mirror of
https://github.com/heyarne/earth-observation-for-journalism.git
synced 2026-05-06 19:13:40 +02:00
804 lines
306 KiB
Text
804 lines
306 KiB
Text
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Spectral Index Pipeline"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"from pathlib import Path"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Before running this notebook the files have to be downloaded. See [01a Download from Scihub.ipynb](01a Download from Scihub.ipynb) for further information.\n",
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"\n",
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"The calculation in this notebook depends on three parameters:\n",
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"\n",
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"- `product_path` is the path to a previously downloaded product\n",
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"- `index_to_calculate` is one of the supported indices; these are 'ndvi'\n",
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" - ndvi -- normalized difference in vegetation\n",
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" - nbr -- normalized burn ratio\n",
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" - bsi -- bare soil index\n",
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"- `fill_value`, the value which is used to represent invalid pixels to handle division by zero.\n",
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"\n",
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"Change the values below and select _Kernel → Restart and Run All Cells_ to re-evaluate all cells in this notebook.\n",
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"The path of the output file will be printed below the last cell."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"downloads = ['input/forest_fires/S2A_MSIL2A_20190726T102031_N0213_R065_T32UPE_20190726T125507.zip',\n",
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" 'input/forest_fires/S2B_MSIL2A_20190701T102029_N0212_R065_T32UPE_20190701T134657.zip',\n",
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" 'input/forest_fires/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.zip']"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"product_path = Path(downloads[2])\n",
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"index_to_calculate = 'nbr'"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Preview of product\n",
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"\n",
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"Uncomment the following lines to plot a true-color image of the downloaded data:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"#from sentinel_helpers import scihub_band_paths\n",
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"#import rasterio.plot as rplot\n",
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"#\n",
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"#tci = scihub_band_paths(product_path, 'TCI', '60m')[0]\n",
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"#with r.open(tci) as src:\n",
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"# rplot.show(src)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Define Formulas\n",
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"\n",
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"We define the formulas as data so we can substitute the bands with actual values later on and execute the operations when needed.\n",
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"We use a lisp-like language with prefix notation for this.\n",
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"\n",
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"### Operators\n",
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"\n",
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"Index calculations take the following form:\n",
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"\n",
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"$$\n",
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"NDVI = (B08 - B04) / (B08 + B04)\n",
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"$$\n",
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"\n",
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"This means they do pixel-wise operations on bands which we can express using numpy ndarrays.\n",
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"The ndarrays have overloaded operators, so for two arrays `array_a` and `array_b` with an identical shape `array_a + array_b` adds each cell in `array_a` with the corresponding cell in `array_b`.\n",
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"The exact behavior of numpy arrays in this regard is called [broadcasting](https://numpy.org/doc/stable/user/basics.broadcasting.html).\n",
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"\n",
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"We define the basic arithmetic operations `+`, `-`, `*` and `/` as functions taking variadic arguments:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"from functools import reduce\n",
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"\n",
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"def add(nums):\n",
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" return reduce(lambda a, b: a + b, nums)\n",
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"\n",
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"def sub(nums):\n",
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" return reduce(lambda a, b: a - b, nums)\n",
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"\n",
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"def div(nums):\n",
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" return reduce(lambda a, b: a / b, nums)\n",
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"\n",
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"def mul(nums):\n",
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" return reduce(lambda a, b: a * b, nums)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Indices"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"This section contains the formula definitions for a selection of indices.\n",
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"These definitions are not exhaustive - there are many spectral indices which are not implemented in this notebook - however the general shape of this formula allows for enough flexibility to implement other indices as well.\n",
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"\n",
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"The formulas are defined in a lisp-like prefix notation: `(add, 1, 2, 3)` translates to `1 + 2 + 3`.\n",
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"Each element in a formula can be either a function, a string or a tuple.\n",
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"A string represents a band number, a function represents an arithmetic operation and a tuple allows us to express nested formulas.\n",
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"\n",
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"We first define some spectral indices using these basic elements:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"indices = {\n",
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" # normalized difference in vegetation\n",
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" 'ndvi': (div, (sub, 'B08', 'B04'), (add, 'B08', 'B04')),\n",
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" # normalized burn ratio\n",
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" 'nbr': (div, (sub, 'B08', 'B12'), (add, 'B08', 'B12')),\n",
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" # bare soil index\n",
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" 'bsi': (div, (sub, (add, 'B11', 'B04'), (add, 'B08', 'B02')),\n",
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" (add, (add, 'B11', 'B04'), (add, 'B08', 'B02')))\n",
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"}"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"… and verify that the `index_to_calculate` above has a matching implementation:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"supported_indices = ', '.join(indices.keys())\n",
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"assert index_to_calculate in supported_indices, f'Only the following indices are supported: {supported_indices}'"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Resolving the Formulas\n",
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"\n",
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"We define a function that returns all of the bands referenced in a formula.\n",
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"This is necessary when resolving these references to data sets."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"def get_bands(formula):\n",
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" bands = set()\n",
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" for element in formula:\n",
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" if type(element) == tuple:\n",
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" # recur for subformulas\n",
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" for band in get_bands(element):\n",
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" bands.add(band)\n",
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" elif type(element) == str:\n",
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" bands.add(element)\n",
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" return bands"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"The resolving process needs a `band_map` in the form of `band_num` → `numpy.array`:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [],
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"source": [
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"def evaluate_formula(band_map, formula):\n",
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" op = formula[0]\n",
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" args = []\n",
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" for element in formula[1:]:\n",
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" if type(element) == tuple:\n",
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" # recur on sub-formula\n",
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" args.append(evaluate_formula(band_map, element))\n",
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" elif type(element) == str:\n",
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" # substitute band number\n",
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" args.append(band_map[element])\n",
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" else:\n",
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" # just append the number\n",
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" args.append(element)\n",
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" return op(args)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"We also define a function that makes working with the prefix notation a bit easier to avoid errors that can occur when translating the formulas:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"metadata": {},
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"outputs": [],
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"source": [
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"def prefix_to_infix_str(formula):\n",
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" '''\n",
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" Returns a human-readable string of the above data-based notation. Useful\n",
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" for debugging.\n",
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" '''\n",
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" result = ['(']\n",
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" \n",
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" # operation\n",
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" op = formula[0]\n",
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" if op == add:\n",
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" sym = ' + '\n",
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" elif op == sub:\n",
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" sym = ' - '\n",
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" elif op == div:\n",
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" sym = ' / '\n",
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" elif op == mul:\n",
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" sym = ' * '\n",
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" \n",
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" operands = formula[1:]\n",
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" for idx, operand in enumerate(operands, start=1):\n",
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" if type(operand) == tuple:\n",
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" result.append(prefix_to_infix_str(operand))\n",
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" else:\n",
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" result.append(str(operand))\n",
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" if idx < len(operands):\n",
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" result.append(sym)\n",
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" \n",
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" result.append(')')\n",
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" return ''.join(result)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### Test Case"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"metadata": {},
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"outputs": [],
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"source": [
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"formula = (add, *range(5), (mul, *range(1, 4))) # == (add, 0, 1, 2, 3, 4, (mul, 1, 2, 3))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"'(0 + 1 + 2 + 3 + 4 + (1 * 2 * 3))'"
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]
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},
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"execution_count": 12,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"prefix_to_infix_str(formula)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"16"
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]
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},
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"execution_count": 13,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"evaluate_formula({}, formula)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Extraction of Relevant Band File Paths\n",
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"\n",
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"We start by extracting the information which bands are referenced by the index formula given by `index_to_calculate`:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"['B08', 'B12']"
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]
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},
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"execution_count": 14,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"bands = get_bands(indices[index_to_calculate])\n",
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"bands = list(bands)\n",
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"bands"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Resampling\n",
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"\n",
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"Some bands are not available in all resolutions.\n",
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"\n",
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"The band `B08` is available only at 10m and the band `B12` only at up to 20m:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"['zip+file://input/forest_fires/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.zip!/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.SAFE/GRANULE/L2A_T32UPE_A020983_20190629T103537/IMG_DATA/R10m/T32UPE_20190629T103031_B08_10m.jp2',\n",
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" 'zip+file://input/forest_fires/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.zip!/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.SAFE/GRANULE/L2A_T32UPE_A020983_20190629T103537/IMG_DATA/R20m/T32UPE_20190629T103031_B12_20m.jp2',\n",
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" 'zip+file://input/forest_fires/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.zip!/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.SAFE/GRANULE/L2A_T32UPE_A020983_20190629T103537/IMG_DATA/R60m/T32UPE_20190629T103031_B12_60m.jp2']"
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]
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},
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"execution_count": 15,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"from sentinel_helpers import scihub_band_paths\n",
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"band_paths = list(sorted(scihub_band_paths(product_path, bands)))\n",
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"band_paths"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"This can be solved by upsampling the lower bands to the highest available resolution.\n",
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"First we discard duplicate bands which are already available in higher resolution:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"['zip+file://input/forest_fires/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.zip!/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.SAFE/GRANULE/L2A_T32UPE_A020983_20190629T103537/IMG_DATA/R10m/T32UPE_20190629T103031_B08_10m.jp2',\n",
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" 'zip+file://input/forest_fires/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.zip!/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.SAFE/GRANULE/L2A_T32UPE_A020983_20190629T103537/IMG_DATA/R20m/T32UPE_20190629T103031_B12_20m.jp2']"
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]
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},
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"execution_count": 16,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"highest_resolution_band_paths = []\n",
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"covered_bands = set()\n",
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"for band in band_paths:\n",
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" band_num = band.split('_')[-2]\n",
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" if band_num in covered_bands:\n",
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" continue\n",
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" else:\n",
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" highest_resolution_band_paths.append(band)\n",
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" covered_bands.add(band_num)\n",
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"highest_resolution_band_paths"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"metadata": {},
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"outputs": [],
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"source": [
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"def resolution(band_path):\n",
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" '''\n",
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" Return the resolution encoded in a raster file's path.\n",
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" '''\n",
