehCCGFxeXoDK8PPAzCqfQUPEI76E/6crh53fx46TS66fMh4tXvq/D6IP2CWEKb2boKNlZa9Zy8TejLZLHUKYVTipObzzz/nscceY9KkSTRv3pzZs2fj6+vL3LlzCy0/b948/Pz8mD17Ns2bN2fSpElMnDiRTz/91FSmQ4cOfPLJJzz00EPY2tretu1r164xZswYvvvuO9zc3O4Ya3Z2NmlpafluQghhSaEnkklKz8bD0Ybezb0rruGzO+HXiaAY1EX17nnzzvep5QUth6nHe78zSxh1XewZ36UhoF6tMRjkao0wnxIlNTk5OYSHh9OvX7985/v168euXbsKvU9YWFiB8v3792f//v3k5uaWKNinn36ae++9lz59+hSr/MyZM3FxcTHdfH0tNG1SCCFuMA4QHhbsg41VBQ1rTDwCy0aDPhuaDYLBs4u/UrDxas6RlXA9xSzhPNmzEU62VkQlpPHHobJPGRfCqER/USkpKej1ery98/934e3tTWJiYqH3SUxMLLR8Xl4eKSnF/wNZvnw5Bw4cYObMmcW+z6uvvkpqaqrpFhcXV+z7CiGEuSWlZbHlRBJQgWvTXDmnLq6XnQp+neHB+aArwQ45PiHqzCh9Nhz40SwhuTna8ESPAAA+33CSXL3BLPUKUap/E27dn0RRlCL3LCmsfGHnbycuLo7nnnuOxYsXl2hfJltbW5ydnfPdhBDCUlYeiEdvUGjn50oTb6fyb/B6Cix+AK4lglcLGL0MrEs4MFmjgY43rtbsmw/6PLOENrGbP561bDh3KcO0srIQZVWipMbT0xOdTlfgqkxSUlKBqzFGderUKbS8lZUVHh7FW3AqPDycpKQkQkJCsLKywsrKiq1bt/Lll19iZWWFXq8vycMQQogKpygKv9yY9VQhV2myr8GSEXApGlx84ZGVYH/nsYiFajkMHDwg7Tyc/Nss4TnaWvFMr8YAfLnpFJk58j4uyq5ESY2NjQ0hISFs2LAh3/kNGzbQpUuXQu/TuXPnAuXXr19P+/btsba2Lla7vXv35vDhw0RGRppu7du3Z8yYMURGRqLT6UryMIQQosLtO3uFMynXcbDRcW+beuXbWF4O/DwWLhwAe3d4ZBU4l6FNazto96h6vMc807sBRnfyo76bPUnp2SzcddZs9Yqaq8TdTzNmzOD7779n/vz5REVFMX36dGJjY5kyZQqgjmMZN26cqfyUKVM4d+4cM2bMICoqivnz5/PDDz/wwgsvmMrk5OSYkpWcnBzi4+OJjIwkOlrd0dXJyYlWrVrluzk6OuLh4UGrVq3K+hwIIUS5W75PXfZicJu61LItwZiWkjIY4Pen4PRmsHaAMb9A7aZlr7fDY6DRwtntkBRV9voAWysd0/uosc0NjSY1o2STR4S4VYmTmlGjRjF79mzeffddgoKC2LZtG2vXrqVBgwYAJCQk5Fuzxt/fn7Vr1xIaGkpQUBDvvfceX375JcOH/7vg04ULFwgODiY4OJiEhAQ+/fRTgoODmTRpkhkeohBCWFZaVi5rDycAMKqDX/k1pCiw/nU4/AtorWDkT1C/vXnqdqkPgfeqx3u/NU+dwNBgH5p61yItK49vtp02W72iZtIoNWhJx7S0NFxcXEhNTZVBw0KICrNkzzleX32Exl612DC9R7EnSZTYji9g49vq8bBvoe0o89Yfsx1+HKxeAZoRBfauZql2/dFEnvgpHDtrLdte7IWXc/EnhIiaobif37L3kxBClLOfb8zuGdXet/wSmojF/yY0/T4wf0ID0LCbOosqNwMil5qt2r4tvAn2cyUr18BXm6PNVq+oeSSpEUKIchSVkMbB86lYaTUMa+dTPo2cWAdrpqrHXaZCl2fKpx2N5t/du/d9p47fMUu1Gl4eEAjAsr2xnLt03Sz1ippHkhohhChHxjVY+jT3xrPW7beBKbXYPfDLeFD00PZh6Puu+du4WeuRYOsCl8+og5HN5K4AD3o0rU2eQeGLDSfNVq+oWSSpEUKIcpKdp+e3yHgARnUsh7VpkqJg6UjIy4Qm/eD+L4u//UFp2daC4DHqsZl27zZ6qX8zAH4/eIGoBNmrT5ScJDVCCFFO1h+9yNWMXOq62NGjSW3zVp56Xt3+IOsq1O8AIxaCrnhrf5VZhxszU09tgEvmm7HUyseFe9vURVHg039OmK1eUXNIUiOEEOXk5xsrCD8YUh+d1oxXUDIuw08PQFo8eDaDh38GG0fz1X8nHo2gcV9AgX0/mLXq5/s2RafVsOl4Egdir5i1blH9SVIjhBDlIO5yBjui1U17R4SYsesp57ra5ZRyApx9YOwqcHA3X/3FZdy9O2KxGpOZBNSuxf1t1dWP10TKDt6iZCSpEUKIcvBL+HkUBbo08sDPw8E8lepz1UHB5/eBnau6n5NLffPUXVKNeoN7gLr796EVZq16UOu6AGw4dpEatJSaMANJaoQQwsz0BoVfzb15paLAmmfh1Hqwsle7nLyam6fu0tBqocON6d17v1PjM5NujT2xs9YSfzWTYzJgWJSAJDVCCGFmO6JTuJCahYu9Nf1b1jFPpRv/AweXgUanDgr262Seessi6GF1deGkY3Bup9mqtbfRmQZWrz960Wz1iupPkhohhDAz4wrCQ4PqYWetK3uFu76Gnf9Vj+//CpoNKHud5mDvCm1urFxsxt27QV1lGNQuKCGKS5IaIYQwo8vXc1h/LBGAkeboejq4Qt2kEqDP2/+uEVNZdHxC/Xr8L3WauZn0bu6NVgPHEtKIu5xhtnpF9SZJjRBCmNGqA+fJ1Su08nGmZT2XslV2aiP8/pR6fNdT0HVameMzO+8W0LC7uqLx/vlmq9bd0Yb2DdVZXRuj5GqNKB5JaoQQwkwURTGtTTOqg1/ZKju/H34eC4Y8aD1C3aSyvFcLLi3j1ZrwhZCbZbZq+93ogpJxNaK4JKkRQggziYy7ysmL17C10prWWimVlFOwZIS6G3aje2DIHHW2UWXVbBA414eMS3B0tdmqNY6r2Xv2MlczcsxWr6i+KvFfiRBCVC3GqzSDWtfFxb6UWxakXYCfhkHmZajXDkb+BFY2ZoyyHOisoMNE9Xjvt2artoGHI828ndAbFLacSDJbvaL6kqRGCCHM4Hp2nmkF3JHtSzlAOPOKup9Tahx4NIYxv6gbSFYF7R4FnQ1cOADnw81Wbb+W0gUlik+SGiGEMIO/DidwPUdPQw8H7goo5bYFvz+jrvlSqw48sgocPc0bZHly9IRWw9VjM+7ebeyC2noymaxcvdnqFdWTJDVCCGEGxrVpRrT3RVOaAb1ZaXDib/V49DJwa2DG6CqIccDw0dVwzTzdRa19XKjjbEdGjp5dp1PMUqeoviSpEUKIMopOusb+c1fQatQduUvl7HZ1WrR7APi0M2+AFcWnHfi0B30OhP9olio1Go0sxCeKTZIaIYQoo19uDBDu1cwLb2e70lUSvUn92qi3maKyEOPu3fvnqxtwmoFxXM2GY0kYDLLBpbg9SWqEEKIMcvUGVh5QV9It0wrCpzerXxvdY4aoLKjFEHCsDekX4PifZqmyk78HTrZWpFzLJiLuqlnqFNWTJDVCCFEGm6KSSLmWg2ctW+4J9CpdJZfPwJUY0FpBw27mDbCiWdlCyAT1eO93ZqnSxkpLrxvPrXELCiEKI0mNEEKUgXFtmuEhPljrSvmWarxK49sJ7JzNFJkFtZ+g7iZ+bickHjFLlTKuRhSHJDVCCFFKialZhN5YFK7Ua9MAnN6ifm3UywxRVQLO9aD5feqxmRbju7tZbax1Gs4kXyc66ZpZ6hTVjyQ1QghRSisPnMegQIeGbjSqXcpF8vS5cGarelzVx9PczDhg+NDP6qKCZeRkZ03nRuq6PXK1RtyOJDVCCFEKBsO/m1eW6SrN+f2Qkw727lA3yDzBVQZ+ncG7FeRlQsRis1Rp2uBSxtWI25CkRgghSmF3zCXOXcqglq0V97apW/qKjONpAu4Grc4ssVUKGs2/i/Ht+x4MZV8N2DiuJjLuKklp5tsNXFQfktQIIUQpGFcQvq9tPRxsrEpf0Wnj+jTVqOvJqPUIsHOFK2fh1IYyV+ftbEdbX1cUBTZGyQaXoiBJaoQQooRSM3P5+4jaBTKqLGvTZFyG+APqcXVMamwcoN1Y9dhMA4b7mWZBSReUKEiSGiGEKKE1kfFk5xlo5u1E2/oupa8oZiugQO1AcPExW3yVSvvHAI16RSoluszVGZOandGXuJadV+b6RPUiSY0QQpTQCuMA4Q6l3LzSKLoadz0ZuftD0/7q8b6yL8bX2KsWDT0cyNEb2HYyucz1iepFkhohhCiBI/GpHIlPw0anZVhwGa6uKMpN69NU8f2e7sQ4YDhyKWSnl6kqjUZDv5Z1AFh/VLqgRH6S1AghRAkYp3H3bemNu6NN6StKOQVp50FnCw26mCm6SiqgF3g0huw0OLi8zNUZZ0FtPp5Ert5Q5vpE9SFJjRBCFFNWrp7fIuIBGFWWtWng31lPDTqrA2qrM63236s1e79Tr1KVQTs/NzwcbUjLymNvzGUzBCiqC0lqhBCimP45mkhaVh4+rvZ0a+xZtsqqy67cxdV2NNjUgpQTNwZIl55Oq6F3c3WDS1ldWNxMkhohhCimFTfWpnkwpD5abRkGCOdlw9kd6nFNSWrsnNXEBsyye3e/Fuq4mg3HLqKU8cqPqD4kqRFCiGI4d+k6u05fQqOBEe3rl62y2N2QmwGOXupWAjVFx8fVryfWwtXYMlXVrYkn9tY64q9mcvRCmhmCE9WBJDVCCFEMv+w/D0C3xp7UdyvjGJibu57KMiW8qqndDPx7gmKAfT+UqSo7ax3dm8gGlyI/SWqEEOIO9AaFX8PVpKZMKwgb1bTxNDcz7t59YBHkZpapKtPUbklqxA2S1AghxB1sO5lMYloWbg7WpunEpXYtCRIPqceNepU9uKqm6QBw8YPMy3BkZZmquifQC60GohLSiLucYaYARVUmSY0QQtyBcYDw0GAfbK3KuJP2mVD1a53WUMurbHVVRVoddHhMPd7zTZmmd7s72tChoTsgXVBCJUmNEEIUITk9m41R6gemdD2ZSbtxYGWnXrGK21umqvqaNriUpEZIUiOEEEVaHXGePINCW19XAus4l60yRbkpqanmWyMUxcEdWj+oHpdx927j1O69Zy9zNSOnrJGJKk6SGiGEuA1FUUxdT2VeQRjg4lG4dhGs7MHvrrLXV5UZVxg+9hukl34PJz8PBwLrOKE3KGw+nmSe2ESVJUmNEELcxoHYK5xOvo69tY772tYte4XGrREadgMr27LXV5XVbQu+d4EhD8IXlqmqfje6oNYflS6omk6SGiGEuA3jVZpBreviZGdd9gqNXU+Na3DX082Mi/Htnw95pe866nujC2rbqWSycvXmiExUUZLUCCFEIa5l5/HnoQQAHupohq6nnAw4F6Ye1+RBwjdrfj/U8la75KLWlLqaVj7O1HWxIyNHz87oFDMGKKoaSWqEEKIQfx68QEaOnoDajrRv4Fb2Cs/tAn02OPuAZ9Oy11cdWNlA+4nqcRn2g9JoNDILSgCS1AghRKFW7Fe7nka290Vjjq0MaurWCHcSMh60VhC3GxIOlroa4yyojVEX0Rtkg8uaSpIaIYS4xamL6UTEXkWn1fBAOx/zVCrr0xTOqQ60GKoel2F6d6cAd5zsrEi5lkNk3BXzxCaqHElqhBDiFsYBwvcEeuHlZFf2ClPjITkK0EDA3WWvr7oxTu8+/CtkXC5VFdY6LfcEqis0yyyomqtUSc2cOXPw9/fHzs6OkJAQtm/fXmT5rVu3EhISgp2dHQEBAcybNy/fz48ePcrw4cNp2LAhGo2G2bNnF6hj5syZdOjQAScnJ7y8vBg6dCgnTpwoTfhCCHFbOXkGVkXEA/CQOVYQBjizRf3q005deE7k59tRneKdl6VudFlKxnE1649dRCnD9gui6ipxUrNixQqmTZvG66+/TkREBN27d2fgwIHExsYWWj4mJoZBgwbRvXt3IiIieO2115g6dSorV/67kVlGRgYBAQF89NFH1KlTp9B6tm7dytNPP83u3bvZsGEDeXl59OvXj+vXr5f0IQghxG1tjLrI5es5eDnZ0rNpbfNUKl1PRdNo/r1as+8HMJRuWnbPprWx0WmJSbnO6eRrZgxQVBUlTmo+//xzHnvsMSZNmkTz5s2ZPXs2vr6+zJ07t9Dy8+bNw8/Pj9mzZ9O8eXMmTZrExIkT+fTTT01lOnTowCeffMJDDz2ErW3hC1KtW7eO8ePH07JlS9q2bcuCBQuIjY0lPDy8pA9BCCFuy9j19GBIfax0ZuihN+jh9I0rNZLU3F6r4WDvDqmxcHJdqapwsrOmcyMPQL1aI2qeEv3F5uTkEB4eTr9+/fKd79evH7t27Sr0PmFhYQXK9+/fn/3795Obm1vCcP+VmpoKgLv77S/lZmdnk5aWlu8mhBC3c+FqJttOJQPqrCezSDgImZfBxgnqdzBPndWRtb260SWUacBwv5ayunBNVqKkJiUlBb1ej7e3d77z3t7eJCYWvndHYmJioeXz8vJISSndIkmKojBjxgy6detGq1atbltu5syZuLi4mG6+vmZ6kxJCVEu/hp9HUaCTvzsNPR3NU6mx68m/B+jMsCpxddbhMdBo4UwoJJduzGSf5urnTWTcVZLSsswYnKgKSnVt9dY1GxRFKXIdh8LKF3a+uJ555hkOHTrEsmXLiiz36quvkpqaarrFxcWVqj0hRPVnMCj8fGNtGrOsIGxk2hpBup7uyNUPmg1Sj0u5GJ+3sx1Bvq4AbIySDS5rmhIlNZ6enuh0ugJXZZKSkgpcjTGqU6dOoeWtrKzw8PAoYbjw7LPPsmbNGrZs2UL9+vWLLGtra4uzs3O+mxBCFGbX6Uucv5KJk50VA1uZYfNKgOx0iNujHst4muIx7gd1cBlklW7IwL+zoEq/+7eomkqU1NjY2BASEsKGDRvynd+wYQNdunQp9D6dO3cuUH79+vW0b98ea+viX4pVFIVnnnmGVatWsXnzZvz9/UsSuhBCFMm4gvCQoHrYWevMU+nZHeou1G4NwT3APHVWd/49wbMZ5FyDY7+Xqor+N8bV7Iq+xLXsPHNGJyq5Enc/zZgxg++//5758+cTFRXF9OnTiY2NZcqUKYDa5TNu3DhT+SlTpnDu3DlmzJhBVFQU8+fP54cffuCFF14wlcnJySEyMpLIyEhycnKIj48nMjKS6OhoU5mnn36axYsXs3TpUpycnEhMTCQxMZHMzMyyPH4hhODK9Rz+OaL+Vz+qvZ/5Ko7epH5tJLtyF5tGAy2GqMdnQktVRaPatfD3dCRHb2DriWTzxSYqvRInNaNGjWL27Nm8++67BAUFsW3bNtauXUuDBg0ASEhIyLdmjb+/P2vXriU0NJSgoCDee+89vvzyS4YPH24qc+HCBYKDgwkODiYhIYFPP/2U4OBgJk2aZCozd+5cUlNTufvuu6lbt67ptmLFirI8fiGEYFVEPDl6Ay3rOdO6vov5Kpb1aUonoKf6NWYblGIRvfwbXEoXVE2iUWrQsotpaWm4uLiQmpoq42uEEIDatd3vi22cSrrGe0NaMrZzQ/NUfOUs/LctaHTwcgzYmTFZqu7ysuGjBpCXCU+GgXeLElex/+xlHpwXhrOdFeFv9sXaHGsOCYsp7ue3/JaFEDXagdirnEq6hp21liHBZtq8Ev69SuPbURKakrKyhQad1eOYraWqItjPDQ9HG9Ky8tgbU7r9pETVI0mNEKJGW75X7S6/t3U9nO3MuI6MdD2Vjf+NLqgzpUtqdFqNac2a9UelC6qmkKRGCFFjpWfl8uehBABGm3NtGn0enNmmHktSUzrGcTVnd6jPZyn8O65GNrisKSSpEULUWL9HXiAzV09jr1qENHAzX8Xx4ZCdCnauUC/YfPXWJHXaqM9fTjpcOFCqKro18cTeWseF1CyOXpBtcmoCSWqEEDXW8n1q19NDHXxLvcJ5oYxdTwF3g9ZMa97UNFod+HdXj0vZBWVnraNHU09ANrisKSSpEULUSEfiUzkSn4aNTssD7YpenbzEThvXp5GupzIxjqsp5WBhgH4t6gAyrqamkKRGCFEjGa/S9Gvpjbujjfkqzryidj+BJDVlFdBL/Rq3B3IySlXFPYFe6LQajiemE3e5dHWIqkOSGiFEjZORk8fvERcAGN3RjCsIw40F4wzg2RRczTj4uCbyaATOPqDPgbjdparCzdGGDg3V8VLSBVX9SVIjhKhx/jqUQHp2Hn7uDnQOKPnGukWKlq4ns9Foyjy1G6DvjS4oWV24+pOkRghR46zYp25eOaqDL1qtGQcIKwqc3qIey35P5hFgjnE16tTuvTGXuXI9xxxRiUpKkhohRI1y6mI6+89dQafVMCLEzAOEL52G1FjQWkPDruatu6YyXqm5EKmOVyoFX3cHAus4YVBg8/Ek88UmKh1JaoQQNcryG1dp7gn0wsvZzryVG2c9+d0FNo7mrbumcq6rjk9CURfiK6V+LW/MgpIuqGpNkhohRI2Rnadn1YHzgJlXEDYyrk/TWLqezMoM42qMXVDbTqaQlas3R1SiEpKkRghRY/xz9CJXMnKp42xHjya1zVt5Xg7EbFePZZCweZlhXE3Les7Uc7EjM1fPjlMpZgpMVDaS1AghaowVN9amGdm+PlY6M7/9xe2B3Ovg4Anerc1bd03XsBtotJByEtIulKoKjUaTby8oUT1JUiOEqBHOXbrOzuhLaDQwskM5dj01uge08tZqVvZuULetelyWLqgb42o2Hb+I3iAbXFZH8pcnhKgRjNO4uzepTX03B/M3cHNSI8zPDFsmdPR3x9nOipRrOUTElm4mlajcJKkRQlR7uXoDv4TfGCBcHldprqdAwkH1uFEv89cv/h1Xc2aruh5QKVjrtNwT6AVIF1R1JUmNEKLa23I8ieT0bDwcbejd3Nv8DZwJBRTwbgVOdcxfvwC/zqCzhfQLcCm61NUYVxdef+wiSimTI1F5SVIjhKj2jGvTPBhSHxurcnjbM3U9yVWacmNtD74d1eMzoaWupmez2tjotMSkXOd08jXzxCYqDUlqhBDVWkJqJqEn1FVkR5VH15Oi3JTUyPo05coMU7tr2VrRpbG639c/R6ULqrqRpEYIUa39vO88BgU6+bsTULuW+RtIioL0BLCyU7tIRPnxv1v9GrMdDKVfQK+faYNLSWqqG0lqhBDVlt6g8PN+tetpdEe/8mnEuDVCg65gbeZtF0R+9YLB1hmyrkLioVJX06e5Olg4Mu4qF9OyzBScqAwkqRFCVFs7olOIv5qJs50VA1qV0wBe2Rqh4uis1OQRyrRejZezHUG+rgBsjJKrNdWJJDVCiGpr+V51BeEH2tXHzlpn/gZyM+HcLvVY1qepGGYYVwPQr6U6C269jKupViSpEUJUS8np2aYxEw+Vx+aVoCY0eVngVA9qB5ZPGyI/4yJ858IgL7vU1Rg3uAw7fYn0rFxzRCYqAUlqhBDV0soD58kzKAT5uhJYx7l8Grl5FWGNpnzaEPl5NQdHL8jLhPP7Sl1No9q1CPB0JEdvYOvJZDMGKCxJkhohRLWjKIppW4SHymMat9HpLepXWZ+m4mg04N9DPS7DejWywWX1JEmNEKLa2RNzmZiU6zja6Livbb3yaSQtAZKOAhoIkKSmQt28ZUIZGMfVbD6eRK7eUNaoRCUgSY0QotoxDhC+P6gejrZW5dPImRtXaeoFgaNH+bQhCmccVxMfDllppa4myNcNz1o2pGflsefMZTMFJyxJkhohRLVyNSOHtUcSAXioQzmtTQOyK7cluTUAt4ag6P+dfVYKOq2GPjf2Alt/LNFMwQlLkqRGCFGtrI6IJyfPQPO6zrSp71I+jRgMktRYWsDd6tcyTu2+eVyNbHBZ9UlSI4SoNhRFYfnefwcIa8prRlLiIci4BDa1oH7H8mlDFM3fPONqujb2xMFGR0JqFkfiS9+VJSoHSWqEENVGZNxVTlxMx9ZKy9Agn/JryHiVpmF3sLIpv3bE7RlnQCUdhWuln5JtZ62jR5PaAGyQLqgqT5IaIUS1YbxKc2/rurg4WJdfQ9L1ZHmOnuDdWj021+rCMrW7yquRSc26IwmWDkEIYWbXsvP449AFAB4qr80rAbKvQexu9Vj2e7IsM22ZcE+gFzqthuOJ6cReyjBDYMJSamRS8+4fx0hIzbR0GEIIM/rj4AUycvQE1HakQ0O38mvo3E4w5IKrH7gHlF874s7MNK7G1cGGjg3dAZkFVdXVyKQmLSuPF345iMEgI92FqC6Ma9OU6wBhgOhN6lfZGsHyGnQBrRVcPQdXzpapKllduHqokUmNnbWWndGXmL8zxtKhCCHM4NiFNA6eT8Vap2F4u/rl25hpPI10PVmcbS3waa8el/FqjTGp2Xf2Mleu55Q1MmEhNTKpeXFAMwBmrTvB8USZwidEVbd8n3qVpl+LOnjUsi2/hq7GwqVToNH+O/tGWJaZxtX4ujvQvK4zBgU2HU8yQ2DCEmpkUjMyxJfegV7k6A1MWx5JVq7e0iEJIUopM0fP6oh4AB7qWI6bV8K/V2l82oO9a/m2JYrn5nE1hrLt39TP1AUl42qqqhqZ1Gg0Gj4a3gYPRxuOJ6bz2foTlg5JCFFKfx9JID0rj/pu9nRt5Fm+jRmTGpn1VHnU7wDWDpCRAknHylSVsQtq28kU+We3iqqRSQ1AbSdbPh7eBoDvtsewMzrFwhEJIUrDuDbNqPa+aLXlOHBXnwdnQtVjWZ+m8rCyAb/O6nEZu6Ba1nPGx9WezFw9O07JZ0JVVGOTGoA+Lbx5uJO6nsXzPx8kNSPXwhEJIUoiOukae89eRquBEe3LuevpQgRkpYKdC9RrV75tiZIx7gNVxsHCGo3GdLVGpnZXTTU6qQF4497m+Hs6kpiWxeu/HZYNzYSoQlbcGCB8T6AXdVzsyrcxY9eTf0/QWZVvW6JkjIOFz+0Efdn+OTWOq9kUlYRelv2ocmp8UuNgY8UXo4LQaTX8eSiB3yMvWDokIUQxZOfpWXngxgDhDuW4grDR6ZvWpxGVi3drsHeHnGsQf6BMVXXwd8fZzopL13M4EHvFTAGKilLjkxqAIF9XnuvdBIA3fzvC+SuyTLYQld3GY0lcvp6Dt7MtdzerXb6NZV6F8/vVY0lqKh+tFvy7q8dlHFdjrdNyT6AXIAvxVUWS1Nzw1N2NaOfnSnp2HjN+PiiXHYWo5Ixr04wI8cVKV85vZWe3g6IHj8bg1qB82xKlY6YtEwD6tawDwPqjiTIkoYqRpOYGK52WL0YF4WijY2/MZb7ddsbSIQkhbiPucgbbb8xOGdWhnAcIQ/6tEUTlZBwsfH4v5JTtanuPprWx0Wk5eymD6KRrZY9NVBhJam7SwMOR/9zfEoDPN5zgSHyqhSMSQhRmxT51Gnf3Jp74ujuUb2OKctN4GlmfptJyDwDn+qDPgdiwMlVVy9aKro09AJj593HZJ7AKkaTmFiNC6tO/pTe5eoVpK2S1YSEqmzy9gV/C1aSmQgYIXz6jbo+gtYaG3cq/PVE6Go3ZtkwAeL5fM2yttGw+nsQXG0+WuT5RMSSpuYVGo2HmA22o7WRLdNI1Pvr7uKVDEkLcJPREMhfTsnF3tKFPC6/yb9A4ldu3k7qBoqi8zDiuppWPCzMfaA3AV5uj+ftwQpnrFOWvVEnNnDlz8Pf3x87OjpCQELZv315k+a1btxISEoKdnR0BAQHMmzcv38+PHj3K8OHDadiwIRqNhtmzZ5ul3dJyd7Th0xFtAVi46yxbTyaXSztCiJIzDhAe3s4HWytd+Tdo2hpBxtNUesZNRhMOQsblMlf3QLv6PNbNH4DnfznIicT0MtcpyleJk5oVK1Ywbdo0Xn/9dSIiIujevTsDBw4kNja20PIxMTEMGjSI7t27ExERwWuvvcbUqVNZuXKlqUxGRgYBAQF89NFH1KlTxyztllXPprUZ36UhAC/8cpDLshW9EBaXmJrF5hs7KI+qiK4nfS7EbFOPZZBw5edcFzybAYo6Y80MXh0YSNfGHmTk6Hl80X6uZshnQWVW4qTm888/57HHHmPSpEk0b96c2bNn4+vry9y5cwstP2/ePPz8/Jg9ezbNmzdn0qRJTJw4kU8//dRUpkOHDnzyySc89NBD2NramqVdc3hlYCCNvWqRnJ7Na6tktWEhLO2X/XEYFOjY0J3GXhXQFRS3V13QzcED6rQt//ZE2QWYrwsK1JmxX49uR303e2IvZ/Dssgjy9GXbDVyUnxIlNTk5OYSHh9OvX7985/v168euXbsKvU9YWFiB8v3792f//v3k5hZvOevStAuQnZ1NWlpavltJ2FnrmD0qCGudhnVHE/kl/HyJ7i+EMB+DQWHF/hubV1bENG74t+spoJe6wJuo/PzNN1jYyM3Rhm/HtsfeWsf2Uyl88s8Js9UtzKtEf6UpKSno9Xq8vb3znff29iYxsfDNvxITEwstn5eXR0pK8XZBLU27ADNnzsTFxcV08/Ut+RthKx8XZvRtBsA7a44Se0lWGxbCEnaeTuH8lUyc7KwY1LpuxTRqTGqk66nqaNgNNFq4FA2p8WartkU9Zz4Z0QaAb7ad4fdI89UtzKdU/3poNJp83yuKUuDcncoXdt7c7b766qukpqaabnFxcSVqz+iJHgF09Hfneo6e6T9HyqVHISxg+V7173dYsA/2NhUwQPj6JXVnboBGvcq/PWEe9q5QL1g9NuPVGoDBberx1N2NAHh55SFZy6wSKlFS4+npiU6nK3B1JCkpqcBVFKM6deoUWt7KygoPD49yaxfA1tYWZ2fnfLfS0Gk1fD6yLU62VoSfu8Lc0NOlqkcIUTqXrmWz/pj6918ha9MAxIQCCni1AOd6FdOmMA8zTu2+1fP9mnF3s9pk5RqY/FM4l65lm70NUXolSmpsbGwICQlhw4YN+c5v2LCBLl26FHqfzp07Fyi/fv162rdvj7W1dbm1a2713Rx4d6i62vDsTaeIjLtaIe0KIWDVgXhy9Qpt67vQol7p/jkpMel6qrpuXoTPzBM8dFoN/30oGH9PR+KvZvL00gPkytX7SqPE3U8zZszg+++/Z/78+URFRTF9+nRiY2OZMmUKoHb5jBs3zlR+ypQpnDt3jhkzZhAVFcX8+fP54YcfeOGFF0xlcnJyiIyMJDIykpycHOLj44mMjCQ6OrrY7VaEoUE+DG5TF71BYfqKSDJy8iqsbSFqKkVRWHZjbZoKmcatNgrRxqRGup6qHN9OoLOF9ARIOWX26l3srfl2bAiONjp2n7nMB39Fmb0NUTolTmpGjRrF7NmzeffddwkKCmLbtm2sXbuWBg3UnWsTEhLyrR3j7+/P2rVrCQ0NJSgoiPfee48vv/yS4cOHm8pcuHCB4OBggoODSUhI4NNPPyU4OJhJkyYVu92KoNFo+GBoa+q62BGTcl1eyEJUgH1nr3Am+ToONjruD6qgbqDkE5B+Qf1gbNC1YtoU5mNtD36d1GMzj6sxauLtxBejggB1kdaf95duzKYwL41SgxZfSUtLw8XFhdTU1FKPrwHYFZ3Cw9/vAeCHR9vTu/ntx/UIIcpmxopIVkXEM6q9Lx8/2KZiGg37H/zzmjqVe9xvFdOmMK9tn8Lm9yBwMDy0pNyamb3xJLM3nsJGp2XF5LsI9nMrt7ZqsuJ+fsvCC6XQpbEnk24snf3Sr4dITpeBYkKUh9SMXP66sefOQx0raG0akPE01UHA3erXs9vBUH4bE0+9pwl9W3iTozcwZXE4SelZ5daWuDNJakrphf7NCKzjxKXrObyy8pCsNixEOfj9YDzZeQYC6zgR5OtaMY3mZsHZnepx494V06Ywv7pBYOsMWanqXlDlRHtjdmxjr1pcTMvmycUHyMmTgcOWIklNKdlZ65j9UBA2Oi2bjiexdG/57EElRE2lKArL9v67gnBJ17UqtdgwyMuEWnXU6dyiatJZqQvxAZwJLdemnOzUgcNOduqyH/9Zc7Rc2xO3J0lNGQTWcealAepqw+//GcWZ5GsWjkiI6uPQ+VSiEtKwsdIyLNin4hq+ueupohIpUT7KYcuE2wmoXYsvRwej0cCyvbEs2XOu3NsUBUlSU0YTu/rTtbEHmbl6pq+IlPUKhDCT5TemcQ9qVQdXB5uKa/j0FvWrjKep+ozr1cTuVrsVy1mvZl682F/9R/ftNUfZd/Zyubcp8pOkpoy0Wg2fjmiLs50VB8+n8tUm86+JIERNcz07jzWRFwB4qGMFrU0DkH4RLh5Wj40DTUXVVTsQanlDXhac31shTT7ZsxH3tq5Lrl7hycUHSEjNrJB2hUqSGjOo62LPhw+0BuDrLdGEn5PsXIiy+PPQBa7n6PH3dKSTv3vFNXzmxlWaum2hVu2Ka1eUD42mXLdMKLxJDZ+MaENgHSdSrmUz5adwsnLLb/aVyE+SGjMZ3KYeDwT7YFBg+oqDXMuW1YaFKC2LDBAGmcpdHQVU3LgaIwcbK74b1x5XB2sOnk/l9dVHZIZsBZGkxozeHtISH1d7Yi9n8O4fMvpdiNI4nphGZNxVrLQahrerX3ENGwyS1FRHxis18QcgK63CmvV1d+B/D7dDq4GVB86zcNfZCmu7JpOkxoyc7az5fGRbNBr4ef951h1JsHRIQlQ5y29cpenbwpvaTrYV1/DFI3A9Gawd1b2DRPXg6gvuAaDo4dzOCm26a2NPXhvUHID3/4pi1+mUCm2/JpKkxsw6BXgwpWcjAF5ddZikNFldUojiysrVs+rAeaCCBwjDv1dpGnYDqwpMpkT5q+BxNTd7rJs/w4J90BsUnl5ygLjLGRUeQ00iSU05mN6nKS3rOXMlI5cXfpXVhoUornVHEknLysPH1Z5ujT0rtvHTm9Sv0vVU/VhgXI2RRqNh5gOtae3jwpWMXJ74KZzMHBk4XF4kqSkHNlZa/vtQELZWWradTGZRmCzCJERxLLuxMvfI9r7otBU4QPhaMpzbpR437lNx7YqK0bCH+jXpGFxLqvDm7ax1fDM2BA9HG6IS0nhJttYpN5LUlJPGXk6mvtQP10Zx6mK6hSMSonI7k3yNPTGX0WpgZIcKHCAMcPgXMORBvXbg2bhi2xblz9ED6qjLbhCzzSIh1HO1Z86YdlhpNfxx8ALfbjtjkTiqO0lqytG4zg3o2bQ22XkGnlseKZucCVGEFfvVAcJ3N/Oirot9xTYeuVT9GvRwxbYrKo5pXM0Wi4XQKcCD/9yn7if28brjbD2ZbLFYqitJasqRRqPhkwfb4OZgzbGENL7YeNLSIQlRKeXkGVgZfmOAcAffim084ZC6irDOBloNr9i2RcUxrhB9ZhtYsOvnkbsa8FAHXwwKPLv0AGdTrlsslupIkppy5uVsx8wH2gAwb+tp9py5ZOGIhKh8NkVdJOVaDrWdbOkV6FWxjR9cpn5tNhAcKnD1YlGx/DqD1gpSY+FKjMXC0Gg0vDOkJcF+rqRl5fHET/tlsVYzkqSmAgxoVYeR7eujKDDj54OkZeVaOiQhKo1cvYEfw84CMCKkPta6Cnxb0ufCoZ/V46AxFdeuqHi2taB+R/XYAlO784VipWPeIyF4Odly8uI1nv85EoNBBg6bgyQ1FeSt+1ri5+5A/NVMXlt1WEa+CwHEXspg5Ddh7D5zGZ1Ww6iK7no6tQEyUsDRCxr1rti2RcWz4NTuW3k72zFvbAg2Oi3/HL3I11uiLR1StSBJTQWpZWvF7IeCsNJq+PNQAvN3nrV0SEJY1G8R8Qz6cjsRsVdxsrPi69HBNPBwrNggIpeoX9uMBJ1VxbYtKp5xsHDMNnVbDAtr5+fG+0NbAfD5hpNsOHbRwhFVfZLUVKB2fm68fu+/07z3xshu3qLmSc/KZcaKSKatiORadh4dGrrx93PdGdi6bsUGcv0SnPxHPZZZTzWDT4i6DUbGJUiqHPvzjezgy7jODQCYviKS6KRrFo6oapOkpoKN79KQIUH10BsUnlpygIuyjYKoQSJir3DvlztYFRGPVqOuvr3s8buo7+ZQ8cEc+RUMuVC3LXi3rPj2RcWzsoEGXdRjC4+rudmbg1vQ0d+da9l5PLFoP6mZMu6ytCSpqWDGJbMD6ziRci2bp5YckPVrRLWnNyj8b0s0D84LI/ZyBj6u9vw8uTPP9WmCVUUODL6ZsetJBgjXLJVoXI2RtU7LnDHtqOdix5mU60xbHoFeBg6XiiQ1FuBgY8W8R0JwsrMi/NwVPlwbZemQhCg3CamZjPl+N5/8cwK9QeG+tvVY+1x32je04PTpi0ch4SBoraHVg5aLQ1Q847iac7vU2W+VhGctW74Z2x5bKy1bTiTzxQZZ16w0JKmxkIaejnwxMgiAhbvOsjrivGUDEqIcrDuSyIDZ29l95jIONjo+HdGWLx8KwsXe2rKBGVcQbtpfXUJf1BzercDBA3KuQXy4paPJp3V9Fz4arm7n8PWWaNYeTrBwRFWPJDUW1KeFN8/eo+4z8+qqw0QlpFk4IiHMIzNHz2urDzNlcTipmbm0qe/CX1O782BIfTSaCtyosjD6PFmbpibTaqFhd/W4Eo2rMRoWXJ9J3fwBeOGXgxxPlM+FkpCkxsKm9WlKj6a1yco1mD4AhKjKjl1IY/BX21m6JxaNBqb0bMSvU7rg71nB07Vv5/QmuJ4EDp7QpK+loxGWYBxXcybUomHczisDA+na2IOMHD2PL9rPles5lg6pypCkxsJ0Wg1fPhREfTd7zl3KYMYKWVlSVE2KojB/RwxD/7eT08nX8XKyZfFjnXhlYCA2VpXorSbf2jQW7gYTlmEcV3N+H+RUvr2XrHRavh7dDl93e+IuZzJ+4T7SZSX6YqlE7zQ1l6uDDfMeCcHWSsum40mysqSocpLTs5mwcB/v/nmMHL2BPs29WTetB10be1o6tPwyLsOJv9VjWZum5nIPABdfdUr/uTBLR1MoN0cbfni0A64O1hyMu8pjC/eTkSN7RN2JJDWVRCsfF9PKkl9sPMmWE0kWjkiI4gk9kcTA/24n9EQytlZa3hvSku/GheDuaGPp0Ao6shL0OeDdGuq0tnQ0wlI0mptWFw61aChFaertxE8TO+FkZ8Xes5d5YlE4Wbl6S4dVqUlSU4mMaO/LmE5+KApMWx5J7KUMS4ckxG1l5+l5789jjF+wj5Rr2TTzdmLNM90Y27mh5QcD345x1pNcpREBd6tfK+Fg4Zu1ru/CwgkdcbDRsSM6RdY2uwNJaiqZt+5rQZCvK6mZuUxZLFm5qJyik64x7H+7+GFHDACPdm7A7890pVkdJwtHVoSk43DhAGitoPUIS0cjLM2/h/o18bDaLVmJhTRw44dHO2BrpWXz8SSeWx5Bnl4Sm8JIUlPJ2FrpmPtIOzwcbTiWkMbrq4/Ijt6i0lAUhWV7Yxn81XaOJaTh7mjDD4+2550hrbCz1lk6vKIdvHGVpkk/qFXbsrEIy3PyhtrNAUXd4LKS69zIg2/HtcdGp+XvI4m88MtBWXW4EJLUVEJ1Xez5anQwWg2sPHCeJXtiLR2SEFzNyOGpJQd4ddVhsnINdGvsybrnutO7ubelQ7szg/6mtWmk60ncUAm3TChKz6a1+frhYKy0Gn6LvMDrqw/LP723kKSmkurS2JOXBwQC8M4fRzkQe8XCEYmabPeZSwz873b+PpKItU7Da4MCWTSxI17OdpYOrXhOb4H0BLB3hyb9LR2NqCyMg4Ur+biam/VrWYcvRgWh1cDyfXG888cxSWxuIklNJfZEjwAGtqpDrl7hqcUHSE7PtnRIoobJ1Rv4bP0JRn+3m4TULPw9HVn1ZFee6NEIrbaSDgYujHFtmtYj1J2ahQBo2BU0Wrh8GlKrzlY197Wtx6wH2wLqNjsfrzshic0NktRUYhqNhk9GtKVRbUcS07J4dtkBGRwmKkzspQxGfhPGV5ujURQY2b4+fz7bjdb1XSwdWslkXoXjf6nH0vUkbmbnAvXaqcdV6GoNwIMh9U3LgMzbepovN8n6ZiBJTaVXy9aKb8a2x9FGx+4zl5n1zwlLhyRqgN8j4xn05XYiYq/iZGfF1w8HM+vBtjjaWlk6tJI7ugr02eDVAuq2tXQ0orKpYuNqbvbIXQ14497mgLq+2TdbT1s4IsuTpKYKaOxVi09HqG/G3247w1+HZOdWUT7Ss3KZsSKS55ZHci07j/YN3Pj7ue4MblPP0qGV3s1r01TW9XOE5dw8rqYKduFM6h7Ai/2bATDz7+MsCjtr2YAsTJKaKmJg67pM7hEAwIu/HiQ6Kd3CEYnqJjLuKvd+uYNVEfFoNTCtTxOWP3EX9d0cLB1a6aWcUvf30eig9UhLRyMqI99OYGUH1xIhuWpeCX+6V2Oe6dUYgLd+P8qKfTV3xqwkNVXIi/2b0TlA3bn1iZ/CZYMzYRZ6g8L/tkTz4NxdxF7OwMfVnp8nd2Zan6ZY6ar4W4TxKk3jPuq6JELcytpOTWygSnZBGT3frymPdfMH4JVVh/k9Mt7CEVlGFX/HqlmsdFq+ejiYui52nEm+zou/HJIR76JMsnL1jF+wl0/+OUGeQWFwm7qsfa477Ru6Wzq0sjPo4dAK9VgGCIuiBFS9qd230mg0vHFvc9NWOzN+Psi6IzVvqIIkNVWMZy1b5oxph41Oy7qjiXyz7YylQxJVlMGg8PwvB9l+KgUHGx2fPNiGr0YH42JvbenQzCNmK6TFg50rNBto6WhEZWbcB+rsDtBX3Z2wNRoN7w1pxfB29dEbFJ5dFsGW4zVrc2RJaqqgYD83/nN/CwBmrTvOzugUC0ckqqJP15/gr0MJWOs0fP9oe0a09628G1GWhrHrqfWDYGVr2VhE5VY3SJ3enZ0KCQctHU2ZaLUaZj3YhsFt6pKrV5i8OLxGfUZIUlNFPdzRjwdD6mNQ4NllEVy4mmnpkEQVsnxvLHNC1emfMx9oQ5dGnhaOyMyyUiHqT/VYup7EnWh10LC7ehwTatFQzEGn1fDFqCD6tvAmJ8/ApB/3s+9s5d6001wkqamiNBoN7w9tRct6zly+nsOTSw6QnSc7eos7234qmdd/OwLA1Hsa82BIfQtHVA6O/gZ5meDZ7N/F1YQoShXcMqEo1jotXz8cTI+mtcnM1TNhwT4Oxl21dFjlTpKaKszOWse8R0JwsbfmYNxV3l5zzNIhiUruRGI6Ty0+gN6gMDSoHtP7NrV0SOVD1qYRJWUcLBy3B3KzLBuLmdha6fjmkRDuCnDnWnYe4+bv5diFNEuHVa5qZlJzeoulIzAbX3cHvhwdjEYDy/bG8vO+OEuHJCqppLQsJizYS3p2Hh393fn4wTbVawyN0aXTELdb3dOnzShLRyOqCs+mUKsO5GWpiU01YW+j4/tHO9DOz5XUzFzG/rCHUxer7zpnNTOp2fRelR7hfqueTWszo4/6H/cbvx/h8PlUC0ckKpuMnDwe+3E/F1KzCPB05NuxIdha6SwdVvk4uEz92ugecK5r2VhE1aHRVOktE4pSy9aKBRM60srHmUvXcxjz/R7Oply3dFjlomYmNZdOQsQiS0dhVk/3akyf5l7k5BmYsjicK9dzLB2SqCT0BoWpyyI4HJ+Ku6MNCyZ0wNWhmu5UbTDAweXqsQwQFiVVzcbV3MzF3pqfJnaimbcTSenZjPl+D+evZFg6LLOrmUkNwOYPIKv69C1qtRo+GxlEQw8H4q9mMnV5BHqDLMwn4P2/jrExKgkbKy3fjQuhgYejpUMqP2e3Q2oc2LpAs3stHY2oaoxXai4cUGfQVTNujjYsntSJAE9H4q9mMub7PVxMqx7jh4xqZlLjFgAZKbDjc0tHYlYu9tbMGxuCnbWW7adS+GLDSUuHJCxs4c4YFuw8C8AXI4MIaVANVgouinGAcKsH1OXvhSgJl/rg3ggUg7oQXzVU28mWJY93wtfdnnOXMnj4u92kXMu2dFhmUzOTmt5vql/D5sCVc5aNxcwC6zjz8fA2AHy9JZoNxy5aOCJhKRuPXeTdP9UZcS8PCOTeNtV8fEl2OkStUY+Dxlg2FlF1VYMtE+6kros9SyfdRV0XO04nX+eR7/dwNaN6DFkoVVIzZ84c/P39sbOzIyQkhO3btxdZfuvWrYSEhGBnZ0dAQADz5s0rUGblypW0aNECW1tbWrRowerVq/P9PC8vjzfeeAN/f3/s7e0JCAjg3XffxWAwlPwBNO4D/j1Anw2b3in5/Su5IUE+jO/SEIAZKyKJqaYDwsTtHT6fyrPLIjAo8FAHX6b0DLB0SOXv2O+QmwEejaF+e0tHI6oq/+o5WPhWvu4OLH38Lmo72XI8MZ1x8/eSVg02SS5xUrNixQqmTZvG66+/TkREBN27d2fgwIHExha+1XlMTAyDBg2ie/fuRERE8NprrzF16lRWrlxpKhMWFsaoUaMYO3YsBw8eZOzYsYwcOZI9e/6dVvfxxx8zb948vv76a6Kiopg1axaffPIJX331VckftUYD/T4ANHBkJcTtLXkdldxrg5rTvoEb6dl5TPkpnIyc6jPbSxQt/momE3/cR2aunu5NPHlvaKvqOXX7VpE3Zj3J2jSiLPx7ABpIPg7piZaOplz5ezqyZFIn3BysOXQ+lYkL9lX5zwqNUsJtnjt16kS7du2YO3eu6Vzz5s0ZOnQoM2fOLFD+5ZdfZs2aNURFRZnOTZkyhYMHDxIWFgbAqFGjSEtL4++//zaVGTBgAG5ubixbpr5RDR48GG9vb3744QdTmeHDh+Pg4MBPP/1UrNjT0tJwcXEhNTUVZ2dn+P1piFgM9TvAYxuq3RthUloW9361g+T0bO5vW4//PhRUMz7carC0rFxGzA3jxMV0mnk78cuTnXG2qyYbVBblcgx8GQRoYPpRcPGxdESiKvumh7oH1APfQZuRlo6m3B2JT2X0d7tJz8qjSyMP5o/vgJ115VryocDn922U6EpNTk4O4eHh9OvXL9/5fv36sWvXrkLvExYWVqB8//792b9/P7m5uUWWubnObt26sWnTJk6eVAe/Hjx4kB07djBo0KDbxpudnU1aWlq+Wz693gBrRzi/D46uKvrBV0FeznbMGdMOK62GNQcvmAaMiuopV2/g6SUHOHExndpOtsyf0KFmJDTw7zTugLsloRFlV42ndhemlY8LP07siKONjl2nLzFlcXiV3XanRElNSkoKer0eb2/vfOe9vb1JTCz8Ml1iYmKh5fPy8khJSSmyzM11vvzyy4wePZrAwECsra0JDg5m2rRpjB49+rbxzpw5ExcXF9PN19c3fwHnutBtmnq84e1qszT2zTo0dOe1Qc0B+HBtFHtjasamZjWNoii89fsRtp9Kwd5ax/xHO+Djam/psCqGwfDvgnsyQFiYw82L8JWsM6PKaufnduMKjZbQE8lMXRZBnr4UY1YtrFQDhW/twlAUpchujcLK33r+TnWuWLGCxYsXs3TpUg4cOMCPP/7Ip59+yo8//njbdl999VVSU1NNt7i4QrYQ6PwMONWD1FjYM7fgz6uBCV0bcn/beuQZFJ5eeoCkarYugYB5W8+wbG8cWg18NTqY1vVdLB1SxYndBVfPgY0TBMraNMIM/DqD1lpd8+jyGUtHU2E6BXjw3bj22Oi0/HP0Is//crDKrXdWoqTG09MTnU5X4KpMUlJSgSstRnXq1Cm0vJWVFR4eHkWWubnOF198kVdeeYWHHnqI1q1bM3bsWKZPn17oOB4jW1tbnJ2d890KsHGAPv9Rj7d9BteSb1tfVaXRaPhoeGuaeTuRnJ7NU0sOkJNX9TJwUbg/D13g43XHAXhrcAv6tCj8b7HaMq1NM0z9exairGwcwbejenxkZdFlq5nuTWqbhi38HnmBV1cdwlCFEhurkhS2sbEhJCSEDRs2MGzYMNP5DRs2MGTIkELv07lzZ/74449859avX0/79u2xtrY2ldmwYQPTp0/PV6ZLly6m7zMyMtBq8+dgOp2udFO6b9V6JOyeCwmREPohDP6i7HVWMg42VswbG8L9X+1g/7kr3DVzE462OmytdNhaaW/cdNhaa7G78dV0zkp7y/kizhVRh1Yrg5TNLfzcZWb8fBBQr8iN7+pv4YgqWPY1OPqbeixdT8Kc2o2Dczth+2fQajh4NLJ0RBWmTwtvvhwdzDNLD/Dz/vPYWet4bVBzbK20lX6ySYmSGoAZM2YwduxY2rdvT+fOnfn222+JjY1lypQpgNrlEx8fz6JF6t5KU6ZM4euvv2bGjBk8/vjjhIWF8cMPP5hmNQE899xz9OjRg48//pghQ4bw+++/s3HjRnbs+HdFx/vuu48PPvgAPz8/WrZsSUREBJ9//jkTJ04s63MAWi30/xAWDoLwhdDxCfBqXvZ6Kxl/T0e+GBXE00sPcPl6DpcrePkaa50mXxKkLeI6oYaiujNvd58i6ivkThogyM+V6X2a4ute9f7DP3fpOo8vCicnz0Cf5t68cW8LS4dU8aL+gNzr4B4Avp0sHY2oTtqMUgegn9kCa6bCo39Q5JtWNTOodV0+G9mWGT8fZFHYORaFncNGp8XZ3gpnO2uc7K1xtlOPjeecjefsrdUyNx0721thb60r96SoxFO6QV18b9asWSQkJNCqVSu++OILevToAcD48eM5e/YsoaGhpvJbt25l+vTpHD16lHr16vHyyy+bkiCjX3/9lTfeeIMzZ87QqFEjPvjgAx544AHTz9PT03nzzTdZvXo1SUlJ1KtXj9GjR/PWW29hY1O8zfnuOCVsxSPqm2TjPvBI9b3kePl6DompWWTn6cnOM5CVq37NzjOQfdPxv+f1ZOcabjm+8bObjgurJ68KXLa00WmZ0LUhT/VqjIt91ZgtdDUjhwfm7OJMynVa+7iwYvJdONiU+H+Uqu/H+yBmmzqTseeLlo5GVDdXzsGczmriPPgLaG+Gf6KrmJ/3xfHun8e4ll329WustBpT4uN0czJ003H+ROjf8+Rm4uPlcccp3aVKaqqqOyY1l07D/zqBIRfGrIQmfSo+yGomT28gR28gKzd/cpSVq8dwm5fe7V6QRb9Sb//D293vWnYe3247w67TlwBwdbDmud5NGNOpATZWlfc/suw8PWN/2MvemMv4uNqz+qkueDnXwH2OrsbC7NaABqYdBlffO95FiBLbPRfWvaIORH96T41cMsBgULiek0daVh5pmbmk3/ialpV74+tN57OM5/Py/bysA44N2RnEzR55x6SmBv5rVwSPRtBpMoR9DevfUNe80MlTVBZWOi1WOi0OxbuYVuF6Nq1N6IlkPlwbxamka7zzxzF+3HWWlwcEMqBVnUrXf6woCq+sPMzemMs42Voxf3yHmpnQwL9r0/h3l4RGlJ+OT6iDhc/vgz+nw8Mrqt1CrXei1WpwsrPGyc66VEtFKIpCZq7+lkRHTXzSs/5NivIlQ1l5pN84l5qZS3G33JQrNbfKvAJfBqtfa+jlxpooT2/g5/3n+XzDSdOOtSEN3Hj93ua083OzcHT/+nzDSb7cdAorrYYFEzrQvUltS4dkGYqi/p1eiYFh30DbhywdkajOko7DN91BnwPDf4DWD1o6ohpFURSSL1/F29PdvCsK1wj2bnD3q+rx5g8gK63o8qJasNJpebiTH6Ev3s3U3k2ws9YSfu4KD8zZxdNLDnDukuU3Bf01/DxfbjoFwAfDWtXchAYgdrea0NjUgub3WToaUd15BUKPG2O2/n4Jrl+ybDw1jEajKfa2DZLUFKb9RHWn34wU2PG5paMRFaiWrRUz+jYl9IVejGxfH40G/jqcQJ/Pt/Len8e4mpFjkbh2nU7h1VWHAHjq7kaM6uBnkTgqjcgl6tcWQ9U1RYQob12ngVdLyLikjrERlZIkNYXRWUO/99XjsDnqCHhRo9RxsWPWg21ZO7U7PZrWJlev8MOOGHrM2sJ3285U6L4o0UnpTP4pnFy9wuA2dXmhX7MKa7tSysm4aW2ahy0aiqhBrGxgyFeg0cLhn+HkP5aOSBRCkprbaTpA3YJenw2b3rF0NMJCmtd1ZtHEjvw4sSOBdZxIy8rjg7VR9Pl8K38cvEB5D0lLTs9m/IJ9pGflEdLAjU9HtJVFDI//CTnp4NpAXc5eiIriEwJ3PaUe/zldhidUQpLU3I5GA/0+ADTqyPe4vZaOSFhQz6a1+Wtqd2YNb4OXky1xlzN5dlkEw+bsYt/Z8tkkNCtXz+OL9nP+SiYNPBz4blz7YvcrV2vGbRGCHq5Ri6GJSqLX6+DWENLiYePblo5G3ELeEYpStw0E31h6/Z/XasxuraJwOq2GkR18CX3xbmb0bYqDjY7IuKuMmBfG5J/2cyb5mtnaMhgUpq+IJDLuKq4O1iwY3wF3x0o6L74ipZ6HM6Hqscx4EpZg4wD3f6Ue7/8Bzu60bDwiH0lq7qTXG2DtqK5RcHSVpaMRlYCDjRVTezch9MW7Gd3RD60G/jl6kX5fbOPtNUe5fL3sg4k/Wnecv48kYqPT8u3Y9gTUrmWGyKuBg8sBBRp0U/9bFsIS/HtAu0fV4zXPQm6mZeMRJpLU3IlzXeg2TT3e8DbkZlkyGlGJeDnZMfOB1qyb1oNezWqTZ1BYuOssPWdtYW7oabJySzeYePHuc3y77QwAn4xoQ0d/d3OGXXUpChy8sWecDBAWltb3XXCqC5dPw9aPLR2NuEGSmuLo/Aw41YPUWNgz19LRiEqmqbcTCyZ0ZMmkTrSo60x6dh4frztO78+28ltEPIYSLA++5UQSb/1+BIDn+zZlSFDNW5L9ts7vg0vRYO0ALe63dDSiprN3hXs/U493fgkXIi0ZjbhBkprisHGAPv9Rj7d9BteSLRuPqJS6Nvbkz2e78dmIttR1sSP+aibTVkQy5H87CTt958W6jl1I45klBzAo8GBIfZ65p3EFRF2FGAcItxgCtk6WjUUIgMB7oeUwUPSw5hnQ51o6ohpPkpriaj0S6gapU0lDP7R0NKKS0mo1DA+pz5YX7ubF/s2oZWvF4fhURn+3m0k/7iM6Kb3Q+yWmZjFx4T6u5+jp0siDD4e1rnT7TllUbiYcuTGmTbqeRGUycJa6En3iYdj1paWjqfEkqSkurRb630hmwhdCUpRFwxGVm521jqd7NSb0xbsZe1cDdFoNG6OS6D97O2/8dti0vxSou4VPXLiPxLQsGnvVYu4jIZV6l3CLOP4XZKeCi586SFiIyqKWFwz4SD0O/RhSTlk2nhpO3jlLomFXdZ8ZxQDr37R0NKIK8Kxly3tDW/HPtB70beGN3qCweHcsd38SytebT3EtO49nlx7gWEIanrVsWDC+Ay721pYOu/IxDhBu+5CsTSMqnzajoHEfdbHWNc+CwWDpiGos2aW7pC6dhv91AkMuPLJSfSELUUy7z1ziw7VRHDqfCoC9tY7MXD121lqWP9GZIF9XywZYGaVdgC9aqv9MTI0A9wBLRyREQVdj4X93Qe51GPQpdHzc0hFVK8X9/JZ/eUrKoxF0mqwe//MG6PMsG4+oUu4K8OC3p7ry34eC8HG1JzNXj0YDs0cFS0JzO4dWqAmNX2dJaETl5eoHfd5Wjze+DVfjLBlNjSVJTWn0eEEdGJYcBRE/WToaUcVotRqGBPmw6fmezHygNT882p4BrepYOqzKSVEgUtamEVVEh0ngexfkXFP3hqo5HSGVhiQ1pWHvBne/qh5v+UA2NROlYmetY3RHP+4J9LZ0KJVX/AFIOQFW9tBiqKWjEaJoWq26hYLOBqI3wOFfLB1RjSNJTWm1nwgejeF6Muz4wtLRCFE9HbyxNk3z+8CulOPghKhItZtCz5fV479flnXNKpgkNaWls4a+76nHYf9TB4kJIcwnNwsO/6oeS9eTqEq6PgferSHzMqx72dLR1CiS1JRFs4HQsLs6jW/jO5aORojq5eTfkHUVnH3UDQSFqCp01jDkK9Bo4chKOL7W0hHVGJLUlIVGA/0/ADRw5FeI22fpiISoPiJvXptGZ9lYhCipesHQ5Vn1+K8ZkJVq2XhqCElqyqpuWwgaox7/85qMdhfCHNITIXqjetxWup5EFXX3q+oyBOkJsOEtS0dTI0hSYw73vKHuHHx+LxxdbelohKj6Dv2sbhJYvyN4ysaeooqytldnQ4G6vU7MdouGUxNIUmMOznWh6zT1eON/1AGOQojSUZR/t0WQAcKiqmvYTZ0tC/DHVMjJsGw81ZwkNebS5RlwqqfOgtozz9LRCFF1JURC0jHQ2ULLYZaORoiy6/OO+vlw+QyEzrR0NNWaJDXmYuMIvW/0mW7/TNYmEKK0jAOEmw8Ge1eLhiKEWdg5w+DP1eOwr9VFJUW5kKTGnNqMUgcOZ6dJNi5EaeRlw+Gf1WPpehLVSbOB0OpBdR+zNc+CPtfSEVVLktSYk1YL/T9Uj8MXQFKUZeMRoqo5+Q9kXgGnuhDQy9LRCGFeAz8Ge3e4eAR2zrZ0NNWSJDXm1rAbBA5Ws/H1b1o6GiGqFuMA4TajZG0aUf04esLAWerx1lmQfMKy8VRDktSUh77vgtZa3dDMuNaGEKJo15Lh1Hr1WLqeRHXV+kFo0g/0OfD7M2DQWzqiakWSmvLg0Qg6PqEe//MG6PMsG48QVcHhX8CQBz4hULuZpaMRonxoNDD4C7Cppa5ttu97S0dUrUhSU156vgj2bpAcBRE/WToaISq/yBs7cstVGlHdudSHvjf2C9z4jmyIbEaS1JQXezfo+Yp6vOUDyEqzbDxCVGYJh+DiYdDZQMsHLB2NEOUvZCL4dYHc6/DHNNlix0wkqSlPHR4Dj8ZwPRl2fGHpaISovIwDhJsNAgd3y8YiREXQatUtFHS2cHoTHFxu6YiqBUlqypPOGvq+px6H/U8uMQpRmMO/QviP6rFxc1ghagLPxtDrVfV43StwLcmy8VQDktSUt2YDoWF30GerfadCCFX2NfjtaVj5mHoJ3r8HNLrH0lEJUbE6Pwt12kDWVVj7oqWjqfIkqSlvGg30/wDQwJFfIW6fpSMSwvISDsK3PSFyMaCBHi/BI6tBZ2XpyISoWDorGPI1aHRw7DeI+sPSEVVpktRUhLpt/72s/s9rMiBM1FyKAmFz4Ps+cCla3eTv0T/gntcloRE1V9220PU59fivFyDzqkXDqcokqako97wB1g7qugRHVlo6GiEq3rVkWDoS/nlVXXis2b3w5E7w727pyISwvJ4vqxNLriXCBlmNvrQkqakoznWh6zT1eM1UiN1t0XCEqFCnt8C8ruqKwTpbGPQpPLREZjoJYWRtB/d/rR4fWARnQi0aTlUlSU1F6jZN3aQv9zosGSHbz4vqT58LG/4DPw2DaxehdiA8sQU6Pq6ONxNC/KtBZ+gwST3+4znIuW7ZeKogSWoqkpUtPLQUGnSF7DT1jT7xsKWjEqJ8XD4D8/vf2I1YgZAJ8PgW8G5p6ciEqLx6/wec68OVs7DlQ0tHU+VIUlPRbBzg4RVQv4M6hW/RUEg6bumohDCvQ7/AvB4QHw52LjByEdw3W339CyFuz85Z3RsKYPccOB9u2XiqGElqLMHWCcb8qo54z0iBRUPg0mlLRyVE2WVfg9VPwqpJkJMOfp1hyk5oMcTSkQlRdTTtB21GgWKANc9AXo6lI6oyJKmxFHtXGPsbeLVUR7v/eD9cOWfpqIQovQsR8E0POLgUNFp177NH/wRXX0tHJkTV038mOHhC0jH47UlJbIpJkhpLcnCHcb+BZ1NIOw8/3gep8ZaOSoiSMRhg19fwfV+4fFodDzD+L3X5d1l7RojScfRQ94bSWqkLty4dAdnplo6q0pOkxtJqecG438GtIVw9B4vuh/SLlo5KiOK5lqS+2a5/HQy5EDgYpmyHBl0sHZkQVV/gIBi9Aqwd1SneC++Vz4c7kKSmMnC+saqqi6+6yuqiIXD9kqWjEqJo0ZtgbleI3ghWdnDv5zBqsaw9I4Q5NekD4/9Uu6ISDsIPfWUMZhEkqaksXP3UKza16kByFPw0FDKvWDoqIQrKy4H1b8LiB+B6Eni1UKdqd3hM1p4Rojz4tIPH1v97Rf+HvjIr6jYkqalMPBrBo2vUjDzxECx+UPpQReVy6TTM7we7vlS/7zAJHt8M3i0sG5cQ1Z1HI3hsA9QNgoxL8ONgOLXB0lFVOqVKaubMmYO/vz92dnaEhISwffv2Istv3bqVkJAQ7OzsCAgIYN68eQXKrFy5khYtWmBra0uLFi1YvXp1gTLx8fE88sgjeHh44ODgQFBQEOHh1Sxbrd1MvWJj7wbx+2HJSFlVUlQOB1eos5suRICdq9rVdO9nYG1v6ciEqBlqealdUY3ugdwMWDoKIpZYOqpKpcRJzYoVK5g2bRqvv/46ERERdO/enYEDBxIbG1to+ZiYGAYNGkT37t2JiIjgtddeY+rUqaxc+e+mjmFhYYwaNYqxY8dy8OBBxo4dy8iRI9mzZ4+pzJUrV+jatSvW1tb8/fffHDt2jM8++wxXV9eSP+rKrk4rGLsabF0gdhcsGw25mZaOStRU2emwajKsfgJyrqkrYj+5E5rfZ+nIhKh5bJ3UwcNtRoGih9+fgu2fgaJYOrJKQaMoJXsmOnXqRLt27Zg7d67pXPPmzRk6dCgzZ84sUP7ll19mzZo1REVFmc5NmTKFgwcPEhYWBsCoUaNIS0vj77//NpUZMGAAbm5uLFu2DIBXXnmFnTt33vGqUFHS0tJwcXEhNTUVZ2fnUtdTYeL2qisO516HJv1g1BKwsrF0VKImiT8AKx9TtzzQaOHuV6H786DVWToyIWo2gwE2vQ07/6t+3+FxGPhxtf3bLO7nd4mu1OTk5BAeHk6/fv3yne/Xrx+7du0q9D5hYWEFyvfv35/9+/eTm5tbZJmb61yzZg3t27dnxIgReHl5ERwczHfffVdkvNnZ2aSlpeW7VSm+HWHMz2Blr+5u/OsEdYNAIcqbwQA7v1QHJF4+o87MG78Wer5Ubd80hahStFro+y4M+AjQwL7v4JfxkJtl6cgsqkRJTUpKCnq9Hm9v73znvb29SUxMLPQ+iYmJhZbPy8sjJSWlyDI313nmzBnmzp1LkyZN+Oeff5gyZQpTp05l0aJFt4135syZuLi4mG6+vlVwZdOG3eChJaCzgeN/wurJYNBbOipRnaVfhCXDYcObYMiD5vffWHums6UjE0Lc6q4n4cH56mdE1Bp1VmLmVUtHZTGlGiisuWXapqIoBc7dqfyt5+9Up8FgoF27dnz44YcEBwczefJkHn/88XzdYLd69dVXSU1NNd3i4uLu/OAqo8a91Q0BtVZwZCWseVb9T1oIczu1EeZ1hdOb1SuE9/1Xfe3Zu1k6MiHE7bR6AB5ZCbbOcG4nLBhYY1enL1FS4+npiU6nK3BVJikpqcCVFqM6deoUWt7KygoPD48iy9xcZ926dfl/e/cf32O9/3H88dmPz2zYaGx+tvm1IYvQV6hQmByhk0N+xL7U4USH9NNxHJy+iTo6pVTHaX5UauRXqFMkmxAtKr/H2JDszI/Nz9pse3//uPJhGYbPdm2fPe+32+fmc13X+7qu16Xpeu663tf1btw4/2OjjRo1umwHZQA/Pz8CAwPzfUqtyPvgwVirX8P3c+HTp9QxTNwnJxs+H2tdoTlzxBqT7I/x0CJG754RKQ3q3A3/+6n1rrP0HRDbGdJ32V1VsbumUON0OmnRogUrV+Z/Nn7lypW0aVPwa9Fbt259SfsVK1bQsmVLfH19r9jm4m22bduWpKSkfG12795NWFjYtRxC6XZLT3jgX4ADvo21TkIKNnKjju21+s58/YY1/T9/tN49E9LQ3rpE5NpUi4JHVkJwA2s8wZnRcGCD3VUVL3ON4uLijK+vr4mNjTU7duwwo0aNMuXLlzepqanGGGOee+458/DDD7va79u3zwQEBJgnnnjC7Nixw8TGxhpfX1+zYMECV5t169YZb29vM3nyZLNz504zefJk4+PjYzZs2OBq88033xgfHx/zwgsvmD179pi5c+eagIAA8/777xe69hMnThjAnDhx4loPu2TZ9K4x4wOtz8oJxuTl2V2RlFbJXxozqZb1szQ5zJidy+2uSERu1Jljxvz7Xuvf9fMhxuxYZndFN6yw5+9rDjXGGDN9+nQTFhZmnE6nad68uUlISHAtGzRokGnXrl2+9vHx8ea2224zTqfThIeHm7feeuuSbX700UcmMjLS+Pr6moYNG5qFCxde0mbZsmWmSZMmxs/PzzRs2NDMmDHjmur2mFBjjDEbZ1wINvFT7K5GSqNN7xoz8SbrZyg22pgTh+yuSETcJeuMMXP7WP++J1Qy5pt37K7ohhT2/H3N76kpzUrde2quZv3rsOKv1vdOz0PbP9tbj5QOxsDqF2DNy9Z01B+gx3Tw8bO3LhFxr9wc+OQJ2PzrU8J3PwMd/lIq+8kVyXtqpIRp8zh0+DXUrBwHG2fYW4+UfDlZ1msBzgeau5+G3/9bgUbEE3n7wP3ToN1z1vSal6ynZ3Nz7K2rCCnUlHbtnrbe8Arwn6dh0xx765GS6+cMeP9B2DIPHN7Q/XW456+l8rc2ESkkhwM6jIFu/7Senv3uPZjXH7LP2l1ZkVCo8QT3jIPWI6zvy0ZaAw+KXCxjP8RGQ+pX4KwI/T+C5gPtrkpEikvLwdYgtD7lYPdn8G53OHPM7qrcTqHGEzgc0Pn/4PZHAANLhsH2JXZXJSXFoU3wzr1wNAkq1oDBn1kvdBSRsqXh72Dgx1CuEvyYaD3ynbHf7qrcSqHGUzgccN/LcNsAMHnWIIRJ/7n6euLZdn0Ks7tZL9QLjYJHV1mjwItI2XTzHTBkhTWe27E91juq0rbaXZXbKNR4Ei8vq1NY1B+sMXvmD4TkL+yuSuyy8V8Q1w/OnYX6HWHwfyCwht1ViYjdqkZawSbkFjj9X5jVFfYl2F2VWyjUeBovb+j5NjS6H3KzIa4/pHxld1VSnPJy4bO/wH+eAQw0HwR948Cvot2ViUhJEVjDGlYh7E7IOmk9RLBtod1V3TCFGk/k7QMPzoQG0ZDzC3zQBw5stLsqKQ7ZZ60rdBumW9P3jrcGpfT2tbcuESl5/CtZA2E27gF552DBYPj6TburuiEKNZ7Kx2mNrly3PZw7A3N7waHNdlclRen0EZhzP+xaDt5OawDUu0brkW0RuTzfctBrFvzPUGv68zGwYhzk5dlb13VSqPFkvuXgoQ8grK11efG9ByBtm91VSVE4ugdiO8Khb60nGwZ+DFG97K5KREoDL2+4bwp0nGBNr59mvaQzJ9vWsq6HQo2nc5aHfvOg1u3wSya82wOOJF11NSlF9q+HdzpCRipUDodHvoCwNldbS0TkAocD7nzC6pPp5QNb58MHvSHrlN2VXROFmrLAryL0XwDVm8LZozCnO2xbBClr4PAP1snw5wyrg6mULlsXWEH1l0yo2RKGfAFVGthdlYiUVs36Qt954Fse9q2G2b+D0+l2V1VoGtCyLDl73PoBTd9x+TZ+gVAu6Po+foHWZUwpesbA2n/CqonWdMNu1hhOzgB76xIRz3BoE8ztbf0iXDkcmvaFgGDrU74KBFS5MO3tU+TlFPb8rVBT1pxOh5Xj4Vgy/HLiwifnZ/ds/3woKkw48nZeWM/VmdVxmemLd3K5Nr+ZLkybKhFQoeq1H6edcnPgk9Gw+ddxvu4YDp2fV6AUEfc6thfe/711Nf9KylW6KOwE/+b7r3+Wv+i7s/w1P8CgUFMAhZoryMmCX05eCDlZJ/KHnqt9zpXSwdEcXtYTYrf2sV4hXtLf5ZJ1Cj6KsV6q6PCCLpOh1VC7qxIRT3XmKHw7C07+CGePWeNFnT1mXcE5exy4jgjhU+7XgHNT/vBTPvg3QejXK0L+lTh5+oxCzW8p1BShnGzrCatfTlj9Oy4JPid/M51pvfXY9eP365+/nS5onmvRZdYp7HRuNmReNO6Jjz807ApRva2xkUrau11O/mRdDv7vVqvWXjOtekVE7JCXCz9nWgHnzNGLws758HP++0V/5mZd+34cXpx0BBE0fr9CzcUUauQSx/bC1o9gy3w4vvfCfP+b4JYH4NbeULuV/e96SdtmPYlw8hCUD4F+cVCzhb01iYhcC2Mg+8yF8HPxVR9XKDp2URA6av0SDJzMMgRNPqVQczGFGrksY+CnzbDlI+tV4Wcu6u1fKcwaT+vW3taYKcUteRXMHwTZp6BKJPT/CCqHFX8dIiLFLfccnD3Oyf+mEtTgDoWaiynUSKHk5kBKgnX1ZtdyyD59YVm1W61w06QXBFYv+lo2vwfLRoLJhfC7oM974F+56PcrIlKCqKNwARRq5Jpln4WkT61bVMlfWP2AAHBAnbutgNPofutpLncyBr78P/jqH9b0rX2g++vg4+fe/YiIlAIKNQVQqJEbcuYY7Fhs3aI6uOHCfG8/iOxidTBu0OnGg0dOFnw83ApSAHc/DR3G2t+vR0TEJgo1BVCoEbfJSP21g/FHcPSiYSfKVYJbeloB5+bW4HWNL+3+OQPiBsD+tdaryru9Cs0fdl/dIiKlkEJNARRqxO2MgbQtVv+brQvgdNqFZUG1ocmD1i2q0Fuuvq2MVJj7Bzi6G5wVoc+7UO+eIitdRKS0UKgpgEKNFKm8XEj9yrp6s3Op9d6e80JuscJNVC8IqnXpuj9ugg/7wJkjEFjTesKpMEFIRKQMUKgpgEKNFJtzP8Puz61bVLs/h7xzvy5wQFhbuPUP0LiH9STTrk9gwRBrqIpqUdDvo+J5skpEpJRQqCmAQo3Y4uxx2PGxFXD2r7sw39tp9btJWQMYqN8J/jCr5A/VICJSzBRqCqBQI7bLPAjbFli3qNK3X5jf4n+h6z+KZbRbEZHSRqGmAAo1UqKkbYMdS6wOxc0H6pFtEZHLKOz5W78WitilWhPrIyIibnGNL9EQERERKZkUakRERMQjKNSIiIiIR1CoEREREY+gUCMiIiIeQaFGREREPIJCjYiIiHgEhRoRERHxCAo1IiIi4hEUakRERMQjKNSIiIiIR1CoEREREY+gUCMiIiIeoUyN0m2MAawhzEVERKR0OH/ePn8ev5wyFWpOnToFQO3atW2uRERERK7VqVOnCAoKuuxyh7la7PEgeXl5REREsGnTJhwOh2113H777SQmJtq2f9VgOXnyJLVr1+bgwYMEBgbaVofdfw+qQTWoBtVQ0uswxtCiRQt2796Nl9fle86UqSs1Xl5eOJ3OK6a84uDt7W3rSVQ15BcYGGhrHSXh70E1qAbVoBpKeh1Op/OKgQbKYEfh4cOH212CaihBNZQEJeHvQTWoBtWgGq6kJNRRmBrK1O0nkYudPHmSoKAgTpw4YftvICIicuPK3JUakfP8/PwYP348fn5+dpciIiJuoCs1IiIi4hF0pUZEREQ8gkKNiIhclcPhYMmSJXaXIXJFCjVudPDgQYYMGUKNGjVwOp2EhYUxcuRIjh07Vqj14+PjcTgcZGZmFm2hIsVs/fr1eHt706VLF7tLkV/FxMTQs2dPu8so03TOcD+FGjfZt28fLVu2ZPfu3Xz44YckJyfz9ttvs2rVKlq3bs3x48ftLlHENjNnzuTxxx9n7dq1HDhw4Ia2lZubS15enpsqE7GHzhlFQ6HGTYYPH47T6WTFihW0a9eOm2++mfvuu48vvviCQ4cOMXbsWACysrJ45plnqF27Nn5+fjRo0IDY2FhSU1Pp0KEDAJUrV8bhcBATE2PjEYm4x5kzZ5g/fz5/+tOf6NatG7Nnz3YtO/+b5ieffELTpk0pV64crVq1YuvWra42s2fPplKlSixfvpzGjRvj5+fH/v37bTgSzxUeHs6rr76ab16zZs2YMGGCLfWUBTpnFA2FGjc4fvw4n3/+OY899hj+/v75llWrVo3+/fszb948jDEMHDiQuLg4pk2bxs6dO3n77bepUKECtWvXZuHChQAkJSVx+PBhXnvtNTsOxyPo0nrJMW/ePCIjI4mMjGTAgAHMmjXrkkHpnn76af7xj3+QmJhISEgI3bt359y5c67lZ8+e5cUXX+Sdd95h+/bthISEFPdhiLiNzhlFp0wNk1BU9uzZgzGGRo0aFbi8UaNGZGRkkJiYyPz581m5ciUdO3YEoG7duq52N910EwAhISFUqlSpyOsWKQ6xsbEMGDAAgC5dunD69GlWrVrl+jcAMH78eDp16gTAnDlzqFWrFosXL6Z3794AnDt3jjfffJOmTZsW/wGIuJnOGUVHV2qKwfnfSlNSUvD29qZdu3Y2V1S2fPbZZ9x5551UqlSJ4OBgunXrxt69e13LU1NTcTgcLFq0iA4dOhAQEEDTpk35+uuvbazaMyQlJfHNN9/w0EMPAeDj40OfPn2YOXNmvnatW7d2fb/pppuIjIxk586drnlOp5Nbb721eIoWsZnOGddPocYN6tevj8PhYMeOHQUu37VrF5UrVyYgIKCYKxOw+nSMHj2axMREVq1ahZeXFw888MAlnU3Hjh3LU089xffff09ERAR9+/YlJyfHpqo9Q2xsLDk5OdSsWRMfHx98fHx46623WLRoERkZGVdc1+FwuL77+/vnmxb38vLyuuSW4MW3/8S9dM4oOgo1bhAcHEynTp148803+fnnn/MtS0tLY+7cufTp04eoqCjy8vJISEgocDtOpxOwnu4Q93nwwQf5/e9/T4MGDWjWrBmxsbFs3br1kv+hPPXUU/zud78jIiKCiRMnsn//fpKTk22quvTLycnh3XffZerUqXz//feuzw8//EBYWBhz5851td2wYYPre0ZGBrt376Zhw4Z2lF0mVa1alcOHD7umT548SUpKio0VeTadM4qOQo2bvPHGG2RlZREdHc2aNWs4ePAgn332GZ06daJmzZq88MILhIeHM2jQIAYPHsySJUtISUkhPj6e+fPnAxAWFobD4WD58uUcOXKE06dP23xUnmHv3r3069ePunXrEhgYSJ06dQAuebT44tsb1atXByA9Pb34CvUwy5cvJyMjgyFDhtCkSZN8n169ehEbG+tq+/e//51Vq1axbds2YmJiqFKlijp6F6N77rmH9957j6+++opt27YxaNAgvL297S7Lo+mcUTQUatykQYMGfPvtt9SrV48+ffpQr149/vjHP9KhQwe+/vprV4eut956i169evHYY4/RsGFDHn30Uc6cOQNAzZo1mThxIs899xyhoaGMGDHCzkPyGPfffz/Hjh3j3//+Nxs3bmTjxo0AZGdn52vn6+vr+n7+Vofeh3L9YmNj6dixI0FBQZcse/DBB/n+++/ZvHkzAJMnT2bkyJG0aNGCw4cPs3TpUtdvoVI08vLy8PGxnhUZM2YMd999N926daNr16707NmTevXq2VyhZ9M5o2hoQEvxSDExMWRmZhIbG0uVKlVYs2YNd911FwBr167lrrvuYvHixfTs2ZPU1FTq1KnDd999R7NmzQDIzMykcuXKrF69mvbt29t3IB4uPj6eDh06kJGRoac3ilmXLl2oX78+b7zxht2liLiNHukWj1a5cmWCg4OZMWMG1atX58CBAzz33HN2lyVim4yMDNavX098fDzDhg2zuxwRt1KoEY90/tK6l5cXcXFx/PnPf6ZJkyZERkYybdo0XX2RMmvw4MEkJiby5JNP0qNHD7vLEXEr3X4Sj6RL6yIiZY86CotHycjI4JNPPiE+Pj7fG2tFRMTz6faTeBRdWhcRKbt0+0lEREQ8gm4/iYiIiEdQqBERERGPoFAjpdaLL77I7bffTsWKFQkJCaFnz54kJSXla2OMYcKECdSoUQN/f3/at2/P9u3b87WZMWMG7du3JzAwEIfDQWZmZr7l8fHxOByOAj+JiYlFfZgiIlJICjVSaiUkJDB8+HA2bNjAypUrycnJoXPnzq5XiAO89NJLvPLKK7zxxhskJiZSrVo1OnXqxKlTp1xtzp49S5cuXfjLX/5S4H7atGnD4cOH830eeeQRwsPDadmyZZEfp4iIFI46CovHOHLkCCEhISQkJHD33XdjjKFGjRqMGjWKZ599FoCsrCxCQ0OZMmUKQ4cOzbd+YV/Zf+7cOWrVqsWIESMYN25cUR6SiIhcA12pEY9x4sQJANdAcCkpKaSlpdG5c2dXGz8/P9q1a8f69euvez9Lly7l6NGjxMTE3FC9IiLiXgo14hGMMYwePZo777yTJk2aAJCWlgZAaGhovrahoaGuZdcjNjaW6Ohoateuff0Fi4iI2+nle+IRRowYwZYtW1i7du0lyxwOR75pY8wl8wrrxx9/5PPPP2f+/PnXtb6IiBQdXamRUu/xxx9n6dKlrF69mlq1arnmV6tWDeCSqzLp6emXXL0prFmzZhEcHEz37t2vv2ARESkSCjVSahljGDFiBIsWLeLLL7+kTp06+ZbXqVOHatWqsXLlSte87OxsEhISaNOmzXXtb9asWQwcOBBfX98brl9ERNxLt5+k1Bo+fDgffPABH3/8MRUrVnRdkQkKCsLf3x+Hw8GoUaOYNGkSDRo0oEGDBkyaNImAgAD69evn2k5aWhppaWkkJycDsHXrVipWrMjNN9/s6nQM8OWXX5KSksKQIUOK90BFRKRQ9Ei3lFqX6xcza9Ys15NJxhgmTpzIv/71LzIyMmjVqhXTp093dSYGmDBhAhMnTrzidgD69evH/v37WbdunVuPQ0RE3EOhRkRERDyC+tSIiIiIR1CoEREREY+gUCMiIiIeQaFGREREPIJCjYiIiHgEhRoRERHxCAo1IiIi4hEUakRERMQjKNSISKkSHx+Pw+EgMzOzTO5fRC5PoUZELismJoaePXu6bXvt27dn1KhRbtteUe+3oPXatGnD4cOHCQoKck9xIuI2CjUiUuTOnTtndwlu43Q6qVat2mXHHhMR+yjUiAgLFiwgKioKf39/goOD6dixI08//TRz5szh448/xuFw4HA4iI+PB+DZZ58lIiKCgIAA6taty7hx4/IFlwkTJtCsWTNmzpxJ3bp18fPzY9CgQSQkJPDaa6+5tpeamnrV2j799FMiIiLw9/enQ4cOl6xz7Ngx+vbtS61atQgICCAqKooPP/zQtTwmJuay+92xYwddu3alQoUKhIaG8vDDD3P06NErrvfb20+zZ8+mUqVKLF++nMjISAICAujVqxdnzpxhzpw5hIeHU7lyZR5//HFyc3NddWVnZ/PMM89Qs2ZNypcvT6tWrVx/vyJynYyIlGk//fST8fHxMa+88opJSUkxW7ZsMdOnTzenTp0yvXv3Nl26dDGHDx82hw8fNllZWcYYY55//nmzbt06k5KSYpYuXWpCQ0PNlClTXNscP368KV++vImOjjabN282P/zwg8nMzDStW7c2jz76qGt7OTk5V6ztwIEDxs/Pz4wcOdLs2rXLvP/++yY0NNQAJiMjwxhjzI8//mhefvll891335m9e/eaadOmGW9vb7NhwwZjjLnsfn/66SdTpUoVM2bMGLNz506zefNm06lTJ9OhQ4crrrd69ep8+581a5bx9fU1nTp1Mps3bzYJCQkmODjYdO7c2fTu3dts377dLFu2zDidThMXF+c6tn79+pk2bdqYNWvWmOTkZPPyyy8bPz8/s3v3bnf9pxUpcxRqRMq4TZs2GcCkpqZesmzQoEGmR48eV93GSy+9ZFq0aOGaHj9+vPH19TXp6en52rVr186MHDmy0LWNGTPGNGrUyOTl5bnmPfvss/lCRUG6du1qnnzyySvud9y4caZz58755h08eNAAJikp6bLrFRRqAJOcnOxqM3ToUBMQEGBOnTrlmhcdHW2GDh1qjDEmOTnZOBwOc+jQoXzbvvfee82YMWMue1wicmU+Nl4kEpESoGnTptx7771ERUURHR1N586d6dWrF5UrV77sOgsWLODVV18lOTmZ06dPk5OTQ2BgYL42YWFhVK1a9YZq27lzJ3fccUe+/iutW7fO1yY3N5fJkyczb948Dh06RFZWFllZWZQvX/6K2960aROrV6+mQoUKlyzbu3cvERERha4zICCAevXquaZDQ0MJDw/Pt+3Q0FDS09MB2Lx5M8aYS/aRlZVFcHBwofcrIvkp1IiUcd7e3qxcuZL169ezYsUKXn/9dcaOHcvGjRsLbL9hwwYeeughJk6cSHR0NEFBQcTFxTF16tR87a4WKgrDGHPVNlOnTuWf//wnr776KlFRUZQvX55Ro0aRnZ19xfXy8vK4//77mTJlyiXLqlevfk11+vr65pt2OBwFzsvLy3Pt29vbm02bNuHt7Z2vXUEhS0QKR6FGRHA4HLRt25a2bdvyt7/9jbCwMBYvXozT6czXuRVg3bp1hIWFMXbsWNe8/fv3F2o/BW3vSho3bsySJUvyzduwYUO+6a+++ooePXowYMAAwAoMe/bsoVGjRlfcb/PmzVm4cCHh4eH4+BT8v8JrrbewbrvtNnJzc0lPT+euu+5y+/ZFyio9/SRSxm3cuJFJkybx7bffcuDAARYtWsSRI0do1KgR4eHhbNmyhaSkJI4ePcq5c+eoX78+Bw4cIC4ujr179zJt2jQWL15cqH2Fh4ezceNGUlNTOXr0qOvKxeUMGzaMvXv3Mnr0aJKSkvjggw+YPXt2vjb169d3XWnauXMnQ4cOJS0t7ar7HT58OMePH6dv375888037Nu3jxUrVjB48GBXkLnWegsrIiKC/v37M3DgQBYtWkRKSgqJiYlMmTKFTz/91C37ECmLFGpEyrjAwEDWrFlD165diYiI4K9//StTp07lvvvu49FHHyUyMpKWLVtStWpV1q1bR48ePXjiiScYMWIEzZo1Y/369YwbN65Q+3rqqafw9vamcePGVK1alQMHDlyx/c0338zChQtZtmwZTZs25e2332bSpEn52owbN47mzZsTHR1N+/btqVat2iUvDCxovzVq1GDdunXk5uYSHR1NkyZNGDlyJEFBQXh5eV1Xvddi1qxZDBw4kCeffJLIyEi6d+/Oxo0bqV27ttv2IVLWOExhblqLiIiIlHC6UiMiIiIeQaFGRGwzbNgwKlSoUOBn2LBhdpcnIqWMbj+JiG3S09M5efJkgcsCAwMJCQkp5opEpDRTqBERERGPoNtPIiIi4hEUakRERMQjKNSIiIiIR1CoEREREY+gUCMiIiIeQaFGREREPIJCjYiIiHiE/wcBQBFaJzgLYgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compute averages using TiTiler" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_stats(item, geojson, asset_name):\n", + " result = requests.post(\n", + " f\"{RASTER_API_URL}/cog/statistics\",\n", + " params={\"url\": item.assets[asset_name].href},\n", + " json=geojson,\n", + " )\n", + " result.raise_for_status()\n", + " result_data = result.json()\n", + " return {\n", + " **result_data[\"features\"][0][\"properties\"][\"statistics\"][\"b1\"],\n", + " \"start_datetime\": item.properties[\"start_datetime\"],\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "15it [00:03, 3.79it/s]\n" + ] + } + ], + "source": [ + "timeseries_titiler = []\n", + "\n", + "for i, item in enumerate(tqdm.tqdm(collection.get_all_items())):\n", + " timeseries_titiler.append(\n", + " generate_stats(item, AOI, ASSET_NAME)\n", + " )\n", + " \n", + " if i >= LIMIT_ITEMS:\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df_ti = pd.DataFrame(timeseries_titiler)\n", + "\n", + "df_ti = df_ti[[\"start_datetime\", \"mean\"]]\n", + "df_ti = df_ti.set_index(\"start_datetime\")\n", + "df_ti.index = pd.to_datetime(df_ti.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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oUaMQHx+P//znP2jatCkuXrxoajd48GD07NkTr776KrKyshAaGorw8HCsXr0aACCX3xpx/u9//4tevXqhd+/eeP755xEQEIDs7GxcunQJv/76K/766y8AwKxZs7BixQoMGzYMH3zwATw9PbF27VqcO3eu0pqN5s+fjwEDBqBfv3547bXXoFarsXjxYvzzzz9Yv369WVBTKBQYP348Pv/8czg5OeHxxx+HVqs1e7yq1l1djo6O8Pf3xy+//IL+/fvD1dUV7u7uCAgIqPJj9OzZE8899xwmTZqEo0eP4oEHHoC9vT0SExNx4MABtGvXzuxDvSL9+/fH4sWLkZKSgkWLFpldX7lyJVxcXCpczl0V7777rmmO1zvvvANXV1esXbsW27dvxyeffFLutS7rXl736rwvb+fs7Iy3334bb731FsaPH4+xY8ciNTUV8+bNg42NDd59912z9mq1Gp999hlycnLQpUsXHDp0CB988AGGDBlimodUG39O1EBJPFGZrJxxVcnNmzfNrle0rBOAmDFjhli8eLFo3ry5UKlUok2bNmLt2rUV3nfnzp1i3LhxwtnZ2bR64uLFi3etKT09XUyZMkV4eHgIOzs70atXL7F//37Rp08f0adPn3LtMzMzTctuv/nmmwof8+bNm+Kll14SgYGBQqVSCVdXVxEaGirmzp0rcnJyhBC3Vpx8+umnFT7GggULREBAgNBoNCI4OFh88803ptevrLS0NDFp0iTh7Ows7OzsxIABA0RERESFq0JiYmLE5MmThY+Pj1CpVKJJkyaiR48e5VaInT17VgwYMEDY2NgIV1dXMWXKFPHLL79UafWTEELs379fPPjgg8Le3l7Y2tqKbt26iV9//bXCthcuXBAABACxa9euCttUpW7j6qeyy/3v5s8//xSdOnUSGo1GABATJkwQQlTvfSqEECtWrBBdu3Y1/bzNmzcX48ePF0ePHr1rDenp6UIulwt7e3uzVXBr164VAMTjjz9e7j7+/v5i2LBh5a5X9J49ffq0ePjhh4VWqxVqtVp06NDBbJWTEBWvfjJer8r7pSJVfV/e6TX99ttvRfv27YVarRZarVY8+uijppWDRhMmTBD29vbi1KlTom/fvsLW1la4urqK559/3vT3rKx7+XOihkkmhBD1nKOIakQmk2HGjBn48ssvK223atUqTJo0CUeOHEFYWFg9VdewrVu3Dk8//TQOHjyIHj16SF0OEQC+L6n2cfiJyMKsX78eCQkJaNeuHeRyOSIiIvDpp5/igQce4AcHSYbvS6oPDDVEFsbR0REbNmzABx98gNzcXDRt2hQTJ07EBx98IHVpZMX4vqT6wOEnIiIisgjcfI+IiIgsAkMNERERWQSGGiIiIrIIVjVR2GAw4Pr163B0dKzXrdOJiIio5oQQyM7Ohre3d6WbNVpVqLl+/Xq502mJiIiocYiPj690B3arCjWOjo4ASl4UJycniashIiKiqsjKyoKvr6/pc/xOrCrUGIecnJycGGqIiIgambtNHeFEYSIiIrIIDDVERERkERhqiIiIyCJY1ZwaIiKie6HX61FcXCx1GRZHpVJBoVDc8+Mw1BAREd2FEAJJSUnIyMiQuhSL5ezsDC8vr3vaR46hhoiI6C6MgcbDwwN2dnbcwLUWCSGQl5eH5ORkAEDTpk1r/FgMNURERJXQ6/WmQOPm5iZ1ORbJ1tYWAJCcnAwPD48aD0VxojAREVEljHNo7OzsJK7Eshlf33uZs8RQQ0REVAUccqpbtfH6MtQQERGRRWCoISIiIovAUENEREQWgaGGiIhM4lLz8MuJBAghpC6FqNoYaoiICACQlFmAx5ccwssbTmD76USpy2nQhBDIK9JJ8lWdwNm3b1+8+OKLmDVrFlxcXODp6Ylly5YhNzcXkyZNgqOjI5o3b47ffvvNdJ+zZ89i6NChcHBwgKenJ8aNG4eUlBTT7b///jt69eoFZ2dnuLm5Yfjw4bh8+bLp9tjYWMhkMmzevBn9+vWDnZ0dOnTogPDw8Np58SvBfWqIiAgFxXpMWxOFlJxCAMAPR69heHtviatquPKL9Wj7zh+SPPfZ9wfBTl31j+/vvvsOr7/+Og4fPoyNGzfi+eefx88//4zHHnsMb731Fv7v//4P48aNQ1xcHDIzM9GnTx9MnToVn3/+OfLz8zFnzhyMHj0af/31FwAgNzcXs2fPRrt27ZCbm4t33nkHjz32GE6cOAG5/FZfydy5c7Fw4UK0bNkSc+fOxdixY3Hp0iUolXUXPWTCivoYs7KyoNVqkZmZCScnJ6nLISJqEIQQ+NdPp/BT1DU42iiRXaCDXAYceqM/vLQ2UpcnuYKCAsTExCAwMBA2NiWvR16RrlGEmr59+0Kv12P//v0ASjYS1Gq1ePzxx7F69WoAJbslN23aFOHh4dixYwciIyPxxx+3frZr167B19cX58+fR6tWrco9x82bN+Hh4YHTp08jJCQEsbGxCAwMxLfffospU6aU1Hz2LO677z5ER0ejTZs2FdZa0etsVNXPb/bUEBFZudXhV/FT1DXIZcCSp0PxxV8XcTgmDZuOXcOMfi2kLq9BslUpcPb9QZI9d3W0b9/e9P8KhQJubm5o166d6ZqnpyeAkt18o6KisGfPHjg4OJR7nMuXL6NVq1a4fPky3n77bURERCAlJQUGgwEAEBcXh5CQkAqf13j0QXJy8h1DTW1gqCEismLhl1Px/razAIC3hgajV0t3XM/MLwk1UdfwQt/m3HSuAjKZrFpDQFJSqVRm38tkMrNrxj9fg8EAg8GAhx9+GB9//HG5xzEGk4cffhi+vr745ptv4O3tDYPBgJCQEBQVFd3xecs+R11qHH8iRERU6xIy8jFj3THoDQIjOnpjSq9AAMDQdk3x7i9ncCUlF8fiMhDq7yJxpVRfOnfujE2bNiEgIKDCuS+pqamIjo7G119/jd69ewMADhw4UN9l3hFXPxERWaH8Ij2eW30UablFCPFxwoKR7U3/mnbQKDGknRcA4Keoa1KWSfVsxowZSEtLw9ixY3H48GFcuXIFO3fuxOTJk6HX6+Hi4gI3NzcsW7YMly5dwl9//YXZs2dLXbYJQw0RkZURQuDNzadw5noW3OzV+HpcGGxum6cxKrQZAGDbyesoKNZLUSZJwNvbGwcPHoRer8egQYMQEhKCl19+GVqtFnK5HHK5HBs2bEBUVBRCQkLwyiuv4NNPP5W6bBMOPxERWZnlB2Lw84nrUMpl+OrpzvBxti3XplugG5q52OJaej7+OJOERzv6SFAp3au9e/eWuxYbG1vuWtmF0C1btsTmzZvv+JgPPfQQzp49e8f7BwQElNtLx9nZuV42dKxRT83ixYtNS65CQ0NNS8XuZN++fQgNDYWNjQ2CgoKwdOlSs9vPnDmDkSNHIiAgADKZDIsWLar08ebPnw+ZTIZZs2bVpHwiIqt14GIKPtoRDQB45+G26BbkVmE7uVyGkZ1Lems4BEWNRbVDzcaNGzFr1izMnTsXx48fR+/evTFkyBDExcVV2D4mJgZDhw5F7969cfz4cbz11lt46aWXsGnTJlObvLw8BAUFYcGCBfDy8qr0+Y8cOYJly5aZLRUjIqK7i0vNw8z1x2AQwOiwZhjXzb/S9sZQc+BSCq5n5NdHiUT3pNqh5vPPP8eUKVPw7LPPIjg4GIsWLYKvry+WLFlSYfulS5fCz88PixYtQnBwMJ599llMnjwZCxcuNLXp0qULPv30Uzz55JPQaDR3fO6cnBw8/fTT+Oabb+Diwtn4RERVlVekw3PfH0VGXjE6+jrj/UdD7rpU28/NDl0DXSEEsOV4Qj1VSlRz1Qo1RUVFiIqKwsCBA82uDxw4EIcOHarwPuHh4eXaDxo0CEePHkVxcXG1ip0xYwaGDRuGhx56qErtCwsLkZWVZfZFRGRthBD414+ncC4pG00cNVj6TGi5icF3Ypww/FPUNR5ySQ1etUJNSkoK9Hq9afdBI09PTyQlJVV4n6SkpArb63Q6swOy7mbDhg04duwY5s+fX+X7zJ8/H1qt1vTl6+tb5fsSEVmKJfsuY/vpRKgUMix9pnO1jj4Y2q4p7NQKxKTk4lhceh1W2fAx1NWt2nh9azRR+PYuSyFEpd2YFbWv6PqdxMfH4+WXX8aaNWvKnQdRmTfffBOZmZmmr/j4+Crfl4jIEuw5n4xP/zgPAHj/0RCE+rtW6/72GiWGtivZSfbHo9Y5Ydi4M25eXp7ElVg24+t7+w7I1VGtJd3u7u5QKBTlemWSk5PL9cYYeXl5VdheqVTCza3iWfe3i4qKQnJyMkJDQ03X9Ho9/v77b3z55ZcoLCyEQlG+K1Wj0VQ6R4eIyJLFpOTipfXHIQTwdFc/jL3fr0aPMyq0GX6KuoZtpxLx7sP3wVZdvbOHGjuFQgFnZ2ckJycDAOzs7Hh0RC0SQiAvLw/Jyclwdnau8PO8qqoVatRqNUJDQ7Fr1y489thjpuu7du3Co48+WuF9unfvjl9//dXs2s6dOxEWFlblNNa/f3+cPn3a7NqkSZPQpk0bzJkz555eACIiS5RdUIypq48iu0CHMH8XvPvwfTV+rPsDXOHraov4tJI9a0Z0sr49a4wrc43Bhmqfs7PzXVdA3021N9+bPXs2xo0bh7CwMHTv3h3Lli1DXFwcpk+fDqBkyCchIcF0pPn06dPx5ZdfYvbs2Zg6dSrCw8OxfPlyrF+/3vSYRUVFpo18ioqKkJCQgBMnTsDBwQEtWrSAo6Oj2cmfAGBvbw83N7dy14mIrJ3BIDD7h5O4lJwDLycbLH6mM9TKmm8gb9yzZtGfF/FT1DWrDDUymQxNmzaFh4dHtRe50N2pVKpa6aCodqgZM2YMUlNT8f777yMxMREhISHYsWMH/P1L9jtITEw027MmMDAQO3bswCuvvIKvvvoK3t7e+OKLLzBy5EhTm+vXr6NTp06m7xcuXIiFCxeiT58+Fe6GSEREd/bFXxex6+wNqJVyfD0uFB6OVZ+LeCfGUHPwcgoSMvIr3IXYGigUCo4ONGAyYUXTubOysqDVapGZmQknJyepyyEiqnU7zyThue+jAACfjmqPJ8Jqb9Xn2GURCL+SilcHtMKL/VvW2uMS3U1VP795oCURkYW4eCMbr2w8AQCY2COgVgMNUGbPmmPcs4YaJoYaIiILkJlfjOe+j0JukR7dglwxd1hwrT/HkHZesFcrcDU1D0evWveeNdQwMdQQETVyeoPAyxuOIyYlFz7Otvjqqc5QKWr/17ud+taeNT9Z6Z411LAx1BARNXKf7zqPvedvwkZVMjHYzaHu9ucyDkFtP52IvCJdnT0PUU0w1BARNWLbTyXiqz2XAQAfj2yPEB9tnT7f/YGu8HO1Q06hDr//U/HxOERSYaghImqkohOz8NqPJwEAzz0QhEc71v3+MTKZzOyQS6KGhKGGiKgRysgrwnPfH0V+sR69W7rj9UGt6+25H+9cEp4OXU7FtXSeh0QNB0MNEVEjo9Mb8OL644hPy4efqx3+N7YTlHUwMfhOmrnYoUfzkrP7Nh9LqLfnJbobhhoiokbmkz/OY//FFNiqFFg2PhTOdup6r6HsEBT3rKGGgqGGiKgR+eVEApb9fQUA8NnoDmjjJc3u6INDvOCgUSIuLQ+HY9IkqYHodgw1RESNxD8JmXj9p1MAgBn9mpv2jJGCnVqJYcY9azhhmBoIhhoiokYgNacQ076PQqHOgH6tm2D2gPqbGHwno8Ju7VmTW8g9a0h6DDVERA1csd6AGeuOISEjH4Hu9lj0ZCco5DKpy0KYvwv83eyQV6TnnjXUIDDUEBE1cB9uj0bElTQ4aJT4ZnwotLYqqUsCULpnTWfuWUMNB0MNEVED9uPReKw6FAsA+Hx0B7TwcJS2oNs8HtoMMhkQfiUV8Wncs4akxVBDRNRAnYjPwNyf/wEAzHqoJQbe5yVxReX5ONuiZ3N3AMCmY+ytIWkx1BARNUDJ2QWY/n0UinQGDGjriZcebCl1SXdk3LNm07FrMBi4Zw1Jh6GGiKiBKdIZ8MKaY0jKKkALDwd8ProD5A1gYvCdDLqvZM+a+LR8HI7lnjUkHYYaIqIGZt6vZ3D0ajocbZRYNi4UjjYNY2LwndiqFRjennvWkPQYaoiIGpB1kXFYGxkHmQz44slOCGriIHVJVWIcgtrBPWtIQgw1REQNRNTVNLy7tWRi8GsDW6NfGw+JK6q6UH8XBLrbI69Ijx2nE6Uuh6wUQw0RUQMxd8s/KNYLDGvXFC/0bS51OdUik8nMDrkkkgJDDRFRA5CSU4hzSdkAgP+MCIFM1nAnBt/JY518IJMBkTFpiEvlnjVU/xhqiIgagCOlJ1238XKEq71a4mpqxtvZFr1acM8akg5DDRFRAxBZGmq6BrpKXMm94Z41JCWGGiKiBsAYau4PdJO4knsz6D4vOGqUuJaej4iYVKnLISvDUENEJLHMvGKcS8oCAHQJdJG4mntjo1JgeAdvAJwwTPWPoYaISGJHYtMgBBDUxB4ejjZSl3PPjENQv51OQg73rKF6xFBDRCQx49ECjX0+jVFnP2cEudsjv5h71lD9YqghIpJY5JWSuSddG/l8GiOZTIaR3LOGJMBQQ0QkoZxCHf65XjKf5n4L6akBgJGdm0EuAw7HpOFqaq7U5ZCVYKghIpJQ1NV06A0CzVxs4e1sK3U5tcZLa4NeLZsAADaxt4bqCUMNEZGEDsdY1tBTWbf2rEngnjVULxhqiIgkdNhCNt2ryMC2nnC0USIhIx8RV7hnDdU9hhoiIokUFOtxMj4TANA1yPJCjY1KgYe5Zw3VI4YaIiKJHI/LQJHeAE8nDfxc7aQup048UToEteOfRGQXFEtcDVk6hhoiIolEls6nuT/QrVGeyl0VHX2d0byJPQqKDdyzhuocQw0RkUQseT6NkUwmw6hQXwAcgqK6x1BDRCSBIp0Bx+LSAVh2qAGAxzr5QC4DjsSmIzaFe9ZQ3WGoISKSwOmEDBQUG+Bqr0YLDwepy6lTXlob9DbuWXOMvTVUdxhqiIgkEFk69HR/gKvFzqcpy7RnTdQ17llDdYahhohIApFXSkONhQ89GQ1o6wknGyWuZxbg0GXuWUN1g6GGiKie6fQGRF0tnU9jgfvTVMRGpcAjHY171sRLXA1ZKoYaIqJ6Fp2YjZxCHRxtlGjj5SR1OfXGuArq9zNJyOKeNVQHGGqIiOqZaX+aAFco5JY/n8aoQzMtWng4lOxZc4p71lDtY6ghIqpnpknCVjKfxqhkz5qSCcPcs4bqAkMNEVE9MhgEjsRaZ6gBgMdL96w5ejUdMdyzhmoZQw0RUT26kJyNjLxi2KkVCPHRSl1OvfNwskGfViV71nDCMNU2hhoionpkXMod6u8ClcI6fwUbJwxvPpYAPfesoVpknX+jiIgkYg3nPd1N/2APaG1VSMwswKHLKVKXQxaEoYaIqJ4IIcpMEnaTuBrp2KgUeKSDcc8aThim2sNQQ0RUT66k5CIlpxBqpRztm1nffJqynggrWQX1+z/cs4ZqD0MNEVE9MQ49dfJ1ho1KIXE10mrno0UrTwcU6gzYdpJ71lDtYKghIqonkVdKNt2z5vk0RuZ71nAVFNUOhhoionpQdj5N1yDrnU9T1oiOPlDIZTgWl4HLN3OkLocsAEMNEVE9uJaej8TMAijlMnTyc5a6nAah7J41mzhhmGoBQw0RUT0w9tK0a6aFnVopcTUNxxOlQ1Dcs4ZqA0MNEVE9OBxjnE/DoaeyHgz2gLOdCklZBThwiXvW0L1hqCEiqgeR3HSvQhqlAo9yzxqqJQw1RER1LCmzAFdT8yCXAaEBLlKX0+AYj03440wSMvO5Zw3VXI1CzeLFixEYGAgbGxuEhoZi//79lbbft28fQkNDYWNjg6CgICxdutTs9jNnzmDkyJEICAiATCbDokWLyj3G/Pnz0aVLFzg6OsLDwwMjRozA+fPna1I+EVG9Olx6Kndbbyc42agkrqbhCfFxQmtPRxTpDNh26rrU5VAjVu1Qs3HjRsyaNQtz587F8ePH0bt3bwwZMgRxcXEVto+JicHQoUPRu3dvHD9+HG+99RZeeuklbNq0ydQmLy8PQUFBWLBgAby8vCp8nH379mHGjBmIiIjArl27oNPpMHDgQOTm8uh6ImrYjPvT3B/A+TQVMd+zhkNQVHMyIUS1ppt37doVnTt3xpIlS0zXgoODMWLECMyfP79c+zlz5mDr1q2Ijo42XZs+fTpOnjyJ8PDwcu0DAgIwa9YszJo1q9I6bt68CQ8PD+zbtw8PPPBAlWrPysqCVqtFZmYmnJycqnQfIqJ7NeDzfbiYnIOvx4Vi0H0V/8PN2t3MLkS3+buhNwj8OfsBtPBwlLokakCq+vldrZ6aoqIiREVFYeDAgWbXBw4ciEOHDlV4n/Dw8HLtBw0ahKNHj6K4uOZjp5mZmQAAV9c7T7orLCxEVlaW2RcRUX1KzSnExeSSjeW6BHCS8J00cdSgX+uSPWt+ikqQuBpqrKoValJSUqDX6+Hp6Wl23dPTE0lJSRXeJykpqcL2Op0OKSk1W74nhMDs2bPRq1cvhISE3LHd/PnzodVqTV++vr41ej4iopo6UjqfprWnI1zt1RJX07AZh6C2HL/GPWuoRmo0UVgmk5l9L4Qod+1u7Su6XlUzZ87EqVOnsH79+krbvfnmm8jMzDR9xcfzfBEiql/Gpdz3cyn3XT3YxhMudircyCrE/os3pS6HGqFqhRp3d3coFIpyvTLJycnlemOMvLy8KmyvVCrh5lb9SXMvvvgitm7dij179qBZs2aVttVoNHBycjL7IiKqT5FXGGqqSq2U49GOPgA4YZhqplqhRq1WIzQ0FLt27TK7vmvXLvTo0aPC+3Tv3r1c+507dyIsLAwqVdWXNgohMHPmTGzevBl//fUXAgMDq1M6EVG9y8wvRnRSyVw+brpXNcYhqJ1nbyAzj3vWUPVUe/hp9uzZ+Pbbb7FixQpER0fjlVdeQVxcHKZPnw6gZMhn/PjxpvbTp0/H1atXMXv2bERHR2PFihVYvnw5XnvtNVOboqIinDhxAidOnEBRURESEhJw4sQJXLp0ydRmxowZWLNmDdatWwdHR0ckJSUhKSkJ+fn59/LzExHVmaOxaRACCHS3h4eTjdTlNAr3eTuhjVfJnjU7z1Y8V5PoTqp9qtqYMWOQmpqK999/H4mJiQgJCcGOHTvg7+8PAEhMTDTbsyYwMBA7duzAK6+8gq+++gre3t744osvMHLkSFOb69evo1OnTqbvFy5ciIULF6JPnz7Yu3cvAJiWkPft29esnpUrV2LixInV/TGIiOrcYR6NUG0ymQz92njgXFI2jsam44kwLvCgqqvRUbEvvPACXnjhhQpvW7VqVblrffr0wbFjx+74eAEBAbjbdjnV3E6HiEhynCRcM2H+JUdJHLmaJnEl1Njw7CciojqQW6jD6YSS/bQYaqontDTUXLmZi9ScQomrocaEoYaIqA4ci0uH3iDg42yLZi52UpfTqDjbqdHSwwEAEHU1XeJqqDFhqCEiqgPGpdycT1MzYaW7LzPUUHUw1BAR1QHTJOEghpqaMM2rieW8Gqo6hhoiolpWUKzHifgMAMD9gTyZuyaM52SdTshEQbFe4mqosWCoISKqZSfiM1CkN8DDUYMAN86nqQlfV1s0cdSgWC9w6lqm1OVQI8FQQ0RUyw6XWcpd0zPurJ1MJkOXgJIhqKNc2k1VxFBDRFTLImNSAXCS8L0K9S95/Y7GcrIwVQ1DDRFRLSrSGUwrdroGcT7NvTD21ERdTYfBwA1Y6e4YaoiIatE/1zNRUGyAi50KLZo4SF1Ooxbc1Am2KgUy84tx6WaO1OVQI8BQQ0RUi4z709wf6Aq5nPNp7oVKIUcnP2cAHIKiqmGoISKqRYdL59NwKXftMO5Xc5T71VAVMNQQEdUSvUGYehQ4Sbh2GHcWPsqdhakKGGqIiGpJdGIWsgt1cNQoEdzUSepyLEInP2fIZUBcWh6SswqkLocaOIYaIqJaEnGlZOgpLMAFCs6nqRWONiq08SoJiOytobthqCEiqiW3znvifJraFBbAc6CoahhqiIhqgcEgTB+693M+Ta3iid1UVQw1RES14GJyDtLzimGrUqCdj1bqciyKcQXUmetZyC3USVwNNWQMNUREtcC4lDvU3wUqBX+11iZvZ1v4ONtCbxA4WXr6OVFF+DePiKgWRMRw6Kkuhfob59VwCIrujKGGiOgeCSFuTRJmqKkTPLGbqoKhhojoHsWm5uFmdiHUCjk6+DpLXY5FMp7YfTwuA3oebkl3wFBDRHSPIkv3p+no6wwblULiaixTay9HOGqUyCnU4VxSltTlUAPFUENEdI9u7U/Doae6opDL0Ml0DhTn1VDFGGqIiO5RJCcJ14suxlDD/WroDhhqiIjuwbX0PCRk5EMpl5lW6FDdCDXuLByTBiE4r4bKY6ghIroHxqGnEB8t7NRKiauxbB19naGUy5CUVYCEjHypy6EGiKGGiOgeRF7hUu76YqdW4j7vksMteWQCVYShhojoHhyO5STh+mQ8B4qHW1JFGGqIiGooOasAMSm5kMlu7aNCdSuMK6CoEgw1REQ1ZFz11LapE7S2KomrsQ7GycLnb2QjM79Y4mqooWGoISKqocNcyl3vPBxt4O9mByGA43HsrSFzDDVERDUUWXoyNycJ16+w0qE+DkHR7RhqiIhqIC23CBdu5AAAugQw1NSnMB5uSXfAUENEVAPGoaeWHg5wc9BIXI11MZ7YfSI+A8V6g8TVUEPCUENEVAM870k6Qe4OcLZToaDYgDPXebgl3cJQQ0RUA4djS+bT3B/oJnEl1kcul5VZ2s0hKLqFoYaIqJqyCopxtrSHgJOEpRHKycJUAYYaIqJqiopNh0EAAW528HSykbocq9SlzGRhHm5JRgw1RETVFBFjHHpiL41UQny0UCvkSMkpwtXUPKnLoQaCoYaIqJpMk4Q5n0YyNioF2jfTAuA5UHQLQw0RUTXkFelw+lomAPbUSM14ZAJP7CYjhhoiomo4djUDOoOAt9YGzVxspS7HqnXx54ndZI6hhoioGg4bj0YIcoNMJpO4GusWWrqs+/LNXKTlFklcDTUEDDVERNUQwUMsGwwXezVaeDgA4BAUlWCoISKqooJiPU7EZwDg/jQNhWkTPp4DRWCoISKqslPXMlGkM8DdQYNAd3upyyEAYQHchI9uYaghIqqiyCul82kCXTmfpoEw9tScvpaJgmK9xNWQ1BhqiIiq6HAsD7FsaPzd7ODuoEGR3oDTCZlSl0MSY6ghIqqCYr3BNBmVk4QbDpms7OGWHIKydgw1RERV8E9CJvKK9HC2U6GVh6PU5VAZYQE8sZtKMNQQEVVBZOlS7i4BrpDLOZ+mIelSOlk4Ki4dBgMPt7RmDDVERFVw67wnDj01NG29nWCrUiAjrxiXb+ZIXQ5JiKGGiOgu9AZh2oqfh1g2PCqFHB19nQEAR7kJn1VjqCEiuovoxCxkF+jgoFEiuCnn0zRExnk1PAfKujHUEBHdhXHoKSzABUoFf202RMZN+HhcgnXj304ioruILD3Ekku5G65Ofs6QyYCrqXlIziqQuhySCEMNEVElhBBlJglzPk1D5WSjQhsvJwCcV2PNGGqIiCpxKTkH6XnFsFHJ0c5HK3U5VAluwkcMNURElYgo7aXp7OcCtZK/Mhsy0yZ8PLHbavFvKBFRJTj01HgYJwufuZ6FvCKdxNWQFGoUahYvXozAwEDY2NggNDQU+/fvr7T9vn37EBoaChsbGwQFBWHp0qVmt585cwYjR45EQEAAZDIZFi1aVCvPS0R0L4QQppO5OUm44fNxtoW31gZ6g8CJuAypyyEJVDvUbNy4EbNmzcLcuXNx/Phx9O7dG0OGDEFcXFyF7WNiYjB06FD07t0bx48fx1tvvYWXXnoJmzZtMrXJy8tDUFAQFixYAC8vr1p5XiKie3U1NQ/J2YVQK+To5OcsdTlUBaGlvTWcLGydqh1qPv/8c0yZMgXPPvssgoODsWjRIvj6+mLJkiUVtl+6dCn8/PywaNEiBAcH49lnn8XkyZOxcOFCU5suXbrg008/xZNPPgmNRlMrz0tEdK+MQ08dfLWwUSkkroaqogs34bNq1Qo1RUVFiIqKwsCBA82uDxw4EIcOHarwPuHh4eXaDxo0CEePHkVxcXGdPS8AFBYWIisry+yLiKiqIrg/TaMTWroC6nhcBvQ83NLqVCvUpKSkQK/Xw9PT0+y6p6cnkpKSKrxPUlJShe11Oh1SUlLq7HkBYP78+dBqtaYvX1/fKj0fERHAScKNURsvJzholMgp1OFcEv8ha21qNFFYJpOZfS+EKHftbu0rul7bz/vmm28iMzPT9BUfH1+t5yMi65WQkY9r6flQyGXoXPqvf2r4FHKZaf4Tj0ywPtUKNe7u7lAoFOV6R5KTk8v1ohh5eXlV2F6pVMLNrWr/+qnJ8wKARqOBk5OT2RcRUVUcLh16CvHRwkGjlLgaqo4upZOFj3ATPqtTrVCjVqsRGhqKXbt2mV3ftWsXevToUeF9unfvXq79zp07ERYWBpVKVWfPS0R0L24NPXE+TWNj3Fk4ipOFrU61//kxe/ZsjBs3DmFhYejevTuWLVuGuLg4TJ8+HUDJkE9CQgJWr14NAJg+fTq+/PJLzJ49G1OnTkV4eDiWL1+O9evXmx6zqKgIZ8+eNf1/QkICTpw4AQcHB7Ro0aJKz0tEVJsir5R8IN4fwFDT2HT0c4ZCLsP1zAIkZOTDx9lW6pKonlQ71IwZMwapqal4//33kZiYiJCQEOzYsQP+/v4AgMTERLO9YwIDA7Fjxw688sor+Oqrr+Dt7Y0vvvgCI0eONLW5fv06OnXqZPp+4cKFWLhwIfr06YO9e/dW6XmJiGpLcnYBrqTkQia7NZRBjYedWon7vJ1w6lomjsamwaejj9QlUT2RCeOsXSuQlZUFrVaLzMxMzq8hojvaduo6Zq47juCmTvjt5d5Sl0M18P6vZ7HiYAzGdfPHf0aESF0O3aOqfn7z7CciottwPk3jd+twS04WtiYMNUREt2GoafyMk4XPJWUhq6BqG71S48dQQ0RURnpuEc4lZQMAujDUNFoeTjbwc7WDECW7C5N1YKghIirDeGZQCw8HuDtUfBYdNQ6mISgu7bYaDDVERGVElg498bynxi/Mv/TEbm7CZzUYaoiIyuB8GsthPLH7eHw6ivUGiauh+sBQQ0RUKrugGGeuZwJgT40laN7EAVpbFQqKDTh7nYdbWgOGGiKiUkevpsMgAD9XOzTVchfaxk4ul5lWQR3hvBqrwFBDRFSKQ0+WJ7R0CIondlsHhhoiolKRV0pO5ubQk+Uoe2K3FW2gb7UYaoiIAOQX6XHqWsl8mm5BbhJXQ7WlnY8WaoUcKTmFiEvLk7ocqmMMNUREAI7HpUNnEGiqtUEzF86nsRQ2KgXaNdMCKOmtIcvGUENEBCCizP40MplM4mqoNhknC0dd5WRhS8dQQ0QE4HBMyXyaroEcerI0YWXm1ZBlY6ghIquXmV9sWh3TNYiThC1NaGlPzaXkHKTnFklcDdUlhhoisnq7o2+gWC/Q0sMBzZs4SF0O1TJXezWaN7EHwKXdlo6hhois3o7TiQCAIe2aSlwJ1RXTOVAMNRaNoYaIrFpWQTH+vpACABjGUGOxeGK3dWCoISKrtjv6Bor0BjRvYo9Wnhx6slTGycKnrmWioFgvcTVUVxhqiMiqbT+VBKCkl4ZLuS1XgJsd3B3UKNIb8E9CptTlUB1hqCEiq5VdUIy/L94EAAxtz6EnSyaTyUyroLi023Ix1BCR1frrXDKKdAYENbFHa09HqcuhOmY8B4qb8FkuhhoislrbT5WsehoawqEna2DsqTl6NR0GAw+3tEQMNURklXIKddh7oXToiauerMJ93lrYqOTIyCvGlZQcqcuhOsBQQ0RWaXf0DRTpDAh0t0dwUw49WQO1Uo4OzZwBcF6NpWKoISKrZNxwb2g7Lw49WRHjvJqjDDUWiaGGiKxObqEOe89z6MkahRo34eNkYYvEUENEVuevc8ko1BkQ4GaHtk2dpC6H6lFnPxfIZMDV1DwkZxdIXQ7VMoYaIrI6Zc964tCTddHaqkzL96M4BGVxGGqIyKrkFemw53wyAJ71ZK1M50DxcEuLw1BDRFblr3PJKCg2wM/VDvd5c+jJGplO7ObhlhaHoYaIrMqtVU8cerJWxp6aM9ezkFekk7gaqk0MNURkNfKKdPjrHIeerJ2Psy28nGygMwiciM+QuhyqRQw1RGQ19p6/iYJiA3xdbRHiw6EnayWTyUy9NZwsbFkYaojIamzn0BOVMm7Cd4SThS0KQw0RWYX8Ij3+ii4ZehoawqEna2c83PL41XToebilxWCoISKrsPd8MvKL9WjmYov2zbRSl0MSa+PlCAeNEtmFOpxPypa6HKolDDVEZBU49ERlKRVydPJzBgBE8cgEi8FQQ0QWr6BYb1r1xLOeyMi4Xw1P7LYcDDVEZPH2nr+JvCI9fJxt0YFDT1TKtAKKk4UtBkMNEVm8WxvueXHoiUw6+jpDIZchISMf1zPypS6HagFDDRFZtIJiPXZH3wBQcoAlkZG9Rmk6pZ3nQFkGhhoismj7LtxEbpEe3lobdPJ1lrocamBMh1vyHCiLwFBDRBbNOPQ0hKueqAK3DrdkT40lYKghIotVMvTEVU90Z8aemnNJWcguKJa4GrpXDDVEZLH2X0xBTqEOTTn0RHfg6WQDX1dbGARwPC5D6nLoHjHUEJHFMg09hTSFXM6hJ6pYF9MQFOfVNHYMNURkkQp1evx5tmTV09B2XhJXQw1ZqHGyMFdANXoMNURkkfZfSEF2oQ5eTjbo7OcidTnUgBlP7D4el4FivUHiauheMNQQkUUyDj0NDvHi0BNVqkUTBzjZKJFfrEd0YpbU5dA9YKghIotTqNNjV+mGe8Pac9UTVU4ulyEsgOdAWQKGGiKyOAcvpSC7QAdPJw1COfREVRDqz034LAFDDRFZnO2nkgBw1RNVnXFezdGr6RBCSFwN1ZRVhprMfG6wRGSpinQG7DprDDVc9URV076ZFiqFDDezCxGXlid1OVRDVhlq1kZclboEIqojBy+lIKtAhyaOGtM8CaK7sVEp0M5HC4BHJjRmVhlqVkfEsreGyEJtN2245wUFh56oGsJMQ1CcV9NYWWWoySnQY9XBWKnLIKJaVqQzYOeZkqEnnvVE1RVmmizMnprGyipDDQAsP3CFvTVEFubQ5ZKhJ3cHjWniJ1FVGVdAXUzOQUZekcTVUE1YZahp3sQeWQU69tYQWZgdHHqie+DmoEFQE3sAQBSPTGiUrDLUPN+3OYCS3posHjVPZBGK9QbsLD3raQjPeqIaMg5BcRO+xqlGoWbx4sUIDAyEjY0NQkNDsX///krb79u3D6GhobCxsUFQUBCWLl1ars2mTZvQtm1baDQatG3bFlu2bDG7XafT4d///jcCAwNha2uLoKAgvP/++zAYqn9Ox8C2Xmjp4cDeGiILcuhyKjLyiuHuoEbXQDepy6FGyjhZOIqThRulaoeajRs3YtasWZg7dy6OHz+O3r17Y8iQIYiLi6uwfUxMDIYOHYrevXvj+PHjeOutt/DSSy9h06ZNpjbh4eEYM2YMxo0bh5MnT2LcuHEYPXo0IiMjTW0+/vhjLF26FF9++SWio6PxySef4NNPP8X//ve/6v/Qchle6t8SAPDtfvbWEFmCHadKhp4G3cehJ6o5Y0/NyWuZKNTpJa6Gqksmqrl1YteuXdG5c2csWbLEdC04OBgjRozA/Pnzy7WfM2cOtm7diujoaNO16dOn4+TJkwgPDwcAjBkzBllZWfjtt99MbQYPHgwXFxesX78eADB8+HB4enpi+fLlpjYjR46EnZ0dvv/++yrVnpWVBa1Wi8zMTNg7OGLwor9xMTkHswe0MoUcImp8ivUGdPnwT2TkFWPds13Ro4W71CVRIyWEQNgHfyI1twibnu+OUH9OOG8Iyn5+Ozk53bFdtXpqioqKEBUVhYEDB5pdHzhwIA4dOlThfcLDw8u1HzRoEI4ePYri4uJK25R9zF69emH37t24cOECAODkyZM4cOAAhg4desd6CwsLkZWVZfZlpCjTW7P8QAx7a4gasYgrJUNPbvZq3B/IDyGqOZlMZloFxXk1jU+1Qk1KSgr0ej08PT3Nrnt6eiIpKanC+yQlJVXYXqfTISUlpdI2ZR9zzpw5GDt2LNq0aQOVSoVOnTph1qxZGDt27B3rnT9/PrRarenL19fX7Pah7ZqihYcDMvOL8R3n1hA1WsZVT4NCvKBUWOX6B6pFpnOgGGoanRr97ZfJzMerhRDlrt2t/e3X7/aYGzduxJo1a7Bu3TocO3YM3333HRYuXIjvvvvujs/75ptvIjMz0/QVHx9vdnvZ3ppv2VtD1Cjp9Ab8caZk1dPQEG64R/cuNKCkpybqahoPt2xkqhVq3N3doVAoyvXKJCcnl+tpMfLy8qqwvVKphJubW6Vtyj7mv/71L7zxxht48skn0a5dO4wbNw6vvPJKhfN4jDQaDZycnMy+bjeMvTVEjVrElTSk5RbB1V6NbkEceqJ7F+KthUYpR3peMS7fzJW6HKqGaoUatVqN0NBQ7Nq1y+z6rl270KNHjwrv071793Ltd+7cibCwMKhUqkrblH3MvLw8yOXm5SoUihot6TZ7DLkMLz7YAkBJb002e2uIGhXjWU+D7vPk0BPVCrVSjg6+zgCAveeTpS2GqqXavwFmz56Nb7/9FitWrEB0dDReeeUVxMXFYfr06QBKhnzGjx9vaj99+nRcvXoVs2fPRnR0NFasWIHly5fjtddeM7V5+eWXsXPnTnz88cc4d+4cPv74Y/z555+YNWuWqc3DDz+MDz/8ENu3b0dsbCy2bNmCzz//HI899tg9/Pglhrf3RvMm9iW9NYdi7/nxiKh+6PQ864nqxsPtS95PX+25hMw8/mO30RA18NVXXwl/f3+hVqtF586dxb59+0y3TZgwQfTp08es/d69e0WnTp2EWq0WAQEBYsmSJeUe88cffxStW7cWKpVKtGnTRmzatMns9qysLPHyyy8LPz8/YWNjI4KCgsTcuXNFYWFhlevOzMwUAERmZma5234+fk34z9km2r/3h8jKL6ryYxKRdA5evCn852wTHef9IYp1eqnLIQtSpNOL/p/tFf5ztol5W89IXY7Vq+zzu6xq71PTmFW2zl1vEBj4f/tw+WYu/jWoNWb0ayFRlURUVXO3nMbayDg82cUXC0a2l7ocsjD7LtzEhBWHoZTL8PusB9DCw0HqkqxWnexTY8nKroT6Zv8Vzq0hauD0BoE/SoeehnDoiepAn1ZN8GAbD+gMAh9uPyt1OVQFDDVlDG/vjaAm9sjIK8bq8KtSl0NElYiMSUVKThGc7VTo0ZxnPVHdmDssGEq5DHvO3+Sk4UaAoaYMhVyGl8v01uQU6iSuiIju5LfTJb00A9t6QsVVT1RHmjdxwIQeAQCA/2w7i2L9va24pbrF3wS3Kdtbw5VQRA2T3iDw2z9c9UT146X+LeFqr8blm7lYE8Fe/IaMoeY2CrkMLz3I3hqihuxIbBpScgqhtVWhJw+vpDqmtVVh9oBWAIBFf15Eem6RxBXRnTDUVODhDt4IcmdvDVFDZTzriUNPVF+e7OKLNl6OyMwvxv/9eUHqcugO+NugAgq5DC/2L1nSzd4aooaFQ08kBaVCjneGtwUArI2Mw4Ub2RJXRBVhqLmDh9vf6q1ZHR4rdTlEVOpobBpuZhfCyUbJoSeqVz1auGNgW0/oDQL/2XaWh102QAw1d6BUyG/11vzN3hqihsLYSzOgrRfUSv4Ko/o1d1gw1Ao59l9MwZ/RXOLd0PA3QiWMvTXp7K0hahAMBoHf/imZTzOsvZfE1ZA18nezx+RegQCAD7efRaFOL3FFVBZDTSWUCjlmPnirtyaXvTVEkoqKS8eNrEI42ijRq0UTqcshKzXzwRZwd9AgNjWPi0kaGIaau3ikgzcCTb013J+ASErbT5X00gxo68mhJ5KMg0aJ1we1BgD8b/clpOQUSlwRGfG3wl0oFXK8WNpbs+zvy+ytIZJI2aGnoSFc9UTSGhXaDCE+Tsgu1OGzneelLodKMdRUwSMdvBHgZsfeGiIJHTMOPWmU6N2Kq55IWnK5DO8Mvw8AsOFIPM5cz5S4IgIYaqqkpLfm1i7D7K0hqn87Ss96eqitJzRKhcTVEAH3B7piWPumEAJ4/1cu8W4IGGqq6NGOJb01ablF+J5nfxDVK7OhJ264Rw3Im0PaQKOUIzImDb+XbjdA0mGoqaKSlVAlvTXLuBKKqF4dj89AYmYBHDRK9G7JoSdqOJq52GHaA0EAgA93RKOgmEu8pcRQUw0jOnrDv7S3hie1EtUf41lPDwV7wEbFoSdqWKb3bQ4vJxtcS8/H8gMxUpdj1RhqqqHs3Jqv/76CvCL21hDVNYNB4LfSUDOEQ0/UANmplZgzpGSJ91d7LuFGVoHEFVkvhppqKttb8z1XQhHVuRPXMnA9swD2agX6tOKGe9QwPdrBBx19nZFXpMcnv3OJt1QYaqpJqZBjZj/jvjXsrSGqa8Zemv7Bnhx6ogZLLpfh3YdLTvHedOwaTsZnSFuQlWKoqYHHOvnA380OqZxbQ1SnhBCmpdxc9UQNXSc/FzzWyQcA8D5P8ZYEQ00NlO2t+Xofe2uI6srJa5lIyMiHvVqBvq059EQN35zBbWCrUiDqajq2nrwudTlWh6Gmhh7r5AM/V/bWENUl46qnBzn0RI2El9YGz/dtDgBY8Ns55BdxiXd9YqipobIneLO3hqj2CSFMB1gODfGSuBqiqnvugSD4ONsiMbMAX/99WepyrApDzT0o21uzNiJO6nKILMqp0qEnW5UCfVt7SF0OUZXZqBR4c2gbAMDSfZdxPSNf4oqsB0PNPVCV7a35+zJ7a4hq0Y5/jENPHrBVc+iJGpdh7Zri/gBXFBQb8PHv56Qux2ow1Nyjxzr5wNfVFik57K0hqi0lq55KQs0wrnqiRkgmk+Gdh9tCJgN+OXEdUVfTpS7JKjDU3COVQo4X+xl3Gb7MSWFEteCfhCzEp5UMPfXj0BM1UiE+WjwR2gwA8P6vZ2AwcIl3XWOoqQWPdS7TWxPJlVBE92q7cdVTGw49UeP22qDWcNAocfJaJjYfT5C6HIvHUFMLVGX2rVm6j701RPei7NATN9yjxs7D0QYzSj8fPvn9HHILOfeyLjHU1JLHOzdDMxf21hDdqzPXsxCXlgcblRz92nDDPWr8JvcKgJ+rHZKzC7F47yWpy7FoDDW1RKWQ48UHjb01V9hbQ1RDxl6afq09YKdWSlwN0b3TKBV4a2gwAOCb/TGIT8uTuCLLxVBTi2711hSyt4aoBjj0RJZq0H2e6B7khiKdAfN/i5a6HIvFUFOLzOfWsLeGqLrOJmYhNjUPGqUcD7bhqieyHMYl3nIZsON0EiKupEpdkkViqKll7K0hqrmyQ0/2Gg49kWUJbuqEsff7AQDe//Us9FziXesYamqZWlnmBO+/r6CgmL01RFVRMvSUBAAY2p5DT2SZZg9oBUcbJc4mZuHHo/FSl2NxGGrqwOOdm8HH2RY3swuxNpK7DBNVxbmkbMSk5ELNoSeyYG4OGrzcv2TD1oU7zyO7oFjiiiwLQ00dUCtvnQm1dN9l9tYQVYFx6KlvqyZw4NATWbDx3QMQ5G6PlJwifPkXl3jXJoaaOjKyTG/NOvbWEFVKCGHaRXgYh57IwqmVcvx7eMkS7xUHYxCTkitxRZaDoaaOqJVy0y6SS9hbQ1Sp8zeyceVmydBT/2BPqcshqnP9WnvggVZNUKwX+HA7l3jXFoaaOjQqlL01RFWx41RJL00fDj2RlZDJZHh7WDAUchn+jL6BAxdTpC7JIjDU1CH21hDd3c3sQtNBf8O44R5ZkZaejhjXzR8A8P62M9DpDRJX1Pgx1NSxsr016w+zt4aorH8SMvHIlwdwLT0fbvZq9A/mqieyLrMeaglnOxUu3MjhZ0QtYKipY2qlHC/0aw4AWLKXvTVERr+evI5RSw8hMbMAQU3s8eP07nC0UUldFlG9crZTY/aAVgCAz3ddQGYel3jfC4aaevBEqC+8tTZIZm8NEQwGgYV/nMeL64+joNiAvq2b4OcZPRHUxEHq0ogk8dT9fmjl6YD0vGIs2n1B6nIaNYaaeqBWyjGjdN8a9taQNcsp1OG576Pw5Z6SvTmmPRCE5RO6wIk9NGTFlAo53h7eFgDwffhVXErOkbiixouhpp6U7a1ZE8Ezocj6XE3NxeOLD+LP6BtQK+X4vzEd8ObQktUfRNaud8smeCjYAzqDwAfbz0pdTqPFUFNPyvbWfPL7eRyJTZO4IqL6c/BSCh796iAu3MiBh6MGP0zrjsc6NZO6LKIGZe6wtlApZNh7/ib2nE+WupxGiaGmHo3t4odB93miSG/Ac6uPIpa7SJKFE0Lgu0OxGL/iMDLyitHB1xm/vtgLHX2dpS6NqMEJdLfHxB4BAIAPtp1FMZd4VxtDTT2Sy2VYNKYT2jfTIj2vGJNXHUFGXpHUZRHViSKdAW9uPo13t56B3iDweCcfbHyuGzydbKQujajBerF/S7jZq3H5Zi6+D+dUhepiqKlntmoFvp0QBh9nW1xJycW076NQpGMaJ8uSklOIp7+NwIYj8ZDLgLeGtsFnozvARqWQujSiBs3JRoXXBrUGACz68wLScvkP3+pgqJGAh6MNVkzsAgeNEpExaXhj8ykIIaQui6hWnLmeiUe/PIgjselw1CixfGIXPPdAc8hknBBMVBWjw3wR3NQJWQU6fL7rvNTlNCoMNRJp7eWIr57uDIVchs3HEvA/Hj9PFmD7qUSMXHIICRn5CHK3x5YZPdGvNXcJJqoOhVyGdx8uWeK9LjIOZ65nSlxR48FQI6E+rZpg3iP3ASjZSfKXEwkSV0RUMwaDwOc7z2PGumMoKDbggVZNsGVGT7Tw4IZ6RDXRLcgNQ0K8YBDApJVHcOUm966pCoYaiT3TzR9TewcCAP714ykc5VJvamRyCnWYviYKX5T2Nk7tHYiVE7tAa8sN9YjuxYePtUMbL0ckZxdi7DcRiOGK2btiqGkA3hgSjIFtS5Z6T+VSb2pE4tPyMHLxIew8ewNqhRyfPdEBc4e15YZ6RLXA1V6NNc92RUsPB9zIKsTYZRH8fLgLhpoGQCGXYdGTHdHOh0u9qfE4dDkFj3x5AOdvZKOJowYbpnXDyFBuqEdUm9wdNFg3tRtaeDggKasAY7+JQFxqntRlNVgMNQ2EnVqJ5RPC4K21wZWUXExfw6Xe1HB9Hx6LccsPIz2vGO2bafHrzF7o7OcidVlEFqmJowbrpnZF8yb2SMwsCTbxaQw2FWGoaUA8nGywvHSpd8SVNLy5+TSXelODUqQz4K0tp/H2LyUb6o3o6I0fpnWHl5Yb6hHVJQ9HG6yf2g1B7vZIyMjHk8sicC2dweZ2DDUNTHBTJ3z5VCco5DJsOnYNX+3hUm9qGFJzCvHMt5FYFxkHmQx4Y0gb/N+YjtxQj6ieeDjZYN3Ubghws0NCRj7GfhOBhIx8qctqUGoUahYvXozAwEDY2NggNDQU+/fvr7T9vn37EBoaChsbGwQFBWHp0qXl2mzatAlt27aFRqNB27ZtsWXLlnJtEhIS8Mwzz8DNzQ12dnbo2LEjoqKiavIjNGh9W3vgvdKl3gt3cqk3Se/s9Sw88uVBHI5NK9lQb0IYpvfhhnpE9c1La4P1z3WDv5sd4tPyMXZZBK4z2JhUO9Rs3LgRs2bNwty5c3H8+HH07t0bQ4YMQVxcXIXtY2JiMHToUPTu3RvHjx/HW2+9hZdeegmbNm0ytQkPD8eYMWMwbtw4nDx5EuPGjcPo0aMRGRlpapOeno6ePXtCpVLht99+w9mzZ/HZZ5/B2dm5+j91IzCumz+m9Cpd6v3TKURd5VJvksZvp29tqBfgZoctM3rgwTaeUpdFZLWaam2xfmo3+LnaIS4tD2O/iUBSZoHUZTUIMlHNSRtdu3ZF586dsWTJEtO14OBgjBgxAvPnzy/Xfs6cOdi6dSuio6NN16ZPn46TJ08iPDwcADBmzBhkZWXht99+M7UZPHgwXFxcsH79egDAG2+8gYMHD961V6gyWVlZ0Gq1yMzMhJOTU40fp77oDQLTvo/Cn9E34GqvxpYXesDfzV7qsshKGAwC/919Ef/dfREA0LulO74c2xlaO+4/Q9QQJGTkY8zX4biWno9Ad3tssOADY6v6+V2tnpqioiJERUVh4MCBZtcHDhyIQ4cOVXif8PDwcu0HDRqEo0ePori4uNI2ZR9z69atCAsLwxNPPAEPDw906tQJ33zzTaX1FhYWIisry+yrMVHIZfhibEeE+DghLbcIk1YdQWZesdRlkRXILdThhbXHTIFmSq/SDfUYaIgaDB/nkh4bH2dbxKTkYuw3EUjOsu4em2qFmpSUFOj1enh6mnc9e3p6IikpqcL7JCUlVdhep9MhJSWl0jZlH/PKlStYsmQJWrZsiT/++APTp0/HSy+9hNWrV9+x3vnz50Or1Zq+fH19q/PjNgglS727oKnWBldu5mLamqNc6k11Kj4tDyOXHMLvZ5KgVsjxyaj2eHt4WygVXFdA1ND4utphw3MlwebKzdJgk229waZGv6VunxwohKh0wmBF7W+/frfHNBgM6Ny5Mz766CN06tQJ06ZNw9SpU82GwW735ptvIjMz0/QVHx9/9x+uAfJ0KjnV216tQMSVNLy1hUu9qW5EXEnFo18dxLmkbLg7aLD+uW4YHdb4/jFAZE18Xe2wfmo3NNXa4PLNXDz9TSRScgqlLksS1Qo17u7uUCgU5XplkpOTy/W0GHl5eVXYXqlUws3NrdI2ZR+zadOmaNu2rVmb4ODgO05QBgCNRgMnJyezr8aqZKl3Z8hlwE9R17B472WpSyILsybiKp75NhJpuUVo56PFry/2RKg/N9Qjagz83EqCjZeTDS4m5+CpbyKQaoXBplqhRq1WIzQ0FLt27TK7vmvXLvTo0aPC+3Tv3r1c+507dyIsLAwqlarSNmUfs2fPnjh//rxZmwsXLsDf3786P0Kj1q+Nh+lU70//OI9fT16XuCKyBMV6A/7982n8++d/oDMIPNyhZEO9plpbqUsjomoIcLfH+ue6wcNRgws3cvB06T9SrIqopg0bNgiVSiWWL18uzp49K2bNmiXs7e1FbGysEEKIN954Q4wbN87U/sqVK8LOzk688sor4uzZs2L58uVCpVKJn376ydTm4MGDQqFQiAULFojo6GixYMECoVQqRUREhKnN4cOHhVKpFB9++KG4ePGiWLt2rbCzsxNr1qypcu2ZmZkCgMjMzKzuj92gzNt6RvjP2SZazt0hjsamSl0ONWLZBcVi7LJw4T9nmwh4Y5v4as9FYTAYpC6LiO7BpeRsEfbBLuE/Z5sY9H/7RFpOodQl3bOqfn5XO9QIIcRXX30l/P39hVqtFp07dxb79u0z3TZhwgTRp08fs/Z79+4VnTp1Emq1WgQEBIglS5aUe8wff/xRtG7dWqhUKtGmTRuxadOmcm1+/fVXERISIjQajWjTpo1YtmxZteq2lFCj0xvElFVHhP+cbaLT+zvF1ZRcqUuiRigrv0g8vvig8J+zTdz3zu9i15kkqUsiolpy8Ua2CP1PSbAZsuhvkZ7buINNVT+/q71PTWPW2PapqUxuoQ6jvw7HmetZaN7EHpuf78nltlRlmfnFGL/iME7GZ0Brq8L3U+5H+2bOUpdFRLXo4o1sjP0mAik5RQjxccLaKd0a7edEnexTQw2HvUaJFRO7mGa7P7+Wp3pT1WTkFeGZbyNxMj4DLnYqrH22KwMNkQVq6emIdVO7wc1ejX8SsjBuRSQy8y17rzOGmkbM08kGyyeULPU+dDkVc7nUm+4iLbcIT30TidMJmXC1V2Pd1G4I8dFKXRYR1ZFWno5YO7UrXO3VOHUtE+OXRyKrwHKDDUNNI9fW+9ZS7x+51JsqkZJTiKe+icDZxCy4O2iw4bluCG7auIdhieju2ng5Yc2UrnC2U+HktUxMWHEY2RYabBhqLEC/Nh549+FbS723neJSbzKXnF2AscsicC4pGx6OJYGmlaej1GURUT1p6+2Etc92hdZWheNxGZi48ghyCnVSl1XrGGosxIQeAZjUMwAAMPuHk4i6mi5tQdRg3MgqwJPLInAxOQdNtTbYOK07Wng4SF0WEdWz+7y1WPtsVzjZKBF1NR2TVh5GroUFG4YaC/LvYW3xULAHinQGPLf6KOJS86QuiSR2vfQU3ys3c+HjbIuNz3VHoDtPeieyViE+Wqx9thscbZQ4EpuOSSuPWFSwYaixIAq5DP99shPu83ZCam4RJq06bPEz3enO4tPyMGZZOGJT8+DraosNz3WDn5ud1GURkcTaNdNizZSucNQocTg2DZNXHUFekWUEG4YaC2OvKTnV28upZKn3C2ujUKznUm9rE5eahyeXRSA+LR8BbnbY+Fx3+Loy0BBRiQ6+zlg95X44aJSIjEnDlFVHkV+kl7qse8ZQY4G8tDZYPjEMdmoFDl5Kxb+3/MOl3lYkJiUXY5aFIyEjH0Hu9tjwXHd4O/McJyIy18nPBd9Nvh/2agXCr6Ri6uqjKChu3MGGocZC3eetxZdPdYJcBmw8Go8l+7jU2xpcvpmDMV+HIzGzAC08HLBhWjd4aW2kLouIGqhQ/5JgY6dW4MCllEYfbBhqLNiDbTzxzvC2AIBPfj+P7acSJa6I6tLFG9kY83UEkrML0drTERue6wYPRwYaIqpcWIArVk0qCTb7L6bgue+jGm2wYaixcBN7BmJijwAAwOwfTuBYHJd6W6JzSVl4clkEUnIK0bapE9Y/1w3uDhqpyyKiRuL+QFesnNgFtioF/r5wE8+viUKhrvEFG4YaK/D28Lbo38YDhaVLvePTuNTbkpy5nomxyyKQmluEdj5arCvdEp2IqDq6BrlhxcQusFHJsef8Tbyw5lijCzYMNVZAIZfhi7Gd0LapE1JyijBp1RFcz8iHjquiGr3T1zLx1DeRSM8rRgdfZ6x5tiuc7RhoiKhmujd3w/IJXaBRyrH7XDJmrD3eqA5LlgkrWhZT1aPLLVViZj5GfHUQN7IKTdccNUpo7VRwtlPB2VYNrZ0KLqX/72yngtZWBWc7dentKmhLr2mUCgl/EgKA43HpGL/iMLILdOjs54xVk++Hk41K6rKIyAIcuJiCKd8dQaHOgAFtPfHGkDZwd9DAyUYJmUxW7/VU9fObocbK/JOQiRfXH0dMSu49PY6dWlEactRwti0NRXYqaG1vBSCz70uDko1KLslfCEtzNDbNdHbL/QGuWDGpCxw0SqnLIiIL8veFm3h29VGznhq1Ug53ezWaOGrg7lD65ahGEwcN3Mtca+JYuwGIoaYCDDW3FOsNyMovRkZ+MTLyipGZX4SMvJL/z8gvRmZekem2st9n5hfjXt4xaqXcFHjUypLRTxlK3vTG977pr0DpBZn5t2W+v9Pt5g3L3n77c7XxcsLY+33RshEd7hh5JRWTVh1BXpEe3YPcSvckYqAhotq3/+JNfLg9Ggnp+ciu5nEKaoUc7g5quDtqSkJPaQAyhh5TAHLQwMm28gDEUFMBhpp7ZzAIZBfokGEMQfnFyMgrQqYxAOUVIyO/CJkV3KYzNNy3WpcAFzzV1Q9DQprCRtVwh9YOXUrBlO+OIr9Yj94t3bFsXBhs1Q23XiKyHAXFeqTkFCIlpwg3swtL/r/0vzdzCpGSXWT6/+yCmgcgY9AxBiB3Bw3sUISHOgYy1JTFUCMdIQRyi/TIyCsq7RkqRrHeANObTxj/I0rbw/y/ZR7H/HvzBxCi/G3lHrP09iKdATvPJGH3uWToSwOXs50KIzs3w9j7/RrcSdb7L97Es98dRaHOgD6tmuDrcaENOoARkfUqG4BMwccYhHKKSkNQ1QOQoTAP8YtGM9SUxVBDFUnKLMAPR+Ox4XAcrmcWmK7fH+iKp7v6YXCIl+QTo/ecT8a076NQpDOgfxsPLH6ms+Q1ERHVhoJiPVJzS3t/TMHHGIJKAlBSShr2/3s4Q01ZDDVUGb1B4O8LN7E2Mg5/nbsB42iZi50Ko0Kb4cn7/dC8Sf333vx59gZeWHsMRXoDBt3nif+N7Wyaj0REZA04p6YCDDVUVYmZ+dh4JB4bj8QjsUzvTbcgVzzV1R+D7vOsl56S3/9Jwsx1x6AzCAxr1xSLnuwIlYKBhoisC0NNBRhqqLr0BoG955OxLjIOe84nm3pvXO3VeKK09ybQ3b5Onnv7qUS8tOE49AaBRzp44/PRHaBkoCEiK8RQUwGGGroX1zPyseFIPH44Eo+krFu9Nz2au+Gprn4Y2Nar1oaFfjmRgNk/nITeIPB4Jx98+kQHKOTc34eIrBNDTQUYaqg26PQG7Dl/E+sir2LvhZumVVXuDmqMCvXF2Pt94e9W896bTVHX8K+fTsIggCdCm2HByPYMNERk1RhqKsBQQ7XtWnoefjgSj41H482On+jVwh1PdfXDgLae1ZoD88OReMzZfApCAGPv98OHI0IgZ6AhIivHUFMBhhqqKzq9AbvPJWP94TjsM+u90WB0WDM82cUPfm52lT7G2sirmLvlHwDA+O7+mPfIfTxSgogIDDUVYqih+hCflleycupoPG5m3+q96d3SHU939UP/4PK9N6vDY/HOL2cAAJN7BuLt4cEMNEREpRhqKsBQQ/WpWG/A7ugbWHc4Hvsv3uq9aeKowZgwX4zp4gtfVzt8u/8KPtgeDQCY9kAQ3hjShoGGiKgMhpoKMNSQVOLT8rD+cBx+OHoNKTklvTcyGdChmTNOxGcAAGb0a47XBrZmoCEiug1DTQUYakhqxXoD/jx7A+sOx2H/xRTT9VkPtcTL/Vsy0BARVaCqn9/KeqyJyOqpFHIMadcUQ9o1xdXUXGw+lgAfF1uMDvOVujQiokaPoYZIIv5u9nhlQCupyyAishjcc52IiIgsAkMNERERWQSGGiIiIrIIDDVERERkERhqiIiIyCIw1BAREZFFYKghIiIii8BQQ0RERBaBoYaIiIgsAkMNERERWQSGGiIiIrIIDDVERERkERhqiIiIyCJY1SndQggAQFZWlsSVEBERUVUZP7eNn+N3YlWhJjs7GwDg6+srcSVERERUXdnZ2dBqtXe8XSbuFnssiMFgQKtWrRAVFQWZTCZZHV26dMGRI0cke37WUCIrKwu+vr6Ij4+Hk5OTZHVI/TqwBtbAGlhDQ69DCIHQ0FBcuHABcvmdZ85YVU+NXC6HWq2uNOXVB4VCIemHKGsw5+TkJGkdDeF1YA2sgTWwhoZeh1qtrjTQAFY4UXjGjBlSl8AaGlANDUFDeB1YA2tgDayhMg2hjqrUYFXDT0RlZWVlQavVIjMzU/J/gRAR0b2zup4aIiONRoN3330XGo1G6lKIiKgWsKeGiIiILAJ7aoiIiMgiMNQQEdFdyWQy/Pzzz1KXQVQphppaFB8fjylTpsDb2xtqtRr+/v54+eWXkZqaWqX77927FzKZDBkZGXVbKFE9O3ToEBQKBQYPHix1KVRq4sSJGDFihNRlWDV+ZtQ+hppacuXKFYSFheHChQtYv349Ll26hKVLl2L37t3o3r070tLSpC6RSDIrVqzAiy++iAMHDiAuLu6eHkuv18NgMNRSZUTS4GdG3WCoqSUzZsyAWq3Gzp070adPH/j5+WHIkCH4888/kZCQgLlz5wIACgsL8frrr8PX1xcajQYtW7bE8uXLERsbi379+gEAXFxcIJPJMHHiRAl/IqLakZubix9++AHPP/88hg8fjlWrVpluM/5Lc/v27ejQoQNsbGzQtWtXnD592tRm1apVcHZ2xrZt29C2bVtoNBpcvXpVgp/EcgUEBGDRokVm1zp27Ij33ntPknqsAT8z6gZDTS1IS0vDH3/8gRdeeAG2trZmt3l5eeHpp5/Gxo0bIYTA+PHjsWHDBnzxxReIjo7G0qVL4eDgAF9fX2zatAkAcP78eSQmJuK///2vFD+ORWDXesOxceNGtG7dGq1bt8YzzzyDlStXljuU7l//+hcWLlyII0eOwMPDA4888giKi4tNt+fl5WH+/Pn49ttvcebMGXh4eNT3j0FUa/iZUXes6piEunLx4kUIIRAcHFzh7cHBwUhPT8eRI0fwww8/YNeuXXjooYcAAEFBQaZ2rq6uAAAPDw84OzvXed1E9WH58uV45plnAACDBw9GTk4Odu/ebfo7AADvvvsuBgwYAAD47rvv0KxZM2zZsgWjR48GABQXF2Px4sXo0KFD/f8ARLWMnxl1hz019cD4r9KYmBgoFAr06dNH4oqsy++//45evXrB2dkZbm5uGD58OC5fvmy6PTY2FjKZDJs3b0a/fv1gZ2eHDh06IDw8XMKqLcP58+dx+PBhPPnkkwAApVKJMWPGYMWKFWbtunfvbvp/V1dXtG7dGtHR0aZrarUa7du3r5+iiSTGz4yaY6ipBS1atIBMJsPZs2crvP3cuXNwcXGBnZ1dPVdGQMmcjtmzZ+PIkSPYvXs35HI5HnvssXKTTefOnYvXXnsNJ06cQKtWrTB27FjodDqJqrYMy5cvh06ng4+PD5RKJZRKJZYsWYLNmzcjPT290vvKZDLT/9va2pp9T7VLLpeXGxIsO/xHtYufGXWHoaYWuLm5YcCAAVi8eDHy8/PNbktKSsLatWsxZswYtGvXDgaDAfv27avwcdRqNYCS1R1Ue0aOHInHH38cLVu2RMeOHbF8+XKcPn263C+U1157DcOGDUOrVq0wb948XL16FZcuXZKo6sZPp9Nh9erV+Oyzz3DixAnT18mTJ+Hv74+1a9ea2kZERJj+Pz09HRcuXECbNm2kKNsqNWnSBImJiabvs7KyEBMTI2FFlo2fGXWHoaaWfPnllygsLMSgQYPw999/Iz4+Hr///jsGDBgAHx8ffPjhhwgICMCECRMwefJk/Pzzz4iJicHevXvxww8/AAD8/f0hk8mwbds23Lx5Ezk5ORL/VJbh8uXLeOqppxAUFAQnJycEBgYCQLmlxWWHN5o2bQoASE5Orr9CLcy2bduQnp6OKVOmICQkxOxr1KhRWL58uant+++/j927d+Off/7BxIkT4e7uzone9ejBBx/E999/j/379+Off/7BhAkToFAopC7LovEzo24w1NSSli1b4ujRo2jevDnGjBmD5s2b47nnnkO/fv0QHh5umtC1ZMkSjBo1Ci+88ALatGmDqVOnIjc3FwDg4+ODefPm4Y033oCnpydmzpwp5Y9kMR5++GGkpqbim2++QWRkJCIjIwEARUVFZu1UKpXp/41DHdwPpeaWL1+Ohx56CFqtttxtI0eOxIkTJ3Ds2DEAwIIFC/Dyyy8jNDQUiYmJ2Lp1q+lfoVQ3DAYDlMqStSJvvvkmHnjgAQwfPhxDhw7FiBEj0Lx5c4krtGz8zKgbPNCSLNLEiRORkZGB5cuXw93dHX///Td69+4NADhw4AB69+6NLVu2YMSIEYiNjUVgYCCOHz+Ojh07AgAyMjLg4uKCPXv2oG/fvtL9IBZu79696NevH9LT07l6o54NHjwYLVq0wJdffil1KUS1hku6yaK5uLjAzc0Ny5YtQ9OmTREXF4c33nhD6rKIJJOeno5Dhw5h7969mD59utTlENUqhhqySMaudblcjg0bNuCll15CSEgIWrdujS+++IK9L2S1Jk+ejCNHjuDVV1/Fo48+KnU5RLWKw09kkdi1TkRkfThRmCxKeno6tm/fjr1795rtWEtERJaPw09kUdi1TkRkvTj8RERERBaBw09ERERkERhqiIiIyCIw1FCjNX/+fHTp0gWOjo7w8PDAiBEjcP78ebM2Qgi899578Pb2hq2tLfr27YszZ86YtVm2bBn69u0LJycnyGQyZGRkmN2+d+9eyGSyCr+OHDlS1z8mERFVEUMNNVr79u3DjBkzEBERgV27dkGn02HgwIGmLcQB4JNPPsHnn3+OL7/8EkeOHIGXlxcGDBiA7OxsU5u8vDwMHjwYb731VoXP06NHDyQmJpp9PfvsswgICEBYWFid/5xERFQ1nChMFuPmzZvw8PDAvn378MADD0AIAW9vb8yaNQtz5swBABQWFsLT0xMff/wxpk2bZnb/qm7ZX1xcjGbNmmHmzJl4++236/JHIiKiamBPDVmMzMxMADAdBBcTE4OkpCQMHDjQ1Eaj0aBPnz44dOhQjZ9n69atSElJwcSJE++pXiIiql0MNWQRhBCYPXs2evXqhZCQEABAUlISAMDT09Osraenp+m2mli+fDkGDRoEX1/fmhdMRES1jpvvkUWYOXMmTp06hQMHDpS7TSaTmX0vhCh3raquXbuGP/74Az/88EON7k9ERHWHPTXU6L344ovYunUr9uzZg2bNmpmue3l5AUC5Xpnk5ORyvTdVtXLlSri5ueGRRx6pecFERFQnGGqo0RJCYObMmdi8eTP++usvBAYGmt0eGBgILy8v7Nq1y3StqKgI+/btQ48ePWr0fCtXrsT48eOhUqnuuX4iIqpdHH6iRmvGjBlYt24dfvnlFzg6Opp6ZLRaLWxtbSGTyTBr1ix89NFHaNmyJVq2bImPPvoIdnZ2eOqpp0yPk5SUhKSkJFy6dAkAcPr0aTg6OsLPz8806RgA/vrrL8TExGDKlCn1+4MSEVGVcEk3NVp3mhezcuVK08okIQTmzZuHr7/+Gunp6ejatSu++uor02RiAHjvvfcwb968Sh8HAJ566ilcvXoVBw8erNWfg4iIagdDDREREVkEzqkhIiIii8BQQ0RERBaBoYaIiIgsAkMNERERWQSGGiIiIrIIDDVERERkERhqiIiIyCIw1BAREZFFYKghokZl7969kMlkyMjIsMrnJ6I7Y6ghojuaOHEiRowYUWuP17dvX8yaNavWHq+un7ei+/Xo0QOJiYnQarW1UxwR1RqGGiKqc8XFxVKXUGvUajW8vLzuePYYEUmHoYaI8NNPP6Fdu3awtbWFm5sbHnroIfzrX//Cd999h19++QUymQwymQx79+4FAMyZMwetWrWCnZ0dgoKC8Pbbb5sFl/feew8dO3bEihUrEBQUBI1GgwkTJmDfvn3473//a3q82NjYu9a2Y8cOtGrVCra2tujXr1+5+6SmpmLs2LFo1qwZ7Ozs0K5dO6xfv950+8SJE+/4vGfPnsXQoUPh4OAAT09PjBs3DikpKZXe7/bhp1WrVsHZ2Rnbtm1D69atYWdnh1GjRiE3NxffffcdAgIC4OLighdffBF6vd5UV1FREV5//XX4+PjA3t4eXbt2Nb2+RFRDgois2vXr14VSqRSff/65iImJEadOnRJfffWVyM7OFqNHjxaDBw8WiYmJIjExURQWFgohhPjPf/4jDh48KGJiYsTWrVuFp6en+Pjjj02P+e677wp7e3sxaNAgcezYMXHy5EmRkZEhunfvLqZOnWp6PJ1OV2ltcXFxQqPRiJdfflmcO3dOrFmzRnh6egoAIj09XQghxLVr18Snn34qjh8/Li5fviy++OILoVAoREREhBBC3PF5r1+/Ltzd3cWbb74poqOjxbFjx8SAAQNEv379Kr3fnj17zJ5/5cqVQqVSiQEDBohjx46Jffv2CTc3NzFw4EAxevRocebMGfHrr78KtVotNmzYYPrZnnrqKdGjRw/x999/i0uXLolPP/1UaDQaceHChdr6oyWyOgw1RFYuKipKABCxsbHlbpswYYJ49NFH7/oYn3zyiQgNDTV9/+677wqVSiWSk5PN2vXp00e8/PLLVa7tzTffFMHBwcJgMJiuzZkzxyxUVGTo0KHi1VdfrfR53377bTFw4ECza/Hx8QKAOH/+/B3vV1GoASAuXbpkajNt2jRhZ2cnsrOzTdcGDRokpk2bJoQQ4tKlS0Imk4mEhASzx+7fv79488037/hzEVHllBJ2EhFRA9ChQwf0798f7dq1w6BBgzBw4ECMGjUKLi4ud7zPTz/9hEWLFuHSpUvIycmBTqeDk5OTWRt/f380adLknmqLjo5Gt27dzOavdO/e3ayNXq/HggULsHHjRiQkJKCwsBCFhYWwt7ev9LGjoqKwZ88eODg4lLvt8uXLaNWqVZXrtLOzQ/PmzU3fe3p6IiAgwOyxPT09kZycDAA4duwYhBDlnqOwsBBubm5Vfl4iMsdQQ2TlFAoFdu3ahUOHDmHnzp343//+h7lz5yIyMrLC9hEREXjyyScxb948DBo0CFqtFhs2bMBnn31m1u5uoaIqhBB3bfPZZ5/h//7v/7Bo0SK0a9cO9vb2mDVrFoqKiiq9n8FgwMMPP4yPP/643G1NmzatVp0qlcrse5lMVuE1g8Fgem6FQoGoqCgoFAqzdhWFLCKqGoYaIoJMJkPPnj3Rs2dPvPPOO/D398eWLVugVqvNJrcCwMGDB+Hv74+5c+earl29erVKz1PR41Wmbdu2+Pnnn82uRUREmH2/f/9+PProo3jmmWcAlASGixcvIjg4uNLn7dy5MzZt2oSAgAAolRX/KqxuvVXVqVMn6PV6JCcno3fv3rX++ETWiqufiKxcZGQkPvroIxw9ehRxcXHYvHkzbt68ieDgYAQEBODUqVM4f/48UlJSUFxcjBYtWiAuLg4bNmzA5cuX8cUXX2DLli1Veq6AgABERkYiNjYWKSkppp6LO5k+fTouX76M2bNn4/z581i3bh1WrVpl1qZFixamnqbo6GhMmzYNSUlJd33eGTNmIC0tDWPHjsXhw4dx5coV7Ny5E5MnTzYFmerWW1WtWrXC008/jfHjx2Pz5s2IiYnBkSNH8PHHH2PHjh218hxE1oihhsjKOTk54e+//8bQoUPRqlUr/Pvf/8Znn32GIUOGYOrUqWjdujXCwsLQpEkTHDx4EI8++iheeeUVzJw5Ex07dsShQ4fw9ttvV+m5XnvtNSgUCrRt2xZNmjRBXFxcpe39/PywadMm/Prrr+jQoQOWLl2Kjz76yKzN22+/jc6dO2PQoEHo27cvvLy8ym0YWNHzent74+DBg9Dr9Rg0aBBCQkLw8ssvQ6vVQi6X16je6li5ciXGjx+PV199Fa1bt8YjjzyCyMhI+Pr61tpzEFkbmajKoDURERFRA8eeGiIiIrIIDDVEJJnp06fDwcGhwq/p06dLXR4RNTIcfiIiySQnJyMrK6vC25ycnODh4VHPFRFRY8ZQQ0RERBaBw09ERERkERhqiIiIyCIw1BAREZFFYKghIiIii8BQQ0RERBaBoYaIiIgsAkMNERERWYT/B5ILOcCKaE7qAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_ti.plot(title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Rio Tiler with reprojection to equal-area projection" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: rio-tiler in /srv/conda/envs/notebook/lib/python3.10/site-packages (6.2.5)\n", + "Requirement already satisfied: attrs in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (23.1.0)\n", + "Requirement already satisfied: cachetools in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (5.3.1)\n", + "Requirement already satisfied: color-operations in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (0.1.1)\n", + "Requirement already satisfied: httpx in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (0.24.1)\n", + "Requirement already satisfied: morecantile<6.0,>=5.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (5.0.0)\n", + "Requirement already satisfied: numexpr in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (2.8.7)\n", + "Requirement already satisfied: numpy in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (1.24.4)\n", + "Requirement already satisfied: pydantic~=2.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (2.4.2)\n", + "Requirement already satisfied: pystac>=0.5.4 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (1.8.1)\n", + "Requirement already satisfied: rasterio>=1.3.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (1.3.8)\n", + "Requirement already satisfied: pyproj~=3.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from morecantile<6.0,>=5.0->rio-tiler) (3.6.0)\n", + "Requirement already satisfied: annotated-types>=0.4.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pydantic~=2.0->rio-tiler) (0.6.0)\n", + "Requirement already satisfied: pydantic-core==2.10.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pydantic~=2.0->rio-tiler) (2.10.1)\n", + "Requirement already satisfied: typing-extensions>=4.6.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pydantic~=2.0->rio-tiler) (4.7.1)\n", + "Requirement already satisfied: python-dateutil>=2.7.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pystac>=0.5.4->rio-tiler) (2.8.2)\n", + "Requirement already satisfied: affine in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (2.4.0)\n", + "Requirement already satisfied: certifi in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (2023.5.7)\n", + "Requirement already satisfied: click>=4.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (8.1.3)\n", + "Requirement already satisfied: cligj>=0.5 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (0.7.2)\n", + "Requirement already satisfied: snuggs>=1.4.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (1.4.7)\n", + "Requirement already satisfied: click-plugins in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (1.1.1)\n", + "Requirement already satisfied: setuptools in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (68.0.0)\n", + "Requirement already satisfied: httpcore<0.18.0,>=0.15.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpx->rio-tiler) (0.17.3)\n", + "Requirement already satisfied: idna in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpx->rio-tiler) (3.4)\n", + "Requirement already satisfied: sniffio in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpx->rio-tiler) (1.3.0)\n", + "Requirement already satisfied: h11<0.15,>=0.13 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpcore<0.18.0,>=0.15.0->httpx->rio-tiler) (0.14.0)\n", + "Requirement already satisfied: anyio<5.0,>=3.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpcore<0.18.0,>=0.15.0->httpx->rio-tiler) (3.7.0)\n", + "Requirement already satisfied: six>=1.5 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from python-dateutil>=2.7.0->pystac>=0.5.4->rio-tiler) (1.16.0)\n", + "Requirement already satisfied: pyparsing>=2.1.6 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from snuggs>=1.4.1->rasterio>=1.3.0->rio-tiler) (3.1.0)\n", + "Requirement already satisfied: exceptiongroup in /srv/conda/envs/notebook/lib/python3.10/site-packages (from anyio<5.0,>=3.0->httpcore<0.18.0,>=0.15.0->httpx->rio-tiler) (1.1.2)\n" + ] + } + ], + "source": [ + "!pip install rio-tiler" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "from rio_tiler.io import Reader\n", + "import rasterio.enums\n", + "\n", + "def generate_stats_rio_titiler(item, geojson, asset_name, dst_crs=None):\n", + " with Reader(item.assets[asset_name].href) as src:\n", + " feature = geojson[\"features\"][0][\"geometry\"]\n", + " \n", + " if dst_crs is None:\n", + " dst_crs = src.crs\n", + " \n", + " data = src.feature(feature, dst_crs=dst_crs)#, vrt_options={\"resampling\": rasterio.enums.Resampling.bilinear})\n", + "\n", + " # Get the coverage % array\n", + " coverage_array = data.get_coverage_array(\n", + " feature,\n", + " )\n", + "\n", + " stats = data.statistics(\n", + " coverage=coverage_array,\n", + " ) \n", + "\n", + " return {\n", + " **stats[\"b1\"].model_dump(exclude_none=True),\n", + " \"start_datetime\": item.properties[\"start_datetime\"],\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# https://proj.org/en/9.3/operations/projections/cea.html\n", + "WORKING_CRS = rasterio.crs.CRS.from_proj4(\"+proj=cea\")\n", + "#WORKING_CRS = rasterio.crs.CRS.from_epsg(9835)\n", + "AOI_GEOM = AOI[\"features\"][0][\"geometry\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Rasterio WarpedVRT and mask.mask" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import rasterio.vrt\n", + "import rasterio.mask\n", + "import rasterio.warp" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "15it [00:05, 2.89it/s]\n" + ] + } + ], + "source": [ + "timeseries_vrt = {\n", + " \"start_datetime\": [],\n", + " \"average_rasterio_warped\": [],\n", + " \"average_rasterio_original\": []\n", + "}\n", + "\n", + "for i, item in enumerate(tqdm.tqdm(collection.get_all_items())):\n", + "\n", + " with rasterio.open(item.assets[ASSET_NAME].href) as ds:\n", + "\n", + " data_original = ds.read(1, masked=True)\n", + "\n", + " data_original_masked, _ = rasterio.mask.mask(ds, [AOI_GEOM], crop=True)\n", + "\n", + " with rasterio.vrt.WarpedVRT(ds, crs=WORKING_CRS) as vrt:\n", + " data_warped = vrt.read(1, masked=True)\n", + "\n", + " geom_transformed = rasterio.warp.transform_geom(src_crs=rasterio.crs.CRS.from_epsg(4326), dst_crs=WORKING_CRS, geom=AOI_GEOM)\n", + "\n", + " data_warped_masked, _ = rasterio.mask.mask(vrt, [geom_transformed], crop=True)\n", + "\n", + " timeseries_vrt[\"average_rasterio_warped\"].append(data_warped_masked.mean())\n", + " timeseries_vrt[\"average_rasterio_original\"].append(data_original_masked.mean())\n", + " timeseries_vrt[\"start_datetime\"].append(item.properties[\"start_datetime\"])\n", + "\n", + " if i >= LIMIT_ITEMS:\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df_vrt = pd.DataFrame(timeseries_vrt)\n", + "\n", + "df_vrt = df_vrt.set_index(\"start_datetime\")\n", + "df_vrt.index = pd.to_datetime(df_ti.