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" return int(band_path.split('_')[-1].split('.')[0].replace('m', ''))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"The target resolution is given by the raster with the highest resolution. "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"10"
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]
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},
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"execution_count": 18,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"target_resolution = list(sorted(resolution(band) for band in highest_resolution_band_paths))[0]\n",
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"target_resolution"
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]
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},
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{
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"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Generating the Raster Cloud Mask\n",
|
|
"\n",
|
|
"Spectral indices can get distorted by highly reflective clouds.\n",
|
|
"These clouds need to be excluded.\n",
|
|
"\n",
|
|
"In order to construct a cloud mask that we can operate on, we need to know the transformation needed from the coordinates given by the raster's coordinate reference system to the pixel coordinates of the highest resolution raster.\n",
|
|
"\n",
|
|
"These are encoded as metadata in the raster file:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'zip+file://input/forest_fires/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.zip!/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.SAFE/GRANULE/L2A_T32UPE_A020983_20190629T103537/IMG_DATA/R10m/T32UPE_20190629T103031_B08_10m.jp2'"
|
|
]
|
|
},
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sentinel_helpers import scihub_cloud_mask\n",
|
|
"import rasterio as r\n",
|
|
"import matplotlib.pyplot as pplt\n",
|
|
"\n",
|
|
"highres_raster_path = [band_path for band_path in highest_resolution_band_paths if resolution(band_path) == target_resolution][0]\n",
|
|
"highres_raster_path"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"((10980, 10980),\n",
|
|
" Affine(10.0, 0.0, 600000.0,\n",
|
|
" 0.0, -10.0, 6000000.0))"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"with r.open(highres_raster_path) as src:\n",
|
|
" target_transform = src.transform\n",
|
|
" target_shape = src.shape\n",
|
|
"\n",
|
|
"target_shape, target_transform"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.image.AxesImage at 0x7fe2d33fa0d0>"
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# pixels with clouds are True, pixels without are False\n",
|
|
"raster_cloud_mask = scihub_cloud_mask(product_path,\n",
|
|
" rasterize=True,\n",
|
|
" target_shape=target_shape,\n",
|
|
" target_transform=target_transform)\n",
|
|
"\n",
|
|
"pplt.imshow(raster_cloud_mask)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Calculate the index"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import numpy.ma as ma\n",
|
|
"\n",
|
|
"from rasterio.enums import Resampling\n",
|
|
"import rasterio.plot as rplt\n",
|
|
"\n",
|
|
"from sentinel_helpers import RasterReaderList, scihub_cloud_mask, scihub_normalize_range\n",
|
|
"from tqdm.notebook import tqdm\n",
|
|
"\n",
|
|
"from tempfile import NamedTemporaryFile\n",
|
|
"\n",
|
|
"out_dir = Path('output/spectral_indices/')\n",
|
|
"out_dir.mkdir(exist_ok=True, parents=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"with r.open(highest_resolution_band_paths[0]) as src:\n",
|
|
" data = src.read(1)\n",
|
|
" rplt.show(src)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.12117834711895448"
|
|
]
|
|
},
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"(data & raster_cloud_mask).mean()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "e1d848e5bcae40929d1b06f9fa4f3e57",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(HTML(value='Resampling datasets'), FloatProgress(value=0.0, max=2.0), HTML(value='')))"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Wrote result to output/spectral_indices/T32UPE_20190629T103031_NBR_10m.tif\n",
|
|
"CPU times: user 53.1 s, sys: 18.8 s, total: 1min 11s\n",
|
|
"Wall time: 39.8 s\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%%time\n",
|
|
"\n",
|
|
"with RasterReaderList(highest_resolution_band_paths) as readers:\n",
|
|
" # build the band_map as described above and scale up where needed\n",
|
|
" band_map = {}\n",
|
|
" for reader in tqdm(readers, desc='Resampling datasets'):\n",
|
|
" band_num = reader.name.split('_')[-2]\n",
|
|
" data_resolution = resolution(reader.name)\n",
|
|
" scale_factor = int(data_resolution / target_resolution)\n",
|
|
" out_shape = (\n",
|
|
" int(reader.height * scale_factor),\n",
|
|
" int(reader.width * scale_factor)\n",
|
|
" )\n",
|
|
" \n",
|
|
" band_map[band_num] = (np.clip(\n",
|
|
" # we read only the first band to obtain a two-dimensional ndarray\n",
|
|
" reader.read(1, out_shape=out_shape, resampling=Resampling.bilinear, masked=True),\n",
|
|
" 0, 10000) / 10000).astype('float32')\n",
|
|
" \n",
|
|
" if scale_factor == 1:\n",
|
|
" out_name = Path(reader.name).name.replace(band_num, index_to_calculate.upper())\n",
|
|
" out_name = out_name.replace('.jp2', '.tif')\n",
|
|
" out_path = out_dir / out_name\n",
|
|
" out_meta = reader.meta.copy()\n",
|
|
" \n",
|
|
" # ignore numpy division errors (i.e. divide by 0) in this context;\n",
|
|
" # divide by zero results in `nan`. clouds are masked using the\n",
|
|
" # raster_cloud_mask created above\n",
|
|
" with np.errstate(divide='ignore', invalid='ignore'):\n",
|
|
" index = evaluate_formula(band_map, indices[index_to_calculate])\n",
|
|
" # we need to invert the cloud mask (`~`) because we want to hide those pixels that are cloudy\n",
|
|
" tile_mask = ~raster_cloud_mask | index.mask\n",
|
|
" index = ma.masked_array(index, tile_mask)\n",
|
|
" \n",
|
|
" out_meta.update({\n",
|
|
" 'count': 1,\n",
|
|
" 'driver': 'GTiff',\n",
|
|
" 'dtype': 'float32'\n",
|
|
" })\n",
|
|
" \n",
|
|
" with r.open(out_path, 'w+', **out_meta) as dst:\n",
|
|
" dst.write(index.data, 1)\n",
|
|
" # note that the mask we write has an inverted interpretation of \n",
|
|
" # True / False due to the `.msk` file format\n",
|
|
" dst.write_mask(~index.mask)\n",
|
|
" print(f'Wrote result to {out_path}')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# to debug the cloud / tile mask, uncomment these lines\n",
|
|
"# pplt.imshow(tile_mask)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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QneNwpsJiv8SJ5CbmlEfTM3FDmZ4bk5ddT6eU6NHzNKYSTW62ypzKblJQe4SRxLqbp+okUaQAXYpDnY6nczjdxEkqqFLAtcY4u76Mrvr83MI7/NbVJ5BEBGrIx+euc6G9wJX6OHPpBkWthyyFuL48+v7ezz6QikZd8lBFwIpbZLFb5LC5gyxCdt0UluSyM0hjyS4v1w9iCA9N+BSVDnao8vnKQyQklw0vz5HkLl+pn6buJzhjrWEHKn+8c46i2sUONb7cPMMBfQdVBPzJziPMqDV2vDQlpcN2L40kIuoDCxEIxtJdokgQRoKql+J8YpHPFF7j6fRtBoHK79SeYjdI8kbnIHfujoMnoSQ8NM0futfDO+pe7L2fcBvdTeO7/MjVlyKEHCHkEKGE9xby3mKVovdwBtG+WJ8YPEYk4zC0CLnHHewHAikaeSGSK90HCHu23yvYu7OravA9YUEY3rus4sV//2NlORx6EfdeQJbj8EoZhguyFOKHEv2miXAkijNNjuV3OJ7apuEn+JNXH+drS8eIANN0aXcswkjibG6DtOKQUB00OaATGOjC53C+yvnMPZFrGAlOmeu4kUKAQCIko/R5rnCbo5k4DPUimWPJLYJIkJEH/DdTr/JrC68woTboBgY9T8NUPNbsPJfrkxw0YmK66ibJGz3mzBo1J4ETqhy1tmm6JsezOyQ0l1u9MkfTOziBQtvW2R2kSGk2ARKSiPhw9gZHjC28SOKAWeVKe5KlXoG+r3EmucZj6SW8UObRwirzhTq2q3KjVybwJXxPBuCR5AqSCGl2LZqOyXo/y3iqw1MTy/cuuvexDyQoKISc1NexJJfZRAM7Unm3N40TqiRlh8OpXSQijqe30URAEEnIIqQVWHwkf4NeqFH1UlTcFLNmnVm9xvXBJA+l17EUFy+S2fYzZJU+vVBnUmtQMrr8Xu1Jdp0UzcDiVH6L65Uy9VaCibPb+KFEGAmeP3gbQ/L4ducozcCiIHf5zNgb9Hyd36k8yTfXDoEnUFMuqnZ/3CakMEbxvcUvxz+Ssj+Y3zs2QpKHi1QNkeRo9HMv3IhGj4mCe1zCHr/wvXzA8Pd+3uG+rMfwT3U/aSiGi/r+7+iep3CPVNzv/kfRPe9iDwTi3zE4xJ7BvePveQ3hiEfo93S0bZUXHrvCY+VVTia3UEXAS1tHiSyfpOmQNW2ShgPA6dQGB41dTNmlOkgSRYK3WzNYskMYCcaVJgNf5bu7B0nKDkEk8fX6MdbsPCESKWlAXulyyNzl5doh/uXdj3BU3+LXX/1JvEhmXGnhhCp2pNEPNQ5kqmS1ARU3yTNji3iRzKTa4LC1y3OF21S9JLu9JEnZpu4neCK/xHFri+fG7tDyDMpqm4cK6xzI1dHkgPO5JW61x/iLteNc7M1yy55gq59BFQElvcvN6hgAr7YO8u3GEVa7OZqexcBXSVk2q508+VwPSY4IOnFW5dHUCpnEgJZjkFQdjqe3mdSb8XX4fewDCQqa5BMgkZIHPJW6zbJdZEzrECJQJZ+lXoFtN40fSqx6BRbtMXa8DCeMDb7bPIwsIq51Jzie2GJCa5KV+xTVDpc7UzyRvYskQhKSw4TWYskZIyXZPJe5xaTepKh16Qc624MUpubhVww2drPoik8QCRquyZxWJUDid3efwI1k1twCRb3LVj9DbzuBlPaQlXDoPscffuBLw4UaayWEFJNoewtFUsIYJIYu/T1X/P3vxkIOERJIyj2AGfENI/Jy6Bns9ybg3nHsO27vR0QohcHI29gj/PZnN95LKu4PD/bONz7mHll4X5jE/elLSURxulFESEMPYuBoRHWN9NkaD6VW+XDmOtNanZzSY6eWIZvvkdQdVDkgigSBJ+FFMm915hgEGo2+iRPIfLJ4he/WD6FJAWnJRoiI47ltjpjbVPwUH8nf4KOZqxjCw4403uwscLEzTVob8Nz4Il9unkGzPPqhxjVnituDMbbcLDmlF4OUFPCh7K2h96miCp+UbHOnX+bt6gzH8zsA3OyWSco2eaVLUenyfOEm36wd4bC5w+HULn4oIRPxmYk3OD++GutpIpnzhWWKSpsjiR0UKeQnypc4aFVYbBWYTLQo6l0kEdGzNWxf4XCuwly5Rm6yxVcap6h6KR4prZPRbexA4Wprgm9VDpPX+t93/X0gQcGPZF7vH+Rqf4qLvTmeTd1CFQELZoWUZLPazjE1RLvL3RlUKcCLZL7QeJhjyW06gcFPF99mWqvRDQxkQqpeiqPJHZbtIte6k6MvsB9qyCIkJQ2oeQmSssOVziTrnSxFq4cx2SPsqdi+giYHZFSbz1Uf4dXdBW7VSrzUOsk3akfYstMsrpcQSR9V8/e5yPE57WfhJTlEUQIUJURVg1i8ogSjxRYv9hBJDpCVYHTH3kv3jbwIERGF8UKU5PtTjdF7gWA/DuzxCCNPYx9R6Er38QVhKAgC6T7yEPa8g31POTw21iPEgLAHGnvnvd9LGGkXhl7BHniEQ4BxbYXICviVA6+SlfskJIclp8Q/v/AipuWQ0F0UKaTvqfQcDUULWLNz3GyWOWpt86uHXyOtxR7EJ4tX8COJv2ifoT6wWOvlqPgprvUn2XBzXB7M0g4N/mjzUW62xzhoVVnr5qg6Se52CiRMhz9aeYS/2D7FueQSGaVPXu7ybmeKj+auYUgej5jLnDLXsKP4unoucwOAjqdzvTeBIgWUlDjzVVLayIT8bPlNXm0epOom2e6k+MLmGQpKlzOJNZZ6BZxQYblfIC3brNl5XF/m9qDMm405okhwvV4GwPYVxtJdACp2kpLZ5eGxDd7ano4zJWaFk5mt+P24OgfTVZzw+9OJH8jSaUHENypHyWoDxoxOHD50p3gktcqF9gLnxmKRZNVNYsoeU1qDrNxjWqvz+5uPkdUHfKpwGUPy2HCyZIaewpd3TtJxdX5u5m0CJKpeim0nTTbZRxIhH8+8Sz1IklH6mLLHglWl2k8Q5gVeIFNtJdmsZwh8mcCVEH2FrwyO31OaRQLV8FCUEHkYKri+PFzIMUhIQw9hb+HtEWyjNJ4kiDyBbnijBbQXo0e+hJBDZCVeSHvEZeBLSPIw6/BeReR+4dJ+e+9x+7QR773772kFIN4my8MwaC/hIUWEoXTPuxCxsmG/iypLMfMd7gNHIe6BQhQJ5L3PJILQlzAyDobwkAnphTpfWDuNrIYYaqw+7boanYFBGAp++tglmp5JVh/QCQws2SGjD6j6KYJI4latRNMxGU92CCPBjFrnT9fP8tTYErrkE0YS2+0Uf+/od5jXKizM7PLHO+foujq9gc7R8V2eyC0hi4iWb/FuZ5q+r1L3k6jCx5ZVDOGRkBxkIi4PZnisuIITqlxvlTma2eWOXWZaq6MKPybQa2dIyC7PZm/x1vY0J3LbNIMEKdlm0myx3s/ScQ12/TR/fvEMqVKX6+1xrt+c5qMPX+Vup8DTyVss9Qq0HJOVSoHpA6t8onCFrzeOocoBbzbm8COJh7LrfLJ4hbeMebq+hh2q33f9fSBBoRfqHEnvMqZ2OGFuUPOTaJJPWW3yqXyDu26JNTtPXu2hSz6GiIUY//z6RxlLdXk6uwjA9cEUTc/iW80jlLQuWX3AgVSNDSfHjpPio7lrfDR1hU4Ys8J33TFu9cdJKTYv5q7yjdYxml2TXKpPWotdVYhz4kEocDwV35dIGC7BMEaWpGgECP5w0e5tjyKBogQjqaokYrd/b0Ht3UEN0x0tLFmO8H05XrRShKyEqJpPFAl8PyKIZIggDO4pDGGIASH32/tJqPeHJRKQ9kfvb++97yHK3nOrchDLa/fxCXvhxX7F4R4oBENQkUQstd2vXtwPOMG+DIekhrjOvcvz261j1BpJspkeuhIvqlP5LfxQJq/1eNha4f+z+AK/Mv8qtwdlvEhmTO/yF1sn+bnpt8iYNlEk2Gin8QOZ0kybX5t7hX+/8hR/f+Fb/Obqcyzk64wrLWp+kje7C7iBzPHcDq2BQdsx+EblCD810WfHTXPQquCZMnU/wVFji2ZgIYmQip8mK/fRhc+mnyWr9sloA643y5yZWuPGYIInkossDcYYN9pYkksnMEkZDtca49RdiwNWFVUErHeyPFJa50u7p0GKSBsOluIiPMG7tQl+beEVXu4eQZMCnire5XC6wrjewo3iz831FbZ7KYJQ4lV/gWbGYlpvYFkOX5ed77v+PpCgoAmfMBKU1RZBJFEPEryQvYYmAl7tHmJCa+KECvNWjQ0ny6JTZkxtYw802qpB3U+gCp/bvTHe2ZoC4FML17B9lbdb0xzP7/Dd24d4NzPJ3z38HbxI4SuVE3ykeBNFBLy8c4DbVonrO+Pomk9Gt1GkkJw8GNVPSCLCDWSCKL771XsWpu6OUnFeEDPAsQs9ZNSH7rMvpFEsHEUChqk4z5VQhvxBNDw+3Fs0kRgSjSGKHKfsfD8GHSEiokAa1VaEwZBL2OMURlqI/f7+vTTmCBgCgZr2RvH/nqfyXi8h2Ad2wPCYGCz20pEQM/yKHBAGMn4gjx63X4ewZ+GQ09g7X93w8FwFQ/J4qzfPn18+TX6sjanGgp+i0eVUYhNV+Pwv154nc2TAudIaluTgRTKL/SKLrSLtgcGul+a/nfsGdqTyavsQ11tl3rVn2HXTPFe+g0x8Trd2SvyB/BiPZlZRRcCY2eGJ9CJpZcDX14/Qu5rjN08k+e+PfY1vNY9xJLFDUemgioAAQd1PEkYSncCg5iV4NnOTdbfAc4WYFwPQJR87UpnW6pxL3OV/Wvo4T5fuciq/RcVOUhkkOZPaQJV8NDkgITtIIqQ80SSIBIbsEyUCdlbzfNZ4mLzeJ0SQkm2OpmMi9o5TZqefZibbpGGbhBE8WVziuLnJq+1DPJxcwf0B4cMHklMYhBrjWhsvihdWRo7FRctukdudEhtOjoeTq7QCkzGtQ81NsuHk+GfnPoupesgi5I82H0USIc/P3sH3Y5VjyeiSN/skZJczcxson8/xP7/7Ajf74zRsk7fbs9xqj5E340ImSQrJWQO0oYfghxJBKDHwVTqujjcsstq7kNUhaajIMQiocjCS6O4BQhBKCEAdLu74cTFA7JGTcXwuxSo9X8b34qIqVfPv0w3sCZFiYIk5hdCTiFxpX9jwfcIHMcxijPQKsbT5vfnrvf/3vB2IF7C8zyOQ5RBN8e8DBEnaC6HiEGHvM9rvSewdJ0Q0Ci+CIH78oGGSy/RYd/N8/tZpkvk+6WGWwQtlqnaSC+05XmkdJGG4/NtXn2VzkKYf6jySXGHWbKDJAZPpNrrwCRCU5DZ116JkdukGBm3fRJd81rw8hzMV5goNMqpNUemw46SZNRtc608yCDU+Mn0LPxPiOCqrbpGOr3O1O8Gl3gyXBzNkpT6/tfwkq06elGzzWmUeTQSU1RaTaoMT1iYpOZYX37LH6Yc6f1B5nIGncqNTxg9lwkiiYPR4uzXDtpPhseIKRbVLyegShBJz6QZ1x+Lo/BY/89ibtBxjVN/x2fWH+MOdc/zG2ocoKh0+Wr7O6ewmQShxsrjNIWOHO3aZM8k13u1Po/8nUDT+Z7UIsGQHSUSsuEUycp+LvXlKWocT6W027CxTeoPrnXGOp7YBGBuCSNHs4kUyRzO7XNiZ5ZcWXueN5CySiHgivUgiG19Yh4s7fOUfn+Zie5pn0rdo+zpb/QymEmvXb++UyKX6WKo7WvhRJLgnVh6GEVFceba3wDUlwPXleJEIECIGFGnoMivDeHzv+fwwJvGCQCJpOrh+DIRBJPA8mcCXESLCMF0M1adna0MvQR6GHcPaAAkCV4JA3K8/eK83APdESxH3ZSQiNfwexeK9sCAaAdx+jNmr1vOHYLd3998TKAVhfI4jb4MYJCQpRJVDvEAiHHINnhefa8pw6OomJwvbSCKklO0Ow5W4cnE20aDiJHlzYxa7rzEx1kROeYSRxLjaYtdPx55kqk5GHXCjVyavdLnuTaFI8ffxWn2Bhm3S7JkA6KpPxrR5OnObIJJ4MrvIxc5sLITyTD5RuIv0ZMRXVo9xrTPBydQWq4M8BbXH7944x+uleVK6w5adYRAc4mxhE1UEqCLmK272x1nslni6cIeGa1EnwVY/gybHYYKV26Xlxou86+qMGV2u1CdIag6Lu0WOj+8wYzb4SuUYj42vMW/UqOcSNBwLRQp4ceIGIYKr7Qmu9Sc5n1rkVm+c8WQHO1D5w61z/PzEm/RCnY5n3Hcdv9c+kJ6CRMSk2kATsTRz1S2QUmy8UMaSXI4ltpnXqsyYDcbUNiGCr1ePESDxQvEGLd9kwawwcFUudmZ4dnyRpOyw6hZohyZfqp/mXWeay50p3EAhL3dJKzFYrDWz3N4tkU7YJDR3VGodvgcQlOGdUBYRjh9ja3yshKYEI9LMUGNEDkKBKgeocjC602qKj7wXp6t+HFOzj3wLBbISYJgx0x6EAlWJvYowkEYLXZIjQl98b+pxz96bk94DA3H//2revveQ0eK+V6QEjIjCvWP2/lOGPMoow/Ae0Nt/jDT0IPYAIRgu9iCQCAMJS/UQUsSU0eRb1SMMXBVdiUPKIJTQZZ+jqR0GFYtioUPZ6nBiapuDyQovdw6z66V5NLHMrFlHFQF9X2PVKWBIHruDFB/J3SCrDUhpDoVkf/R9fXjsNm6ksONlyMp9HkqtMqm3RtyQEyroSkBCcVkeFFCkgNu9MT5z7C1ub4yR0/txyCQFmJJLJzQIkagFSXacNC+WrqGKOFOmioDnS7eQRMRfm47nHWU0m66rcyBTZbOfYaeZomGbGLqHH0nU3QQnSjtc2J5hUm0wpnewFJeGY5GSbS7U52i5JnUvwYpbZNpo8HR+MU7HajYv1U/QDWLJ9CD4K0Y0RgiWnDGOGxt8tXaST5feIiE5bHg5+qHOpNogiCSeSt1BFiFG0uO4pVP3k0giZLlbIKf0SRpxccszpQav1+aZslpU3BS6FPDZnUdoOwaG4vFy7wjjeos/XzqNlnIpZbokVHdELO65v7II8cIhVzCsq/eHIYEmByhSiKq79/o2hFLc+0H1cYccQxBKozoIb3iH3HsdGKoBpZAgkJCVEFN3Yx4iiD0D142/smh495eUkMCTiHzp/mKnPXvPwr9v+/5tnkCWo+/xFGQ54p5WQdx3x9/PCUSRGHlLMQjE3sOexyAPtweRiGXXUogfyCONAsPnE1JM0CpqwLd3DuGF0igc27PNfoYXijcwthTGjncJIwlFBCQVh20nzcXGNNvpDCGCktZht59iq5fmqbElJBHxdneOtmfwZGGJxX6RdD6+ISzou9iRRjfQaQYW8pCpnbaarLt5wkjip2cv0fAtvrtzgILZ56n8Xa51J3jswArbvTRPle6iSgHXO+OcsDZZd/NDuX7I1yonOJtd54S1ST/U8CKZvNGLw2MnEQv1AoVjiR2+1T/MbLGBLEKeKd9lSm/wbmea48lttntpOqHB7U6JMJJQpYCr3Ukey6/wVmMWU/bIyz123TTHzQ2CSEKVfN7tTHHc2GDTy42ux/ezD6Sn4IQKL9cP0gwsdgYpvtE6DsT53Zv9ca4MpumEBs3AAqDqpygpbfqhRjcwGPgqFTdFQnOZsNr0Aw0vlPmZ4pt8OHOdjq/zcHaNpOZwMrPF9c44f3T3YQDK2Q55s4+peCMybO/i90IZRQwzC5E0FFPFC1pX/BE/IA/jZHXoTey/++/dRcNI4AcSshSiq/7obqWr3sjdTprOMN6OiUfHibmFaF9hUhSImGTcsz39wZ4nsPezTwn5PRaB8Pc953u8gT2PSBqe3/AhI45Alva8g9gj2gsZgBEgAKMQY8+L2Auj9myvqMcLZDQtBlJZRBjK0NuKBN7wXP9i9yTu4QE/XX6H2USdjmfQDzQeTy3hBfKwBDlujmKpLk+NLXG5MYUkIg6bsSLWkh1OJrcoaF3OJNfoh/HEAC+S2fXSXOlNc6k1xXo/y3cqh9AljxBB2zc4nI17IXxu9Sym7DGmd9hppRjT2qgi4NncHb5WP8Er1QN8czsWC622snxr5zCf3XqYt9uzdAODaauJHSkMfJUgEswkmiMu7ZH8GodSVR5NLA89lzUs2eFvz32HktLmY8VrVAcJNDlg1qwzpTU4kKzS9TVW3QLzRpXXOwf54+WH2HXTXK2Os+nl8CIFaxgmv599IEHBDyQ+VXqXdbdATu9z1Npm0R2j4qeZMepc747zpeppEpLDXWeMu4MiebnLlpvh7qDIwXSVtDLg5ybf4pOFdzls7iCJiG93jvG/rnyYGbPBQX2Hj5aux0RTJ0t3OUMiPyCpOSgiQJECFBG7+n4ooUghuuzHi1j2UUSIPAQIiC90L5BHWYe9nPze/7ocjBZWvP9erG276rAIKOYpVDkY8QuyFBGE4t4N3VViXcKelHkPEEbCpXvKxPvESXtPsD9s2HvcMBUJ98RJe9JmWY6BLRiGPP7wfOR9hKo/FDeFoYS/7zOAe7UMe9zDHsiO6iD2EY976dp618Lz4pCt52ijx9ieQrdvALDeypDJ9PmT7UeouwnOZDc4aW2gCp/PTF9AFiEJ2aHiJpmw2nzxzilCBIdSFV5vLWApLje6EwSRRD/Q+L31x4b9M9I0PYt3W5Ncb5VjL0QKSagOY1qHpGwzCFTKeoeHCussZGtU7CRNz+Sx6RXW7DxJ2aYTGKQUh5LZxVQ9du0UL87cpNazaDkGZb3D9c44YSRxpz9Gz9UwZY8jiW2ud8cZ+CpXWxPUXYu3evO4kYIqfK51J0lJA4JhB6lm32SjnebP1k6xbBcZBBp+KPNOc4aE5PBIcoVGLYklu5wrrzGj1UjJA9zwr5inYCoe324cYdPJ8vPlCyzaJb7TOExJaXPeWuTDuZv8ZOkiluSQkfs8l7lFJUgzobV4IXuN59I32XHSfLV6giWnxK6X5lemX6Gstqn/+RSDQKMf6twdlNhx0uSMAZEckTQc0locV++lbCQRYSn3QoI9jmHPTXaCe8ftVfdFkcAd8hB75ocStq+M0nKur+D7MqocYulu3PrL0YZcRbxgLN0d6SFc716kJ6ShgtCTRqXNSAx/9oEB3CMa9/4e6h3i/xmFEZq1r1R6aLIcjjwDwT2g2+/uA/e598Ee+cm9jMv+H0mKsy57oYgfSqOfvDWgnO3gezJPzi7zoYk7DByVRt+MtQIdC0P3MBQPRQo5O7bJ86WbPJe7xc/lLnB9MEknNJFERNfXUUXAUWuHlmuQTti0bIOc0scNZQ4kqkybDVKyzc1OGS+QafgWbzTmqTkWihRyvrCMocSe22yiQUbus2bnh5kCQdVJMqZ3KZttfqb4NqoI+ebmIXbdNACfyL3LhNHiaHqXVy8fpuokCUPBidwOP5a5BMA7tThlfra4wRPJRb5VPULf19AVn56nsdTO862tQ3iRjB2peKHMF+sP89XmaS72ZvnI7C0SmkcYETeHMRrMWzV6nsaXqqd5uX2YAzMVLMnll4ovY4caK06RIPr+S/8DySmoUkDbMziQqFL3kzySWOaWPIEXKTRDC1UEJKQ4DpRFyKaXpay0hvqEAtd7E7E8VXX58uYJ+q7KizM3eXV3gcOfvsXtdoms2o972EkBRaOL8MVoEftD900SEZrwsYekzJ7bv7cvJCbi9u52qhzg+MrI5d6zOFSQCYd35Z6t4XkyCdMdaRr6TlxOqwzvzACOp+D6ylBqLAgDeaielAj9+wue7rVLE/fzBXugwb7/IQ4nIuK+Da40EhTtFTbtDw2cYUZkv4MhDUtwZSnCD6R76dZ9XoAfSmj7SqSFiHB9BddVCHwZTfdwnbh/YDbdR5UDaj0LVfMxZY+mZxGGgnbDQjV8Do5XOF9YRiIiIbvocuzdfGHnLMdmN1nsFjlo7NINDGaMOjNqnS/Vz3CzMsZYusvx7A6G5HG7VuJTxXdxI4VdL40m+TxSXIuzXY0cx0s7FLUeR8xtZvUaKdnm1fYhlpwSW3YGN5Rp+yZ+JFHSOvRDjZqf5GZzDNdXkEREzUvwTjiHJbu8tHaUnz1/gcuNKcYzHTq+zkudk6y2cxStHgfMKle7EzQDi5OZLQzJox9oWLLLVzaOU7R67Hppam6Ssh5n2Tq+wfHEJgnJ4U6nhKW6vJi7ih2p2KHKFzunSKkOVSfB6VycCVn2SmTlHm81ZxG8zvezDyQomJLLwFeZ0JoESMgi4vnUNSp+GjtSOajt8krvMCGC55PXMITHtp8hr8SNU641yjxTvosTKuRyfVKyzbvdqbgphexzrLDCIFC53iyjSQElswsiXoS2r468Aj+U0WR/5CHsMekhMVk2AgMpwAmU+zwDdeg1BJEYLR4iQXeg47kKmu4hSSG9IRi4rkwmaY9c9DAC21WHMucYEEas/lCYJATfk1kQ8r3MxaiD035vYc9GKcn7uYY9cJCkOLMQy7TF+0qX91qixU9zDzD3SEhdjT+7IJRwfRnXU3D6KpISUcq3ebS4jhdJ7AzSTFtNXlo6MmwUIvHttYMcKe7yxNwyWXUwYu1ntRrvdOc4aFUAuNUbp+0YdEKDv1a6jB2qtAKTJxN32PByTJsNfP8AGc3muLXFb958BkkK2fEy9EONfqCx1MxzOh2TfzlrwNHkDkEkcccuc9zcpBMYFLQuLd/ElONMwHI3z3yyzoK+ixcpdEKDzZtjKOU4A+FFscZk3qhxbnyN7+4cQJVCzuQ3qboJVgc5nigvo0s+qgh4a3OGd3cnGUt2SagOk2bMTcxn6hxKVPjs3bOEoeCXjrzBS7vH+Fj5GmEkxY1jHYO82ceOVHa8DHNalZw1oOUazCQbw9ohn36o805/Ht7zPb7XPpCg0PJNnh+7xapTYFav8Qfbj/Hrs19gmywrTpEppUGIYM3OsaiN0Q91Wr7FnF5FIuThwgYbgyyVQZJnS3c4b93hNz/3cbw5h7934NvYoUo/1KmnEgCs97JIYzbdroGflUbhghsqw7tdfEeSkJFkb9Qlt+cNialQHvVagJgX2Ms++MG9u2kcMkhxmlHzcDwVb1j7rqoBmuIPvQaVvX4DwfAuLckBQjAS9+yFAHvE4163JuBeg5V9XkI0clzEvX3Df+XcPcnrnmoR7vU02FNYjlSOUQxSwEiUtN+DUuR7KVnHU2KPZ+gRHJ7e5ePla5TVFilpwHc6RyllutzplTg0VuXmZhkhhfSaJo2UxdnMBrIIeaV2AEUKudMpMWHGaejvVA5xNLNDEAk+Wz3HQ6k11t0cD1srrHoFZEJqbpJSpsvD2VjteKBQo6D3WLELXKlPkNZtzpTiu/M3dw/zsfHrqJLPd2qHOZraoRfqeJFCw7MYBBo1J4GluJiKx2o3Rz8V7zeEx+PnbtGwLW51x0ipDhl1QCsw+UTuXZxQJq049AKNnyq+gxvJ9EOddTdPP9SYycUNVduuznYnRW58wMXaFOdKq1iSS84aYPsKF5pzHEhVudUbZxCoqFJAs2/SsXVeUk+QUGJF549PXeZ37jzOTLJBgCCIVLJyn36gMfDVkZf1fvaB5BQSsktStjlo7JKV+3E8HilU/BRHjS1uODFBdMCsUvXTVP0Uq4M81weTpGUbL5JY7eTQFZ9bvTFkIvLXIqxrBr1QJyv3mdZqJGSXotblTHaDVHJAVNPpeRpuoOAPiRg3VLADdZR/3jM/kvEj6b7sRDBMLwaRoOeqBKGEIgdxm29fwXUUhADLcPEDGddRRpkES/foOxqOp2Boe1LjuJBKHlZURuGwaYpgVACF2Cufjn9LSrxt1MnZk4i8faKm92YnPAlN90ZAMAohxPcWV+2JhyLuD6X2wEIahk1hKOF4Cn1Ho9M1GbQMhIh4eHaNhOpwsx+3IKv4aab0BtNanXGjzXyiju/EHtPHTl1Fl3123DRjahtD9tAkH0txaXkGOaXH8ew211vjTCTapFSb24MxLMklQBr2PVA5lVjnx6fe5ZARN+rxQ4lBoJKQHSzVZauT4pP5y2y5GY5nd9j1UuTlHk/klggjgTOspu34BgtmFUUKWOnkkIgIEfzO6nl+e+k8f7r9EABPFJfoejqr3dwopbntZ3gmeweAlmvwhzvnuNSbZcfLkBqSkodSVQ6lq/zY1FUOFypca5Q5nK3EKWvJ53xpGYCFRI20YjNn1uKMg9GknO7wyPg6puxx1Nrhj+4+zI3uBB+avsNOP81fNk/w3fYRmoHFjU45Vkj+AE7hAwkKgoiSErdju9yf4WRmizWvQFbu89XmST639TDrdo4/XT/DhpNl103xk4W373ECocwzY4sU9B6LrSK/3zhP9N9UefKnL+FFMr1Q53J/ljcrM1xuTHHY3MHSPKKUz0YtM2Jm97IPAGEkYQcqfT929x1fuZeeHIYSe3JoSUSYqj/6v9Ezcd24qElRAhxPYWCr7DVbkaRopGTUlABVjnUKkhShabGH4Ptxzj8KBKEtE7RVwrZK2FEJ+gqBLRP6MfkY2jJhX4G2gtxSkDoKUltB2DL40r3uTnBf0dReqfOeZxAMCcNwqDfYL8HeO8/9fR72hwq9nkGvYRIGglypw/n5ZZaaBVquyQGzSj/U+dzOw1ztTnFjMEHVSfKl1x+CSDCTbuCGCnm9TxAJLrQXAFhpxd20pq1mnHoOVBbXxjiS3MUNFZ5K3eGQsYMXyViSQz/URnfilxon6AQmZbNDSnFoehY/NX4RQ/Wp+0kyyoC3K9Os9nJ8q3mEy50ptuwMJaVN1U9hyh7bbpqC3mMi0eZgssJTxbu0BgYfn77OZyYvcCq1yZOJO6Q1m5TqcDqxjh2qfK1yAk349AINO1DZ6qX5xsZhUrJNP9S42S6zPuyZ+PnVM1zemKRk9ZgymlyuTzGpNrlQnWM23WBMa6NLPkEkMaU3MCSPZ0qLOIHCnFkjQPDLh17nze0Z3tidI6MPCIcdzTe9HHU7wZjRuS/Ufa99IMMHgE5gxMIMEZBR+1wZTOOECjNGg5LWJSXbTBsN8kqPZbtAiMQL6Ws0A4vTqXXGlRaW7NLzNXJKn09OXSMl23y7dphHsmt0A52fnrnEn2+e4kJ7gbRuI03V2LhappExKZh9NBFiyHE+N9znFSgiQNP8kQcR74+zDk1bx1TjwRxeKNFztKF8N/YQAPq2RjRyy2NGcGCr5NN9DMWn52oYmsfA0XBsBd9WwBcITwJfIIVAySGRtOlUkki9GFAiOUL4AskXhHqIOdXlYLHGR4o3+OruCW5cngVJECnDikoZIjMYVTfuAdH+hb6/iOneIJIYAPzg/t4L/lCq7NoqhIIPn7zJQavCje44dqBQsHqcy6+yYhdY7R2i52mshVleGLvB5iCD3JX4yOOXSSs239w8zMenr3Pc3OTfrD6DLvucL6+wbmdRRUjVScYDXkyPK+1JNMnngrTAvFHDkhzqQYKGl+DtxgxncxsMgphrOGhVWLNzXKpOYcouU8kWdqQSRBLzmTo1O0Hf1+h7Gr88+ypuFKtozaEHstbL8cmxq9zsj6OEIVOZFm/WZ7mjlzhgVfmD6uM0HIuT2S0u9mZ5eesAihxQ8VO8sTGLpXucL69wsz3Gsh03/y0ZXSQRcqk6hRARk/k2adXmVncM21f4N6vPkNZtfmn8Fd7pz1Nxk0zqLUpKTDoe1repuUm+unWcF8ZvcspcH2lganaCmp2gY+qoiYCPjt8YDTb6fvaBBIU98awXyWSUPiWlw0s7xzEVj0mrRVlrM6dV+VrjJMsUMGWP39l+gl8af4Xf336ctDZgwojbZM+YMXBMqg3+snUCN1SYUJtsOxlW7AJjVodns7f4vd7jHM5UWEsU2alkyEzbGHI0Ih0VyaftGhjDWOy+XgEixAtU+p4a8wehRN9Vcbw47QgxIOiqT7NrstdoRYhoxCVkTRsviJt69h0Ve6AR2jJSV0EoEVHCR1g+U6UmY1aHny9fwIsUUicH3HQmRgB6tTvJai/HT4xf5oC+w7c7x5CJmE/Weei5dX7/5SeHYUEcRqSzA4IwJnMV1Y9TitxLQe7vvDzqvDQqcNrrBxEDhucqeD0VNeHxk0cvc8zc4lp/EkmEdD2d3W4SJ6vQ9gyOpmLtiC7FufcxvYvkQXJY83KquEXFTXLcjJvnOoHC5frk6PtI6zbXViaQ1ZDtbgpL9bhZHaOY7HEgVWPCaPF6bT4uCDLXMSSPlUGBk8kNVBHykYlb3OqO8ddKl0ezGjwr/q76vsbPTbyKKvw4Dg91CmqPVmByMrNF1U8yrrfYdVN4ocxuJ8m5hVW+uX0YP5TiojxCFCnE8WWenrjLrpsmmxiwW09zUZniTGGTtGJzyNih7if57PpDGIpPvW8yn6lTdywOpSosNWPg+Gtjl9FEwClznZoX91yo+GkafoINKU/b1zma3eXd9iSHjB0MzaNk9vCjuICvYVu83D/ATLKBHagjZe772QcSFAACJHTJwwlV8nIXJ1BwQ5nZRMz4VoZFLwcTFR61lninP8+KW6Kg9/AiiQW9QiuwuNUrsyoiLnen4zhPCikpbQ6YMXv9UDIuk83oA57N3qL8eJs//PpT2OMqWX2AP5Ql+6FEUnXIqDYN18QOVCQR4QQKg2H3HwBVCRgM+QR/WMykaQG66tPqmYRD+bI8JA7Tpk1Kc/BCmY6t0+0Z+C0NyZYQBTdutS5FPDS7ziPZNVq+ydOp21wbTJGSbV4fHOCjmatoIkAi5Lx1h0V3jG80j3N7MMZTqTvUgiSm5DKmtZEcQWACAiJnr7w7HJUu76kM3+te7nkT0bD+AO4VS0EcYngDleJ4m05fH7XA33HS7AxS9D0V11dYG+TIqAPSis317jgHrCrfunUYIph4bCdu1x/JFLUudTfB53bj8mCAu60CrZ7JTxx6l4etFf5F76Pxd+AprC7nmT60S8HosdzNj4i08UQbO9I4Ymyz7aRp+RZeJLHcLzBn1bnYm8UPZSb1JjIhU0YTJ1Sp+im8SKYu2/SDePZDKzCZ1etc709Q1tpM6U029QwZbcDdXpGsMaDtGEgi4np7nMfyK5yfWGW5G9dJHMlWeKZ8l0Ggoks+L1cOsDBd4Wa/jK74OL6CocY3H0UKKag9nhxfYrlXoCB3cSMZWYSklZiHAEYTro4ldrjWneCTxbiOQhKw2spyorhDUnUoanFmbteJy7N/0GC+DyynEEYSb7fnuNiZ5vd3zxNGgq1GPNBj3S1Q9ZNk1QEPWyskpHgoR0bu8Wz2Fk9lFnmnO8uN3vhI7ro1SFPtWzyUXee17iFeqhzj69WjFOQuqvA5mdqKXUijSlhyWa/kaDommhTP+VOkEE0K6AUahhwLS+oDi5Zt0HfVUQmwH0i4XkwqhoGEqgYkdHfEGUC8uHTVZyrTImfE6rRqN0GrZRHuGKCHPPfkVf7uw9/hqUN3MS2XZ/KL7LopBoHGb6x9iG6gY0kOTc9EEwFuJNMMLX6r8iyd0ORsag0nVFhxiyQkhwCJz2+exdyKSUcxFDFJ4v7LI9ifWhxmIvaKt/Z3ad7fiEWIKO4g7EgczlX4Bye/HX/mdoaup5PT+2hyQD7R5+JLxzBlj9VBnq6nc6U9GQOn6fETU+8C0PVjUEkoDjU7wbxVY96qYSg+Kctm10lx057gQxN34pZstkZisoPtKxxJ7vJMaZEj1vao50UrMKn4KQpq3J3ryfQij2eXOGBWuN6MWfxuoLPjpNmws5S0DhNqg5zSo+qlUKXYY5AJ2fHS3G6XKKst7g6KnE5v8g+mvs7R5A4/O/4Wz4/fouPoPJRdJ4gknFCmZHSZs+o8k7mNEypsDjLU3QRrFyf5zbvP0vPjyWVtW2cy2aY+sHgiv8TXto7xxu4cluJy1y1hRyrtwMCQ4vYAFzvThJHAjlS+un2cpXaeG4MJOoHBi1M3eGx8FTuI0+zbdorVfo6+r+EFMhl18H3X3wfWU1CFz4u5q7RDk69WT3A4UyGpOeTUHk6oMqXFRVFBJLHtZ0lIDuEQ46p+Ku6HQERO7XPE2OKPL5zj0KFtDhq7vNFZ4OZ6mU8eu8a32kc5bO7S9g2WolLMVZQbrC2VWFIK9LOxumxvApE27H1Q6SRGXIGqBmSsAaoUxnMj9zH5ScNBl2NyUYiIxLC/YFJziCJBtZ9g4Kq0qwnklkL+WI2/e+A7ccrUT8T9Jz2ZYN/SHTNjwQzEswNWvQKtwKSkdEgoMcF2WN9h102zoO+iiYAbrTKP5Nf4/CM5lHUTkXKxkg6KHIuQ9u7+96oiY0/A9xUm8y3qPWsYKtzfd3KvtiEMBXJf4lxmhW/VDzNn1ZFExFVngp1+krTmcHuzgCpFXKpPMZVoMWG2uViZQjc9HFvlG5UjfKJ8lZzS42anzK6TYredZNkq4EcSm7UMpulyq1kiow54tzHJmNXhXGmVWb1OgGDDybHbT/FwZpWC0UMRIa/WD/CJ0lW8SCYhOdjD9Fwv1Hkov05R7VBWWvHELzeLIXmkZZuE5PLZzYf5R3MvkZX7SCKiqHa4u1nkC9JZbm6UOTRR4WFrmWeSN+mFOrfCcQ5kazydusW2l2VCa5KSBvEYROHxdjWeorgRZjAOtnl2fJGAOFvmeQrVQQJJRHx58wTnS8soUkhe6ZGXe7zSOcyl+hRPFpfYcdKUtC5LvQKXG1OkdZtfGH+dd/pzeJFC2zeZMRox/+ImkIjIqDYJxWFZFNgSf8X6KewReitukbPmKp8sXqHqpzidWh/pEWbUGjIhXiRzsTfLQWMXO1K53pvgY9mrTKhNqn6KW70y56wlzp9a5NncbWQRX8SG5aJLHvNGjduDMZxQwQlVLtTmSOs2VqnHYCvJ1koCPxnc86lCUNsyoRqN9EA+MBjTRn0VhYh1/KocYLsqkRofmLZsxhJxg83awKJr63S7BmFbRYSCI4+s8nzpJu9053g4uULJaPNuexJJith105iyx3FzE0N4/Gn1Yf52YYlOwSCMBHm5hyU5fDh9g10/jR2qPJ6M5xxc6s9yOrtJTumTz/So7RqITZNuXsEx/Lgxqy9hpW18XxoBnRCQMB0qneS+jszfWzAV/4ZQizig7/KGNE9asVm3c8wkGmS1AYoUsLw+g1sK0KSAyiCJqXhxsZUcEtoyN5cnOJLeRZd88no8EGWhUOduKw5FPnboBtt2io5r0PJMDqUr7AxieXsrMLneGY/TyZHESzvH+cjYzRHPUvVSzBtVNr0cAYK3WnOcSm2SV3psOxlavkVG6fN2fYbPTF4giCRW3CKzyQZjctwn9Eprkp6vEUWCG6vjpDIDTMXjuj2FLnn8xfYpAKYTTVQCZtQam36OS71Znk3f4qvNU1iqyzPFRRqexc1OmautCZq2ievLOAOVnhanpSeybS5U5ziV32KpV+BkaovrzXGmEi0ArtbH+fnZt3mrNst4os2Y3mHFLXLEiPuLpJUBVzqTfCR/g6qX4ms7x1ir5Ph/nPscTniCK38Vw4ddL82frD7EsltEHQ57udUfpz/Ubn++8Qiq8EdzJi+0F3i7PcupxOZoBsStXplpMxZvaEPl2Lu9ab61epDJbJu2bzKnVTiV2GBnkCatDOh6GiczW3xodpHiQp1g3AE9JDfZojjdJDXZwSv4fOjpK/yTT36Bv/nRbzB1cgexZTBoGfjDRq1Jw4kVfVJIZxCLnCaTrTgM6qTZqWVob6YggiNHN3nk7CKKFPJy7RBVN0HVT/FntbO03LgJiCQijhhxW/Lf3nySmp2gGeqkJJt5rUpKjt3BXqjzO6vnyctdDBEP6E3JNpcbU9S8WKw1cWyX4vEqoqMQbJnIq0Y8YuzIaxwZrxAE9+TK/r6Q4f06M496KsoxcP5x5dyoffi00eCAWSWl2kwYbbxUiDACjmZ2yBl9kqpDQnNjnYMS8eNnLnGhMosuxX0mtvppLMWldqVE31V5aekIl9amMRWP280SDdfix8cuoUseJ811anYCSYQoIqRg9OiHGncHJVrDpiJhJPFac4EZtU5Cdvn3l5/k1foBbnfHRiHTx8rXRt6EJTl8NHcNO1Jphhbvrk2yXs/ymdNvolsej4yvc2VjAi+S2XKzVPsWbVdnsV1k28/wRv8gL9VPUFB7XBtM8eXrJziW2WFMbfNWbZYn8ktUegnqrQSOp1AutZCkkFPjW8wmG3Hj10Bhu5em4qbYaGWwA4XXa/MMXJUNJ8tDhXUOJSp8c/0Qb7Vmh70afKb0Bk9nF7ncnWHbTccipr7CZyuP0nCtH7j+PpCgALDrpnh2fBFLcrg6mCZAou5aPJ64S4hgTOvEF46bISk7JJS4DPZb9cO80T0Qj4LTelTcFGtugdOpDW4Pynx9/QiG5lEwekjDSseGn+BwapfnUjeZSrY4Y60xCFQ+OX2NXzhzgZ9/5E3+zqHv8jcPvMyx4i6/+NhrFPUuU2qdy50pfv3QF3ji6esoFRW3p6HIISWrNyocAobDZCS6rk69mYBNg+REl5899Q5lq8201aTj6kxaLd5cmeWrO8d5e3Oa50u3+J8f/kN+LHORR40VHjGX+anxi3iBzCv9w9iRihvJ7HhxCPVq+xCHMxW+0jrNX7ZPUAuSHNB3+cWp1xjXWxzKVskaA84WN5g8UiF5oEXyVJ2Pz10nJdlstDJIIsIYplX3ewV7xOL+ATFCxPMeZTkiMgL6vkrTNSmqHQ4ZO8xpVfww1urLfYkoFEzpTQ5YVbb6ae6ulei3DbL5LieseCD5jU6ZotZlq5lmrZNFPdChU0sgXUqRTNhoss+LEzdIKQ7rbp5/denDLDljzCYb9H0NSYQ8nFmlH2i0fR1LcVkZFPAimYfS66gi4GRyk7CtokgBbiDzdiN2608b67RDM+4ILTnIhCx7cQHR2dl1Foo1jpjbPDy5ziBQmSy00CWPxW4RVQ7R5YCnSnf5s+pZrnQmyarxHfu7tYNIFY3PX3wIL5L5icnLrNk5XF9B1Xw+MX+dR4vraErA8dQ2Y3qHpV6cWfuZ6XdwQoWPzN5CkUIafZOJdJxdm9IbTGhNnpmKxVarToFvNY/RDQz6ocbtdomC2kMVIf/oyZfo+xoPpdd/QELyAwoK/rAzzbxRIyG5PGytUJC7mLLHdXuSxxOLo5mRjySWAThhbfJOewY7UMmpPepegseSd1FEgCF5lJUWg0BDVWJ14ZTRxA9lSnKH89Yibd9AIuRvlF9lySkxpneYUJtMaE2Om5vklS6rToGfHXuTJ5O3eTSxRMVPU9R6fKl5lrPpNfQjbfDjZqWOrzDwlGFFZdyByQ4UKp0E0qbBoUdX+acnvoJMiB2orPZypDSHab1B4MgsbRR5ZHKdpUGRS4NZrtlT3HDHuTSY4/agzEK6RmM4Ffu6PcXl7jR2qPHJ3CXOZ+4ypTepuwn+aPscv7/7OGnZJiMPeCF/nQ8Vb/Gx7FVaA2OkrwD43NbDNHdSGKZLUnfIJ/qYWuziv3fEG+zrEUEcLklarN48mtzh5caheJ5nd4GE4pBV+qg9wZG5bY4aWzyXusm5wiqJjM2nz7xNFAlUEXAqv40dqKz083xy4Ro/NX2ZfLKP3FB4+icucbS4iyF75JUevUDjUmsKTfN5pz1DEAmatsm42aEbGBTVLmvdmFzLqnEbf0PyqPgp7g5K/OJTr6JJAbV+gkovwUs7x1GFzzE9/r7X3QIVP82OlyFAMG01KZsd1t08U2aTKaPJC+M3ycs9Pla8NiqrXx3kyWl9bF9lUm8yb9ViIVYqQHQVVBEgiZA3d2b41Pw1PjS7yGPJJS7WpviZmYtsO2nW+jkKep/rrTJf3DrDzeYYfiTT9zV+Zv4Sp7ObzBs1nFDFi2RKWodjqXjwTMszWLPz3OiN81B+nS9vHueNrVmqXooDySpFtUPwA5b+BxIUTOEyY9RHaRdVBHyjdZzVbo4jxhavdg+z4hTxIoV6kKQfalzuzYzShqoImDNqdIK4gOWrtZNoIuDx1CIp3cF1FXTJ5+eKF6gHSXqRxk/n32bTz3HHGefP1k/R9Exebx/g3y0+yR9vP4ohPJb7BbxIISFcEpLDl6qnOZVYJ6f2afkWP3fwHQgEmhLQ9TQM1SdtOJTTHSZSbbbaafpVi+eee5f/+8KfAvBoYpknsktMmm2ezi+SUfr80iOv8aGjtzFlj4qd5Gp3gt9ff4xtP0NStnkxfYXns9d5OnULQ/LIyH2eztympMTj06fUOkeNTc5n4mlYc1Z9qLXXSEgOGXnATXuCQqLP8zO3+djsDV7MXGXx4jRWoU/KcEZZl4QW6+6NYSMYbdjwRNprvwaxlFvx0U2Py1uTfHnzOAnF5bZT5q3aLOv9LN1Axy4HTCeaAOz6Kb62dpQfW4gJwIP5Kl/cPcuk0WStmWXSjGPnFbtAx9Y59dgSRxLbnEpt8lh6hd9dPceHczc5ltrhI3O3Y22Ir3GutMZmP8OCXqE4HL7ihgo7TgpDeEgiZMkpYcrx+MCUalNKdJGliK6n0QlNZEKyUpwa3fHS6JJHP9R5qzrD5coE207snR42d/jm7uGRtzmVbPFYYYWDiQp+GMvgDcljQmux3M4zM1eleKjGhfYCluTy9MQS01oDiYg1L09CjcVtM0ZjOA3bJaG6vDB2k1+YeYOTiQ3qAwtLcpnSG6jC543GPF4ksz7IcaE2x46Tjkv4EaOWa11bZzDQyCh9pvQGi/bYDxQvfSBBwUPmaneKc9ZdvlQ/Q4DgyXSsHQ+HOeZdL8UrrUPk5S4LeoU5o8bBZJVTqU3uDkpsuRn6oY4TKiy187zVm6ceJPnE+FUenV7j1eoCX2ud5NXeIX5v9wl6oc4dOx7t9fOzb3OzWabj6aP+jNftKR7OrKIKn7cH87zZO8ChRIW80uVye4pr7XEutaYgiouAkqpLwewznYonWd3YLNPeTvGzj73Jp/KXh7LtXlwnH6qcSy1x3NhgXGkxprbxQpmer7FYL3C9Ns7KSonfvPYshnDpRzqG5OFFChIhh/VtDmi7owEfKvF8zZdqx9nsZnhp/Qj/9NVPc6kzQy/U+Td3nyavdPmH818HICXbLLtFAjNkPNOhZPZG34WpeFiqS9qw46lMcjyMxRjyJSkjnueYNhzSlo2hebR6Jpeqk/zJ6sOs3izjhgq32mNkZ5vs2CnsUGXdLdDpmry6G0uYt3tpWq6BKoK4Oatep+lZrPZyBKHE0fQOf755mmudCa70JrFUj+82DwOgSAGW4nJ5fYpn0rd4sRQrW1fdAqdzm0hEfCR3g0m1waTa4NHEEjtOil0nxaTe4qfGL3IoW+VUfotrgylkIpphHHc7oTLiZz46cZOj+QoFrYslx6GLqXjk5S4rdoGPFq5zo1NmqV9ga5AmrcbVubrk8Vz5DmEkOJbfIa0M4gE3vs6Wm+FyfZI/XT/LVifFrd44t3pjNGyLXSdFUnFYsfNcaC+w66WZT9e52S8zo9bphAYdV2fbyVBzEviRxM3mGJVBcvT9VZ1kLD/vqjihiiHisYuDQPu+6+8DCQp7/Qy+0jrNQ6k1vOFwC1OJp1H//fGvc8La5MXc1TiTIHlxHzoRcLk9xbjW5iPpa6w6eY6ZW5zI7bAxyNLwE7zeWGDeqiGJiJd3DrA6yKNKAbUgSTfQeaszxxe3TmOpLobsM5luM2XFOek/3zzNd9tHOGWscaExxxlrjd/ZepK2a7BYL/LOzXmQIGPaqHLAwFdZbBS5s1zGa+k8fGKJRxPLlJQ2v7fzOFNyi5Q8YHvYlMOOVBKSwzdqR6naCR7PLnG8tMNUqsVjx++SSQxYdwvYYTyNKBjeieLZE3uzFiQqQZo/b5zlsewyA1fFVH2MhMurq/O81Z3nM3NvkZX7VPwUYSRhSfEdSs66Q02BT0J1RkNt9hrJqHJAd6BTsHpkDHvYa0EZdcCWpRBT81CVAM+X6bsqSmnASiNHpZdg4Ggs1fL81sZTvFI/QCHbxVJdLtWnmE/XOZSukpEH/JPjXyUp25zP3MWQPSzdjRen0aNmJ3g8tcRWM821apmal4jvyqHM//PRz7Hp5Vi2i7zbmWZCbTJj1Elrcem1JuJ5klmpz8fzV3k+ex0vktlwcyQUl0dTK0xqDXaDFBU/zWK/SEYZIIso1gJsHkORAhb0Crd646giLpn/ra2nqToJLndn6LgGt5slAM6m18mrPS53Z+gGOo4fF9qlFRtD8jiZ3ORae4LjuW3qnQSDvs7tVol3tqc5nK5wJrURz3+sTxAiaHgWTdek4VrcdUtsOxleKN9EEhHbvRSOrzCeaFMwepxMbHA8uc0giBv0pMe66JIXz7LUeyP5/vvZjwQKQohlIcS7QoiLQog332d/TgjxOSHEZSHEG0KIU/v2/V+FEFeFEFeEEL8nhDB+2OtJhHw4e4NBqLHlZmgGFtcHkxxKxSrEWpDkiBa3/4aYcb/Ynqaodngqtxh3d26f4Ji5RUq2eSS9wuPZJYJha62vbcTpGYir1mbNOlNqnZzSp+FaQ01CDEy/MPk6qhSQVmz8UOJvFF7hmjPFfKKOJGKJbaWX4GRpGwKB3JFZq+S4vj7OnbvjVNeyaEmXTz56mdlEg7zcZdvPoEgh/2L7Ra7ZU6z28hgiblF+w5mg5Zqczm7S8i1W2zlKRhc/lPjbC99l08kSIMXNNCIVmQhZhNiRyl13jHZokJAcXsheoxsYnC1vcDK/xT8++XX+6ZmvMKk36Ycaa14egMdTi8xpVV5vH8Cy4glEmhRgyD6aFMRS5GH7OdtXGLQM5pJ1VCngo5M3aXUNmrYZcyfENSCm5mFoHgndJZ/ukzZtNCVuMaerPvWBRdfVSekOfU+j1rNwQxlVCuiHGoaIO295kcxj2RVSusP15jgFvY8shdyyx/mpg5fxApmtQYYZoz6c8FXi7fYsYSTYsVO83j7Ard4412vjfLt1hFd7h1j1CrGnJTxkEY1c7GczN5lVa3y5doo/rDzOH60/ylOZRcbUeO7j9cEkOWNAWe9wxy6TUBwavsW5wirTVpOanWDbjsfJO17cW+NWr0yAxCFrh6vNCRayNdxQ5vX6PJf7M7zRmufpwh1eyF7jxYUbjOXbZPUBz8/c5vgwizZudphONTmR3ByJnB7LLrPtZNiyM9ihSk7p4wUSO/U0b92cB2DDyfF6fT6uXJVjj27bybDklHg8dXdUBfz+6+9Ht+ejKHooiqJz77Pv/wZcjKLoDPBLwL8EEEJMAf8dcC6KolOADHzmh72QJCKyco+y1ian9khIDoeMHZKyQzOwWHFLqMJHEwHfbB7jam8KQ44l0fNalVNmzDCn5AHrbp6C3CUvd5FFyGKjiKl6GKbLT0y/y+nMJl1fZ9vLUlQ7HEnuMp5oU+0m+NnSm7zdm+fR5DKPJpb5xOQ11rwCk2qDq81xvtk6znymjiqHXNyaQu5JBEWXsKoT1XTUlMMnz13mb518mV8svMJBo0JasmkGCcaNNnUnwRc3zvBT5Xf4dvsoVwbTPGIuo8s+19vj3OyWafVMJo0mEEu/Z4z6UHUooQofQ3KxI5UNLzf6/NxI5iv103xr5zAPpdb5WPZqrGocegV2qHKrN86MVkMbziZYahcIAglVhN/Tzl4bloz7gYzUURjX22hSwMXmNH7VHEm8AQzFx1Q91CEJudenUhIRmuJjaR6G4g+zMYLmwCChuxxKVJjUm/zh8sP8T4sv8vryPH+88Qj9MJ6mnFAden7cru5bW4ewZJeZbJOtTpqM3OdYaodL7Rmy6oDHkkv8jYnXWGoX+NbSQWrLOWpOgpob808vdw5TC5KsuzEwnjHXyMp9rtlTzFl1Xr5+iNXteF9W7vFa9yBFtcPp7OYwlg9Y72fxQ5lprcHXlo5hKh5bvTQp1eFIocLidomKk0SXfN5oLqCIkIwaD0c+nt5msVvkVGqTfqBzoXsgnomabNFyDc4ll4BYwiwR8XR2kZLS4Vhyi8fyK0yqTZKKQ4jgYnOaVmDS6Rlk033Gpxo8mlklp/bY7qRYbueZzTXIGgPqXoLFfok7dhk3+j+/R+MJ4C8Boii6AcwLIcrDfQpgCiEUwAI2f9iT9QOd//fdT1BWWxzVt7jaj/vYnTLXeaOzQF7p0gwtLOEwaTQ5ZO7yWHoFiL2GlDRgSm/QCUzu9MeYVBuExPUQv7TwelxYlW5jyQ41N8nl5hSL9hhfqZzkzfosPzv2Fu22SUlu80hima/VT9AOTVq+yV23xLxaZSrR4u3KNG/emad5YQxTd8kdrXN0bhtlbMDk0V1++uhlUopN1UvRC/W4mi1MMKa0eSIZz7s8mt1lXGmxaydZ7hf4j5WnSas2zxbu8OnSW/zKsdd4OnGLT5ffpuqlKKstDCkOo17vHEQloBkkyMp9JtW4JXgYSZzP3OV8aZk5rUqAQBU+r7UPokseC3pcp2+HGitukXqQ5LHiCr4v0wu0Ua1HiEAaElJ+JNFoW6iTPVq+SUisxhQZl15fH9WI7Ckjg2FWQ5UDglCgyfc0meGwL4PjKwSBxLHcLgCzWpVHxjZ4uLjByaktVnfyXKjHAp53rs9zozaGRMRYosv/dvMxfqJ8CT+QuDGY4BvbhynqXebMKt9tH+Gd/hyTiRZzpQZSzuVuo8C51BJbbpbT1tpoIPG8UaMTGmz7Wb5dO8yukwIpwkw4WJJDJzBxQ4Wy0sIJFWTiVmsrrTznUktk5B7Hy9tYikvZ6pBXe5xJbfDJI1fZ7SV5af0INTvBY4UVFswqvzB/IZZ5t3Nk5AFzepUxrU1R7bCQqKHLPutugYaf4J3mDPWhpsCNFEpKnBEzRCwTBziUquCHEgnT5bmJOyMwTkk2J4o7NPsmh1IVDNnjXHqZIBIcMbaQxXsHjd6zHxUUIuCrQoi3hBB/5332XwJ+BkAI8TgwB0xHUbQB/E/AKrAFtKIo+ur7vYAQ4u8IId4UQrxpN20+VL6NJTmkJZuHEqukJJteqOOHcY8FO9TY9HP85dZR3mzNsWwXeKcdd7Dd9rOMKy2ycp9PF97kmj014hxS8oCH8uv8wuTrvNmaZ9dJcjS9iyQiPly4FRN8oY60ZXDRnqMVJDiUqLBoj5FRBjS8BJUgxTPZ23GlYFPl3IvX+PTcJf76/Jvc2S7htXSa3xjHDyXKaptdJxWDmORQ85Ps+mkqfpr/bvolfix/iXZocCy1wzPZ2zTcuPFoUrZpBhaH9B1uu+MEkeDN5iyqCDCExx2nzAGzQic0+fW3fhxZhPSHXYKuDKYZV5qcsdZGIGEIj7Qy4M32PN9oHCOhOKjC51J7mmZgMaU3CAKJyiA5ah5jyDFbX7ctKt0EoSvz9OzSqPb/dGGL/8upt8im+1RqKbbraTZrmfgi9hU6g5io1ZSAjGajK/ektXudraNIcNCqkFN7vNw+zKTRpKy1abkGpuVSNjskZYeHjy8znWmx0syRVm0CXyJA4tmpRSzJ5ZOT1zhmbnGrN86Z5Bpr/Rw1O8FqNUe50GIsGTcWqbsxgHaCWBRmSbH3GUaCgt7DCRSOzO7w0wcvs+SMIYuQ49YWX66d5pi5Fc+MdBMsZGu83DrMulvgXHaVGbNBw7G40pzkWneC661x6q0Ez07eZTbZYMdJ0wpMlu0iy/0Cz0/epu4n2PEyzKh11ux4kZ/ObuJFMmt2joPJCvNWbTS6fsQhIdjsZUgpzrD5T8hnDrzFINQYs+KO04bkcSy5jSyF5NQ+40aHu4MSB60qW17uPg3N/15QeDqKokeATwL/QAjx3Hv2/zMgJ4S4CPxD4B3AF0LkgJ8EFoBJICGE+Bvv9wJRFP3rKIrORVF0Ts5YtHyTqp/mi82H+GfXPs6VwTSyCDmW3OKkuU6A4NX2QcasTty+fesQea3PTXuCV9uHaIcm32of5YYzwX9YeYItL4sdqrzdnSMjD9BEwK1Gidu1Ek6oMAhUql6Sc4VV/v3KU5g7gpQ0wItkziWWeKM6F39gIuLfbj6LJCJ+bPoqYcbjdGoDL4oLb3TdQ055OLmIj2SuUVTaTBlNNBFQ8dMkJDcWS+nbbPsZVOHzhzuPMaE18SKFk+mtoTAqTjnJImReq7DjZ3i+cIvrg0magTWKvXuhhmF41IaDcPYq6fbqQNbcAituEVmEbNhZzqfvMmvWqTpJZBHymbHXKSkdvl07TDkfh03rnSw1Ox5JVh0k6bkqh/JVPnTsFlfr44wbHRxfIa/1mNIb/NrCKxyd3iEMJcr5Nh8eu83R/C4ny9vkjJioazrmvX4UUoiluqP5GLrk8cWNM/R8HX14zpKIyFgDNMmn4iap2wk0yY+7CQ1SnJtd5V9d/TAzRp0dJ81Sv8iqU+CQtRurXoedtwzdo2D2yet9Fu0xyno7nifiZeI27PKAY/oWk2qDXx77Lnmtjx9JXGuPc7s3xmd3HuHtziyHk7usOgVu9cc5kdziiewSCcVh10ux66X45uYhBp5KzuhTdyx2O0m8rkbLM+n4Ot9ZOcCf3jrD1eYERb3LhBZrYDqBMawI9nFChVm9jhfJuKFCQe1R82KVpip8AuJanz/ceYxq32KtlyWMpJHcX5NiHmiPRP786hki4BvbR/iLGyd4qzaLJTvsuqkfuNh/pNqHKIo2h793hRCfAx4Hvr1vfxv4VQAhhACWhj8fB5aiKKoM930WeAr4nR/0el4ok1EG6JLH1dYEC/l63E6LEEtyebc/w9Op28gi4sn8XQ7rO3xTP8Zpa50tL8vzmes0A4uCGle5fWLyOt+qHOZ4ZpsZo86F5jzTxTgDcTBfJa/1kAk5aOySkBx6BZ0vj5dZdMqcNNdpBwZHMrvc6o3R9zXCSOLV1kHWe1lwZP7tlafIZ+I0njYc6/ZjH3uNXqhT9dOU1TZBJPFK5xB1L0HH0zlvLTKutPC41wrejhQy8oAxtc2yW2Req1Lzk7zRWaDjGcxYDa63x7Eklwm1SSc0cEKVXzsSC66mtTpZuc8Zcw03kuPmocMmIXaoxQ1EQp0pvcHl1hS9UEcbzrqcTTQ4ltqh4qa41iiz3UoNv1tBPtlnNtGg4xk4nsLxxCYXa1O8XplHHQtYt7M8X7pJ0ejihgrdQMcNZY6ntvnT6hkypj3q47hX7+CFMq2BQSHZ563WHGEkWG7nkURIXuuTUF2mEk1eXj9AFMFcvsFj2RVu9crsdpLMJhr8yrHX4inPvs5aJ0tqzMZxFab0Js+U75KSbQ4nd0fKwFerCzySX6MTmhw1tuiEBjIRX2g8zO12iZze59HMKsu9PLv9FGcKm9xpFikbHYKh95QYjnDPK112vDQp2ebNxhym6vNc+Q6vVhd4buwOa82zSIbPajfHM6VFDhyu8u2dQ3RdjaqT5Ji5xZjSphsY2KFK1U3S8eK29G3fQBEhN3pl7EClE5hk5T6E0AribIup+kxYbSb1Jv/x5uNIUsgvHXmDqpPEi2TKSgs/iMv3G32T0JMZT7R5qzXHAas66iHxfvZDPQUhREIIkdr7G/gYcOU9x2SFEHts098Cvj0EilXgCSGENQSLF4DrP+w1FSkkKdss20UmrDa/NvldZEIu92dYtotcb4/z+drDPJRcpeqlyMtdPpy+wZTa4IixxZTS4LX2Qaa1Om3fIKP0KRg9LlRmKSstFBHiRQqnC1s8ll1hVq8xocUdeHqhziFrh09/9FXG1DYrbpFOaNLyYnfzqdxdzmbXmdDjfv7p8Q5eS6fVMxlPdNBVn6TpsNQr8Bf1M6PuOgBNz0IRIdNWk1vu+FAoE3EstUNB7tLyLXQp/rL+YvsUv731JL+zfp6Ga6HLPgt6hbLRYdtNj9rVXWpPk5RtKm4SVQSsuEWu25P85uqHeLOzwLRWGxGSn554G0tyaPgJPjl2BS9S6IU6dqgypnYY09o8lFrlsdIqB4s1Hp1c46cOXo6bdzQmeTF3lb97+DuoImA80UYSEZdbU6QVhzv9MepOXI0XRoKNbgaJiHY1rrcwFQ9T8Ubg0PdUbFflufIdDlhVDmSq9N14yEpSdviZ8ts8lFrHdWU8T+ZXpl6mqHSoOEk662m+s3yAP988xbudKexA5dHiOlebE0hD6fu01sAOVQ6YFUpGl+VuHklE3OyU+VrlBL1QG42Qv9YYpzkw2e6l49SlFI+7v9spkNIddMmnG+g8bK0wq9dxIiUumOrHg19aroGu+GSUAfOpOu80Z/jrB9+iVOhwrrDKw9YKU3qDo9ldkpqLNPSErgymych9VOGz2Cpyszo2VCd2ccJYvXh1Z5xLvZmhJ5rg5eZBZhN1JpOtmHBGUEj1GM90kETIVj8+B0OKU7mG5vH4xCpTk3VW2nE7gLF9E93fd/39sAUKlIHPxWsaBfjdKIq+LIT4ewBRFP0GcBz4bRGPWL4G/M3hvteFEH8MvE1cTPgO8K9/2AsaksfrjYW4/JaIZmCRkmxyag+ZiMcm7/JbG0+zYeb4WPpdNOJ+AnYYl8RuBxnOJNc5qO2OymQfzyzz9uoMW16OJ7N3CZB4LL3EqlOIR4/7GTJKrGJzQpWvrh7j8YmV0aw+N5B5NLNC1UtypR13ADqa2uHvHPkuf2Ceo2PHfQO2eymeKC8jiYhZvY4uecyoNZqBxbHkFi/XDuFoMvOZCvUgiRvJOKFCOzR5uzFDUh3jU8V3yRl93EBGkwI+kr+BIXmsu3mOJ7b4k/WHOGHFvfwTiktB7vJ4aomE5FAy2vwPb/8svidTMHpoIqAVWGSDPnmlSyeIdf0ZecBLjRMk5Fg9mlH6NPwEqgiY0FpM5FuxMlSrUjOShAh6YTyvs6y2eCSzhprz2XYymHJc3z+ut3mtusBmL8PupTKN0ioEcYZhTwIcRBKOr9DoWjw5vcyWHdda3G0VyZg2tztj7PSTTMw1+W79IHOlBiWjS1qy2fRyPJ5bpnNU51xhlV6gc60xzvPlW1ztTOCHEkW1y3dqh0jmHIpqh5Q04NHUChU7SRhJNB2TRwur9EOdTmhQ9VKMWR1W/Ry2r/Dvbj3JkeIuLcdAkwN02ceUXZqexZfqZ6g5Ceq2xc9Mv8O1SpmjyR0ymk3P12Jw1TscS2yz66aYTTdG1/S/uf00n164CEAv0HBClSPGFq93DqJLPuOJNudLy3Fa3LfIqgMOWlXCSDCutXmrN8/aIMftepHU2N7Mk4iGZzFmdXiucJu327M8V7ozUgL/2ORVal4CU/boJHXu1ItM5NrcHZTw/48Mg4mi6C5w9n22/8a+v18FDn+fx/868Os/7HX2myYCTqa3sCSXA2aFP6uc4Vcnvsu7nSl+eexl1rwCZbMTD7hwS8yocWrt8/UzJGSXObPKu50pSkqbea2CHWp8ces0v3jiApfa07yQv04rsLgzGONMYo23uvMAlNUWr7UPcrM5Rm8QzyXshLGO/LnCba73JhgEKgNfpetqXI/GGdfjXgP9rk4tm4inIg9bwqsizrvfdCYAOGFs8Ko4gCwi/rJzkgW9QsVPM2/UhkNIIz5VfJeS0iaMBD8xdonrg8nRkFKAqpek3klwe1DmhLXJJ3Lv8lr3IC+mr1AJ0vRDnafmljBlj6zSZ9vLkJH7ZOU+3+4cZd3Ocjq1EceyUSyFXbELHLe2WOyXOJtao+Vbo8xDPHtQ5uO5K/zO1hMkVYeUUuTF3BWWnDHOJla5ZU+QU3pk5T4TE03+1Y0PE0mQUQZ85Ox1vnHzCPZAI2E5o6nZxVSPBavKb189z7HJWLM/YbW5Xi3zsdkbXOzMokgh88k6YST4Wuskr+wuULJ6HEpXqbsJGq5Jx9G42S1zMrUFKWJdi22yPCigSRkeTcVZqecLt9jx0mSUPjNqnQCJbzaO4ocSY0aXTSkGp7PFTVqeQRBK5KwOi/UiXVenbeucn1glRDCeiN3+56buUnFTaLJP3Y4nP+9972uDHIbs0fN1dv00p8c2eaMxz9HUDmXRphMYzGkebd/kx/KXCJA4aOxyUNvhL9snWewXOVzYpW4nWBmSkAnZJWvaXKxMcTBX5XazxMCb4NNzl3ijuYAfSZTVFgESX9w+wyO5NSC+yRqyx3NTi8wbVW71x39g56UPZD8FISIO6ju8259Blzw+WrjONTt2U7f9LABjeoeMPMCOVL7ZOY4lu0zoLY6Y22y6OR5Jr7LtZ5hUG7zRO0i1m8CacDiQqCKLEEtyuLAzS3mmzfYgRUHvUw8SPJu5ScszSGpOXEsQDUhJNnakjgQfJ7NbXKjMcmenyEdLN0gaDv21FBPHWswnavzZ4imyyT6qNI+luswl6xy1drhmT/Fk/i63euNUnSRVJxmHBWaFktzhb0y8NqzQM/mF8uu83DlM3U3Q8XWeyC6x6uT585uxLqwb6NwYTPCJzGWankUztHipcYKdQYpDqQqPJFeGhGQcHhiSx41OmfqwMelPj73DtpsmrdijAp0JPa43aPsGScWhG+g0fIuMMmBaq5HVBnw0fw2JkCmlwYpbxJC8WAA0nGyeV7r8raMv8/nUWf5y6yhPl+9yYm5rGDJobNbTmIZHdSfNb9We4PG5FexAYaee5memLzJjNfjzpZP0qhZPnrzDWi/+vityklorDkUWqwUs3UORA+YyDWasBkW1E1ehBjpPl++yMcgya9a50pvihLWJLsW9KPZsb8LYO8szzE/UOJ7bYaOfoeZYGLLPI6V1brdLo+NLyR41x6I+sHhh4iYTapNNJ8tiu8hHy9dZ0kucMtZ4tXeYN1rz9H2Not4joThc6U1xqzHGoWx8589p8aTpTmiS13qkpAFLvQJ+KJGWBtztF5FExIxWo9E3UXMhdddi3qrF+pEkKCJkzIrPuR9qzFgNOv69WqEDqRpOqBAgsdgvkVYclrsF1vtZFhK1H9ij8QMpc+74ccuphxKro21lpYUpu1zoLtAMLJ5O3hqlarxIRpc8fir7Fl/YPcucXuW79UP821tP8fu1J/jC8mlUOeC3bj5BXunxx9uP0goszhQ3+cM7D1O3E9Qcixm1DsChRIXnSzdpBhZepGBHKm+253l1fZ7bzRIyIWcLm5ybWePt9mws2NmRuFqf4N3GJNlkn7Tm0HU0uq7OSjfPa80FXto5zo3uBKbsUtbb1JwEdzsFykqLSaVBSh7Egp4g1mA8mljmqcwdnsguESA4aFQo59sUsl2OJ7Z4IrkYdw9KraKJgBPJTRq2iSoCLvZmRxmRN5uz/P7mY9TtBM+MLXI+t8Sml2VcayOLkGmtjkzIEXObvNzlqdQdHrZW8CKZpOzwXPIGCcnhY/krGMKLMylBmn4QE5UFtceaHc/d6AQmx/Qt/snClwkiwUo/jyLC0Ug5IkF7O4WQI3Td4/LOJH1fY6rYpO4n6Pk6vbrJ06duU7MT3N0pUuklWG7k8No6huJztLSLLIWcyMWu+9XWBK82D474G1UE5LUet7tjvNuY5HdWz9MNDDqBwY6XYdvPUPOT3G0WCD2Zshm3PLcUl6VGgSmzycnEBjudJJ4fD/w9md1CEhEHMlWutid4pXWIrq8hS2FcqRjK/EH1PGW1hTmUEJe1Nlt2muutcRqdWG+wYWeRiegGButunow84M3+AexA5WanzG9tPEVCdnm+cJMv1h5iIReHoAnFpeKmSCk2FTtJXusxbTV5PLdMXulxtTURc2x+isvdGa7UJ1gb5DhhbaJJPtdbZZ4r3MYNFYpqd0SYvp99ID2FlGKz42VZtgs0PWs4+SfJ7c4YZbNNw0/w5f4ZSlqHrq9zwKywbBfpmzrnsqvcscsU9B4H8zEizmUbnM2u8yeLD9EJ4saaV7sT8Vg4JR4dfzqzSTs0cUKVAInfvn2enz1wkVeqByhb7XikVzrumvTV1WOkTZuPTdyg4qZ489UTONM+9EzSls2x3C4dT2c+VRtdIH4oU7MTrPeydD0NWUScLy3zyu5CXM4bxPUPeaU7KmzKyv04DYVNw0/wdncWU/XIaAPycvxe6kGShOSw4eWQifgnh77C11vH0SUfb9iSru9ro5HsZbVNRu6x7hawZIdzetydadvPMK606Ec6zcBiXq3yWHKJgtzFi2LRTkJyR+PH7FAlJdu0A4PFfolH0iv87upjvMwBIuBvz38X21W5XimTMhxMNe5hsSWnY+Un0O8nSE126HsaPzf9Nt9pHOLRzCpHFrYxZY/dbhK/blAer9B1dcQYvFi+QYigbsfhw9nMBk6gcDa9xuuNhThdGiqEkcRSO09Sc+k6Ov/hznn+1uFXUEXAhfYcy+0Cmhxw/uhd5q0aARIb/QxTmRa9QGfVKeD7Mkkzbpv36vYCjbbF43MrwwxUXErthzINz6Lna/z/qfvvWEvO9E4TfMLHiePdPdfbvOkdk0kmXRWLLO9LrVJLLdN2Ruie6V40Znewi8UCu5jBYmd2e7cxi9kZoafdqHukllRdklhGLBaLrGKxSCaTTO9v5vXueH/CR+wf3+WVpqGSetGD2aoACBI8zDzMe0588X3v+3ufJ0Li9eYJLNVjNtmm6mWYNjvMJtpUEn0+U7iNLoX81saLPFXaYBgaTBttdtwc01aHpOKyY+dY6ZaJkJhNtHjQGeOvVD7EiXVeb54giIXs1pLFZ9kNE9ztTfDZ8l1MyWPfzbJrZ5jPNJkwe7zWOMm01eFEtooh+3ScBHl1yF90/UzuFIJYGKFUOWLCFENDFa3LxfwG7+/NsTIYo6z3udWd5Exy+4C90DgEigAMA1H4a7oWm90cfiSMTNtOnidyW3iRyun0Lr1egoTqszYq8lsrH+PBaJwb7Sm+MH+Xb66dY6udY+AbTGR6mKrPsVyVT84+5POTd/mwM8v33rjA5770PlOLDZKmx+nCPp/N3+Z4usrD7hjDA/uxLEUkVJ/dXoaT+SqTqS73euNkDYd/ufM8b7RPcGc0hR+rZBSHVpjihj3Ltlfgd7ae5ls7Z1jvFyibA67eWOJHneNseCWqfpYNt0RREQMvN0azFLUhS2btMPlYMERL8cWSCIRte0UiJGY00cJMyi5jah9T9pGJ+N2dp3FijXG1w6ZfJETCOyD6bPlFNCnEkl1Kao+cMuJCZoOcMuJvz73Dcq6O7Wm80T7OQr7JM5PrhwnJojEkCBQiM0YZyEihRL+ZZL+V4bfXLvFMTsR759NN1gcFkobH2II4tgxcneViHe1AhPJkcZPj6SpX2nMYSnDgBxFnelmKOZva4pdmrpFUPS6MbaGrIXtelsdOmWmzQykxYDYt6ESzRpONUYGZZIehrwtCd6hRSg8pWUOmUx0Wck1eXHyEoQQUjBFlc0DDTVF3UlxpzAlWhp1izBwwbXaYNDpsj3LIUsyCUedThbs4sU5Z7bGxXhadj1iiHYgdhEzMcqJKEMscy9VQpYgT5q7QD8Yqm26Rp3LrNN0kn8je45y1yQfdOe71xykZg0P+Q0YV8pfZRJuWl0SVI368u8ijfolRpJNQff5ftz5JwM/Z8SGIFQqK+GIrUsQrtXP8SeM0P6ge4+8f/SHP5x8xpbdR5Yi0LCw7x41d/sXu81wZLNALTBKKz8NOmbV2kYTuc7k5D8Azmcd8b+cE1VGaDzqzjJV6NEZJKkYfRY757rvn2elmedCrMJdvc2Fym91Blv1+mozukFEdjif2eHX3JLfXJxk7V+UTmfucLe5SSIx44+FRHrkVzlqb7DSzrA8KbNn5g6y8zIvTj/m10rucSO1zNrvDlNXlfG6b57KP2LQLPHIq/LB3HICHwwqrdonT+b3DTkROt4mtkDfuHcOQReJwFOk0wxQPRuPUvTRZdUQjSGMcUH+fza1yNFllz8tydzTJml1i180Bwq0RIiMTCVy4FPGLk1eRiRhGBoPQ5K4zxW175nCK86Pz+GO3Qj9K8GA0TitIseaWuZRZ5WixzsP2GAvJJl0/wWcmRBf6zdVlLMtFLdqEmVDkZENBj9bVgHWnyJXOHO/vzeGHCmEskTUcPticJY4lnFA72Hob7Dg5UopLTrc5l97i/c4COW2EKovuSVJ2SSnOoe1rKd84OGYGjOk9IXwJdH7QOM4bLUGYliUBk7lanUaWYj45/oBLhXUmzO6hb0KXAwr6kBmzTVL1WM7UyZm2eIBZPZ5MrXM8sUtJ7TNtdVCkiD0/xyOnwuXuImEs8/zpFX5UPUJZH7Bk1nAjlWGoc7m7SNu1eCbzWBwvwxS/PnuZa4M5Nu08M1qLL5Rv0Q8TvNE9wZ36OGPGgDGtz5XBAhESncDiZGYPO9RwI4XdQZblQoOjmRpRLPOx8iPSlvs/w+z9u9fP6KIgi4SWFPBW7QhZ3WEh2eTvzf2Qca1Dw0+z6RY5n9nm1fYZ3EjjljNDxRTpxm9ev0DTtUjrrsh658R0ZeApfKt2jk9NPmDo6cwm2/yNufcYSw642prhSzO3OX5GVGxvbkxRG6bIaA5Zw6G9l6HpJOkFJv9y/VnaPxpHMwP+86XXxAedWWEm2eGJ+S2udmZwIo1yTkw3jps9jqerfLFym18oiCFTRYroBQl+o/wTxvQeZbXHxew6WXXErp1lGBksWXWez4iJuflsi7P5HU4ld/iPL/6YmckW36ufYk5v8GRStFa3RznmEg1mtBapAyVZSe1T9QXI9aOQVEYVScFVr0wnsnAiMWG5H4iI8pjaOzxGtIIkW06BdmDx0JlgUm3z/e4p+lGCWb0JwIXUBqNI52p7Rjyl0zsczddEDDm/QkpxWEw3MQwBnSGW+M+efw1yPkrKJ58ZkdZdUorLqcwey0Xxec1l2qzcn0I3BA6/55qkFIdPZO5R0odYikvdTvFa7SQ53Salupy0dtnzsrzbO8If7Z9n5OsMA4OSPmRC76IQMQoN6sMkm90cGd3mQUPMVGRUh+VsnVJqyCt3ztIOLB4MKsiSOIJ1faGqGwYGG3aRE8k91gcFFlMNnsxu8kJu5SAwJk7lz6Qf4UcKa6MSs0aTzWGeephh3mqKcX4nxw/bxw40cBLv7czRGiXohhaKFPHj9jJ3R5OC0B3oOLE4Vr7XW6KoDTlV3seNVJp+Ekv2kInZt9MsmQJ+Owp0mgOL3UGWjOpwozeNIfss5+tof8aL+u9eP5M1BV0KuW9PEMUSU8kudSdF27Uw5IAdJ0fdSVE2B3wqf5dXts/wsewDNr0SBX3Ij/aOUKr0eNwqMZXtMugl2Mtk2OtkiG2V21cWqJ9O8ouz1wGRff9E8SF7XhY3Uqkk+tzfGkdq6lSHBf5kL4eSCJCHCrvtLGu7JWJXQTrh8BvHPxSTbFJEGEtMmh2iWOJSdpUImSeKO6hyyK6d5UulGwfR5VCk8EKTE8ldbjkzlNU+j9xxGn6K88kNvj72AZ0wyZzR4KEzfvAeMU8m10Xuwhgxn2nyYu4hCjHvDZZ4PCjx8eIKJ40d/qj9JDl1xJJZo6gOWHPLhy3Pj/6yA51b/SkKypBuaCFLETlpRDNIoUuCL2FK/uGv23OyHM/v8f/e/pSwICk+R0zRStSkkFW7xK9NXmYYGSwaNV7dO8nIEum9qUSH2USLzUye/V4a3Qh4t7PIi0dX2BzkSWoeQSQzoXcpqAPe3D/K0NM4W+hjVoacHNunbqfo2Cb/+PYn+ZWjH/KgN8adzjjVbhq7YREuyzymxGSygBuqbA9yZAwHP5I5ntrnR/VlJo0ORxP7vNE+ThAqfGrmAYPQ4KWZFc4nN7Fklx90TlI0h6zVp7jTmUCRIo6lqmLG4IAEPp1ok1VsCuqAo5kaz6VX2PXzfNifF8cOY8D5pCj+juk9Xt06QUEfMvB0rg7E8ff5wmMejcRitGtnebGwws4whxuo+LHCrN6kayZouCnOZbZQUhH9MIEmBSLYFOkcS1WpaF1aQYp2YGHKPueyInK/aReYTHRpZpL0nIOkpG9yfzCBKodo0k9fFH4mdwqaFGDJHqeTO2wPcqw1CwwDnfv9CmdSO5zI7DNldvhW4xyFxIhumOQPVp/gXm+ckjWkkuqzVGiwmGpydLpKy7bIJm0heB3KdIYJVu0S94ciVVhQxYd4PLHLslXDeGRitGS0toJkK2haiDaQcG2N546s8n964Vv8X55+hRPmLl6s8F/e+SI/6S2zZFTJaSIEtOaW6fgJnkoJC7Ep+2z5RfqRyU6Qpx+YbLrifF4PRKQ4pbhEscw360+KuHVksGDUcSMVXQ74f658mrTs8Af7FynrgwPJi8QHzVleKDxGIWYUC5rwnpvl+62TOJFGx7eEWDcw+PH+Ev3APJy+u29PUPVFkbMXJYgOWA1Xe3M8dMZRiEQHIv+QtGIzkRCR7dd3j5FTRnRCsdM4ndzlkVOhGyb4o8YTGGrAUqrBZj/P40GJXmAKboKncrxc5V6jwjDQ2e+m+UTxIV+siHzGMDJ4qrTBTKbLm1vLlNJD1rsFzhV2ODu2x8fnHrEyHGPkazQGokV54tg2j6slHq5McrsxQd1JMZnq0nYSKFLMhl2kMUhS0vpcH87S8SyGI4NvXn2SnGbzicx9NCk82E3JTJkdwlTIyNdwQ5UHgwphLDMIDHETOzn8WMGURIesHyawZI+6k+JBS5ivNSnkt3ef5dXqKYJIPsxYDEKDxVQDENOiBX2EpXrcHk7ytYkbXCqvk1VGYubFbHAytceaXeZ8ckM4MoMUxsFN3QtM+pHJml06THL2ApNRZKDJIftOhk9WHnC+vMumLXY0BX1IRnXx4p++H/iZXBS8WOVH1SP8sHWMjOHwd4+/Td81OJPZpepnOGXtcCIhWi1TVpdtL89YekDHSbDZzrPbE1/yt3YWcUOVIJSpNTLoORfFgaTp8bA7xnyiecg1DGMJRYqpaF2+8NX3uPD5u4QzDub4kHJmgDse8EtnrlK3U1wbCOHGhlfin2++QBRJrPeL9KMEy4kqH3ZnOZvY4nhqnxmtyd+Zehv4aCIviR8rJGQPS/YwJY+CMqCk9th28/ygI1KGYSyx5+XYcEucsYRm3PFVXm2fEbHaA2vRR52Kqp/hen+GH/eOkjdHfLA3w639CTa8EkVdHGN2Rlkulrf48fYit6sTHE3W2BgVWBsKRkRGtvlR5xiPnArPZR+xZNZIKe6Ba8JDIaZi9DiR3efliYd/5r2zh3KaNbtMUvHIHtCOrAPu4OX6PEEk89mle6Q1l6cnNri+Nc3TU5sU1AF+rNCLElzuLrLnZPlk6T5BoGBpHkndYxgYvJS/jyZFbPbz1NtpMgkHu2Fx78E0Scvlq09d5dnxNeZTLXQ5oGL1OZar4UYKluHxu9tP8d2Vk9xanULTQtSmypJZoxZkGEYGETKTZofHgzLJ8oh6O01S89ge5EioPhOJLmnNYWuYOwwJ1Q/0cqbk8enyXTKmw4etWZxII6W5uKHK5+fu8bXpGzyTX6Nqi+/mncEE59NbyFLEhcwmVTuDJbtMGcJXsu0VGB3kRD6RvUdGduhHJu+1F4hiiZIm+JM/bi6zNcyxZNbIqjZbtvBaXMyss9nL88rWGe53xriyP0NeG7FjCwOW+vO2U2gOU3iB2AK+XLrPulPkY+OPhciFiF0vTxhLvJy/T04b8YS1QUL1OZGvEsdCjLrWLmKoIUVzSBxLmJaH1zSJLgiSTd4YcSKxcwgZ+WgwKETmTneCzX6ejy8/4mtLN+k7Bn/tqct84/YTbDTznE5u8073CO+2Ftmu58klbcqJAVd7c9wdTTJnCVtR6WA+IURCIWZM6ZNThmy4wlXxEcjkjj3N+/0l9u00TddiGOq82jwjtq7mHqbs8/HsQ5aLdYaBzpcnbjFrNFk/WJR0OTzg7gkO38A3SBoe9naaPS9LXh0KU1amxu32BL9+5AqfnbtHw0/hhSrP5NZ45IwD8EJ2hYvJNVphkuuDWbphgim1jR+Lbe3d3jiGHFDSBjxwhNjWjxWyyogjZpXzqU2mE22Khngqdhyh3us7BkcKDRYTdZatGpoUUcgeGJx6S6RlBz9WWOmWuVMf55X9s3x28R5HMzUuFjd5Mr3OmltmxhQJx187eYX/bPF1MuN9JE/iwvg2fd9k187yYXWalpvkZGafU6kdRoFO3rSZsHqEgYJihChKxC9/7m10KeCN1nFqB3WXo+Y+zxZW+dUjH/CFo3e4d32OgjniidwWe3aWh70xXio/PDxaVdQuo8igGmR5Ze+c6Brk9nnojPOxvOCKvrFzVBiwuzP0fYOHvTEGvsGP20dYTNRxD46gTqzxrb0zvN+ex5I9CuqAJ5Pr+LFKJ7R4NKoccivuDKaYMjp0nMTB/4/HtN6idCDRMSWfkjWkO0hQbWYZjQxSinPYIv+5U9HnrBG5hM3fnfkRIIARITI5ZUg/TBzgx3TWnRJ+rPD99ikANDlkqdSk4yTImUKOstYp0B+ahAONUye3cEOV6ijNc2NrdMIkRWVAiEwvSqBLAabk8Zmxe7zVXCahiA8+bbpMGW2eWtxgdyCQVs9lH9ENLVKaSxDLXMqu0Q9NpvUmd+xpkrJLR0pSDzJ8t3WGabPDV7LXDotFqhxxKrHNmjuGKfssJOtcTPukZYd6kOZKb4H32/N002L3IZJwNreaE7Rci7FEn6cyGzxV2uCd2gLHslU6foKWZ/HZ8l2u9OZoj1vc6UywrhaxVI+9UYa+q1Pz0ozpfe4Px1lK1ckqI0ZR7vDnf2M0y4NBhXOZbWQp4keD40zrAj/3xfIt1twyKcU5nMI0D4a4WkGKTbfAhN7FMANu9qfImTYREifKVXQ5YNnY51/svUDRGPL5qbtc68xQt5NoUsSD3hhnC7s86I2R1YUW7penPqAbJnirfZQZqy3G28ub1L00TT3FqfI+2wmHT+Xv8n+/9xmiWGKpILBnLT/JW9UjKHJEUvPoeAkuLawzCnS8SGFabxHGMo/bJY6lqmy6RVKKS0UTw3FzRoPsS+J7ZMkeuhzwTH6LE+YOrYOay0eU7H03y3Syw3SizYTWwTro0CQ1wb3sBQnmrBZdL8Fiqsm+k+ZoqoYbaby6f5JnS2tc7c2hyhGrzSIfK0q0gtRBVN5AlgShuZLoczS5jyV7zGhNxqxFUoojWKWSS0EbEsYye36Oz5bvUh1cwjigYW3YJdpeglMp5+dPMBvECvOpFqbsHUZpj+r7jKtdWmGSTmhxczDDmN5j186y2i+y08vghiodJ4GhBlTMPrc3JmnVxXbN2NNYa4oMebWZ5fWtY/yPG8/w/nCR94eLfLd2BhnBISioA05m9kirDrNGi89N3MWUfF4u3Oel8YfMGk3+1dYzdMMEXy9/wBeKN8XiVD3Onp9nWm/zwJlkxa4wjAxezD3k1a0T/J/XvsrvNZ6m6mU4ldgWI7N+irWR2L7PaE3SsihgfTp/h18dv8w3PrjI5e4i366dZWeUZT7bYi7VoqwPSCs2TybXqVh9DDkQqbhWmawypOcleGJ6W/g0jREdL8HmfoGk7vPG9lHuDCZYsuo86Ffohhb7ruh4hMi0A8FMDGOZLadwSHv6aIS3F5i83TmCEwlN35ZTOChgRjQ8MTBVUAfMJNoczdQo6CNkYga+wU/6R3mxsELXF/Sm/WGaitVnc5TnVG6PE8ldLhXXmUx0cQKh8lOImbHaRLHEne4Ew8DADjX+aP88BX3EcrbOPXuSZybXmcl1yOg2dqCx0ivTHFjEsURKc3mqsMFUosPp7C6/OH6Vf7P9FAAnivvsOgJDv2jUDkaqRVJ2wajz+t4xftJaYm+Y4b32wiFFGyBC5uFwjJZn8bHcQ6605viwPw9AUvYwFcHebHkW40aXhOpzvTnF3jBzUMSNsH1hob7ZmKQ1SvD5+buH90KIzM3BNFEsk5A9pg7QfA9G44czNX9SO31Q/4mxZI92YJFSHGQp4kRxn89N3sX2NTHPcvA5JQ5gvX/e9TO5U5AlAW4NY5k7g0lGls4jp3KoPTuX3GIY6mw5BU6k99kZHMPUAqpOmhfGHvNuY4G77QpWymXUMyGWiLQYt55kzdV4ZmGNW7UJ6u00r/TPMJ7rsb4+xpfHbhzKQvLaEFMK8A+gJf984zkGjsHXFm6KYaT8PoYUsOJWuNWf4rOFO+w0s/zLzjOkEi5fmrnNj/eXyE+PWLNL/MOjP+CV+nnGjD5HzX0yisNrndOcsPZYTlQP6cwAOXmEE2v8y73nSRRsFqwGC1aDtm+RUR0m9A4f9ufohwle755kPNFnOVGl4aVoNdJEyzJfq1xjwy0RpSTeaywIxVsoU+umUNWIh+0xgkg5SMe5JBSRVtzzSoxpfVJpwQDMqA6yFONEGh8O5gljiZTistot0XKTDH2dr09dJYoloXmPFKp+loaf4pS1wzAycCONR4zx1tYSs0kxOeiFCm/uH2U63TmwHll4kSrsznrEZlxkIdOiGyaoeWn2nQz7wwxL2Qafy9/i/eEidTfFteYU5cQQQwm43ZrgV2evsOfluJDZ5I3GcSzDp+/qBFGOT+Qf8G+qT6HIEUemq+w2s6yNlXku+5jXGifxogzboxy/WLkKcFhnmkj2GPgGX5u+wZv1Y2x4JSpal04oKv6jQGfOavGN/SdxQ5WdUZbXwtN8vniLr5Sv0w2T9EOTHTdPxezT9wwqlqgJ7Lh5wQyVfTKmQ94YUdIGuJGGJoVCSWdneD5r0/Et3Mg/3PpvOQX6nph3aPsWdS3NymiMvm8wpveIYplr+9O08klKiSFJxWUh6TKudukFiZ96//1MLgqGHKBJAf0owXPZR/ygJeQit5oTjCdFjLXvGwwDXajOTZsgknlUK6HLAVndoeVYeJ5C7ChoSY8QIILQVSgZA/xAYarUoecY6HKInnHFseSgeDYKDVBEu+1Ke5G9h2XiZMjlzDxH0g2+lv+Q/SDLQ2cC7aAlGUcyiu7z8tRD0orDixOPaAcWCwmBwFpINjlq7h9CVJ/PrOAcxKo/IiXVgjRjah9Firh2f56Xz97jiFHlnjPJy9m7+LHKu4MjB0bhgL1Rhj0y6HLAbKLFXz3/4eHPcVpvcWs0TYQkKtYJsc13HI0wlJka72ApHj9sH+NseodqkKV78GXZsXPcqk0wl29jFnzeaS4ykehxt11hKtXl2bE1Zo0WjSDFcWOXf7b/ceatJtsDMYj0kS/Bi0UxrxUk+cTMIyb0Lg9G49zemWSyKAawVCliMd08zONbssgsPOqUuNcco2SNKCcGpHSXF7IrfLt1js8XbrLnZOh7BvMpwcPQy4FYmGKFW/1p1loiFZkzXPLGiDdax9ltZjFMn//u8YtIcswfr53hHx5/gwu5Lb65fo6vz19nGBnC3HUQ1vpU8R4/bB/jzfoxQBR1P0KeyUR8qXyT/8edT5M0PcaSA3K6zd1GBS9S+ELpFhWtw7/deYkgkmkPExwr10gqHh0/QRAppHX3cAr2xcIK36ufxFIFzLYVJPnrk+9Q9XPktBFupPG97eNoSoSuhHx56iY7bp4JvctrjZPc2Zvgk4sP+UnzCPMpARIqGENymk3DSzFhdKkHGeT/BXBs/6teTqix5o7xk94ypuwzCAQP31QDLuY3BCsh1WClWWa/n+be9ji6EuK2hDIsiGVaQ4s4kpHMkE8v3McvhFTmW2hmwMPeGElTZOLThsfQ14kjiTCWaQRpuoGFJoUoxPixICNdvPCIVGHEL018yLjRZd0vo0shpxPbfDp/Bz9WyWVGPDW5yazRRJNCam6aKaPNpN7m/nAcP1YYRQbNMEVRGdAJLbqhxZjaQybivjvBj7vHDuUj/7cXv0HJGHDbnqYbJA53Ep9M32HLyWPJLluNHICIeXspMVAUGcgIRdqSWWc62WHK6gDwmyd/wmeW77NQahLFErtOjrqd4vGofPilnzWERn4y0+NLYzfRpJCM7hAhMZdpc/3yEZHS9PKcMHd5a3CcQWAcBmLmzQYzZgs/Vrk5mOG+O0FacbBD7QAwEnF+Zpvm0GIU6OL9eyVudSb5TuMsr9TP86P6MvPZFkndp5wYIEsRlUSfDwfzXN2f5verT/HjG8fJ6g4KERtOkQvJdfa9DHtOhqTqMpXtYnsaE1aXcVOkGD+28JhPzj5EkSM+Pv+Yry9eZxQZNPwU5eSQm/0pftg6xoeDeVbt8gHX02HK7HAqu8fXxq/zeFDi3+5e4OpgDl0K+Ul3maTp0eqkWG8VSKpiXuL6tgAOjyIDQwnwQoVyekjLSXK3XeHd3XnaXoIolvjjzbNcKq6z6RZ4uF9mMtFlFOlUDkA/D0bjJBSfR/2SMHUpIZ+buMuiXmcYGMJ9qfqcmdwlqbiYqk/XT/CpmQe8t75Ax0+Q1cQEphOrf+Gi8DO5U7AUjz0vyzPpR6Rlm5dL97nVnyah+IxpPTKyDQaoSsTANvjrZy7zYFBBzzvcbk0wcHWOl6vcrY4T2Cq32pPMLNQZs/r4oUwl0UeVI+xAww8V6t0UxyeraFLAo9EYR5NC5/3R6t12Lc4VdgiKMmnFRpMCMopDGMv0IyEizSkjvj53jbw6RJcC7oymGAbiiPOt9lnyxoiCNuT2cJKvFK7x2BtjWd+nHyVwIo0hwkzdDwwUYjRJqMy9hIIuhewHWR65okOQVUakFJerw3kuzGwzZvR5KrHKKDTYdXPkDmg+on8unq79yMSbU/lh8yjPFx6zb6epeykGvpCU7Iyy5AybjVEBTQr5YHuGry7fIkQW9OZY4sXcA9Kyw9WpGdqOxcD/U4qzTMymXWA23SKnDCkqA4aRzunkNtcGwiRdMgYiqBWNAUIus99PM59rMZ3skNYcStqAtxtLJDWX7X6OnGnjRQrnM3t80JlF1mOGj7Oo5Spm0WbS6pJSXe61xpkz84fhMDdScUMVVQnpeQlyms1as8AvnLxGiMz8bOOwJaxIMd9snQeg6SQpmwPmzCYNP8WdkbB1r/ZL/M3pd/BjhbYrQK/zZpMHzgRbwxyaEpLPDvns9D027fxhKnMYGSRll1+cvEpOGZKRHf7rtc+xv1ZEy7uockQQxzw7voYmh1xvTaPrIS3PYmuQZ3lKHC3vhxOs9ObImyNyhs3AN+iGgi7uRgo3u1NYqsfxdJWf1Bf5dOU+IFgKcSyxN8piyCFRLNH2k4wC7afefz+Ti0IUS3ws/ZB3+ke4lH7MsrFPw08zazR5uyMy4xdSG+hqwP/+zA9Jy+KcvdnP0xpaLBab7AyyKErEpeOrXL55hPJsWwAzhibVVBpZiplOduj7Bq1RgorZ57vNs0yZHW71pw4n4dquhSpH5NURHxt/CEBGcSgoA0HyCS2m1DY7QZ5L1mPeHh5lyxGegY9Iu26gggFjep9E6PPNxkU+nb/DT4ZHmdA6OLHGKDS4P6zQ80w+dOaZ1+p0IotWmKLmZVgdlUgoPstWjYIaMab3udyeR1dClhM1Hntj7Lo5Nkd5xo0y3SBBLzDJaTZnrS3+sPoEnx+7Tc3PcKUzh6kEdDyLL5RvHdKpHtrjbNoF7vcryHLMUXOffmQyZbRZHZV4rXmK5/OP+MyR+6hyyHcenOYXnrjGjeEMXqTwQnaFtGJT9XNse3ks2eNGd4q8bpNRHWpumge9J1hK1Vl1S+Qtm5GvsZAUotR5s0HDTzOXarGYaLBqlrjTmuBLszdFcU+KcSOVL33iA+53KyyVGwwCnQ9qJ/n89F2OGFVGkc4b2+N8fvYuJ3JVcuqIu70JVgclZDkWT23ZP2yB+qjcGk3w5Ylb/P7mBbrDBLtyhoI+Yn1YIIolTMXnfH4bhQgkqPVTPDO5wdutJWqjNOPJHl+s3MaSXcwDbkM/NA9JV6YkBtN2/Ty7wFcnb/Db9iWOF2sYSsCnive4PZwSRUInwUS2x2q3RAx0AwvUEW0vwYvlFbphgo1RgWPpKjfaU6Q0l51BFkMJ2e5mGQU6tq9R89NYskc3TJDPDrF9jaTq8nx2hd/deRrppzcffjaPD7osiL4pVST8hpFBSevzbneJG9UpXl0/wR/WnuDFyiMR4Dlo882m25yt7LKYaiBLMeOZPjf3JsGIsD2NMJZQNfF0MhWfpOLhhBpRJHO3XeHp7Dpv7iwTxTK3difJ6g5p3UWTQyzFZXgweOREGv3IJCfb9COTq/YCG16JP+md5W5/AkWKOZ/d5oXCY9xI5fnKKivNMg0/xfXONHfbFf679U+wbee5b0/waCSSgC03yaNqiXe7S3yve4ZdP38I0YhiiQvpTdbsEttegQ2nyEvFh+hyQD8UKbaiPmA5VTsc/Jk0ugSR+PkNPIObg2le3ztG00mSVEVW/rXGScbVLqbkM6b3+FLxBhdyW/zmibfZ9gp0A4sHI4Gr3xtl2PNy3OkIeOyvn3qffmQyrvc4n9vm1mgaP1bphsIR+Wb1KKocsWTV6fgW6/0CQSyzZefpuwYTVo/j+Rp5bcS15hSv10/wbmMBO9T4zu5pitqQ2XT7AF2vkNZcnFBlyazzybH7fKz4iMfdEs+NrzGrN/lnOy+gSSGqEgkOYaTwYWsWS/WoDVNkEw7WwUDXKBI7sxCZvDpCk0IulrdwRxr20GClV2bo64x8na+M3aDliSL3I6dC3rJ51CthKgEn8lXOZHbZdAu0wiROpPGdxll+b0c4k6q+6Opc7i/ynf0z3BlM8X5ngWcmNuj5JpcyqxSVAS0vSUnt8/Hxx1QSgpY9cAwqWpean+FkZp/HozKvbR7nWKrK40GZvmfQdJJUrAGNQZKhLRKXCc0Xo/p+kp9UF9EOLOgtz+KRU6E2SOH6P30/8DO5U1CI6IVi+KWgDIiQ+R/2z1A0h3x5/jb3+xXOZ7e53p0WE2+hwSA0qDspZGLOZbZ5aXyFK805nIGBrIUsFFoMfZ2ObdJupZALDS5X5zhd2kMtRjxuFfmXjy7xlfnbvNtYIJN0eG9rnk8v3GfXzlLzMliyx56XY8fJISMy8Nt2noohTFZRLPF0bo0dN8+GXcSNFJasBrtulovjW5S0gfALJEYMPIOk6jJvNlh3StxoT/EPZ1/ncn5JTDn6aX7YOMZ8qkleHdFVRQHwE7n7ogh2oCB/MSd2L36scDaxRT8y6YQWi3qNCJkbIxFA+qXpD7nam6OcGNJxEweDPfqh7EWTQq72ZgkihYvZDUzJ573BOANfqMp+bfIyVT9LQR3wMDF2OMH6yKmIgtsBkPVyf1H4KTWPkjlke5DjLe8IBWOEE6gczf7psE7LFd0KmZhfmfmQb+6eJ6s7BJFCKSHyIyVDUJPvdCc4n9vm8nCeP9o7RzkxYMrsYKoBxxN7/Nv9C8hSTMNPiYEfKeRsSuQsHvXKDB2dryx/iCJF/NPNF/jq5A0MKcaNxFP18ajMtdoUpVKftOGy0cyzWG5yJrdLWe3xYu4+shTRC0xKiQEvFR8yozdZdceY1pv8671n+WF/mb+z+BOSqsfGTolvWk/ihQpfLN/iYW+Mr4zfPBxS+/3di8ynmxRUccyat5o4sXYAh22y2c8zke7xZvs4m/08J/L7NN0k5ys73OhM07CThyLg+VSTT5bu86/Wn+b54iO+tXOWO51xPjG2QjWRoe8LOE1C8bnbEwu89PNWUwhQGFP77Pl5bjszNPwUfdc4HMRZbRdxQo2K2afmZfjDR+c4N7nDXjeDIkdY4x6v146z2chjZRzK6QFN26Ji9QXJORTnwi/M3GHXyVFJ9KiaKfKmzZv7y/zG7GX+68ufY2qizfqwSMu2mLNaaFKIHWpkNZsls44mCcLyMDL45u4TVHtpnp1a52PZB/QjIf5o+klyms2CUeffbD9FzzH48txt3msscDq5w6v1U0xbHXQlZNMvCmuRXgcTKlqPHzSOQ0rw+SpaByfS0OToIHoswlU5ZSSozLF2uF31YxVFihiEBlUvQ0L2WLDEDqqS6DFpdHnYLrOYa3LbnmZC73A0WaPmpRlFuiBE28KDUdGEK2FSa3PbnuaXx66w6+f5k9opXig+FmCYWCOrjg5babt2hgsZQc7yIkV4GJSQpptk2hKFz5vNyQMPRMhjp0xC9amOUvzy7IekZYcbwxn2HVEpP5Kuo0gRL5ZXeG3vBB03QRDJnMhWqfpZHtdKLJSb3GhNcTRbIy3b/Iut55lPt0TROZaY0DrIRGzV85hTorX3YDTOWzuLHCk0SBnCReEEKp6t8eDGLPe1GawXPM5Zm/RCkzPJbebNJmnFJi3bvF4/LgJskUwYSbzVPsqd+jhmymXgG1RM0XrcbOWZmWny495RAJ4prXGtM8MoY+DFKtN6i7TiHHY8/sbsu6QVm7d7R3kYlHnz8VH+6omrTOgdfmfzKSpWn/u1CjP5Do/6ZSzZ4xdnr6NJIZoiage3epN8rnyby71FwljidmuCMJIJQ/nn7/jgRSo7fp7+ARPfkANK1pC8MSKtOizmm3x+7DaXsqvktSFPTW+w3c9RSg15fmqNitZhr5shk3QopYZkdQddCbmxOU3LtggCgeCqe2mOWDVOJ3d5orSDHWgoUsx362c4NrfPcq5ORnPo2iaX6/O81jjJmeQ2n86K82M3tLg+nEUh4li2xmfn7pFUXfb8PONql/PJTYJY+AYt2eVkfp8wkpGJea60ii4JwOtJa5eyMeCP9s9zdzTJW4Pj3HWmSSs2s8kWY1qfoj5gzR3Dj1U+HC6gEHHbnmbDK7HpF3ngTLDr57jenwEESams9Gh5SdxQZdzocrs/iSaH5DSbJ6x1CokRp9O7XG7OU1Z7XO9OM673yCo2NwczGErAne4E/dBkxa4c9OfFAlFQReutonWRpZi07FBQhpRUYSiatjr4sULHS7A7yOL4whrthBpXGzNsDApUqzlm0h1x3DpA74WRzIzWIim7FLUhXTdBSR+KserEtliEPYE/a9gpXnt8jLcbS3z+yF2+PH4TVRaK99fbJzmT32V7mGMi0zusJ/SjBLoe8DtbT4upyPWjhKGMroQMPU0AW00bw/IxZ/pMLtXZtAt0QgtdEs3jj2oFV+15uq7J/jDDTLLNyVJV8BwyPTQ1pDZMsWdneOiMc7Rcx4sVxvQ+TqTx5v5Rnsmv0QoEOasfmfxx/TymJOod9+0J/FjlQmoD11dRtZCf1Bf5V+uXaPaSWKrPbKF9aAZ/NCzTCpK8014iqXmsb5d4qfiAx84YBW3I9arohChyRBDIGP+h1un/tS9NCrhvT1DRery6d5JBaPBy6QEnM/u8V51nMtHlR62j/LB1jB81jvLZwh2eHVvjU+P3Ket97tlTXJrcIKH5lBIDUpqLLocYpk9S9/jfnHwTTQ653Zrg1f2T+LFCQRvyy1MfHAZDSuaQq/vTVO00C4UWXdvECTVeqZ3jldYT3BpNi7iw1udyb5Gk4jJvNjHkgFv9KdKyTRhLnEruMKeLSvSTqXWWi3WafpIf1pb5UecYXiQ2a3aokdFF8WsQiFirKfk8l36EG6uU1MHhtjOKJTa8Eh92ZpnQ2uhSwLTepBtYzCYEZ3LHzbMT5CnoQ46n9ugGFh/Lr/Bkap1+YPJq5ywzyQ77bpZjmRp37Gm6XoJpvUlWGXKnM05Ot7FUjwiJMa1PVhlhyD5OrB3KWT96sn3Ubh1FonZxIbWBcUARDiIZL1BpuxY91+RSeZ29Xga6GmnV5XxqU+DiVI/5bItVT7QCv711mslkl15gcNTcYxQZhLFEaytH3hjRd3WIJbaaOa7UBZNy/cNp5q0mHc/iuw9PsdvJ0HNNXp59KIxQso2mhrRHCf7H7edwRxqjlugmTGV61Lop2k4Cy3RJmh6z6TaPeyVMyacXJXizc4Lf23+KdafIhl0ipXl8vPKIrWH+kOKtKyFT2S6dfoLGKMlb+0v86sR7KMSU1D67bpZL5XXcWOX97jytIMVvXf84V+4uIksRu77IHQwjwbRImS5fW7rJ0WyNz0/d5ZePXeWvjb3Hl8dvUjIHnMjs8+HaLN9ZExOZt1am+fKZm3QDi15g/ikJvJui1soQBgrOX9B9+JlcFLxYZcfOsedl8SOZMb3HG41j1L0UZ4p7nE7uEEQyOd3mfG6bYWRwsz3F1c4Mluyx7eQpGQO8UKHrJTiX2aIxsnh5bgWAtOLwsFNmPNmjM0pgyD5v15Z4tX6az03eRSbm2dxjPjN7n2OZGmezO2QSDinNJaW5JBSflmdR94R67WJmnVudSbY9YX5+NveYUSwKWaNI57Y9w+/vP0XVzzJtdUgpLhcKWxS0IROJHqPIIKl6fLpwl+WEyMN/0JsXwanBAqNQ59v7Z7hvT5DUXLZs8T4f0XP6YYJ+lOC1neP0ApO32kfZc7Pcs6e42Z7iRm+G04ltooOcw+Ywz6TRwZADWp5gKXx78xQjX2PbK/Je/wjz6RaGEohwmDqkonXphhZXegsUlYE4IgwFlOWjePTt4SR+rPCgU6ETWqzaZaatDtPpDkuFJkVzSEp3uVyfZ9A3ic3w8GcEIp9yc3eSV/dPsR9kSRku727Oc7s+wXebZ/mt1Y/jxyq/9ty7XMqvcaq0j9/XcVsJ6h3RpZHnhqyPipzN7nB8sko5PcT2VY5Z+0zqB6LhfItswqHaS5PNjUiXB+wOsuT0EQCW5tNupxg6Oh0vwcZOES9WaPhpXsiusN7Oc8zap+am2OuLsfdLhXWOp/YAWGsVKJkDfuHYTcZTfZZzdUaRwTDS+ePaeR52x3g8KHGvP44uB1zvz3Budhs963JzNMvt4SRvNI7xB7tP8kbjOE8Ud1gfFblam6HpJzmV2OaD4SI7bp71XhGFiK+fvoY91Nnu5yCUWEzUqWhdqnaGm60pkoZHJukQjFQiV/mfeT3/3etnclGQgJPpPapuhrxpc607C8Dt1gR7doaMbKMrIXfb40zrLX7YOkbF6tF2LbLKiLlEE4WIFycesZyp0/DTLORaPJt5xK9MXyGMJfKmzVqnSNLwWHdK/MbMe3Q9k7wqKLmaFOJGKk+kROHnxcoj/uHE9/lS8QaP+mVu1SbxIhVD9rk3nGTK6vJ+Y45TiW2+ufsEq+4YrTB1COMomwNWRmPkVZExUGXRVlxINJAPDMDzep0LiTVeyDzkQnqTDU9MU04ZbWZTbfacLF8s32Lc7LFqlyiZA3QppBUk+Zerz/JLc1fZc7LMWG10OWDBqPELE9c4mdqjE1poUsD3mqeYSPTYcsTCsj3IYcgBf3vpXb4ydUtM/uk9zqW30OVAaOljmbe7y4fBo/cGS0xqbX5x6hqaFLJiV/hB4/jhz6NgDhmEoiuxPiiS1RzmU02cUGPk64wne8xU2kzNNXlvdw6FGFP2cUOV52fX+KXJD1mxK+SNEZ6j0d7O8sH6HPNZkdDctPP883vPcSm7xpljW8wvVYkjmW9vnEKWYy5l19CkkIrZR1NCnp9Yo+Gn6YSCIbGcrpExHLKWjan7mFpAzzF4Z22RTNKh1k9hpVzCg0zL33nyJ5iyz/vteZxY4393/PuMIp22a3G8VKOgDpkzGkxqHbxIFaq9gwXGVHyeymzgxSr/ZP3jyAiXphOKadbNfoGcNmIy0WO62GHTzlPWxdGsaIpCoh1qGEqArga8+ugEfizUfKesHaqdNI+GZbKKzeJkA9vTyI33UYi5b0+w088ynuxRTIxQlZBkwcZIuz9/U5IgtOR/sPoEecvmQn6LQWgwVRK5eVP2SasupfyeCMYoAboccKGwRSNI0/BTQgMXaaQNh7v9CbxIZcMt8ereST5eecRsso0qRSyna/xg+yjzRxr8+vRlNCmg5qYYJEyWEzXu2xNsjAo4ocYpa4cwlvj7028cdgnKah/FilmxxziSafBa6zR/ZfIal7sLfLV4nRCJfphgpVOmlBjyQnYFRYrQAgGSGYTCB/lkep3HXgVT8oiQmdPrvD9cYhAa/LBxjI1OnmOlGmtumfPJTR7a4zzyynixQkEdosgRx4w92laSu70JZpOtg/agELuMIoOS2uOzxTukFZt79hS7bpa/v/AGo8igHqT/jJnboaJ1OFPc4l9Hz+FEGnujjGifaUPmzcbhDTYITZbMGjfbYshHlwNeKj4kRBI/m0LEql3COwDFWJrE0VSNrCYGdq7Vp3m3s8hninf4yvhNNClAlmK8SGU22eaGPI2S80inbJ7OrvO96kkApgsd9rwcOX3ErNVms1ogl3Coumks2cVXFLq+iaEEXKnPktI9DCXgs+W7TOhdGokUO90sw6HJr51+nz9YeYLPLd+j4SWp2ykagySOr/OTtUVKxwZ8o3YRL1JE+1b2+Eb1ojgWhSIQ9qvjl6kHGYJI5uTY/iHEZtwU4pdumGA5V8ePFCxVDCP1fJMgkg93fpoc4kUqbqSyM8xiKAFuqLLXz5AyXCQgZbncHAnsXSe0uDS7zv2WcE6WzQG1foq/d/Qtbg+n2HcyPFXZJKm4DHWDY+kqKVVEyf9R+HMGbpWliFujGU6V9zmd32PHybE6KLHj5g+V9HUnRULxCCKF3WGWYWBQ91Iio693SSkO7zYX8GMFVQ6ZTzZ5q3GElO7SC0yOWvsEsYyleJSTQ765+wQgpt6CSODSnFil6qbxQpUolkTfPkyy4+cPacgf8RI+6mM/m3tMUnZpOCmGkY5CzLZX4K/PvccXxsTYcT9MsO9mxdj2wZb+vj1BN0wcch22fOEwuNGYouMm+I2l93k+9xhT9mkFKdFf10fcsaeZ0+v82twV/FgVnQPNRZZi/vX2Ja505rjdn+SIsU9OGVFUDxRsbpbnMytkZAcn0tiwxYKZVhwudxf47zc+QSdMHi5ip7J7dEOLkjZAlwLe6S4deCFE7/9sfocwkilqQ1bsMdKyQ9XP8m83z/NkeoNJQww+fXRDbA7yaFJEY7XAhClmILa9vLAZSR5Pp1cZ0/qUC31K+T6ny3t0wwRd12Svn2anneVub5y9URY/linmByhyRCEzRJEiWkGS5/KrnMjsczxfQ5NDnspvCHQeEstWDdvRCF2FJaPKb554m6fTjzmR2uczlXvYjsbJ6T3+6omrbNl5tvo53FA8Q7/fPc2s1cYLFfGzJuaeM3lY5G06QgLb8xK0vCQREm83lljrFQlimZ5vstEXw1HLuTpOqJHVHI5manTchPhOJgaixhQq6GqA7WvMpttIkpiEfNCr0PDTHE3WSBsuRWNI1U7jBwpvtI7zfm2OUaCjSiEr/TGSiijcZhWbbpD4+Zt96HgWe06WqUSHfSfNufQWGc3henOaa4NZvtc6RSXRw1I80ppDUnNpuWJlPpKuE8Yyq3aZCavHrpNjyWqwOiihyhEbrTz3uuO8014ip9u8tnucpOZyJFPne81T7Hp5frFylV03yyg02BrkqY5SnMrukVXElnDTK7IyGCP8MzPpjzolnkyvH9p8v1K5gSLF9COTi8lV5rU681qd04ltABYTdfYDQSya0Np8OXeNh8NxelGCeU2Qh6f1FqoccTK/zyN7jLRic7M3RYjEqcQ2H88+PJikU9GkgA2vREkbUNCHNNwUE1aPz5ducyRZZ8MrCzOWJBBuk0aXbzfOsekXeae7xAf1GX5p+ioVrcO1vSlqvdThnzWvDg+lvyW1J2AkyRqLRo0olrhvT9LwREv30bBMXhvRj0xeq50gCGWKyoBRqJPXR3S9BLNGk8+P3+bp9GOeufCQ9+rz/NP1F7jemsaLVbphklvDaUaRTs60Gbo6KdXjtd3j+KHMYCuD3TcoGiN+ZfIKGdXhM1P36TkGZWuIE2lYsscru2f54wdnuVGb5IXiY0aRTlq2ySo2puxzYWab/+TpNwEYV7tUgyzTeotpvQWxxL2dcexQExyIXJ0vjt/mgTPBB/VZbrcnWMi0uJRdo+Mm2HczTCfa6HLIr069D8Aw0CnoQ3bdHAVjxOn8HrocUDYHhJHM9jBHUhEhsmGgs5yocS6/cziUVxulmU53SGkes5k2XyzdRJbg3eYCk1YXN1LJq6JA7kcK5/Pb/L0TP0YmptFOk9EcGm6KaatDx7fYdvPcGUzy493Fv/D++5lcFABRHPRSfKp4j7Ts8EJuhRfGHtP2LHpegoTi862N03T9BF6kYio+CcVn187yB2tPMKb3KWhDTqV2WBmOsZhqCBFG0matWqTpJPEihSdKO2R1Yd2pjdLcHUzQCoSMdNMWbMC8afPF7HWhmuvNse9mSGsOnTDJtlfg3nCCT00+YFITk4vXh7PIUsya+6faMUWKDoWyshTR8NNipTf36IZJrtoC+nnK2EaTBIykrIoZjc/kbtPxRP7gyewmM1oLU/YZVzvYoSbMyaNJbg2m2Hez7DsZ7jXHSKoeOWXE/X6Fm4Nptrwinchi389hKS4vFh5S8zOMAh1dCQ9JxPmkjaJEB3o9j5uDGQqqqBM8ditc6S2QUhxqQYYP+/NkVZtLmVUSqs9kossgMEjLguD80tSKiIIbbWbMNn3X4MP+HI9GFW6NZmi5FguZFhlD6OqTsstPOkt85/EprrZnOJffIYpk5swmE8keaUPsNBZn6rz56CjvdI8wa7S40pwjCBVWamWcWKOgiqnKrx67ydfnr+PHyiHC7B/d+BQpxeFIss4oNA6OTxnSskMjSB8u7HEs8f2tY6x2SxxPVskqI273JzHUgJTucqM6SUXr8JXJmxyxajiRxijQmdfrpDWHgSfM1k+nVzmd3uV6c4qK0WfM6AvDttVje5Tj0+W7PH3gvChpfSzZY9zskTPsw+/pU7l10rKN7Wk8WJ/gJzsLhMjseTnWnRIZzaGoDdnzxLHDSjqUjAGGElDUB2iysGmv9otoSvQXhpd+JhcFSYqpqF38SMGJNbHljkw6viXgG6FKzUnz9fnrdD2TT5XvURulKesD1joFprJd7gwmqHspLNkjiiXG9L5oERb2SFpilLbrJlgfFLi6P83F3CZnCzvcqY+TVmyez67Q9U1utKY4k9slimWSsseLuYc8m3nMuNE7dAsIPFmfUWSQURyiWIRY2r5FP0wwjAxuOWJrGSGTlF2OmFVeSt8lKXssG/sUlCEv5FboRwneHh7DOajIL2Sa3BjNMmb2eeRWKKl9ro3mDsevZ8wWj5xxNocFzqW3sEONE+l9ThRrAu0W6TSdJHUnhRNrtIIU3dBiEJqUVaEkDyKFgjk6nN//3ORdfmHhJl6sMKG1OZ3cpualqXlp2r5FUnW52pvl5mCGqiOQbwDVUYrVQYmU6vKd+hnsUCOh+PygdYKy2mMU6iQ0n75v4scyVxpzxLHEZj9PwRjxaF8souvdAqoaMfAM/njlDL9y5EP8WOFhYww3VJCLLqsPx8lmhgxDnRAJTQn53Nw9dC3gvc4ij50xzue2eSq1Sknr83hUouGn2fPzlHMD2kGSJ6wN0oqgevmxgiW73B+Oc9OeYarU4cWlFQw1RJUjJnVRz/pk4R4Xi5tMJHrEscQjZ/xAFtvgrf0ldCUQITLfJKO7LCbqOJFGRevy12avsJyoMms0+Y0j7/OFwi1kKRJgHWWAJgVkFZtbvUmiWGba6jCfEl2gmpdhP8iRs2xkLaS3n6blJbnZnWLTLlBzUuy6OfbcLHujDMdLQoo0YXQPxTMtz8IJVNKGi6X+nOUUFClizR3jr42J3m4vMLnRm2HS6ADQsi2aThJNDjiZERONz46tcbs7yanSPs8VVrleFULaV+unmLHa+LHCF6fukFJcfmnxGk0nSdawhUXZdHk8KjNvNpnLtdlwS4dknazu0PETeLHCA2eCnDLi9/cu8nhYJim7B7sDQdf1YoVeaDJldPh4/iHLCTF5GcXyIVIuLTtsuAIjV5RHTKki2KQcMPr+2+2X+VFjmX9bf5J+ZDKfaPLD2jKbw/wh62Bab4sjkjfGveEEc0aDT5QekFNGXMqu8nhYxpADvjJ2AyfW+erkDU5m9lCIcWIxvtz0UtSDDDc600xaXYaBzneqpw9qHiY3OtMArLljLOqiTfrRTMVyosZXi9dZ6ZWxA40brSneah9lf7tA3zN4r7HAWruIG6rUPaGxvzmapaQN+OWpD8TTSxsyZvWZTHbZ2inS801mym3CWEJXQnKWzdZWkWJGbL81KaSS6XM8X+Nvnn6P588/ZLnQIK26/