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "15it [00:06, 2.19it/s]\n" + ] + } + ], + "source": [ + "timeseries_rio_tiler = []\n", + "\n", + "for i, item in enumerate(tqdm.tqdm(collection.get_all_items())):\n", + " timeseries_rio_tiler.append(\n", + " generate_stats_rio_titiler(item, AOI, ASSET_NAME, dst_crs=WORKING_CRS)\n", + " )\n", + " if i >= LIMIT_ITEMS:\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df_rio = pd.DataFrame(timeseries_rio_tiler)\n", + "\n", + "df_rio = df_rio[[\"start_datetime\", \"mean\"]]\n", + "df_rio = df_rio.set_index(\"start_datetime\")\n", + "df_rio.index = pd.to_datetime(df_rio.index)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compare all methods together" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df_all = df.copy()\n", + "df_all[\"average_titiler\"] = df_ti[\"mean\"]\n", + "df_all[\"average_rio_tiler\"] = df_rio[\"mean\"]\n", + "df_all[\"average_rasterio_warped\"] = df_vrt[\"average_rasterio_warped\"]\n", + "df_all[\"average_rasterio_original\"] = df_vrt[\"average_rasterio_original\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_all.plot(figsize=(16, 8), title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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gKioKO3fuBADIyf13xX7t2rXo0qULunbtikmTJsHS0hL5+flISEjA0aNHcf78eQBAQEAAtm7dii+++AJLliyBkZER9uzZgwcPHlSZc4Xly5fD09MT3bt3x8yZM6GkpIR169bh3r172LdvH6/wk5eXx6hRo/DLL79AU1MTgwYNgpaWFu944uYtqSZNmsDCwgL//vsvevToAV1dXejr68PS0lLsY3Tu3Bnjx4/HmDFjcOPGDXTr1g3q6upIT09HZGQk2rRpwysSKtOjRw+sW7cOWVlZCA4O5sW3bdsGHR2dSm//F8f8+fO5MXLz5s2Drq4u9uzZg+PHj+Pnn38Wea3f9SmvuyTvy/dpa2sjKCgIP/zwA0aNGoXhw4cjOzsbCxcuhIqKCubPn89rr6SkhNWrV+P169do3749Ll++jCVLlqBv377cOC5p/JxIHSXjgeOESFXFXUMvXrzgxSu7DRgAmzx5Mlu3bh1r3rw5U1RUZHZ2dmzPnj2V7nvmzBk2cuRIpq2tzd0dEx8f/9GccnJy2DfffMMMDQ2Zmpoa69KlC4uIiGDu7u7M3d1dpH1ubi53m/bmzZsrPeaLFy/YtGnTmJWVFVNUVGS6urrMxcWF/fjjj+z169eMsf/uKFq5cmWlx/jpp5+YpaUlU1ZWZvb29mzz5s3c6/euly9fsjFjxjBtbW2mpqbGPD092ZUrVyq96ycpKYmNHTuWmZqaMkVFRWZgYMA6deokcgfg/fv3maenJ1NRUWG6urrsm2++Yf/++69Yd7cxxlhERAT7/PPPmbq6OlNVVWWfffYZO3r0aKVtHz16xAAwACw0NLTSNuLkXXF327vTQ3zM2bNnmZOTE1NWVmYA2OjRoxljkr1PGWNs69atrGPHjtzzbd68ORs1ahS7cePGR3PIyclhcnJyTF1dnXeX4549exgANmjQIJF9LCws2BdffCESr+w9e/fuXda/f3+mpaXFlJSUWLt27Xh3sTFW+d1tFXFx3i+VEfd9+aHX9M8//2Rt27ZlSkpKTEtLi3l7e3N3hlYYPXo0U1dXZ3fu3GEeHh5MVVWV6erqskmTJnG/Z+/6lJ8TqZsEjDFWy3UZIXWCQCDA5MmT8fvvv1fZbvv27RgzZgyuX78OV1fXWsqubtu7dy98fX1x6dIldOrUSdbpEAKA3pdE+uhyGyGkSvv27UNaWhratGkDOTk5XLlyBStXrkS3bt3og4jIDL0vSW2gIokQUqUmTZpg//79WLJkCd68eQNjY2P4+flhyZIlsk6NNGL0viS1gS63EUIIIYRUgiaTJIQQQgipBBVJhBBCCCGVoCKJEEIIIaQSNHC7moRCIZ49e4YmTZrU6jIFhBBCCKk+xhjy8/NhYmJS5cSjABVJ1fbs2TORla8JIYQQUj88efLko6sTUJFUTU2aNAFQ/iJramrKOBtCCCGEiCMvLw9mZmbc53iVZDrfN2Psjz/+4JZGcHZ2ZhcvXqyyfVhYGHN2dmbKysrMysqKrV+/nrf93r17bNCgQczCwoIBYGvWrKn0OE+fPmW+vr5MV1eXqaqqsnbt2kk0dXxubi4DwHJzc8XehxBCCCGyJcnnt0wHboeEhCAgIAA//vgjbt26ha5du6Jv375ITU2ttH1SUhK8vLzQtWtX3Lp1Cz/88AOmTZuGf/75h2tTUFAAa2tr/PTTT2jatGmlx8nJyUHnzp2hqKiIkydP4v79+1i9ejW0tbVr4mkSQgghpB6S6WSSHTt2hLOzM9avX8/F7O3t4ePjg+XLl4u0nzNnDo4cOYK4uDguNnHiRNy+fRtRUVEi7S0tLREQEICAgABe/Pvvv8elS5cQERFR7dzz8vKgpaWF3NxcutxGCCGE1BOSfH7LrCepuLgY0dHR6NWrFy/eq1cvXL58udJ9oqKiRNr37t0bN27cQElJidjnPnLkCFxdXTFkyBAYGhrCyckJmzdvrnKfoqIi5OXl8b4IIYQQ0nDJbOB2VlYWysrKYGRkxIsbGRkhIyOj0n0yMjIqbV9aWoqsrCwYGxuLde7Hjx9j/fr1CAwMxA8//IBr165h2rRpUFZWxqhRoyrdZ/ny5Vi4cKFYx39XWVmZRAUcIUQ6FBUVIS8vL+s0CCH1mMzvbnt/jiHGWJXzDlXWvrJ4VYRCIVxdXbFs2TIAgJOTE2JjY7F+/foPFklz585FYGAg97hidPyHMMaQkZGBV69eiZ0XIUS6tLW10bRpU5rLjBBSLTIrkvT19SEvLy/Sa5SZmSnSW1ShadOmlbZXUFCAnp6e2Oc2NjaGg4MDL2Zvb88bAP4+ZWVlKCsri32OigLJ0NAQampq9EeakFrEGENBQQEyMzMBQOxeZkIIeZfMiiQlJSW4uLggNDQUAwcO5OKhoaHw9vaudB83NzccPXqUFztz5gxcXV2hqKgo9rk7d+6Mhw8f8mKPHj2ChYWFBM/gw8rKyrgCSZLijRAiPaqqqgDK/5EyNDSkS2+EEInJdAqAwMBA/Pnnn9i6dSvi4uIwffp0pKamYuLEiQDKL3G9e/lr4sSJSElJQWBgIOLi4rB161Zs2bIFM2fO5NoUFxcjJiYGMTExKC4uRlpaGmJiYpCQkMC1mT59Oq5cuYJly5YhISEBe/fuxaZNmzB58mSpPK+KMUhqampSOR4hpHoqfgdpXCAhpFpqdMYmMfzxxx/MwsKCKSkpMWdnZxYeHs5tGz16NHN3d+e1DwsLY05OTkxJSYlZWlqKTCaZlJTEAIh8vX+co0ePstatWzNlZWVmZ2fHNm3aJFHeVU1G9fbtW3b//n329u1biY5JCJEu+l0khLxPkskkZTpPUn1W1TwLhYWFSEpKgpWVFVRUVGSUISGEfhcJIe+rF/MkEUIkt337dpoZ/h2WlpYIDg6WdRqEkBpQkvgYhecvoPRxksxyoCKJkBqUnJwMgUCAmJgYqRxv2LBhePTokVSORQghdZEwJwdZvl8js5s7skeOwvOu3ZDl+zWEMphSh4okIlNlZWUQCoWyTqNSxcXFsk6Bp6SkBKqqqjA0NJR1KmKjAdOEEEm9nDIVRRGReKZphJvNWuOZpiGKIiLxcvKUWs+FiqR6oDa7HE+dOoUuXbpAW1sbenp66NevHxITEwGUT8Hw/fff89q/ePECioqKuHDhAoDywmL27NkwNTWFuro6OnbsiLCwMK59xeWiY8eOwcHBAcrKykhJScH169fh6ekJfX19aGlpwd3dHTdv3uSd68GDB+jSpQtUVFTg4OCAs2fPQiAQ4PDhw1ybtLQ0DBs2DDo6OtDT04O3tzeSk5PFeu5+fn7cuoEmJiawtbUFAOzevRuurq5o0qQJmjZtihEjRnDz7wDlCyb7+vrCwMAAqqqqsLGxwbZt2wAAVlZWAMonLBUIBPDw8OD227ZtG+zt7aGiogI7OzusW7eO21bRA/XXX3/Bw8MDKioq2L17d6WX29avX4/mzZtDSUkJLVu2xK5du8R6vjNmzED//v25x8HBwRAIBDh+/DgXa9myJTZu3AgAYv2MBAIBNmzYAG9vb6irq2PJkiUICwvjjtuuXTuoqKigY8eOuHv3Lm/fy5cvo1u3blBVVYWZmRmmTZuGN2/ecNszMzPRv39/qKqqwsrKCnv27BHreRJC6o+SxMfIirqBxT2nYurQpVjaJwBThy7D4p5TkX35eq1feqMiqQ6TRZfjmzdvEBgYiOvXr+PcuXOQk5PDwIEDIRQK4evri3379uHdsf4hISEwMjKCu7s7AGDMmDG4dOkS9u/fjzt37mDIkCHo06cP4uPjuX0KCgqwfPly/Pnnn4iNjYWhoSHy8/MxevRoRERE4MqVK7CxsYGXlxfy8/PLXwuhED4+PlBTU8PVq1exadMm/Pjjj7zcCwoK0L17d2hoaODixYuIjIyEhoYG+vTpI3av0Llz5xAXF4fQ0FAcO3YMQHnht3jxYty+fRuHDx9GUlIS/Pz8uH2CgoJw//59nDx5EnFxcVi/fj309fUBANeuXQMAnD17Funp6Th48CAAYPPmzfjxxx+xdOlSxMXFYdmyZQgKCsKOHTt4+cyZMwfTpk1DXFwcevfuLZLvoUOH4O/vjxkzZuDevXuYMGECxowZwxWtVfHw8EBERATXkxceHg59fX2Eh4cDKJ8Q9dGjR9zP9mM/owrz58+Ht7c37t69i7Fjx3LxWbNmYdWqVbh+/ToMDQ0xYMAArqfp7t276N27NwYNGoQ7d+4gJCQEkZGRmDLlv/8c/fz8kJycjPPnz+Pvv//GunXreMUqIaT+K0tJQbDHONwxtefF75jaY0338SgV859eqanpW+0aqtqYAuDFCF/21MyCPTVp9t+XmQV7McL3k44riczMTAaA3b17l2VmZjIFBQV28eJFbrubmxubNWsWY4yxhIQEJhAIWFpaGu8YPXr0YHPnzmWMMbZt2zYGgMXExFR53tLSUtakSRN29OhRxhhjJ0+eZAoKCiw9PZ1rExoaygCwQ4cOMcYY27JlC2vZsiUTCoVcm6KiIqaqqspOnz790ec6evRoZmRkxIqKiqpsd+3aNQaA5efnM8YY69+/PxszZkylbSumpLh16xYvbmZmxvbu3cuLLV68mLm5ufH2Cw4O5rXZtm0b09LS4h536tSJjRs3jtdmyJAhzMvLq8rnwBhjr169YnJycuzGjRtMKBQyPT09tnz5cta+fXvGGGN79+5lRkZGH9z//Z8RY4wBYAEBAbx2Fy5cYADY/v37uVh2djZTVVVlISEhjDHGRo4cycaPH8/bLyIigsnJybG3b9+yhw8fMgDsypUr3Pa4uDgGgK1Zs+aDOdIUAITULwk341jHeac++PX41oNPPockUwBQT1IdVZL4GEVh4UBZGX9DWRmKwsJrrMsxMTERI0aMgLW1NTQ1NbnLRampqTAwMICnpyd3mSMpKQlRUVHw9fUFANy8eROMMdja2kJDQ4P7Cg8P5y7ZAeWzrbdt25Z33szMTEycOBG2trbQ0tKClpYWXr9+jdTUVADAw4cPYWZmhqZNm3L7dOjQgXeM6OhoJCQkoEmTJty5dXV1UVhYyDt/Vdq0aQMlJSVe7NatW/D29oaFhQWaNGnCXTKryG3SpEnYv38/HB0dMXv2bFy+fLnKc7x48QJPnjzBN998w3udlixZIpKnq6trlceKi4tD586debHOnTsjLi7uo89VS0sLjo6OCAsLw927dyEnJ4cJEybg9u3byM/PR1hYGNeLBHz8Z/SxnN3c3LjvdXV10bJlSy7P6OhobN++nfd69O7dG0KhEElJSYiLi4OCggLv2HZ2dnSnHyENzHMNPcijDB6Cm+grdwVGeMnbnq6uW6v5yHyBW1K5spSUKreXJidDwdpK6uft378/zMzMsHnzZpiYmEAoFKJ169bc5SpfX1/4+/vjt99+w969e9GqVSu0a9cOQPklMXl5eURHR4ssAaGhocF9r6qqKrKWnZ+fH168eIHg4GBYWFhAWVkZbm5u3HnZRxY+rji/i4tLpWNVDAwMxHr+6urqvMdv3rxBr1690KtXL+zevRsGBgZITU1F7969udz69u2LlJQUHD9+HGfPnkWPHj0wefJkrFq16oN5AuWX3Dp27Mjb9v7r9n4+lZF0keh3eXh4ICwsDEpKSnB3d4eOjg5atWqFS5cuISwsDAEBAVzbj/2MJMn5/dyFQiEmTJiAadOmibQxNzfnlhGiNRAJadie3L2MXnIx3GN1vOVtb6ZbuytZUJFUR8l/ZB05BUtLqZ8zOzsbcXFx2LhxI7p27QoAiIyM5LXx8fHBhAkTcOrUKezduxcjR47ktjk5OaGsrAyZmZnc/uKKiIjAunXr4OXlBQB48uQJsrKyuO12dnZITU3F8+fPuQWQr1+/zjuGs7MzQkJCYGho+NEJwsT14MEDZGVl4aeffoKZmRkA4MaNGyLtDAwM4OfnBz8/P3Tt2pUbf1PRK1X2To+gkZERTE1N8fjxY64Xrrrs7e0RGRnJW77n8uXLsLe3r2Kv/3h4eGDLli1QUFBAz549AQDu7u7Yv38/bzwS8PGf0cdcuXIF5ubmAMoHuz969Ah2dnYAyn92sbGxaNGixQefZ2lpKW7cuMH1ID58+BCvZHBLMCFE+h48eICQkBBeLIdpIAkmAAA5gQAdrHVhrif+P2HSQEVSHaXY3BrKHu4oiojkX3KTl4dy1y410otUcUfYpk2bYGxsjNTUVJG72dTV1eHt7Y2goCDExcVhxIgR3DZbW1v4+vpi1KhRWL16NZycnJCVlYXz58+jTZs23IdrZVq0aIFdu3bB1dUVeXl5mDVrFrdAKQB4enqiefPmGD16NH7++Wfk5+dzA7crehd8fX2xcuVKeHt7Y9GiRWjWrBlSU1Nx8OBBzJo1C82aNZP4NTE3N4eSkhJ+++03TJw4Effu3cPixYt5bebNmwcXFxe0atUKRUVFOHbsGFekGBoaQlVVFadOnUKzZs2goqICLS0tLFiwANOmTYOmpib69u2LoqIi3LhxAzk5OQgMDBQ7v1mzZmHo0KFwdnZGjx49cPToURw8eBBnz54Va/9u3bohPz8fR48exZIlSwCUF06DBw+GgYEBHBwcuLYf+xl9zKJFi6CnpwcjIyP8+OOP0NfXh4+PD4DyAeqfffYZJk+ejHHjxkFdXZ0bQP/bb7+hZcuW6NOnD8aNG4dNmzZBQUEBAQEBEp2fEFL3vHr1CmvXrhWNm32OKykF3OMO1rpYNKRdbaZW7pNHQDVStTFwuywnp3zw9jsDt1+M8GVlOTmfdNyqhIaGMnt7e6asrMzatm3LwsLCeIOjGWPs+PHjDADr1q2byP7FxcVs3rx5zNLSkikqKrKmTZuygQMHsjt37jDGRAceV7h58yZzdXVlysrKzMbGhh04cIBZWFjwBuXGxcWxzp07MyUlJWZnZ8eOHj3KALBTp05xbdLT09moUaOYvr4+U1ZWZtbW1mzcuHFiDdAbPXo08/b2Fonv3buXWVpaMmVlZebm5saOHDnCG4y9ePFiZm9vz1RVVZmuri7z9vZmjx8/5vbfvHkzMzMzY3Jycrw1BPfs2cMcHR2ZkpIS09HRYd26dWMHDx5kjH14wHdlr9+6deuYtbU1U1RUZLa2tmznzp0ffa7vcnFxYQYGBtyA9+zsbCYQCNiXX37JayfOz+j99wpj/w3cPnr0KGvVqhVTUlJi7du3Fxm8f+3aNebp6ck0NDSYuro6a9u2LVu6dCm3PT09nX3xxRdMWVmZmZubs507d4qc/300cJuQuqm0tJRt2LCBLViwgPf16NEjrk1K1mt26VEmS8l6LdVz09pttaA2124rfZxUPgbJ0rJGepDqq0uXLqFLly5ISEhA8+bNZZ0O+YCwsDB0794dOTk5tT7QmtZuI6TuCQsL46YaqeDm5oZevXrVyvklWbuNLrfVAwrWVlQcoXxOIA0NDdjY2CAhIQH+/v7o3LkzFUiEEFIPJCcni8wFp6uri4kTJ0JRUVFGWVWNiiRSb+Tn52P27Nl48uQJ9PX10bNnT6xevVrs/d+9w+59J0+elHiweV23Z88eTJgwodJtFhYWiI2NreWMCCGN0evXryv9Wz1lyhTo6enJICPx0eW2aqrNy21EOhISEj64zdTUtMENAs7Pz8fz588r3aaoqAiLj9xB2RDQ7yIhsiMUCrF3716R+d8GDRqENm3ayCgrutxGSKU+dHt5Q9WkSRM0adJE1mkQQhqha9eu4eTJk7yYo6MjBgwYUK/mO6MiiRBCCCFS8ezZM2zevJkXU1FRQUBAAJSVlWWUVfVRkUQIIYSQT1JYWIg1a9aIzMA/fvx4GBsbyyirT0dFEiGEEEKqhTGGQ4cO4e7du7y4l5cX2rdvL6OspIeKJEIIIYRI7M6dOzh06BAvZmNjg+HDh9ercUdVoSKJEEIIIWLLysrCH3/8IRKfOXOmRAtc1wdysk6AkLrO0tISwcHBNXoOgUCAw4cPAyifcE0gECAmJqZGz0kIIZIoKSnB2rVrRQokPz8/zJ8/v8EVSAD1JBHyUdevX5faL/+CBQtw+PBhkQIoPT0dOjo6UjkHIYRI2+nTp3HlyhVerHv37ujWrZuMMqodVCQRmSorK4NAIICcXN3r1CwuLoaSkhIMDAxq/FxNmzaV6vEqcieEkE/x6NEj7Nu3jxczMTHB2LFjIS8vL6Osak/d+2QiIlKz3uBy/AukZr+p8XOdOnUKXbp0gba2NvT09NCvXz9utlQ3Nzd8//33vPYvXryAoqIiLly4AKD8w3n27NkwNTWFuro6OnbsiLCwMK799u3boa2tjWPHjsHBwQHKyspISUnB9evX4enpCX19fWhpacHd3R03b97knevBgwfo0qULVFRU4ODggLNnz/IuUwFAWloahg0bBh0dHejp6cHb2xvJycliPXc/Pz/4+Phg+fLlMDExga2tLQDRy22pqanw9vaGhoYGNDU1MXTo0A/ObP2u7du3Y+HChbh9+zYEAgEEAgG2b98OACLP433379+Hl5cXNDQ0YGRkhJEjRyIrK4vb7uHhgSlTpiAwMBD6+vrw9PQU6zkTQkhlcnNzsXDhQpECyd/fH+PGjWsUBRJQjSLpyZMnePr0Kff42rVrCAgIwKZNm6SaGAFyC4oRsPMGhv4WicDdNzH010gE7LyBvLclNXbON2/eIDAwENevX8e5c+cgJyeHgQMHQigUwtfXF/v27cO7K9mEhITAyMgI7u7uAIAxY8bg0qVL2L9/P+7cuYMhQ4agT58+iI+P5/YpKCjA8uXL8eeffyI2NhaGhobIz8/H6NGjERERgStXrsDGxgZeXl7Iz88HUD69vY+PD9TU1HD16lVs2rQJP/74Iy/3goICdO/eHRoaGrh48SIiIyOhoaGBPn36iMzd8SHnzp1DXFwcQkNDcezYMZHtjDH4+Pjg5cuXCA8PR2hoKBITEzFs2LCPHnvYsGGYMWMGWrVqhfT0dKSnp4u1X3p6Otzd3eHo6IgbN27g1KlTeP78OYYOHcprt2PHDigoKODSpUvYuHGjWM+XEELeVVZWhj///FNkHOZXX32F+fPnQ1tbWyZ5yQyTUJcuXdjOnTsZY4ylp6czTU1N5ubmxvT09NjChQslPVy9lZubywCw3NxckW1v375l9+/fZ2/fvv2kc/jvuM7c5p9mHeed4r7c5p9m/juuf9JxJZGZmckAsLt377LMzEymoKDALl68yG13c3Njs2bNYowxlpCQwAQCAUtLS+Mdo0ePHmzu3LmMMca2bdvGALCYmJgqz1taWsqaNGnCjh49yhhj7OTJk0xBQYGlp6dzbUJDQxkAdujQIcYYY1u2bGEtW7ZkQqGQa1NUVMRUVVXZ6dOnP/pcR48ezYyMjFhRUREvbmFhwdasWcMYY+zMmTNMXl6epaamcttjY2MZAHbt2rWPnmP+/PmsXbt2IvF3n0dSUhIDwG7dusUYYywoKIj16tWL1/7JkycMAHv48CFjjDF3d3fm6Oj40fM3NtL6XSSkMQgPD2cLFizgfZ08eVLWaUldVZ/f75O4J+nevXvo0KEDAOCvv/5C69atcfnyZezdu5e7dEA+XWrWG1xJzIbwvfWHhYzhSmJ2jV16S0xMxIgRI2BtbQ1NTU1YWVmV55OaCgMDA3h6emLPnj0AgKSkJERFRcHX1xcAcPPmTTDGYGtrCw0NDe4rPDyct8ChkpIS2rZtyztvZmYmJk6cCFtbW2hpaUFLSwuvX79GamoqAODhw4cwMzPjjd2peB9WiI6ORkJCApo0acKdW1dXF4WFhSILLH5ImzZtqhzLExcXBzMzM5iZmXExBwcHaGtrIy4uTqxzSCo6OhoXLlzgvaZ2dnYAwHterq6uNXJ+QkjDlpKSgoULF3LDJgBAW1sbP/zwA/r06SPDzGRP4oHbJSUl3PorZ8+exYABAwAAdnZ2SE9Pl252jdjTnIKqt78sgLme9G+37N+/P8zMzLB582aYmJhAKBSidevW3OUqX19f+Pv747fffsPevXvRqlUrtGvXDkD5JTF5eXlER0eLXK/W0NDgvldVVRWZaMzPzw8vXrxAcHAwLCwsoKysDDc3N+68jLGPTk4mFArh4uLCFXHvEnfw9cfuYvtQHuLkV11CoRD9+/fHihUrRLa9O91/Q7z9lhBSc968eYNVq1aJxL/77rtauWGlPpC4SGrVqhU2bNiAL774AqGhoVi8eDGA8kXt9PT0pJ5gY9VMR63q7bpVb6+O7OxsxMXFYePGjejatSsAIDIyktfGx8cHEyZMwKlTp7B3716MHDmS2+bk5ISysjJkZmZy+4srIiIC69atg5eXF4DysW/vDky2s7NDamoqnj9/DiMjIwDlt+a/y9nZGSEhITA0NISmpqZE5xeXg4MDUlNT8eTJE6436f79+8jNzYW9vf1H91dSUkJZWZlE53R2dsY///wDS0tLKCjQDamEkE/DGMO+fft4Y0WB8r/vFf/0knISX25bsWIFNm7cCA8PDwwfPpx7QY8cOSJy+YNUn7m+Oj5rrge593on5AQCfNZcr0Z6kSruCNu0aRMSEhJw/vx5BAYG8tqoq6vD29sbQUFBiIuLw4gRI7httra28PX1xahRo3Dw4EEkJSXh+vXrWLFiBU6cOFHluVu0aIFdu3YhLi4OV69eha+vL1RVVbntnp6eaN68OUaPHo07d+7g0qVL3MDtih4cX19f6Ovrw9vbGxEREUhKSkJ4eDj8/f15Nxt8ip49e6Jt27bw9fXFzZs3ce3aNYwaNQru7u5iXe6ytLREUlISYmJikJWVhaKioo/uM3nyZLx8+RLDhw/HtWvX8PjxY5w5cwZjx46VuOAihDRuN27cwKJFi3gFUps2bTBv3jwqkCohcZHk4eGBrKwsZGVlYevWrVx8/Pjx2LBhg1STa+wWDWmHDta6vFgHa10sGlIzb2Q5OTns378f0dHRaN26NaZPn46VK1eKtPP19cXt27fRtWtXmJub87Zt27YNo0aNwowZM9CyZUsMGDAAV69e5Y3hqczWrVuRk5MDJycnjBw5EtOmTYOhoSG3XV5eHocPH8br16/Rvn17fPvtt/jf//4HAFBRUQEAqKmp4eLFizA3N8egQYNgb2+PsWPH4u3bt1LrWaq4VV9HRwfdunVDz549YW1tjZCQELH2Hzx4MPr06YPu3bvDwMBA5PbaypiYmODSpUsoKytD79690bp1a/j7+0NLS6tOzi9FCKldJYmPUXj+AkofJ32wTXp6OhYuXIjjx49zMUVFRcyZMweDBg1qMGutSZuAsfdGBhOx5OXlQUtLC7m5uSIfwIWFhUhKSoKVlRX3Af4pUrPf4OnLAjTTVauRHqT66tKlS+jSpQsSEhLQvHlzWadD6iBp/y4SUpcIc3LwcspUFIWFczFlD3fo/vE75P7/Vv2ioiIEBwejsLCQt++4ceNgYmJSm+nWGVV9fr9PrAEOTk5OYleZ708ASD6duZ46FUcADh06BA0NDdjY2CAhIQH+/v7o3LkzFUiEkEbp5ZSpKIqIxDNNI2RoGqBpXiZMIiLxcvIU6O3ehSNHjogsgdSnTx907NhRNgnXQ2IVST4+Ptz3hYWFWLduHRwcHODm5gYAuHLlCmJjY/Hdd9/VSJKEAEB+fj5mz56NJ0+eQF9fHz179sTq1avF3v/dO+zed/LkSYkHm1emVatWSElJqXTbxo0buekSCCHkU5QkPkZW1A0E95yKGLPWXNzxyT0MSj6NqEWLeO2tra3h6+tLl+glJPHltm+//RbGxsbcXW0V5s+fjydPnvDGKTVktXm5jUhHQkLCB7eZmpryBopXV0pKCkpKKp8R3cjICE2aNPnkcxDx0e8iaagKz19AwO6buGNqD6Fc+ZQrangLd7nbIm1nzJhR5T+JjY3UL7e968CBA7hx44ZI/Ouvv4arq2ujKZJI/dOiRYsaP4eFhUWNn4MQQtJ0jLkeJDkI0UVwB+oC/rijUaNGcRMCk+qRuN9NVVVVZO4coHw+HfpPjRBCCKl5zzXK5yVsKUhBb7lrvAIpnpnCc8R3VCBJgcQ9SQEBAZg0aRKio6Px2WefASgfk7R161bMmzdP6gkSQggh5D15z9FX7govlMvUEMVag0GuRiYcbowkLpK+//57WFtbY+3atdi7dy8AwN7eHtu3bxdZlZwQQggh0pOXl4c1a9aIxMOEjngLFcgJBOhorUt3REtJtdY4GDp0KBVEhBBCSC0RCoXYvn07njx5wou/NnRBRIYi97gmJxxujKq9EFR0dDTi4uIgEAjg4OAAJycnaeZFCCGEEJSP+T137hwv5urqCi8vLwgEggY74fDD+HikpaShmaUpbFvYyCQHiYukzMxMfPXVVwgLC4O2tjYYY8jNzUX37t2xf/9+WjmYkBq0fft2BAQE4NWrVzLNw8PDA46OjggODhZ7H4FAgEOHDvHmXZNFHoTUF5VNq9OkSRNMmTIFSkpKXKyhTTiclZ2NPYsPQCWpfNqCeDzFSatz+HreEOjp6tVqLhLf3TZ16lTk5eUhNjYWL1++RE5ODu7du4e8vDxMmzatJnIkpN5KTk6GQCAQmfW2uoYNG4ZHjx5J5Vif4uDBgyJzpX1Meno6+vbtW0MZEdJwFBQUYOHChSIF0qRJkxAYGMgrkBqiPYsPQCmZP/BcKVkNuxcdqPVcJO5JOnXqFM6ePQt7e3su5uDggD/++AO9evWSanKk4SsrK4NAIKiTs8AWFxfXqT9GJSUlUFVVlcqkl5+Sg6KiInR1dT/e+D1NmzatgYwIaTgYY/jrr7/w4MEDXnzAgAGNZkjLw/h4rgfpXXJMDipJGniUEF+rl94k/mQSCoVQVFQUiSsqKkIoFEolKcKX9joN0c9v4NnrtBo/16lTp9ClSxdoa2tDT08P/fr1Q2JiIgDAzc0N33//Pa/9ixcvoKioiAsXLgAoLyxmz54NU1NTqKuro2PHjggLC+Pab9++Hdra2jh27BgcHBygrKyMlJQUXL9+HZ6entDX14eWlhbc3d1F1gF88OABunTpAhUVFTg4OODs2bMQCAQ4fPgw1yYtLQ3Dhg2Djo4O9PT04O3tjeTkZLGeu5+fH3x8fLB8+XKYmJjA1tYWALB79264urqiSZMmaNq0KUaMGIHMzExuv5ycHPj6+sLAwACqqqqwsbHBtm3bAICbp6Ri/UMPDw9uv23btsHe3h4qKiqws7PDunXruG0VPVB//fUXPDw8oKKigt27d3Ov37vWr1+P5s2bQ0lJCS1btsSuXbvEer4AkJqaCm9vb2hoaEBTUxNDhw7F8+fPue0LFiyAo6Mjtm7dCmtraygrK4MxBg8PDwQEBHDt0tPT8cUXX0BVVRVWVlbYu3cvLC0teZfB3v1ZVTy/gwcPonv37lBTU0O7du0QFRXFtc/Ozsbw4cPRrFkzqKmpoU2bNti3b5/Yz42Q+iQ6OhqLFi3iFUitWrXCvHnzGk2BBABpKVV/zj1NrvnPwXdJXCR9/vnn8Pf3x7Nnz7hYWloapk+fjh49ekg1ucYuvzgf8y8HYdLZ8VgYNR8Tz47H/MtBeF2cX2PnfPPmDQIDA3H9+nWcO3cOcnJyGDhwIIRCIXx9fbFv3z68u5JNSEgIjIyM4O7uDgAYM2YMLl26hP379+POnTsYMmQI+vTpg/j4eG6fgoICLF++HH/++SdiY2NhaGiI/Px8jB49GhEREbhy5QpsbGzg5eWF/Pzy5yoUCuHj4wM1NTVcvXoVmzZtwo8//sjLvaCgAN27d4eGhgYuXryIyMhIaGhooE+fPiguLhbr+Z87dw5xcXEIDQ3FsWPHAJQXfosXL8bt27dx+PBhJCUlwc/Pj9snKCgI9+/fx8mTJxEXF4f169dDX18fAHDt2jUAwNmzZ5Geno6DBw8CADZv3owff/wRS5cuRVxcHJYtW4agoCDs2LGDl8+cOXMwbdo0xMXFoXfv3iL5Hjp0CP7+/pgxYwbu3buHCRMmYMyYMVzRWhXGGHx8fPDy5UuEh4cjNDQUiYmJGDZsGK9dQkIC/vrrL/zzzz8fvGw4atQoPHv2DGFhYfjnn3+wadMmXiH5IT/++CNmzpyJmJgY2NraYvjw4SgtLQVQvqSIi4sLjh07hnv37mH8+PEYOXIkrl69+tHjElJfPH/+HAsXLuT+3gCAvLw8Zs+ejS+//FLsxeUbClML0yq3N7OservUMQmlpqYyJycnpqioyKytrVnz5s2ZoqIic3Z2Zk+ePJH0cPVWbm4uA8Byc3NFtr19+5bdv3+fvX379pPOMe/S/5j34X6s/yEv7sv7cD8279L/Pum4ksjMzGQA2N27d1lmZiZTUFBgFy9e5La7ubmxWbNmMcYYS0hIYAKBgKWlpfGO0aNHDzZ37lzGGGPbtm1jAFhMTEyV5y0tLWVNmjRhR48eZYwxdvLkSaagoMDS09O5NqGhoQwAO3ToEGOMsS1btrCWLVsyoVDItSkqKmKqqqrs9OnTH32uo0ePZkZGRqyoqKjKdteuXWMAWH5+PmOMsf79+7MxY8ZU2jYpKYkBYLdu3eLFzczM2N69e3mxxYsXMzc3N95+wcHBvDbbtm1jWlpa3ONOnTqxcePG8doMGTKEeXl5VfkcGGPszJkzTF5enqWmpnKx2NhYBoBdu3aNMcbY/PnzmaKiIsvMzOTt6+7uzvz9/RljjMXFxTEA7Pr169z2+Ph4BoCtWbOGi737s6p4fn/++afIuePi4j6Ys5eXF5sxY0aleVRGWr+LhEhbYWEh+/nnn9mCBQt4X43pc/RDgv3Xs3XeO9iGAbu4r3XeO1iw/3qpHL+qz+/3STwmyczMDDdv3kRoaCgePHgAxhgcHBzQs2dP6VRtBED5JbZbmTdF4kImxK3Mm3j2Og0mGtKvqBMTExEUFIQrV64gKyuLu4SampqK1q1bw9PTE3v27EHXrl2RlJSEqKgorF+/HgBw8+ZNMMa4y1QVioqKoKf33x0JSkpKaNu2La9NZmYm5s2bh/Pnz+P58+coKytDQUEBUlNTAQAPHz6EmZkZb1xLhw4deMeIjo5GQkKCyCKyhYWF3CXDj2nTpo3IOKRbt25hwYIFiImJwcuXL3mviYODAyZNmoTBgwfj5s2b6NWrF3x8fNCpU6cPnuPFixd48uQJvvnmG4wbN46Ll5aWQktLi9fW1dW1ynzj4uIwfvx4Xqxz585Yu3btR59rXFwczMzMYGZmxsUcHBygra2NuLg4tG/fHkD5enRV3bX68OFDKCgowNnZmYu1aNECOjo6H83h3feBsbExgPL3gp2dHcrKyvDTTz8hJCQEaWlpKCoqQlFREdTVG85dPKTxYYzh2LFjIsMJPD09q/y70Zh8PW8Idi86wBubVGxZgK/nDan1XKo9T5Knpyc8PT2lmQt5R8ab9Cq3p79Jr5EiqX///jAzM8PmzZthYmICoVCI1q1bc5erfH194e/vj99++w179+5Fq1at0K5d+cRlQqEQ8vLyiI6Ohry8PO+4765AraqqKtKF7OfnhxcvXiA4OBgWFhZQVlaGm5sbd17G2Ee7nYVCIVxcXLBnzx6RbeJOTfH+B/CbN2/Qq1cv9OrVC7t374aBgQFSU1PRu3dvLre+ffsiJSUFx48fx9mzZ9GjRw9MnjwZq1at+mCeQPklt44dO/K2vf+6iVMQvP+6iPNaVdXu/fjHcmDvXH4VJ/6ud8c3Vpyz4vVZvXo11qxZg+DgYLRp0wbq6uoICAgQ+9IpIXXN/fv3ceAA/w4tS0tLjBw5sk7evCIrerp68A+eiEcJ8XiaXM/mSQLKx22cO3cOmZmZIoO1379lkVRPU3XjKrcbf2R7dWRnZyMuLg4bN25E165dAUBkMWMfHx9MmDABp06dwt69ezFy5Ehum5OTE8rKypCZmcntL66IiAisW7cOXl5eAMrnB8nKyuK229nZITU1Fc+fP4eRkREA4Pr167xjODs7IyQkBIaGhtDU1JTo/B/y4MEDZGVl4aeffuJ6XG7cuCHSzsDAAH5+fvDz80PXrl0xa9YsrFq1iuuVKisr49oaGRnB1NQUjx8/hq+v7yflZ29vj8jISIwaNYqLXb58mXf36Yc4ODggNTUVT5484Z7b/fv3kZubK9b+Fezs7FBaWopbt27BxcUFQPk4pk+dyykiIgLe3t74+uuvAZQXT/Hx8RLlRkhd8PLlS/z2228i8cDAQJGeb/If2xY2MiuOKkhcui5cuBC9evXCuXPnkJWVhZycHN6XpNatWwcrKyuoqKjAxcUFERERVbYPDw+Hi4sLVFRUYG1tjQ0bNvC2x8bGYvDgwbC0tIRAIPjoJHPLly+HQCDg3alTF5hqmMLJ0BlyAv6PSE4gBydD5xrpRaq4I2zTpk1ISEjA+fPnERgYyGujrq4Ob29vBAUFIS4uDiNGjOC22drawtfXF6NGjcLBgweRlJSE69evY8WKFThx4kSV527RogV27dqFuLg4XL16Fb6+vrxb3T09PdG8eXOMHj0ad+7cwaVLl7iB2xU9EL6+vtDX14e3tzciIiKQlJSE8PBw+Pv74+nTp9V6TczNzaGkpITffvsNjx8/xpEjR0TmB5o3bx7+/fdfJCQkIDY2FseOHeM+yA0NDaGqqopTp07h+fPnyM3NBVB+19jy5cuxdu1aPHr0CHfv3sW2bdvwyy+/SJTfrFmzsH37dmzYsAHx8fH45ZdfcPDgQcycOfOj+/bs2RNt27aFr68vbt68iWvXrmHUqFFwd3f/6GW+d9nZ2aFnz54YP348rl27hlu3bmH8+PGV9hhKokWLFggNDcXly5cRFxeHCRMmICMjo9rHI6S2lZaWYt26dSIF0tdff4358+dTgVQPSFwkbdiwAdu3b8fVq1dx+PBhHDp0iPcliZCQEAQEBODHH3/ErVu30LVrV/Tt25cbh/K+pKQkeHl5oWvXrrh16xZ++OEHTJs2Df/88w/XpqCgANbW1vjpp58+Oi/L9evXsWnTJpHxMXXFLNfZaGfgyIu1M3DELNfZNXI+OTk57N+/H9HR0WjdujWmT5+OlStXirTz9fXF7du30bVrV5ibm/O2bdu2DaNGjcKMGTPQsmVLDBgwAFevXuWNe6nM1q1bkZOTAycnJ4wcORLTpk2DoaEht11eXh6HDx/G69ev0b59e3z77bf43//+BwBQUVEBAKipqeHixYswNzfHoEGDYG9vj7Fjx+Lt27fV7lkyMDDA9u3bceDAATg4OOCnn34SuYympKSEuXPnom3btujWrRvk5eWxf/9+AICCggJ+/fVXbNy4ESYmJvD29gYAfPvtt/jzzz+xfft2tGnTBu7u7ti+fTs3ZYC4fHx8sHbtWqxcuRKtWrXCxo0bsW3bNt5UAx9ScUu+jo4OunXrhp49e8La2hohISES5QAAO3fuhJGREbp164aBAwdi3LhxaNKkCfezqY6goCA4Ozujd+/e8PDwQNOmTaU6WzchNencuXNYunQpXrx4wcW6dOmC+fPno3nz5jLMjEhCwMQZOPAOPT09XLt2TSo/5I4dO8LZ2Zkb+AuUXz6omKvmfXPmzMGRI0cQFxfHxSZOnIjbt2/z5lepYGlpiYCAgEp7iV6/fg1nZ2esW7cOS5YskXhpg7y8PGhpaSE3N1fkA7iwsBBJSUlcD9mnevY6Delv0mGsblwjPUj11aVLl9ClSxckJCTQH5065unTpzAzM+PGaMmKtH8XCfmYxMRE7N69mxczMDDA+PHjoaBQ7WHARIqq+vx+n8Q/sW+//RZ79+5FUFBQtRMEyueeiY6OFpmcsFevXrh8+XKl+0RFRYnM6t27d29s2bKFmwlYXJMnT8YXX3yBnj17YsmSJZI/gVpkomFKxRHK5wTS0NCAjY0NEhIS4O/vj86dO1OBVAecP38er1+/Rps2bZCeno7Zs2fD0tIS3bp1k3VqhNSK/Pz8Si+XT506tVoz1JO6Qawi6d1xKUKhEJs2bcLZs2fRtm1bkcJE3DEVWVlZKCsr4wbhVjAyMvrguIOMjIxK25eWliIrK4u7hfhj9u/fj5s3b4oM/K1Kxe3HFfLy8sTel0hHfn4+Zs+ejSdPnkBfXx89e/bE6tWrxd7/3Tvs3nfy5EmJB5vXdXv27MGECRMq3WZhYYHY2FipnaukpAQ//PADHj9+jCZNmqBTp07Ys2ePRP+4EFIfCYVC7Nq1S2Rm/yFDhsDBwUE2SRGpEatIunXrFu+xo6MjAODevXufnICkty9X1r6y+Ic8efIE/v7+OHPmjETd78uXL8fChQvFbk+kb9SoUby7uCRV1SKzpqYNr6duwIABIlMMVJB28dK7d+9KZwQnpCGLiorCmTNneDFnZ2f069ev0c2U3VCJVSSJs8SBpPT19SEvLy/Sa5SZmSnSW1ShadOmlbZXUFDgTVZYlejoaGRmZnK3KgPlt2dfvHgRv//+O4qKikTmqgGAuXPn8nrU8vLyPjoYmdQtLVq0kHUKtapJkyZ09wwhNeDp06fYsmULL6auro6pU6dCWVlZRlmRmiDxmKSxY8di7dq1In9837x5g6lTp4o9T5KSkhJcXFwQGhqKgQMHcvHQ0FDuDqD3ubm54ejRo7zYmTNn4OrqKvZ/xj169MDdu3d5sTFjxsDOzg5z5syptEACAGVlZXrzE0JII/b27VusXr2aN+8ZUH4D0Yf+uSf1m8RF0o4dO/DTTz+JFElv377Fzp07JZpMMjAwECNHjoSrqyvc3NywadMmpKamYuLEiQDKe2/S0tKwc+dOAOVvxN9//x2BgYEYN24coqKisGXLFt7K4MXFxbh//z73fVpaGmJiYqChoYEWLVqgSZMmaN26NS8PdXV16OnpicQJIYQQxhj+/vtv7rOlQr9+/XhXJUjDI3aRlJeXB8YYGGPIz8/njecpKyvDiRMnePPaiGPYsGHIzs7GokWLkJ6ejtatW+PEiROwsLAAAKSnp/PmTLKyssKJEycwffp0/PHHHzAxMcGvv/6KwYMHc22ePXsGJycn7vGqVauwatUquLu7IywsTKL8CCGENG4xMTH4999/eTE7OzsMHTqUxh01AmLPkyQnJ/fRAdULFy7kZkFu6GpzniRCSPXQ7yKprszMTN4cfhVmzZoFNTU1GWREpKVG5km6cOECGGP4/PPP8c8///DmfVBSUoKFhQVMTEyqnzUhhBAiY8XFxfj999+Rn5/Pi48ZM0ZkhQHS8IldJLm7uwMoXxrE3NycuhlJo5CcnAwrKyvcunWLm/qiMh4eHrxZ26ua7Z0QIjsliY9RlpICBUtLKFj/twwQYwwnTpwQWcC6R48e6NKlS22nSeoIiQduW1hYICIiAhs3bsTjx49x4MABmJqaYteuXbCysqI3E6m3/Pz88OrVKxw+fJiLmZmZIT09Hfr6+gCAsLAwdO/eHTk5OdDW1ubaHTx4kCZOJKQOE+bk4OWUqUi6+QAZmgZompcJK2d76P7xOx5lZIisWWhmZgY/Pz/IyUm8xClpQCQukv755x+MHDmSWzm8Yhbq/Px8LFu27KOrvRPyrrKyMggEgjr7h0heXv6jCyUDkPqyA5Ius0MIqVrKtBlYoeKEmKEjuZhL+h0Yrl0r0nb69OnVXhSbNCwSfzItWbIEGzZswObNm3l/xDt16oSbN29KNTlS7lVaHlKj05D7rOaXQjl16hS6dOkCbW1t6OnpoV+/fkhMTARQPk/V+2vtvXjxAoqKityEo8XFxZg9ezZMTU2hrq6Ojh078u4q3L59O7S1tXHs2DE4ODhAWVkZKSkpuH79Ojw9PaGvrw8tLS24u7uLvJ8ePHiALl26QEVFBQ4ODjh79iy3kn2FtLQ0DBs2DDo6OtDT04O3t7fIcgGVWbBgAXbs2IF///0XAoEAAoEAYWFhSE5OhkAgQExMDJKTk9G9e3cAgI6ODgQCAfz8/ACUX26r6tJabm4uxo8fD0NDQ2hqauLzzz/H7du3eed3dHTE1q1bYW1tDWVlZUi49jQh5ANKEh9jhWIr3DGxBwAIIERnwR0Ymhbw2o0YMQLz58+nAolwJC6SHj58WOmilZqamnj16pU0ciL/rzC/CMcXnEPId0dwctEF7J90BMcXnEPR66KP71xNb968QWBgIK5fv45z585BTk4OAwcOhFAohK+vL/bt28f78A4JCYGRkRE3Zm3MmDG4dOkS9u/fjzt37mDIkCHo06cP4uPjuX0KCgqwfPly/Pnnn4iNjYWhoSHy8/MxevRoRERE4MqVK7CxsYGXlxc3eFIoFMLHxwdqamq4evUqNm3aJHInZUFBAbp37w4NDQ1cvHgRkZGR0NDQQJ8+fVBcXFzl8545cyaGDh2KPn36ID09Henp6ejUqROvjZmZGf755x8A5b8H6enpWFvJf6HvY4zhiy++QEZGBk6cOIHo6Gg4OzujR48eePnyJdcuISEBf/31F/75558ql1AhhEgmOS4ZMWatIZSTRwvBE/SRuwZNwX8Fkr2RKebPnw8bGxsZZknqIokvtxkbGyMhIQGWlpa8eGRkJKytraWVFwFwbnUk0m7zl2FJu52Bs6si8cWCHjVyznfnnAKALVu2wNDQEPfv38ewYcMwffp0REZGcovB7t27FyNGjICcnBwSExOxb98+PH36lLvTcebMmTh16hS2bduGZcuWASi/lLRu3Tq0a9eOO8/nn3/OO+/GjRuho6OD8PBw9OvXD2fOnEFiYiLCwsK4y19Lly6Fp6cnt8/+/fshJyeHP//8k7uxYNu2bdDW1kZYWBh69er1weetoaEBVVVVFBUVffDymry8PHdZzdDQkDcmqSoXLlzA3bt3kZmZyc3avmrVKhw+fBh///03xo8fD6C8F27Xrl0wMDAQ67iEEPFkaBpAF3HoKBfHi79mKrjE2uJzB1piilRO4iJpwoQJ8Pf3x9atWyEQCPDs2TNERUVh5syZmDdvXk3k2Ci9SsvD01vpInEmZHh6Kx25z/KgZSL9LuHExEQEBQXhypUryMrKglAoBACkpqaidevW8PT0xJ49e9C1a1ckJSUhKiqKm0vk5s2bYIzB1taWd8yioiLe2npKSkpo27Ytr01mZibmzZuH8+fP4/nz5ygrK0NBQQE3mejDhw9hZmbGK2A6dOjAO0Z0dDQSEhJEZoMvLCzkLhnKQnR0NF6/fi2yvuDbt295eVlYWFCBRIiUvX79GucvHETH966bhAvboQCqAACLVlaV7ElINYqk2bNnIzc3F927d0dhYSG6desGZWVlzJw5E1OmTKmJHBulvIz8KrfnpufXSJHUv39/mJmZYfPmzTAxMYFQKETr1q25y1W+vr7w9/fHb7/9hr1796JVq1Zcj5BQKIS8vDyio6NF1sDT0NDgvldVVRWZQsLPzw8vXrxAcHAwLCwsoKysDDc3N+68jLGPTjshFArh4uKCPXv2iGyTZfEhFAphbGxc6Yzv7/ZGqaur115ShDRwQqEQe/bswePHj3nxGGELpKP8blU5JkR7Sx2Y69HvHqmcxEUSUH6Z48cff8T9+/chFArh4ODA+xAkn06zadWrt2sZS3919+zsbMTFxWHjxo3c5bTIyEheGx8fH0yYMAGnTp3C3r17MXLkf3eKODk5oaysDJmZmdz+4oqIiMC6devg5eUFAHjy5AmysrK47XZ2dkhNTcXz58+5hSSvX7/OO4azszNCQkK4wdGSUlJSElm4srI2AD7a7v28MjIyoKCgIHKZmhAifVevXsWpU6d4sVZt2iIyvxnSH/83DrBDCwMsGtLu/d0J4VSrSAIANTU1uLq6SjMX8g5tU000czJG2u0MMOF/A6UFcgKYtmtaI71IFXeEbdq0CcbGxkhNTRW5m01dXR3e3t4ICgpCXFwcRowYwW2ztbWFr68vRo0ahdWrV8PJyQlZWVk4f/482rRpwxVAlWnRogV27doFV1dX5OXlYdasWVBVVeW2e3p6onnz5hg9ejR+/vln5OfncwO3K3qYfH19sXLlSnh7e2PRokVo1qwZUlNTcfDgQcyaNQvNmjWr8vlbWlri9OnTePjwIfT09KClpSXSxsLCAgKBAMeOHYOXlxdUVVU/+g9Cz5494ebmBh8fH6xYsQItW7bEs2fPcOLECfj4+NDvESFSkpaWhj///JMXU1FRQUBAAJSVlfElgNTsN3j6sgDNdNWoB4l8lMR3txUWFmLlypXw8vKCq6srnJ2deV9EenrO7ALTdvxBxKbtmqLnzJqZsFNOTg779+9HdHQ0WrdujenTp2PlypUi7Xx9fXH79m107dpVZJr+bdu2YdSoUZgxYwZatmyJAQMG4OrVqzAzq3pg5NatW5GTkwMnJyeMHDkS06ZN4y2YLC8vj8OHD+P169do3749vv32W/zvf/8DAG5NLjU1NVy8eBHm5uYYNGgQ7O3tMXbsWLx9+1asnqVx48ahZcuWcHV1hYGBAS5duiTSxtTUFAsXLsT3338PIyMjsS4xCwQCnDhxAt26dcPYsWNha2uLr776CsnJyVyvGCGk+goLC7Fs2TKRAmn8+PGYM2cOd8MEAJjrqaOTjQEVSEQsYi9wW2HEiBEIDQ3Fl19+CSMjI5FxIvPnz5dqgnVVbS5wm/ssr3wMknGTGulBqq8uXbqELl26ICEhAc2bN5d1OqQOogVuGzbGGA4ePIh79+7x4l5eXmjfvr2MsiJ1XY0scFvh+PHjOHHiBDp37lztBIlktEw0qTgCcOjQIWhoaMDGxgYJCQnw9/dH586dqUAipBG6ffs2byJZALCxscHw4cNpbVEiNRIXSaampiK3WBNSG/Lz8zF79mw8efIE+vr66NmzJ1avXi32/lWNHTp58qTEg80JIbXvxYsXWLdunUh85syZdIcokTqJi6TVq1djzpw52LBhAywsLGoiJ0IqNWrUKIwaNara+1c1i7WpqWm1j0sIqXkVk9C+v7KDn59fo/8sehgfj7SUNDSzNIVtC5o1XJokLpJcXV1RWFgIa2trqKmpiSzC+e4yC4TUJS1atJB1CoSQajh16hSuXr3Ki3Xv3r3SJbIak6zsbOxZfAAqSeW95PF4ipNW5/D1vCHQ09X7yN5EHBIXScOHD0daWhqWLVtW6cBtQgghRBoePnyI/fv382KmpqYYM2aMyIS1jdGexQeglKzGiyklq2H3ogPwD54oo6waFomLpMuXLyMqKoq37hapXMWSHoQQ2aDfwfopNzcXwcHBIvGAgIBK5y9rjB7Gx3M9SO+SY3JQSdLAo4R4uvQmBRIXSXZ2dnj79m1N5NJgKCkpQU5ODs+ePYOBgQGUlJSox42QWsQYQ3FxMV68eAE5OTlupnRSt5WVlWHr1q149uwZLz58+HCRNSEbu7SUtCq3P01OoyJJCiQukn766SfMmDEDS5cuRZs2bUTGJFVnOYiGRk5ODlZWVkhPTxf5ZSeE1B41NTWYm5tDTk7ieXNJLbt48SIuXLjAi3Xs2BF9+vSRUUZ1m6mFKeLx9IPbm1nSzSjSIHGRVPGG7dGjBy9esQCpJGtaNWRKSkowNzdHaWkpvSaEyIC8vDwUFBSoF7eOS05Oxo4dO3gxHR0dTJo0SeSfcPKfljY2OGV1DkrJapBj//0TIBQIUWxZQL1IUiJxkfR+pU8+TCAQQFFRkX7RCSHkPW/evMGqVatE4pMnT4a+vr4MMqp/vp43BLsXHeCNTSq2LMDX84bIMKuGReJlSUg5SaY1J4QQUo4xhr179yIhIYEXHzhwINq2bSujrOq3RwnxeJpM8ySJq0aXJSGEEEKq4/r16zhx4gQv1qZNGwwcOJAui34C2xY2VBzVECqSCCGE1Kj09HRs2rSJF1NSUsL06dNp4WFSp1GRRAghpEYUFhYiODgYRUVFvPi4ceNgYmIio6wIER8VSYQQQqSKMYZ///0Xt2/f5sX79OmDjh07yigrQiQncZH0+eef4+DBg9DW1ubF8/Ly4OPjg/Pnz0srN0IIIfXM3bt3cfDgQV6sefPmGDFiBM1XReodiYuksLAwFBcXi8QLCwsREREhlaQIIYTUL9nZ2fj9999F4jNmzICGhujyGYTUB2IXSXfu3OG+v3//PjIyMrjHZWVlOHXqFExNaYZPQghpTEpKSrBhwwa8fPmSFx81ahSsrKxklBUh0iF2keTo6AiBQACBQIDPP/9cZLuqqip+++03qSZHCCGk7jpz5gyioqJ4MXd3d3h4eMgmIUKkTOwiKSkpCYwxWFtb49q1azAwMOC2KSkpwdDQEPLy8jWSJCGEkLojPj4ee/fu5cWaNm2Kb7/9lj4HSIMidpFkYWEBABAKhTWWDCGEkLorLy8Pa9asEYn7+/uL3MxDSENQrSkAHj16hLCwMGRmZooUTfPmzZNKYoQQQuqGsrIybN++HU+f8ledHzZsGOzs7GSUFSE1T+IiafPmzZg0aRL09fXRtGlT3lTyAoGAiiRCCGlAIiMjce7cOV6sffv28PLyklFGhNQeiYukJUuWYOnSpZgzZ05N5EMIIaQOSE1NxbZt23gxTU1NTJ48GUpKSjLKipDaJXGRlJOTgyFDhtRELoQQQmSsoKAAK1euFIlPmjQJhoaGMsiIENmRuEgaMmQIzpw5g4kTJ9ZEPoQQQmSAMYaQkBA8fPiQF/f29oajo6NskiJExiQuklq0aIGgoCBcuXIFbdq0gaKiIm/7tGnTpJYcIYSQmhcdHY1jx47xYq1atcLgwYN5404JaWwEjDEmyQ5VzaAqEAjw+PHjT06qPsjLy4OWlhZyc3Ohqakp63QIIURiGRkZ2LhxIy8mLy+PGTNmQFVVVUZZEVKzJPn8lrgnKSkpqdqJEUIIkb2ioiL8+uuvKCgo4MW/+eYbNGvWTEZZEVL3VGueJAAoLi5GUlISmjdvDgWFah+GEEJILWGM4ejRo7h16xYv3qtXL7i5uckoK0LqLomrm4KCAkydOhU7duwAUD6xpLW1NaZNmwYTExN8//33Uk+SEELIp4mNjcXff//Ni1laWmLkyJGQk5OTUVaE1G0S/2bMnTsXt2/fRlhYGFRUVLh4z549ERISItXkCCGEfJqXL19i4cKFIgVSYGAgRo8eTQUSIVWQuCfp8OHDCAkJwWeffca768HBwQGJiYlSTY4QQkj1lJaWYuPGjcjKyuLFR44cCWtraxllRUj9InGR9OLFi0onFHvz5g3dKkoIIXXA2bNncenSJV6sS5cu6NGjh4wyIqR+krhIat++PY4fP46pU6cCAFcYbd68mQb+EUKIDCUmJmL37t28mKGhIcaNG0c32BBSDRL/1ixfvhx9+vTB/fv3UVpairVr1yI2NhZRUVEIDw+viRwJIYRUIT8/H7/88otIfOrUqdDV1ZVBRoQ0DBIXSZ06dcLly5excuVKNG/eHGfOnIGzszOioqLQpk2bmsiREEJIJYRCIXbu3ImUlBRefMiQIXBwcJBRVoQ0HBIVSSUlJRg/fjyCgoK4KQAIIYTUvsuXLyM0NJQXc3FxwRdffEHjQwmREomKJEVFRRw6dAhBQUE1lQ8hhJAqPH36FFu2bOHF1NXVMW3aNCgpKckoK0IaJoknyBg4cCAOHz4stQTWrVsHKysrqKiowMXFBREREVW2Dw8Ph4uLC1RUVGBtbY0NGzbwtsfGxmLw4MGwtLSEQCBAcHCwyDGWL1+O9u3bo0mTJjA0NISPj4/IyteEEFKXvH37FosXLxYpkCZOnIiZM2dSgURIDZB4TFKLFi2wePFiXL58GS4uLlBXV+dtnzZtmtjHCgkJQUBAANatW4fOnTtj48aN6Nu3L+7fvw9zc3OR9klJSfDy8sK4ceOwe/duXLp0Cd999x0MDAwwePBgAOUzgltbW2PIkCGYPn16pecNDw/H5MmT0b59e5SWluLHH39Er169cP/+fZHnQwghssQYw99//4379+/z4v3794ezs7OMsiKkcRAwxpgkO1hZWX34YAIBHj9+LPaxOnbsCGdnZ6xfv56L2dvbw8fHB8uXLxdpP2fOHBw5cgRxcXFcbOLEibh9+zaioqJE2ltaWiIgIAABAQFV5lEx91N4eDi6desmVu6SrCJMCCHvK0l8jLKUFChYWkLBuvK/q7du3cKRI0d4MTs7OwwdOpTGHRFSTZJ8fkvck5SUlFTtxN5VXFyM6OhokbXeevXqhcuXL1e6T1RUFHr16sWL9e7dG1u2bEFJSQkUFRWrlUtubi4AVHmrbFFREYqKirjHeXl51ToXIaRxE+bk4OWUqSgK+2/KFGUPd+j+8TvktLUBAJmZmbx/HoHyf0JnzpwJNTW12kyXkEat2rOLFRcXIykpCc2bN6/WJGVZWVkoKyuDkZERL25kZISMjIxK98nIyKi0fWlpKbKysmBsbCxxHowxBAYGokuXLmjduvUH2y1fvhwLFy6U+PiEEPKul1OmoigiEs80jZChaYCmeZkwiYjEy8lToLltK3777Te8fv2at8/YsWNhZmYmo4wblofx8UhLSUMzS1PYtrCRdTqkjpO4uikoKMDUqVO5KQAePXoEa2trTJs2DSYmJiI9Qx/zfpcxY6zKbuTK2lcWF9eUKVNw584dREZGVtlu7ty5CAwM5B7n5eXRHy1CiERKEh8jK+oGgntORYzZf/+UOT65i65vY5Dw3jCDHj16oEuXLrWdZoOUlZ2NPYsPQCVJAwAQj6c4aXUOX88bAj1dPRlnR+oqie9umzt3Lm7fvo2wsDCoqKhw8Z49eyIkJETs4+jr60NeXl6k1ygzM1Okt6hC06ZNK22voKAAPT3J3+RTp07FkSNHcOHCBTRr1qzKtsrKytDU1OR9EUKIJMpSUhDsMQ53TO25mBFewtjiDRLs/uvVMDc3R1BQEBVIUrRn8QEoJfMvVSolq2H3ogMyyojUBxL3JB0+fBghISH47LPPeL03Dg4OSExMFPs4SkpKcHFxQWhoKAYOHMjFQ0ND4e3tXek+bm5uOHr0KC925swZuLq6SjQeiTGGqVOn4tChQwgLC6tyMDohhEhLmo4x14OkikJ4yMWItJk+fTr9EyZlD+PjuR6kd8kxOagkaeBRQjxdeiOVkrgnqeJOsPe9efNG4ktegYGB+PPPP7F161bExcVh+vTpSE1NxcSJEwGU91qNGjWKaz9x4kSkpKQgMDAQcXFx2Lp1K7Zs2YKZM2dybYqLixETE4OYmBgUFxcjLS0NMTExSEhI4NpMnjwZu3fvxt69e9GkSRNkZGQgIyMDb9++lfTlIIQQsT3X0IMchOgsuCNSIF0X2sFzxHdUINWAtJS0Krc/Ta56O2m8JC6S2rdvj+PHj3OPKwqjzZs3w83NTaJjDRs2DMHBwVi0aBEcHR1x8eJFnDhxAhYWFgCA9PR0pKamcu2trKxw4sQJhIWFwdHREYsXL8avv/7KzZEEAM+ePYOTkxOcnJyQnp6OVatWwcnJCd9++y3XZv369cjNzYWHhweMjY25L0kuFxJCiKQyH91Eb7lr0BQUcLHHzBgnhZ8hC9popkt3rtUEUwvTKrc3s6x6O2m8JJ4n6fLly+jTpw98fX2xfft2TJgwAbGxsYiKiuJmw24MaJ4kQoi4kpKSsHPnTl7sNVPBJdYWQshBTiBAB2tdBI9ylVGGDd/agA1QSlaDHPuvb0AoEKLYsgD+wRNlmBmpbZJ8fkvck9SpUydcunQJBQUFaN68Oc6cOQMjIyNERUU1mgKJEELE8fr1ayxcuFCkQMpt5oEI5gjh//8J7mCti0VD2skixUbj63lDUGxZwIsVWxbg63lDZJQRqQ/E6kkKDAzE4sWLoa6ujosXL6JTp07VmhupIaGeJELIhwiFQuzevVtk8t3Bgwdz87GlZr/B05cFaKarBnM9Wg6ptjxKiMfTZJonqTGT5PNbrCJJUVERT58+hZGREeTl5ZGenl7p4O3GhIokQkhlrly5gtOnT/Nijo6OGDBgAC0lQkgdIPVlSSwtLfHrr7+iV69eYIwhKioKOjo6lbYVd+0zQghpSNLS0vDnn3/yYqqqqvD394eysrKMsiKEfAqxepIOHz6MiRMnIjMzEwKBAB/aRSAQoKysTOpJ1kXUk0QIAYC3b9/il19+QWlpKS8+YcIENG3aVEZZEUI+ROqX2yq8fv0ampqaePjw4Qcvt2lpaUmWbT1FRRIhjRtjDAcPHsS9e/d48S+++AKurnSXGiF1ldQvt1UM3NbQ0MCFCxdgZWXV6AduE0Iar9u3b+Pw4cO8mK2tLb766isad0RIA0IDt6uJepIIaXxevHiBdevWicRnzpwJdXW6Q42Q+oAGbhNCiBSVlJTgjz/+QG5uLi/u5+fHrRBACGl4aOB2NVFPEiGNw8mTJ3Ht2jVe7PPPP0fXrl1llBEh5FPQwO1aQEUSIQ3bw4cPsX//fl6sWbNm8PPzg7y8vIyyIoR8KqlfbqtAA7cJIQ3dq1evsHbtWpF4QEBAo/knkBBSTqxKJy8vj6u2nJycUFBQ8MG21KtCCKmPysrKsGXLFqSnp/Piw4cPh62trYyyIoTIklhFko6ODndHm7a2dqW3uDLGGtWYJEJIwxEeHo6wsDBerGPHjujTp49sEiKE1AliFUnnz5+Hrq4uAODChQs1mhAhhNSW5ORk7NixgxfT0dHBpEmToKioKKOsCCF1hUQDt8l/aOA2IfXX69evsXr1apH45MmToa+vL4OMCCG1ReoDt+/cuSP2ydu2bSt2W0IIqU1CoRD79u1DQkICLz5w4ED620UIESFWkeTo6MjNj/SxKfdpTBIhpC66du0aTp48yYu1bdsWPj4+tJQIIaRSYhVJSUlJ3Pe3bt3CzJkzMWvWLLi5uQEAoqKisHr1avz88881kyUhhFRTeno6Nm3axIspKysjICAAKioqMsqKEFIfiFUkvTvt/pAhQ/Drr7/Cy8uLi7Vt2xZmZmYICgqCj4+P1JMkhBBJFRYWIjg4GEVFRbz4uHHjYGJiIqOsCCH1icQzQt69exdWVlYicSsrK9y/f18qSRFCSHUxxnD48GGRsZR9+/ZFhw4dZJQVIaQ+krhIsre3x5IlS7Blyxauq7qoqAhLliyBvb291BMkhBBx3b17FwcPHuTFWrRogeHDh0NOTk5GWRFC6iuJi6QNGzagf//+MDMzQ7t27QAAt2/fhkAgwLFjx6SeICGEfExWVhb++OMPkfiMGTOgoaEhg4wIIQ1BteZJKigowO7du/HgwQMwxuDg4IARI0ZAXV29JnKsk2ieJEJkr6SkBOvXr0dOTg4vPnr0aFhaWsomKUJInVZjC9xWUFNTw/jx46uVHCGESMPp06dx5coVXszDwwPu7u4yyogQ0tBUq0gihBBZefToEfbt28eLGRsb45tvvoG8vLyMsiKENERUJBFC6oXc3FwEBweLxP39/aGtrV3r+RBCGj4qkgghdVpZWRm2b9+Op0+f8uLDhg2DnZ2djLIihDQGVCQRQuqsiIgInD9/nhdr3749bzJbQgipKdUukoqLi5GZmQmhUMiLm5ubf3JShJCGryTxMcpSUqBgaQkFa/4Etampqdi2bRsvpqmpicmTJ0NJSak20ySENGISF0nx8fEYO3YsLl++zItXLH5LC9wSQqoizMnByylTkXTzATI0DdA0LxNWzvbQ/eN3FCopYeXKlSL7fPfddzAwMJBBtoSQxkziIsnPzw8KCgo4duwYjI2NafVsQohEUqbNwAoVJ8QMHcnFHJ/eRftly/FUXY3X1tvbG46OjrWcISGElJO4SIqJiUF0dDQNmCSESKwk8TFWKLbCHZP/ljAyw3MYm7/BU/xXILVu3RqDBg2if8IIITIlcZHk4OCArKysmsiFENLAJcclI8asNQBAH6/QXu4Bb7u8QA4zZs2EqqqqLNIjhBAesVZ8zMvL475WrFiB2bNnIywsDNnZ2bxteXl5NZ0vIaQey9A0gCJK0FfuikiBdFnYGu4eA6lAIoTUGWL1JGlra/O6vRlj6NGjB68NDdwmhFSFMYZLUSfRU+4tL57KDBHLrAEAFq2sKtuVEEJkQqwi6cKFCzWdByGkAbtw4QIuXrwoEj8l7AAGOcgxIdpb6sBcr/Eskk0IqfvEKpLeXTAyNTUVZmZmIgMqGWN48uSJdLMjhNRraWlp+PPPP0Xiuc08cDm1kHvcoYUBFg1pV5upEULIR0k8cNvKygrp6ekwNDTkxV++fAkrKyu63EYIQXFxMZYvXy4S79evH1xcXAAAqdlv8PRlAZrpqlEPEiGkTpK4SKoYe/S+169fQ0VFRSpJEULqr02bNiE9PZ0XMzMzw9ixY3kxcz11Ko4IIXWa2EVSYGAgAEAgECAoKAhqav/NaVJWVoarV6/SpG+ENGLXrl3DyZMnReI//PADFBUVZZARIYR8GrGLpFu3bgEo70m6e/cub/0kJSUltGvXDjNnzpR+hoSQOi0rKwt//PGHSHzcuHEwMTGRQUaEECIdYhdJFXe4jRkzBmvXroWmpmaNJUUIqfvKysqwZMkSkXj37t3RrVs3GWRECCHSJfGYpPdX5iaEND4hISF48IA/GaSmpiYCAgJoKRFCSIMhVpE0aNAgbN++HZqamhg0aFCVbQ8ePCiVxAghslOS+BhlKSlQsLSEgvV/EzzGxsbi77//Fmk/e/ZsmimbENLgiFUkaWlpcf8damlp1WhChBDZEebk4OWUqUi6+QAZmgZompcJK2d7KPy0HGu3bhVpP3LkSFhbW8sgU0IIqXkCxhiTdRL1UV5eHrS0tJCbm0vjs0iDkTRyLFYotUJMs9b/H2HoK3dVpF379u3h5eVVu8kRQogUSPL5LfGYpM2bN8PDwwM2NjbVTpAQUveUJD7GCsVWuGNiDwBwECTBQvBcpN28efNo3BEhpFGQuEhavXo1JkyYgKZNm8Ld3R0eHh5wd3eHnZ1dTeRHCKklyXHJiDFrDT3kooNcnMj2gW06oO2gvjLIjBBCZENO0h0ePHiAZ8+eYfXq1dDS0sKaNWvQqlUrNG3aFF999VVN5EgIqQVPVLXQV+6KSIF0S2iDk8LPkKtvJqPMCCFENj5pTNKbN28QGRmJ/fv3Y/fu3WCMobS0VJr51Vk0Jok0FIwxrFmzBvn5+bx4BtPBLdaSe/zXtC60jAghpN6r0TFJJ0+eRHh4OMLCwnD79m20atUK3bp1wz///IOuXbtWO2lCSO27ePEiN1Hsu04JO4D9f0ezHBOivaUOFUiEkEZH4sttX3zxBbZt24ZBgwYhIyMDN27cwC+//IIBAwZAR0dH4gTWrVsHKysrqKiowMXFBREREVW2Dw8Ph4uLC1RUVGBtbY0NGzbwtsfGxmLw4MGwtLSEQCBAcHCwVM5LSEPy7NkzLFy4UKRAGv3NeORYfcEVSADQoYUBFg93qe0UCSFE5iTuSfrll19w8eJFrFy5Er/88gs3eNvDwwP29vYSHSskJAQBAQFYt24dOnfujI0bN6Jv3764f/8+zM3NRdonJSXBy8sL48aNw+7du3Hp0iV89913MDAwwODBgwEABQUFsLa2xpAhQzB9+nSpnJeQhqKkpATLli0TiXt5eaF9+/YAgOBRxkjNfoOnLwvQTFeNepAIIY3WJ41Junv3LsLDw3HhwgUcPXoUenp6SE9PF3v/jh07wtnZGevXr+di9vb28PHxwfLly0Xaz5kzB0eOHEFc3H8DSydOnIjbt28jKipKpL2lpSUCAgIQEBDwSeetDI1JIvXN1q1b8eTJE17MxMQE48aNk1FGhBBS+2p0TFKFW7duISwsDBcuXEBERASEQiGaNWsm9v7FxcWIjo7G999/z4v36tULly9frnSfqKgo9OrVixfr3bs3tmzZgpKSEigqKtbIeQGgqKgIRUVF3OO8vLyPnouQuiA6OhrHjh0Tic+dOxdKSkoyyIgQQuoHiYukAQMGIDIyEnl5eXB0dISHhwfGjx+Pbt26SdSjkpWVhbKyMhgZGfHiRkZGyMjIqHSfjIyMStuXlpYiKysLxsbGNXJeAFi+fDkWLlz40eMTUldkZ2fj999/F4l/8803Ev1DQwghjZXERZKtrW21iqIPeX/mXsZYlbP5Vta+sri0zzt37lwEBgZyj/Py8mBmRvPGkLqnrKwMS5YsEYlXjB8khBAiHomLpFWrVknlxPr6+pCXlxfpvcnMzBTp5anQtGnTStsrKChAT0+vxs4LAMrKylBWVhbrHITIyt9//43Y2FheTE1NDTNnzqSlRAghREISTwEgLUpKSnBxcUFoaCgvHhoaik6dOlW6j5ubm0j7M2fOwNXVVazxSNU9LyF1XVxcHBYuXChSIM2aNQuzZs2iAokQQqqh2gO3pSEwMBAjR46Eq6sr3NzcsGnTJqSmpmLixIkAyi9xpaWlYefOnQDK72T7/fffERgYiHHjxiEqKgpbtmzBvn37uGMWFxfj/v373PdpaWmIiYmBhoYGWrRoIdZ5Cakv8vPz8csvv4jEfX19ufc7IYSQ6pFpkTRs2DBkZ2dj0aJFSE9PR+vWrXHixAlYWFgAANLT05Gamsq1t7KywokTJzB9+nT88ccfMDExwa+//srNkQSUT5Ln5OTEPV61ahVWrVoFd3d3hIWFiXVeQuo6xhgWL16M92fwcHJywoABA2SUFSGENCyfNE9SY0bzJBFZOX36NK5cuSISDwoKgpyczK6gE0JIvSD1eZIkmROICgZCakZycjJ27NghEvf394e2tnbtJ0QIIQ2cWEWStra22AM/y8rKPikhQghfYWEhVqxYIRIfNGgQ2rRpI4OMCCGkcRCrSHp3Eczk5GR8//338PPzg5ubG4DymbB37Ngh9pIehBDx/Prrr8jJyeHFbGxsMGLECBllRAghjYfEY5J69OiBb7/9FsOHD+fF9+7di02bNnGDoxs6GpNEatKlS5dw9uxZkfiPP/4IBQWZ3m9BCCH1miSf3xIXSWpqarh9+zZsbGx48UePHsHR0REFBQWSZ1wPUZFEakJGRgY2btwoEp80aRIMDQ1lkBEhhDQsNbrArZmZGTZs2IDVq1fz4hs3bqRlOgipppKSEixbtkwk3rt3b3z22WcyyIgQQojERdKaNWswePBgnD59mvvjfeXKFSQmJuKff/6ReoKENHQ7duxAcnIyL2ZoaIhJkybJJiFCCCEAqjlP0pMnT7B+/Xo8ePAAjDE4ODhg4sSJjaoniS63kU8VExODf//9VyT+/fff0zqBhBBSQ2p0TBIpR0USqa6cnBz8+uuvIvGxY8c2qn80GruH8fFIS0lDM0tT2Law+fgOhBCpqNExSQAQERGBjRs34vHjxzhw4ABMTU2xa9cuWFlZoUuXLtVKmpCGTigUYvHixSLxzp07o2fPnjLIiMhCVnY29iw+AJUkDQBAPJ7ipNU5fD1vCPR09WScHSHkXRKvYfDPP/+gd+/eUFVVxc2bN1FUVASgfKHNygaeEkKAw4cPixRIysrKmDdvHhVIjcyexQeglKzGiyklq2H3ogMyyogQ8iES9yQtWbIEGzZswKhRo7B//34u3qlTJyxatEiqyRFS3z18+JD3e1Jh5syZUFdXl0FGRJYexsdzPUjvkmNyUEnSwKOEeLr0RkgdInGR9PDhQ3Tr1k0krqmpiVevXkkjJ0LqhZLExyhLSYGCpSUUrK14216/fi0yTQYADB8+HLa2trWVIqlj0lLSqtz+NDmNiiRC6hCJiyRjY2MkJCTA0tKSF4+MjIS1tbW08iKkzhLm5ODllKkoCgvnYsoe7tD943cItLSwfPlylJSU8PZp164dfHx8ajlTUteYWpgiHk8/uL2ZpWktZkMI+RiJi6QJEybA398fW7duhUAgwLNnzxAVFYWZM2di3rx5NZEjIXXKyylTkRTzELG2XSEAg0PGI5hEROL4/Pm4qasr0j4oKAhychIP/yMNUEsbG5yyOgelZDXIsf/eE0KBEMWWBdSLREgdI3GRNHv2bOTm5qJ79+4oLCxEt27doKysjJkzZ2LKlCk1kSMhdcaLqzcxV9UV974cycW0kQ83uViRttOmTYOOjk5tpkfqga/nDcHuRQd4Y5OKLQvw9bwhMsyKEFKZas+TVFBQgPv370MoFMLBwQEaGqKDERsymiepcZrkvxG3tCwAgQAKKIWn3A2RNt7e3nB0dKz95Ei98ighHk+TaZ4kQmqbJJ/fEl8DGDt2LPLz86GmpgZXV1d06NABGhoaePPmDcaOHVvtpAmp6xJvPcAtbUtAIEAXwW2RAimLaWKU91dUIBGx2Lawwec9PahAIqQOk7hI2rFjB96+fSsSf/v2LXbu3CmVpAipi54mpMES6egrdwVNBPzfgdPCDrjOHJCuLjomiRBCSP0k9pikvLw8MMbAGEN+fj5UVFS4bWVlZThx4gQMDQ1rJElCZC0zMxNh9yNh/96/FZHCNsjHf/MdNdNVAyGEkIZB7CJJW1sbAoEAAoGg0nleBAIBFi5cKNXkCJG10tJSLF26VCT+QGiOJJj8F2AMn7XQh7keTRBJCCENhdhF0oULF8AYw+eff45//vkHuu/c6qykpAQLCwuYmJhUcQRC6pc9e/YgISGBF9PS1ELcM20kqRnz4i5mWlg0pF1tpkcIIaSGiV0kubu7AwCSkpJgZmZG876Qeu9DM2bfuXMHhw4dEmk/Z84c7jJzUsxD3Lz3BAJ9fbi2t6EeJEIIaYAknifJwsICQPkUAKmpqSguLuZtb9u2rXQyI6SGVMyYnXTzATI0DdA0LxNWzvaQW74Mv23bJtJ+9OjRIjPMWzm2hJVjy1rKmBBCiCxIXCS9ePECY8aMwcmTJyvdXlZW9slJEVKTUqbNwAoVJ8QMrZgQkqGv3FXgvQLps88+Q+/evWs/QUIIIXWCxNfMAgICkJOTgytXrkBVVRWnTp3Cjh07YGNjgyNHjtREjoRITUniY6xQbIU7JvYAgNaCx+UF0jvk5eUxb948KpAIIaSRk7gn6fz58/j333/Rvn17yMnJwcLCAp6entDU1MTy5cvxxRdf1ESehEhFclwyYsxaQx+v0F7ugcj2QW07os3APjLIjBBCSF0jcZH05s0bbj4kXV1dvHjxAra2tmjTpg1u3rwp9QQJkaZUFU30lTsuEo8W2iITuvhcj1ZhJ4QQUk7iIqlly5Z4+PAhLC0t4ejoiI0bN8LS0hIbNmyAsbHxxw9AiAwwxrBy5UqR2eKfMT3cZv8tC2HRyur9XQkhhDRSEhdJAQEBSE9PBwDMnz8fvXv3xp49e6CkpITt27dLOz9CPtmFCxdw8eJFkfgpYQew/x+WJ8eEaG+pQ7fyE0II4QgYY+xTDlBQUIAHDx7A3Nwc+vr60sqrzpNkFWEiG0+fPsWWLVtE4n7fTsSac09wJTGbi33WXA+LhrSDpqpibaZICCGklkny+f3JRVJjRUVS3VVcXIzly5eLxPv37w9nZ2fucWr2Gzx9WYBmumrUg0QIIY2EJJ/fYl1uCwwMFPvkv/zyi9htCZG2TZs2cZeDK5iZmWHs2LEibc311Kk4IoQQ8kFiFUm3bt0S62ACgeCTkiGkuq5du1bpBKc//PADFBXpEhohhBDJiVUkXbhwoabzIKRasrKy8Mcff4jEx40bRwsuE0II+SQS391GSF1QVlaGJUuWiMS7d++Obt26ySAjQgghDY3ERVL37t2rvKx2/vz5T0qIkI8JCQnBgwf82bI1NTUREBBAl3wJIYRIjcRFkqOjI+9xSUkJYmJicO/ePYwePVpaeZFGriTxMcpSUqBgaQkF6/IJHmNjY/H333+LtJ09ezZUVVVrO0VCCCENnMRF0po1ayqNL1iwAK9fv/7khEjjJszJwcspU5F08wEyNA3QNC8TBh3aYIe16EzYI0eOhLW1tQyyJIQQ0hhIbZ6khIQEdOjQAS9fvpTG4eo8miepZiSNHIsVSq0Q06w1AIa+cldF2rRv3x5eXl61nxwhhJB6T+rzJIkjKioKKioq0jocaYRKEh9jhWIr3DGxh4MgCRaC5yJt5s2bR+OOCCGE1AqJi6RBgwbxHjPGkJ6ejhs3biAoKEhqiZHGJzkuGU/MzNBb7rrItgtCJ/zZXoMKJEIIIbVG4iJJS0uL91hOTg4tW7bEokWL0KtXL6klRhqXt2/fYm90BDrI8eO3hDbIgB4AIF3TEC1kkBupGQ/j45GWkoZmlqawbWEj63QIIUSExEXStm3baiIP0kgxxrBmzRrk5+fz4hlMB7dYS17MopXo4G1S/2RlZ2PP4gNQSdIAAMTjKU5ancPX84ZAT1dPxtkRQsh/5D7ehO/69eu4elV0MO3Vq1dx48YNqSRFGoeLFy9i0aJFIgXSmTJXXoEkx4ToaKFF66w1EHsWH4BSshovppSsht2LDsgoI0IIqZzERdLkyZPx5MkTkXhaWhomT54slaRIw/bs2TMsXLhQZLmbyZMnY/rsH9C+hREv3qGFARYPd6nNFEkNeRgfD5UkDcgx/p8eOSYHlSQNPEqIl1FmhBAiSuLLbffv34ezs7NI3MnJCffv35dKUqRhKikpwbJly0TiXl5eaN++Pfc4eJQrUrPf4OnLAjTTVaMepAYkLSWtyu1Pk9NofBIhpM6QuEhSVlbG8+fPRSbxS09Ph4ICLQVHKrd161aRHkgTExOMGzeu0vbmeupUHDVAphamiMfTD25vZmlai9kQQkjVJK5qPD09MXfuXPz777/cnW6vXr3CDz/8AE9PT6knSOq36OhoHDt2TCQ+d+5cKCkpySAjIkstbWxwyuoclJLVeJfchAIhii0LqBeJEFKnSDzjdlpaGrp164bs7Gw4OTkBAGJiYmBkZITQ0FCYmZnVSKJ1Dc24XbXs7Gz8/vvvIvFvv/0WpqbUW9CYZb/Mxu5F/93dBgCFVq/p7jZCSK2Q5PO7WsuSvHnzBnv27MHt27ehqqqKtm3bYvjw4VBUVKx20vUNFUmVKysrw5IlS0Ti7u7u8PDwqP2ESJ31KCEeT5NpniRCSO2q8SKJUJFUmb///huxsbG8mJqaGmbOnEkzZRNCCKkTpL5225EjR8Q++YABA8RuCwDr1q3DypUrkZ6ejlatWiE4OBhdu3b9YPvw8HAEBgYiNjYWJiYmmD17NiZOnMhr888//yAoKAiJiYlo3rw5li5dioEDB3LbS0tLsWDBAuzZswcZGRkwNjaGn58f/ve//0FOTuJZERq9uLg4/PXXXyLxWbNmQU1NrZI9CCGEkLpPrCLJx8dHrIMJBAKUlZWJffKQkBAEBARg3bp16Ny5MzZu3Ii+ffvi/v37MDc3F2mflJQELy8vjBs3Drt378alS5fw3XffwcDAAIMHDwZQvtDusGHDsHjxYgwcOBCHDh3C0KFDERkZiY4dOwIAVqxYgQ0bNmDHjh1o1aoVbty4gTFjxkBLSwv+/v5i59/Y5efn45dffhGJ+/r6okULWkCEEEJI/SbTy20dO3aEs7Mz1q9fz8Xs7e3h4+OD5cuXi7SfM2cOjhw5gri4OC42ceJE3L59G1FRUQCAYcOGIS8vDydPnuTa9OnTBzo6Oti3bx8AoF+/fjAyMsKWLVu4NoMHD4aamhp27dolVu6N+XIbYwyLFy/G+28dZ2dn9O/fX0ZZEUIIIR8nyee3zK4tFRcXIzo6WmRR3F69euHy5cuV7hMVFSXSvnfv3rhx4wZKSkqqbPPuMbt06YJz587h0aNHAIDbt28jMjISXl5eH8y3qKgIeXl5vK/G6PTp01i0aJFIgRQUFEQFUgPyMD4e58+G0QzYhJBGrVqzP7558wbh4eFITU1FcXExb9u0adPEOkZWVhbKyspgZMRfgsLIyAgZGRmV7pORkVFp+9LSUmRlZcHY2PiDbd495pw5c5Cbmws7OzvIy8ujrKwMS5cuxfDhwz+Y7/Lly7Fw4UKxnlt9V5L4GIkXr+FZiQKsOrSBlWNLJCcnY8eOHSJtAwICuPmySP1Hi88SQsh/JC6Sbt26BS8vLxQUFODNmzfQ1dVFVlYW1NTUYGhoKHaRVOH9u54YY1XeCVVZ+/fjHztmSEgIdu/ejb1796JVq1aIiYlBQEAATExMMHr06ErPO3fuXAQGBnKP8/LyGtycUMKcHCQOH41l5p6IM7YFACgcSoDnv/tF2g4aNAht2rSp7RRJDatq8Vn/4Ikf2IsQQhomiYuk6dOno3///li/fj20tbVx5coVKCoq4uuvv5Zo0LO+vj7k5eVFeo0yMzNFeoIqNG3atNL2CgoK0NPTq7LNu8ecNWsWvv/+e3z11VcAgDZt2iAlJQXLly//YJGkrKwMZWVlsZ9ffVKS+BhF167hadAiTPpyKd4ql39IugtuQU1QxGtrY2ODESNGyCJNUsMqFp9937uLz9J8RoSQxkTiMUkxMTGYMWMG5OXlIS8vj6KiIpiZmeHnn3/GDz/8IPZxlJSU4OLigtDQUF48NDQUnTp1qnQfNzc3kfZnzpyBq6srN5Hlh9q8e8yCggKRW/3l5eUhFArFzr8hEObkIMv3a8T0G4p/Nh7CmK9W4q2yGqzwDH3lrogUSL79hlCB1ICJs/gsIYQ0JhL3JCkqKnKXroyMjJCamgp7e3toaWkhNTVVomMFBgZi5MiRcHV1hZubGzZt2oTU1FRu3qO5c+ciLS0NO3fuBFB+J9vvv/+OwMBAjBs3DlFRUdiyZQt31xoA+Pv7o1u3blixYgW8vb3x77//4uzZs4iMjOTa9O/fH0uXLoW5uTlatWqFW7du4ZdffsHYsWMlfTnqtZRpM7BCxQkxQ0cCAJrgDbrI3RBpFyFsi9dQg8fjdLRwcajtNEktocVnCSGET+IiycnJCTdu3ICtrS26d++OefPmISsrC7t27ZJ4jMqwYcOQnZ2NRYsWIT09Ha1bt8aJEydgYWEBAEhPT+cVXlZWVjhx4gSmT5+OP/74AyYmJvj111+5OZIAoFOnTti/fz/+97//ISgoCM2bN0dISAg3RxIA/PbbbwgKCsJ3332HzMxMmJiYYMKECZg3b56kL0e9VZL4GCsUW+GOiT3kIERvuWsibe4LLZACY+6xuU2z2kyR1DJafJYQQvgknifpxo0byM/PR/fu3fHixQuMHj0akZGRaNGiBbZu3QpHR8caSrVuqe/zJMUfO4+R10vQThAPE0E2b1s+U0Uka8eLObx9jq0/j6rNFIkM0OKzhJCGjtZuqwX1vUg68u953IqJEImfEbZHGeR5MdWyIhya0gnaTfVrKz0iY7T4LCGkoZL62m3vSkpKQmlpKWxs+H844+PjoaioCEtLS0kPSWrR69evsXr1apF4lLAVXqGJSFwOwL8/9oWmqmItZEfqCtsWNlQcEUIaPYnvbvPz86t0RuyrV6/Cz89PGjmRGiAUCrF7926RAumO0BonhZ9VWiA1UVHAgYCuVCARQghplKo1mWTnzp1F4p999hmmTJkilaSIdF27do23lh0AtGvXDt17eWH+33eQlvjfmCS7pk3QoYU+XKx10bE5XV4jhBDSeElcJAkEAuTn54vEc3NzUVZWJpWkiHQ8e/YMmzdv5sWUlZUREBAAFRUVAEDwKFekZr/B05cFaKarBnM9dVmkSgghhNQ5Eg/c7tevH9TU1LBv3z7Iy5cP8C0rK8OwYcPw5s0bkR6LhqouD9wuLCzEmjVrRNbVGz9+PIyNjT+wFyGEENLw1ejA7Z9//hndunVDy5Yt0bVrVwBAREQE8vLycP78+eplTKSCMYbDhw/jzp07vHjfvn3RoUMHGWVFCCGE1E8SF0kODg64c+cOfv/9d9y+fRuqqqoYNWoUpkyZAl1d3ZrIkYjhzp07OHToEC/WokULjBgxosoFgwkhhBBSOZonqZrqyuW2rKws/PHHHyLxmTNnQl2dxhcRQggh76rRy22kbigpKcH69euRk5PDi48ePZrmqiKEEEKkgIqkeuj06dO4cuUKL+bh4QF3d3cZZUQIIYQ0PFQk1SOPHj3Cvn37eDETExOMHTuWu9OQEEIIIdJBRVIdVJL4GGUpKVCwtISCtRVyc3MRHBws0s7f3x/a2tq1nh8hhBDSGFSrSCotLUVYWBgSExMxYsQINGnSBM+ePYOmpiY0NDQ+fgBSKWFODl5OmYqkmw+QoWkAw/wXuDWgJ56rqvLaffXVV2jZsqWMsiSEEEIaB4mLpJSUFPTp0wepqakoKiqCp6cnmjRpgp9//hmFhYXYsGFDTeTZKKRMm4EVKk6IGToS1khDS7knvO0dOnRA3759ZZQdIYQQ0rhIvMCtv78/XF1dkZOTA9V3ejgGDhyIc+fOSTW5xqQk8TFWKLbCXZOW6Ct3hVcglZYKMHv4CCqQCCGEkFokcU9SZGQkLl26BCUlJV7cwsICaWlpUkussUmOS0aMWWvoIpcXvyhshzdyqhj96Ala2NrIKDtCCCGk8ZG4SBIKhZUuZPv06VM0adJEKkk1RhmaBgCe4SU0ESNsgTLIIxM63PZ0TUO0kF16hBBCSKMj8eU2T09P3p1WAoEAr1+/xvz58+Hl5SXN3BoVCwfr//9OgHTo8wokALBoZVX7SRFCCCGNmMRF0po1axAeHg4HBwcUFhZixIgRsLS0RFpaGlasWFETOTYK5vrq6GihBTkm5MXlmBAdLbRgrkdLjBBCCCG1qVprt719+xb79u3DzZs3IRQK4ezsDF9fX95A7oauJtZuy3tbgnkHbuNKYjYX+6y5HhYNaQdNVUWpnIMQQghpzCT5/KYFbqupJhe4Tc1+g6cvC9BMV416kAghhBApqtEFbo8cOVJpXCAQQEVFBS1atICVFY2f+RTmeupUHBFCCCEyJnGR5OPjA4FAgPc7oCpiAoEAXbp0weHDh6Gjo/OBoxBCCCGE1G0SD9wODQ1F+/btERoaitzcXOTm5iI0NBQdOnTAsWPHcPHiRWRnZ2PmzJk1kS8hhBBCSK2QuCfJ398fmzZtQqdOnbhYjx49oKKigvHjxyM2NhbBwcEYO3asVBMlhBBCCKlNEvckJSYmVjrQSVNTE48fPwYA2NjYICsr69OzI4QQQgiREYmLJBcXF8yaNQsvXrzgYi9evMDs2bPRvn17AEB8fDyaNWsmvSwJIYQQQmqZxJfbtmzZAm9vbzRr1gxmZmYQCARITU2FtbU1/v33XwDA69evERQUJPVkCSGEEEJqS7XmSWKM4fTp03j06BEYY7Czs4Onpyfk5CTumKq3anKeJEIIIYTUDJpMshZQkUQIIYTUPzU6mSQAvHnzBuHh4UhNTUVxcTFv27Rp06pzSEIIIYSQOkXiIunWrVvw8vJCQUEB3rx5A11dXWRlZUFNTQ2GhoZUJBFCCCGkQZB4ENH06dPRv39/vHz5Eqqqqrhy5QpSUlLg4uKCVatW1USOhNRJD+Pjcf5sGB4lxMs6FUIIITVA4jFJ2trauHr1Klq2bAltbW1ERUXB3t4eV69exejRo/HgwYOayrVOoTFJjVdWdjb2LD4AlSQNLlZo9RpfzxsCPV09GWZGCCHkYyT5/Ja4J0lRURECgQAAYGRkhNTUVACAlpYW9z0hDdmexQeglKzGiyklq2H3ogMyyogQQkhNkHhMkpOTE27cuAFbW1t0794d8+bNQ1ZWFnbt2oU2bdrURI6E1BkP4+N5PUgV5JgcVJI08CghHrYtbGSQGSGEEGmTuCdp2bJlMDY2BgAsXrwYenp6mDRpEjIzM7Fp0yapJ0hIXZKWklbl9qfJVW8nhBBSf0jUk8QYg4GBAVq1agUAMDAwwIkTJ2okMULqIk2dJlVub2ZpWkuZEEIIqWkS9SQxxmBjY4OnT5/WVD6E1GmXdl0Hg+i9DgwMhVav6VIbIYQ0IBIVSXJycrCxsUF2dnZN5UNInVUxHkkAgcg2AQToMqqDDLIihBBSUyQek/Tzzz9j1qxZuHfvXk3kQ0id9bHxSLkv82opE0IIIbVB4rvbvv76axQUFKBdu3ZQUlKCqqoqb/vLly+llhwhNelhfDzSUtLQzNJUrMtkphamiMeHLzXTeCRCCGlYJC6SgoODayANQmrP+5NBxuMpTlqd++hkkC1tbHDK6hyUktUgx/7rhBUKhCi2LKDxSIQQ0sBIPOM2KUczbtdfawM2fLDQ8Q+eWOW+2S+zsXsRzbZNCCH1lSSf3xL3JAFAYmIitm3bhsTERKxduxaGhoY4deoUzMzMuOkBCKmLPnUySD1dPfgHT8SjhHg8TRb/Uh0hhJD6R+KB2+Hh4WjTpg2uXr2KgwcP4vXr1wCAO3fuYP78+VJPkBBpktZkkLYtbPB5Tw8qkAghpAGTuEj6/vvvsWTJEoSGhv5fe3ceFeV1/gH8O2wDCAqCgiKyKIqIGoXEgCBa12BSlxwlikia1kgbK0gMoqI9NUbU05yQJi7FWrO4lqCtGjXiwiKiIoIYISwKgoAiaBRCBWXu7w9/TBhnBEaBAeb7OWf+mPs+7124CTy+733fCwMDA3n5+PHjkZKS0qqdI2ptNnZNL67m4msiImqgdpJ09epVzJw5U6m8V69efH8SdXiDnZzwyKEaMolMoVwmkfFlkEREpEDtJMnMzAxlZWVK5enp6bCx4b/CqeObv2Y26uxrFMrq7Gswf81sDfWIiIg6IrUXbs+bNw/Lly9HTEwMJBIJZDIZkpOTsWzZMixYsKAt+kjUqrj4moiIWkLtK0mffPIJ+vfvDxsbG1RXV8PFxQVjx46Fp6cnIiIi1O7Ali1b4ODgAENDQ7i5uSEpKanJ+ISEBLi5ucHQ0BCOjo7Ytm2bUkxsbCxcXFwglUrh4uKCgwcPKsWUlJRg/vz5sLCwgLGxMV555RWkpaWp3X/qvLj4moiImqJ2kqSvr4/du3cjNzcX//73v7Fr1y789NNP+Pbbb6Grq6tWXfv370dISAhWrVqF9PR0eHt744033kBRUZHK+IKCAvj6+sLb2xvp6elYuXIllixZgtjYWHlMSkoK/Pz8EBAQgCtXriAgIABz5szBhQsX5DH379/HmDFjoK+vj2PHjiErKwuffvopzMzM1P1xEBERURel9sskExIS4OPj0yqNjx49GqNGjcLWrVvlZUOGDMGMGTMQGRmpFL98+XIcOnQI2dnZ8rKgoCBcuXJF/mSdn58fHj58iGPHjsljpk6dCnNzc+zduxfA0yf0kpOTm71q1RS+TJKIiKjzUefvt9pXkiZNmoT+/fsjPDz8pTa5raurQ1paGiZPnqxQPnnyZJw7d07lOSkpKUrxU6ZMwaVLl/D48eMmYxrXeejQIbi7u2P27Nno3bs3Ro4cie3bt7/wWIiIiKjrUTtJKi0tRVhYGJKSkjB8+HAMHz4cmzZtwq1bz9/4U5WKigrU19fDyspKodzKygq3b99Wec7t27dVxj958gQVFRVNxjSu88aNG9i6dSucnJzwww8/ICgoCEuWLME333zz3P7W1tbi4cOHCh8iIiLqutROkiwtLbF48WIkJyfj+vXr8PPzwzfffAN7e3v85je/UbsDEolE4bsQQqmsufhny5urUyaTYdSoUVi/fj1GjhyJRYsWYeHChQq3/Z4VGRmJHj16yD+2trbND45eWE5eHk6fjEdufp6mu0JERFpK7SSpMQcHB4SHh2PDhg0YNmwYEhISWnyupaUldHV1la4alZeXK10JamBtba0yXk9PDxYWFk3GNK6zT58+cHFxUYgZMmTIcxeMA8CKFSvw4MED+ae4uLj5QZLaKior8XnINsQvu4C8L27hzIcX8HnINlTe44tKiYiofb1wkpScnIw//elP6NOnD+bNm4ehQ4fiyJEjLT7fwMAAbm5uiIuLUyiPi4uDp6enynM8PDyU4k+cOAF3d3fo6+s3GdO4zjFjxiAnJ0chJjc3F3Z2ds/tr1QqRffu3RU+1Pp2fxwDg0JjhTKDQmPsWhujoR4REZG2UvtlkitXrsTevXtRWlqKiRMnIioqCjNmzICxsXHzJz8jNDQUAQEBcHd3h4eHB6Kjo1FUVISgoCAAT6/elJSUyNcKBQUF4csvv0RoaCgWLlyIlJQU7NixQ/7UGgAEBwdj7Nix2LhxI6ZPn47//ve/OHnyJM6ePSuPWbp0KTw9PbF+/XrMmTMHFy9eRHR0NKKjo9UeA7WenLw8GBaYKJXrCB0YFpggNz+P7zQiIqJ2o3aSFB8fj2XLlsHPzw+WlpYv1bifnx8qKyuxdu1alJWVwdXVFUePHpVf0SkrK1O4Bebg4ICjR49i6dKl2Lx5M/r27Yu///3vePvtt+Uxnp6e2LdvHyIiIrB69WoMGDAA+/fvx+jRo+Uxr776Kg4ePIgVK1Zg7dq1cHBwQFRUFPz9/V9qPPRySm6WNHn8VmEJkyQiImo3ar8niZ7ie5JaX05eHuKXXXju8fGfjmaSREREL0Wdv99qX0lqkJWVhaKiItTV1SmU//a3v33RKknLDXZywnGHUzAoNIaO+HW5nEwiQ519DRMkIiJqV2onSTdu3MDMmTNx9epVSCQSpUfw6+vrW7eHpFXmr5mNXWtjFNYm1dnXYP6a2RrsFRERaSO1k6Tg4GA4ODjg5MmTcHR0xMWLF1FZWYkPP/wQf/vb39qij6RFLHpaIDgqCLn5ebhVWIJ+9ja8gkRERBqhdpKUkpKC06dPo1evXtDR0YGOjg68vLwQGRmJJUuWID09vS36SVpm0EAnJkdERKRRar8nqb6+HiYmT2+FWFpaorS0FABgZ2en9O4hIiIios5K7StJrq6uyMzMhKOjI0aPHo1NmzbBwMAA0dHRcHR0bIs+EhEREbU7tZOkiIgI/PLLLwCAdevW4c0334S3tzcsLCywf//+Vu8gERERkSa0ynuS7t27B3Nz8yY3pu1q+J4kIiKizqdd3pPUWM+ePVujGiIiIqIOo1WSJOp6cvLyUHKTj+ATEZH2YpJECioqK7FrdQyMSp4+wZiHWzjmcArz18yGRU8LDfeOiIio/aj9CgDquioqK7Fv0X/lCVIDg0Jj7Fobo6FeERERaQavJBFy8vLw46VrKN/3APowUDquI3RgWGCC3Pw83nojIiKtwSRJi1VUVmL3x7/uk6YD3SbjbxWWMEkiIiKtwdttWmz3xzEwKDRucXw/e5s27A0REVHHwitJWionL09+Bakl/mdTzatIRESkVXglSUuV3Cxpcexj/ToErJvdhr0hIiLqeJgkaSkbu5bdOqtHPeZGT+fj/0REpHWYJGmpwU5OeORQDZlE9tyYxwZ1mPKZFxMkIiLSSkyStNj8NbNRZ1+jUFbTuxq6PvUYHGKLxTHvYYDjAA31joiISLNaZYNbbdSVNrjNzc/DrUJuQUJERF1fu29wS53boIFOTI6IiIiewdttRERERCrwSlIHlJOXh5KbvP1FRESkSUySOpBntwnJwy0ccziF+Wtm8wkzIiKidsbbbR2Iqm1CDAqNsWttjIZ6REREpL2YJHUQDduE6AjFKdEROjAsMEFufp6GekZERKSdmCR1EM1tE3KrsOXbiBAREdHLY5LUQTS3TUg/+5ZtI0JEREStg0lSB/G8bUJkEhkeOVTzKTciIqJ2xiSpA1G1TUidfQ3mr5mtoR4RERFpL25L8oLaclsSbhNCRETUNrgtSSfHbUKIiIg0j7fbiIiIiFRgkkRERESkApMkIiIiIhWYJBERERGpwCSJiIiISAUmSUREREQqMEkiIiIiUoFJEhEREZEKTJKIiIiIVGCSRERERKQCtyV5QQ1b3j18+FDDPSEiIqKWavi73ZKta5kkvaCqqioAgK2trYZ7QkREROqqqqpCjx49moyRiJakUqREJpOhtLQUpqamkEgkmu5Ou3v48CFsbW1RXFzc7C7KpHmcr86Hc9b5cM46ByEEqqqq0LdvX+joNL3qiFeSXpCOjg769eun6W5oXPfu3fnLoBPhfHU+nLPOh3PW8TV3BakBF24TERERqcAkiYiIiEgFJkn0QqRSKf7yl79AKpVquivUApyvzodz1vlwzroeLtwmIiIiUoFXkoiIiIhUYJJEREREpAKTJCIiIiIVmCQRERERqcAkSQtt2bIFDg4OMDQ0hJubG5KSkpqMT0hIgJubGwwNDeHo6Iht27YpxcTGxsLFxQVSqRQuLi44ePCgwvEnT54gIiICDg4OMDIygqOjI9auXQuZTNaqY+uqWnvOrl27hrfffhv29vaQSCSIiopqlXbpV5qYs8jISLz66qswNTVF7969MWPGDOTk5LTmsLo0Tf1/1iAyMhISiQQhISEvORJqNYK0yr59+4S+vr7Yvn27yMrKEsHBwaJbt27i5s2bKuNv3LghjI2NRXBwsMjKyhLbt28X+vr64rvvvpPHnDt3Tujq6or169eL7OxssX79eqGnpyfOnz8vj1m3bp2wsLAQR44cEQUFBSImJkaYmJiIqKioNh9zZ9cWc3bx4kWxbNkysXfvXmFtbS0+++yzl26XfqWpOZsyZYrYuXOn+PHHH0VGRoaYNm2a6N+/v6iurm6roXYZmpqzxrH29vZi+PDhIjg4uJVHRy+KSZKWee2110RQUJBCmbOzswgPD1cZHxYWJpydnRXKFi1aJF5//XX59zlz5oipU6cqxEyZMkW888478u/Tpk0T7733nkLMrFmzxPz5819oHNqkLeasMTs7O5W/vNVtl36lqTl7Vnl5uQAgEhISWtZxLabJOauqqhJOTk4iLi5O+Pj4MEnqQHi7TYvU1dUhLS0NkydPViifPHkyzp07p/KclJQUpfgpU6bg0qVLePz4cZMxjev08vLCqVOnkJubCwC4cuUKzp49C19f35ceV1fWVnPWFu3SU5qaM1UePHgAAOjZs+cL16ENND1nH3zwAaZNm4aJEyeq13Fqc9zgVotUVFSgvr4eVlZWCuVWVla4ffu2ynNu376tMv7JkyeoqKhAnz59nhvTuM7ly5fjwYMHcHZ2hq6uLurr6/HJJ59g7ty5rTS6rqmt5qwt2qWnNDVnzxJCIDQ0FF5eXnB1dVX7fG2iyTnbt28fLl++jNTU1BfrPLUpJklaSCKRKHwXQiiVNRf/bHlzde7fvx+7du3Cnj17MHToUGRkZCAkJAR9+/ZFYGDgC49FW7TFnLVFu/QrTc1Zg8WLFyMzMxNnz559ofO1UXvPWXFxMYKDg3HixAkYGhqq2VtqD0yStIilpSV0dXWV/mVUXl6u9C+iBtbW1irj9fT0YGFh0WRM4zo/+ugjhIeH45133gEADBs2DDdv3kRkZCSTpCa01Zy1Rbv0lKbmrLE///nPOHToEBITE9GvXz+1z9c2mpqztLQ0lJeXw83NTV5WX1+PxMREfPnll6itrYWurq6ao6HWxDVJWsTAwABubm6Ii4tTKI+Li4Onp6fKczw8PJTiT5w4AXd3d+jr6zcZ07jOmpoa6Ogo/uemq6vLVwA0o63mrC3apac0NWfA0ysZixcvxoEDB3D69Gk4ODioPwAtpKk5mzBhAq5evYqMjAz5x93dHf7+/sjIyGCC1BFoZr04aUrDY647duwQWVlZIiQkRHTr1k0UFhYKIYQIDw8XAQEB8viGx1yXLl0qsrKyxI4dO5Qec01OTha6urpiw4YNIjs7W2zYsEHpFQCBgYHCxsZG/gqAAwcOCEtLSxEWFtZ+g++k2mLOamtrRXp6ukhPTxd9+vQRy5YtE+np6SIvL6/F7dLzaWrO/vjHP4oePXqI+Ph4UVZWJv/U1NS03+A7KU3N2bP4dFvHwiRJC23evFnY2dkJAwMDMWrUKIXHgwMDA4WPj49CfHx8vBg5cqQwMDAQ9vb2YuvWrUp1xsTEiMGDBwt9fX3h7OwsYmNjFY4/fPhQBAcHi/79+wtDQ0Ph6OgoVq1aJWpra9tkjF1Na89ZQUGBAKD0ebaeptqlpmlizlQdByB27tzZhiPtOjT1/1ljTJI6FokQ/7/SjIiIiIjkuCaJiIiISAUmSUREREQqMEkiIiIiUoFJEhEREZEKTJKIiIiIVGCSRERERKQCkyQiIiIiFZgkERG1k3HjxiEkJEStcyQSCf7zn/+0SX+eFR8fD4lEgp9//rld2iPq6LjBLRFROzlw4IBae7G1RHx8PMaPH4/79+/DzMysVesm0nZMkoioQ6mvr4dEIlHaELkr6Nmzp6a7QERq6Hq/hYioVR0/fhxeXl4wMzODhYUF3nzzTVy/fh3A053Qw8PDFeLv3r0LfX19nDlzBgBQV1eHsLAw2NjYoFu3bhg9ejTi4+Pl8V999RXMzMxw5MgRuLi4QCqV4ubNm0hNTcWkSZNgaWmJHj16wMfHB5cvX1Zo66effoKXlxcMDQ3h4uKCkydPKt2eKikpgZ+fH8zNzWFhYYHp06ejsLCw2XFfvXoVOjo6qKioAADcv38fOjo6mD17tjwmMjISHh4e8u9ZWVnw9fWFiYkJrKysEBAQID8fUL7dVlZWhmnTpsHIyAgODg7Ys2cP7O3tERUVpdCXiooKzJw5E8bGxnBycsKhQ4cAAIWFhRg/fjwAwNzcHBKJBO+++y4AQAiBTZs2wdHREUZGRhgxYgS+++47hXqPHj2KQYMGwcjICOPHj2/Rz4VImzBJIqIm/fLLLwgNDUVqaipOnToFHR0dzJw5EzKZDP7+/ti7dy8abwG5f/9+WFlZwcfHBwDwu9/9DsnJydi3bx8yMzMxe/ZsTJ06FXl5efJzampqEBkZiX/+85+4du0aevfujaqqKgQGBiIpKQnnz5+Hk5MTfH19UVVVBQCQyWSYMWMGjI2NceHCBURHR2PVqlUKfa+pqcH48eNhYmKCxMREnD17FiYmJpg6dSrq6uqaHLerqyssLCyQkJAAAEhMTISFhQUSExPlMfHx8fJxlpWVwcfHB6+88gouXbqE48eP486dO5gzZ85z21iwYAFKS0sRHx+P2NhYREdHo7y8XCnur3/9K+bMmYPMzEz4+vrC398f9+7dg62tLWJjYwEAOTk5KCsrw+effw4AiIiIwM6dO7F161Zcu3YNS5cuxfz58+XjKS4uxqxZs+Dr64uMjAz84Q9/UEp4ibSeZvfXJaLOpry8XAAQV69eFeXl5UJPT08kJibKj3t4eIiPPvpICCFEfn6+kEgkoqSkRKGOCRMmiBUrVgghhNi5c6cAIDIyMpps98mTJ8LU1FQcPnxYCCHEsWPHhJ6enigrK5PHxMXFCQDi4MGDQgghduzYIQYPHixkMpk8pra2VhgZGYkffvih2bHOmjVLLF68WAghREhIiPjwww+FpaWluHbtmnj8+LEwMTERx44dE0IIsXr1ajF58mSF84uLiwUAkZOTI4RQ3OE9OztbABCpqany+Ly8PAFAfPbZZ/IyACIiIkL+vbq6WkgkEnm7Z86cEQDE/fv3FWIMDQ3FuXPnFPrz+9//XsydO1cIIcSKFSvEkCFDFH42y5cvV6qLSJtxTRIRNen69etYvXo1zp8/j4qKCshkMgBAUVERXF1dMWnSJOzevRve3t4oKChASkoKtm7dCgC4fPkyhBAYNGiQQp21tbWwsLCQfzcwMMDw4cMVYsrLy7FmzRqcPn0ad+7cQX19PWpqalBUVATg6ZUTW1tbWFtby8957bXXFOpIS0tDfn4+TE1NFcofPXokv2XYlHHjxiE6OhoAkJCQgI8//hgFBQVISEjAgwcP8L///Q9jxoyRt3XmzBmYmJio/Bk++zPIycmBnp4eRo0aJS8bOHAgzM3Nlc5v/LPp1q0bTE1NVV5xapCVlYVHjx5h0qRJCuV1dXUYOXIkACA7Oxuvv/46JBKJ/HjjW4dExIXbRNSMt956C7a2tti+fTv69u0LmUwGV1dX+e0qf39/BAcH44svvsCePXswdOhQjBgxAsDTW2K6urpIS0uDrq6uQr2NkwkjIyOFP9YA8O677+Lu3buIioqCnZ0dpFIpPDw85O0KIZTOeZZMJoObmxt2796tdKxXr17Njn3cuHEIDg5Gfn4+fvzxR3h7e+P69etISEjAzz//DDc3N3kCJpPJ8NZbb2Hjxo1K9fTp00epTDS6Rdlc+bNPxEkkEnmyqkrDse+//x42NjYKx6RSaZPtE9GvmCQR0XNVVlYiOzsb//jHP+Dt7Q0AOHv2rELMjBkzsGjRIhw/fhx79uxBQECA/NjIkSNRX1+P8vJy+fktlZSUhC1btsDX1xfA0zU0jRdBOzs7o6ioCHfu3IGVlRUAIDU1VaGOUaNGYf/+/ejduze6d++uVvvAr+uS1q1bhxEjRqB79+7w8fFBZGQk7t+/L1+P1NBWbGws7O3toafX/K9WZ2dnPHnyBOnp6XBzcwMA5Ofnq/2OIgMDAwBPnwps0LAAvqioSKGPjbm4uCi9f+n8+fNqtU3U1XHhNhE9V8MTYdHR0cjPz8fp06cRGhqqENOtWzdMnz4dq1evRnZ2NubNmyc/NmjQIPj7+2PBggU4cOAACgoKkJqaio0bN+Lo0aNNtj1w4EB8++23yM7OxoULF+Dv7w8jIyP58UmTJmHAgAEIDAxEZmYmkpOT5Qu3G64w+fv7w9LSEtOnT0dSUpL8VllwcDBu3brV7PglEgnGjh2LXbt2Ydy4cQCe3vqqq6vDqVOn5GUA8MEHH+DevXuYO3cuLl68iBs3buDEiRN47733FBKYBs7Ozpg4cSLef/99XLx4Eenp6Xj//fdVXlVrip2dHSQSCY4cOYK7d++iuroapqamWLZsGZYuXYqvv/4a169fR3p6OjZv3oyvv/4aABAUFITr168jNDQUOTk52LNnD7766qsWt0ukFTS6IoqIOry4uDgxZMgQIZVKxfDhw0V8fLzC4mghhPj+++8FADF27Fil8+vq6sSaNWuEvb290NfXF9bW1mLmzJkiMzNTCPF04XaPHj2Uzrt8+bJwd3cXUqlUODk5iZiYGGFnZ6ewqDk7O1uMGTNGGBgYCGdnZ3H48GEBQBw/flweU1ZWJhYsWCAsLS2FVCoVjo6OYuHCheLBgwctGv8XX3whAIgjR47Iy6ZPny50dXWV6sjNzRUzZ84UZmZmwsjISDg7O4uQkBD54ujGC7eFEKK0tFS88cYbQiqVCjs7O7Fnzx7Ru3dvsW3bNnnMsz9rIYTo0aOH2Llzp/z72rVrhbW1tZBIJCIwMFAIIYRMJhOff/65GDx4sNDX1xe9evUSU6ZMEQkJCfLzDh8+LAYOHCikUqnw9vYW//rXv7hwm6gRiRC8MU1EXUNycjK8vLyQn5+PAQMGaLo7art16xZsbW1x8uRJTJgwQdPdIdJ6TJKIqNM6ePAgTExM4OTkhPz8fAQHB8Pc3Fxp3VRHdfr0aVRXV2PYsGEoKytDWFgYSkpKkJub2+rblxCR+rhwm4g6raqqKoSFhaG4uBiWlpaYOHEiPv300xafr+px/QbHjh1Te7G5uh4/foyVK1fixo0bMDU1haenJ3bv3s0EiaiD4JUkItJa+fn5zz1mY2OjsFCciLQPkyQiIiIiFfgKACIiIiIVmCQRERERqcAkiYiIiEgFJklEREREKjBJIiIiIlKBSRIRERGRCkySiIiIiFRgkkRERESkwv8BRrrX1AwUshgAAAAASUVORK5CYII=", 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" ] @@ -560,65 +968,180 @@ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", - "ax.plot(df_all[\"average_weighted\"], df_all[\"average_weighted\"], color=\"grey\")\n", + "import seaborn as sns\n", "\n", "for key, style in {\n", - " \"average_titiler_proj\": dict(c=\"#e41a1c\"),\n", - " \"average_unweighted\": dict(c=\"#377eb8\"),\n", - " \"average_titiler_noproj\": dict(c=\"#984ea3\", marker=\"x\", s=100)\n", + " \"average_rasterio_warped\": \"#e41a1c\",\n", + " \"average_rio_tiler\": \"#377eb8\",\n", + " \"average_rasterio_original\": \"#4daf4a\",\n", + " \"average_titiler\": \"#984ea3\"\n", "}.items():\n", - " df_all.plot.scatter(\"average_weighted\", key, ax=ax, label=key, **style)\n", + " df_all.plot.scatter(\"average_weighted\", key, ax=ax, c=style, label=key)\n", + " \n", + "ax.plot(df_all[\"average_weighted\"], df_all[\"average_weighted\"], color=\"grey\")\n", "\n", "ax.set_title(f\"{ASSET_NAME} averaged over {AOI_NAME}\")\n", "ax.set_ylabel(\"average calculated with different methods\") ;" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "RMSE of Rasterio WarpedVRT with `cea` intermediate projection" + ] + }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 106, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.00020784969225849924" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "def rmse(a, b):\n", - " return np.sqrt(\n", - " np.mean(\n", - " (a - b) ** 2\n", - " )\n", - " )" + "np.sqrt(np.sum((df_all[\"average_weighted\"] - df_all[\"average_rasterio_warped\"])**2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "RMSE of rio-tiler method with `cea` intermediate projection with manually calculated weighted average" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 107, "metadata": { "tags": [] }, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ - "
" + "7.405373514196028e-05" ] }, + "execution_count": 107, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "keys = [\"average_unweighted\", \"average_titiler_noproj\", \"average_titiler_proj\"]\n", + "np.sqrt(np.sum((df_all[\"average_weighted\"] - df_all[\"average_rio_tiler\"])**2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "RMSE of Rasterio mask.mask with unweighted average on Xarray" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "6.407064432400065e-10" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sqrt(np.sum((df_all[\"average_simple\"] - df_all[\"average_rasterio_original\"])**2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "RMSE of TiTiler (no reprojection, API-calculated) with unweighted average on Xarray" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sqrt(np.sum((df_all[\"average_simple\"] - df_all[\"average_titiler\"])**2))" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "crs = rasterio.crs.CRS.from_proj4(\"+proj=cea\")" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "crs.to_epsg()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import rio_tiler.io\n", + "import rasterio.crs\n", "\n", - "df_rmse = pd.DataFrame(\n", - " {\n", - " \"algorithm\": keys,\n", - " \"average\": [rmse(df_all[key], df_all[\"average_weighted\"]) for key in keys]\n", - " } \n", - ")\n", + "with rio_tiler.io.Reader(URI) as src:\n", + "\n", + " data = src.feature(FEATURE, dst_crs=rasterio.crs.CRS.from_proj4(\"+proj=cea\"))\n", + "\n", + " coverage_array = data.get_coverage_array(\n", + " FEATURE,\n", + " )\n", "\n", - "df_rmse = df_rmse.set_index(\"algorithm\")\n", - "df_rmse.plot.barh(xlabel=\"RMSE wrt average_weighted\", title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;" + " stats = data.statistics(\n", + " coverage=coverage_array,\n", + " ) " ] } ], From a1005864aee42240dda68e7987043df10f9f06b8 Mon Sep 17 00:00:00 2001 From: Jonas Date: Fri, 17 Nov 2023 17:25:49 +0100 Subject: [PATCH 7/8] Paste correct notebook version --- .../zonal-statistics-validation.ipynb | 1171 +++++------------ 1 file changed, 324 insertions(+), 847 deletions(-) diff --git a/notebooks/tutorials/zonal-statistics-validation.ipynb b/notebooks/tutorials/zonal-statistics-validation.ipynb index 50c1ce28..e6c75a33 100644 --- a/notebooks/tutorials/zonal-statistics-validation.ipynb +++ b/notebooks/tutorials/zonal-statistics-validation.ipynb @@ -1,10 +1,75 @@ { "cells": [ + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "---\n", + "title: Calculating accurate zonal statistics with varying grid cell / pixel area\n", + "description: Validating the VEDA API for zonal statistics against a known geographical coordinates formula\n", + "authors: Jonas Sølvsteen\n", + "published: 14 November 2023\n", + "execute:\n", + " freeze: true\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run this notebook\n", + "\n", + "You can launch this notebook in VEDA JupyterHub by clicking the link below.\n", + "\n", + "[Launch in VEDA JupyterHub (requires access)](https://nasa-veda.2i2c.cloud/hub/user-redirect/git-pull?repo=https://github.com/NASA-IMPACT/veda-docs&urlpath=lab/tree/veda-docs/notebooks/tutorials/zonal-statistics-titiler-validation.ipynb&branch=main) \n", + "\n", + "
Learn more\n", + " \n", + "### Inside the Hub\n", + "\n", + "This notebook was written on the VEDA JupyterHub and as such is designed to be run on a jupyterhub which is associated with an AWS IAM role which has been granted permissions to the VEDA data store via its bucket policy. The instance used provided 16GB of RAM. \n", + "\n", + "See (VEDA Analytics JupyterHub Access)[https://nasa-impact.github.io/veda-docs/veda-jh-access.html] for information about how to gain access.\n", + "\n", + "### Outside the Hub\n", + "\n", + "The data is in a protected bucket. Please request access by emailng aimee@developmentseed.org or alexandra@developmentseed.org and providing your affiliation, interest in or expected use of the dataset and an AWS IAM role or user Amazon Resource Name (ARN). The team will help you configure the cognito client.\n", + "\n", + "You should then run:\n", + "\n", + "```\n", + "%run -i 'cognito_login.py'\n", + "```\n", + " \n", + "
" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Comparison of zonal statistics with / without grid-cell area weighting" + "## Approach\n", + "\n", + "### Motivation\n", + "\n", + "The VEDA backend (via TiTiler) provides an API endpoint for computing zonal statistics (average, standard deviation, and other metrics over a geographic subset) across gridded (raster) data such as satellite imagery or climate datasets.\n", + "\n", + "Some statistics, such as average, median, standard deviation, or percentiles are sensitive to differences in grid cell / pixel sizes: when some grid cells are (in metric units) have a larger area than others, the values in these cells will be under-represented. Grid cell sizes depends on the grid / projection of the data.\n", + "\n", + "Varying grid cell sizes is common for climate datasets that are stored on a grid in geographic coordinates (lat/lon), for example a 0.1 degree by 0.1 degree global grid. Here, grid cell size will decrease from low to high latitudes. Computing averages over large spans of latitude will result in statistics where values closer to the poles are strongly over-represented. \n", + "\n", + "To avoid this inaccuracy in zonal statistics computed with our API, we introduced a method to reproject the source data to an equal-area projection as an intermediate step in calculating statistics.\n", + "\n", + "Note: this reprojection is not needed for example for accurate zonal statistics on a Sentinel-2 scene, using the Military Grid Reference System (MGRS) and a Mercator (UTM) projection. Here, pixel areas are the same across the scene in the native projection.\n", + "\n", + "### In this notebook\n", + "\n", + "This notebook presents a validation of VEDA's API for zonal statistics against a known way to compute area-weighted averages for gridded datasets on a regular lat/lon grid.\n", + "\n", + "For illustration, we choose a real dataset from the VEDA data catalog and a subsetting area that spans a large latitude range.\n", + "\n", + "The figures below show the average calculated over that area of interest with the different methods, for comparison." ] }, { @@ -45,19 +110,20 @@ "import tqdm\n", "import requests\n", "import rasterio\n", + "import rasterio.crs\n", "import xarray as xr\n", "import rioxarray\n", "import pandas as pd\n", "import numpy as np\n", - "from pystac_client import Client\n", - "import matplotlib.pyplot as plt" + "import matplotlib.pyplot as plt\n", + "from pystac_client import Client" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Load dataset from GHGC STAC catalog" + "## Load and inspect dataset from GHGC STAC catalog" ] }, { @@ -73,14 +139,6 @@ "ASSET_NAME = \"npp\"" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* https://ghg-demo.netlify.app/data-catalog/casagfed-carbonflux-monthgrid-v3/explore?projection=equirectangular%7C%7C&basemapid=light&datetime=2017-12-01T00%3A00%3A00.000Z&position=19.6041%7C-2.2691%7C4.67\n", - "* https://us-ghg-center.github.io/ghgc-docs/user_data_notebooks/casagfed-carbonflux-monthgrid-v3_User_Notebook.html" - ] - }, { "cell_type": "code", "execution_count": 4, @@ -93,23 +151,13 @@ "collection = catalog.get_collection(COLLECTION_ID)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Inspect the first item" - ] - }, { "cell_type": "code", "execution_count": 5, - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ - "item = next(iter(collection.get_all_items()))\n", - "item_uri = item.assets[ASSET_NAME].href" + "items = list(collection.get_all_items())[:15]" ] }, { @@ -129,45 +177,57 @@ } ], "source": [ - "with rasterio.open(item_uri) as ds:\n", - " print(ds.profile)" + "with rasterio.open(items[0].assets[ASSET_NAME].href) as ds:\n", + " print(ds.profile)\n", + " \n", + " assert ds.crs == rasterio.crs.CRS.from_epsg(4326)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define formula for grid cell area for geographic coordinates" ] }, { "cell_type": "code", "execution_count": 7, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Dimensions: (band: 1, x: 720, y: 360)\n", - "Coordinates:\n", - " * band (band) int64 1\n", - " * x (x) float64 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n", - " * y (y) float64 89.75 89.25 88.75 88.25 ... -88.75 -89.25 -89.75\n", - " spatial_ref int64 ...\n", - "Data variables:\n", - " band_data (band, y, x) float32 ...\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ - "with xr.open_dataset(item_uri, engine=\"rasterio\") as xds:\n", - " print(xds)" + "def _get_unique_diff(arr):\n", + " assert np.ndim(arr) == 1\n", + " deltas = np.diff(arr)\n", + " \n", + " if not np.allclose(deltas, deltas[0]): \n", + " raise ValueError(f\"The spacing in the array is not uniform: {list(np.unique(deltas))}\")\n", + " return deltas[0]\n", + "\n", + "\n", + "def grid_cell_area(lat):\n", + " \"\"\"\n", + " https://www.mathworks.com/matlabcentral/answers/447847-how-to-calculate-the-area-of-each-grid-cell\n", + " https://gis.stackexchange.com/a/28156\n", + " \"\"\"\n", + " # get lat spacing asserting it is uniform\n", + " dlat = _get_unique_diff(lat)\n", + " \n", + " # calculate cell edge lat\n", + " lat_edge = lat - dlat / 2.\n", + " \n", + " # radius of Earth in meters\n", + " R_e = 6371e3\n", + " \n", + " # calculate cell area as a function of latitude\n", + " return R_e ** 2 * (np.sin(np.radians(lat_edge + dlat)) - np.sin(np.radians(lat_edge))) * np.radians(dlat)" ] }, { "cell_type": "markdown", - "metadata": { - "tags": [] - }, + "metadata": {}, "source": [ - "## Save a NetCDF copy of the item" + "## Define a geometry to average over" ] }, { @@ -178,39 +238,102 @@ }, "outputs": [], "source": [ - "with xr.open_dataset(item_uri, engine=\"rasterio\").rename({\"x\": \"lon\", \"y\": \"lat\"}) as xds:\n", - " xds[\"lon\"].attrs.update({\"long_name\": \"longitude\", \"units\": \"degrees_east\"})\n", - " xds[\"lat\"].attrs.update({\"long_name\": \"latitude\", \"units\": \"degrees_north\"})\n", + "AOI_NAME = \"Americas south to north\"\n", "\n", - " if xds[\"lat\"].values[0] > xds[\"lat\"].values[-1]:\n", - " xds = xds.isel(lat=slice(None, None, -1))\n", - " \n", - " xds.to_netcdf(\"sample.nc\")" + "AOI = {\n", + " \"type\": \"FeatureCollection\",\n", + " \"features\": [\n", + " {\n", + " \"type\": \"Feature\",\n", + " \"properties\": {},\n", + " \"geometry\": {\n", + " \"coordinates\": [\n", + " [\n", + " [\n", + " -115,\n", + " 82\n", + " ],\n", + " [\n", + " -115,\n", + " -82\n", + " ],\n", + " [\n", + " -43,\n", + " -82\n", + " ],\n", + " [\n", + " -43,\n", + " 82\n", + " ],\n", + " [\n", + " -115,\n", + " 82\n", + " ]\n", + " ]\n", + " ],\n", + " \"type\": \"Polygon\"\n", + " }\n", + " }\n", + " ]\n", + "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Load CDO to compute grid area\n", - "\n", - "```\n", - "conda install -n notebook -c conda-forge cdo\n", - "cdo gridarea infile outfile\n", - "```\n", - "\n", - "https://code.mpimet.mpg.de/boards/1/topics/6998\n", - "\n", - "Btw, the code is here: https://github.com/AZed/cdo/blob/214cb1461beba2dba9848e393427d34f403caec4/src/Gridcell.c#L138" + "## Compute averages with Xarray" ] }, { "cell_type": "code", "execution_count": 9, - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 15/15 [00:07<00:00, 1.91it/s]\n" + ] + } + ], "source": [ - "#!conda install -n notebook -c conda-forge cdo" + "timeseries = {\n", + " \"start_datetime\": [],\n", + " \"average_weighted\": [],\n", + " \"average_unweighted\": []\n", + "}\n", + "\n", + "for item in tqdm.tqdm(items):\n", + " item_uri = item.assets[ASSET_NAME].href\n", + "\n", + " with xr.open_dataset(item_uri, engine=\"rasterio\") as xds:\n", + " \n", + " # calculate area as a function of latitude\n", + " area_lat = grid_cell_area(xds.y.values)\n", + " area_lat_2d = np.ones((len(xds.y), len(xds.x))) * area_lat[:, np.newaxis]\n", + " xds[\"area\"] = xr.DataArray(area_lat_2d, dims=(\"y\", \"x\"))\n", + " \n", + " # clip to geometry\n", + " xds_clip = xds.rio.clip([AOI[\"features\"][0][\"geometry\"]])\n", + " \n", + " # get data arrays\n", + " data = xds_clip[\"band_data\"].isel(band=0).to_masked_array()\n", + " weights = xds_clip[\"area\"].to_masked_array()\n", + " weights.mask = data.mask\n", + " \n", + " # calculate averages\n", + " average_weighted = (data * weights).sum() / weights.sum()\n", + " average_unweighted = data.mean()\n", + " \n", + " timeseries[\"average_weighted\"].append(average_weighted)\n", + " timeseries[\"average_unweighted\"].append(average_unweighted)\n", + " timeseries[\"start_datetime\"].append(item.properties[\"start_datetime\"])\n", + " \n", + " lat_vals = xds.y.values" ] }, { @@ -221,7 +344,8 @@ }, "outputs": [], "source": [ - "#!cdo gridarea \"sample.nc\" \"area.nc\"" + "df = pd.DataFrame(timeseries).set_index(\"start_datetime\")\n", + "df.index = pd.to_datetime(df.index)" ] }, { @@ -230,59 +354,82 @@ "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "with xr.open_dataset(\"area.nc\") as ds:\n", - " area_cdo = ds[\"cell_area\"].values" + "df.plot(ylabel=f\"average {ASSET_NAME}\", title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Compute area with spherical coordinate formula" + "## Plot grid cell area as a function of latitude" ] }, { "cell_type": "code", "execution_count": 12, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(lat_vals, area_lat_2d[:, 0])\n", + "plt.ylabel(\"Grid cell area (m²)\")\n", + "plt.xlabel(\"Latitude\") ;" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "def _get_unique_diff(arr):\n", - " assert np.ndim(arr) == 1\n", - " deltas = np.unique(np.diff(arr))\n", - " assert len(deltas) == 1\n", - " return deltas[0]\n", - "\n", - "\n", - "def spherical_grid_cell_area(lat):\n", - " \"\"\"\n", - " https://www.mathworks.com/matlabcentral/answers/447847-how-to-calculate-the-area-of-each-grid-cell\n", - " https://gis.stackexchange.com/a/28156\n", - " \"\"\"\n", - " dlat = _get_unique_diff(lat)\n", - " assert dlat > 0\n", - " \n", - " lat_south = lat - dlat / 2.\n", - " \n", - " R_e = 6371e3 # Radius of Earth in meters\n", - " \n", - " area_lat = R_e ** 2 * (np.sin(np.radians(lat_south + dlat)) - np.sin(np.radians(lat_south))) * np.radians(dlat)\n", - " \n", - " return area_lat" + "## Compute zonal averages using TiTiler API" ] }, { "cell_type": "code", "execution_count": 13, - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ - "area_lat = spherical_grid_cell_area(xds.lat.values)\n", - "area_lat_2d = np.ones((len(xds.lat), len(xds.lon))) * area_lat[:, np.newaxis]" + "def generate_stats(item, geojson, asset_name, params=None):\n", + " params = params or {}\n", + " result = requests.post(\n", + " f\"{RASTER_API_URL}/cog/statistics\",\n", + " params={\n", + " \"url\": item.assets[asset_name].href,\n", + " **params\n", + " },\n", + " json=geojson,\n", + " )\n", + " result.raise_for_status()\n", + " result_data = result.json()\n", + " return {\n", + " **result_data[\"features\"][0][\"properties\"][\"statistics\"][\"b1\"],\n", + " \"start_datetime\": item.properties[\"start_datetime\"],\n", + " }" ] }, { @@ -291,37 +438,26 @@ "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 15/15 [00:06<00:00, 2.16it/s]\n" + ] + } + ], "source": [ - "def get_coord_specs(arr):\n", - " assert np.ndim(arr) == 1\n", - " delta = _get_unique_diff(arr)\n", - " return ((arr[0] - delta / 2), (arr[-1] + delta / 2), len(arr))\n", - "\n", - "\n", - "def surfaceAreaGrid(lat_specs, lon_specs):\n", - " \"\"\"\n", - " Construct a 2D array (nlat, nlon) where each element is the surface area of the corresponding grid in square meters.\n", - " lat_specs is a tuple, (starting latitude, ending latitude, latitude divisions)\n", - " lon_specs is a tuple, (starting longitude, ending longitude, longitude divisions)\n", - "\n", - " Example: surfaceAreaGrid((-30,60,45), (20,80,120)) should return a (45,120) array with the surface areas of the\n", - " (2 degree lat x 0.5 degree lon) cells in square meters.\n", - " \"\"\"\n", - " lat_beg, lat_end, lat_div = lat_specs\n", - " lon_beg, lon_end, lon_div = lon_specs\n", + "timeseries_titiler_noproj = []\n", + "timeseries_titiler_proj = []\n", "\n", - " R_e = 6371000.0 # Radius of Earth in meters\n", - " dLon = (np.pi / 180.) * (lon_end - lon_beg) / lon_div\n", + "for item in tqdm.tqdm(items):\n", + " # generate stats with and without reprojection\n", + " stats_noproj = generate_stats(item, AOI, ASSET_NAME)\n", + " stats_proj = generate_stats(item, AOI, ASSET_NAME, params={\"dst_crs\": \"+proj=cea\"})\n", "\n", - " dS = np.zeros((lat_div+1, lon_div), np.float64)\n", - "\n", - " Lats = (np.pi / 180.) * np.linspace(lat_beg, lat_end, lat_div+1)\n", - " for i, lat in enumerate(Lats):\n", - " dS[i] = R_e * R_e * dLon * np.sin(lat)\n", - "\n", - " dS = np.diff(dS, axis=0)\n", - " return dS" + " timeseries_titiler_noproj.append(stats_noproj)\n", + " timeseries_titiler_proj.append(stats_proj)" ] }, { @@ -332,8 +468,12 @@ }, "outputs": [], "source": [ - "lat_specs = get_coord_specs(xds.lat.values)\n", - "lon_specs = get_coord_specs(xds.lon.values)" + "def _to_dataframe(stats):\n", + " df = pd.DataFrame(stats)\n", + " df = df[[\"start_datetime\", \"mean\"]]\n", + " df = df.set_index(\"start_datetime\")\n", + " df.index = pd.to_datetime(df.index)\n", + " return df" ] }, { @@ -342,18 +482,17 @@ "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.5\n" - ] - } - ], + "outputs": [], + "source": [ + "df_titiler_proj = _to_dataframe(timeseries_titiler_proj)[\"mean\"]\n", + "df_titiler_noproj = _to_dataframe(timeseries_titiler_noproj)[\"mean\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, "source": [ - "lon_beg, lon_end, lon_div = lon_specs\n", - "print((lon_end - lon_beg) / lon_div)" + "## Compare all methods against the xarray-computed weighted average" ] }, { @@ -364,7 +503,9 @@ }, "outputs": [], "source": [ - "area_sourish = surfaceAreaGrid(lat_specs, lon_specs)" + "df_all = df.copy()\n", + "df_all[\"average_titiler_noproj\"] = df_titiler_noproj\n", + "df_all[\"average_titiler_proj\"] = df_titiler_proj" ] }, { @@ -376,7 +517,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -386,14 +527,15 @@ } ], "source": [ - "lat = xds.lat.values\n", + "fig = plt.figure()\n", + "ax = fig.gca()\n", "\n", - "plt.plot(lat, area_lat_2d[:, 0], \"x\", label=\"Spherical coords\")\n", - "plt.plot(lat, area_sourish[:, 0], \".-\", label=\"Sourish's subroutine\")\n", - "plt.plot(lat, area_cdo[:, 0], \"--\", label=\"CDO\")\n", - "plt.ylabel(\"Grid cell area (m²)\")\n", - "plt.xlabel(\"Latitude\")\n", - "plt.legend() ;" + "ax.set_prop_cycle(\n", + " linestyle=['-', '--', '-.', ':'],\n", + " color=[\"#e41a1c\", \"#377eb8\", \"#4daf4a\", \"#984ea3\"],\n", + " marker=['.', 'o', 'x', '*']\n", + ")\n", + "df_all.plot(title=f\"{ASSET_NAME} averaged over {AOI_NAME}\", ax=ax) ;" ] }, { @@ -402,560 +544,10 @@ "metadata": { "tags": [] }, - "outputs": [], - "source": [ - "AOI_NAME = \"Democratic Republic of Congo (bbox)\"\n", - "\n", - "AOI = {\n", - " \"type\": \"FeatureCollection\",\n", - " \"features\": [\n", - " {\n", - " \"type\": \"Feature\",\n", - " \"properties\": {},\n", - " \"geometry\": {\n", - " \"coordinates\": [\n", - " [\n", - " [\n", - " 12.2105,\n", - " -13.4584\n", - " ],\n", - " [\n", - " 31.2804,\n", - " -13.4584\n", - " ],\n", - " [\n", - " 31.2804,\n", - " 5.3753\n", - " ],\n", - " [\n", - " 12.2105,\n", - " 5.3753\n", - " ],\n", - " [\n", - " 12.2105,\n", - " -13.4584\n", - " ]\n", - " ]\n", - " ],\n", - " \"type\": \"Polygon\"\n", - " }\n", - " }\n", - " ]\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "AOI_NAME = \"the whole globe\"\n", - "\n", - "AOI = {\n", - " \"type\": \"FeatureCollection\",\n", - " \"features\": [\n", - " {\n", - " \"type\": \"Feature\",\n", - " \"properties\": {},\n", - " \"geometry\": {\n", - " \"coordinates\": [\n", - " [\n", - " [\n", - " -180,\n", - " -89\n", - " ],\n", - " [\n", - " 180,\n", - " -89\n", - " ],\n", - " [\n", - " 180,\n", - " 89\n", - " ],\n", - " [\n", - " -180,\n", - " 89\n", - " ],\n", - " [\n", - " -180,\n", - " -89\n", - " ]\n", - " ]\n", - " ],\n", - " \"type\": \"Polygon\"\n", - " }\n", - " }\n", - " ]\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [], - "source": [ - "LIMIT_ITEMS = 15" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Compute averages with Xarray" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "15it [00:06, 2.47it/s]\n" - ] - } - ], - "source": [ - "area_northup = area_cdo[::-1, :]\n", - "\n", - "timeseries = {\n", - " \"start_datetime\": [],\n", - " \"average_weighted\": [],\n", - " \"average_simple\": []\n", - "}\n", - "\n", - "for i, item in enumerate(tqdm.tqdm(collection.get_all_items())):\n", - " item_uri = item.assets[ASSET_NAME].href\n", - "\n", - " with xr.open_dataset(item_uri, engine=\"rasterio\") as xds:\n", - " xds[\"area\"] = xr.DataArray(area_northup, dims=(\"y\", \"x\"))\n", - " xds_clip = xds.rio.clip([AOI[\"features\"][0][\"geometry\"]])\n", - " \n", - " data = xds_clip[\"band_data\"].isel(band=0).to_masked_array()\n", - " \n", - " weights = xds_clip[\"area\"].to_masked_array()\n", - " weights.mask = data.mask\n", - " \n", - " timeseries[\"average_weighted\"].append((data * weights).sum() / weights.sum())\n", - " timeseries[\"average_simple\"].append(data.mean())\n", - " timeseries[\"start_datetime\"].append(item.properties[\"start_datetime\"])\n", - " \n", - " if i >= LIMIT_ITEMS:\n", - " break" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "df = pd.DataFrame(timeseries).set_index(\"start_datetime\")\n", - "df.index = pd.to_datetime(df.index)" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df.plot(title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Compute averages using TiTiler" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [], - "source": [ - "def generate_stats(item, geojson, asset_name):\n", - " result = requests.post(\n", - " f\"{RASTER_API_URL}/cog/statistics\",\n", - " params={\"url\": item.assets[asset_name].href},\n", - " json=geojson,\n", - " )\n", - " result.raise_for_status()\n", - " result_data = result.json()\n", - " return {\n", - " **result_data[\"features\"][0][\"properties\"][\"statistics\"][\"b1\"],\n", - " \"start_datetime\": item.properties[\"start_datetime\"],\n", - " }" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "15it [00:03, 3.79it/s]\n" - ] - } - ], - "source": [ - "timeseries_titiler = []\n", - "\n", - "for i, item in enumerate(tqdm.tqdm(collection.get_all_items())):\n", - " timeseries_titiler.append(\n", - " generate_stats(item, AOI, ASSET_NAME)\n", - " )\n", - " \n", - " if i >= LIMIT_ITEMS:\n", - " break" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "df_ti = pd.DataFrame(timeseries_titiler)\n", - "\n", - "df_ti = df_ti[[\"start_datetime\", \"mean\"]]\n", - "df_ti = df_ti.set_index(\"start_datetime\")\n", - "df_ti.index = pd.to_datetime(df_ti.index)" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df_ti.plot(title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rio Tiler with reprojection to equal-area projection" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: rio-tiler in /srv/conda/envs/notebook/lib/python3.10/site-packages (6.2.5)\n", - "Requirement already satisfied: attrs in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (23.1.0)\n", - "Requirement already satisfied: cachetools in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (5.3.1)\n", - "Requirement already satisfied: color-operations in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (0.1.1)\n", - "Requirement already satisfied: httpx in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (0.24.1)\n", - "Requirement already satisfied: morecantile<6.0,>=5.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (5.0.0)\n", - "Requirement already satisfied: numexpr in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (2.8.7)\n", - "Requirement already satisfied: numpy in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (1.24.4)\n", - "Requirement already satisfied: pydantic~=2.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (2.4.2)\n", - "Requirement already satisfied: pystac>=0.5.4 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (1.8.1)\n", - "Requirement already satisfied: rasterio>=1.3.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (1.3.8)\n", - "Requirement already satisfied: pyproj~=3.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from morecantile<6.0,>=5.0->rio-tiler) (3.6.0)\n", - "Requirement already satisfied: annotated-types>=0.4.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pydantic~=2.0->rio-tiler) (0.6.0)\n", - "Requirement already satisfied: pydantic-core==2.10.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pydantic~=2.0->rio-tiler) (2.10.1)\n", - "Requirement already satisfied: typing-extensions>=4.6.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pydantic~=2.0->rio-tiler) (4.7.1)\n", - "Requirement already satisfied: python-dateutil>=2.7.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pystac>=0.5.4->rio-tiler) (2.8.2)\n", - "Requirement already satisfied: affine in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (2.4.0)\n", - "Requirement already satisfied: certifi in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (2023.5.7)\n", - "Requirement already satisfied: click>=4.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (8.1.3)\n", - "Requirement already satisfied: cligj>=0.5 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (0.7.2)\n", - "Requirement already satisfied: snuggs>=1.4.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (1.4.7)\n", - "Requirement already satisfied: click-plugins in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (1.1.1)\n", - "Requirement already satisfied: setuptools in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (68.0.0)\n", - "Requirement already satisfied: httpcore<0.18.0,>=0.15.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpx->rio-tiler) (0.17.3)\n", - "Requirement already satisfied: idna in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpx->rio-tiler) (3.4)\n", - "Requirement already satisfied: sniffio in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpx->rio-tiler) (1.3.0)\n", - "Requirement already satisfied: h11<0.15,>=0.13 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpcore<0.18.0,>=0.15.0->httpx->rio-tiler) (0.14.0)\n", - "Requirement already satisfied: anyio<5.0,>=3.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpcore<0.18.0,>=0.15.0->httpx->rio-tiler) (3.7.0)\n", - "Requirement already satisfied: six>=1.5 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from python-dateutil>=2.7.0->pystac>=0.5.4->rio-tiler) (1.16.0)\n", - "Requirement already satisfied: pyparsing>=2.1.6 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from snuggs>=1.4.1->rasterio>=1.3.0->rio-tiler) (3.1.0)\n", - "Requirement already satisfied: exceptiongroup in /srv/conda/envs/notebook/lib/python3.10/site-packages (from anyio<5.0,>=3.0->httpcore<0.18.0,>=0.15.0->httpx->rio-tiler) (1.1.2)\n" - ] - } - ], - "source": [ - "!pip install rio-tiler" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "from rio_tiler.io import Reader\n", - "import rasterio.enums\n", - "\n", - "def generate_stats_rio_titiler(item, geojson, asset_name, dst_crs=None):\n", - " with Reader(item.assets[asset_name].href) as src:\n", - " feature = geojson[\"features\"][0][\"geometry\"]\n", - " \n", - " if dst_crs is None:\n", - " dst_crs = src.crs\n", - " \n", - " data = src.feature(feature, dst_crs=dst_crs)#, vrt_options={\"resampling\": rasterio.enums.Resampling.bilinear})\n", - "\n", - " # Get the coverage % array\n", - " coverage_array = data.get_coverage_array(\n", - " feature,\n", - " )\n", - "\n", - " stats = data.statistics(\n", - " coverage=coverage_array,\n", - " ) \n", - "\n", - " return {\n", - " **stats[\"b1\"].model_dump(exclude_none=True),\n", - " \"start_datetime\": item.properties[\"start_datetime\"],\n", - " }" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# https://proj.org/en/9.3/operations/projections/cea.html\n", - "WORKING_CRS = rasterio.crs.CRS.from_proj4(\"+proj=cea\")\n", - "#WORKING_CRS = rasterio.crs.CRS.from_epsg(9835)\n", - "AOI_GEOM = AOI[\"features\"][0][\"geometry\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Rasterio WarpedVRT and mask.mask" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "import rasterio.vrt\n", - "import rasterio.mask\n", - "import rasterio.warp" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "15it [00:05, 2.89it/s]\n" - ] - } - ], - "source": [ - "timeseries_vrt = {\n", - " \"start_datetime\": [],\n", - " \"average_rasterio_warped\": [],\n", - " \"average_rasterio_original\": []\n", - "}\n", - "\n", - "for i, item in enumerate(tqdm.tqdm(collection.get_all_items())):\n", - "\n", - " with rasterio.open(item.assets[ASSET_NAME].href) as ds:\n", - "\n", - " data_original = ds.read(1, masked=True)\n", - "\n", - " data_original_masked, _ = rasterio.mask.mask(ds, [AOI_GEOM], crop=True)\n", - "\n", - " with rasterio.vrt.WarpedVRT(ds, crs=WORKING_CRS) as vrt:\n", - " data_warped = vrt.read(1, masked=True)\n", - "\n", - " geom_transformed = rasterio.warp.transform_geom(src_crs=rasterio.crs.CRS.from_epsg(4326), dst_crs=WORKING_CRS, geom=AOI_GEOM)\n", - "\n", - " data_warped_masked, _ = rasterio.mask.mask(vrt, [geom_transformed], crop=True)\n", - "\n", - " timeseries_vrt[\"average_rasterio_warped\"].append(data_warped_masked.mean())\n", - " timeseries_vrt[\"average_rasterio_original\"].append(data_original_masked.mean())\n", - " timeseries_vrt[\"start_datetime\"].append(item.properties[\"start_datetime\"])\n", - "\n", - " if i >= LIMIT_ITEMS:\n", - " break" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "df_vrt = pd.DataFrame(timeseries_vrt)\n", - "\n", - "df_vrt = df_vrt.set_index(\"start_datetime\")\n", - "df_vrt.index = pd.to_datetime(df_ti.index)" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "15it [00:06, 2.19it/s]\n" - ] - } - ], - "source": [ - "timeseries_rio_tiler = []\n", - "\n", - "for i, item in enumerate(tqdm.tqdm(collection.get_all_items())):\n", - " timeseries_rio_tiler.append(\n", - " generate_stats_rio_titiler(item, AOI, ASSET_NAME, dst_crs=WORKING_CRS)\n", - " )\n", - " if i >= LIMIT_ITEMS:\n", - " break" - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "df_rio = pd.DataFrame(timeseries_rio_tiler)\n", - "\n", - "df_rio = df_rio[[\"start_datetime\", \"mean\"]]\n", - "df_rio = df_rio.set_index(\"start_datetime\")\n", - "df_rio.index = pd.to_datetime(df_rio.index)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Compare all methods together" - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "df_all = df.copy()\n", - "df_all[\"average_titiler\"] = df_ti[\"mean\"]\n", - "df_all[\"average_rio_tiler\"] = df_rio[\"mean\"]\n", - "df_all[\"average_rasterio_warped\"] = df_vrt[\"average_rasterio_warped\"]\n", - "df_all[\"average_rasterio_original\"] = df_vrt[\"average_rasterio_original\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 104, - "metadata": { - "tags": [] - }, "outputs": [ { "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df_all.plot(figsize=(16, 8), title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;" - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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gKioKO3fuBADIyf13xX7t2rXo0qULunbtikmTJsHS0hL5+flISEjA0aNHcf78eQBAQEAAtm7dii+++AJLliyBkZER9uzZgwcPHlSZc4Xly5fD09MT3bt3x8yZM6GkpIR169bh3r172LdvH6/wk5eXx6hRo/DLL79AU1MTgwYNgpaWFu944uYtqSZNmsDCwgL//vsvevToAV1dXejr68PS0lLsY3Tu3Bnjx4/HmDFjcOPGDXTr1g3q6upIT09HZGQk2rRpwysSKtOjRw+sW7cOWVlZCA4O5sW3bdsGHR2dSm//F8f8+fO5MXLz5s2Drq4u9uzZg+PHj+Pnn38Wea3f9SmvuyTvy/dpa2sjKCgIP/zwA0aNGoXhw4cjOzsbCxcuhIqKCubPn89rr6SkhNWrV+P169do3749Ll++jCVLlqBv377cOC5p/JxIHSXjgeOESFXFXUMvXrzgxSu7DRgAmzx5Mlu3bh1r3rw5U1RUZHZ2dmzPnj2V7nvmzBk2cuRIpq2tzd0dEx8f/9GccnJy2DfffMMMDQ2Zmpoa69KlC4uIiGDu7u7M3d1dpH1ubi53m/bmzZsrPeaLFy/YtGnTmJWVFVNUVGS6urrMxcWF/fjjj+z169eMsf/uKFq5cmWlx/jpp5+YpaUlU1ZWZvb29mzz5s3c6/euly9fsjFjxjBtbW2mpqbGPD092ZUrVyq96ycpKYmNHTuWmZqaMkVFRWZgYMA6deokcgfg/fv3maenJ1NRUWG6urrsm2++Yf/++69Yd7cxxlhERAT7/PPPmbq6OlNVVWWfffYZO3r0aKVtHz16xAAwACw0NLTSNuLkXXF327vTQ3zM2bNnmZOTE1NWVmYA2OjRoxljkr1PGWNs69atrGPHjtzzbd68ORs1ahS7cePGR3PIyclhcnJyTF1dnXeX4549exgANmjQIJF9LCws2BdffCESr+w9e/fuXda/f3+mpaXFlJSUWLt27Xh3sTFW+d1tFXFx3i+VEfd9+aHX9M8//2Rt27ZlSkpKTEtLi3l7e3N3hlYYPXo0U1dXZ3fu3GEeHh5MVVWV6erqskmTJnG/Z+/6lJ8TqZsEjDFWy3UZIXWCQCDA5MmT8fvvv1fZbvv27RgzZgyuX78OV1fXWsqubtu7dy98fX1x6dIldOrUSdbpEAKA3pdE+uhyGyGkSvv27UNaWhratGkDOTk5XLlyBStXrkS3bt3og4jIDL0vSW2gIokQUqUmTZpg//79WLJkCd68eQNjY2P4+flhyZIlsk6NNGL0viS1gS63EUIIIYRUgiaTJIQQQgipBBVJhBBCCCGVoCKJEEIIIaQSNHC7moRCIZ49e4YmTZrU6jIFhBBCCKk+xhjy8/NhYmJS5cSjABVJ1fbs2TORla8JIYQQUj88efLko6sTUJFUTU2aNAFQ/iJramrKOBtCCCGEiCMvLw9mZmbc53iVZDrfN2Psjz/+4JZGcHZ2ZhcvXqyyfVhYGHN2dmbKysrMysqKrV+/nrf93r17bNCgQczCwoIBYGvWrKn0OE+fPmW+vr5MV1eXqaqqsnbt2kk0dXxubi4DwHJzc8XehxBCCCGyJcnnt0wHboeEhCAgIAA//vgjbt26ha5du6Jv375ITU2ttH1SUhK8vLzQtWtX3Lp1Cz/88AOmTZuGf/75h2tTUFAAa2tr/PTTT2jatGmlx8nJyUHnzp2hqKiIkydP4v79+1i9ejW0tbVr4mkSQgghpB6S6WSSHTt2hLOzM9avX8/F7O3t4ePjg+XLl4u0nzNnDo4cOYK4uDguNnHiRNy+fRtRUVEi7S0tLREQEICAgABe/Pvvv8elS5cQERFR7dzz8vKgpaWF3NxcutxGCCGE1BOSfH7LrCepuLgY0dHR6NWrFy/eq1cvXL58udJ9oqKiRNr37t0bN27cQElJidjnPnLkCFxdXTFkyBAYGhrCyckJmzdvrnKfoqIi5OXl8b4IIYQQ0nDJbOB2VlYWysrKYGRkxIsbGRkhIyOj0n0yMjIqbV9aWoqsrCwYGxuLde7Hjx9j/fr1CAwMxA8//IBr165h2rRpUFZWxqhRoyrdZ/ny5Vi4cKFYx39XWVmZRAUcIUQ6FBUVIS8vL+s0CCH1mMzvbnt/jiHGWJXzDlXWvrJ4VYRCIVxdXbFs2TIAgJOTE2JjY7F+/foPFklz585FYGAg97hidPyHMMaQkZGBV69eiZ0XIUS6tLW10bRpU5rLjBBSLTIrkvT19SEvLy/Sa5SZmSnSW1ShadOmlbZXUFCAnp6e2Oc2NjaGg4MDL2Zvb88bAP4+ZWVlKCsri32OigLJ0NAQampq9EeakFrEGENBQQEyMzMBQOxeZkIIeZfMiiQlJSW4uLggNDQUAwcO5OKhoaHw9vaudB83NzccPXqUFztz5gxcXV2hqKgo9rk7d+6Mhw8f8mKPHj2ChYWFBM/gw8rKyrgCSZLijRAiPaqqqgDK/5EyNDSkS2+EEInJdAqAwMBA/Pnnn9i6dSvi4uIwffp0pKamYuLEiQDKL3G9e/lr4sSJSElJQWBgIOLi4rB161Zs2bIFM2fO5NoUFxcjJiYGMTExKC4uRlpaGmJiYpCQkMC1mT59Oq5cuYJly5YhISEBe/fuxaZNmzB58mSpPK+KMUhqampSOR4hpHoqfgdpXCAhpFpqdMYmMfzxxx/MwsKCKSkpMWdnZxYeHs5tGz16NHN3d+e1DwsLY05OTkxJSYlZWlqKTCaZlJTEAIh8vX+co0ePstatWzNlZWVmZ2fHNm3aJFHeVU1G9fbtW3b//n329u1biY5JCJEu+l0khLxPkskkZTpPUn1W1TwLhYWFSEpKgpWVFVRUVGSUISGEfhcJIe+rF/MkEUIkt337dpoZ/h2WlpYIDg6WdRqEkBpQkvgYhecvoPRxksxyoCKJkBqUnJwMgUCAmJgYqRxv2LBhePTokVSORQghdZEwJwdZvl8js5s7skeOwvOu3ZDl+zWEMphSh4okIlNlZWUQCoWyTqNSxcXFsk6Bp6SkBKqqqjA0NJR1KmKjAdOEEEm9nDIVRRGReKZphJvNWuOZpiGKIiLxcvKUWs+FiqR6oDa7HE+dOoUuXbpAW1sbenp66NevHxITEwGUT8Hw/fff89q/ePECioqKuHDhAoDywmL27NkwNTWFuro6OnbsiLCwMK59xeWiY8eOwcHBAcrKykhJScH169fh6ekJfX19aGlpwd3dHTdv3uSd68GDB+jSpQtUVFTg4OCAs2fPQiAQ4PDhw1ybtLQ0DBs2DDo6OtDT04O3tzeSk5PFeu5+fn7cuoEmJiawtbUFAOzevRuurq5o0qQJmjZtihEjRnDz7wDlCyb7+vrCwMAAqqqqsLGxwbZt2wAAVlZWAMonLBUIBPDw8OD227ZtG+zt7aGiogI7OzusW7eO21bRA/XXX3/Bw8MDKioq2L17d6WX29avX4/mzZtDSUkJLVu2xK5du8R6vjNmzED//v25x8HBwRAIBDh+/DgXa9myJTZu3AgAYv2MBAIBNmzYAG9vb6irq2PJkiUICwvjjtuuXTuoqKigY8eOuHv3Lm/fy5cvo1u3blBVVYWZmRmmTZuGN2/ecNszMzPRv39/qKqqwsrKCnv27BHreRJC6o+SxMfIirqBxT2nYurQpVjaJwBThy7D4p5TkX35eq1feqMiqQ6TRZfjmzdvEBgYiOvXr+PcuXOQk5PDwIEDIRQK4evri3379uHdsf4hISEwMjKCu7s7AGDMmDG4dOkS9u/fjzt37mDIkCHo06cP4uPjuX0KCgqwfPly/Pnnn4iNjYWhoSHy8/MxevRoRERE4MqVK7CxsYGXlxfy8/PLXwuhED4+PlBTU8PVq1exadMm/Pjjj7zcCwoK0L17d2hoaODixYuIjIyEhoYG+vTpI3av0Llz5xAXF4fQ0FAcO3YMQHnht3jxYty+fRuHDx9GUlIS/Pz8uH2CgoJw//59nDx5EnFxcVi/fj309fUBANeuXQMAnD17Funp6Th48CAAYPPmzfjxxx+xdOlSxMXFYdmyZQgKCsKOHTt4+cyZMwfTpk1DXFwcevfuLZLvoUOH4O/vjxkzZuDevXuYMGECxowZwxWtVfHw8EBERATXkxceHg59fX2Eh4cDKJ8Q9dGjR9zP9mM/owrz58+Ht7c37t69i7Fjx3LxWbNmYdWqVbh+/ToMDQ0xYMAArqfp7t276N27NwYNGoQ7d+4gJCQEkZGRmDLlv/8c/fz8kJycjPPnz+Pvv//GunXreMUqIaT+K0tJQbDHONwxtefF75jaY0338SgV859eqanpW+0aqtqYAuDFCF/21MyCPTVp9t+XmQV7McL3k44riczMTAaA3b17l2VmZjIFBQV28eJFbrubmxubNWsWY4yxhIQEJhAIWFpaGu8YPXr0YHPnzmWMMbZt2zYGgMXExFR53tLSUtakSRN29OhRxhhjJ0+eZAoKCiw9PZ1rExoaygCwQ4cOMcYY27JlC2vZsiUTCoVcm6KiIqaqqspOnz790ec6evRoZmRkxIqKiqpsd+3aNQaA5efnM8YY69+/PxszZkylbSumpLh16xYvbmZmxvbu3cuLLV68mLm5ufH2Cw4O5rXZtm0b09LS4h536tSJjRs3jtdmyJAhzMvLq8rnwBhjr169YnJycuzGjRtMKBQyPT09tnz5cta+fXvGGGN79+5lRkZGH9z//Z8RY4wBYAEBAbx2Fy5cYADY/v37uVh2djZTVVVlISEhjDHGRo4cycaPH8/bLyIigsnJybG3b9+yhw8fMgDsypUr3Pa4uDgGgK1Zs+aDOdIUAITULwk341jHeac++PX41oNPPockUwBQT1IdVZL4GEVh4UBZGX9DWRmKwsJrrMsxMTERI0aMgLW1NTQ1NbnLRampqTAwMICnpyd3mSMpKQlRUVHw9fUFANy8eROMMdja2kJDQ4P7Cg8P5y7ZAeWzrbdt25Z33szMTEycOBG2trbQ0tKClpYWXr9+jdTUVADAw4cPYWZmhqZNm3L7dOjQgXeM6OhoJCQkoEmTJty5dXV1UVhYyDt/Vdq0aQMlJSVe7NatW/D29oaFhQWaNGnCXTKryG3SpEnYv38/HB0dMXv2bFy+fLnKc7x48QJPnjzBN998w3udlixZIpKnq6trlceKi4tD586debHOnTsjLi7uo89VS0sLjo6OCAsLw927dyEnJ4cJEybg9u3byM/PR1hYGNeLBHz8Z/SxnN3c3LjvdXV10bJlSy7P6OhobN++nfd69O7dG0KhEElJSYiLi4OCggLv2HZ2dnSnHyENzHMNPcijDB6Cm+grdwVGeMnbnq6uW6v5yHyBW1K5spSUKreXJidDwdpK6uft378/zMzMsHnzZpiYmEAoFKJ169bc5SpfX1/4+/vjt99+w969e9GqVSu0a9cOQPklMXl5eURHR4ssAaGhocF9r6qqKrKWnZ+fH168eIHg4GBYWFhAWVkZbm5u3HnZRxY+rji/i4tLpWNVDAwMxHr+6urqvMdv3rxBr1690KtXL+zevRsGBgZITU1F7969udz69u2LlJQUHD9+HGfPnkWPHj0wefJkrFq16oN5AuWX3Dp27Mjb9v7r9n4+lZF0keh3eXh4ICwsDEpKSnB3d4eOjg5atWqFS5cuISwsDAEBAVzbj/2MJMn5/dyFQiEmTJiAadOmibQxNzfnlhGiNRAJadie3L2MXnIx3GN1vOVtb6ZbuytZUJFUR8l/ZB05BUtLqZ8zOzsbcXFx2LhxI7p27QoAiIyM5LXx8fHBhAkTcOrUKezduxcjR47ktjk5OaGsrAyZmZnc/uKKiIjAunXr4OXlBQB48uQJsrKyuO12dnZITU3F8+fPuQWQr1+/zjuGs7MzQkJCYGho+NEJwsT14MEDZGVl4aeffoKZmRkA4MaNGyLtDAwM4OfnBz8/P3Tt2pUbf1PRK1X2To+gkZERTE1N8fjxY64Xrrrs7e0RGRnJW77n8uXLsLe3r2Kv/3h4eGDLli1QUFBAz549AQDu7u7Yv38/bzwS8PGf0cdcuXIF5ubmAMoHuz969Ah2dnYAyn92sbGxaNGixQefZ2lpKW7cuMH1ID58+BCvZHBLMCFE+h48eICQkBBeLIdpIAkmAAA5gQAdrHVhrif+P2HSQEVSHaXY3BrKHu4oiojkX3KTl4dy1y410otUcUfYpk2bYGxsjNTUVJG72dTV1eHt7Y2goCDExcVhxIgR3DZbW1v4+vpi1KhRWL16NZycnJCVlYXz58+jTZs23IdrZVq0aIFdu3bB1dUVeXl5mDVrFrdAKQB4enqiefPmGD16NH7++Wfk5+dzA7crehd8fX2xcuVKeHt7Y9GiRWjWrBlSU1Nx8OBBzJo1C82aNZP4NTE3N4eSkhJ+++03TJw4Effu3cPixYt5bebNmwcXFxe0atUKRUVFOHbsGFekGBoaQlVVFadOnUKzZs2goqICLS0tLFiwANOmTYOmpib69u2LoqIi3LhxAzk5OQgMDBQ7v1mzZmHo0KFwdnZGjx49cPToURw8eBBnz54Va/9u3bohPz8fR48exZIlSwCUF06DBw+GgYEBHBwcuLYf+xl9zKJFi6CnpwcjIyP8+OOP0NfXh4+PD4DyAeqfffYZJk+ejHHjxkFdXZ0bQP/bb7+hZcuW6NOnD8aNG4dNmzZBQUEBAQEBEp2fEFL3vHr1CmvXrhWNm32OKykF3OMO1rpYNKRdbaZW7pNHQDVStTFwuywnp3zw9jsDt1+M8GVlOTmfdNyqhIaGMnt7e6asrMzatm3LwsLCeIOjGWPs+PHjDADr1q2byP7FxcVs3rx5zNLSkikqKrKmTZuygQMHsjt37jDGRAceV7h58yZzdXVlysrKzMbGhh04cIBZWFjwBuXGxcWxzp07MyUlJWZnZ8eOHj3KALBTp05xbdLT09moUaOYvr4+U1ZWZtbW1mzcuHFiDdAbPXo08/b2Fonv3buXWVpaMmVlZebm5saOHDnCG4y9ePFiZm9vz1RVVZmuri7z9vZmjx8/5vbfvHkzMzMzY3Jycrw1BPfs2cMcHR2ZkpIS09HRYd26dWMHDx5kjH14wHdlr9+6deuYtbU1U1RUZLa2tmznzp0ffa7vcnFxYQYGBtyA9+zsbCYQCNiXX37JayfOz+j99wpj/w3cPnr0KGvVqhVTUlJi7du3Fxm8f+3aNebp6ck0NDSYuro6a9u2LVu6dCm3PT09nX3xxRdMWVmZmZubs507d4qc/300cJuQuqm0tJRt2LCBLViwgPf16NEjrk1K1mt26VEmS8l6LdVz09pttaA2124rfZxUPgbJ0rJGepDqq0uXLqFLly5ISEhA8+bNZZ0O+YCwsDB0794dOTk5tT7QmtZuI6TuCQsL46YaqeDm5oZevXrVyvklWbuNLrfVAwrWVlQcoXxOIA0NDdjY2CAhIQH+/v7o3LkzFUiEEFIPJCcni8wFp6uri4kTJ0JRUVFGWVWNiiRSb+Tn52P27Nl48uQJ9PX10bNnT6xevVrs/d+9w+59J0+elHiweV23Z88eTJgwodJtFhYWiI2NreWMCCGN0evXryv9Wz1lyhTo6enJICPx0eW2aqrNy21EOhISEj64zdTUtMENAs7Pz8fz588r3aaoqAiLj9xB2RDQ7yIhsiMUCrF3716R+d8GDRqENm3ayCgrutxGSKU+dHt5Q9WkSRM0adJE1mkQQhqha9eu4eTJk7yYo6MjBgwYUK/mO6MiiRBCCCFS8ezZM2zevJkXU1FRQUBAAJSVlWWUVfVRkUQIIYSQT1JYWIg1a9aIzMA/fvx4GBsbyyirT0dFEiGEEEKqhTGGQ4cO4e7du7y4l5cX2rdvL6OspIeKJEIIIYRI7M6dOzh06BAvZmNjg+HDh9ercUdVoSKJEEIIIWLLysrCH3/8IRKfOXOmRAtc1wdysk6AkLrO0tISwcHBNXoOgUCAw4cPAyifcE0gECAmJqZGz0kIIZIoKSnB2rVrRQokPz8/zJ8/v8EVSAD1JBHyUdevX5faL/+CBQtw+PBhkQIoPT0dOjo6UjkHIYRI2+nTp3HlyhVerHv37ujWrZuMMqodVCQRmSorK4NAIICcXN3r1CwuLoaSkhIMDAxq/FxNmzaV6vEqcieEkE/x6NEj7Nu3jxczMTHB2LFjIS8vL6Osak/d+2QiIlKz3uBy/AukZr+p8XOdOnUKXbp0gba2NvT09NCvXz9utlQ3Nzd8//33vPYvXryAoqIiLly4AKD8w3n27NkwNTWFuro6OnbsiLCwMK799u3boa2tjWPHjsHBwQHKyspISUnB9evX4enpCX19fWhpacHd3R03b97knevBgwfo0qULVFRU4ODggLNnz/IuUwFAWloahg0bBh0dHejp6cHb2xvJycliPXc/Pz/4+Phg+fLlMDExga2tLQDRy22pqanw9vaGhoYGNDU1MXTo0A/ObP2u7du3Y+HChbh9+zYEAgEEAgG2b98OACLP433379+Hl5cXNDQ0YGRkhJEjRyIrK4vb7uHhgSlTpiAwMBD6+vrw9PQU6zkTQkhlcnNzsXDhQpECyd/fH+PGjWsUBRJQjSLpyZMnePr0Kff42rVrCAgIwKZNm6SaGAFyC4oRsPMGhv4WicDdNzH010gE7LyBvLclNXbON2/eIDAwENevX8e5c+cgJyeHgQMHQigUwtfXF/v27cO7K9mEhITAyMgI7u7uAIAxY8bg0qVL2L9/P+7cuYMhQ4agT58+iI+P5/YpKCjA8uXL8eeffyI2NhaGhobIz8/H6NGjERERgStXrsDGxgZeXl7Iz88HUD69vY+PD9TU1HD16lVs2rQJP/74Iy/3goICdO/eHRoaGrh48SIiIyOhoaGBPn36iMzd8SHnzp1DXFwcQkNDcezYMZHtjDH4+Pjg5cuXCA8PR2hoKBITEzFs2LCPHnvYsGGYMWMGWrVqhfT0dKSnp4u1X3p6Otzd3eHo6IgbN27g1KlTeP78OYYOHcprt2PHDigoKODSpUvYuHGjWM+XEELeVVZWhj///FNkHOZXX32F+fPnQ1tbWyZ5yQyTUJcuXdjOnTsZY4ylp6czTU1N5ubmxvT09NjChQslPVy9lZubywCw3NxckW1v375l9+/fZ2/fvv2kc/jvuM7c5p9mHeed4r7c5p9m/juuf9JxJZGZmckAsLt377LMzEymoKDALl68yG13c3Njs2bNYowxlpCQwAQCAUtLS+Mdo0ePHmzu3LmMMca2bdvGALCYmJgqz1taWsqaNGnCjh49yhhj7OTJk0xBQYGlp6dzbUJDQxkAdujQIcYYY1u2bGEtW7ZkQqGQa1NUVMRUVVXZ6dOnP/pcR48ezYyMjFhRUREvbmFhwdasWcMYY+zMmTNMXl6epaamcttjY2MZAHbt2rWPnmP+/PmsXbt2IvF3n0dSUhIDwG7dusUYYywoKIj16tWL1/7JkycMAHv48CFjjDF3d3fm6Oj40fM3NtL6XSSkMQgPD2cLFizgfZ08eVLWaUldVZ/f75O4J+nevXvo0KEDAOCvv/5C69atcfnyZezdu5e7dEA+XWrWG1xJzIbwvfWHhYzhSmJ2jV16S0xMxIgRI2BtbQ1NTU1YWVmV55OaCgMDA3h6emLPnj0AgKSkJERFRcHX1xcAcPPmTTDGYGtrCw0NDe4rPDyct8ChkpIS2rZtyztvZmYmJk6cCFtbW2hpaUFLSwuvX79GamoqAODhw4cwMzPjjd2peB9WiI6ORkJCApo0acKdW1dXF4WFhSILLH5ImzZtqhzLExcXBzMzM5iZmXExBwcHaGtrIy4uTqxzSCo6OhoXLlzgvaZ2dnYAwHterq6uNXJ+QkjDlpKSgoULF3LDJgBAW1sbP/zwA/r06SPDzGRP4oHbJSUl3PorZ8+exYABAwAAdnZ2SE9Pl252jdjTnIKqt78sgLme9G+37N+/P8zMzLB582aYmJhAKBSidevW3OUqX19f+Pv747fffsPevXvRqlUrtGvXDkD5JTF5eXlER0eLXK/W0NDgvldVVRWZaMzPzw8vXrxAcHAwLCwsoKysDDc3N+68jLGPTk4mFArh4uLCFXHvEnfw9cfuYvtQHuLkV11CoRD9+/fHihUrRLa9O91/Q7z9lhBSc968eYNVq1aJxL/77rtauWGlPpC4SGrVqhU2bNiAL774AqGhoVi8eDGA8kXt9PT0pJ5gY9VMR63q7bpVb6+O7OxsxMXFYePGjejatSsAIDIyktfGx8cHEyZMwKlTp7B3716MHDmS2+bk5ISysjJkZmZy+4srIiIC69atg5eXF4DysW/vDky2s7NDamoqnj9/DiMjIwDlt+a/y9nZGSEhITA0NISmpqZE5xeXg4MDUlNT8eTJE6436f79+8jNzYW9vf1H91dSUkJZWZlE53R2dsY///wDS0tLKCjQDamEkE/DGMO+fft4Y0WB8r/vFf/0knISX25bsWIFNm7cCA8PDwwfPpx7QY8cOSJy+YNUn7m+Oj5rrge593on5AQCfNZcr0Z6kSruCNu0aRMSEhJw/vx5BAYG8tqoq6vD29sbQUFBiIuLw4gRI7httra28PX1xahRo3Dw4EEkJSXh+vXrWLFiBU6cOFHluVu0aIFdu3YhLi4OV69eha+vL1RVVbntnp6eaN68OUaPHo07d+7g0qVL3MDtih4cX19f6Ovrw9vbGxEREUhKSkJ4eDj8/f15Nxt8ip49e6Jt27bw9fXFzZs3ce3aNYwaNQru7u5iXe6ytLREUlISYmJikJWVhaKioo/uM3nyZLx8+RLDhw/HtWvX8PjxY5w5cwZjx46VuOAihDRuN27cwKJFi3gFUps2bTBv3jwqkCohcZHk4eGBrKwsZGVlYevWrVx8/Pjx2LBhg1STa+wWDWmHDta6vFgHa10sGlIzb2Q5OTns378f0dHRaN26NaZPn46VK1eKtPP19cXt27fRtWtXmJub87Zt27YNo0aNwowZM9CyZUsMGDAAV69e5Y3hqczWrVuRk5MDJycnjBw5EtOmTYOhoSG3XV5eHocPH8br16/Rvn17fPvtt/jf//4HAFBRUQEAqKmp4eLFizA3N8egQYNgb2+PsWPH4u3bt1LrWaq4VV9HRwfdunVDz549YW1tjZCQELH2Hzx4MPr06YPu3bvDwMBA5PbaypiYmODSpUsoKytD79690bp1a/j7+0NLS6tOzi9FCKldJYmPUXj+AkofJ32wTXp6OhYuXIjjx49zMUVFRcyZMweDBg1qMGutSZuAsfdGBhOx5OXlQUtLC7m5uSIfwIWFhUhKSoKVlRX3Af4pUrPf4OnLAjTTVauRHqT66tKlS+jSpQsSEhLQvHlzWadD6iBp/y4SUpcIc3LwcspUFIWFczFlD3fo/vE75P7/Vv2ioiIEBwejsLCQt++4ceNgYmJSm+nWGVV9fr9PrAEOTk5OYleZ708ASD6duZ46FUcADh06BA0NDdjY2CAhIQH+/v7o3LkzFUiEkEbp5ZSpKIqIxDNNI2RoGqBpXiZMIiLxcvIU6O3ehSNHjogsgdSnTx907NhRNgnXQ2IVST4+Ptz3hYWFWLduHRwcHODm5gYAuHLlCmJjY/Hdd9/VSJKEAEB+fj5mz56NJ0+eQF9fHz179sTq1avF3v/dO+zed/LkSYkHm1emVatWSElJqXTbxo0buekSCCHkU5QkPkZW1A0E95yKGLPWXNzxyT0MSj6NqEWLeO2tra3h6+tLl+glJPHltm+//RbGxsbcXW0V5s+fjydPnvDGKTVktXm5jUhHQkLCB7eZmpryBopXV0pKCkpKKp8R3cjICE2aNPnkcxDx0e8iaagKz19AwO6buGNqD6Fc+ZQrangLd7nbIm1nzJhR5T+JjY3UL7e968CBA7hx44ZI/Ouvv4arq2ujKZJI/dOiRYsaP4eFhUWNn4MQQtJ0jLkeJDkI0UVwB+oC/rijUaNGcRMCk+qRuN9NVVVVZO4coHw+HfpPjRBCCKl5zzXK5yVsKUhBb7lrvAIpnpnCc8R3VCBJgcQ9SQEBAZg0aRKio6Px2WefASgfk7R161bMmzdP6gkSQggh5D15z9FX7govlMvUEMVag0GuRiYcbowkLpK+//57WFtbY+3atdi7dy8AwN7eHtu3bxdZlZwQQggh0pOXl4c1a9aIxMOEjngLFcgJBOhorUt3REtJtdY4GDp0KBVEhBBCSC0RCoXYvn07njx5wou/NnRBRIYi97gmJxxujKq9EFR0dDTi4uIgEAjg4OAAJycnaeZFCCGEEJSP+T137hwv5urqCi8vLwgEggY74fDD+HikpaShmaUpbFvYyCQHiYukzMxMfPXVVwgLC4O2tjYYY8jNzUX37t2xf/9+WjmYkBq0fft2BAQE4NWrVzLNw8PDA46OjggODhZ7H4FAgEOHDvHmXZNFHoTUF5VNq9OkSRNMmTIFSkpKXKyhTTiclZ2NPYsPQCWpfNqCeDzFSatz+HreEOjp6tVqLhLf3TZ16lTk5eUhNjYWL1++RE5ODu7du4e8vDxMmzatJnIkpN5KTk6GQCAQmfW2uoYNG4ZHjx5J5Vif4uDBgyJzpX1Meno6+vbtW0MZEdJwFBQUYOHChSIF0qRJkxAYGMgrkBqiPYsPQCmZP/BcKVkNuxcdqPVcJO5JOnXqFM6ePQt7e3su5uDggD/++AO9evWSanKk4SsrK4NAIKiTs8AWFxfXqT9GJSUlUFVVlcqkl5+Sg6KiInR1dT/e+D1NmzatgYwIaTgYY/jrr7/w4MEDXnzAgAGNZkjLw/h4rgfpXXJMDipJGniUEF+rl94k/mQSCoVQVFQUiSsqKkIoFEolKcKX9joN0c9v4NnrtBo/16lTp9ClSxdoa2tDT08P/fr1Q2JiIgDAzc0N33//Pa/9ixcvoKioiAsXLgAoLyxmz54NU1NTqKuro2PHjggLC+Pab9++Hdra2jh27BgcHBygrKyMlJQUXL9+HZ6entDX14eWlhbc3d1F1gF88OABunTpAhUVFTg4OODs2bMQCAQ4fPgw1yYtLQ3Dhg2Djo4O9PT04O3tjeTkZLGeu5+fH3x8fLB8+XKYmJjA1tYWALB79264urqiSZMmaNq0KUaMGIHMzExuv5ycHPj6+sLAwACqqqqwsbHBtm3bAICbp6Ri/UMPDw9uv23btsHe3h4qKiqws7PDunXruG0VPVB//fUXPDw8oKKigt27d3Ov37vWr1+P5s2bQ0lJCS1btsSuXbvEer4AkJqaCm9vb2hoaEBTUxNDhw7F8+fPue0LFiyAo6Mjtm7dCmtraygrK4MxBg8PDwQEBHDt0tPT8cUXX0BVVRVWVlbYu3cvLC0teZfB3v1ZVTy/gwcPonv37lBTU0O7du0QFRXFtc/Ozsbw4cPRrFkzqKmpoU2bNti3b5/Yz42Q+iQ6OhqLFi3iFUitWrXCvHnzGk2BBABpKVV/zj1NrvnPwXdJXCR9/vnn8Pf3x7Nnz7hYWloapk+fjh49ekg1ucYuvzgf8y8HYdLZ8VgYNR8Tz47H/MtBeF2cX2PnfPPmDQIDA3H9+nWcO3cOcnJyGDhwIIRCIXx9fbFv3z68u5JNSEgIjIyM4O7uDgAYM2YMLl26hP379+POnTsYMmQI+vTpg/j4eG6fgoICLF++HH/++SdiY2NhaGiI/Px8jB49GhEREbhy5QpsbGzg5eWF/Pzy5yoUCuHj4wM1NTVcvXoVmzZtwo8//sjLvaCgAN27d4eGhgYuXryIyMhIaGhooE+fPiguLhbr+Z87dw5xcXEIDQ3FsWPHAJQXfosXL8bt27dx+PBhJCUlwc/Pj9snKCgI9+/fx8mTJxEXF4f169dDX18fAHDt2jUAwNmzZ5Geno6DBw8CADZv3owff/wRS5cuRVxcHJYtW4agoCDs2LGDl8+cOXMwbdo0xMXFoXfv3iL5Hjp0CP7+/pgxYwbu3buHCRMmYMyYMVzRWhXGGHx8fPDy5UuEh4cjNDQUiYmJGDZsGK9dQkIC/vrrL/zzzz8fvGw4atQoPHv2DGFhYfjnn3+wadMmXiH5IT/++CNmzpyJmJgY2NraYvjw4SgtLQVQvqSIi4sLjh07hnv37mH8+PEYOXIkrl69+tHjElJfPH/+HAsXLuT+3gCAvLw8Zs+ejS+//FLsxeUbClML0yq3N7OservUMQmlpqYyJycnpqioyKytrVnz5s2ZoqIic3Z2Zk+ePJH0cPVWbm4uA8Byc3NFtr19+5bdv3+fvX379pPOMe/S/5j34X6s/yEv7sv7cD8279L/Pum4ksjMzGQA2N27d1lmZiZTUFBgFy9e5La7ubmxWbNmMcYYS0hIYAKBgKWlpfGO0aNHDzZ37lzGGGPbtm1jAFhMTEyV5y0tLWVNmjRhR48eZYwxdvLkSaagoMDS09O5NqGhoQwAO3ToEGOMsS1btrCWLVsyoVDItSkqKmKqqqrs9OnTH32uo0ePZkZGRqyoqKjKdteuXWMAWH5+PmOMsf79+7MxY8ZU2jYpKYkBYLdu3eLFzczM2N69e3mxxYsXMzc3N95+wcHBvDbbtm1jWlpa3ONOnTqxcePG8doMGTKEeXl5VfkcGGPszJkzTF5enqWmpnKx2NhYBoBdu3aNMcbY/PnzmaKiIsvMzOTt6+7uzvz9/RljjMXFxTEA7Pr169z2+Ph4BoCtWbOGi737s6p4fn/++afIuePi4j6Ys5eXF5sxY0aleVRGWr+LhEhbYWEh+/nnn9mCBQt4X43pc/RDgv3Xs3XeO9iGAbu4r3XeO1iw/3qpHL+qz+/3STwmyczMDDdv3kRoaCgePHgAxhgcHBzQs2dP6VRtBED5JbZbmTdF4kImxK3Mm3j2Og0mGtKvqBMTExEUFIQrV64gKyuLu4SampqK1q1bw9PTE3v27EHXrl2RlJSEqKgorF+/HgBw8+ZNMMa4y1QVioqKoKf33x0JSkpKaNu2La9NZmYm5s2bh/Pnz+P58+coKytDQUEBUlNTAQAPHz6EmZkZb1xLhw4deMeIjo5GQkKCyCKyhYWF3CXDj2nTpo3IOKRbt25hwYIFiImJwcuXL3mviYODAyZNmoTBgwfj5s2b6NWrF3x8fNCpU6cPnuPFixd48uQJvvnmG4wbN46Ll5aWQktLi9fW1dW1ynzj4uIwfvx4Xqxz585Yu3btR59rXFwczMzMYGZmxsUcHBygra2NuLg4tG/fHkD5enRV3bX68OFDKCgowNnZmYu1aNECOjo6H83h3feBsbExgPL3gp2dHcrKyvDTTz8hJCQEaWlpKCoqQlFREdTVG85dPKTxYYzh2LFjIsMJPD09q/y70Zh8PW8Idi86wBubVGxZgK/nDan1XKo9T5Knpyc8PT2lmQt5R8ab9Cq3p79Jr5EiqX///jAzM8PmzZthYmICoVCI1q1bc5erfH194e/vj99++w179+5Fq1at0K5d+cRlQqEQ8vLyiI6Ohry8PO+4765AraqqKtKF7OfnhxcvXiA4OBgWFhZQVlaGm5sbd17G2Ee7nYVCIVxcXLBnzx6RbeJOTfH+B/CbN2/Qq1cv9OrVC7t374aBgQFSU1PRu3dvLre+ffsiJSUFx48fx9mzZ9GjRw9MnjwZq1at+mCeQPklt44dO/K2vf+6iVMQvP+6iPNaVdXu/fjHcmDvXH4VJ/6ud8c3Vpyz4vVZvXo11qxZg+DgYLRp0wbq6uoICAgQ+9IpIXXN/fv3ceAA/w4tS0tLjBw5sk7evCIrerp68A+eiEcJ8XiaXM/mSQLKx22cO3cOmZmZIoO1379lkVRPU3XjKrcbf2R7dWRnZyMuLg4bN25E165dAUBkMWMfHx9MmDABp06dwt69ezFy5Ehum5OTE8rKypCZmcntL66IiAisW7cOXl5eAMrnB8nKyuK229nZITU1Fc+fP4eRkREA4Pr167xjODs7IyQkBIaGhtDU1JTo/B/y4MEDZGVl4aeffuJ6XG7cuCHSzsDAAH5+fvDz80PXrl0xa9YsrFq1iuuVKisr49oaGRnB1NQUjx8/hq+v7yflZ29vj8jISIwaNYqLXb58mXf36Yc4ODggNTUVT5484Z7b/fv3kZubK9b+Fezs7FBaWopbt27BxcUFQPk4pk+dyykiIgLe3t74+uuvAZQXT/Hx8RLlRkhd8PLlS/z2228i8cDAQJGeb/If2xY2MiuOKkhcui5cuBC9evXCuXPnkJWVhZycHN6XpNatWwcrKyuoqKjAxcUFERERVbYPDw+Hi4sLVFRUYG1tjQ0bNvC2x8bGYvDgwbC0tIRAIPjoJHPLly+HQCDg3alTF5hqmMLJ0BlyAv6PSE4gBydD5xrpRaq4I2zTpk1ISEjA+fPnERgYyGujrq4Ob29vBAUFIS4uDiNGjOC22drawtfXF6NGjcLBgweRlJSE69evY8WKFThx4kSV527RogV27dqFuLg4XL16Fb6+vrxb3T09PdG8eXOMHj0ad+7cwaVLl7iB2xU9EL6+vtDX14e3tzciIiKQlJSE8PBw+Pv74+nTp9V6TczNzaGkpITffvsNjx8/xpEjR0TmB5o3bx7+/fdfJCQkIDY2FseOHeM+yA0NDaGqqopTp07h+fPnyM3NBVB+19jy5cuxdu1aPHr0CHfv3sW2bdvwyy+/SJTfrFmzsH37dmzYsAHx8fH45ZdfcPDgQcycOfOj+/bs2RNt27aFr68vbt68iWvXrmHUqFFwd3f/6GW+d9nZ2aFnz54YP348rl27hlu3bmH8+PGV9hhKokWLFggNDcXly5cRFxeHCRMmICMjo9rHI6S2lZaWYt26dSIF0tdff4358+dTgVQPSFwkbdiwAdu3b8fVq1dx+PBhHDp0iPcliZCQEAQEBODHH3/ErVu30LVrV/Tt25cbh/K+pKQkeHl5oWvXrrh16xZ++OEHTJs2Df/88w/XpqCgANbW1vjpp58+Oi/L9evXsWnTJpHxMXXFLNfZaGfgyIu1M3DELNfZNXI+OTk57N+/H9HR0WjdujWmT5+OlStXirTz9fXF7du30bVrV5ibm/O2bdu2DaNGjcKMGTPQsmVLDBgwAFevXuWNe6nM1q1bkZOTAycnJ4wcORLTpk2DoaEht11eXh6HDx/G69ev0b59e3z77bf43//+BwBQUVEBAKipqeHixYswNzfHoEGDYG9vj7Fjx+Lt27fV7lkyMDDA9u3bceDAATg4OOCnn34SuYympKSEuXPnom3btujWrRvk5eWxf/9+AICCggJ+/fVXbNy4ESYmJvD29gYAfPvtt/jzzz+xfft2tGnTBu7u7ti+fTs3ZYC4fHx8sHbtWqxcuRKtWrXCxo0bsW3bNt5UAx9ScUu+jo4OunXrhp49e8La2hohISES5QAAO3fuhJGREbp164aBAwdi3LhxaNKkCfezqY6goCA4Ozujd+/e8PDwQNOmTaU6WzchNencuXNYunQpXrx4wcW6dOmC+fPno3nz5jLMjEhCwMQZOPAOPT09XLt2TSo/5I4dO8LZ2Zkb+AuUXz6omKvmfXPmzMGRI0cQFxfHxSZOnIjbt2/z5lepYGlpiYCAgEp7iV6/fg1nZ2esW7cOS5YskXhpg7y8PGhpaSE3N1fkA7iwsBBJSUlcD9mnevY6Delv0mGsblwjPUj11aVLl9ClSxckJCTQH5065unTpzAzM+PGaMmKtH8XCfmYxMRE7N69mxczMDDA+PHjoaBQ7WHARIqq+vx+n8Q/sW+//RZ79+5FUFBQtRMEyueeiY6OFpmcsFevXrh8+XKl+0RFRYnM6t27d29s2bKFmwlYXJMnT8YXX3yBnj17YsmSJZI/gVpkomFKxRHK5wTS0NCAjY0NEhIS4O/vj86dO1OBVAecP38er1+/Rps2bZCeno7Zs2fD0tIS3bp1k3VqhNSK/Pz8Si+XT506tVoz1JO6Qawi6d1xKUKhEJs2bcLZs2fRtm1bkcJE3DEVWVlZKCsr4wbhVjAyMvrguIOMjIxK25eWliIrK4u7hfhj9u/fj5s3b4oM/K1Kxe3HFfLy8sTel0hHfn4+Zs+ejSdPnkBfXx89e/bE6tWrxd7/3Tvs3nfy5EmJB5vXdXv27MGECRMq3WZhYYHY2FipnaukpAQ//PADHj9+jCZNmqBTp07Ys2ePRP+4EFIfCYVC7Nq1S2Rm/yFDhsDBwUE2SRGpEatIunXrFu+xo6MjAODevXufnICkty9X1r6y+Ic8efIE/v7+OHPmjETd78uXL8fChQvFbk+kb9SoUby7uCRV1SKzpqYNr6duwIABIlMMVJB28dK7d+9KZwQnpCGLiorCmTNneDFnZ2f069ev0c2U3VCJVSSJs8SBpPT19SEvLy/Sa5SZmSnSW1ShadOmlbZXUFDgTVZYlejoaGRmZnK3KgPlt2dfvHgRv//+O4qKikTmqgGAuXPn8nrU8vLyPjoYmdQtLVq0kHUKtapJkyZ09wwhNeDp06fYsmULL6auro6pU6dCWVlZRlmRmiDxmKSxY8di7dq1In9837x5g6lTp4o9T5KSkhJcXFwQGhqKgQMHcvHQ0FDuDqD3ubm54ejRo7zYmTNn4OrqKvZ/xj169MDdu3d5sTFjxsDOzg5z5syptEACAGVlZXrzE0JII/b27VusXr2aN+8ZUH4D0Yf+uSf1m8RF0o4dO/DTTz+JFElv377Fzp07JZpMMjAwECNHjoSrqyvc3NywadMmpKamYuLEiQDKe2/S0tKwc+dOAOVvxN9//x2BgYEYN24coqKisGXLFt7K4MXFxbh//z73fVpaGmJiYqChoYEWLVqgSZMmaN26NS8PdXV16OnpicQJIYQQxhj+/vtv7rOlQr9+/XhXJUjDI3aRlJeXB8YYGGPIz8/njecpKyvDiRMnePPaiGPYsGHIzs7GokWLkJ6ejtatW+PEiROwsLAAAKSnp/PmTLKyssKJEycwffp0/PHHHzAxMcGvv/6KwYMHc22ePXsGJycn7vGqVauwatUquLu7IywsTKL8CCGENG4xMTH4999/eTE7OzsMHTqUxh01AmLPkyQnJ/fRAdULFy7kZkFu6GpzniRCSPXQ7yKprszMTN4cfhVmzZoFNTU1GWREpKVG5km6cOECGGP4/PPP8c8///DmfVBSUoKFhQVMTEyqnzUhhBAiY8XFxfj999+Rn5/Pi48ZM0ZkhQHS8IldJLm7uwMoXxrE3NycuhlJo5CcnAwrKyvcunWLm/qiMh4eHrxZ26ua7Z0QIjsliY9RlpICBUtLKFj/twwQYwwnTpwQWcC6R48e6NKlS22nSeoIiQduW1hYICIiAhs3bsTjx49x4MABmJqaYteuXbCysqI3E6m3/Pz88OrVKxw+fJiLmZmZIT09Hfr6+gCAsLAwdO/eHTk5OdDW1ubaHTx4kCZOJKQOE+bk4OWUqUi6+QAZmgZompcJK2d76P7xOx5lZIisWWhmZgY/Pz/IyUm8xClpQCQukv755x+MHDmSWzm8Yhbq/Px8LFu27KOrvRPyrrKyMggEgjr7h0heXv6jCyUDkPqyA5Ius0MIqVrKtBlYoeKEmKEjuZhL+h0Yrl0r0nb69OnVXhSbNCwSfzItWbIEGzZswObNm3l/xDt16oSbN29KNTlS7lVaHlKj05D7rOaXQjl16hS6dOkCbW1t6OnpoV+/fkhMTARQPk/V+2vtvXjxAoqKityEo8XFxZg9ezZMTU2hrq6Ojh078u4q3L59O7S1tXHs2DE4ODhAWVkZKSkpuH79Ojw9PaGvrw8tLS24u7uLvJ8ePHiALl26QEVFBQ4ODjh79iy3kn2FtLQ0DBs2DDo6OtDT04O3t7fIcgGVWbBgAXbs2IF///0XAoEAAoEAYWFhSE5OhkAgQExMDJKTk9G9e3cAgI6ODgQCAfz8/ACUX26r6tJabm4uxo8fD0NDQ2hqauLzzz/H7du3eed3dHTE1q1bYW1tDWVlZUi49jQh5ANKEh9jhWIr3DGxBwAIIERnwR0Ymhbw2o0YMQLz58+nAolwJC6SHj58WOmilZqamnj16pU0ciL/rzC/CMcXnEPId0dwctEF7J90BMcXnEPR66KP71xNb968QWBgIK5fv45z585BTk4OAwcOhFAohK+vL/bt28f78A4JCYGRkRE3Zm3MmDG4dOkS9u/fjzt37mDIkCHo06cP4uPjuX0KCgqwfPly/Pnnn4iNjYWhoSHy8/MxevRoRERE4MqVK7CxsYGXlxc3eFIoFMLHxwdqamq4evUqNm3aJHInZUFBAbp37w4NDQ1cvHgRkZGR0NDQQJ8+fVBcXFzl8545cyaGDh2KPn36ID09Henp6ejUqROvjZmZGf755x8A5b8H6enpWFvJf6HvY4zhiy++QEZGBk6cOIHo6Gg4OzujR48eePnyJdcuISEBf/31F/75558ql1AhhEgmOS4ZMWatIZSTRwvBE/SRuwZNwX8Fkr2RKebPnw8bGxsZZknqIokvtxkbGyMhIQGWlpa8eGRkJKytraWVFwFwbnUk0m7zl2FJu52Bs6si8cWCHjVyznfnnAKALVu2wNDQEPfv38ewYcMwffp0REZGcovB7t27FyNGjICcnBwSExOxb98+PH36lLvTcebMmTh16hS2bduGZcuWASi/lLRu3Tq0a9eOO8/nn3/OO+/GjRuho6OD8PBw9OvXD2fOnEFiYiLCwsK4y19Lly6Fp6cnt8/+/fshJyeHP//8k7uxYNu2bdDW1kZYWBh69er1weetoaEBVVVVFBUVffDymry8PHdZzdDQkDcmqSoXLlzA3bt3kZmZyc3avmrVKhw+fBh///03xo8fD6C8F27Xrl0wMDAQ67iEEPFkaBpAF3HoKBfHi79mKrjE2uJzB1piilRO4iJpwoQJ8Pf3x9atWyEQCPDs2TNERUVh5syZmDdvXk3k2Ci9SsvD01vpInEmZHh6Kx25z/KgZSL9LuHExEQEBQXhypUryMrKglAoBACkpqaidevW8PT0xJ49e9C1a1ckJSUhKiqKm0vk5s2bYIzB1taWd8yioiLe2npKSkpo27Ytr01mZibmzZuH8+fP4/nz5ygrK0NBQQE3mejDhw9hZmbGK2A6dOjAO0Z0dDQSEhJEZoMvLCzkLhnKQnR0NF6/fi2yvuDbt295eVlYWFCBRIiUvX79GucvHETH966bhAvboQCqAACLVlaV7ElINYqk2bNnIzc3F927d0dhYSG6desGZWVlzJw5E1OmTKmJHBulvIz8KrfnpufXSJHUv39/mJmZYfPmzTAxMYFQKETr1q25y1W+vr7w9/fHb7/9hr1796JVq1Zcj5BQKIS8vDyio6NF1sDT0NDgvldVVRWZQsLPzw8vXrxAcHAwLCwsoKysDDc3N+68jLGPTjshFArh4uKCPXv2iGyTZfEhFAphbGxc6Yzv7/ZGqaur115ShDRwQqEQe/bswePHj3nxGGELpKP8blU5JkR7Sx2Y69HvHqmcxEUSUH6Z48cff8T9+/chFArh4ODA+xAkn06zadWrt2sZS3919+zsbMTFxWHjxo3c5bTIyEheGx8fH0yYMAGnTp3C3r17MXLkf3eKODk5oaysDJmZmdz+4oqIiMC6devg5eUFAHjy5AmysrK47XZ2dkhNTcXz58+5hSSvX7/OO4azszNCQkK4wdGSUlJSElm4srI2AD7a7v28MjIyoKCgIHKZmhAifVevXsWpU6d4sVZt2iIyvxnSH/83DrBDCwMsGtLu/d0J4VSrSAIANTU1uLq6SjMX8g5tU000czJG2u0MMOF/A6UFcgKYtmtaI71IFXeEbdq0CcbGxkhNTRW5m01dXR3e3t4ICgpCXFwcRowYwW2ztbWFr68vRo0ahdWrV8PJyQlZWVk4f/482rRpwxVAlWnRogV27doFV1dX5OXlYdasWVBVVeW2e3p6onnz5hg9ejR+/vln5OfncwO3K3qYfH19sXLlSnh7e2PRokVo1qwZUlNTcfDgQcyaNQvNmjWr8vlbWlri9OnTePjwIfT09KClpSXSxsLCAgKBAMeOHYOXlxdUVVU/+g9Cz5494ebmBh8fH6xYsQItW7bEs2fPcOLECfj4+NDvESFSkpaWhj///JMXU1FRQUBAAJSVlfElgNTsN3j6sgDNdNWoB4l8lMR3txUWFmLlypXw8vKCq6srnJ2deV9EenrO7ALTdvxBxKbtmqLnzJqZsFNOTg779+9HdHQ0WrdujenTp2PlypUi7Xx9fXH79m107dpVZJr+bdu2YdSoUZgxYwZatmyJAQMG4OrVqzAzq3pg5NatW5GTkwMnJyeMHDkS06ZN4y2YLC8vj8OHD+P169do3749vv32W/zvf/8DAG5NLjU1NVy8eBHm5uYYNGgQ7O3tMXbsWLx9+1asnqVx48ahZcuWcHV1hYGBAS5duiTSxtTUFAsXLsT3338PIyMjsS4xCwQCnDhxAt26dcPYsWNha2uLr776CsnJyVyvGCGk+goLC7Fs2TKRAmn8+PGYM2cOd8MEAJjrqaOTjQEVSEQsYi9wW2HEiBEIDQ3Fl19+CSMjI5FxIvPnz5dqgnVVbS5wm/ssr3wMknGTGulBqq8uXbqELl26ICEhAc2bN5d1OqQOogVuGzbGGA4ePIh79+7x4l5eXmjfvr2MsiJ1XY0scFvh+PHjOHHiBDp37lztBIlktEw0qTgCcOjQIWhoaMDGxgYJCQnw9/dH586dqUAipBG6ffs2byJZALCxscHw4cNpbVEiNRIXSaampiK3WBNSG/Lz8zF79mw8efIE+vr66NmzJ1avXi32/lWNHTp58qTEg80JIbXvxYsXWLdunUh85syZdIcokTqJi6TVq1djzpw52LBhAywsLGoiJ0IqNWrUKIwaNara+1c1i7WpqWm1j0sIqXkVk9C+v7KDn59fo/8sehgfj7SUNDSzNIVtC5o1XJokLpJcXV1RWFgIa2trqKmpiSzC+e4yC4TUJS1atJB1CoSQajh16hSuXr3Ki3Xv3r3SJbIak6zsbOxZfAAqSeW95PF4ipNW5/D1vCHQ09X7yN5EHBIXScOHD0daWhqWLVtW6cBtQgghRBoePnyI/fv382KmpqYYM2aMyIS1jdGexQeglKzGiyklq2H3ogPwD54oo6waFomLpMuXLyMqKoq37hapXMWSHoQQ2aDfwfopNzcXwcHBIvGAgIBK5y9rjB7Gx3M9SO+SY3JQSdLAo4R4uvQmBRIXSXZ2dnj79m1N5NJgKCkpQU5ODs+ePYOBgQGUlJSox42QWsQYQ3FxMV68eAE5OTlupnRSt5WVlWHr1q149uwZLz58+HCRNSEbu7SUtCq3P01OoyJJCiQukn766SfMmDEDS5cuRZs2bUTGJFVnOYiGRk5ODlZWVkhPTxf5ZSeE1B41NTWYm5tDTk7ieXNJLbt48SIuXLjAi3Xs2BF9+vSRUUZ1m6mFKeLx9IPbm1nSzSjSIHGRVPGG7dGjBy9esQCpJGtaNWRKSkowNzdHaWkpvSaEyIC8vDwUFBSoF7eOS05Oxo4dO3gxHR0dTJo0SeSfcPKfljY2OGV1DkrJapBj//0TIBQIUWxZQL1IUiJxkfR+pU8+TCAQQFFRkX7RCSHkPW/evMGqVatE4pMnT4a+vr4MMqp/vp43BLsXHeCNTSq2LMDX84bIMKuGReJlSUg5SaY1J4QQUo4xhr179yIhIYEXHzhwINq2bSujrOq3RwnxeJpM8ySJq0aXJSGEEEKq4/r16zhx4gQv1qZNGwwcOJAui34C2xY2VBzVECqSCCGE1Kj09HRs2rSJF1NSUsL06dNp4WFSp1GRRAghpEYUFhYiODgYRUVFvPi4ceNgYmIio6wIER8VSYQQQqSKMYZ///0Xt2/f5sX79OmDjh07yigrQiQncZH0+eef4+DBg9DW1ubF8/Ly4OPjg/Pnz0srN0IIIfXM3bt3cfDgQV6sefPmGDFiBM1XReodiYuksLAwFBcXi8QLCwsREREhlaQIIYTUL9nZ2fj9999F4jNmzICGhujyGYTUB2IXSXfu3OG+v3//PjIyMrjHZWVlOHXqFExNaYZPQghpTEpKSrBhwwa8fPmSFx81ahSsrKxklBUh0iF2keTo6AiBQACBQIDPP/9cZLuqqip+++03qSZHCCGk7jpz5gyioqJ4MXd3d3h4eMgmIUKkTOwiKSkpCYwxWFtb49q1azAwMOC2KSkpwdDQEPLy8jWSJCGEkLojPj4ee/fu5cWaNm2Kb7/9lj4HSIMidpFkYWEBABAKhTWWDCGEkLorLy8Pa9asEYn7+/uL3MxDSENQrSkAHj16hLCwMGRmZooUTfPmzZNKYoQQQuqGsrIybN++HU+f8ledHzZsGOzs7GSUFSE1T+IiafPmzZg0aRL09fXRtGlT3lTyAoGAiiRCCGlAIiMjce7cOV6sffv28PLyklFGhNQeiYukJUuWYOnSpZgzZ05N5EMIIaQOSE1NxbZt23gxTU1NTJ48GUpKSjLKipDaJXGRlJOTgyFDhtRELoQQQmSsoKAAK1euFIlPmjQJhoaGMsiIENmRuEgaMmQIzpw5g4kTJ9ZEPoQQQmSAMYaQkBA8fPiQF/f29oajo6NskiJExiQuklq0aIGgoCBcuXIFbdq0gaKiIm/7tGnTpJYcIYSQmhcdHY1jx47xYq1atcLgwYN5404JaWwEjDEmyQ5VzaAqEAjw+PHjT06qPsjLy4OWlhZyc3Ohqakp63QIIURiGRkZ2LhxIy8mLy+PGTNmQFVVVUZZEVKzJPn8lrgnKSkpqdqJEUIIkb2ioiL8+uuvKCgo4MW/+eYbNGvWTEZZEVL3VGueJAAoLi5GUlISmjdvDgWFah+GEEJILWGM4ejRo7h16xYv3qtXL7i5uckoK0LqLomrm4KCAkydOhU7duwAUD6xpLW1NaZNmwYTExN8//33Uk+SEELIp4mNjcXff//Ni1laWmLkyJGQk5OTUVaE1G0S/2bMnTsXt2/fRlhYGFRUVLh4z549ERISItXkCCGEfJqXL19i4cKFIgVSYGAgRo8eTQUSIVWQuCfp8OHDCAkJwWeffca768HBwQGJiYlSTY4QQkj1lJaWYuPGjcjKyuLFR44cCWtraxllRUj9InGR9OLFi0onFHvz5g3dKkoIIXXA2bNncenSJV6sS5cu6NGjh4wyIqR+krhIat++PY4fP46pU6cCAFcYbd68mQb+EUKIDCUmJmL37t28mKGhIcaNG0c32BBSDRL/1ixfvhx9+vTB/fv3UVpairVr1yI2NhZRUVEIDw+viRwJIYRUIT8/H7/88otIfOrUqdDV1ZVBRoQ0DBIXSZ06dcLly5excuVKNG/eHGfOnIGzszOioqLQpk2bmsiREEJIJYRCIXbu3ImUlBRefMiQIXBwcJBRVoQ0HBIVSSUlJRg/fjyCgoK4KQAIIYTUvsuXLyM0NJQXc3FxwRdffEHjQwmREomKJEVFRRw6dAhBQUE1lQ8hhJAqPH36FFu2bOHF1NXVMW3aNCgpKckoK0IaJoknyBg4cCAOHz4stQTWrVsHKysrqKiowMXFBREREVW2Dw8Ph4uLC1RUVGBtbY0NGzbwtsfGxmLw4MGwtLSEQCBAcHCwyDGWL1+O9u3bo0mTJjA0NISPj4/IyteEEFKXvH37FosXLxYpkCZOnIiZM2dSgURIDZB4TFKLFi2wePFiXL58GS4uLlBXV+dtnzZtmtjHCgkJQUBAANatW4fOnTtj48aN6Nu3L+7fvw9zc3OR9klJSfDy8sK4ceOwe/duXLp0Cd999x0MDAwwePBgAOUzgltbW2PIkCGYPn16pecNDw/H5MmT0b59e5SWluLHH39Er169cP/+fZHnQwghssQYw99//4379+/z4v3794ezs7OMsiKkcRAwxpgkO1hZWX34YAIBHj9+LPaxOnbsCGdnZ6xfv56L2dvbw8fHB8uXLxdpP2fOHBw5cgRxcXFcbOLEibh9+zaioqJE2ltaWiIgIAABAQFV5lEx91N4eDi6desmVu6SrCJMCCHvK0l8jLKUFChYWkLBuvK/q7du3cKRI0d4MTs7OwwdOpTGHRFSTZJ8fkvck5SUlFTtxN5VXFyM6OhokbXeevXqhcuXL1e6T1RUFHr16sWL9e7dG1u2bEFJSQkUFRWrlUtubi4AVHmrbFFREYqKirjHeXl51ToXIaRxE+bk4OWUqSgK+2/KFGUPd+j+8TvktLUBAJmZmbx/HoHyf0JnzpwJNTW12kyXkEat2rOLFRcXIykpCc2bN6/WJGVZWVkoKyuDkZERL25kZISMjIxK98nIyKi0fWlpKbKysmBsbCxxHowxBAYGokuXLmjduvUH2y1fvhwLFy6U+PiEEPKul1OmoigiEs80jZChaYCmeZkwiYjEy8lToLltK3777Te8fv2at8/YsWNhZmYmo4wblofx8UhLSUMzS1PYtrCRdTqkjpO4uikoKMDUqVO5KQAePXoEa2trTJs2DSYmJiI9Qx/zfpcxY6zKbuTK2lcWF9eUKVNw584dREZGVtlu7ty5CAwM5B7n5eXRHy1CiERKEh8jK+oGgntORYzZf/+UOT65i65vY5Dw3jCDHj16oEuXLrWdZoOUlZ2NPYsPQCVJAwAQj6c4aXUOX88bAj1dPRlnR+oqie9umzt3Lm7fvo2wsDCoqKhw8Z49eyIkJETs4+jr60NeXl6k1ygzM1Okt6hC06ZNK22voKAAPT3J3+RTp07FkSNHcOHCBTRr1qzKtsrKytDU1OR9EUKIJMpSUhDsMQ53TO25mBFewtjiDRLs/uvVMDc3R1BQEBVIUrRn8QEoJfMvVSolq2H3ogMyyojUBxL3JB0+fBghISH47LPPeL03Dg4OSExMFPs4SkpKcHFxQWhoKAYOHMjFQ0ND4e3tXek+bm5uOHr0KC925swZuLq6SjQeiTGGqVOn4tChQwgLC6tyMDohhEhLmo4x14OkikJ4yMWItJk+fTr9EyZlD+PjuR6kd8kxOagkaeBRQjxdeiOVkrgnqeJOsPe9efNG4ktegYGB+PPPP7F161bExcVh+vTpSE1NxcSJEwGU91qNGjWKaz9x4kSkpKQgMDAQcXFx2Lp1K7Zs2YKZM2dybYqLixETE4OYmBgUFxcjLS0NMTExSEhI4NpMnjwZu3fvxt69e9GkSRNkZGQgIyMDb9++lfTlIIQQsT3X0IMchOgsuCNSIF0X2sFzxHdUINWAtJS0Krc/Ta56O2m8JC6S2rdvj+PHj3OPKwqjzZs3w83NTaJjDRs2DMHBwVi0aBEcHR1x8eJFnDhxAhYWFgCA9PR0pKamcu2trKxw4sQJhIWFwdHREYsXL8avv/7KzZEEAM+ePYOTkxOcnJyQnp6OVatWwcnJCd9++y3XZv369cjNzYWHhweMjY25L0kuFxJCiKQyH91Eb7lr0BQUcLHHzBgnhZ8hC9popkt3rtUEUwvTKrc3s6x6O2m8JJ4n6fLly+jTpw98fX2xfft2TJgwAbGxsYiKiuJmw24MaJ4kQoi4kpKSsHPnTl7sNVPBJdYWQshBTiBAB2tdBI9ylVGGDd/agA1QSlaDHPuvb0AoEKLYsgD+wRNlmBmpbZJ8fkvck9SpUydcunQJBQUFaN68Oc6cOQMjIyNERUU1mgKJEELE8fr1ayxcuFCkQMpt5oEI5gjh//8J7mCti0VD2skixUbj63lDUGxZwIsVWxbg63lDZJQRqQ/E6kkKDAzE4sWLoa6ujosXL6JTp07VmhupIaGeJELIhwiFQuzevVtk8t3Bgwdz87GlZr/B05cFaKarBnM9Wg6ptjxKiMfTZJonqTGT5PNbrCJJUVERT58+hZGREeTl5ZGenl7p4O3GhIokQkhlrly5gtOnT/Nijo6OGDBgAC0lQkgdIPVlSSwtLfHrr7+iV69eYIwhKioKOjo6lbYVd+0zQghpSNLS0vDnn3/yYqqqqvD394eysrKMsiKEfAqxepIOHz6MiRMnIjMzEwKBAB/aRSAQoKysTOpJ1kXUk0QIAYC3b9/il19+QWlpKS8+YcIENG3aVEZZEUI+ROqX2yq8fv0ampqaePjw4Qcvt2lpaUmWbT1FRRIhjRtjDAcPHsS9e/d48S+++AKurnSXGiF1ldQvt1UM3NbQ0MCFCxdgZWXV6AduE0Iar9u3b+Pw4cO8mK2tLb766isad0RIA0IDt6uJepIIaXxevHiBdevWicRnzpwJdXW6Q42Q+oAGbhNCiBSVlJTgjz/+QG5uLi/u5+fHrRBACGl4aOB2NVFPEiGNw8mTJ3Ht2jVe7PPPP0fXrl1llBEh5FPQwO1aQEUSIQ3bw4cPsX//fl6sWbNm8PPzg7y8vIyyIoR8KqlfbqtAA7cJIQ3dq1evsHbtWpF4QEBAo/knkBBSTqxKJy8vj6u2nJycUFBQ8MG21KtCCKmPysrKsGXLFqSnp/Piw4cPh62trYyyIoTIklhFko6ODndHm7a2dqW3uDLGGtWYJEJIwxEeHo6wsDBerGPHjujTp49sEiKE1AliFUnnz5+Hrq4uAODChQs1mhAhhNSW5ORk7NixgxfT0dHBpEmToKioKKOsCCF1hUQDt8l/aOA2IfXX69evsXr1apH45MmToa+vL4OMCCG1ReoDt+/cuSP2ydu2bSt2W0IIqU1CoRD79u1DQkICLz5w4ED620UIESFWkeTo6MjNj/SxKfdpTBIhpC66du0aTp48yYu1bdsWPj4+tJQIIaRSYhVJSUlJ3Pe3bt3CzJkzMWvWLLi5uQEAoqKisHr1avz88881kyUhhFRTeno6Nm3axIspKysjICAAKioqMsqKEFIfiFUkvTvt/pAhQ/Drr7/Cy8uLi7Vt2xZmZmYICgqCj4+P1JMkhBBJFRYWIjg4GEVFRbz4uHHjYGJiIqOsCCH1icQzQt69exdWVlYicSsrK9y/f18qSRFCSHUxxnD48GGRsZR9+/ZFhw4dZJQVIaQ+krhIsre3x5IlS7Blyxauq7qoqAhLliyBvb291BMkhBBx3b17FwcPHuTFWrRogeHDh0NOTk5GWRFC6iuJi6QNGzagf//+MDMzQ7t27QAAt2/fhkAgwLFjx6SeICGEfExWVhb++OMPkfiMGTOgoaEhg4wIIQ1BteZJKigowO7du/HgwQMwxuDg4IARI0ZAXV29JnKsk2ieJEJkr6SkBOvXr0dOTg4vPnr0aFhaWsomKUJInVZjC9xWUFNTw/jx46uVHCGESMPp06dx5coVXszDwwPu7u4yyogQ0tBUq0gihBBZefToEfbt28eLGRsb45tvvoG8vLyMsiKENERUJBFC6oXc3FwEBweLxP39/aGtrV3r+RBCGj4qkgghdVpZWRm2b9+Op0+f8uLDhg2DnZ2djLIihDQGVCQRQuqsiIgInD9/nhdr3749bzJbQgipKdUukoqLi5GZmQmhUMiLm5ubf3JShJCGryTxMcpSUqBgaQkFa/4Etampqdi2bRsvpqmpicmTJ0NJSak20ySENGISF0nx8fEYO3YsLl++zItXLH5LC9wSQqoizMnByylTkXTzATI0DdA0LxNWzvbQ/eN3FCopYeXKlSL7fPfddzAwMJBBtoSQxkziIsnPzw8KCgo4duwYjI2NafVsQohEUqbNwAoVJ8QMHcnFHJ/eRftly/FUXY3X1tvbG46OjrWcISGElJO4SIqJiUF0dDQNmCSESKwk8TFWKLbCHZP/ljAyw3MYm7/BU/xXILVu3RqDBg2if8IIITIlcZHk4OCArKysmsiFENLAJcclI8asNQBAH6/QXu4Bb7u8QA4zZs2EqqqqLNIjhBAesVZ8zMvL475WrFiB2bNnIywsDNnZ2bxteXl5NZ0vIaQey9A0gCJK0FfuikiBdFnYGu4eA6lAIoTUGWL1JGlra/O6vRlj6NGjB68NDdwmhFSFMYZLUSfRU+4tL57KDBHLrAEAFq2sKtuVEEJkQqwi6cKFCzWdByGkAbtw4QIuXrwoEj8l7AAGOcgxIdpb6sBcr/Eskk0IqfvEKpLeXTAyNTUVZmZmIgMqGWN48uSJdLMjhNRraWlp+PPPP0Xiuc08cDm1kHvcoYUBFg1pV5upEULIR0k8cNvKygrp6ekwNDTkxV++fAkrKyu63EYIQXFxMZYvXy4S79evH1xcXAAAqdlv8PRlAZrpqlEPEiGkTpK4SKoYe/S+169fQ0VFRSpJEULqr02bNiE9PZ0XMzMzw9ixY3kxcz11Ko4IIXWa2EVSYGAgAEAgECAoKAhqav/NaVJWVoarV6/SpG+ENGLXrl3DyZMnReI//PADFBUVZZARIYR8GrGLpFu3bgEo70m6e/cub/0kJSUltGvXDjNnzpR+hoSQOi0rKwt//PGHSHzcuHEwMTGRQUaEECIdYhdJFXe4jRkzBmvXroWmpmaNJUUIqfvKysqwZMkSkXj37t3RrVs3GWRECCHSJfGYpPdX5iaEND4hISF48IA/GaSmpiYCAgJoKRFCSIMhVpE0aNAgbN++HZqamhg0aFCVbQ8ePCiVxAghslOS+BhlKSlQsLSEgvV/EzzGxsbi77//Fmk/e/ZsmimbENLgiFUkaWlpcf8damlp1WhChBDZEebk4OWUqUi6+QAZmgZompcJK2d7KPy0HGu3bhVpP3LkSFhbW8sgU0IIqXkCxhiTdRL1UV5eHrS0tJCbm0vjs0iDkTRyLFYotUJMs9b/H2HoK3dVpF379u3h5eVVu8kRQogUSPL5LfGYpM2bN8PDwwM2NjbVTpAQUveUJD7GCsVWuGNiDwBwECTBQvBcpN28efNo3BEhpFGQuEhavXo1JkyYgKZNm8Ld3R0eHh5wd3eHnZ1dTeRHCKklyXHJiDFrDT3kooNcnMj2gW06oO2gvjLIjBBCZENO0h0ePHiAZ8+eYfXq1dDS0sKaNWvQqlUrNG3aFF999VVN5EgIqQVPVLXQV+6KSIF0S2iDk8LPkKtvJqPMCCFENj5pTNKbN28QGRmJ/fv3Y/fu3WCMobS0VJr51Vk0Jok0FIwxrFmzBvn5+bx4BtPBLdaSe/zXtC60jAghpN6r0TFJJ0+eRHh4OMLCwnD79m20atUK3bp1wz///IOuXbtWO2lCSO27ePEiN1Hsu04JO4D9f0ezHBOivaUOFUiEkEZH4sttX3zxBbZt24ZBgwYhIyMDN27cwC+//IIBAwZAR0dH4gTWrVsHKysrqKiowMXFBREREVW2Dw8Ph4uLC1RUVGBtbY0NGzbwtsfGxmLw4MGwtLSEQCBAcHCwVM5LSEPy7NkzLFy4UKRAGv3NeORYfcEVSADQoYUBFg93qe0UCSFE5iTuSfrll19w8eJFrFy5Er/88gs3eNvDwwP29vYSHSskJAQBAQFYt24dOnfujI0bN6Jv3764f/8+zM3NRdonJSXBy8sL48aNw+7du3Hp0iV89913MDAwwODBgwEABQUFsLa2xpAhQzB9+nSpnJeQhqKkpATLli0TiXt5eaF9+/YAgOBRxkjNfoOnLwvQTFeNepAIIY3WJ41Junv3LsLDw3HhwgUcPXoUenp6SE9PF3v/jh07wtnZGevXr+di9vb28PHxwfLly0Xaz5kzB0eOHEFc3H8DSydOnIjbt28jKipKpL2lpSUCAgIQEBDwSeetDI1JIvXN1q1b8eTJE17MxMQE48aNk1FGhBBS+2p0TFKFW7duISwsDBcuXEBERASEQiGaNWsm9v7FxcWIjo7G999/z4v36tULly9frnSfqKgo9OrVixfr3bs3tmzZgpKSEigqKtbIeQGgqKgIRUVF3OO8vLyPnouQuiA6OhrHjh0Tic+dOxdKSkoyyIgQQuoHiYukAQMGIDIyEnl5eXB0dISHhwfGjx+Pbt26SdSjkpWVhbKyMhgZGfHiRkZGyMjIqHSfjIyMStuXlpYiKysLxsbGNXJeAFi+fDkWLlz40eMTUldkZ2fj999/F4l/8803Ev1DQwghjZXERZKtrW21iqIPeX/mXsZYlbP5Vta+sri0zzt37lwEBgZyj/Py8mBmRvPGkLqnrKwMS5YsEYlXjB8khBAiHomLpFWrVknlxPr6+pCXlxfpvcnMzBTp5anQtGnTStsrKChAT0+vxs4LAMrKylBWVhbrHITIyt9//43Y2FheTE1NDTNnzqSlRAghREISTwEgLUpKSnBxcUFoaCgvHhoaik6dOlW6j5ubm0j7M2fOwNXVVazxSNU9LyF1XVxcHBYuXChSIM2aNQuzZs2iAokQQqqh2gO3pSEwMBAjR46Eq6sr3NzcsGnTJqSmpmLixIkAyi9xpaWlYefOnQDK72T7/fffERgYiHHjxiEqKgpbtmzBvn37uGMWFxfj/v373PdpaWmIiYmBhoYGWrRoIdZ5Cakv8vPz8csvv4jEfX19ufc7IYSQ6pFpkTRs2DBkZ2dj0aJFSE9PR+vWrXHixAlYWFgAANLT05Gamsq1t7KywokTJzB9+nT88ccfMDExwa+//srNkQSUT5Ln5OTEPV61ahVWrVoFd3d3hIWFiXVeQuo6xhgWL16M92fwcHJywoABA2SUFSGENCyfNE9SY0bzJBFZOX36NK5cuSISDwoKgpyczK6gE0JIvSD1eZIkmROICgZCakZycjJ27NghEvf394e2tnbtJ0QIIQ2cWEWStra22AM/y8rKPikhQghfYWEhVqxYIRIfNGgQ2rRpI4OMCCGkcRCrSHp3Eczk5GR8//338PPzg5ubG4DymbB37Ngh9pIehBDx/Prrr8jJyeHFbGxsMGLECBllRAghjYfEY5J69OiBb7/9FsOHD+fF9+7di02bNnGDoxs6GpNEatKlS5dw9uxZkfiPP/4IBQWZ3m9BCCH1miSf3xIXSWpqarh9+zZsbGx48UePHsHR0REFBQWSZ1wPUZFEakJGRgY2btwoEp80aRIMDQ1lkBEhhDQsNbrArZmZGTZs2IDVq1fz4hs3bqRlOgipppKSEixbtkwk3rt3b3z22WcyyIgQQojERdKaNWswePBgnD59mvvjfeXKFSQmJuKff/6ReoKENHQ7duxAcnIyL2ZoaIhJkybJJiFCCCEAqjlP0pMnT7B+/Xo8ePAAjDE4ODhg4sSJjaoniS63kU8VExODf//9VyT+/fff0zqBhBBSQ2p0TBIpR0USqa6cnBz8+uuvIvGxY8c2qn80GruH8fFIS0lDM0tT2Law+fgOhBCpqNExSQAQERGBjRs34vHjxzhw4ABMTU2xa9cuWFlZoUuXLtVKmpCGTigUYvHixSLxzp07o2fPnjLIiMhCVnY29iw+AJUkDQBAPJ7ipNU5fD1vCPR09WScHSHkXRKvYfDPP/+gd+/eUFVVxc2bN1FUVASgfKHNygaeEkKAw4cPixRIysrKmDdvHhVIjcyexQeglKzGiyklq2H3ogMyyogQ8iES9yQtWbIEGzZswKhRo7B//34u3qlTJyxatEiqyRFS3z18+JD3e1Jh5syZUFdXl0FGRJYexsdzPUjvkmNyUEnSwKOEeLr0RkgdInGR9PDhQ3Tr1k0krqmpiVevXkkjJ0LqhZLExyhLSYGCpSUUrK14216/fi0yTQYADB8+HLa2trWVIqlj0lLSqtz+NDmNiiRC6hCJiyRjY2MkJCTA0tKSF4+MjIS1tbW08iKkzhLm5ODllKkoCgvnYsoe7tD943cItLSwfPlylJSU8PZp164dfHx8ajlTUteYWpgiHk8/uL2ZpWktZkMI+RiJi6QJEybA398fW7duhUAgwLNnzxAVFYWZM2di3rx5NZEjIXXKyylTkRTzELG2XSEAg0PGI5hEROL4/Pm4qasr0j4oKAhychIP/yMNUEsbG5yyOgelZDXIsf/eE0KBEMWWBdSLREgdI3GRNHv2bOTm5qJ79+4oLCxEt27doKysjJkzZ2LKlCk1kSMhdcaLqzcxV9UV974cycW0kQ83uViRttOmTYOOjk5tpkfqga/nDcHuRQd4Y5OKLQvw9bwhMsyKEFKZas+TVFBQgPv370MoFMLBwQEaGqKDERsymiepcZrkvxG3tCwAgQAKKIWn3A2RNt7e3nB0dKz95Ei98ighHk+TaZ4kQmqbJJ/fEl8DGDt2LPLz86GmpgZXV1d06NABGhoaePPmDcaOHVvtpAmp6xJvPcAtbUtAIEAXwW2RAimLaWKU91dUIBGx2Lawwec9PahAIqQOk7hI2rFjB96+fSsSf/v2LXbu3CmVpAipi54mpMES6egrdwVNBPzfgdPCDrjOHJCuLjomiRBCSP0k9pikvLw8MMbAGEN+fj5UVFS4bWVlZThx4gQMDQ1rJElCZC0zMxNh9yNh/96/FZHCNsjHf/MdNdNVAyGEkIZB7CJJW1sbAoEAAoGg0nleBAIBFi5cKNXkCJG10tJSLF26VCT+QGiOJJj8F2AMn7XQh7keTRBJCCENhdhF0oULF8AYw+eff45//vkHuu/c6qykpAQLCwuYmJhUcQRC6pc9e/YgISGBF9PS1ELcM20kqRnz4i5mWlg0pF1tpkcIIaSGiV0kubu7AwCSkpJgZmZG876Qeu9DM2bfuXMHhw4dEmk/Z84c7jJzUsxD3Lz3BAJ9fbi2t6EeJEIIaYAknifJwsICQPkUAKmpqSguLuZtb9u2rXQyI6SGVMyYnXTzATI0DdA0LxNWzvaQW74Mv23bJtJ+9OjRIjPMWzm2hJVjy1rKmBBCiCxIXCS9ePECY8aMwcmTJyvdXlZW9slJEVKTUqbNwAoVJ8QMrZgQkqGv3FXgvQLps88+Q+/evWs/QUIIIXWCxNfMAgICkJOTgytXrkBVVRWnTp3Cjh07YGNjgyNHjtREjoRITUniY6xQbIU7JvYAgNaCx+UF0jvk5eUxb948KpAIIaSRk7gn6fz58/j333/Rvn17yMnJwcLCAp6entDU1MTy5cvxxRdf1ESehEhFclwyYsxaQx+v0F7ugcj2QW07os3APjLIjBBCSF0jcZH05s0bbj4kXV1dvHjxAra2tmjTpg1u3rwp9QQJkaZUFU30lTsuEo8W2iITuvhcj1ZhJ4QQUk7iIqlly5Z4+PAhLC0t4ejoiI0bN8LS0hIbNmyAsbHxxw9AiAwwxrBy5UqR2eKfMT3cZv8tC2HRyur9XQkhhDRSEhdJAQEBSE9PBwDMnz8fvXv3xp49e6CkpITt27dLOz9CPtmFCxdw8eJFkfgpYQew/x+WJ8eEaG+pQ7fyE0II4QgYY+xTDlBQUIAHDx7A3Nwc+vr60sqrzpNkFWEiG0+fPsWWLVtE4n7fTsSac09wJTGbi33WXA+LhrSDpqpibaZICCGklkny+f3JRVJjRUVS3VVcXIzly5eLxPv37w9nZ2fucWr2Gzx9WYBmumrUg0QIIY2EJJ/fYl1uCwwMFPvkv/zyi9htCZG2TZs2cZeDK5iZmWHs2LEibc311Kk4IoQQ8kFiFUm3bt0S62ACgeCTkiGkuq5du1bpBKc//PADFBXpEhohhBDJiVUkXbhwoabzIKRasrKy8Mcff4jEx40bRwsuE0II+SQS391GSF1QVlaGJUuWiMS7d++Obt26ySAjQgghDY3ERVL37t2rvKx2/vz5T0qIkI8JCQnBgwf82bI1NTUREBBAl3wJIYRIjcRFkqOjI+9xSUkJYmJicO/ePYwePVpaeZFGriTxMcpSUqBgaQkF6/IJHmNjY/H333+LtJ09ezZUVVVrO0VCCCENnMRF0po1ayqNL1iwAK9fv/7khEjjJszJwcspU5F08wEyNA3QNC8TBh3aYIe16EzYI0eOhLW1tQyyJIQQ0hhIbZ6khIQEdOjQAS9fvpTG4eo8miepZiSNHIsVSq0Q06w1AIa+cldF2rRv3x5eXl61nxwhhJB6T+rzJIkjKioKKioq0jocaYRKEh9jhWIr3DGxh4MgCRaC5yJt5s2bR+OOCCGE1AqJi6RBgwbxHjPGkJ6ejhs3biAoKEhqiZHGJzkuGU/MzNBb7rrItgtCJ/zZXoMKJEIIIbVG4iJJS0uL91hOTg4tW7bEokWL0KtXL6klRhqXt2/fYm90BDrI8eO3hDbIgB4AIF3TEC1kkBupGQ/j45GWkoZmlqawbWEj63QIIUSExEXStm3baiIP0kgxxrBmzRrk5+fz4hlMB7dYS17MopXo4G1S/2RlZ2PP4gNQSdIAAMTjKU5ancPX84ZAT1dPxtkRQsh/5D7ehO/69eu4elV0MO3Vq1dx48YNqSRFGoeLFy9i0aJFIgXSmTJXXoEkx4ToaKFF66w1EHsWH4BSshovppSsht2LDsgoI0IIqZzERdLkyZPx5MkTkXhaWhomT54slaRIw/bs2TMsXLhQZLmbyZMnY/rsH9C+hREv3qGFARYPd6nNFEkNeRgfD5UkDcgx/p8eOSYHlSQNPEqIl1FmhBAiSuLLbffv34ezs7NI3MnJCffv35dKUqRhKikpwbJly0TiXl5eaN++Pfc4eJQrUrPf4OnLAjTTVaMepAYkLSWtyu1Pk9NofBIhpM6QuEhSVlbG8+fPRSbxS09Ph4ICLQVHKrd161aRHkgTExOMGzeu0vbmeupUHDVAphamiMfTD25vZmlai9kQQkjVJK5qPD09MXfuXPz777/cnW6vXr3CDz/8AE9PT6knSOq36OhoHDt2TCQ+d+5cKCkpySAjIkstbWxwyuoclJLVeJfchAIhii0LqBeJEFKnSDzjdlpaGrp164bs7Gw4OTkBAGJiYmBkZITQ0FCYmZnVSKJ1Dc24XbXs7Gz8/vvvIvFvv/0WpqbUW9CYZb/Mxu5F/93dBgCFVq/p7jZCSK2Q5PO7WsuSvHnzBnv27MHt27ehqqqKtm3bYvjw4VBUVKx20vUNFUmVKysrw5IlS0Ti7u7u8PDwqP2ESJ31KCEeT5NpniRCSO2q8SKJUJFUmb///huxsbG8mJqaGmbOnEkzZRNCCKkTpL5225EjR8Q++YABA8RuCwDr1q3DypUrkZ6ejlatWiE4OBhdu3b9YPvw8HAEBgYiNjYWJiYmmD17NiZOnMhr888//yAoKAiJiYlo3rw5li5dioEDB3LbS0tLsWDBAuzZswcZGRkwNjaGn58f/ve//0FOTuJZERq9uLg4/PXXXyLxWbNmQU1NrZI9CCGEkLpPrCLJx8dHrIMJBAKUlZWJffKQkBAEBARg3bp16Ny5MzZu3Ii+ffvi/v37MDc3F2mflJQELy8vjBs3Drt378alS5fw3XffwcDAAIMHDwZQvtDusGHDsHjxYgwcOBCHDh3C0KFDERkZiY4dOwIAVqxYgQ0bNmDHjh1o1aoVbty4gTFjxkBLSwv+/v5i59/Y5efn45dffhGJ+/r6okULWkCEEEJI/SbTy20dO3aEs7Mz1q9fz8Xs7e3h4+OD5cuXi7SfM2cOjhw5gri4OC42ceJE3L59G1FRUQCAYcOGIS8vDydPnuTa9OnTBzo6Oti3bx8AoF+/fjAyMsKWLVu4NoMHD4aamhp27dolVu6N+XIbYwyLFy/G+28dZ2dn9O/fX0ZZEUIIIR8nyee3zK4tFRcXIzo6WmRR3F69euHy5cuV7hMVFSXSvnfv3rhx4wZKSkqqbPPuMbt06YJz587h0aNHAIDbt28jMjISXl5eH8y3qKgIeXl5vK/G6PTp01i0aJFIgRQUFEQFUgPyMD4e58+G0QzYhJBGrVqzP7558wbh4eFITU1FcXExb9u0adPEOkZWVhbKyspgZMRfgsLIyAgZGRmV7pORkVFp+9LSUmRlZcHY2PiDbd495pw5c5Cbmws7OzvIy8ujrKwMS5cuxfDhwz+Y7/Lly7Fw4UKxnlt9V5L4GIkXr+FZiQKsOrSBlWNLJCcnY8eOHSJtAwICuPmySP1Hi88SQsh/JC6Sbt26BS8vLxQUFODNmzfQ1dVFVlYW1NTUYGhoKHaRVOH9u54YY1XeCVVZ+/fjHztmSEgIdu/ejb1796JVq1aIiYlBQEAATExMMHr06ErPO3fuXAQGBnKP8/LyGtycUMKcHCQOH41l5p6IM7YFACgcSoDnv/tF2g4aNAht2rSp7RRJDatq8Vn/4Ikf2IsQQhomiYuk6dOno3///li/fj20tbVx5coVKCoq4uuvv5Zo0LO+vj7k5eVFeo0yMzNFeoIqNG3atNL2CgoK0NPTq7LNu8ecNWsWvv/+e3z11VcAgDZt2iAlJQXLly//YJGkrKwMZWVlsZ9ffVKS+BhF167hadAiTPpyKd4ql39IugtuQU1QxGtrY2ODESNGyCJNUsMqFp9937uLz9J8RoSQxkTiMUkxMTGYMWMG5OXlIS8vj6KiIpiZmeHnn3/GDz/8IPZxlJSU4OLigtDQUF48NDQUnTp1qnQfNzc3kfZnzpyBq6srN5Hlh9q8e8yCggKRW/3l5eUhFArFzr8hEObkIMv3a8T0G4p/Nh7CmK9W4q2yGqzwDH3lrogUSL79hlCB1ICJs/gsIYQ0JhL3JCkqKnKXroyMjJCamgp7e3toaWkhNTVVomMFBgZi5MiRcHV1hZubGzZt2oTU1FRu3qO5c+ciLS0NO3fuBFB+J9vvv/+OwMBAjBs3DlFRUdiyZQt31xoA+Pv7o1u3blixYgW8vb3x77//4uzZs4iMjOTa9O/fH0uXLoW5uTlatWqFW7du4ZdffsHYsWMlfTnqtZRpM7BCxQkxQ0cCAJrgDbrI3RBpFyFsi9dQg8fjdLRwcajtNEktocVnCSGET+IiycnJCTdu3ICtrS26d++OefPmISsrC7t27ZJ4jMqwYcOQnZ2NRYsWIT09Ha1bt8aJEydgYWEBAEhPT+cVXlZWVjhx4gSmT5+OP/74AyYmJvj111+5OZIAoFOnTti/fz/+97//ISgoCM2bN0dISAg3RxIA/PbbbwgKCsJ3332HzMxMmJiYYMKECZg3b56kL0e9VZL4GCsUW+GOiT3kIERvuWsibe4LLZACY+6xuU2z2kyR1DJafJYQQvgknifpxo0byM/PR/fu3fHixQuMHj0akZGRaNGiBbZu3QpHR8caSrVuqe/zJMUfO4+R10vQThAPE0E2b1s+U0Uka8eLObx9jq0/j6rNFIkM0OKzhJCGjtZuqwX1vUg68u953IqJEImfEbZHGeR5MdWyIhya0gnaTfVrKz0iY7T4LCGkoZL62m3vSkpKQmlpKWxs+H844+PjoaioCEtLS0kPSWrR69evsXr1apF4lLAVXqGJSFwOwL8/9oWmqmItZEfqCtsWNlQcEUIaPYnvbvPz86t0RuyrV6/Cz89PGjmRGiAUCrF7926RAumO0BonhZ9VWiA1UVHAgYCuVCARQghplKo1mWTnzp1F4p999hmmTJkilaSIdF27do23lh0AtGvXDt17eWH+33eQlvjfmCS7pk3QoYU+XKx10bE5XV4jhBDSeElcJAkEAuTn54vEc3NzUVZWJpWkiHQ8e/YMmzdv5sWUlZUREBAAFRUVAEDwKFekZr/B05cFaKarBnM9dVmkSgghhNQ5Eg/c7tevH9TU1LBv3z7Iy5cP8C0rK8OwYcPw5s0bkR6LhqouD9wuLCzEmjVrRNbVGz9+PIyNjT+wFyGEENLw1ejA7Z9//hndunVDy5Yt0bVrVwBAREQE8vLycP78+eplTKSCMYbDhw/jzp07vHjfvn3RoUMHGWVFCCGE1E8SF0kODg64c+cOfv/9d9y+fRuqqqoYNWoUpkyZAl1d3ZrIkYjhzp07OHToEC/WokULjBgxosoFgwkhhBBSOZonqZrqyuW2rKws/PHHHyLxmTNnQl2dxhcRQggh76rRy22kbigpKcH69euRk5PDi48ePZrmqiKEEEKkgIqkeuj06dO4cuUKL+bh4QF3d3cZZUQIIYQ0PFQk1SOPHj3Cvn37eDETExOMHTuWu9OQEEIIIdJBRVIdVJL4GGUpKVCwtISCtRVyc3MRHBws0s7f3x/a2tq1nh8hhBDSGFSrSCotLUVYWBgSExMxYsQINGnSBM+ePYOmpiY0NDQ+fgBSKWFODl5OmYqkmw+QoWkAw/wXuDWgJ56rqvLaffXVV2jZsqWMsiSEEEIaB4mLpJSUFPTp0wepqakoKiqCp6cnmjRpgp9//hmFhYXYsGFDTeTZKKRMm4EVKk6IGToS1khDS7knvO0dOnRA3759ZZQdIYQQ0rhIvMCtv78/XF1dkZOTA9V3ejgGDhyIc+fOSTW5xqQk8TFWKLbCXZOW6Ct3hVcglZYKMHv4CCqQCCGEkFokcU9SZGQkLl26BCUlJV7cwsICaWlpUkussUmOS0aMWWvoIpcXvyhshzdyqhj96Ala2NrIKDtCCCGk8ZG4SBIKhZUuZPv06VM0adJEKkk1RhmaBgCe4SU0ESNsgTLIIxM63PZ0TUO0kF16hBBCSKMj8eU2T09P3p1WAoEAr1+/xvz58+Hl5SXN3BoVCwfr//9OgHTo8wokALBoZVX7SRFCCCGNmMRF0po1axAeHg4HBwcUFhZixIgRsLS0RFpaGlasWFETOTYK5vrq6GihBTkm5MXlmBAdLbRgrkdLjBBCCCG1qVprt719+xb79u3DzZs3IRQK4ezsDF9fX95A7oauJtZuy3tbgnkHbuNKYjYX+6y5HhYNaQdNVUWpnIMQQghpzCT5/KYFbqupJhe4Tc1+g6cvC9BMV416kAghhBApqtEFbo8cOVJpXCAQQEVFBS1atICVFY2f+RTmeupUHBFCCCEyJnGR5OPjA4FAgPc7oCpiAoEAXbp0weHDh6Gjo/OBoxBCCCGE1G0SD9wODQ1F+/btERoaitzcXOTm5iI0NBQdOnTAsWPHcPHiRWRnZ2PmzJk1kS8hhBBCSK2QuCfJ398fmzZtQqdOnbhYjx49oKKigvHjxyM2NhbBwcEYO3asVBMlhBBCCKlNEvckJSYmVjrQSVNTE48fPwYA2NjYICsr69OzI4QQQgiREYmLJBcXF8yaNQsvXrzgYi9evMDs2bPRvn17AEB8fDyaNWsmvSwJIYQQQmqZxJfbtmzZAm9vbzRr1gxmZmYQCARITU2FtbU1/v33XwDA69evERQUJPVkCSGEEEJqS7XmSWKM4fTp03j06BEYY7Czs4Onpyfk5CTumKq3anKeJEIIIYTUDJpMshZQkUQIIYTUPzU6mSQAvHnzBuHh4UhNTUVxcTFv27Rp06pzSEIIIYSQOkXiIunWrVvw8vJCQUEB3rx5A11dXWRlZUFNTQ2GhoZUJBFCCCGkQZB4ENH06dPRv39/vHz5Eqqqqrhy5QpSUlLg4uKCVatW1USOhNRJD+Pjcf5sGB4lxMs6FUIIITVA4jFJ2trauHr1Klq2bAltbW1ERUXB3t4eV69exejRo/HgwYOayrVOoTFJjVdWdjb2LD4AlSQNLlZo9RpfzxsCPV09GWZGCCHkYyT5/Ja4J0lRURECgQAAYGRkhNTUVACAlpYW9z0hDdmexQeglKzGiyklq2H3ogMyyogQQkhNkHhMkpOTE27cuAFbW1t0794d8+bNQ1ZWFnbt2oU2bdrURI6E1BkP4+N5PUgV5JgcVJI08CghHrYtbGSQGSGEEGmTuCdp2bJlMDY2BgAsXrwYenp6mDRpEjIzM7Fp0yapJ0hIXZKWklbl9qfJVW8nhBBSf0jUk8QYg4GBAVq1agUAMDAwwIkTJ2okMULqIk2dJlVub2ZpWkuZEEIIqWkS9SQxxmBjY4OnT5/WVD6E1GmXdl0Hg+i9DgwMhVav6VIbIYQ0IBIVSXJycrCxsUF2dnZN5UNInVUxHkkAgcg2AQToMqqDDLIihBBSUyQek/Tzzz9j1qxZuHfvXk3kQ0id9bHxSLkv82opE0IIIbVB4rvbvv76axQUFKBdu3ZQUlKCqqoqb/vLly+llhwhNelhfDzSUtLQzNJUrMtkphamiMeHLzXTeCRCCGlYJC6SgoODayANQmrP+5NBxuMpTlqd++hkkC1tbHDK6hyUktUgx/7rhBUKhCi2LKDxSIQQ0sBIPOM2KUczbtdfawM2fLDQ8Q+eWOW+2S+zsXsRzbZNCCH1lSSf3xL3JAFAYmIitm3bhsTERKxduxaGhoY4deoUzMzMuOkBCKmLPnUySD1dPfgHT8SjhHg8TRb/Uh0hhJD6R+KB2+Hh4WjTpg2uXr2KgwcP4vXr1wCAO3fuYP78+VJPkBBpktZkkLYtbPB5Tw8qkAghpAGTuEj6/vvvsWTJEoSGhv5fe3ceFeV1/gH8O2wDCAqCgiKyKIqIGoXEgCBa12BSlxwlikia1kgbK0gMoqI9NUbU05yQJi7FWrO4lqCtGjXiwiKiIoIYISwKgoAiaBRCBWXu7w9/TBhnBEaBAeb7OWf+mPs+7124CTy+733fCwMDA3n5+PHjkZKS0qqdI2ptNnZNL67m4msiImqgdpJ09epVzJw5U6m8V69efH8SdXiDnZzwyKEaMolMoVwmkfFlkEREpEDtJMnMzAxlZWVK5enp6bCx4b/CqeObv2Y26uxrFMrq7Gswf81sDfWIiIg6IrUXbs+bNw/Lly9HTEwMJBIJZDIZkpOTsWzZMixYsKAt+kjUqrj4moiIWkLtK0mffPIJ+vfvDxsbG1RXV8PFxQVjx46Fp6cnIiIi1O7Ali1b4ODgAENDQ7i5uSEpKanJ+ISEBLi5ucHQ0BCOjo7Ytm2bUkxsbCxcXFwglUrh4uKCgwcPKsWUlJRg/vz5sLCwgLGxMV555RWkpaWp3X/qvLj4moiImqJ2kqSvr4/du3cjNzcX//73v7Fr1y789NNP+Pbbb6Grq6tWXfv370dISAhWrVqF9PR0eHt744033kBRUZHK+IKCAvj6+sLb2xvp6elYuXIllixZgtjYWHlMSkoK/Pz8EBAQgCtXriAgIABz5szBhQsX5DH379/HmDFjoK+vj2PHjiErKwuffvopzMzM1P1xEBERURel9sskExIS4OPj0yqNjx49GqNGjcLWrVvlZUOGDMGMGTMQGRmpFL98+XIcOnQI2dnZ8rKgoCBcuXJF/mSdn58fHj58iGPHjsljpk6dCnNzc+zduxfA0yf0kpOTm71q1RS+TJKIiKjzUefvt9pXkiZNmoT+/fsjPDz8pTa5raurQ1paGiZPnqxQPnnyZJw7d07lOSkpKUrxU6ZMwaVLl/D48eMmYxrXeejQIbi7u2P27Nno3bs3Ro4cie3bt7/wWIiIiKjrUTtJKi0tRVhYGJKSkjB8+HAMHz4cmzZtwq1bz9/4U5WKigrU19fDyspKodzKygq3b99Wec7t27dVxj958gQVFRVNxjSu88aNG9i6dSucnJzwww8/ICgoCEuWLME333zz3P7W1tbi4cOHCh8iIiLqutROkiwtLbF48WIkJyfj+vXr8PPzwzfffAN7e3v85je/UbsDEolE4bsQQqmsufhny5urUyaTYdSoUVi/fj1GjhyJRYsWYeHChQq3/Z4VGRmJHj16yD+2trbND45eWE5eHk6fjEdufp6mu0JERFpK7SSpMQcHB4SHh2PDhg0YNmwYEhISWnyupaUldHV1la4alZeXK10JamBtba0yXk9PDxYWFk3GNK6zT58+cHFxUYgZMmTIcxeMA8CKFSvw4MED+ae4uLj5QZLaKior8XnINsQvu4C8L27hzIcX8HnINlTe44tKiYiofb1wkpScnIw//elP6NOnD+bNm4ehQ4fiyJEjLT7fwMAAbm5uiIuLUyiPi4uDp6enynM8PDyU4k+cOAF3d3fo6+s3GdO4zjFjxiAnJ0chJjc3F3Z2ds/tr1QqRffu3RU+1Pp2fxwDg0JjhTKDQmPsWhujoR4REZG2UvtlkitXrsTevXtRWlqKiRMnIioqCjNmzICxsXHzJz8jNDQUAQEBcHd3h4eHB6Kjo1FUVISgoCAAT6/elJSUyNcKBQUF4csvv0RoaCgWLlyIlJQU7NixQ/7UGgAEBwdj7Nix2LhxI6ZPn47//ve/OHnyJM6ePSuPWbp0KTw9PbF+/XrMmTMHFy9eRHR0NKKjo9UeA7WenLw8GBaYKJXrCB0YFpggNz+P7zQiIqJ2o3aSFB8fj2XLlsHPzw+WlpYv1bifnx8qKyuxdu1alJWVwdXVFUePHpVf0SkrK1O4Bebg4ICjR49i6dKl2Lx5M/r27Yu///3vePvtt+Uxnp6e2LdvHyIiIrB69WoMGDAA+/fvx+jRo+Uxr776Kg4ePIgVK1Zg7dq1cHBwQFRUFPz9/V9qPPRySm6WNHn8VmEJkyQiImo3ar8niZ7ie5JaX05eHuKXXXju8fGfjmaSREREL0Wdv99qX0lqkJWVhaKiItTV1SmU//a3v33RKknLDXZywnGHUzAoNIaO+HW5nEwiQ519DRMkIiJqV2onSTdu3MDMmTNx9epVSCQSpUfw6+vrW7eHpFXmr5mNXWtjFNYm1dnXYP6a2RrsFRERaSO1k6Tg4GA4ODjg5MmTcHR0xMWLF1FZWYkPP/wQf/vb39qij6RFLHpaIDgqCLn5ebhVWIJ+9ja8gkRERBqhdpKUkpKC06dPo1evXtDR0YGOjg68vLwQGRmJJUuWID09vS36SVpm0EAnJkdERKRRar8nqb6+HiYmT2+FWFpaorS0FABgZ2en9O4hIiIios5K7StJrq6uyMzMhKOjI0aPHo1NmzbBwMAA0dHRcHR0bIs+EhEREbU7tZOkiIgI/PLLLwCAdevW4c0334S3tzcsLCywf//+Vu8gERERkSa0ynuS7t27B3Nz8yY3pu1q+J4kIiKizqdd3pPUWM+ePVujGiIiIqIOo1WSJOp6cvLyUHKTj+ATEZH2YpJECioqK7FrdQyMSp4+wZiHWzjmcArz18yGRU8LDfeOiIio/aj9CgDquioqK7Fv0X/lCVIDg0Jj7Fobo6FeERERaQavJBFy8vLw46VrKN/3APowUDquI3RgWGCC3Pw83nojIiKtwSRJi1VUVmL3x7/uk6YD3SbjbxWWMEkiIiKtwdttWmz3xzEwKDRucXw/e5s27A0REVHHwitJWionL09+Bakl/mdTzatIRESkVXglSUuV3Cxpcexj/ToErJvdhr0hIiLqeJgkaSkbu5bdOqtHPeZGT+fj/0REpHWYJGmpwU5OeORQDZlE9tyYxwZ1mPKZFxMkIiLSSkyStNj8NbNRZ1+jUFbTuxq6PvUYHGKLxTHvYYDjAA31joiISLNaZYNbbdSVNrjNzc/DrUJuQUJERF1fu29wS53boIFOTI6IiIiewdttRERERCrwSlIHlJOXh5KbvP1FRESkSUySOpBntwnJwy0ccziF+Wtm8wkzIiKidsbbbR2Iqm1CDAqNsWttjIZ6REREpL2YJHUQDduE6AjFKdEROjAsMEFufp6GekZERKSdmCR1EM1tE3KrsOXbiBAREdHLY5LUQTS3TUg/+5ZtI0JEREStg0lSB/G8bUJkEhkeOVTzKTciIqJ2xiSpA1G1TUidfQ3mr5mtoR4RERFpL25L8oLaclsSbhNCRETUNrgtSSfHbUKIiIg0j7fbiIiIiFRgkkRERESkApMkIiIiIhWYJBERERGpwCSJiIiISAUmSUREREQqMEkiIiIiUoFJEhEREZEKTJKIiIiIVGCSRERERKQCtyV5QQ1b3j18+FDDPSEiIqKWavi73ZKta5kkvaCqqioAgK2trYZ7QkREROqqqqpCjx49moyRiJakUqREJpOhtLQUpqamkEgkmu5Ou3v48CFsbW1RXFzc7C7KpHmcr86Hc9b5cM46ByEEqqqq0LdvX+joNL3qiFeSXpCOjg769eun6W5oXPfu3fnLoBPhfHU+nLPOh3PW8TV3BakBF24TERERqcAkiYiIiEgFJkn0QqRSKf7yl79AKpVquivUApyvzodz1vlwzroeLtwmIiIiUoFXkoiIiIhUYJJEREREpAKTJCIiIiIVmCQRERERqcAkSQtt2bIFDg4OMDQ0hJubG5KSkpqMT0hIgJubGwwNDeHo6Iht27YpxcTGxsLFxQVSqRQuLi44ePCgwvEnT54gIiICDg4OMDIygqOjI9auXQuZTNaqY+uqWnvOrl27hrfffhv29vaQSCSIiopqlXbpV5qYs8jISLz66qswNTVF7969MWPGDOTk5LTmsLo0Tf1/1iAyMhISiQQhISEvORJqNYK0yr59+4S+vr7Yvn27yMrKEsHBwaJbt27i5s2bKuNv3LghjI2NRXBwsMjKyhLbt28X+vr64rvvvpPHnDt3Tujq6or169eL7OxssX79eqGnpyfOnz8vj1m3bp2wsLAQR44cEQUFBSImJkaYmJiIqKioNh9zZ9cWc3bx4kWxbNkysXfvXmFtbS0+++yzl26XfqWpOZsyZYrYuXOn+PHHH0VGRoaYNm2a6N+/v6iurm6roXYZmpqzxrH29vZi+PDhIjg4uJVHRy+KSZKWee2110RQUJBCmbOzswgPD1cZHxYWJpydnRXKFi1aJF5//XX59zlz5oipU6cqxEyZMkW888478u/Tpk0T7733nkLMrFmzxPz5819oHNqkLeasMTs7O5W/vNVtl36lqTl7Vnl5uQAgEhISWtZxLabJOauqqhJOTk4iLi5O+Pj4MEnqQHi7TYvU1dUhLS0NkydPViifPHkyzp07p/KclJQUpfgpU6bg0qVLePz4cZMxjev08vLCqVOnkJubCwC4cuUKzp49C19f35ceV1fWVnPWFu3SU5qaM1UePHgAAOjZs+cL16ENND1nH3zwAaZNm4aJEyeq13Fqc9zgVotUVFSgvr4eVlZWCuVWVla4ffu2ynNu376tMv7JkyeoqKhAnz59nhvTuM7ly5fjwYMHcHZ2hq6uLurr6/HJJ59g7ty5rTS6rqmt5qwt2qWnNDVnzxJCIDQ0FF5eXnB1dVX7fG2iyTnbt28fLl++jNTU1BfrPLUpJklaSCKRKHwXQiiVNRf/bHlzde7fvx+7du3Cnj17MHToUGRkZCAkJAR9+/ZFYGDgC49FW7TFnLVFu/QrTc1Zg8WLFyMzMxNnz559ofO1UXvPWXFxMYKDg3HixAkYGhqq2VtqD0yStIilpSV0dXWV/mVUXl6u9C+iBtbW1irj9fT0YGFh0WRM4zo/+ugjhIeH45133gEADBs2DDdv3kRkZCSTpCa01Zy1Rbv0lKbmrLE///nPOHToEBITE9GvXz+1z9c2mpqztLQ0lJeXw83NTV5WX1+PxMREfPnll6itrYWurq6ao6HWxDVJWsTAwABubm6Ii4tTKI+Li4Onp6fKczw8PJTiT5w4AXd3d+jr6zcZ07jOmpoa6Ogo/uemq6vLVwA0o63mrC3apac0NWfA0ysZixcvxoEDB3D69Gk4ODioPwAtpKk5mzBhAq5evYqMjAz5x93dHf7+/sjIyGCC1BFoZr04aUrDY647duwQWVlZIiQkRHTr1k0UFhYKIYQIDw8XAQEB8viGx1yXLl0qsrKyxI4dO5Qec01OTha6urpiw4YNIjs7W2zYsEHpFQCBgYHCxsZG/gqAAwcOCEtLSxEWFtZ+g++k2mLOamtrRXp6ukhPTxd9+vQRy5YtE+np6SIvL6/F7dLzaWrO/vjHP4oePXqI+Ph4UVZWJv/U1NS03+A7KU3N2bP4dFvHwiRJC23evFnY2dkJAwMDMWrUKIXHgwMDA4WPj49CfHx8vBg5cqQwMDAQ9vb2YuvWrUp1xsTEiMGDBwt9fX3h7OwsYmNjFY4/fPhQBAcHi/79+wtDQ0Ph6OgoVq1aJWpra9tkjF1Na89ZQUGBAKD0ebaeptqlpmlizlQdByB27tzZhiPtOjT1/1ljTJI6FokQ/7/SjIiIiIjkuCaJiIiISAUmSUREREQqMEkiIiIiUoFJEhEREZEKTJKIiIiIVGCSRERERKQCkyQiIiIiFZgkERG1k3HjxiEkJEStcyQSCf7zn/+0SX+eFR8fD4lEgp9//rld2iPq6LjBLRFROzlw4IBae7G1RHx8PMaPH4/79+/DzMysVesm0nZMkoioQ6mvr4dEIlHaELkr6Nmzp6a7QERq6Hq/hYioVR0/fhxeXl4wMzODhYUF3nzzTVy/fh3A053Qw8PDFeLv3r0LfX19nDlzBgBQV1eHsLAw2NjYoFu3bhg9ejTi4+Pl8V999RXMzMxw5MgRuLi4QCqV4ubNm0hNTcWkSZNgaWmJHj16wMfHB5cvX1Zo66effoKXlxcMDQ3h4uKCkydPKt2eKikpgZ+fH8zNzWFhYYHp06ejsLCw2XFfvXoVOjo6qKioAADcv38fOjo6mD17tjwmMjISHh4e8u9ZWVnw9fWFiYkJrKysEBAQID8fUL7dVlZWhmnTpsHIyAgODg7Ys2cP7O3tERUVpdCXiooKzJw5E8bGxnBycsKhQ4cAAIWFhRg/fjwAwNzcHBKJBO+++y4AQAiBTZs2wdHREUZGRhgxYgS+++47hXqPHj2KQYMGwcjICOPHj2/Rz4VImzBJIqIm/fLLLwgNDUVqaipOnToFHR0dzJw5EzKZDP7+/ti7dy8abwG5f/9+WFlZwcfHBwDwu9/9DsnJydi3bx8yMzMxe/ZsTJ06FXl5efJzampqEBkZiX/+85+4du0aevfujaqqKgQGBiIpKQnnz5+Hk5MTfH19UVVVBQCQyWSYMWMGjI2NceHCBURHR2PVqlUKfa+pqcH48eNhYmKCxMREnD17FiYmJpg6dSrq6uqaHLerqyssLCyQkJAAAEhMTISFhQUSExPlMfHx8fJxlpWVwcfHB6+88gouXbqE48eP486dO5gzZ85z21iwYAFKS0sRHx+P2NhYREdHo7y8XCnur3/9K+bMmYPMzEz4+vrC398f9+7dg62tLWJjYwEAOTk5KCsrw+effw4AiIiIwM6dO7F161Zcu3YNS5cuxfz58+XjKS4uxqxZs+Dr64uMjAz84Q9/UEp4ibSeZvfXJaLOpry8XAAQV69eFeXl5UJPT08kJibKj3t4eIiPPvpICCFEfn6+kEgkoqSkRKGOCRMmiBUrVgghhNi5c6cAIDIyMpps98mTJ8LU1FQcPnxYCCHEsWPHhJ6enigrK5PHxMXFCQDi4MGDQgghduzYIQYPHixkMpk8pra2VhgZGYkffvih2bHOmjVLLF68WAghREhIiPjwww+FpaWluHbtmnj8+LEwMTERx44dE0IIsXr1ajF58mSF84uLiwUAkZOTI4RQ3OE9OztbABCpqany+Ly8PAFAfPbZZ/IyACIiIkL+vbq6WkgkEnm7Z86cEQDE/fv3FWIMDQ3FuXPnFPrz+9//XsydO1cIIcSKFSvEkCFDFH42y5cvV6qLSJtxTRIRNen69etYvXo1zp8/j4qKCshkMgBAUVERXF1dMWnSJOzevRve3t4oKChASkoKtm7dCgC4fPkyhBAYNGiQQp21tbWwsLCQfzcwMMDw4cMVYsrLy7FmzRqcPn0ad+7cQX19PWpqalBUVATg6ZUTW1tbWFtby8957bXXFOpIS0tDfn4+TE1NFcofPXokv2XYlHHjxiE6OhoAkJCQgI8//hgFBQVISEjAgwcP8L///Q9jxoyRt3XmzBmYmJio/Bk++zPIycmBnp4eRo0aJS8bOHAgzM3Nlc5v/LPp1q0bTE1NVV5xapCVlYVHjx5h0qRJCuV1dXUYOXIkACA7Oxuvv/46JBKJ/HjjW4dExIXbRNSMt956C7a2tti+fTv69u0LmUwGV1dX+e0qf39/BAcH44svvsCePXswdOhQjBgxAsDTW2K6urpIS0uDrq6uQr2NkwkjIyOFP9YA8O677+Lu3buIioqCnZ0dpFIpPDw85O0KIZTOeZZMJoObmxt2796tdKxXr17Njn3cuHEIDg5Gfn4+fvzxR3h7e+P69etISEjAzz//DDc3N3kCJpPJ8NZbb2Hjxo1K9fTp00epTDS6Rdlc+bNPxEkkEnmyqkrDse+//x42NjYKx6RSaZPtE9GvmCQR0XNVVlYiOzsb//jHP+Dt7Q0AOHv2rELMjBkzsGjRIhw/fhx79uxBQECA/NjIkSNRX1+P8vJy+fktlZSUhC1btsDX1xfA0zU0jRdBOzs7o6ioCHfu3IGVlRUAIDU1VaGOUaNGYf/+/ejduze6d++uVvvAr+uS1q1bhxEjRqB79+7w8fFBZGQk7t+/L1+P1NBWbGws7O3toafX/K9WZ2dnPHnyBOnp6XBzcwMA5Ofnq/2OIgMDAwBPnwps0LAAvqioSKGPjbm4uCi9f+n8+fNqtU3U1XHhNhE9V8MTYdHR0cjPz8fp06cRGhqqENOtWzdMnz4dq1evRnZ2NubNmyc/NmjQIPj7+2PBggU4cOAACgoKkJqaio0bN+Lo0aNNtj1w4EB8++23yM7OxoULF+Dv7w8jIyP58UmTJmHAgAEIDAxEZmYmkpOT5Qu3G64w+fv7w9LSEtOnT0dSUpL8VllwcDBu3brV7PglEgnGjh2LXbt2Ydy4cQCe3vqqq6vDqVOn5GUA8MEHH+DevXuYO3cuLl68iBs3buDEiRN47733FBKYBs7Ozpg4cSLef/99XLx4Eenp6Xj//fdVXlVrip2dHSQSCY4cOYK7d++iuroapqamWLZsGZYuXYqvv/4a169fR3p6OjZv3oyvv/4aABAUFITr168jNDQUOTk52LNnD7766qsWt0ukFTS6IoqIOry4uDgxZMgQIZVKxfDhw0V8fLzC4mghhPj+++8FADF27Fil8+vq6sSaNWuEvb290NfXF9bW1mLmzJkiMzNTCPF04XaPHj2Uzrt8+bJwd3cXUqlUODk5iZiYGGFnZ6ewqDk7O1uMGTNGGBgYCGdnZ3H48GEBQBw/flweU1ZWJhYsWCAsLS2FVCoVjo6OYuHCheLBgwctGv8XX3whAIgjR47Iy6ZPny50dXWV6sjNzRUzZ84UZmZmwsjISDg7O4uQkBD54ujGC7eFEKK0tFS88cYbQiqVCjs7O7Fnzx7Ru3dvsW3bNnnMsz9rIYTo0aOH2Llzp/z72rVrhbW1tZBIJCIwMFAIIYRMJhOff/65GDx4sNDX1xe9evUSU6ZMEQkJCfLzDh8+LAYOHCikUqnw9vYW//rXv7hwm6gRiRC8MU1EXUNycjK8vLyQn5+PAQMGaLo7art16xZsbW1x8uRJTJgwQdPdIdJ6TJKIqNM6ePAgTExM4OTkhPz8fAQHB8Pc3Fxp3VRHdfr0aVRXV2PYsGEoKytDWFgYSkpKkJub2+rblxCR+rhwm4g6raqqKoSFhaG4uBiWlpaYOHEiPv300xafr+px/QbHjh1Te7G5uh4/foyVK1fixo0bMDU1haenJ3bv3s0EiaiD4JUkItJa+fn5zz1mY2OjsFCciLQPkyQiIiIiFfgKACIiIiIVmCQRERERqcAkiYiIiEgFJklEREREKjBJIiIiIlKBSRIRERGRCkySiIiIiFRgkkRERESkwv8BRrrX1AwUshgAAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] @@ -968,180 +560,65 @@ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", - "import seaborn as sns\n", + "ax.plot(df_all[\"average_weighted\"], df_all[\"average_weighted\"], color=\"grey\")\n", "\n", "for key, style in {\n", - " \"average_rasterio_warped\": \"#e41a1c\",\n", - " \"average_rio_tiler\": \"#377eb8\",\n", - " \"average_rasterio_original\": \"#4daf4a\",\n", - " \"average_titiler\": \"#984ea3\"\n", + " \"average_titiler_proj\": dict(c=\"#e41a1c\"),\n", + " \"average_unweighted\": dict(c=\"#377eb8\"),\n", + " \"average_titiler_noproj\": dict(c=\"#984ea3\", marker=\"x\", s=100)\n", "}.items():\n", - " df_all.plot.scatter(\"average_weighted\", key, ax=ax, c=style, label=key)\n", - " \n", - "ax.plot(df_all[\"average_weighted\"], df_all[\"average_weighted\"], color=\"grey\")\n", + " df_all.plot.scatter(\"average_weighted\", key, ax=ax, label=key, **style)\n", "\n", "ax.set_title(f\"{ASSET_NAME} averaged over {AOI_NAME}\")\n", "ax.set_ylabel(\"average calculated with different methods\") ;" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "RMSE of Rasterio WarpedVRT with `cea` intermediate projection" - ] - }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 20, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.00020784969225849924" - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.sqrt(np.sum((df_all[\"average_weighted\"] - df_all[\"average_rasterio_warped\"])**2))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "RMSE of rio-tiler method with `cea` intermediate projection with manually calculated weighted average" - ] - }, - { - "cell_type": "code", - "execution_count": 107, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "7.405373514196028e-05" - ] - }, - "execution_count": 107, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.sqrt(np.sum((df_all[\"average_weighted\"] - df_all[\"average_rio_tiler\"])**2))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "RMSE of Rasterio mask.mask with unweighted average on Xarray" - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "6.407064432400065e-10" - ] - }, - "execution_count": 108, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.sqrt(np.sum((df_all[\"average_simple\"] - df_all[\"average_rasterio_original\"])**2))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, + "outputs": [], "source": [ - "RMSE of TiTiler (no reprojection, API-calculated) with unweighted average on Xarray" + "def rmse(a, b):\n", + " return np.sqrt(\n", + " np.mean(\n", + " (a - b) ** 2\n", + " )\n", + " )" ] }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 21, "metadata": { "tags": [] }, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "0.0" + "
" ] }, - "execution_count": 109, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "np.sqrt(np.sum((df_all[\"average_simple\"] - df_all[\"average_titiler\"])**2))" - ] - }, - { - "cell_type": "code", - "execution_count": 114, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "crs = rasterio.crs.CRS.from_proj4(\"+proj=cea\")" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "crs.to_epsg()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import rio_tiler.io\n", - "import rasterio.crs\n", - "\n", - "with rio_tiler.io.Reader(URI) as src:\n", + "keys = [\"average_unweighted\", \"average_titiler_noproj\", \"average_titiler_proj\"]\n", "\n", - " data = src.feature(FEATURE, dst_crs=rasterio.crs.CRS.from_proj4(\"+proj=cea\"))\n", - "\n", - " coverage_array = data.get_coverage_array(\n", - " FEATURE,\n", - " )\n", + "df_rmse = pd.DataFrame(\n", + " {\n", + " \"algorithm\": keys,\n", + " \"average\": [rmse(df_all[key], df_all[\"average_weighted\"]) for key in keys]\n", + " } \n", + ")\n", "\n", - " stats = data.statistics(\n", - " coverage=coverage_array,\n", - " ) " + "df_rmse = df_rmse.set_index(\"algorithm\")\n", + "df_rmse.plot.barh(xlabel=\"RMSE wrt average_weighted\", title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;" ] } ], From dbcd232bf6830a1fb176ba5c23ab870abd9512a3 Mon Sep 17 00:00:00 2001 From: Jonas Date: Fri, 17 Nov 2023 17:36:22 +0100 Subject: [PATCH 8/8] Add note on projection choice --- .../zonal-statistics-validation.ipynb | 35 ++++++++++++------- 1 file changed, 23 insertions(+), 12 deletions(-) diff --git a/notebooks/tutorials/zonal-statistics-validation.ipynb b/notebooks/tutorials/zonal-statistics-validation.ipynb index e6c75a33..561a0406 100644 --- a/notebooks/tutorials/zonal-statistics-validation.ipynb +++ b/notebooks/tutorials/zonal-statistics-validation.ipynb @@ -296,7 +296,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 15/15 [00:07<00:00, 1.91it/s]\n" + "100%|██████████| 15/15 [00:07<00:00, 1.90it/s]\n" ] } ], @@ -405,7 +405,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Compute zonal averages using TiTiler API" + "## Compute zonal averages using TiTiler API\n", + "\n", + "We make use of the option on TiTiler to reproject the data subset to an equal-area projection ([Equal Area Cylindrical](https://proj.org/en/9.3/operations/projections/cea.html)) before computing the statistics." ] }, { @@ -413,6 +415,15 @@ "execution_count": 13, "metadata": {}, "outputs": [], + "source": [ + "WORKING_PROJECTION = \"+proj=cea\"" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], "source": [ "def generate_stats(item, geojson, asset_name, params=None):\n", " params = params or {}\n", @@ -434,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { "tags": [] }, @@ -443,7 +454,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 15/15 [00:06<00:00, 2.16it/s]\n" + "100%|██████████| 15/15 [00:15<00:00, 1.04s/it]\n" ] } ], @@ -454,7 +465,7 @@ "for item in tqdm.tqdm(items):\n", " # generate stats with and without reprojection\n", " stats_noproj = generate_stats(item, AOI, ASSET_NAME)\n", - " stats_proj = generate_stats(item, AOI, ASSET_NAME, params={\"dst_crs\": \"+proj=cea\"})\n", + " stats_proj = generate_stats(item, AOI, ASSET_NAME, params={\"dst_crs\": WORKING_PROJECTION})\n", "\n", " timeseries_titiler_noproj.append(stats_noproj)\n", " timeseries_titiler_proj.append(stats_proj)" @@ -462,7 +473,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "tags": [] }, @@ -478,7 +489,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "tags": [] }, @@ -497,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { "tags": [] }, @@ -510,7 +521,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "tags": [] }, @@ -540,7 +551,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": { "tags": [] }, @@ -575,7 +586,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": { "tags": [] }, @@ -591,7 +602,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": { "tags": [] },