M76UzRtiwm9w9cWbjJldjie2ON0Ypt6kCGKJQa+Qc1Nc603wzPldTacIv/F3S8efnaCoByTVkWN5denL2OHGqoSMp0SSVIn1g7cm200OeT8+I7oQgQWu36eT048JIolftg7wWq3yFKmwYPROKNIyIA/EumIKVYx+fpS8SGNIEM/Ep+tHyvURmkiJN6vzRLEMl3XZG1YpOGnyZk2M5U2nzh/j7aXIKWK2Zy2a3GzNUnXMzmaqRFEMlMHbed9VyzaKdWjmBixXi3S94yfev/9ey0KkiStS5J0S5Kk65IkffDnvJ6XJOkPJUm6KUnS+5Iknf4zr+UkSfqGJEn3JUm6J0nSs3/Z+xlyyJ3+BP0wwZ4ntsMDXwzF9H2Tj40/Jqm5lNU+E3qHnCIotb8y/j7Hk1UxPpxwKOt9NroCp55VbJxIEyYfrYPta8wk2nihSlLzuJRdpR+aDAOd1/aOk5Q9vlS+yRO5LY5ZVd4dLnMysUOIEJHOW03KSg+FmHPJTcbVLj/pLfPBYIHTiS2iWCKnjJClmGFksOaWuTJYwDzAZaVlh95BlqEfmWhSyKTWPoBijEgoPq/UzgFwobDFWrvI5fo8D51xsdAgs6jXaLpJ0rLNpCaeZBlZmKGfyqwdGp4UYupemhCJLadAFMs8kdpAk0I+Xb7LkUSNpOpxLr+DIQU03BRFY0grSPFhZxYn1riYXqMfmNxsT6FJAR8O5zHUgKcKGww9nSCWMbIO5wo7APzq0pUDXZxCSR8e3ngFdcCZ1A6zRpOjqRpXdmc5OrdPbZiiYvV5vX2Sgauzs1FE0iJ+dfYK33twggmtTdEcHraNL2bXeSa3SkLxuDi2Rd82+e3Hl2h6Kfac7CEduhtYvFI9R8tJstIp80xulR/uHuEHq0fptS3WnSL/fO05Nr0iVT/LcqLGklkTQaxAx1BCLmbXAWGq/shFmVYdCrrIRHws/fAwKGQqov9/NF/jSKLGMDBYd4rs2Dleb53kre5Rrg9Fi10h5rfXLnFvOMEgNNnzc/y4vUzOtJGJGUsOuNeqEEYyS6nGoYOj5xjsjTJ4kcreKMPl7Tn6rphR2ejmSSg+44k+huxzpT2HH8sEkcLd9jgFY8il+fVDyvafd/3/0pJ8KY7jxk957f8IXI/j+BckSToO/H+ATx689t8Ar8Zx/HVJknTA+sveyFJcnsqtUw8yaHLIZ4t3eLu7zDlrUxSBgKI2ZBgZ5JQRfqzw4fYMy6kaJ8xdrvemyZk2m3aBT0w+wpADqn6GjVGBZ3KrfKt2js9PCRfkYkrowf1Y4Tvbp5jNtJlOduiEFh8O5kkqLsfMPUJN5oEzwYTWJq/b2KHG28NjPJtcIR1p9KMER6wac3rjsBXYClJM6m28WOVub5ys7rDqVngm9fgQenrXnUKWYsbUHl6s8Kvjl9kPsuy4eapO+rAw+Uf9cxSSI0pan/v2BLeH0zybecRkonuonH+nu8Sl7Bp3hlPMmU0BJpVFO7KgD7naE1/GcUNo1dKKzbXRPHf7EwwDHTdSeae7yJP5TfxIoRtaqFLIHzaf5GJmnXutCq2ehTwZ0/STnM7sMms0eaYifJHRhNiiPlNa4we141wsbJJVR/ygdpyOKWzYb3eXeSl3j36U4HRim7ulce7uj1PMDHECjSubc0yNdTBmW5wt7jIITQq5IX6sHpyrxXzAveEEfd9kEAgexPFylbWOSFl+JLwBcGOVtpPAVAO6tsmt/jQFy2Yh1+JercIb20eZyXV4Zf0MkhTz64tXWB8VGTe6fK1yjaqfPRxBBhhi8HL+Pj/uHKVi9JCNmB/1jrGcqJFWHHbtLB3fwgk1Xq8fP6x1PeqUxA7ItIkSPWaNFu92FiknB9ih2IXd6EzT98X0qB/LZDSH+XKLst4nq45EOIuYT888YKVf5kx2lz/ZPommhsiSmI5MaD432lNkdIfN4QmOpOtsj3LsDTN0Rwk0JUQmRpOjn3r//S91fDgJ/AAgjuP7wLwkSRVJkjLAx4F/dvCaF8dx59/nN2z7SW4ODohDyMwnmgdqeOWwkHRIE5Z8/psnf4+U4vB27yhrnSLTVoeqk2bebDJrNJnQO3wi/4A3GsfRlUCMNBce87H0Q55LP+L79ZP8/aU36XoJfvRgmW2vwEKizhlrCy9W6IQWE1qbNXeMJ9PrvJy9S3iAN/9It1Y5GEF+vXOKDaeIHytsuCXcSONcdocL6U2+UxWbKE0KDweXcoog8P5R/QLfqD0JCPpRwRgeSGF0VC3kRLYqdPbdCrt2hqTs8tncLRQpZs/PMQp0HozGabhJbvSm+V7rFIoUY8kuN9pTbPYLfCp/l2WjindQVNxy8kyYXSqJPg1XmLdSisNb1SMcM/coGiN0OSAt2/zthXd4fn6N//bBi9SdFKuj0sHwU5a8OqLtCvDKvf44bqhS0vp8d+80F/JbaHLID2rHyGo2b3ZOoEkhW36B5XT9AKzqcePhLH/n3Dv8/YU3+OXZD/EilVf3T/LV2Zs0gjQVtcvl3iJp2WHPzjJm9hn6OkuZBnNWi49NrtILxBNzz8ux5+VIKQ6fnHhIGMkkDY+mm8RQAoJIYanUxPVVMcwUSyR0n4af4nZnElMKkInIHxRYPzpmfPSZNt0kV1pzfHflJN99cJqCOuC9zgJt16Ji9BgzREvRCQXHYOSKGpEbqiRVFydWeffWMi+WVpi3mliyJ0JzcsjN2gQZ1SGtORyz9lGkiG5gcaU1x2q7QFpx+EzpLg8GFfKmzVS2SyEhBDIJVUysHknWOZKu81RqjQvZLZ4bW+P8+A5Fc8gzpbW/ELLy77soxMBrkiR9KEnSb/45r98A/gqAJElPA3PANLAI1IF/IUnSNUmS/qkkScm/7M28SOXdxgL9wGDJrNMNE0zonUP9OYg5eIX4sM//SvsJXq+eYH1YwA0UPqjNkNJE+y1E5tXqKfxYpWVbbPbydAKLI0YVRYp4s3ucYaDzjx98io33p7HumkLLZeyhHDxxkrLL+/0lNm3xodx1prhgrbMf5IiQ+ePmeRQpJiM7zJgtPpG9x5zRwFJcVuwxsqrYOn95/KaAk0oRmhRyxtw6GNQx+XhejEFvOQU0KeBxt8S7wyO0whT59IgP6jM0RhZ/c+odAK6NBLy1E1q801jkaKp2aHiWpZiWm+QnvWUAvli5zdnCDooUs+JW0KUQS3I5ndxly87zC6WrzFtNlqw6USwzn2lhSS5PZdb4ePYhETIKERNGF3tk8MnSfT6Rf4Ap+3x4f4Er7TkqiT5FY8SYMeDZ0hpRLHOusMOSWcOPFIqmCD5lNZvrg1nuDyb47vpJVDXEDjRQxbARiK313ijDucIOMjFZZcTv7wv68n17gvlkk/vdChcKWxy19smoDl6k8rA9xiAwWLeL7LpZNuwSr+8eYzrVIWfaPG4VKRhifHzWavPFxTuEkUwlPeBkvkrVzdAYWXxz9zw3hrMMQvOwFe3Egiz9eFRi2urQdw1M00dRQwFxVXyK5hA3UinrfdKqe2id/uzcPXKmjR8qYucRWHzi/D0M2aekCT/Im5tH2OlmD0NYT6TEkNgo1DFl8XsfL9V4p7nItcEsp9O7zKbaPFdcpWQOmEu1mLWEeHkQGniRyrZXoOanWemP4UUKBX3EldYc6YMQ0593/fsuCs/HcXwB+Dzwn0qS9PF/5/X/CshLknQd+AfANSBAHE8uAP99HMdPAEPg//DnvYEkSb8pSdIHkiR9YHdcTuSqFHQxgKMQU1QGmLJ/iLfSpJAQiYcHEpOE7PFot0zF7PPyzAqFxOiQFXC1N8dMssO/2XqSs8VdPjb+mI4nbqYVt8J6v4gmh/QHCfxCwMkvP+BOd4Lb9szB7kRlXO0yaXS4lF1lzRWjql4syMU/7hzlhdwjWoFoOZ4wdw58kWLLqUkh647QxpuSz6ZfZNUdYzfIs+kXqAdpJtU2FxLr/K2Jtzlp7XLG3OKl8ZU/xYv5Kknd4yuztwkRZ8y1UZHvtU+z5+X42sR1UorL8cQex9NVcprNfLJFy7OoBllm9CaLiTr1II0pBQwjgwfuJN+pnuZoqsZ7AxFGen3/OA+HFXq+yTV7HoWIm6MZTEkQh9+uLVEp9FCIaAUpFCIkT8ZUfE6nd7nbrggGY1JIZ5fMOo+dMap2mrZr8V5nUSQivQRJ1cX3FYqpESfy+8haxDvdJa4P53hl/yxTVpePpR+yMhrjh+1jtJ0Ey1aNWaPFvNnEj0ThcxCamLJPw03Stw1y+oiuZzJpdEkoHqYasDvMMmH1CAKFlptk8944P9w6QstLktYdljN1glhmtV8kl3BIah6yFPNgVDnsTigHE5Lvri1Sc1PkTJvFfIvZUpsdN8/9VgVdDun4FoPQwI0UnsxvUlb7QnzbT+MEKnuu8JZeSG9S8zKYkjBeZyyHZyY3mE230aQIS3YxZF8sVH6Kkj485FsEkULbt3gqs8aCUafhpFCkmAe9MSzVY9/J8KA7xqpdYn1QJEKi55lc3p/FDYXl+j9oUYjjePfg7zXgD4Gn/53Xe3Ec/604js8Dfx0oA2vANrAdx/Hlg//0GweLxJ/3Hv8kjuOLcRxf9FNZynqflmcd2oeAAxaiEMK4kcadwRTDwOCt3jEyqsN/8fQrpDWHMa3PTLLDKNB5o3GcO61xps02ad3lbHKLO90JPp5/yHu9JSzZYzbVZq1RpJAbkK4MOJqqkdEcpvUmpuQzrnUIkTiZ2BFPS63Dkl5j1RujFSQ5mhSi1av9WX638Qy/vf/c4Z+r5mWoupmDNpxYRAAWjRperBAhY0oB9TCDE2tcG81zbTDHm4OTLBh1nrDWSSkOf/vIu1wqrnMp+Zhtr0DHtziT3uGXS+/zcDBGzc8I3PjBcNIRq8rp5DbjZo/7gwmcSKOgDFCIySpDnFgT4harx4nELpoUcqsziSJHzCZafLZ8hz/ZO8Xb3eWDnYdQ0ydUH00JaQRpFCmiE1o8fX6FS3nRZ3+iuMPqoIQTaUxoHe6NJthzs4x8jebQojoSYNycbvPD7SMUM0OWsg0edCqYCY/31hd4p75I1zGpGD3uOZPUnRTb/RxTKeGfyCpDZCnic+N3UKSIfmiyapd4MrvJFxbuEkQKx9PVQ0nN0NPp2qYoDqaHvFx6AIBjC5N0w05Rc1Ks9Yo4gYoTCH/Ivd44QSQWAz9SD01Nv3zyQ5Kqx5ncLroSUOuLo9S50i7GQRZg1mjxpeINsop9GHK7NC6e/LocsDEqsOkW2HZyYjZG7fPrc+/zZHqd2USLfmDgxyp7nqBjf9CcxY9lTmT20ZWQrm/SCxJsukXCWPgc7FAjiGScQMxVpDWXtmcxaXWZSHS5WNhkIt2nPUoQ/wWzD3/poiBJUlKSpPRH/wx8Brj97/w3uYMiIsB/BLx1sFDsA1uSJB07eO2TwF3+kstShAPhY/kVVu2yiL7KnvDpHZh3bw6maboWm6M8J6w95owG9+xJStqAQWgwbbYZBjpN2+JX5j6gonXJGTayFPOZsbs4sXY46mrIAYX0UGjUx/ZYHxV5NifM0X6s0AxSOJGOTMQ73SP8oHUCJ9a41Z/mreqRw/Hlc+ktJowufc/k96sXqfoZ3EhlwuxyNCkck6/tn2BJF63KpOzyyKmwaFQpKz3qQYYxrQfA3f4EHw7muTGaQ5cCDNknrw2560wdjDAHLB6MZJ/N7DCrC9DoD5tHGQYGDV/MANzvVqgYoojZCDJi5yXFfK9+igf9CrcbE4SxxLwpACzPltaoe2nSss3p/J7wWh58TYrKQIBQumle2TrDjpvj9eYJns89xj1I4XX8xAEQRbQ/dTlgwuiSNRwypkvRHDKtt3hrawlVjphKdQljiSCSsQwBGc0ZNq4vjpA3e1OUzQFni7usdwt8r3qS11qnWXdKjEKDrGKTVhzK+oCGn+LxoMRiskFKEePcY3qPuWwL29XYHBYII5nX68cpLrVYGq8zCnR6jsHd6ji1XoogVNBkgew/lq5yIbOBJgWkFYdtL09Sdilpfdb7BVKKS1L1+PL8bc6md+j6JqdSu+x1MgcUcJmSKvwLmhRwNim6Ul0/wcuF+7xTW2DJauBEGt7BbtSUfebNBi8WHvL91kmudWbYdbPsNLMoUkxeG/GF8i2Opmo8k3kMwJjax1R8hoEuWuhugolEj9PZXeasFtcaU2wMCpiyz0Sih6X/9IwC/Pt1HyrAH0oC1aICvxPH8auSJP1dgDiOfws4Afy2JEnhwU3/d/7Mr/8HwP90sGisAn/rL3vDlOJw1tpkFBmMG12Kijhnrnsllo194TVMqThJVRRgenNEscyd+jhfm79JSRsIPHaiT0dJ8E57iV+vvEsUS9T8DEfNPYrKgD/ZP01C8XhjY5mJXA83UHkpf5/79gSG7B/6+3btDJ8s3ceNNJ7LPmLPz3HbnkaWYmbTbTa9Ete703y+dJuy1edKa45pq0NBHdLyk8zoLWE5SrTJ6yN2/DxTWhtT8tlxcvyR+ySfzt8mKbuMST0+nr3P99un+UxOrL3XRnMcNfd5u3PkMF7cMlL0IxMn1pjWWwwjgz03y2fLdw5Hm2/aM1wqrnPU3MePFX53/SKXKhs8m3nEE7ktNm0BJu2GSeFa0MQX/ohZ5dXmGRaTDd6uLTGZ7OIkNW4MZ8kbIxKGx3PjawSRQlZzeGX/LBOWmF8o6EMuJNeFSIWI44k9qn6W87ltekGC08lt0aqVI8bTgoTV8QQcN1RCVC3k2cIqzxcfcaUzz716hZdmVgRoN90BoGqn6fkmE4kuXX+ccbPHGUv4Pb1IFe1PdcTl7gI7wxwAc8U2O/0s58s7vL25iKJEPDezyq3eJKfLe9xpjDOV6bHRzqPIKn4ogmEA3TApRMSKjRerfGPrAm6gYso+VTvN9oFCvtFP8qAxhqqG/En11AH9WT10enRDi3Y3SZRt8XZnmSdLWxRU0VmJYol6IIDCChEP7HH2hxlKiQFNN8npyb1DJdxjR+Dw3u8viHH4lPBFjCKdvDrk27WzwkLtZDmarIpaiZPmvdbCYb3pIxz/n3f9pYtCHMerwLk/59//1p/553eB5Z/y668DF/+y9/mzVxjL7Pp5csqISa1zMPYb8nZnGTkfM6s1aQXJA/yXesgV3BlmD8QnPqt2meVkjbqWpqz3iZApGcNDWIdCzMtjD7jWm8EZ6pADQw34Vu0cuhLwoF/hP5l6EzfSOJHcpagM2I3yFNWB4Pytv8CnJ+4L9ZmbJa/bOLHGjNLkP519k7v2FK0giR1qXG4vcD67zWezt7jrTjGm9tkPcpiS+FItpsQxpRmkSMoea+6fYuadSCN1UFzNaTazeoNhJPRmshSx4ZXwI1Hpb7sW42oXRYoIY5mU4tDw02hSQNXPYqgB/gEIdxAYlPQBdUfMOLTCJJ8u3D083gwOBswMJWC1W4Qi/Hh/iTiWiCKZL+euccOeY8fNYWTENF/F6JFSXJxYp+GnMWUfS3ZxI5X1UZEnspuYss//tH8JUwuwVA8vUjAVn75koEgxhfSQ31u7wOnyHuvdAuMZIf95Z2eB/+2J1+mEFv9q9WlMTSOKJYa+SGxuj3LkdRtTEb35nmuy306TslxsV2c810OSYtxI4dT4HgvJJiWtz7QlouKdbpJfmLtJzzWZTnUIYplvbF3gN+ffoh+JDpgmhTy0xxm6Ov1Bgn5oYgcai+kmbS9BQvVZqxf4zNIDLlfnWHPLOJF22Ebf87I8MbvFTKLNO7UFjk/tYx1AZPuhiaW4WJKHKfu8U1vgydI2P95Z5DOz93ljZ/kwzj9u9rFkl7I+oONbvD04iiaFzBkNZCI+VlxhyynQ8YUrJK05h/dW0xUkro/EO3/e9TOZaIyR+OPdc9waTvN6+yRpxebN7gnWegV+d/spvFjh2eQKZbXPlNEmqXqU1B4Xi5uU1AG1g217ResyDHXOWZtseUXWBwUUYspqj3G1Iz6kzBbprE0US2hyyEYnz2Siy3KqxgejBXbcHN3A4p3+kUOCTVoWKrVj5p5wIiCRVF0GoclukKcZpJgzRNgkjCUuZLfIKja7QZ5lY59mmMKPFYaRTskc8ELmIRtemX6UYBiJvHzbT4p6htrlmLFHGEs03BT/ZP3jDCODK4MFcvIIS/a4PxQj1//x1I/IKcPDNGZZ7dPxE1T9HFd7s/zyzIecTu7yYX/uMAijy0KN97urFw+PCf9m4yKzVpudUY4TuX0+NfmACFksCDH4ocK3Ok/QCkQjyf6o7Rbp/Ki+zDf3nuDuYIIdN8eKXaFz4KbMKjYyERvdPHlTHOUs1aPrioKsoQZocsRgZIgugi2KalvDPKXUkHv2JA9H4onedwz8UCGpeeIcHWpockhaE1/2gauTslzCSKacGTD0dGYzbWp2WtCkYolVu8yjfpmbzUnMhMfD4RiSFDObaFHQR/Qdg6vDeb5fP0k9SPOT3jJ1L40sRyyN17Fkjwmrx48eL2MqAWfzO0wVRXHzSzO32XLy3O5Ookkh3dAiiBSSqseOk2Mu0+Z2f5Ibwxm+Vz+JIkWsOyV2vDxXBgs4nsa15hSfmnnAKWuHjOkKSfAww/qwwH91+3Pc7Y1T1Ae4kUpacXijfZxGINypbqSiSRErozF27azIkSChyiFHMo3D496fd/1MLgoRElndYcfJsWzVuG3P8GzmERKwmG7yh80nqYfiD/9+Z0GEkwJR0a36GXadHDujLI0gzTDQWXEr/EntFEfSYjKxEya55cwQxRJZZcTXFm6yuV+gNkjRaYgn556TZcGoczG1hin75LURshTx/mCR/SDL5ybu8t5gifvdCk+m1jlp7TJxkCrMKSNyypCS1ud4ssq03mTdKdIPE/ixShhLwkAlxRhyyLeb5/hB4zjHjV2SsocluxxNiJ1CJ7JQpIjXWqeJkFjMNth0i3zYnD00HxtyyLjaRSPEiUUcVyw6BsesKgV1wITZPRzoqtoZ5k1hsfra2DWu9mYZT/cZU3tctFaZTnfIaSNMxSerCuhsThnx1xcuM5HuU0iOeNgbOwx9TRhd1odFvEjlFyevYioBVTvNIDTYc7IcSdR4Lr+KKXn8Ue0JFDkmeYDICyJFtCOBrG4fwj+8QCFheNT6KdQDa/RRc5/tUQ5VClnMtygnBvihQhxLuKFKzzexQ43FVIP5XAtFjrEdDUWOSBtCLtP3DAw5pO6lqHspcrqoX5i6z0qnzKncPldac6z0ypRSQ+50JvAi8TB4/dExHnTGyJgus6k2BXVw+BTeG2VEizm/y9qwyL95+CRvri5zOrvLrdE039h4gpqb4nG3hCpFhy3B96rzBJHM5fY8335wmrdqR7jfrZBNOKQ0jyuNOba9Ak+XNngqt45yQM12t1IiFxIY5NWRmCjV7ENnpSLF5LQRdSfFkaTorAwDHVWOqDuCGPbTrp/JRcGPFX5j4l2Siseum+OIUeX19klOFfb4avEqScVjwy0RxhITptgNpGWH9WGRm90pIZc98BpEsYRCzJncLueSW8zrdR4646QVEQyZ1xucMHcpFgZ4gQq+TEpx+WThHuNq53ALvGRUKauin/zj9jJXuzMsmXWOZsTgSTtI0o8S/JcffBHlgK/4cDgukFhBlld+cIl3O4sMP/INxBI/6S2TUDxarsVsssV9dxJTFpONIPrimhSgEVK3U4wZfRKKaFGdzu+x6+f5cDAPwG1nhhvOLGEs0wmTDCNDFOMinauDOUragB8dtE6fyG0xqbVZHZa4Opwnofh8fuzO4c//r1XeR5EiPlO6e5gD6YWie/Jy6QGfmbjHU4UNZCnGkAPy2pCJRJc5s8ko0ikaQxqDJE03ye4wy/X+NKt2mRvDWR7UxzDVAF0JD0hO8WH1XFfE4E4UKmQTDq3tHJ6n4gbizP2D1glkYpZSDZxQpeOJHYYiRwJ4EilUR0JGe79WoT8yGM/36dombqAymepiqgFziSZ3GuPkNJudYZaE7nOxsgXAs5lHBJEsDNXJDk8VNjiaqfF6/QQXZzeZTnX46uQN7rUrVP0sGdUhCiW263m+s3GKt3cXWWmWeW5mjYQpxDCW7PHpqfvk9RGXyuscT+2z2heTuou5JqeyezTsFIbho8shphJgaR6SFJMxHH5cP8LV1gyvV0/wyfEH+JHCqQvrlBMDqm6GRaPG1c4MUSxzbzCOJoWU9f5hIf2stUXbtQgimTmrRdkUNaefdv1MLgoSYoR2NtFCloQSPK06HLOq/Kh3nNVBkYI64LFbwY+VA2vSgGmrQxDJTCR7LKUaHDP3OJoSN21FEyzETpjk2eQjqn4WhYhakKYeZPjU5AOOl6tIZsg3Hp7HPACUtoIU41pXVNMjjT0nS8dNcCqzx5xe5+XsPR47Y7xeO871/iyRq/BfrXyON/snedAZ48PBPJbsEeQC3r17hP/rrc+TlAVdqeEmKWpDfm3yMjNmCzfS+H73NLu+IPE4kUYzSNGJLLquyb3uOGV9QHAwHVlQByRkj4xq48cKc3qDVpg6lJ1kVfuA7iRciccPWqeWIug9EcIgvZBo4MQq616Jd4fL3HMm2bbzmJLH7e4kb7aPM4oMIcEJTQzZJ6vYuJGKfdDvPmKJn/M77SVuNSfo7KcZMwe8WFkhofgMQ52VgdDFyVKMKkUEkULdTuGHygH2TcLxVfLZITOpNkrWwzB8IiTaToLn848omwPWhsUDGG9Ay7YY+RpeKH4vgLTqkk+NKGaG+JHMC5OrLGYbjAKd3XaWq50ZlvJNMWrczjCR7DFjtnmytM3N0QxPlza43Ztka5DnansGQw54ufSAB60y81aTcbWLG6h8e+s0P95fIpWxCWwVXQ2JYwnb0SjoQ744d4c1t8xZa4ujiX3mzBbPpB7zcDiGG6i8UHrM2fQOHd/Cj2TySVu4UfcrnM9t87nKHc5md5hPN7lQ2OLJwibHzD3O57eZtjqcSu/Rci2ujeYYT/SJEF2cliekNJt2gflki3vOJB8vrnApv05JE4tFxH9AS/L/H5eEsC8DIqkWK7yYeXCYV/iVifeRpZgJrcOF1AaWIkxSZ5Nitd/oFrhcn6cepPlMRuDYJ7X24ajw5eES39k/zevNE7TCFN0wQdNP0nSSIMUEvsqU2uYbjacO4q0BU2qbf/xvv8JUokPBGLFkVGmFKW6MZjll7XCpuM6jXonPnLlDvZXmm4/O4YUKc2aTPS/H1y9+gJr0SSVEbBngq+XrHDP30KSAa91Z/snd55kyxESnF6t4sYIixSIKbdocy9Q4kdiloIm2nkzEuNHls9lbWLKHH6v8/t7Fwzj4w+GYyHZoNg/6Fd5pLQoXop/kj1fPkFQ8Wn6SOaNBWe3zx7vneKt+hNv9Sepuim6YpDpK4UUKe77op0/rLUwpoKJ1WemPkVFtal4G5SAo9lRunYtjW3zq/F16vslRc59hYDBmiKKe76niJo4UvEihPkwSxxLegYuj27fIJWyCSCHs6Qw2M0xYXQwlRCFiLtEkr9sATFsdnp9YxVQD8qZNxepzsbiJoQRUrD7HczWGroCXHE3WSGkuqhpyd3+cnmeKwTTL5UJ2i1m9weqgyEq/zPuNOVQpxAsVBp5xmOP4m4uXmdCFtfmrszeZSneZTneopAfMzTT4B0feIIoldF3EoTU55PGojCxFvNE+zuNRmfeHi/S8BEnNY1pvkVVHbA9zVKwBn564z0szKwS+wsPBGLf608waTbGoBgazhpDP7Ng5jiRqTOstcrqAxrQ8i5ZnocshH8s9pB+Yh0zNlOKQVUbk1SGW7PFs5hH2z1tNQWDEdaoHwZ9GkKGoDEjKLi9n79INk5iSx83hDB/0F8gpI26OZni7s8yRdJ2zpV0kKWbTLfLQG6egDnjkVrhtT2NKPicSO8ym2pzPbnPc2ONuf4KE4rPTyCGrMaEn+sov5e7xveYp3uiepBNZIIElexxLVakGWT7oLzCKdH7YOc6s0SSMZD6fv8WXT9zi7534MX919iqtIElacdCkkOlym6/N3ATELkAhIkRmFBl8sDnLWHZAQRHkoG6YQJEEys2UfP7zuVc5kdxlSasJj2R/kc0DsOs/r36MtCJulDCSD3P6A9/Akl0m9M4hZKbhpwmReWn2ETujLAVtyIYrZhjm0y0+N36HzxVvUzH7rDtF5jJtXiw8ZBTqyJJwJ6QVm22vwCdL9ylpAww5oOGn6Abi97/XqbBnZ3jQGqMeiPahQoQuB5ye2mXk6gIVJkeMpQaUkwOyhoPta0SewtncDgV9xMxCneljNbYGYue05+cAeD67wtFUjV07y/nkJhWrz18dv8Ki1WBC76JKIdNWh6cya3x65gGPnTJjWo/PlO7yubl7zBXbPFtcY3uUY2AbaHJAPxK9/bZrMfR0LuY2+dTEAy6V15GJWHeKB9JeIRTesIucy21jqYL9OJ3qsOaOUUiO0JSQ7VGOupcWQSWvxIu5h9TdFA96FbZ6WXZ7GRQpYsWu8Hi/zL39Cnf6EwBErsKNrWm2hzn+YPdJHvXL3OmMC5GP1mXeaopgnezzycI9NFkYrdOqy7zVJIxloQxQXcb1Hm/Wj9GPTHQpwI00rg7mSMg/ZzyFj2oBk0YHN1Lohya9yOR39i+x7+e40psD4HO5m/gHktcJXcBXbrUnqRg9QZ9RPDZdwTqc1lucTmwfxoZlYp62HqNJAduDHGes7QNzTgyuKNId1aucSu+R10bctqd54qUH/PYPPs73945zub2AKof0A5Oy3icj25QSA3qhyZJZp6AOsGSX661ptpwCDwdjPF9eJUIic7BIOLHGMDLQpJB/dPEPOF3Y449r59GkkA+7okPwys4Z7jmT/GHrIv9q/RIhEpesxzzoVnht7wRv1o/hBAJE88ipkNRcGn4aQ/ZpuxY/6S3zavUUfd9kOScsS3tORvw/6w6zRpN/dvM5fm//KdKqw43eDE6ksTXM8ZPqIg+bZcpqT2DZQ5Oqn6EfJthxc8JeBYedm7qX5vfff4o4lphNtgkjidfrJ3gyt8nqqERKcamOxA6wMUqKwJLqocoRpuIz8jQmxts86FdYTNRZztb5G7PvEscSS5kGhhQgEx/uhPqeKYpw2XW+2zxLL0gwinQupVf50fYRGkH68Cn7av0UChGX6/N4kUJacaiN0iyP1fnd1YuMIh0/lvnE2AqmKqA5E1qHk9YuETId36IbWtwfVvhwMM/R5D5NL8Uo0PFDhQetMX7/0RN0RgkW8mIsfCFRF1v1WBYDXWafvDHi0vgmL82s8JPuMuuDIrrho2khd2vj3O9W0CyfczPbBAf1nIrZ51Run5qfoRUmSR3sjP1YoRUm+aPtcwSxwgf7M9S9NLdG0wwDnSdSG7QDMZT8Wu2k+I7YYywm6n/J/fczeEVIrNgV2r7FKNBp+kl2/TzyAQQV4I4tICBepPJwNE7Vz6DLIWEki1ixZ9D2rUPE2KTa5p3+EX6v9hSP3ApfLV5lFBvcdyd5dkxEdBUlIgZePn8XRYr4183neKexyJaTx48Vnshs8fLzt+B/KHP7jaMcT+zxfGaFvCZit5MJkUbMKkPCWOJfbV7ibH6Hoj5gzmqxYNS53p0mjGVM2ee15incSDu0D/1a8R3+xsQ7REh8oXiTNbfMQqbF41GZjp+gkBhRDzN8p3uOs/kdDDVgMdXka5Vr7Do5Nm3x9PZjhUFo4ocKTVdszy/vznEmtXMASglZt4s8bgtwBzE8mdskr41ExDYyOZXdQzl4kivEGGpwuOuRpegw2KNJIXtuFkMK2BzkOXVsm8+M3+P5zArT2S5fH/+QCb3D9Z0pbncnGTgGhubTG5k8bpUY+mL02Qk1+oMEn5+8y8eKj8gqI0rGgG/VztEcWoKQ1Z1h283TDSx27BwVq8fd/gTvd+e5XZ3gB+tHD6cYX5pZESCaYekgz2DwXm+JC6UtJqwef7D1BLtNkckYT/f5Qe04OU2wG3999jJupB3AUAKcSOPl/D2m9RYtN4kqhTwajdHxEyylGkRINPay2H2TTjUt2pPWFhVVUI82nCKGLOYbZOJDiGrF6DFtdXh2eh1NCTlaEoNjYSizP8zgBCoTVo/ZRIvFRJ37g3G+tXOW1/ZP8E7/CK/UznGtO0sYyaw2i0xkerx+5wSbwzy6HJJTRpyydiiZA1brRXadHB/UZkTt6+etpuDHCo8HZY5Z+7xQeMTmsMAr1XPMp5q801jkuexjTiW26UcJzqW3GBywAD5ZuMdyts6LufvMpDukVJe0IqjC3+6cx5ADgkimGyR44E5wbTTHneEUQSTzfn8BWYkIXYWdUZa7zjSnk9sUzSGGHPCktcbpxBafyN0n/I8auFMe3dAijCX8SOVyfwlVDg+nKovqgBcqq3R8i7VRUVCXFJuFZFM85UKTeatJN0yQlF28WCE8QLVNaB0iZLKKzcnUHl8vXeErpWu8UHzMtdEc7oFVKm+MWEzU2fXy9AODx70SP24vc8SsCmhLqstLxQeczu0Kvbld5l5/nKPJfU6mdokimZLW5+8+8RbHzD3y6pDOwZMlr404ma9SMof4sULZHHDErJJSnIPhoJhJq8v1/gwyMRtOQYBvzAGLRg2FiC+Ubx2ElzRUVZCcl4t1LoztMJHr4QUKLVu8X9c1CT2FMJYxZJ+k7DKttzmWqaLKEReLm4yZAxYSdX7n/kVGgU51lCFC4tOFu0xlu7wwu0rzQNCznKiy62ZJqh4Jxedsfoey3j8Ek4SRzEKlScdJoMshuhJiyAEpxTmMlXdCCyfWD3FmTqTxcukBGdXhZnOSj+cfcq83zmYjj5F1iGMYn2lxMr3H8MCWtZioM2c2WXdK5DSblW6ZlOJiKS5VV7TV9+wMluFxJrvLxeImqZTDfitDvZOioP9/qfvvIMvS87wT/B1/rvf35k1vKsu7ru6q9gYNoOFBEBBFiqQ4lBtpQ9KOidHM7mzsH7sRGzO7G2M0O9KKI0uRIkESAEl4NBpotPfV5bJcZlZ6c/N6f/zZP77bV1otSHFDihnwRFRUV9+qm1m3zved93vf5/k9fTqeiY+ELAWcSB9RjHbZH6bYaObIGz1sV0WWA75Yus5Eucnp5CGa7KNIAb+58zhZfUAQSNTtKLVqkoqVwPL/nPUUup7JvaMiaUU0RryREeR0dB9N8UcsBRWFgLQy4BOZ22z0c3zYm+PR1ANABLJqks+CUaXrm+Og0o/n71LUO7xSO86+leZifJvlSIW6HeNvn3kVqadyf0eATv+Hb3yRmOqQVC1uDWf4QescM1qdT0/eYWZGnN3+n3de4J+89hzfWT9DEEpC3iuFtPwY03qTtDbgcnJLlKGhzJOJVdZsMc7KaEJh6Ycya/YE7w8W+Yd7HwNEStamleNCdAuApGyNOIIOTyTWeDKxSs81mNSaXOtMs9rII0khWX3AO91F0Ty1Ynzr8DzXmtN8qXwNVfY5n9wjpQxxA5Wo4WBKDi9XT+Aji2g012TgG8QVi3cOZpFHmLii2R3pLBSOnCQNL4YfSvR9ndvNEjfqkzTtKEvRKj4yXzt6mNdby1iBAMuWUx1OxCs8kXlA39M5aCXxPIEv//zETbqWgXog0GZBKHPopbgzKPN6ZZF8vM/rlUWu1yfFeHlyn+owxtDT2GyLyjFlCPDN0Nf4sDMjYgU3lnl5fZmC3iWqONTdGOudPAndJhsZcDm7RUR1aTsmP1e8Ns6z/MjdaoVCNWmFAqJjyi5ZVXhrCtE+rzaPs17LEY9aaJrPw8e2iOvOuKxfHZZoemIScKc1wfe3TnFQT6FIAXagMW022exnOegkOWokabpRtgZZzhQOmch2SCeGaJLPjNngyEliyD5NJ4KpuBTNHv2hTlyxWcrWeLS8zVd3L2MoPhU7yZ1GibonJjvLkQpzhSYfrs1hxm1MxUX9U3QKP5NhMBKQjg/GHe2kZvHy3jJMifNVEMq83Vni4cQmCcUSIzhP58O6CNHM6T3OJXZpekIV+JuvPc3CyYNxXPqX0h9wlBS79O/uXiZn9tnuZPCzEmrewnMUXnlwTHwf2oDNQY61Vp7ny/c59FKUtDaOr/BmY5H/85nv8PcjH+fZ0hrXWtN8IrXCllMYg0B/tHuc//LEizijX0+obeRIQIA81iBU3DT3BiX2BmlWHkyxXsvxc4s3yWl9/qetT/C3Z3+MIvkCB6+32HLyrA2KzMcbtHzBh7AcjYV0g5odY8Ls8PLRcfqOzrF0jYYd5bXmMu9vzvHr595i0xINyp5loEs+v1R+l4YXp+ImSWtDAoQo6Vi2Rlobsu9kiCuC1NTw4hT1jnA6akPWOgWhNQhkPj1xm+udaQ7tFHNRYW/+ZvUibSeCJvs8EhMb9kvVk7iOSiRq82xpjTm9SsK0sQPYHaRZMqu80Voiqw84PgpQefvaSU4/ssm2LfwapzMVrtcmCUOJth/l4dQ2NTdOyxW5kI6vslSsMXB17vRE/PpBP0lnaDKZ7JAyxEjV9lUeLWyK6icMhCMScfySpYBuYI4mOwpVL0HPN1lplYmpDgeDJI9NbXEusTsGBH+/epY73QkSqs2Pr53mwqktZmMNIqpLOdlhtVfkteoxUsaQmUhThPSWhJT72eQ97lll1gcFDNWj0khyy5zkWjhNzuyT0Qd0HRMnUHk2fZ/IssOU0SSj9fnR0UkmYh1uV0u8tHWaX7/yBg0/xq/OvoMm+ZxIHlHJxvnkzD0M2eOtP2/iJU32OZ2p8EF/nqYnwjRmUy0OrBRdT4RubvaybNhi8XV8cQbOmEPmIjUyap8dK8v2MMtvHTzO+XObtH93inu1Imeie7zYPUdZb3OvW0KVA2rDOCezFd5tLXB+eg/VEHFpTsmj45l8eDCF68t80Jhlwy7SDUwShjAQvdo+yd9deJkl84iZWJPfr16h4cXYtMSR4W8tvwbAIDB4pXOSHTc33hCsQOcP6ldIKX3mzAbHElX+2iOv89TMA16tHON6e4rJWJuvHj3KTWuarNonKQ9Z6ZVHEA+BJH96Yp2nZh6IYJxeipd3lnmmsEbKsBh4msC9GV0uzW0zq9eIKg55rceJvPBPpEfBsVHZQZV9UsqQOb3GU9l1MtqAlDogoVgkZNEgrbkirv58dIfW0BzrDAAMxeNUbJ/lSIW3WouocsCZtMhYfL+/yD1rklKki9fRGfRN3mvMse9m+NzkCn/9515kvZEnoQz5bO4G2/0MlWFCNJ3PVvhy6SqzRoOcIUbT86kGp3KHI7WoyZ3OBJu9LI6vospiszuRrnC7WmLg6ZRjHZIRi89M3OJyepM3jxb40tQ1DqwkXz8Qjv6PMG6G7GIHGqbkjclLUdnhxYNTlCJd+p5ORHX5ydoyr9aXqbkJrFDDVF3qVoyfrC2jZywCJOxAJakPeaF4h8sLW7Rtk7zRZ71XoGbFKJtt7jcL3BjOoEgBCc2iY5kkEwN6rk5Mc3g2ex9D9nAChZzRHzlAu6z0p9ixspxMVeg4JprioyWE5NyUPFaHJQ7cNAW9y68svc9qr4gm+3/+egoR2eFcYhc7UNmychyLVfly6QMsX2Uy0uZWf5rz6T3ORHapuCl+/1DoCfqumP/v2RmWIxWqVhx9BNLM/PIuyznRdXVHslVTcZmPN/i78z/m+cxdtroZvEAh3IwRHppIWkBzFP8V0Txqgyj3+yXu9soEocRhP8mp2L64GWSXSaPNXj/Fnd4E1+rTFNQOU1qDtDLgm5ULvPX/uMJ/8eNfYsfJYQU6a3aJoa/xdvcYG8M8GVWAYU7FDohpDp8r3GQ5ekRCs3i5KtznP2yeoWbFORPdo6y3eOnwJMuRCmdjwtufj/R5YfYu7zTmyZl99nsp6sMoK60yc9EGuuSPm14ZfYAVaNwaztDzTSEvV4cjwZiKj8RqrzhKlNZ5s3uMhhfjrdoCO4MMW3aeRye2MVWPv7rwJmuDIqoU8FpzmdVhiQAhSMprPS6md1ntF3nx6BRtxwQ9IBIVUt/f2bnCP73+BCllyN9cfg0nVFGkkKN+HDdQiCguXcsYT2oqVoJbjQk+m7+JE6i03Ah7VpraIMap1CFtRzASvlZ5hK5rMp9p8iuT7zAdbfFC+S5ZpUdUdphJtBj4Bl6gsFNP0/UjtP3ImLYsj5KmPppY/aRxgqgmFKi1XoytZoZY3KLrmrzfmkWTfB5ObfF4foNCtotbi1AdxLjfLtJzDX5cO8GV1CZfmf2Qdw5n2emkqA9ibA5y1GoJ7nQneK81J7wkukPCcPADwWr8Ue0kQ18nYww4OTLLfdCe5Xp9khuNKeKKzRdL17lY2OfZBZEk9sPaKRpuTFQxSGTUPqbicmgnx72cn3b9TB4fvFDhTr/M0NfQpIBqGOd25yH6rsCzLRoVftI5xUvN08RVZ8QVtFlM1NmzM2iSz+3BJH+p/C4JecjXao/wXP4eUdlBJuDJxH3+wc7zPJtfJa5YKFLAzf40ihTiBApaV0K61GEmI0At6dgQx1dIRywuJnaY0ev8tvsY0VHYyh9XL/KLxfeYM2ocT6WoDJMMvzpB9e8lielVOoHJsUSVn/ylFJOmzdf3HuKvzr5OXLHGfL6mF+V6e4qTiQqa7LGcFBvYvp3myeQqd7VJvn94mr6jo8gBG3aBthdhItZh3SpyJfaApzNraJJH24+yLhd4JCX6EQ07yqXMDpuDHPNmnIFv8E5jnheKtwmQebl6HEUKqPZjRDSPT0/e5sBJA8Km/MeDC+TMPof9JF3LYCLRpWFHucEUx2JVLuV3yKoCQLrRyfKxiVUOrBQDTxejRl/ng8Ysp9KHrLXyXCjvkTsz4MnUKv948ynBL5Tgn28+zn+29BJJ2aITmJiqqNjS2oD+UOebBxf4yuRVhp7G5cI2v7t3hZhmY3kaARJpc0jXM0noNoe9BEvJGjdqk2QjA75VuzCOUTMzLu+15litF/ACmZRu8fzCKlaoCihKKGMHGgPfGFmbFTTJY6U6gSIHLGbqqKNAleZBkjCUqCtR7KzAtfV8g09N3cGflPnRwXEeyW1zrTlNzxEZFV/deBjPF4fjUkLoPM7O77PezNHtRTg2UcVQPGKazenkId/bOcUjpR1e31kkEbGxUhp51Wcm0qTjmPQcg+1hhmutaUzFJao6vHRwgq5lUJ5sk1V7XO3MsjHIcSZxQNVJ/KlMhZ/JTcEJFYa+RtnscLM1yUysSWWQ4OH8Dte6M6SUPnHF5lxmBysUsNJb3UlOxCs0vShL5hFtP8qNgQhg+Wz2Jk6oYIU6ihRS9ZICVOrGOXBSaJLPT/aPEdNd4prN3/6Vb/FWa4mI4nIsesSOlaXhRJmP1pGlACdU+Ez+Ft1A+AH++sSruAi464zZpGrF+ex/+ioJeUjXjyBLAU8l7/PISWGu6voRYrKDLvlcteY4E9+n4cR4JrcqzvsuJNUhr7SOM222SCoWPd8gYww4lqzRdCLU3DizRoNZozGOcl8dFnkkvsEH3XmiqkPXN1Fln55j8PrREvlIj55v8u2ds3QHBtEJh4YX54n8A36wdwrPV1ANh6utGRZidSaMNidSR/xk6xjOCD5STnbGYzNG5/LX9hdJzQ65lNxmo5PluCmOC3agosk+39s+zaXSLm03QtocstIu85niLeEG7UWJmQ7pVJ96O0bFTZMzd0nLA54qriNLIa8fLcFGDDvb4UZvhvl4g5d3lokZDj1Xx/FUspEBhUiPtmPSGEbFk1azOJE9Yr2dozaIspytUbdilLUmqjyDoYlsjDfay3w6fYPfrjxOSrM4GCa5nNkiq/YxZBcC0XRcyDTY6aRYite4dVAm8GXyU22WM1VkKeTFo1NcyAg610fegs9NreCGCq1hBEUO+Mc3n+I/ufBj7g0myGgDVjplTsYPqNvHyEcH4+ogZQxRpYCKneR84YCc1mcpX+cXJ97DCjRqXoKOF+GZ/BpbVhYnUElqFqcTB1xtzWCqHlo04PGkIHVZvkpCs9m1Mrx/OPOnJkT9TG4KqhTwRGqddatIUhcutMuFbTTJZyLa4eZghsvxB7ihyr/cfAw/lIhqLo+ktsahKseMCm+7SwShGOWIZePwVucYi5EqRaPLQ9Etvnb0MG03ws/P3SCj9vmN+0/x5cJVnEAZ/9kAiRdyKyLIxckzCAxqXoLvHZzhb829QsOPi3n9SHE38HTOR3aoegkC2SUhiWYowJvdZfJajwM3zbTe4GCYZCla5fnMHbSR4qysNVkZTnMmfoAx4lJ+Pn2NVlKUfA0vPsqUCLgznBqTqVZaQhF3Jr7HnX55ZIzpcaQnaNsmF1J7lLQ2ihzw7PzamDnoI5GP9jnwE2TNPrrik9P6HNopzsT2uBqdJmMOeT5/j7dbC3Qck5jmsNNNo8sezUacOxnBylxINugGEVpuFEP2OBgmsV2Vy8kN2n6U+Uid3/vac/z900X+8wsvEQQShuoR0xxa7RjbdpaaJ9SRUdnhB7uniGguXjQka/bZHaSZjraYSbeo9OLYrkrCtJmMtVmOHhEgUS608JF5p73IU+lVlmJV/mD1IVYbebLRIbtOjoGnc6W4TVoZ8FhynX+48zFmYi0eTmzSjkYxZHfcV9Akj6jk8/H8XW6Y07TcCHbbREvY+IFEWh/y1v48AF8/vMjJyQpT0RZVK05KtwRZyhcn9b9w8kMSspgq7FtpLqZ2mdRalCIdriSEXsaUXTHB8OJs21mGvsasUefMxB4tP4pCwJaVo+lESKoizFaVAhJGj7u9CaKqS8OKUe3GuD+cwA5UkSeiiUzQE/kjDv68NRqjI6fgcqSCKgXMmQ2eSKzyWHwdRQqIKzb7bobv1c8xn2ywkGzwSG6bAyfF/X6Rld4UH/TnWTKPxk6xj67z8R1SyoDz0R18ZHTZ5/PZ69TcOJtWnr9z4hW+Xb+Aqbj0PIO1QZGL8W0SssWOm0WT/DH05W/NvTIe2fUDnZQy5N3mPGljyKGXwgo13u0u0g1Mtt0cuuRzKbbJb/3xx+j6JlUvwbP5VfJalz+uXuQb1YdHc3LR1HqltkxaGbAymKLhx5lQRV7Don5Ey4/yTneJOaNGXLF4t7/EI7ltkqqFHWicje2za2e42pjhWKJGUheaDVMSysHHk+v4yMgEBKFMyezylbnrFMweM5EmdqiORVCzySafKNxBk3w+kbtDyxIk5Iw5ZKU2QSRuc69WpG1HCEKJN5rHeKcyx+XkBtV+nHK6gym7vNFYoulF+dzPv8VCsc6LtdPIcojjKxiqh6qJp+uL+yf57v0z3O6U8XyZqObw+Sc/4FJ6h1t7ZVY7BWGgCmSysQFpc0h75GXIq10UKaDnm1xM7IyYjkM+MX+Pv3f8hxiKx7f2zvL54g1OxfZ5rXOc+9YE9zbK1O0opuySV7uYkosueSN9gJB3v9JY5uPp2xT0HheOb3N+ah9VCfjh6km6vQjPT9/HMFwKZo+I4rKcqJLV+niBwrPTa5QTHaaMJgEyW4Msr24ucbU1gx9KXEmITfMjZ+xHeo1LsU1OxUTl9RHNSpZCCnpX5I8EIsT2seQ6u4M09xpFlmJV0saQ6XSbnm9wOrrPZ/M3WYxUsQOVCbMztqv/tOtnclMYBqJx1/YjfCxzl2Pm4VjWmVe77FoZ7vTLnEvsEYQSCc1iWm+KJ/Agxa3GBGW9zYGbZspoct8q0wkiI+KSCE61RkrCC8ld4QocpJGlkJqb4HT8YPy91O0Y3z46j4/E9e4MUdkmIVuUNGGMScsDvls7x66TY9fJCLCm7DGhtnm1vsycWR8rF796dIWr/XnyN0Om9SY7VpaUMuDASTMTadK0oiTkIVVPQFgvZ7ewAo2PJ1dYs0t8tf7Y2Mr8/epZ3qvNjfMj4opFSeuQ17rc7E7R9iO8tHYCQ/FY7RQ4m97HCjRe7xwnFxuMQSwNP871zrSIpfNFcO+bRwv86EA0Nq93psfefytU2bTy/NWFN3k8ucanCrfxfAVD81jINAiQ2O+nqFpxJCnk/3XnOeFr0Id8t3aO53L3+c69s2TUAX9l+g0+V7jJc3Nr9IYGuuyhKOKGz0UGLJZqdF1DjCp9lfudIt/cOUcmOcAJFHZbabKxAa6v4PgKbSfCalcYwD5KbU4oQ/qBgSG7PBLfoBNEeCL7gC9MCfTdy/UTvHa4xLXGNFNTDfqugROqo4Xpc7U3x3cOz43s8scYeDp3rEkqdpJbu5McDRLYrii2r8xvcqczwZWpbabMFk6g8uO942z0c1xI7pLXepxP7fFy/QS7TpZns6ucm9xnq50ZNXUFHHfbztHwhNvzWneWbSfPT2onxoQmEOK+otahZHRY7+Sp2Alebp5kOtpCkQO2h1k+XbjFJ0p3mDJaTGit8eavSYJhkfw3aEz/9vUzuSkMfJ1DN0XTjY0XsCwF3BpO84eVh5g2m3RdEeqZ1oeciFbo+iY3u1NkjAFPlcQ8/E53gk0rz7vNeW71p7jVn+YH9TPjhWWPUFlbwxwZfUhZb3G3X2JjmOd6ZYr7lQIpzcILBK59OXqEJnkMAoOXmqdHIpU4M5EmARLHzUNqdpxzCVHmDTydIyfBbi9NzYsTUxxOR/fpzMv80cEFLsR2cEMVOxBP5b84+f6IyKwLi7LkiSOA0udKdJ0zMRHJtu9luJDeJR/p8ffXngdgY1ig4cXIKj0Gnsat7iSSHHLUi9NzdaGsHAp9woXsHut2iUGg84/vPkllmGDgapQ0gW6/XNjm8eIGQ18XQTFGh7QyIKUM+eqNR0grfapegvc6cyhygCKHmKqY5FTaCWq9GJPxDqeKFQ67CaEh2Z7BDRUi70f51t5ZrFAjoQz5eOo2jq1Rt2LYlsbrlUXKkQ6yFBLTHPKRHh8v3SMMJRQ5IBcVrIbj+SM6lokbCCJUxzKZjra43p+lG5js2Wn6gcHVzhzfOzpL24+NJiFdpvU6+26athNhIt7FC2VimoPtqxy5yfED6GpthnpflOsx1eGgI0AqD7o5FiZqOL7Cp+fu8OVT10hoFi8Ub3M6vk9e6/L63gKfnVnhZKKCH8rk1S6a5HPnqETXN/nn649xuzJBNjrkvjVBEEqYkktZbwFi4T+ZWiWj9skZ/fGG8BEWLibbmLJLRHXHD8d77RKuL7MUrY5Hq1agsePk2HWEB+hma5LFSBWJP2ep05anEpVt8lqPfmDwSuskd4ZTbA5ypEeL11A8skpvDPa43StzMn7I+eQeccVm18lw9xsnuNct8XBaKNVkKeDhEScQBDJeIeDJ1CpPp+7xT+8/QWWQ5J2DWQzNQ5Jgt5/mhaLwQpS0Nlao88/WHkeXhRR2y8lzOipAGg0/xtPp+6QUoaF/Jr+GGyo8WthktVfkU9mb6JLH3/r1b7F9dQofecSaHGLIHrtOln03Q1QWOX/rgwK7jhDrDEKDnCL4kD9unmRWr/O5wk0eKuzSDUw6rsnmIMe3axcIQpmsPuAzx27T65ukDIu7rSK3GhNsDzIMfY1XKsucNERFNBtvcjZ7wLvteTLagLwm2H9dz+ByfIOUKjryCgHRhM2Wk0chJK464y78g1aOipUgEbVQlYDaMCZi6QeGkDC7Mv/y/hXsTMgvzHw4rlQ+StfqO6Lr80RxAy+UKUW6yIT0XYNjRoUvlq9zNnvIfidJfzfBRKRLoxXD8RT22oI/2XCixFWb7x6cZcpoUXMTPJFaoxwRlvmal2DPyfD3V58nCGWeLazyfP4ujX4USQrJR3q8eHAKWQpGT+6QqC64Gm6gcKZwSFlrsVNLMx1rcaW4RVR2SClDriQ2SMgWUVkoaX9l6X2KWoei3mEQ6Ow64uj5F45d453qPIbmkYoNuZjZ5Q9uXMINRcWhENL2o3QDc6ysvJjYQZZCuoFJ24uyOizxVmeJmhvns8WbmJJHRHF5OLvNF2dvjXshCiF5rTsG2VqhyseLd8WI9c+bTiE9ai7W3DivNZeJqTZ1N8ajqQ2cQOHF2mn8UOKBU+Ruf4IFo8py7IjUyD7c8UwWjCrP/fJ7dB2DU5E9TkQPmTJaLBgCBmKFosT8SN4bIDOZ7KDIAb+0eJWT2Qp/58xPmI03x2xGHxld8kiYNu8dzvKj2kmOnH8NKBVZf8GYzZhQLIa+zieTt/iV0ls0vDgNL85KfwrZgbYv+I6yFJDXeuQ1cZYF4eqcjjS51yvxu61HOXRTdIII/6ryOLeqZb51dAFFCpgxmxw5SUpGhxeyt3g4tc1ktM200aRmx9ENj2fzqwBkTPH5DH2NYrTLTWua6XSbj6XvcDBMocviLPudvTNUrATHYgJft2NlqbgpDtw0z8/e55+sPMk3D8+Pm2uyFDJ0NHZaaepNcXSI6zZ32hNcnN7DUHxiSYtBx8SdcXjx6BTdICK66G4CSQpR5IDQk6nYCR5NPuBOo8ReN8V2IzPGyxmyR68dQc7ZfFib4li5SiHWR5JCHi1s8lBqm7LWYj7R4P32HIoU8L3aWR5Lro8Cboe8XVsgDKWxSvFOv8xCps5ios6z2VXcQGZ1WOJqZ46o5rC3mef99jwfHkwJvURg8sjMDqoUcDYmUqcHgT7qHy3wD24/SxDK3O+XeDAs8Mf7F3BDhbV+gbv9Euv9Ap+bvMnnplbQ5ID3anOkM/3/r3sypQxwA5VBoI9ZikEo8U5zgX07DUDXFcrKl+qn+GHtFGfi+9iBStMT/a4f1k6NLfQfvW9WEUG/Xd8cVxI/7fqZ3BQ+wk8X9Q6b7SyX4ls8n7pDxU1yOb3JdifDUrTG661lLiW2RfKS7HKrP4kVaKOOsc+J6CF/c/bVMaz1ocgmysh6G4Ty+Pz5UUl2ObdFOdJhUm+yFBVZuguRGlHZwQo0QXR2Mjxa2KS9nmEy0mGlXWZlMMX3q2cp6wK9lpCHuKFKVu3Rds1R5FrIe50FKm6Slf/LeZ755A1Kapslo8I5c1dsLpK46RpejBv9GeKKRdHsklAsvrp7mfc6C1StONMpEX7qhCptL8KtziQTRnvEfHQ5FjniUnST7W4GSQrZs9OczlQ4l95nr5Mkq4s07EM7xWcmbtENIqiSz5n4AQnF4hdmPuRKZnOUcqTRciP81r0rGLLLiegh//tzL/Ol8jVcX6E7MKnWE6hygKGJZmE2MmB1v4hMyEYrR9/ROVM8RK3oRBIW99Ym+Uf3nua/u/tJfn/tIcyIg6H4yJo4905qTfq2TqdvEobwD9efZVJr8lB8i8+fucmxiSpRTWyePcfgoYndsUW54cXpuqLU1iQfyxf/vj4S1ihs9rGy0G8Yksek0eZkosLx6CE+ksiX6OW4UZvk3oMysWKf65VJfF+c+R8MC5yIV4ipNr+x9hS/f+1hGm6Mmpvg6tEMrqOSUvrcqE3yx3cvsFPNcL05xUykSVYfUDbbZJW+0MfIAabqcixbY3VY5E6/POZi2KE6rhiBEWTXZ3uQwQ5UdntpLmXF5nQ+tccf7DxEXBUJYde7M+NK9qNxtRsqKCOKWYD07xcG87/FNfQ1VobTKITMJgUMVSx2lazS5+8svSzCNBWXTSvHS9WTgqzsRrjbFSrBQWCwZ2foBJHRk0al4cfZcvL8dz/6LFe7s+OS7SPXYknrsBCt4YRix7UDbRQbPxzj2exQ5Vx0h//0he/xQW2arXqWnm+gK94InCJISfN6lZYf5fnsXe7aZb5ef0TEw3sGB08qnInv4YYiO8AJFd48WiChDJnUWuxaIuAmq/TZ7OW41p6mOYjwXPou07EWJbM7ahxJLJlHmIrL3V6ZqpcYgWxdXu2eYDbRJBWxmDfrHIseoUk+f3XpLX60fZzdbhofmWB0LPh0YYW82iWvdsiqvVFcXyA2RF8lERUS548mIAl5yKXyDnZfJxq3xXk92ufyzDYtK8KjC5vENJt2z6Rv6dw4mMRL+xiahxLz6LUi+IFMImKTiQ4xVZdozOLmUZktp0AmOiQVH6IoAbVaAoUQZfR0PpM64PG8qBon422ez9xlymgiSwGm7HIuuU9MdbjfL9G0IigE7FhZErLFL819QER2sEJBQLYDVQS3DgusDUrMmQ22Whn+3vEfIBs+z82socoBEUOE6Gz2c7zXnOOP37lEo5qkVGpztTpNxUny3OQqmu5x4Gb4lYV3kRWfk5MVbF+lYidwApVZo8HdYZm1QYmZeJPjySPOJ/fE8cA12bDFkXFWr6NJHnf6ZQaBztf3LzEfrVMwepyN7fFMaY31Xp79foqX9k9QiPbZHmZp+1FkQn6++CEKIph2z84QhDJrVgkQPTv/T1n6P5Obgqm4HFhJEsqQvZ44c/qI0nLDLrBui79cRBF5f4vxOm90l3koucO55D51O4YVqpyM7AuDy6j8l6WAN5uLXLq4zrn4Hqbsjsc/shRihSo1V+QjfjZ1HR+JWaNBUe1SUDvjWHJTdlm3CpRjHZ6ZW+P7q6d5LL1BVu2xZ6f5w8pDJGSL9zvzZNUeM1qDuUgdK9R4KnkfyYe3W4vUvAQ5pUdStvjPll4aJwl9KfcBmiTQ658u3OJM8oDlXJV9N82z6Xscjx1yczBDzRMpUKcSh6OYMYX9vvi83FDhfrPAxdwek1qT7x+eFoo3yeU/Pflj8pE+TyRWudadpuYlmFBbFNTOGABjB9rIej5kwuxSjPXGVZYViE17NtIklelzqlAhCCWezq0RU20cTxFoOyCbHOC5CsNqFMn0Gdo6gSehmR4R3SVtDsmaA9LGkGx0iO2o/IsHjzIdb3EsXWMy3SGaECNoJ1TRJY+GG6Ost/hs+RanEoe0/ChvNI/RdGPiM7BTvLq5RN7o8ZXpa1TcFPNmfTxVmDfrAGiSx9XmDA+uT3G/U2R7kOHFw1OcylfYdzM8vLDNg16OuXST56fvM2fWOZGosHJbiOJkXViuZ5NNpo0mP9g+iW1pfG3rIV48Os1EpktUdShFu2gjlkLDi3GvW+LIjrMUrTFjNpAJmTKanE4ccK9XEgHGg0l8ZJ5MiQyH+USdvNZDlYVa936vOM6VdDyFuCqYle8051mKigeSj0xqRHru+qagbwcqUcX589do1CWPmhXnjfYycwmRpGRKLnv9NJuDHC8dnKCstbgQ2+EL6Q/H89dT5h6Px1aZj9fZGBY4cDNoo0hx4QIUHeemHeXBsDD2vGuShy55ZBWRirzrZNlxc2iSP05BrnrJ8XFDl3yGvoiX16SAv3Dyw/E8+xtXH+b2zVn+p4NPIhOyMpymH+isDwr8y/VH+e2Dx4idb/Dh7jSnzD1afgxZCsaRYQKOKvT3N/ozpJUBU3qTF/K3ea81z/vdBVLKkI8nb/NIdIO2H+OUuc/PFa6xMSyMU7DKeptPTN7jTlsEpObMPg9ntscJ158s3GbfzfB85i77dppDL809W4ifftA4w7Te4HxkBydUMWSXM6kDKq5AiPnIeIHM7c4E6eiQnW4aVQ74zXuPcja2j+srHHQTNKwYfVsnDCWkmIfU0vBchdCXkUcNyjCUaNkRYoqDG8gYukdvYPLWvSUSmoWheJRTHf7ByjO82jzOd2vn6LoG/3TtCW52p4grFj+pneBGZZK1foF/ef8K71dm8D2F33//Mj+onCY6cnjuWNkRdEcZi82KkS5SAPe3J4irNvlIj5lok5/UThCEEutHeUzVpah3yatd5s0aU4s1JFcmDCQeL25wPH7E3X4Ja6gTj1uUEx0awyi/MH2VlGaR0oa4oUyARM83uLM3wZ2qeLC5gcqcUSMhW9TcOFdSm1iBxrXmNNt2jj+qPMS1+hRzZoOaGxeJUMCxWJUvTNygaxkYmsedWomfbCxzNEhwqzvJ725fJggler7JcqRCWW9R1ttM6s3xyPZPun4mNwU70Gjbwrr68eydkZ/dpGsb3DgqMxVvc3swSc1LsO8Kr8Ol+JYQ5oQGd1oTY4hrgIwihfzO9iP8qHaSnXqaUykRvvrRzdENIrzfXcBHJq0MePHgpAhQJaQfGHQCExDVyke8/J/PXuVmZ5KYanNgp1gbCFKx5MiEasib75+gZHSY0oU6sW7HiOous7EmnfsZPrV0h6qXJCb/a7SWTIAV6hx6KZxQYbufYcvJo0sepuRwNEgQU23WrSLbbo6obBOV7XGz9HDkKGx7gnswa9RxfYVdJ8u55D4Ztf//81n3A2M86nQDlY5vcjm5RUK2qHoJbg8m2ejnOBPZ5bh5QNVLcLUzhyF7WL5GTHNYSDY4V9znYnmPH9VOspStU0r06FgGZ4qHXJ7bQlEDwqyD78rMz1QJQ3Gu7bs6XVvnU9mbuCO0u6574MhMGm2yRp/ZWBO7a1AdxqlbMT5Ynedk7kgEu8gOJ5IVXFdhtV7AGor0pjCEeL7PxlGOqOywYRdQ5YCVnug73R9M8Hp1iYNBiuTxJuWJJi0nwsmEWEA3t4UO4ZOL96gO49TcOG93lngwLFDvxpg7fUCp0OZqY0ZsMIMUifiQxyY3cXyFbEQ4Ty8mttnqZSkZXVpOhJV2mUyqzxNTG7xZW+SHlZP0A4O2HyWuiDT1qGLTd3TudCY4nTzguYlVTNnl6/cFKOiHmye41prmD3YfJhsb8FB+jycnN5jNNxk4GsvxIybjbTbsAgA1N0HbjxCVbfadDD3f+FPX38/kpiBLIXHt32iyIGLQ/q8nvslsWqCt7UBjEOijp73Ohl3ggVNk1S7Rd3X+6PAiKWUgGk++ydnsITd3JrF7Bt+9fYY/Orw4eg+DIJTHm4QVaDyc32HLyrFtZ1m3imzYxfFU4MhJ8LXqI1ihxl8svUffM9jtp1GkkHfai/yfnv9j/qtnv4NasPjxwXHeai9xtTGD7akMXRHX9fmPvc+U0UKTPL7bOs/XGpdxQ5Utp0DPN7namaXipXgi+0DkRrgpVobTnM0cEJUd3jpaYHVY4p3BErtOlu/UzlP1Eny6sMJkvD0akw3G/IgHwzwdzxw14mIEoTzOlkjIQ9LKQNiEZZe2L45e96yyAONWZ1FlsVkB9HyTstkej+x6joGheGgjOTiArng8kX/AfLpB0eiy3c2gqD5XljZJpQc8U1wDIAhHKj1ZKAZ1xefjE/dEZ1wKyap9TsZEyGu22GGnKQRmU5MNVA64pgAA//JJREFUblQmub9T4v3OPACeqzCwdM7N7PMrp98jHrf4P5z+AX/j3OusDkssGFW8QCaiuOzbaV7ZXqLRj7LXTOF4KgeVNKeSh1RsQab+zMnb7FYypLUB5zL7/GD7JK9uLvFGZRHfl5hPNJhLNrmY2WV9kBeToGSbIJTpOQZ+IPM7O1dwQ4Vz6X1BaOpmOOgk0RWfY9EjStEOx5Ii3OfISbDWF4u47UXp2zrT0RY93yClig3mk4v3xPczccCp5CETsQ5fKl/nTGyPe50ip1KHXCjuU3USTEbaQsymdokqgn6VUIaj4Ns/ucko1tvP4CUR8lh+g6QqHIwfIc623Rw/X/qQD1szrLQmmNKb/KhxigXjiI1BjrvDMh+2Z4loLseTR5iyy54tGmrvfvUCQU9jcrLBpcVtXijeEaOfUEGWhIHloyDbhhPjscQaKVW47lZ6ZfqBwTvtBZ5P3RGQit4xikqXp5L3eaF0m/1Bih/fOknFTfFmewnPVZCkkDuNEg/28xx2E7i+wne+8ThTRpO3Govoks/N5iR32iWuD2exQpWGF+P5zF2ySh87VHm3u0hKGdD3DHK6+P6ShsXDsU1+f/NhoopNzzOouCl0yeMTuTuk1CHvdRZoejEu5vbwAoUpozUafXbpjoJdFEJuDoSo6CNj2IxeJ6v0iSq2SGJKCRPRnpPh7e4xABaMKjdbk5xIVHg4t03bEclMqhTw6cItns/exZA8nECl7xlkIwNmci12umlajRg/2DvFQqEu8hiHJpar8hsbT3PUimPKrtgUQgl/BHt5o3kM29WwBjqKFPCLMx/g2CrFQoerh9Nca0wTj1tcntnmy6UPSCgW/7vjr9IPDCa1FlFFVArDQOe7b13kB6unSEYtLEfjyZkNBh0T1RBy+KYj4K/HohW+cvZDEorF6eg+z8+s8vHF+zxS2CEWcahacdabeaF/sOIcS9SYjTV4fXuREJiMtXm0sEnNTVCxE7QsYQYzdZfpRIvrnRnKZofNXpaOZ6LKAafiIgj41coxVDmgoHd542CBqOxwrTvLQ/EtTNmlaHQ5F9tFlQLWrQLXurMkNItDK8nQ1/jxhvDXaJIvaFGjaQcwTsP+c5cQNQw0UsqQi7HtsfpQkQLSSp+YbPPL5bdp9KPEZJsnM2vcGU6x3c2y3c8wH63zieJdLsW3xtTfH9VOMrzSR0m4OJ7KxdQum5ZQeH30c8OP0Qki7DpZTsYP0SUfK9Ao6R1qo5ithh3jxdZZtvsZfrhzgm03yz2rLCzZUoAWd7jVnaRhx8jnulwubItRXURQd+YzTdxEyIftWZ7JrQpidOqInNmn65skZIsglMYd6LYX4Xp9koLaFRMVX2fOqPF0bo01u8SvLLzL9w/PMB+r0/FMrEDj3mCCHSvLZi+LLAXEVJuy2WZtWCStDAhCmaqToOtHsEKVjmdScVMU9Y44ioSCEylyOlvMRpo8nt+g7sSJyA5FrUPNS/C50k2WI5VxstNH7AQQEux/dvMJ7u2XkKVQcAdUh89M3iab73JUS3Ihs0cu3aNfidGtxyjHOvj7Uf7xzSfpdCLodYVX68siJ1GzcGwVuhq64vPfv/kCvi9Tb8XJx/us7hbp1GI8nl5Hl3ziisWk1iSnCPFbXu2x0ilTs2OQdtENl1+Y+ZDL01vsDVIous9fOvUB97olTiZEYI4Q/vQoaW10yeNibHuUuymzkKkTVR0KsR43m5N8onAXN5Q5tJJMpDucTB/RtKOjnlSflhPlk+W7nEhUeKr0QKDozTZ9zyCiuiRVIXpaH+RpeDGWUjWen77Pne4EpbiINjgT3+N6f4aXDk8ShDKvtY7TciJcb4hEtCCU2WxnWTma4PHZTTIjyzcIwI8daFiBNs79/HM3klSkkLzawR994x+V9brkc8eaJKf0yMf/9V+66iREaa269HyR4LsymGLTyjP0dWZjTcyIg6L6DGyNN+uLzJgNBoHB2ZggHJuSeFJsDzO8WV/ka0cPj8UfebNHQe2gyx67gzRfnLjBRKJLzUtyKrInFpHZ46+deYuqFUeWQl6YustKq8xzE6scK9SYirZZr+XwowGqLNBqf1h5iMVIjZ5rkNe67DpZwY+sLLPSLbM7SFOI9Kn7cZ5O3+diTDhF32gssTHI82BYoBzt8KOt47Tc6DhjcrVT4GPF+0Rlh5ImzEhpdTB2Vt5qllkdFhn4BmlNqBVNyR1LaQH23TSyFFDSOrTcKDHV5tHE+kjuPOCVxnF+Y/VpXq8s8lByh7olCFlvtpe4fnsOv6eSz3Sp21Ey0SHVYYw/3j5PtxchlrBYaZd5KL+HFPHBlfmLpfeRXYlIxOGh+R0KD1fouwZTRpOX3ryA29eITXbRZY+HT25gmC5eT+PBgxLpTJ/nz95FIWDNLokFMMrUPHDSvNNeIGf02WxnkdWAXzv+LgCXk1tUenEuz21RdRJ8pngLgLLWZBDoXO9Ms2Xn2bALrAymGI5gp16ocLdWpDGM0hwIG/vQ16gORUp31zM47Ce42pzhWwfn2Gmlyap9XjtcYtZoYMgeQ1+noHc5n9rjwBI5qIoUUnXi43v+fHKPF4q32XcyZJUea13RSJ4xG6iyT8cWIqSPNBsp02LQN5AJudadHU0dIvijJPa2HxP9J9n9U2YPP6ubwkgCq0jheHrwavM4IGLq/VDmF6feR0a44c7Hdzgf38EJFBYjVX6we0o0dNQBWb3P+9VZSokekhRiaN5Yw/7P1x8bd6PdUOFWf4q46vCZ4orIMhjJQz+VXeEbtUe4sTNNXLXJqj0+U1zBRxpPCv5a4VXu90skNAuZkPfqcxy9OE3LjfJzxWucjB9gWzqE0HOFSaczaqbmzR4/rp3kQT9P24tyNnPAhNnhE7k7lCKC3nS1N8cbnWXe6S7yoJ6jasfZ7mfJGz0mUl26nsFav0Bct/+NymM4NpHltR5OqJBTerwwcWckZ+6OISIfia3cUOGHzTO81VikpIpQ2rOxXY6bhwwCMfb8bvUce70UCVOMH292p9hvJek4JmWzw+LyIVrS4ZmJdTaaOY46cRK6zcxIc+J5CpVegluNMuWJJo+eW+P1znHOPPaATHSIKgecz4lAn9/ceIwg5qNEPU4VKhz0kziBiucqIIeghvyF+Ws8kVqj5iXIqH18JBpenKqX4MWDkww8jVe3jpExh0znW7S9CC9VT/LD2ikAWk6E3UGaAydNSh3QDSL8/uZDvLMxz48OT/BeY46+bzBhdKjbgrikKT6Ndox2O8qrlWOcjFVI6RaqHLDfS/FseY3jySMR0mLa3BtM8KWZG3z78Bybwxwdz8AOVP7owXnqtqBZpTQhXIooLkNf59AW4+Wr7Rne6CzzF8vvkzQsGp6IG3yquM7HiveJqQ7b7TQFs4cZcVhtFxj6QgVqhep4YuGGiiBJy874SP7Trj/TpiBJ0qYkSTclSbomSdL7P+X1jCRJfyhJ0g1Jkt6VJOnsv/W6IknSh5IkffvP8vU6nsn7vQURNopMgMzHs3eoe3FmjTq/V3uUaz3BS3yjsUTNTRCTbY7FqvyrjSvYnkIp0hWcOtklH+lT70eJRWwuT2yTilhi5r6dFunPhKJp6RlktT7bdpaleI2oYo+rlHcPZonFLN7fnuXGYIaEMuTQTnG9P8NPOifZdPMESCwnqnyp9CFP5B8QPtbm2ggm+w9f/ziyHCDnbSYiXTFhGQpysuVr3N0vibQfySetDZgxG1ihxvn4Lv/v3Y/xoJdnvZOn7xn89RNvUB9GiaqiGZvQbC4md7mc3uRM6oB7jQKJ0RnSD0UC1SDQafkx3ustcMw85J36PDU3IRKPFDHF6AcGO26WhWiNR9Lb6JJPw4+x62RRpEDAOgKN+5UC9U6M5iCC5WjMRhqkY0NqgxivVxZ5NLfJr5x+j3eq8yxla0xl2ux3kny6sEIu3cPUXX5l4V1+dfYd6p0YlUGCH28t8+nCLdpDk6LR5cPaFOfS+3xx5ib/zTNf48qcCLStNhMc9kSgTLbU4dcffnP875RR+zwYFvhXG1fYdbJc7czyRHGDlYMydl9nu5HhbOaAP7hzicNuAlNxielic07rA96rz3GzO8XX9i7R7UWIxy0eLWxyObuFLnvc64nj0OfmVjiRrTJXbKDqPhHN5VZ3ko1mlkovQURzaTgxGk6UhG5zPrvPZj9L3Y1RG0THFfCU0SQRsdjrpsb3viYFRGRnbJduejGmoy2Gvsauk0WXPVa7Ba61pjkT3RNKWNVlYOlsdTN8bHaNX5i+ymykQVHroEm+kNOPFLwf5Xb8adf/P5XCx8IwvBiG4SM/5bX/GrgWhuF54NeAv/9vvf6fAHf+rF9Il32eSt7HCnWcUB2ZogQybEpr8Gz6LjU7xgnzgL6rs2Vl8UOJt2oLpCNDSglB4AlCiZ5nEFUdWs0YX5m7jhOo2L5oLho1ZZwglVKGnInvk1X7LJlHbA2yrPSmCEKZth/l7516kb994hWuzG2x2hUahxlThHTsDtIiuDa1zs4gQ0K2mNYbfGruDhHN5X++/xxayubTy7fxByovvfQQv333MtnYgLob416tyMnJCu92F9iyskzrDZquIFFv2zmezd8X8eqJOlm9T0HtcjpToeVExoKWuhuj7UXZ6OewXY1v757lm9WL9HyDipscI8Z+sHWKNWuCM6kDAoQHoOYmxl3prNLnlLmPKbu82T02NtW8211ERphyYhEbSYKZdIvlfI2WF8Vy1fHU6K3aAm/WFql2Yxz2k9R6MXqtKP/kwZN8bGKVcrLDkSNo2seKNZ4sPBDTg8AgFbHwQgXHUzgT3WPBEMj4z+Vv8M79BYJA5hOT9/i5Ezf4y4vvkh2NWbuByTvtBb5x/RK2p/BOfZ431pfYGmSJRy3i6QEXJkWX/pPLdwlDiffuL4hAnVSNJ1Lr/JXpNzBGgUKfPb7ClfI256I73OuV6LomuuwJRL4qiNeNQYSn5h6QMYSdezlXZWBraLLP+4czRBSXp/LrLEaq6LLHjdYUM0khR2/YMX5YPU1Uc8lGBsQ0h+1+hpoTYzkiXL8zZoOUMmR3kMYJVMpai9lYk6NRytZbnWPCtdnKkU/2cX2FiOJwbzDB93dO8a3D8wC8U59HlgIGgUD3Z5X+nzqB+A91fDgN/AggDMO7wLwkSSUASZKmgc8B/+TP+mZxxSIIhflo08oThLIwQ4Uqt4YzfL9+DsvXeGAXeaqwTnpUdl3I7vGl8jW+OHGDC6k90XXu5yibbRamxJN/o5Mbl07BqR7f3T5NxU2y64i8wqhs0w1MHk5tM202WelNsmenafhxXqyd5oO9GT68vSCoRUqPSa2JFyjoIwFU0ezS8gUhacpokTEGgkaca3OtPs2JxQNCBYK1OJ8t36LvGXxuboWH09vMmE0RVuKmKettuoHJkZ2gPcpCGPoaKVUwAp5L3+Wgk2THymAqHqu9IlHZ4WJyl2xswLF0jePxI642Z1jv5clrXb5TOUs+3qfpRbnamOEHe6cIEOCOiiumDx+RqzTJ58gWlYQm+RxZcW50p+j5Jl+Zu84zc2s8m1/lRLLCS+vHCQIZRQ7ImAN0WfhIVCXgL8xcJR/v8+zJ+2QjwoH5pYlrnI/uYEoOT2QfsGBUmcy1+f3tSyQNizOxPR6d2KY/6nFYgXhKYikErsz56A7zZm08YgVGatAAPeYQhhL7rSTJxHBEz4KEaXM+sUfGGHA+tsPfOf4Tnjy5xqnUIWfiB3z94BJrdokPKtP0HY22G2HSbHHgZkioNmltQNnsMPB1ylqTL+Sv8/TkA/YGKVRJSM5PJirk4gPS+pCFTF2kZOkiOf1okOB8eo+P5+9SNtq0rAheKHPYTtB3dRbjNaKqy9nEPgBZtU9GFVODS6kd5qJCHj30NSbjbRbjdfq+Lqz4fRND9TiZFY3fO+0SE4kulzI7rPSmyBoD/nj/Am82F0fRf6n/IIaoEHhRkqQPJEn6j3/K69eBLwNIknQFmAOmR6/9j8B/CfypNYskSf+xJEnvS5L0fr/p4IySl9+qLQDwSuP42OgUUVy8QGbLEnbUh2Mb5Ebg0Fcax0koQy5Et9kY5AhCmXmzzi9PvYspuUQ1h6Rh8VpzGadpcjxXZW+YZmeQYaU3yR8ePMTaQBxL5owat5slLsc3WOlN8bHcPQBKsw0mtDYBMm92l0nqIg/BlFxOR/fHqr+2H+HZ7H3c9zIcvFfmS1PXcQOF6PEWXjxgRmtwLrHLM4l7fNia4UeVE1xI7PB79y5R8+Lc7k1SteKC9uvE2Oun+frGRXq+EFNdKW+x1RP8vVPJQ7Jqj7ob42Jul6VYlVudST5dWuHm/iSvNZeZizcwFA9D9jAUj8l4myNHsP46njk+Huy7aRpeDF322B5mOXKTHPSTnE/s0fYiHLkJ7rVK7FhZ0f8JJSE6UnzqVoxStEPViaPIAUdOEi+QeSS5yRcmbpBVeyOikYwV6mTVHoPA4C/PvI3tqrQsUeoK2tUQP5ToBiZvNRZRBjLKkc4DWwjFPtrEProvLiW3+KWTH6ApwmNRjPdwApWpRJt6JzYKYlXHEJNPZG9jyIJZMRtr8n5zTvAeo0PcQBwbd6wsVSvOnpWm4cS40Z5i28lz35pgs5djry1SqL5SusrZyC6/OPM+L+RWeCF/G4CWHyUhW+Qjfe51S3yncpZXK8eIaC6L8RphKLG3l6Wodzk5Gklu2AXWLaFZ0CWPSb1JEEo0HNFLsHyND+tTvH8gxsn5ZB/LU7mU3KbhxHg0t8lniitUnQQRxaHjmqR0i5XDMt/cO8eN7r9umv6068+6KTwZhuEl4DPA35Yk6Zl/6/X/FshIknQN+LvAh4AnSdLngaMwDD/4d32BMAz/lzAMHwnD8JFUViWpWKxbRWbiTV6uHycIRQe1pLXZG6T4WOEejyfXud0t44YqP2yf5Wxsn8lIm6u9Of7HjU+w2ckxH69jyC4VN8WN/gwfK9zjXHqfpzOr/Mpjb/HO7SUM2WM+Wme3n+aJ/ANuNcp8Mn+Hlh/lby68xjeql9jsZdmzM/zS8Q84nhH2664foay3cQKV1xtLyKMU4Y9So+OKRU7pYZ8aEqgwrdeJaY5wExYFp++kcUBCHrL+rSWqXUFaluWQjUEON1CYjTWZjTSIjXweU6k2/+jm0/zh0UOcje0T12xOJirktS6DwOBcbJf7nSL3eiXiqhCtnCkfMBMRVchj+Q1ePlzG9lUupPbYH6bI6SL16KM+xMA3hCTXNbic3OB6a5qlVI1BoLM/THGzOcnOUYaGE6XuxjBMl+VUlZQuZMnTZotbjTK9vsnvXr3C1r6QjA8CHX8UCHxjMDNOwPaR+PrhJc4UDtk/zIwQ86L5qUghBbXL7YMSki8RKiGrgyJHbnLc74mPzsma5GNIHqoSkIkO0RSf86k99ropprJtvn94hrV6nn9+63E27AINT6Dy9+w0MdXm9kEJ29LwApmS0eHdmggyLpg9VCngXqvIejXPkSNw7FHVQRqh0fqBwQ+bZ1jpT/Ht6nm+Xz3LNyoPM/ANfGS+XPoA1xexeLOJJjIhp6P7ZOMDzh3bJa928UOZstbiyE5wOrqPKYmekVA5OkxHmsybNZ7L3cf1FUzNwwo1Hi1sEtcc3m0tULejvFOfZ9vOYgciG+LnSx+S1IcsF6vUOzFUKRg7kX/a9WcCt4ZhuD/6+UiSpD8ErgCv/huvd4C/AiBJkgRsjH78EvBFSZI+C5hAUpKk3w7D8Ff/tK83CHReap0hp/co6L0xVRlgy85zIbNH042RkC1aToSftE7SdMQCjcoOm4McXVvnRLYqhELtJbZ7GSxPJVESzri2FxXd94k2ALc6k5xIVbjXK3E8XR0fIzTJ59ZhGVX1SRWHPBpd51QkMTJRBaz0ysQUh/OJKm6ocmClyKgDdu3MWD6cTAxp5RW+dvQInyqs8Fv9R0n8OIb1kMaOLWLPvvyXX6HpRgmQmM81WKlNkDAcLue3RmPKYzxVesDWIMvPn7zOW0cLpAp9XsjfFkg6xeJ3D67w86UPOZao8cb+Ap+Zvc0bjSX6I/ISiMwLx1N5KLfHb77yNCfP7YwkzOrYZ5/XujS9GKeTh7zXEenaXqDw+tESfUcnHRlijgQ8XihjDXUOhknKkQ5ZvU/FTlKppwhaOighIYyhH9+pnmPg6TyTX6Pnixj437z/GP1alAsntilPNEVmRCiNx8X/95ufIghkosdbmJrH3WaRR5KbNL0YPd9g287R9Uxio4aj6ylgwCcKd7jamWUq0WanI5p5cdNmuJng1tQkfU/nb8y8yrxZ586gTDoxpNWNUOvFGKZ1dq6XOfZ0jazep6y32O2liRgOR7bIYswZfQrxPl+7+xBnp/YZePo4Rfv6nTlOHN8bV0YBMhezu8wadWKyzZadJ60M+MLUTab1xrjh64YqlxLbgkEpySRki36gI4+GiDU3gSIFfGX2Gn4o8357njv1Io6n0nEMyrEO5WiHO50JTMUdS9u9QCGqOszkhIjto0Trn3b9OysFSZJikiQlPvpv4AXg1r/1e9KSJOmjX/514NUwDDthGP4fwzCcDsNwHrFB/PjftSGA6Jg3nCirvSLzZh0nEN7ypDxk0TjiyE4wZTR5r7PAX5t6nWmzSVR1iMoOj8XXeCG3whdnb3E2sc+cPmL9aTZfmb5GShlS1oX5SCHk7y7/hHOJXT5buIkhe5TNNvmRcnBCbfNGZ5lfXL7KfKbJlpXjld5J3FAdy4Nfu3aST2VvMqmLcVt1GOfd5jy7g/QY8jqwxEdzdWuW9zvzVLazFN8WRq9l45Df236Y3WGGp5L3hZNuGEWRBQmo5Ub5ce0kuuJzKrLPsZjIg5hP1vnqwRVMyWEQGDQ8oY+ouClORA9JmDYXY1sc9eM8nt/gTHyPR5MPkKWQX1t4h2PRCkhw2E2w5eTp+iYHbpqfNE7Q9qL88xuP03KjrHfy7HbT7PdTJA3BAEhoFpnYkIRmkVBtEvEhR/04270M3908zbsHs+iGS2j4oIRkix2+vvcQP66dYK2Rp9qPYcou82aNthflfGkfPWVzfUWU7/c7RSKKy+/sXBF8y4MoqcQAU/OIai59W4BN3m3OC3/IIMuRFR+P3M4V99FkYfPuOBFmYw3mUk3y0QETsS7pZTHnlwnZcvJ8+/AcaXXAudwBuu5zobSPTMj5K+uUDIGou9MXAUA/N3eTphUdOQ4VurbBlbktBp5OtR/j+tY0791c4tSJXeKaPaZ87TsZXq8skpCHOKHKzc4kO26WstYcTyN6vskfHVzg93aERkY02XWsUOe9pggWtkMVayREWh8UuF6ZxPUVYobopURVFy+UeTq3xqOZDdpelHWrSM8THMz5eIOjoUDk/UnXn6VSKAF/KAoAVOB3wjD8viRJfwsgDMN/BJwC/qUkST5wG/hrf4b3/ROviOyQ1odcSTzg/nCCu80iT6VW+UFTTDofSW6SkIeUzTa3htOYssvzmbts2AV+WDtFEEo8nNmm7Ud4p7uE5WucSFSouXHKuqgMNMmj4cVJKMNxItC56A7rdomqI0acdT/OM8l7QvCRdccuu65v8k53kcVIlb/79EsMAoOql2BOr/FE/gHvNec4kaigELDn5sgkBvQ0H8+TSagW/8Uz3+O/j39iLDVN6jZ9X+fV9kle21scl76XUjtM63V+p/8oABU3xVpfQD6eSK3zXeccVqjT9iO8WVskYwxoelFKWptnSkLp+ampO8iEJGQLU3aZ1kU/5MOBKI3jhsN39s8R121UKWA62uJfrDzGQ3M7XEmsM2GIvsNKq8zQE02uxsgW3bSjVAYJen2T89N7HA0SOI6K5yik0328mIKq+fwnyz/mNzafoWObhKFE4zAFC4Im9Hu3H+bc9B6/fPJ9todZymab72ydwfZVqt0YR504UtbBcjSihiuqPdPmpcop7m9MkC11aOymQQm5kXCYKTTxA5nJWJuvHT3MI5kt9u00p5Oj83o/RzYqGtOz8SYltU1tEOWGMkU50mE2I87vBb3L2diuSAuXh7zvL/BfLX2PTUfkPM7H6tTsOIvpOprsU452KEa6rDBBw06y107x5QWRKXE8dsjvPbjELy5epeYl+dbBOQ6aST6Wu4cpu1TctEjh8kVEXNc2yKk9Or7JIDC40Z+h0ksQzwqA7uqgSEK1yOp9TM3D82VShkXOFFOFphXlHX+e6WiL09F9er7B+dQemuSzPsgLPoTyJ4fB/DsrhTAMH4RheGH040wYhv+30f//R6MNgTAM3wrDcDkMw5NhGH45DMPmT3mfn4Rh+Pl/95YgzlAxxear+5c5E93jmQmBI1elANtXWR2WUKSQktbhVGSPqOyMsetnk/ucSh7ydm0BTfLJaAM+X7zBa4dLvHy4PLZCAyMfQARN8tmy87ihikxISe8gSwH/4Paz/PPdJ9EkEVF+aAlXXlS2qdlxvrH7ENN6nX5gsDXM85P2KeaMGovxGsuRCprkUdQ6/OfHfsh/efoHOEMBilnpTxGLW2w6eaxAp+fqvHN/gbQ24FShQtoY0nN07FDlt/Yexw9lruS3+PHRCfJ6n+PmIZrk84sT743ESYKYXLdizBoNtp0cdqDS8w2sQCOlDmj4Me5bIpuh7sUxJI/UbJuLuV2+NHWNrNFnOXHEI4kNIhGHp7JrvNw6xduNBV7ZPcbmQY6jbpzNVhZN8elYYjIQhBKa7lE0exiqRz7VQ1ZCppIdTk8eoqk+MdmhPYgQUV1ihsPcXBVjBK0JKiZeqNDxTEpGhwf9PI6nUO3FSMcEZCWZGCJJ4Pkys8kmcc0RiHIJ2t0oGAGS4bNQFAv0sJXAUDyiqsO03uBMbI9Zo86pyD51K8ZRN869WpGuZ/Dt2gVK8R5rR3nOxPd4IvcAQ/EoaW2+Xz3Ltp3DCnWKepcPB/NsWnmW40cU9S5X0hvEFIcps4VMSEHvcSp3xMMnNvEDmR8enGSnn+alyilm0i1+WDnJ13cvYige6fiQmpug4cW51Z9k08rxXPIOJxIVvjhzk+80LtANIrihSsuJMJdqoEgBbT/C0NeIKEILMZdq8PjkJidSFcpmG0PxsH2VyUhnrE04HjnkvfocVSfBzaNJ+q5OTLH/xPX3MxkG44QqNSfOUS8u6DMdcTOXjA491eBibBuFgJQizksHToqebxBRXIJQoqy32TKyHFjiHFlOtahVkzy2/EBAVZCouWlSyhBDdsc8xYqbIqv2+cb+RXo5g3K6wxfL1wH45sEFlpI1tqyRkKeXJj1iHq4OS9ScGF/IX0ch4NHEg7EEO6f00CWfbzcvEHoyP7x7ClkNkHYjDBYNLFXD9RXyhS53uyXuHJXIxIZ8afoGshRQjrYpGV3udCY46CbQFJ+0NsmpEUAGRNVz2E/ySGGbQaDT9iIsRyoEoUzFTdL2otzrlTgYJHF8BQn4j+df5UzhkBPRQ3JKj09kbouxa/0MshTybmuB5fgRKW3IdivN40sbrLXy2K5KvR/lWLZGwewRhDLv2LNcrU6zmKrj6AqNboyuY9DoR4kaDltOnk/N3eFac5qJWJfn8vd4p70grM/zHT6Zv8OPaie5sTWFrIppxmS+BUAYSvihxHCgMwRWKSBJIa6voEQ8tFFWxPnpPdpOhHKkg5UW5qz1dpH9mLAKn4wI7cXHi/f4I/s8jXaMmOKw0pjgUmEXN1AEq1OWeTT5gIYX50EzOw7c/ebOOWxXJWqIDEofmX07zUK0JmjNRg8vkElrQyKmw52jEkNXJWlYNG0Ty9FImDaNbgwpAY8URCZFNxDu1bhis2pPsGQe8WFvloqVoB2JokgBV9IbRGWHnm+yM8jQcw0OrCQDT+dM8oCNQY6TsQqv15eoDWIocsBD8S1+f/8RkuqQvNbjsJug2o9RjPdEyvqfN0ajTEhKG3I6X+EHjXNMR1ssGFUqdpLL8Q3SymCMk3JDlYqdpO8ZrHYLXIxt8/vbl4TXX7U5ExcjwqdOrFI227gj2ef2MEtcsYQ+PBD6cE32GAQ6/9HMW9ScODmzz1utJRRCfm36LRpOlIji0vYiPFrYpGR2ea+3OMqoDMf6hI8yJVaG0zihwjdql9js5JANn9CXeGLhAZ95/n3eb80KAYri82sL7whzkeqTNCy6vokdaHQcwUZQJZ9Sokd9GMUOxLmyE4jx3d1hmUcLmzyXvMuRk+C798/wvaOz/C/3n+T1oyV+dHiCW9UJPl66x0O5PfKRPm0/RsuJsGdnBJYNmTebSyzHj2g3Y7y/M8PbtQUOrSSFeJ/ZSIMnSw84la+QNG3OpfY5H9/lfHwXa6hzPHPE+9uzDDydiOFw8NYk/fUUD+d30SSf09F9fmHyA57L3xPN22qZe6uTTKXa/LB2itPJA2QlJHBlEvEh9V6Unq0jywGqHKAbHrIc0uubGJpHJjpE1z2stkHgynyxeF1YuV2DxiBC2zWJaiJYtawLCnfXj3A2sjPqHXgcj1X4qwtvcjG+zVN5kUiWVXsiVVyxKCV6HA0SNL0o86kGg4GBMRq73mxO0nIiNN0oCcVi1qjTcIX/o+OZLOXr4xhCy9FQlYChq6FrIgT4yI6TUfvUXCFEsgMVO9C40Z/hbGyfji0ajyllQFR2+KA7R80VfaOC2WOnl6HtRLjTnWA20uRqe4ZjiaqYuOT2+WHjNIYqRspXO7N8bm6Fx8pbPJbf4GxiH2/00Prp6+9n8Or5Bg96eZZiVVTZ5+H4JprkUzI67Ltp3u8vcLU3JxgG3UWOxyo8nb6PFyoiQSlVJz4KMLnZm6Lhxek4EWbMBv2RquuR5OaIte+NjU+m5FFzxQz7RrXMejPHvUaRf7j9HKbk8t7GHE4giquhr+OFMkW9Q17r8WRmTRCAZVs07GonUAj4Z9tP8f7eLI1+lLCtI7c0ziX22O5nmYx06HgGja5gGCRUm6jh8LnSTXq+MLYsJ8TU5ZH0Np8o3uWp0oNx0M1HUM6uazJv1jnykkwYbeIxi6gqGk9JwxqX7XHF4sP6FLriceCkyBp9zkT3xv6SvNFHJmRp5ohcqo8TKFzdnmGrkhNNPNWmMkzgBjL1kXGn5sU5Xj5ipTaBqvk0hlGsd3O4yRB9rscjiQ2M0RNRlsJRvLvLQ8U9pubqfLx4l3uHReKKDVIIEkhSSNRwabViFOJ9LEdDkkLMiEN0lFQ9HW8BYKZsioUOa1aJ3Uaalb0ylqXRcw2SusX9flFE/4USPjIPnCJ2oPLlY9fHduI/OrzI5jDHdx6c4fv1s7xWX+bASTF0NaKaw71uifVmjk8u36UY7RKEEvPxBnmjx0/2jyFLAQW1Q0xxKOkdzsb2aVkRitEuT2fW+NL8DRQ5QFV8UhFrHEn4zcoFTNllIVJjwmhzvTPNg26O9zpzZM0+m1aef7H5ON+vnsGQPdb6BQ4GSdEj0m2+Ur6K46tUnThtJyJG1vE2ccUe9wySmsVUpIUbKixEqhzaSV6vL/37TR/+t7gCJFpWhCldzNbXreI4e3FtUESRAu51Bc6q64kQGCvQ+HLpKu/3F3guew/LV8cAlEGgUzB7IyuuNr4x26Mn+0cecytUeemfPi7ArU1x0+eifS5lRS7kuZl9zsd2mDVE+OpspMF7rXniisWEKs5zt4Yz+KFMUh9yt1viS1PXUFWfftsksqcQpEWMmRMo3GqWyeoD5nINPmzPMhtp8AszV3FDhScSq2I0u3OChiOah3HFYjlSGeccKoRc684QU21erh9HGaUAfXz6Pl4gk4/3eS53ny+WxVP0/mCCg8MMK5UJXj9aIq46oyiykN/cfYLX9xa42ZnkhdJtLhe2uZLf4tLsDudndvnuxml+sHeKraMsXctge5AZG20upndJRyxKqS71VpzhvENktstfP/kmu06W24NJ2p6wsX+EVj8T3+cvzb5HEMoUUj1u98rjJIKhrZOL9kmlBhy2E0QMB9sSG8MLs3f50vQNep5BxHA4VTpk4GhU7CSnSoeUsh0WCg2GnsYTmXXOjNK+al6Ce4MJorIzSh0TjeDXW8foOQbvH8ygKAFeIKNKPrIUUox2MRWPvqujKQGPJdYIQolL2R36vs5Pdo/R7sRGfyeVlhvhveYcrzSWOZU55BO5O6PwIJ2EITYzNxjxQH2BxP83kX9nE/uUox0admyc5hTRXHY64rNu2xFaQ5MH3Rw5o8/twSSq7OMEKgVTpFc7vqg47jaLeIHMdj/DW0cLvLh9krcai+wN0piK+x9EvPS/6uX4Cu2hybadQ5c9powm64MC3cCkasXJq+L8pkkeS9Eq6+0cg8AQo0w3xnePzhGEMgnNYjFR42prhrlIHV3xOXBStH1Rkh85CfGElof8k1XB/Fv+S/f47e1HCYcKp3JHFCNdUuoQWQq5kN7lVl+ATmf1Gm/XFjgWq7JuFXngFDgePSSlDkQkfeyIyUiHrNKjnOgyVW4yPGnx65feIikPeTa/iqEIn37aGLLVzRAg8WBY4GpHkKa/u32aM4VDQNzU3zo8z63+FO+0F0jIFpoklInzZh1VDkahpDEqdoKFWJ24blNxkyTkIZ+bXGHOrJPJdZlOt3F8hXttoQxs+VEWE3Vm0y02Wlnh1Izt8dbRAuvNPDfeXcJZT3I8c0ToS3ieQjnS5lpXbIDbwwwfK95n6GoslmqUJlsUEj2isk18BILdHOa4N5hgdVjkVn+ad9vzo0aYwxembrLWyqMbLonkEFX1MRURQx+OyEyKEojyXfZYMI54OL1NYy/NjZ1pkqbNnabwJ4CYKsQ0h4Rs0fYifGP/If5w6zx/ePMhvn10nu/Vzo4b0+/tzmGoHnHTZi7T5GO5ezyefcCDfp6C2aM2jFGI9PjM1G3cUCVn9NkaZNnpplnMNPB7Kqbk8D8/eI6OK6ohVQ7QpIDbg0lebR7nTGSXy9kt/EDmZEbQt9P6kGen17jdLY8pWHNGjUuJbWH1V11qTpwr+S3KiQ5pbUDKGPLri+/weH6DpWiVKaMlErBrgq15vSnMd6rs87GJVZK6RcHs0RwIcvZHmaEp3fpfxfvwH/TyfIULJWGGWesUOHDSzEfqfGf/HAuxOt+pnGUxUWcQGPze+iV6lsGdfpluIAhAlq+yFK9yOrrPlcQGp5OHXG3N0LSibA+zpBQhS1Zl0agbBAYvzN7FkH1OJQ75wtQNYoUBA09jIVofq/GKWoeV1gQyIe/3Fvj58ocU9Q7v12fHxqIJVYw8X6kuA7BhF/li+TrFaJd8rsubtUVebp8kr3b5ROkOr7RO4AUyT5UesG8J3FjJ6NLw4symWmiyz6OpDWQpYCbWouVGmDZbWKHG3WGZw2GCP9q7wGSkze/sXGG1W2C7m8UONNL6kO9snOGrB1c4dJJEZYfnJteYT9SpNROk9CHfqDzMhNZiIVLj+fw9fn7uBlm1z29uPcapzCFLmRqBGZI7W2Xg6QSOgqKIkVZCs3ivPkfHifDtXTEunoy1eb58nycLIrrPlFxORg64kNgRuYZ6h91BmrolEqZFyIvLX5y9iucpDIc6g74xNhiZustEvIuq+SRiYoNxQ5W81uUTD60QHhlcyu/w6cnbXM5u8YWpm5yKHVAyhcJzrV9gv5nCcsST8dbmJB9uzfBgWGDbyRExHGIjt6kshbzWXBZeEyTqdozJeJuea/B6bYlvHV3g6tEMtysTJHSbpXgV9ABd8mn1olQHMe7ul9jvpbhWn+KNgwXmo3W+Xz/H9jDL0xPr3G8J+fIzmfv8XOYqq80Cr3ZO8KOjkyMPSnI8GUhpQxpOjC+XrtLxTFbrBQzZpe7GsAKN651pfrhzgqQpRHxT0Ta1YYy+ZxBVRJ9rtVXgkfIOz8ys82RujQCJyjAxvvd/2vUzuSmEvsRT6TVM2SWh2cwadexA5TPlFRYjIlH3ePSQfSfDTLrFC7N3sQPBRHh3b5YLmT0uxLYxJQdN8oSRSLc46okjwQ+qp8mqPRKKxZ6dYRAYLJlHnIod8L3d01zvzGBoLhORLlUngSG7vHh0Gk3y+Y9m3uKPds5zZItkqGDEdgDRC7kxnKHqJcgYA7779kVudgQUpjaM0+mbXM5tcSp2wIGb5sP2LHldvHZkJ+h6Bo/F17kY2+ZGb5rZWIO7zSJBKNN0Y7x7MAvAd7bOcOCkefNwgbhmY6iecNZZBrVhnKeKwpl3IbnD+dI+Xyxd51J8i9/beZjXDpfwAoWTU4fUhnEaVpQdJ8e7zXkqbpKNQZ7vHJ5l6Gj0PYOi0eXShXVShsV2J0M8O8BxVG42J1lplXm6sMZWK0O1IcJWZUIhAtNbbNs5fmv7Uf7R+jP88f4FDpwUARJP5ta4lN3BkL1xJWHILu7wI9qzJHIdBwk6vQi77RTDtkm3b/I7dx+h6onN9+nUPcjb7A7S3O6WR5HrAXHF4lxiF03yMBWXc+V9XEdlcqKJEXVRFHHMerO2KMJ2pYDOwOSgK/wdDVfkTqqyOE7cPyiyvlvgxtYUzU6UmOmQNQQD8288/DpbTp5TpUNShoWq+UzG2xSjXUrxHrc6k3ywO8P1yiR7VpqEbrPeyBOTbf7x4bMocsCxyBFdxyAqi82grLf5Qv46KXVITBXqx81+jqen1jlw0kQUl+1hRhxx4j2mYi2OJarkjR4xzWHoa2N1qiyFVIYJJo0WQSiL8akUjhWSP+36mRxJSkrIkZvkmFHhFybexwo0HgzynE2IMVzR6JJWBvyrjSv8tcU36AYmJ6KHBKHEQq5BWW/hhio1TyxoN1RIqBauL9J2O67J1w8uMR9vEIQS22R5uzJPwrCxXJWT8UOSmsXx6KHgHnjRMQT1re4Sk/EOCdXm+/WzzEUb7Nlper7BrUYZTQ54qrjO+eQeGws5ZCnkv7nzaQb30khzfVLqgPuDCY5Fjlhr5el5Bn1H50a1jKYE+HmZrm+S1gYU9Q7djLAEa7LPhdIeb24scml2h4RiMZ9qEIQyEdUVUXRywNnsAZrk8+PaCR7ObPNCboWb/Wl2hhkcX6HRjnF5YYMP5VlOJUWjrRuYPJLZoulGKZttVtsFgV53ItxrFHmmvEbPMIAcjTs58qdr+IFMLtplx8rQ6USQZOgPddquySY5oorN1+9fxHMUJBmsqEqQkfj27ln+8vw7zBr1sbGr5iYE9izq4HsKuuHSHEQYWDqxqOjeFyba9IYGX1q6QVbpjQAiOs8tr7LSEAGtatYnqQqHbWpUkmtSgCcFzBSatIbi6wWBTERxWE5WeWNvgbZm4nkKJ8p7HLkJzsT2SCcHtPwov7fzCLGozcxki76rC9+A4nMwSHKvUeBvHnudIJT4YvE6G3aBC5k9vnbrIVTd50z5gNowTixiY2ge92pF/FDi14+9Q9VLkNUHbEmCRp4yBI90rV/gSqrPvpvm1aNj5Mw+162psasxqtisD/Ls9DLoss9yUsQbNJwYJ+OHzMabVKwEmpzg0dQG290M59L7HDkJinqXlhvli6XrXJO9P3H9/UxWCiCkzodeig27wPdqZ+mNosC+Wz1H3zO4P5zg0dKWME1pDQDSyoCWFaHmJviwN8c/u/04m1aeBz3xQ3ozxUtrJ+i7Qkv+8tpx3tmf49W9JVxfptaLcbZwyJGTwPZVdqwshuwKJ2ZmGzdUefnBMkvxKnU7ym5XuCvtQCOn9UkZlhAe+QYvHpyiOzC4Uy3R65ksXd7m/NQ+bS+KOgJfuJ7CytV5+pbOQrpByrBYs0q0/SgVW4yqikaXleoE85E6D9p5ZgpNDvtJ8mqXth0Zz8d7ns5Sps7hUGjj52MN3mvM8RsbT/O9jdNstrOkTIvH5jeJyjYrjTJL5hGvHS5RULscMyps9HMixNccUkoI9Jmq+OwMM5yN7aPIAZceW+Xz07c4n91j4OmktSGXF7fIpnsQSjxo5njtwRIvV0/g7UcFyj2AZMTig9oM7X6Ef7L6JP/DtY/zrb1z/MG+gM9qks8Li3cp59rk4gOalSR2x6DbjuC5Cn998Q0+t7jCmejeOK3LlByeTd/l+fJ9dMXnemWKrNrnjcYSshTy1d3L9H1diJEiXS4W9tE1j8cWNjiwUkwaLeYyTYqxHp6roMk+TyRWqbkJVgZT3OlP8nhxg0ul3bFcfLeVwvZV/ECm3YmNz+ZdX4wnN/o5Ql+mnOlwLrUvGIymzXK6Sjo6RALu9MtsWnkeS6yhSCEVN4ku+3yj9ggn4hXyaocP27PENIcJs0vO7NOxTO61S6wNihwMUhQiPZaSNe51ijzo5vBCmT948BB3mqIBv97O0/YjLKVqHNkJTkQPWTCqDH2Nbx+dR5P+PQ1R/2tfihzQ8Uzu9CbY6aZ5trTGd/7FU9Src3i/3ODp3Cqv1I4z9DQRHxYqY0fZdKLFWr/AsViVTy3d4Vx0l7vtEgedJEYzZBhKXMzsktP6NK0If3PxNX5791EOmkkyCZH1N2W0GAT6OIA0p/VHzcaAv3H2DcH5t1KocsB7W3NEo7YoA7M1ru1Mc30wQ/yejhQF9aEGzx1b5VxCIOR7vsn+MMVat4CheTz3+C0iistcpDYOJo2pNi0nyrf2znMpv8PF0h7f3jlL0rQ46saZSrX5SfMETqCw1i3QsU0W43XS2pC4YnO/X+RiYpehr5HULRLZQ+40S1zKCvOTFeqcyR7w48ZJFFng83/YOsPRIMGvzb3Nf/vOZ/jK+ats9HOczByNcwkfzW6KEFM3iiF7tKwI39i/yHNLq5iqhzvUyBSaFOM93EAhMAJUNUA3XHqWwdNTD/hR9zitahwl4nPUTKCoAeaESMMq6l0iqstWPYMS9ZjItak0kkQiDt+vnsHyNTqeycfTt7nZnyapWhwzK5yM7DM/V+PHjZMklCHP5e7T8028QGa/l8INZBxPwfUVNMXHCRR6rsH3Oqf54tRN7vYnmD1xh2eSwhq/b6c4Ea3w0v4JTmYrvH7/GI8d2/jX/ERf4bCR5FhZRPE1/Bhf336IyXibrmsyOdFkOt5iyagwyOh0PJMH3TyOr5CJDpk2m7xaPcaRlSBpWNzvFfFCmazeZ6VT5njxkCvpDb669Qj7nSRJ00aSQnJmnw+r0/SGBs8eXyWlDNkfpNhqZTiTPmCQ0XF8oWlxA5kXD07xV+fe4F/tPcpSNEZCHlIyOgB//hKiNEUwExxfwXJVUuqQp3/1Azpf6aKrHlvDPFPRFo/mNpnWG7ihyspwmh80z6JKAQnV5nZnAkMWvv2n8ut0t1JM/toG4ZFJXLWZ1us8PbHO92qiQRaLiPPca4dLDAIdTfKZ0ps8FN8WZbxvcqM3zYftWd5sLpHVBzQGEbyhymBg0B8a9FyDyd/S0Soaw1JA9CBEVQL6vi6mIbJF1UlwY3eKrUaGY+kaJ+MH5PQeUdlhz05zt1Vk6Ossx4+YiHVYjlQY+hpPlh9wLrPPoG+QN/v0XIMnCw9IahbFaJef7Bxjs5/jg8YsLSfK++258ee5EKlhe2JEe3MgIs+ORY/Y76UIQomv7l8mq/f5K3Nv8nt7j1CeaHK1MUNGH2L7Kk6g8mrzOH+0eZ6XD5fZGmR57XAJx1cI9yK8tTdPox8lX+zwVGGduGZz1I1jFoYkEwNUJcD1FPaHSeyBRjw3IJvujVOiQATtpJQhEVXM18OKwf5hhi+euMGvHnuX/V6K+XgDL1Do+hFyWp+s2h8j++xA4wv566P3kihpbdLmkPbQpBzrcCZ/yHSqzeMTW2y2s0RVB23UbIsoLjHFphNE+Hb9Aufju7T9CIos4gU+e3qFiOLy47UT5OID2kMTty10ENtOjt/ffBg/kLl9OIEiBRSjIvil5iW51y3x1v48MVUoIX9h+gNORfboWCZ1K0ZaH5LSLMoRsVibdpQtO0/Ti+F4Ct4IXvOX59+lMkxwJneI78t8c+ecCHfpJSnGezyRWOPzxRt8urSCqXj0LAPLU2n5UT43cZO4YmGFwkh2r1X8U9ffz2Sl8NG1203zKwvvc+CkcEOZK1PbzEfq3OuVcAKFB908nWQEdyQTbdpRnsvfY6U3xcDT6fsG9wYTLEaqxGY7TEdb3Mo4ZNQ+g8CgqHf54c4JnpraQCZk0mhhyi4HToqy3hZMf1c0FPNal5LW4VZ/kqYTJaI4+L7MsfkKA1fj4DCDKgfsPaviRwLKx6to5wJemLiDHaq0fUH93R+k8BwFt2XQykVwR5itj8JVjqer2IFCx4vg+Ko4b47IUs8l7/KieRIvlFmM1/hXH14hmRmwnKvy+NQmXijTlQ1OJio86OdRZZ/HEg/43uFZ5lINCroIBmn7EX7j+jMcn6xwPHnE7iDNY/F1ql6CWi/GLyx+yP1+kZLRoSrFcQKVmhXj8clNtvsZmnYUP5Cp1+MQEQvbdRUiMVcwIUcOPLsvfp7MtOnaBgf9JHQ0woRNd2DyX5//Hht2kXWrQMOJcjm5Rc7oM5drsvdBAmvC582jBTQ5YOhonIntsW3nSCgi8NcNFbpBhJzSw5LEdCEhW6CKkJlfLb/Nf9P6NB/PC9JzIxZnWq/zYX2Ko0GCizlRvUVkhyCU+O7ROdYbOZKqjSG7LKXqXKtM8ctL77ExFPLq5iAiYvAiHh3H5OvrF5lKtdlrp5jPN3hQyaOoAU/NPuBbB+fQZV9QmocxLhe2hQiutyj8Hf0Y5zN7bPRzeIHCvVaRiOpy6AiF7tDWKaWEWGrdKtDoR1GlAF33iOkO1/szaIrPE3kx6VEIqLkJnsysUTbbJFVrPLoOkOkHBpdim3z3/hlaXvRPXHc/k5WCH8oEocQjRRH9tjXI4gUKT6VWyap9VpsFBp7OxmGejmewGKmN/+y7LdGU+3L5Qy7Gt5k369iBxq8eew9V8rm0uE3PN0cKu4DLEzvYvsr5+A5NT8yu81oPWRKJvVm1T0lrj4Q3Nm/vz7PWyIt/SE+hNYxQa8eRtYBypM30pX3OXtgirjkYisfqoMi//OBxNgY56m4MXfGYLTeYXKhx/8153m/NjinJh5ZQq51L7PHm7jyPZLa4N5jgVOyAjDrg0E2hKKLRKkshU+UmpwoVttpZ3t6fI6v1mY62SCgWy/EjZswmA9/AUD0WYnXWB3lMyUMh5G9eeJUzKfG+bSfCHWuSN9tLRHSxsL1AYXuY4UpCmH4OOkkissNBN8GJ1BH1RpzPnl7BnOgTBBIzuRaa4rM5yOEHMhOJLplcF0UJOJfZ59nyGoVoHznrcLZ0QBjCb+09zvf2TvPa/iJvPlgaHdlkDNXDzobk0z0UKWQ63uLLC9f53tFZjuwE73SX6AcGTqiOsfU+At5yzyrzzaMLWKHOD5pnWcrWyCk9TFkstrvDSYJQIqK6nIgeklH7XG3M8E51nvl4HVPzmIvU2LPSPJO5Tz7eZ+AbvH3wryuvY7ka/9HFt1k7LHCpvCM2AjngXHqfs1P7WD2dU7EDNrcK2L5KOjpkYOu03QgAK+0y+Xifx8pbTBlNziX36Y56Zk8X1ijqXZpOhMvTW5zOHNKzDV7aEqNrSQqJ6C6tQYSVVpkvTV9nzqjR8qN80JsXZCg7x7xZZ7VfxEdGl3z2nQym5LJhF1E1Hy/4c6ZoDEMo6h1iis2enWYy0mazl+VHjVNYocpSpobtq/z8qWsMPB0r0EiqopPuhTILkSo1N8Hv7FzBCsWYygo0JvQOx+NHxBWLGa1B24tyMn7AucQuTS9G3zdo+xEaXow9OzOmBFe9BANf5P2pik8mOiSqOsznG0hSyJnyAU8srnMiWuGTpbssxmviCKQK5Zh2qDHwdF5+sExMdfjLM29z1EjiTTrcfOsYlRFF6Ha1xNXKNHd7QoySV7ts9HO82VwiQOL2YHL8GV2tzTCdaHHzsEyzE8W2VVpulOVIhQ/asxzaSTKqmHbcvDtDzYlTMroYsktKGZAdmckSisXFzC5XWzPs9dMEocTmMMduL03Z7BCTbW41y1i2xr1uiW7fJCI7aIbHvU4RWQ4JAhlN9tmpZiibbZxAwVA9ITqSA1LqkJ1hhqdzq3x8+a6gQFka6ztFaq04sgSqJsaTBb1HXLVJnq5juypfmLrJC7kVAe2NtvhY+g4+Mkl5SFIesmXnsQINhYBNK48me0xGOtiBxun4Pqos4umdUGXKEP2mvq2PI+6+tncJ11eYiHVoOFEuFXfYGBaoWzFeqp/ifHqPuhvD9YUNPBMd0rIjJBSLfLpHx4ng9TTOFQ8o6qK5uDhTZRDoXFjewQ1kWoMIqhKw0cmxYReo9OKUIl0aTpQdK8uHrRlypkC2R2UhRy+YPT6fu85CpMrnZ24RhvDE1AZdx8BUxeRgYy/PkZNkwy7ghiKScDl+xNDXuNadoeOavNNe5M3uMY6ZQgTX9KKcLFbGx7Sfdv1MHh8iqsv9wQTHo4ckZItuYLJvpnjQzhEgkVBtniyv81rzGE9kHtDwYihSQCnSYaVR5kNJGHPOZg74zfuP8bmFFV45OMbfWnyVlcEUA9+gI0eoOgIZPwh0VkYLcaDqvFub47niKoMRoiyrDOmP5LlBIOMHMh0nwtn0PhU7ybmE8KrHFYu4YtH0omSN/kiuKqEe7/JsdpVr7x5jM5dls/sovifz2PID6jMxup7J1iBLGEp0+yZvufOcLwtX34XUHjc7k2wPs+z20+iqx712ifbQpGfrnCpWuLY9w0y+xbsHs/R9neowzmSkTc83iSsWJ5b3+eBwmk/O3CMIJQahSdOLkVLFsWTerPF6ZRHL0XA8hY1OjqGrUdI6dIIImuIzmW1z1I8TMV3eq80Ri9gMXI2I7tLumWw1MgShMAP1bAPHV6g344S+WHyC7xhlwujwXmMOSQ4JQyCUiOkOzbZgNLxRWWQy3mZgGZwoHomN0S6w0imP748ls8qaXWL2/0PdfwXZluXnfeBv+328d+kzb+b1rqruLddV1V2NRqGBbhgKAI0IkiMOZTgjjUYxMfOgmJeZp5mHUQRDExI5EilLSARJgGig0Qbty96y1/u86fPk8X57Mw8rKyEpuinEkCM1d0RFVWRm3FP35Nlrr/X9v+/36QLG2w/TFJUpF5IH7HtFLqb2afp5Vo0Ov1K+gxNp3J4uYoca5nEmQJNDboxW8UOFpcyAlOoRxDLPpXfZcivsdAq0zTSZusv7+ys08mNUKaI9TfOVxUfIUsTzlX2+9dFlkKHvCrhuVRvzSnmLD/qrXM3vYxbEMWfXLlLWpyhSREILUOWQU8ku2/affabTiss3jy5ytbDPyE9wz16goQ3JyA5hKHMm2eJWdx4/lvhrpz7k5mSBWWiwNSuxNSzya0t3+cebz7FW6qHLAc/l97g1XOB2d46s6rBrF3jQqxNG0j+3IernclHQJRGCSh23Kn+ndYGek+LF6g4Az6Zl5sw0V7P7OMfQzmkoimLfqIkOyBuDFQ7tLJmEw53hHL+59JngK6jWSRoyOsaeT0OTsZegY6ewAh1Vjni/t0pS9XipsE1FHdMKc6JSzRBcvoJhMQ0NPjlYpHFKuBi73jwjz2QpNeDV3CYtP8eDaZ1absJ3OucJsyG/WHvIe/01vn7+Dk8nFTK6w74lntDWzCCfm5E1XVKKhxNp9PwUqhyJvkZf41ptj9u9uZO59V+pfcj+JE/JnHEh32R3VmQtI2hV96YNTqfaZHWHiSlYgS1ftBE9s8pUjQklbcYPumd4rfaM7+yeZS4/ppaY4EUKIRLbTpmU6tGy0liuztdW75FRHD4crDB0ElwuH/JIrSJLMRNVxNdtT2M0SaBqIZEsNqPucUVdQbN4fCjGZnEgEzoSe3EBVROhtE4vQ6eX4cxCi1eKz/hW9yJHM4GDv1bZpR+mqagT3h+uUS5MqKsjNCnk0C9Q04Y0tCEpWRCPHthz5BSbmjai66XIqC6Wr2NqATv9ArX5ieAlSjEPBjVUOeJKZo/NaZliVvgctqdFfE/F8jUWM0PGnsE4MFkyYhaMAenGFN9XGLsm/SAlOIv6EDsjNA5NCimrE06bR9y2Fvnj3Qt4gUqUlXEjlVdym9ydzfNsWmbgJVjPdrAjHV0OuDducCeeo2unSRg+VqRzrbLHt5+co6yO+bS5yFqpx69Xb/JfzF7lne4pNCVElUJRChxpPJffwwlV/umTq2SSDmnDJaV5PAn+Fcs+ADT9PL979BI/GJ/nQqbJerbD00mFD9vLx3N5cQ5/r79GUnEpqJao4Uru0fYyJFWf2/vzNFJj0pqYg09CE00O6PoZpqF5UriRU8SWsJSwyGiiAm4+OaJkWBy4eZ65VZ7ZouzlWmUXgN1pgZadJWm6vN9e5Vvb59meiOTjB60Vvt25SEMfYgU6I1t0UJxea7JsCDvx+0er2IHGqXQXmZiulULdMvmbp95naCVOUm53BnN07DQtK8PvLN1gLdFFkWIW80NKKVGQ+++s/YT1VIeCZnElv8/z2R1SisvetMCHgxUyqsupXJd3m2sno9ayPiOKZQ7dHC8UBBMwqfu0JmlSqsuXiw9PTFtBLDO2TJKGR1Gd0fYy7I8Eq2J0nDcw1ABNDXn7cA0AWYnwpjqBI547acUhofgiFp+dsVLvQSAhmSGRL3Nl/oAndg3tuOj14W6dv3/vFbp2mo18B0MNuNFe5t50XjSNBzqjMMkwTOLEGttOCT9WMY99JZ/P4SMEDXreHNK0s7StDL+xeBtrlOD93RXyus39bg1NCdnIdfjd7et4kSpExUkSN1B5YXmXqWNwOBV26e8/PcPbg3X23QJp0+X5+X2+OifozWVtgkLEitlj1ehQUGdsuZXjKLxKOWnx1tJD9qd5kopHSnYJYoWuleIXyg9ZS3TZt/I4ocbuuMC9ZoO9gxJBJNP103zcEcGtUZgiofssJId8OBH9FVNP51p9T+hN5pCum+aP90QkYKk4QFNCcrqDLgf/3OPDz+WioEuBKHc1J3TdND0/ddLROLZMltN9mk6OBb3PzNd5PKvT9jN81F9mzy8yDQ0a5oi50ojDqfjwfl6/Pg1NkrKHFepiZT/u2btcPCCvW6QUj4TiczrVYjXR5ZPuIooU0XNTLOldzicP+fW5WzzbqaLKIedKba6WDnCfZNk5LNH3kphqwNBN8M+OrpLXLX5r5SbrmY6IFR/vbH5r+TOuFA9o6ENW0j2+2HhKrIoa8kZWBGC23Aq15ISVdJ8360/YdUWEeSXb57n8Hr8994noTIw0GvoImZiGNkQhYscqUktOCCKZ/Vmeom7RyIxp6ENyqoDL3O7PMQsMvt88w55dYGyZzKYmJU3oDUV1JriXxS3xQZyKINk7h2ukDY+JY3C/VWfm6rxU2mYl16eRmeD7Cl4nCTGcWxW8Qys0jkEhBsNhiolrkCxbqEaAnvQZuQn6XopM0kVSYmQ1xh8b/JvLb6NKEW9UnnK5dEgUS+SVGb9Yuc8zu3yM0guE3hGaJ7xDTQroumm2LFHF9/u3nuf+ToPr5R1x1KwP0bQQN1QZbRaIY4nVRBdFjrADjVpySi0vdhJBJJPQfdqDDJoqEpSfbC1xZGf42vw9No51qpomtIxRmDwhSylELBk9QsSErJKYosoRWcNh1ejgRBp+pFBPTXh7sMEnoyUqxhQr0FHkiDiSWJzvUUpZ3Bs2aLdzFDIW/+DpK4SR4ETuTIsMrAQzV+dGc4ng2PI/8k2kY0vz08MKGV2MMEVK82cfEn4uF4VxaGLKPrNAJ6UK9JkTatiBxsV6k6zqoMohk8jEUALe21/h3rBBRhMW12Wzz4GdF3iw5Iyc5vDIquHFClVtTE0bnUBaBBHYFEW0iQFPJ2UmgcGBm0eTAwqmzQ/aZ4hiiVaQY9spoxCTLc2omxOK+gw71IjmHFbnu2yNi5QTIpnmhioL5pAICTvUGU2E+vz5QmQcW01XzC6aFBIuim35W9X7rBodUSOuW4x8EfS60VvhWnKLlWSP7x6eJYolvFjg6Vp+lnuTBqbs89D+s/O3HwmYxva0xC+WH3DgFng4rTMOEti+xvl0k418hy8WH2NoAaXClHfapwAwZJ/o+P/1r61/yL994R2sUEdXQzpjYaJSlIjfXv2MA0c83a4XdlDVEK1sc+7UIc8X9kTt/TGCXZNCFmsDOq2c8C9MDGr5CU+bFX67/BF/YekWxBJRIJEsWdyYrPGF3BMyisMXsk9Ojk15xeKFzA5HgVj0/0rjQ7ZcETb68fgMn8xWeXvrFFcze6wabWQt5P9w7QekVZeyOuEvLn1KPTvBjVRiJeat+gMiJL469wDb1whime4kxf40z86oiCzF5LMWihyBFHNhqcm9ZoNJaGJIAQeuQNMnZfHnu5HYno9C0Y6uSSH/3Z1rTH2DVaPDF4piBLzvFWk5GWqJMS/mtjEVn46bFpj55JTTjTZZw0GSYtxAhZlKSvcIIhnbFUyPX63fZq3QQ1NCiklhspsEJp/cXaPbzfCdJ+e4tHTI4TiLpogEavjPmT78XGoKMRIvJje5O5njcnofhYhvdy6ylu7R94QFuGGOeae/zvOFPbK6w8hNcP+ozlxizJwxpGVnRCbg2TxnrrR4Mq3STBQwZGFUiWIJN1YpqBaPrBpNO8v2tMiv1W8DnIwg3VDlcv6AcZDACg3+8NklfmH5McWUdTL3f7+/xtpcl1+u3eOfHVzhQrbJm6VHTEOTnGIJe/TmBhfnm/RDkZU/cPMnZZ9C9LP4D1/4Fi1ffMgnkUlZnWJIARdSB0xDk9cqm/zp6AL3Rg16wzT/VH+eq4V9NqcVNjIikjsMk9wbNlhKDXg+u8M/3n+BkW3yl9c+4fvds+wMCyQNj1JC7ByeWFW2J0X8SBCBW/0s15d36AdpcqoA2rqRRhjLJBWXaWhwrtjivckqPTtJGMp8OlrECTUORjn6dpIgUNC0kNdKm7ixiiEJx2JBmxAhsZTpc5TO4Hoq62tHdKcpIlfh7x58iefye8hyRBSrSBLMAoMdt8yq0SZCJqW6vDM+zYrZIym7J6lUU/I5lzhkFKb48f46X1l8RCk/5Yld5XzykF89f4cDt0BBFUeumjbC8jXefbYBasymVeFSZp8olvmtxU/51tFFypkZb9Se8q29c5zJdzmfbnJ7Mk+7myWvW4R7SYJ1mf/81msoesipeodGcowdajyX3aOgztCUkIzs8MH0FImUx+NOhfPZEj9urdPuZ5GkGN0IWFsWvRp7U7Fr8SOZ9VJXPPx8k+2gSCM9xDgbiP6IUCaKJHanBcr6lJcKW1zKHvLRYJkgVrjdaYAcU62MBUZO9ZjLjrmQE0dmTflXzOacUlw6YZYv5DepqGO+079EWhOjscvFA9KKy8NJjdeKm/ze7vOcLrTZ8/IkDJ+PO4v44TLLuQFWoJMtivz7xDP4Lx++zC+sPGY92aKhj9h1iyeC41q6y3efncWpqX9GYpJ9EqrPotlnThvwn2y/iWPrfNJdJIxkrEhHkSIGbpK/tfQOs8hgJds7MSOV1clJd8RXNx7wXHqHSWRiyg65pMUTu4YpeTiRgG1wTMgaBCnm9QGjMCEAHbGDcYwKf2DXGToJND3gcJjlYHCBwFd4IAvxrl9LsZbp4kUqN0arXCw0+SRc4NZ4gb1xjpQh7OBDJ0EYS8jETF2DIClyc9XimIY5ouenjsG24ixsyAEDPyW0Gd+gnJvS6uXIZiwedmoUU0KYa3ZypDIOGdPl4azGvW6dRmbCSqpPhMSRm6VlZZEkMXruWwlRbJJ1uXdjDfsFjWtLu2yNi7RaeS6d2ecH3bOcaxwc91pOuT9pUNAsun6a0BAwkqaXZ98psDst8PLcNh0vzdQxsEOdfa/I00mFpOoxXxC9ErIUs5gZ0unVuPraY8FqzO7gHsNNfql2/yS1+JvLt8R2PEzweuEJN4JVPtpfJswHfNpfBCnmuaU9Bq4wBKnS55F8HVMSv7fNaRnPVSnlBVDldP64mEWN+PLSYz5orXCheITta5STM6aewXvNFVQlop6e4AYqLTvDpcIhD0c1rs3v8s6jDfa6efxQYSEtdqSfT70AlHTAaCb8DrVjb0tVn1BWJ+Q052fefz+XxwcJ6AeC4z8MRWT4reJdqsmJEN68DBuZDqMwQcZw+fhgieuVXX556T6mGlBLT3mz9JjH9xZYLgh1+UrxgHO1I8aBgULMtlPCkANyqkVC8dg+NiP9uHuaQZA6uQnbszRNL8+WW6WanGCYPo6vsp7v4kYqdydzrGT6vD9ep+1neTIUMJiU7NIPU3T9DLtuiaxq0/TzTI+PRg/tBj882GAUprAiXTy5IoNBkCQpe9y35rgzmceUfW6MVhkFSUZBQth9c31SpoeqRMJdJ8eEgeAc7AwK9I4/FFagI0uREOqUQKQwY4m8aQv/gOGwN87xW8ufUTfH5AyHV6tbFDSLkjZj06lihxoF1cKU/RP82/4kz8Vik185c5eZbeA4GmEs4Xga6YyD76u0+lneebyO42lkNYdn0xLfa56h56bwIoV82iIMFP7iymcs5IcEvkJY9Xh6WOHJoMLRYYE4kMRI2jNo+Xl2vDJ3J3M8GVR4NK3xTvsUu26J+9YcT2ZVNDkkZ9gsmgMe9Oq82NhFliJujwR8JIhkml6ekjYTdvZAJ3VucOLAFI1VElaknxiiPhqvYkU673XX+HFznf9250UUXdz0ekYUv5xdOqJjp7mcP2ApITBtn4yWUIgZhUlmx++bfPz7augj3FBlsTQkaXhU9Qnr+S7b0yIZQ6D207qL66sEoTDyHfWzPHtW4/nUNlcKB+xNCyQyDnEk0xmnadkZDqc5Ease5pnZgl2ZSTonmZGmleXvfvRFQGguP+v6udwpyEQ8surMGUN+0tvg3zv7Ix47DTKqSzUvWpabTpaGOUaTQ1ZKfV7KCKvntGjwaXeRf9a8wrXnnlI3x6IWzuxSUC1yqsUoFOr+nlXANjTWEh3sUKedT/NycQuA/+jOL7BS7tPpZyguzrgzmedgmuOlhR2qxrGp6GiV3iDNc8t7VI+NQQA/7Jzh1dIzFvQ+bS9LFEvsOEU+fLLKv3vthxx6BcHR0302nYrowHROE0QKGc1BlmJutJc5W2gfQ0gCxoEAub5S3cKQA7ZHRZYLA9bSXfpekg/3lgkCmXJGdA3qcshqqsdH3WVeqmxT1iaU9SlbsxJdO03WcHADlYzhUVYn9IMUe8M8v1G/ySBI8cPOaQ5GOd5aesgPO6fZyHaQiakaE65V9pCliKo+4cr8AVPf4KXiNtv5ErtTUdR70M8RAvXc5IQCrcgRN3uLJFMOnqdimD6fjRfZ7hYxEx6pvEcYyRQTFl5JwbIMNp0qYSSz6VSYBWICEEYSdXPMJztLnFs+5N3RBkV9xkaijWXqPLPLvFTb4WZvnjCWmE+PqJpTNsdl3m2tsZHv0B8nKSYsnq/tszkukzdt/njvIlcrB7iRwPPVjDGGIngcG9kO94Z1Dno5aqURteSEw2mOjOZwLb8rPCxI3Bou8GJhG4XouOlZ53cPX6JnpTB0oXHtukWeDCos5/p8rX4HNxIaRhjJFBJT6uaEXauA7wtfzLNuiUTCI9QDfjg8R8MYUTAs2qRZqvbJ6TYTX0y4WnaWjOkyDGUSGYec6bA3yVMuz5hPDXnm1fGPe1p/1vXzuShIMedShyxqPQZBkqxs82xWpmxMSSsuu3aRsW/yxfxjzKLPOfOQ29YiVV0sAO1hmr9+/kNujhZYS3RIyh6m5FEyp+x4ZQDabgZVDkUy0apT1Gf80vwDdmzxwda0kK1OiVfWtugHKcrGlLNzRzyc1nmntSYKPx+UuP7KYzp2mkdRDSUbYSghuhxiheLp8J3ds9QyU47GGdTjcZsp++RUi4vFJtvTEgXDoqhbPBzVeKt0j6Iy5V6iwc3WPIO8oABdyuzzo+4Z0ppLSnWppqbkdYsHwzq/1rjF9ezOiTNS6ABiy3++cEQQyRy5OX50uI6pBZzOiwhtXrf4Yv4xmhRw2jziXqHBNDR5alVR5YivLj/AjVQSqi+i2cku+26Bmj4mQsKJNK5m90+0h2/sXqSWnmL5OoYecG7+gMe9CpNpAlmJ0LSQ0JOZRSZIoKoeNw/miSIBNJlLj7h5c41RJcF6vcODowW+sXWJpcIAOxQ3zkJ6iJoVNXa/cfYWGdlh4CVYzXWpaUPem2zwZu4hPxydxfI0krrP9fwO7/fX+GLlCTtOkb1ZgcXykP1RjtY0Tf8oh551eXV5i/cPVlgp9snrNu+21lDliMulQ24cLVFJzfj103dYMkTN2yCdpOulSSouCjEPrAa3b68QXZZYSg743d3r/Pbipzx6Mke2NkVVQorGjO/vn2ZmG2TKLncmC6RUl7o5RiamaWVZSA55eFjj6uI+bSuD5WuEkUQ5a7E9KTLxDdKai+dqHA5y7IV5fmVDlOV+e+ccCd3HnhksN3rIxLi+iiqFGHLI4mqHu7MFnPDuz7z/fi4XBRB9CYd+gbI25ZHT4AuFp9ybzXPKbPPwc2hrZLJqdOiFovnpo/Eyp1Nt3lx7goyAY/7+/nNMHIO/tfHuyfYXBEZ+I9UmozgnomJRnZJTbIJY5mCUwz9KwiIsGT3avmAYXMsJOu6DcZ3kVTEdqJtjHo+rGHLAV+oPeTyrklQ8Dr0CWdNlKTXgXO6IrOocA1cjukGG9WQbQw5YS3T4Qfcsbqjy3+y/TMmc8fCwxvNLe9w6mOcX1h7T9TMkVY+uk6IVZ4SvQPVwj0Gdn4/EMopwKXrHIaycanHk5mg6OUwtYDXbR0bMsd1Iw48VHjt1yprgJ+QUi6uZXV7IRHyvd47mLMuV0iF2qNHxBMHHjxUhHqKc1OX9Z9uvIUvw4NECcytdYqDnpHB9laVqn512kVp+QhRJFNIW/UmKKJLIphwWMkNu78+zr+aJdSG8bbbLyGmfKJLYG+bpWinW8j1aVoYLeWHZ9WOF/2T3S9QSk5Nin9czj3ngzPHu/hpLhQF+pPB2b128T7HKyBdTIU0OySccjgYZCrUxldRMPAyUkAf7dc7Mt6impjQnWW735nA8jV89dRsr0rk7m0OTIlKqy83WPDIxHTeNG6g0NjpsDwq0Z2lazTyDRgo5GTA5yNI41eHZqCww9abPlcwef/fe6/ylM5/yXncN2xfHsFlgcHH+kN1x4WTnFCGx2Srz1Y0HfNab5836Ew6qfRpJ8SCc+Ca5xICM6SJLMXEoocshJXN2kkSt6BMO9Bzf/OQKVvD9n3nv/VwuCmEs89St0dCGlNUJTqzxTw6eZyXT5741R8vK8FbjIQCfTpeZBCZLiT4NU0ScP/ovrjL5nYekNZfmJIOqRChEZGSHLbfC0E9wOtU6QXznZPe4Di4h0nHJDoe5HLXGHi0ryw/DM1zP75x0RtihRlL1jkNHfWFjVQos6H26QYbdSZHX8k/5yeA01yq7XErus+8VaejCbdcP0kxCk7I6wZADTMnn69Xb/HH7MjIxrxee4oUq/1rlU/YmeSr6hIGfZGdSoJEa07XTWL7GzNPxArEziGIJ+Vjgko9LYhRinEgjROZOu8GF6hENc0TfS1E3hBPwiV3j5mCB+dSQjUwH/xiTn1csNvtl/FDhs3ie+bTo2AxjGSvUMY79916ssu2UGVkJyukZvWTAVxqCS/DJYIlSWhCZNS1kb7dMujzDcnUu1JskVY+aMcEOdbbTRYbjJGrWY73U5dazBYrlCQCOpwleRarDl4sP6foZ/v4P3iRWYmI94t//8veYRAk+nS6zkWjxx/sXMTSfzizN89U9bnXnWcn1eTIVHZXzqSFBpBDHEmvVHmnNFbu7QKcbp8jnZswnR+zN8hQTYgxpeRpNL48bqXzYXBboOTkmbboMvASb3RKqEnGldgA52J0UKdfG3BouUC2PmaRMCqbNvYeL6AWHM+U2322fR1UjGtqQiWtQTFjs9AscmDnGrontaRhagCJHXC/sUTGn1I0Rp/M677RP8UJpl6zqsKD3cWKNv/vodbIJB00J0cyAc/kjqtqEudKAfpCm66eZegb15R7Tf9WyD5/HOk3ZZ8ct0/YzNJJjem6KeXMoyLRIvDc4han4OKHGH+9eoJy0CGKZs7/zkLIxpaTNOJc+4s54jhChKs8Cg4o+5d60wWv5pwL3rvgiD2+Jn1sxu9SSIt+eM2wGbpJ+kKKWGBHGMm13hRdz2ycawnuDU8x8g6afp6ENMZSAR1adV/KbgrAcpvjDnUv8X858lwfOHPfGDZKqx5LR48G4LnocvBxfKj0mp1jkFYtfqd7hk9kKleQMTQoJYoVGakxzliWji5HqzNOopkWi83NhVtNDFCKmocm96RwPh1VeKO+RNl0+3l7m3MUjtvwS/3jnef7m6nvsWEU0OeRma55hIckwkaBujHkuucNbSw/57u5Zzhda7M/y3PaEYKfIEfPJEXnN4r41x+NxlfPVI5aTfa6Xd0TcW7H5YvkxB26Bbzx+geqpHsXMjMPtMpIZsrDw9ETjsUKDry4+4OmswtQ3kKUI6diab7s61eyUr83dIafYKERcTOyRWxvgeBqurfFfH73K79Q/4PXsYw78AktZQaeqp8Y8GtZQ5IiLmUM+6K9SlIWT04sUcoYt7OWBTtM18UOFambKS6VtPuoti0btQEUC5rJjvnd4Rnw+WxlSZYv5nAh/HU5z6GqI66vcac8JN2QrS6pkMfEN5tMjukqIfuxLMQyfo1mWlOahKSF/3L5MPTWhY6cwdR9VjnADQXdKaj4jV5TTNMwRP+5s8FbtPp8cLWAXdO5253DD0xTNGdN2Cn1OvMZcacSl5D7f7FwiqTZomOIh8Fp1k2GQ5PBfpEvyf41LIqagzhiGSRb0HhuJFs/ldnm5sMXjaZULRdEVeTW7T8Mccz2/zZfmnlIwLQ4HOS5mDkXX4z/4Eg19SNWcnoyUdq0CRXXGqWQXN9JIyi6zyOAbrSssmn0MWUSLT6faZFUXJ9RYSA0FoGS2QNPP44UKOcUiJbsoRBxOcwSxzJ5TwJR9TmW7JyabKJb5ZLTMc1VRSy8TUzJmPOjVuTlZoj1Lc286hyaFJGUXJxaml5TsYsgBFWMqxoaBTt2ccDbfxo8UiqZFJTXjjfJT3h5ssGWX2bWLdP0MW66g/nbcNPPpEd/fOc1vLNzmVL3DD1unac6ydFo5fjQ4w8BNstUp8cvLD2gkRqL/ItIYhybvttbIJ20OrBxTX2fzqEIQy+R1mzlziCEL1+BXKg+5nD04iZ0v6AKPpxCzYopYe3eYZjEzRMs7xK58UqrjxwofD5dwI5Wn/TKm4jPxTVTTZ2qZfGXlEQvpIUduTuhC6hRT8vn15Tu8tfqQZNplLjFiGCaZRQaaFHI9v40sxQzcJIe9HIcHRQA2O2WGXhJNFprE036ZZ4MSZXPKy5Vt1vI9gkjm2azM1NdxAhXHVykmLPxQYebqTGyDQn3M2UqLudSI07k2nV6Gma0ThjKrhR7TmcnaagtJijGUAFmKmUuNmPkGyDGTVpov1J7xa41b+KHCzqAgrOS2iaZEqFIoXjdlUU1OyOguNwYr/P5nz9O3Euw5RaynOT5qLZFQfQ57OR51quTrE3Q1PBlR3potUjHFQ+P7+6e5OVzgbOJQmMD4V4zmnFUdbk8XuD1dwIl1MrItil0Vl8tZcXMZasDDWQ1T9un6GcZBgueye9T+gcmWXebj3SXsesx//PBLfCH7hN/dvs6WXWEj3aasjimqM/xY2EGtSOeXKvdJyh43+ws8satUtTFvHwhB8XCW496wztBP0vYyXMvv8s5ogx8PzzAKk6R1l7VMj1vdeW5bi/S946ryWKGoCsvqS7lnzCKDnp+iaedEkGhYRZEjNsdlen5KmKUijUO/wPvjdfxYwQ5FKMqQQ/pekqVEn6uFfa4VdjidFZrI1DfYm+VR5ZBDN8+2VeK/2noZN1C5kGnyVzc+5pPREqeyXZKaR0Z3mZvrc69dx/I1VFVMczQp4mpml61ZibdHZ3ij9pS1TA83VElqPovHZ9jPY8cAL+W2sCKdnGKLHZY2wotVNCngmV1h2ylz9uIeq7UeTqDx/OI+KDEVfcKP2ht88/ASnz1YIURm/KhIQbexfI2Xl7cJA8GYcEJVWHNjnSdujT2/xLnEAX0vSSllcS29xSQUx4f71hxreoe/vPARI8dEkmO+cvEB32+dQdMC9kc5NpJtrhV2yCUcbFc4Wf/oyUWGboLt7SplY8rX5u7xVuMhKd0XnZqGje8rmLqPoQWocsSPHpzmnb01KqUJhhFgGj4P20LvSmkei/khF3JN7h41eDosk9EdXrqwyZeuPESTQj4er3B9bhdJipl6Bov5Ib80/4CF5JDn6vtoSsgvle4x8QxR8+bJjCdJrqT2iGXoPROTnl85fY+/uP4ZmhqS1j38QCGlunzaXeTRsMbetIAXqPTtJN/oXD1xfv6s6+fy+GBIPm/kHp88wX+pcp+7sznSiktBsyjqM65m9th2SiJaqjh807rMnlPkzP/tLk/HFfyRgRbDb63d5A/az/F6fZNxkECVBAVYkwK6QZptp0RWdbic3OWftK/xQnGXH7fWcSOVL8xv0feSHHlZfm3uNjnF4ju9C5S0Gbfac7i+yk11npTh8fFkES9QcCOVi5lDkcuIDGQivlR6TF0d8ge9Fxi4SS7nDjiXOOTjo0UMLeCt+bu0/QzdIIsTaez6ReaMIUdeloTiUzdGgpMwWaGmjRgHJqfNJqMgwc3JIrocIEsKXqSS1mZ8uHOWMJTpS2m8SGEt0+N6fpvHszq/VrvFe6NT7PSKOEMTuRJTSlvcas2zUeqwnlS4365jWzrXV3cIIplGcszhLEfRnNGxBadwXxHshJafxTxurAIBMA2RsEJDjJS76xQNi492llmq9kmqHlc29k4CS26ocGbjEABtJvHx0SJp00WTIs7OH5FSPZYSQhz9RwfXUKWIjWyH59I7vPv0FHQNnEWdf7hznU4/w1Ktz9lEk79z78sUMzPKuSlZ1WYt08NQAkauiRurXEjsk55z+DS9xIGTB+DJYRUl5fOdzXOsVnr4kUJ3kuI7s3M0cmPK2Rl506Y9S1PULWq1EdFx9DtjuASRTH/2Z0Sjr1Qe0vXTrJV7bPeLJ4ah7WmRrxTuc3c0x8gzme5nYQFW66JjZC3RYaqbZFWX/2zrNcJIpmJM0UsO5dxxa3rVJXYVSsaM945WSekeo6lAyFmOzp/eP4+e9Hhr7SGzwGBoJbhUajLyzeNdZOZn3n8/lzsFN9bYccvcnorSzEdWnZ/srHMltcuWVRbhHymiboyQJVHsmtePVfdIKMuJsoVfE979v1L7kC9mHzIJDPatPJuOYNQt6T22ZyVu9Fb408FFrEBHk0MuFptMfBM/UricOWC/U+Afbl3jh4Oz3D6cYxyYvDG/ST03YT43oj9NYuo+C/kRS0afqjZmxxWjTysy+GC4ymfWCk0rS99JCmEo0lgt9Hlz7gkRElVtwp3pPD0/xSmzw7LR5d6wwcBL8MPOGVp+jkkg5vZZ1WHfK/FoUqPlZLh7MCeELiniwMlTKUxIpR0yaZtKYip8EN3TGHLAf7P7Eo8HVcJAFnDUzISJY1BMWVzPCz3gb55+nziSKOoWQaSwNS7SHqe512xQSUyJkNif5fnugchfOJFGFEuMjoVaU/JxY5VBkOTNymPutBssVfv8RuMWXyo+4sXCNk6kkVB9Zq7OyDW50V4mfa3LaqHPqVyXh8Mq93cbJ+KmIolz9uuVp5T0KfteEUmJ0eZnKEToSkijPKKSmPLtzkVUVWDQfnnuPn/89CJNO8ujZw1yhoMV6nynf4mml2d7XOLHD08ThcL8FToqUSjTmaXIaO7x73VITrepJieMXRNdCWk7aXKGQ1ITrteNbIdXylusFvpcbhxiB5qY5KR2+K36J/ytM+9yIX3IqWSH7WaJx06dvpPEUALUksNcdszbm+v8l3df5h/tvnDie2i1cvyVlY8Ff6HaJa15IkeiBxQqEwwlwHIFsLWYFURxb2DCVMXtJ7iYOmA12cXUfZ6MKrxeeMofHVwmeVyA89OuP9eiIEnStiRJdyRJuilJ0sc/5fsFSZL+QJKk25IkfShJ0sXjry9KkvRDSZIeSJJ0T5Kkf//P83oKERnF4VxKaAN5zeI/uPh9ImSez+5wZzpP08sTxTJtP8vvHz7Ht+9d4MXMJhvJNmdzLa7N7yLrIU6k0Qky/J2dr/Bcdo+zGYEyB9h0qpzLHjFxDQZegtdLTwWhyRjzRuExT0YVftJdR1ZCMobHR3tLJ+1IS0afr9XvUjGnFNIWpYSFG6psOyV23RJlbcIjq857o1P0nBT7ToG+neS16ibf7Z7HjxV+o/YZpizwZz0/RVmf0veFm/Ld8QaGEqArIQ+25ni/t4oqRayYXQ7dHD/qnaZjpWgkxpyfOyJp+HScNFEskdFd/sLqbX579TPGnog2t2dpnk1LjKyEIBuPDOK2wZerj/BDhfY4zdu9dUZBkrTikMnahLHEw1YVL1Bo5Md4A4Gws3yNw3GWjOFS1cfHvEQVhRgFEXxqaEJzKKgzCkmbv7Hw3knRqyYHLBk9rub3CUOZOJYYWyZRDPffWzte2COkvo4bqdihyF6cyQt68qrRYRoafP3MXf6t8++SUWwhoFkJFhMD7h00CAKFw16OUZCgkptSNqfML/TZ6pTYnJZ5Ninxg4PTgrBcmpBKOSxX+5SrYxYqA/IJh4JhcaV6SFpzOZtpcTbT4lSuy1JmgKkE/PWF99GUkF+u3uVqepcLyQO+WrnLr5Rus5Lus+8V6QRZNCkkr4jMxd3JHC+s7rI5qzDzNGQpJpV06VkpQk8mdBWG0yRbVomXM0+RJI57QGzyus3L5S223AqFjMXpUke0kWcnVBIzjvYFqAc9QpnJYIT8qH+G+5MG6eMQ1c3JIm/WHxP+SyqYfTOO46txHF/7Kd/7D4GbcRxfBv468HeOvx4A/6c4js8BLwP/e0mSzv95XqzlZ/l4vMKV7B6m7DMNTb7XP09Gtum5KVaNDu/2T7Fjl3ADlZc3hKNxECT5/u5pvEglHujc+L9e57PpEmPH5JuHFzmdECr551zEU2ab31z6jK9XbvPd1jmK6owtqyRq2zJ9yuaMVEKsqufqLVZLfX7SWmfXLfLIqjFwk7xWe0bNnLCaFU1W32+e5pld4fn0DgvmkLVMTxR0KCE3hwvMfIPf3XuRp06NIzdLRnFIq2Ki8FL2GaMwwaGVww40ek4KWQuJY4mE4nPginOkG6isZvskFI+F5BAvUDiY5Bi4Sa4UDkRlmFXlWbvE+4/X+M2lm1zINckkHF6be0ayMiOxPOHH3Q1Win2ySYe8bvPjzgaPrDpvLT0kofiUsjM0JaI/SzK30sUKdJYzA3Q14LfnPmEamqLjIjQJETpKiEyIzKrR4SeD0/zG/C0iZDKyza5bEtH1SCen2nx97R7d+2V8X2E+O8av+Yw9k92HNWRP4v2jVR6M67iRytl0k4ezuiAxjRo8Hle5M53nR6NzfNRf5m+c/gBVjri+vIMsR3z9jDDoXCg2Sasel0uHvLGyyYNWne3dCuOZycu1beJYQldDDgY55jMj/FDB8jXudhu8t7PKzb0FTptNziYOOZ8+JKV6bKTahLHEr9Vvk5Ft8sqMWWTgxBqTKMHIFxUFN0ar3Jwt8f74FE0vR0r1jgXyEcu5AQNHLNJecBx8cRT+3Qs/omnl2PdKKHrI+71V0dZlTric2OPHrQ2+OveAc+kjqvqEr9bvESEh6SEzX6dcHRMUAhIZl44jjnuGEtAZpem4ab61fx5N/tmBqH9Zx4fzwPcB4jh+CKxIklSL47gZx/Gnx1+fAA+A+f+5P8yJNdxIPSlkeTyrklMsfqf6Ph9M1rEDjQ8nqwydBBfSB1yr7FI1J3wwWRfjsITDp3sLSAWP3gWNRXPALy084KifpRNkWDL6hEjMGwMR6yVmEiZoDrPcGKzwwc4KmhzwfHaXoj4jiGSyhsMXSgKj/Up1i1czT7BDTQhWin2ypQ4ihTCSBV4+lpk3BnwhJ8xU/UmKsWuylB6gyBE/OtoQrVLHI7yqLkIre06RrG5zNMxi+RorjR6nsl1Gvsl39s/yzt4aAydB1Zxw5GRxIxVVCel2MrxVu8+CLv5eRU0saKmcmGWXtSmvVrfIqg5z+TFfXnqMLMWcybRotfI8HZaxAw1DDlgy+nRdsUWWpJiNUocrpUN6TgonVKmkZtyeLYqaODVgEAgcmRUZtP0sbqRxx1rgtfwT0Y0QpIWWI4tezqTsIUsRv/fJNfShTD5j83Jhi69ceEAjMUYuuwT5AC9Q2B/l+MbWJQZ+ioeDKoYUcDW/jx8p3Nhf5oPmMmuZLvePpzi/Vr7Ja4vPqGoTLiX30KSIhOzxRvYRhhyQSTok8zaG4eNFKuNJEsvVCAKZjp3CDYSwOXN0TlW7/PqZ28cPEZWH0wZNO0tNG6FI8XGrtMEkTJyYwdxIExOpSKbvpgQxWvE5nzzkcnpfJGvbq3TtNDNXJ2V6ooXBk0GO+XS8zE6nwBNLHHOb4ywftpe41Z9nGCYZWAne761yb9Jg4CeZhiavl56wPNfj8KjA9doues7lfE1oMp//XhUlomJMebG6i/UvgbwUA9+VJOkTSZL+rZ/y/VvAvwYgSdKLwDKw8D/8AUmSVoDngBs/7QUkSfq3JEn6WJKkj0c90ThcNSdsJNoMvWO6jldGlwMUKSKrOoSxxGOrzo3/1zUuJfePBbeYv778AfFuijiSmC2G/IPPXuV3b19HUcXWdt8rnFTSAzS9HP/pf/c1EoZHWnORnohA0Z5TxI1UfmXlPr9YfkBGdvhe7xx9L8UwTHEq2aXtZVgz2pxKdshoDp+1hVHmc/7hrlti3ytiqj6r5R5hLFHUZ/zW/Ke8VNnmemWXSWjy1K7y1KrS9rOiUjxSWS71mU+PuFrYZ9/Kcz2/zf9m7QZfXXnA31j9gO1piXOZI5p2lpfqu5xbaaIQs+8VaDo5frB/mpThYWg+Pxmd5v3+Gt94dJkbvRUMJeDesMHXq7fZsYrIekhvmKaanNBys7w9WGcp0ed0tk0jNSalehxaOdYyPUZegmpigh+JMa8bqNihzp4jCmPL6gRZiihrU1p+jqI6PTFYaVKIFRpEsSRGv6tHOOsijWhFOnuzPBES4UxDnirCGpy0sZoCtvO1+Xv4scK8IVyiCcNjuJfnufQubqhyc7hAJ8jyaFijrE3wY5Un4wrfeHSZpOxyoyWozGEos5Qfsmz2KOan2DODemHC+UKLv7jyCecLLf72ubd5q3qf59M7hMiYss+lzD6NxJhJJIAuwhEr9PrPU5VlVXhc6uaEgZOgoY9YMbvHFvRjhka2z8zTWCkMqKcnWJbB4kqXfH3CjcNlcmlHQHNKI+qZCY6vEscSf9i+yriXYuoZHM2y/OHDK4yCBNPQpDtNcWqxzbfuXCQMFHZGRQ6nWaa2QX+WxNACbhwu0/VEfP9nXX/eReELcRw/D/wy4gjwxv/k+/8PoCBJ0k3g3wM+QxwdPr/h08A/Bf6PcRyPf9oLxHH8/4nj+Focx9dKZdGB8HBUI6PY/GL5wUld99XULo/3RPT1SumQjOowWZJ57NRZMbv8pLXOn7QvsfLCPuXyBHI+esJnudHjL5/+hG8dXSQpe4SxzMNZnaaXJ6faeOdszhQ7HMzyeJWQmjo6aQRaNTqAMFOdTrd5ObvJD/pnAYFL64VpPuivMvFNDC3ACTUBuohESOXHnQ3q5pgvlp/wO8sf4kYqD2ZzpFWXvpfk4+ESm+MybiTOnB/3ljiXPuL5wh49J0VVn3A5J6LDSdnlfPIQTQp5sbBNWZ1yLnvEstnDDjT6QYofN9d5f3+F0TB5QiIa+QlUOUTVQiqmULAbyTG7bomF5JCL8yJnbyoBZ9NNnvbL7Dt5ZoFBThcL8JfKj3g195Q3Kk+Z+ganU0fcGzXYyHVYNPt0vdRJzZ7wXXii5zAQ76MsxYImrVp0A5FIPJNrcXrpiGLCou+nTqzb5oGG0rCJY4nmIItWtqkbYwa+yIK8PzzF00mF4WYRs6nwB83n2BoXOZNp8bu718gbNqMwwb5XZCE1JPQUHjjzeIHCYJTifP2IgZPg3rRBSvcoFafUU2Nezm6SU2xezm4SIhaxYfhnE4Wk7LGebLNlV7Aig1lk/I/8JTnFJiWL46Yqh+iKwABGx5FsPxbR/K8U73O5IlydFWNKLmNxvbwjDFmOcHA+GVUY2iZPDsSO4bXqJjIxki1KYvb2S4S2wjfuXuYfP3mOIFDI6TZawmeuPKTXE7SyXMrmXLklvBbdJPfadcLwX7CKPo7jw+N/t4E/AF78n3x/HMfxvxHH8VWEplABtgAkSdIQC8I/jOP49/88rycTcXOwwC9UH9IJMtycLDIJTZxYY98rngSLvn3/PI/GNf72X/8jHoxF+itv2qQ1l51Oge52kdc2nrJW6fFKeQs/VviLcx9T1ia0vCz3enW2rRKaFPL1s3dYSYqx1b92/WO6QZaXclucS4nCVlmK8GKVppuj6eeZN4fsOwVK5oxtp0wQyaRUj5zh0LOTjIIk7w1OMfSTHAxyaFLInlM8GcXtWgWOjknQXiRmyJokWo7XMiIIVtXHvFV7gCxFNPThSf+EHysnPgiAT/uL/KMtgSp3I5W8aePMdGJbJau7VFIzVCkS1uxqh7xu07OTnE0f8X53lY1Eiyv5fa4v73CvU8cKDRQ5Jq16aHJIwxhRMyZ0/QwtP0dScVlN9fjD/StMPYOOm+YfbT2PF4pavH6YwpR8un6aYZDkO53zjMIE2075ZIeWU2wGfoqE4rOe6YqxpyWq+D750Vne/NqnlPJTBvs5vLHB3zh3g1Wjw+3hvGBqegleK20yf66F+aLwUsxcnS9mHzKfHnEq3WHnmKv5WXueVM7mzmSexfyQTNpGlmKmjsHdToOZp5PQfHQ55L3ROgCKFJGUvRODWkYWwuvnQuqjUZVPJitEscSWW0EhYhSKrfxRkKOanIiHmu6eGOe2nfKJ7jIMk1zLbiMTsz0tUktP+bS/yEJxyJdOPeF0oS2aqHwVzQj40sJT7o/r3N5agLQ4Vulpj/mFPpoZMF8YUclOud+qIysRCdUnlXWY2AZjy+QXig/422d/gpZ1ySWcE8fo/0+LgiRJKUmSMp//N/AWcPd/8jN5SZI+Txv9LeAncRyPJUmSgL8PPIjj+D/68ywIAEGssJHtcOAWeDyro8rh8SqrIBMTdBL8yfZ5iCVW0j0+Hq8AsGOXWUoO2ByV+OLqJun5MatJ8YH5QfM025bI3v/R0WXCWGI93+V+t8YfHVxi4puMgwRFw+LeqMGn4yUezETPwigUN/mmU0WVIrp+mnljyHKixxeLTwAEcSiWmXoGmixU9lcLm8yZQ/7W2feOz5oqTS/Pu8017u01+P7TM9wYrFIzJ1iuRtPOcil7yJcLD06cgA9ndUZBElPymUUGD+0GIbLIYSChSQG/2rjNry/fEbgu4FpxFyYaxPB4u07RsNidFNCkiBcL28wZQ1azfXKKzYX8EVakk1YcXsk/I5+0eTSt8fXFu4SxxP1BnbI25cDO83RWESAPZcY0NDh8LEwwPTvJZJqgbWW4PZ7nD/evcN+a408PznJ/UOdpu3yygIWxTFpxCJGQpfiYaygAInagnZSUfNxe5Hpll5euPOXffOkn3J826AdpXi0/o+unuX9viX9w51X2WwV0NeRomGHST/HAmedspiWswpHKoZOnlLIopSzOpo8YuyaFpM3UN9DVkEpqRsG0mUuPmE8IuOuuW+KeNc/tqajY+/yIECFGowAZzeVOr8Ht2SLfPThL08+z6xZxjung9cSE18qbbKTbJGUPQwrE++gWUIiP9Red/WmejObStVI4gUpGc3ghs82COaSamZJJOlxoNLndn6dlZUhmHXKFGQu5EVfmDxg7Bt5M59lhmYkjCmXCQOHJgUi6ShKYuk/Lz/FPDp7nf3vhfcaOIbByP+P68+wUasA7kiTdAj4EvhnH8bclSfp3JEn6d45/5hxwT5Kkh4gjxuejxy8Afw348vE486YkSb/yP/eCqhRyObXHitnlbr8u+gMjkx92zjAIklx77inP1ff529d+xMvpTc6nD0/owrNQJ6u73B/UKKUsPhks0Z2myBguXiREoNYkQxApVM0JZ0ttLhSbfNaeZ9HsM58Y4gQaTqiya4ma8L//6BW+eXiBP907wyzQmfhiNFdWJ4RIPBjXeb2+iR1ofKH2TDgHFY+KOmHXLvJP969ys7fA/UGNhj5kPBNOu2JuxtawyNl0E6slRMh7kwadIINCjBtp9NwUB06eO9aCSGpqU9p+lm6QZknvAVBUppS1CV9fvMuPDjdoOjnyS0MK8yNSBZuOk6aeGnNg5QQ52k8znxgCMGcMqagTjtwcozDBr8/douek+G7zLI9HVbrTFN/rnCVCIjguLVWkiHf315CKHq1RBtvTuLRwQDU5YXtUpJqc0HRyLGYHRLFEOTvjwaTOvpOnrE24MVrlqVUjowh2ZsvJ8GBrjpFr8qhT5cxrWyxlBxhywJeLD7EinbPpI94brFFWp8hSzOqZJtdWdjCemrS2i7yytM38XJ//9ul1Ph0skpQ9aobgbey0xf+Tdly8ejgQ2LjlXJ9acowdaOxN8vzg4DSPm1Xuj+vs2QV+tLdOXrHoB2mafp4wlvlG+wrbTonDaRbb03jnYJXThQ53RsJct2WXaXsZwlgijGWq+oSM4pzUCqQVV1TABUK3ulw85P5hHcdX6Q4yPO2XeWg32HfyTFwD29NIa+6J5TqOQZJiTMVn6hsYaki2OOPMQgsvUDhbbaEbPomUKKWdz4340txTvrF/ibFjCD7l2mcnbdk/9f77n7tB4zh+Blz5KV//u/+D/34f2PgpP/MO8M/ZqPzs674l3uTFzBBZEjTgxdQATQrJqC49N8V/8sGbLC72eKP2lLOlNrf7cyxlBnRmKappEWz5k70LXKo2OZXqMPCTPJuWaWTH1IwxS4boR0gpLlnT5Z/tX+a58gEzT6c1avDmyhM+Hq+QT9lcLDbZmxX4cGeZU7Uup1MtIkmsqV8sP8aUAqq1CTVtxL5S5A93L/MXVz5h3hyiFwPeO1jF9xUOvAJJ0+OvnfoQJ9J4YlWZhibza10O9ovUz4wFCk7yScruSUjqsVM/PptKvH10it9c+gwrMljWO3xzcIUXMsJ4NBilmBV0rlSFS3B07FMAcaZ/p3eKrW6JVxdFHfulzAHDMMml1D6TMHGStKwlJ3iRSqnS4kK2yZGbZeKbDG0TU/JJ6OKf7kEOtRpy92COq4v7vFjdZdHsk1YcRkGSo6SgByv/A6/9pcwBfqSSlD32ZgW2uiUyxRkT26CemzDzdZ6NSzwblKiujU+0nSiW2HZKnEkesTDX5z99/AbeaRtppDPyTDbyHX7SWWcrKLGYGlDSZuRVi189fYcDJ883Dy9iuTq5lE13mKacnJFUPbFNPx4JGobP3cMG9cKETMLhvj3Pf/bJa5xZPuJX67cZeQmiWCaMJJKGR6ef5bPmPKoS8VJhG1dTuTOc42yudQKrtSKdUZBgzy6wluzydCLq5ErmjM1BmWJuJpihisZaoU9acblnNTDVgHPFFqeSHSr6lG9tnaeRH9Odphi5wr2Y0j0G4zyPrSrhVONhXOP1pU3eP1xhLjsmqzlkVYexZWJPDD6onuJL+YfkjJ+NY/u5tDnHSHzaXeSN2lOsQOdoluVL+YcceeIDllJdmnYWZBhYCQ6cPM9GJa6UD3gxs8XYNzmaZvju4VlKyRkJxaegiqfVmUyLu8M5fni0wV9aEprnLDToTlMYms/muExK97hYbqLLAR80lzld6vBxa5HhKEXkKEx90Sh1PbsjzotBEksKRVtRkOa02eR6Lc8oSPLpYJGr+X0AztePmAYGtqsdbzNFeYomhbxS3aKb77CRbONGGpEk0w3SWKGOpYoW7NNmk12vzIXikdh+xjr/ffslxse0591JkeVaj1uH8/zmxk1R725MeDKpsDsu0O5k+c1LnxFGMs8mJdYyPQFklb2TvIITa5zKdllPtOkHgsk4OE6tylLM2XKb//rwFRazA+6+u07lcpeCadNRUnihSkmfMgrE4iKmBEMO3Dx9P83pVJvb04UTwtShmwfgUuOQo1mWrOHw5fIj3umfwk8pKHLErfEiRX3GitnjXKp5PBHS0KSA1UKfL208YhAI38rfefRl0hkHx9V4/3CFv3rqYw7cPFnV4WLmkMXEgJuDBY7GGeJIYn+UI4xk0qZLf5LiQr3Js0GJU+UezUmWfMLmH289h6TEvFISRK43q4/ZsUvc2Z1jqd5H1QKWiwNeKm4DkFNtqokJbSdzAol9u7PO1NcFfTtUkKVYRNL3F4hjKB5Ton9h7TELxoAIidfKmyhSJN5LYjpe+oToPJ2aPO6kkWdiIYvM48h8SljNf7Kzjq4FPOuWkOWYR/0K2aSD52oUdRE0VPn/v0/hX+plRxp50+ZGbwUQ5NlDP8+Rk2XJ6DH0E6Q1l3Orh5yrtBh5woQyZ4z43YMXufN4kYzh0h+neKv6gHOpJlEs83rhKbIUc7lwgKGE3JkscLs3x42jJTxXJX+cRd89EhVt3906SyllcTjNkTXFuGl+oU8US5xNtQTbP9LIqWIy4kcq/SDF73de4O39NT7qLZPVHYZBkl9YeowqR3S8NGdrbXp+ioY+YsEYcHss4DFnU0eYss+BmxcIeEn4BZb0LkV1xq5XJqfYTAKDHafEgStCUAMnwb1uHRAmlaTp8m5nTeyqFIfmLMt6vsu1Uzvs2QW+WHnCfGrEhfQhfizEQRDj04o64dDK0Q9S/O7t6xTVGR+0Vng2KbM/zXM0y7LTLzDzDc6+usWF0hGH4ywJ3Sc4VtgL2gw/UskoDh8Nl4/RZgIYOvFNivqM3VmBkj5ld1Dg1g9P86vzt9nsiF7IK7kD3mo8YCXTZ2tc5I9vPM/v718VgN1Eh/eHa9wYr/FK8dnx+65wZ7bAf3Dme3xt+R7PLeyzVujz4+4Gh3buRNxNKh5frDzB81SSKZf1YpeE6pPRXdIJl7fK98klHB4dVZlYBlNPJ5dwWG6IasHPqwFvNJdoVITJyZ3pPNwV5qqHMyF2F3WLjXQbRRJItoGT4ErpkEpyhhepmIqPqfrIckwlP8X1VU7lBCXp87CZHyuEsYwfKzyc1Xj74QZfXXlAf5pEapoQSJQ2emhzM/SCA1rEYm3AV1YekUk6RLGEJMWEoYwix/zV5Y+4vLhPQx8y+uc0TsPP6aKgShFfqTxgKT3gan6fo1GGH3bOsDsucGMkGohMxWct3SOnOcde9Aw/bJ1mPjUkU5ny23Of8JfPfoImhSelqrenC/zgYINvPLnEyDbpuSk6ozS2q5NJ2yRUX5CFkx5brRL2yORqYZ9zhSNeKW9xZWmftVyXl47r66ahCNdEsUxOtfhh5zTTULQXldMzzuRafCG/ybLZI4gUTqfbLJhDllJ9ftJcp+nluDlewAvVE+pzPxA1cUI/mKBJAZuuKDo5bTZ5ZNV52i9zLtmk76XIqi4Xi02iSGYuNaJrpZjPjunNkowDk66fpmDajH2T1VSP9VSHmjbilfwmSdmloQ9PRFyAHwzO8bhTwZR9quUx7w/F+x3FEoYS4EcynquxeXOB10tPmPgGtq2T1Hx6tmjtbntZNDlgFCZ4tfCM9WSLs4kmozDJSlK4PmUpFp2S7+cIVhys0IB7GaahgSJF7NglMqpDIzXGaCt0P6yd7D6CWCajOoJt4WVF0Yrq0gpyJBWPF3PbbPZLPOuUuLW3QMfLnGDqwlgmCmVsy6A5y/JsIDodLFeMFHea4umaT9tkdRdFjmiNMvzhk0s8sWt0/QyOrdPs5sgaDsQSmZxNy81yKtmhrE4pa2Lka8g+USwzlxZlyTVzQiMxFpHucZZiZkarlyOMJa5k91g0+2xZZbp+GjcSQnJDH9G2MyzP95g3hhhaQFjyUXKif3O92uWNlU3URMDOfpm1RIeXa9sk9D/jJTxX2efubI6l1IDHVp0jTwTvfub99y//lv4Xvz4XQa5kRJFIyvTozNJYrsbt7hy2p3G+esT2uERad7le3GEaGFzMHPLxcIlX5rZ5aDdIyh5NL0dDHxFKMnnN4i8s3+bhtI4VaASxwlxxREoTc+W8brM9LpJNOqTyHurxmfD9wxUuVo44nz1i6CepahOsSD+mMI/pBml2nBIr6T4T36RjpfhLS5+gELOo9zAlcUQIkXhqVU/OpC03y8AV1WSfP82mocG3np5nrjjibyy+T4jMKEhQ1gRfchbqqEpERrE5n25y6Ob5uLWIepzJWM93+XBnmTiSGPoJ7nYa+KFCQvfJ69Zx1FmATGQpxpQ8Hjl1dqwibStDWncppsW2dz3fxQo01nI9diYFkppPf5yiXJhgVga83dugPUuj6wGb+xViX6ZfT9H3UuzZBVQp4lLmgJGfJml6fPPwIk6g8lxln9PpNu911kh/ucW1gtg5+enoBIYz8k1mx5Rld9VFUiJxTIt0VlM9olji/rRBURcQmn23wFKiz2fDRXQl4IsLmzwaV7F8jZQqylicSKPlZnlheZe9SR7HV1GkmL6d5P984U9FD2R1KL42S3KlfIAdagysBJNpgh831zHVgFxGGNPGrkm+NKWYskipLh8OVlhIDrFDjVPJDm1PCMPXCju0vQxZ1UaVI1J5l4KRY+oblBYsnvVKfDJapm6OGXjCIv35cer5wh7NcZaZZfBeYg0/VNCSHooS41oa97fnWLvYRX2UJFx1+d3t63R7GWQ1InQVVCPkw+YylqNjGj5p08Vydaa+/lPuPHH9XC4KQyfB3/nJW2gjBb/soyQD4kgichXCjEwpKyK8ihzxUnGbe5MGW8MSw3GSQm7G034Zx9apFEQCMGOKLkWAcWDyqF8lCGWKKQvb11jL9KgZY1HAamd4qbTNO+1TjD2TnGpzutThTLrFD1unSeuif+JMvsWcMcKKdAZ+kqGXYBoYTDyDN+tPeDBr8N1PL/H//PI/AuDD0Qr7kzzPl/f4/s5pFCXiZmeOIBSuvX92cBVJimkkxwS+wk6zxNNKjSiWeDyucqjlyGkO17LbnE8fMosMTNnnXOqQ5dUuW3aFjOrQddMslIfkDZvTqTYtK8tWp8iV2iGnU20GQepktOtGKjd6K4SRAKJeLDZFHXthj56X5mCWo2BYfPB0lY2FNn07SXjs068kZ5SMGa+XnvDNw0u0SeM0U7zTWqPZyvPFM08oajMM2aehe0xDk3Jiys3tRTqZ9ImjLggVOk6ah3aV2sU239s/zblSm1cLmwyCFIdOnrPLTaaecTyCDbk9mmdvmEeSYoaDFIXilGLSxlACglhmzpixPSvyavnZSfDnyM2RVW1Op47YscsMtCS2p5EyPLrjFDdnS5S1KcuZAWPfFIK1k6ZiTsklhCjnBwovVgU23g51lhM9vt86w9EoQ2eaYr3Y5W6/wZl8m0M3T00f0/RyXE3tUtWEfvXReBVZihi5CcaeQVZ3yScFAerQzlExp3zcWmQyTbCy3Of3Hj7Heq3LTlhgf5InCGQUJaaYmWEWAprDLCtmD6MP/umIbidLHEjEUoxihBim2P3KckwMWK5OPmmjyPHPvP9+LheFjOEyv9qleozRDiMZQw2IgcPDIovzB3TsNBfyTZ7MqnyyvUQcyBRKEy6VmrScDHIh5sXCNh8OVpCJ+eRwkcWCmGS8UhfdBvP6gP/3oy/yWXueK1WJppXl+aIIYP32wie8O1jn20fn+Wr9PqMgwWq2x5NhhWpyIojA5oBJaLJv5QUuLTEiivM8nlbZGhY5d2af7w/PE8UyGdWlnhqTUHzm8mNW0n2ejCpEsSQixL4w0HScNOm0wLz/pLXO5eLhScz1Zmf+RB8ZBKLbMjp+si4YA3KqxSQw+Ur9IaMgQddPM/YMLs8fCoR4LPPRYJkolmgkxqhyyJlcm3cPRGmMLEWU9Rl3R3O8WNjmhrsshLicTddKYrs6qZTDfHbM/ijHU6/Mxuk2E1dHUSJiI8JydRQt4p1np9hotEmrLn6kiG2wlSGdtTGVQCDikxP0dMi13DYfDNeY+gbZjCMW2NDk3riBLMVEscRSZkBacfCPiU2fB4gkOSYIFQwl4NDKidwEMboc8MOj07zVeEAYy9SN0bHpSxYVAZMMnqeyXuxysF3mZn6BKJb4naUbvD86xTvPTmGYPkvLA9YyPXp6is1+ieVElyM3x0f9OjfcJbKmi++pXFjcP+l/vJA+4O/df51fWbsnSmhkgd7b94ocWDnBaZimkOWImaRz4XiyZfk6tw7myaVt5stDNkclTNPHDjTsiclri8942zpFOiGe9gVTOD4/GK4SfnlIVgkJI5lyekZOFxhBVY6wfQ1NCTGUgNPZNlEs8+BfNDr9v/SlySHV5ISRl+DF6g6/tfwZa7kuteSE66e3+Ghrmf1enj/65Crv3l9nY65Noz7gy/MipHQ4zlIyZvzh7mX2RzlqiTHnqi3eKD89aaCWidl1S9QyU2a2wSdHCyRVj1uDeX7c2cCKdJpWlnP5Fp+NF/mDp1coajO+VH/C2UyLgZNg4Cf5uL8EgC4H9NwUK6k+l7KHohUp3edi6pCU6rJgDnirfJ8olrha2OffrP6Iv7b4AUd90e+XN22+Vr/D9eIOby4+4WvL9ziV63JvWOdus8FiYkC3nT1xV4oQlkCnuZF2jBmPWDAGJGWPU2Zb2ICnSV4tPONRt4ofK5iKz9NWmYTicybZQpcDbFvn+9un2Z6VxPFEDlk2unT38+KGzA+ppafMF0YEoYwuBxSSNrmUjRur/IXl2+QSDlrWJYwlJDkin7VoJMZ8Y/sSN4cL3BitMpglsC2DZyMRXf9y8SF5zabrZwgimd1hniCWqZiiBeqznUU+213EjxROpTr8d8+u4cYqZzIt6rkJUSSTz8/ImC66HDCXHJE9Ls9dSA5pj9IYsk9Zm5CUPZxIo+unqWoTfmnpIfm0za2Dec6cPuBUtosTqNyeLtJzU6hayPONPeaNAa/mnpLVbb64sMk0NPnW1nlKCQvLMmh2clQKosi3Yk55pbxF18+QT1vcHs5zOM5yc7jAJ5MVhn5SvP87NWaWwXx2zOXSIYoUcy57xPXyDtcXd1nIDDns50hqPgu5Ef1ZknJlzKI54Nr8Lo6vYuriQaKqId5xWWxS9/F8lfVsR1QBaB4b2Q7V5IRrpV3yhk1Jm+FGKsG/pOj0/2LXxDdoWxmW0gMKmhDw+m6KjUyHzUGJ37rwGboekK7O+ML5p6hyxMhK0HIzvJJ/xsuNHT48WBLjSN2naecwFdFnWDZmwuIaGjydVY7Veo+l/JCk6pNUPZ4v7vHDzhlUOeL+oM7+JM8by0+5O5zj/rjOzeECG/kObqTxWnmTemLCwXG7dUmf8mRWRZZibvXmSMouD4Z1BseOyM1pmao+5nuTiwDUi2MeHopjQtPLY8gBQSQwbCPPZD41IptyeCmzyQsb2+SUGQdugW1H3Fj7XvHEo/95xuDAzSNLMdcLO7y6uEVacXh9fpOaNqZuTkiYPm03LdBpkYqsRChKRN9OktNsMporgjsRHD6u8KxbYqtbYqtVop4TizUgwkmRwsBPUk+NWa30mQ6ThL5Ct5VlITHgb6x/QCMx5kGviu+paLqw6DbtHB+NV6noE57NylzN7WNbBp9sLwkYjZskl7Uo5GZsH5WoamNebWwfT3tsLuSbfP3UXZ6vClcfQNtJEyIz9JOkFRfPEWKaIHWb5I7x9z/ubLBk9KmnJtTyEy7lD3k2KTGxTB6MauwN8/zVMx/xfHYXKzTYcis86IkJQ1L2UJSIg1GOcn5KIuXhBSq3dhbYnhR5Zgn35qlcj4zmkDVdDkY5em6ShOLxtcodElkHWYm4t9dge1qk7yXZsYq03Ay3WnPcvLWG304gSzHPOiWCUCale/zTrasEkcJ6sUu7m2VoJVDliGeDIqocsZLtE0WSELVTbVZSfRLHOYw9u0AUSwyCJEV9duLM/GnXz+WikFB9LpcOUaUImZizuRZ53aasTZAluDdqsJgf8vLcDs9nd8lqDr+0/ICE4vP+cI22k2a5OGA53SetedTMCSnV5b3uGrocsGcXxMLgGwycBKuFHuuZDp8cLDJwk+xZBRqJMfYxRl2WYt7dX6M9TdO107ihSs0QZalWqLNs9vAChaNZllGQ4FZrjuZE9CXcmi1SMmcUVAs3Urm5tYgVGmKrH5m8WX/M6UYby9exQ42GPqSkT9mzC6ymejihyuv1TZ46dU6n2yeJPDvSuTkTuxQ3EvhxEKGttOryyKrzw9Zpnowq/Fc7L/Mnjy7SD1JkVZvpxESVIv7jzTfZnhY5W2vzhYVnDGYJdmdCIPy91nXOnBU8zHJmRtJ0CV0RC7+Qb7J+3Bh1dzzHk2mVqW/QtZKk8xZL9T5EEn+0c5Fvty4w8k0yhoeiisUnqYtJxea4TE0bcSW7z3/78DrV4phkyiWOJXZ6RSbTBBPLRJZjvtW+yM3ePEM/wSQ0CWKFJaPPaqLLerF7AmqNYokIiZ4vHIM7dvnPGBSxKMhZSA2xIp2lVJ/fWbpBUvEYWokTTSeMJdKKQ9fPkFMtfu/hc6R0j+1pke+1zxLHEq6vMrZMGrmxcB1mHLb3KuQ0mwdjUS70uFulOcgSRjJPehXsUKcbZHhr9SFX5w+4tHiILMU86ZdpzrIApAyPq1eekVkcczTOMF8cUc9NOOjmkeWIm815usdIPPt4YhLHEuOJ+Nx5A5Pb3TmRA9IsEopPUvW5nDlgPdUhrbg8Gtdwwn/x6PT/opcuhXzQXGYW6PSOS01TqsuRmyOh+cwnh4JorM94ZNXYn+a5lNqnbozpOSl0OSSv28wCg7nUiDlzyLLZ50yuRUG1mDeH9L0URWNGJTEjqfo8m5b5xdWHNJJj9qd5LqQP+VL9CV9oPKOanFBMWawWegysBAXDQpZiErLH3fEc/SDFmWIHy9N4OKqJinY54sm4IgjHxpSOl2EWGJxebAl1PUhihQb7doGiYVE0hclq06nyUX+ZjOqyZxewAp2hn2TLLvN4WsWKDFbMLi+kt+m6aZpOjnvTBi03S9vPsOsW+WSwRN0YYSgBE8dg4hhEXYPfe/oc+06eXM7iyaDCer5L2ZzyYmGbj46WqGanVMwpI9/kUbdKIzlm44JYGBxPo1Yb8VJlW9TWTUrkVItfr94kiiWuFXdZzI7IJxyuFA8w846Y+W812J/kAbi+sMPsIEPetE98+k0/T0Gd8Vunb/JqdYu57BhJijlV6TJfHiLLEbISMfUM2sM0P9ra4N6owY2jJTKKfXxzD3ipsMWZnCjXaRgjNCmiWh4zDgyaTo5du8id0RwtN0tRn1HTRnzQWuEfbL3KndEcScPjlYVtNDkkqQuYTU61aHtZ/KlQ6g+HWXbaRdZLXWQ5xtBExH+t1KOcniFrYoJ0LnuELMVoSshLS9ucrbRYLfZJqS5dP83urMDmoEzfSdKcZEjp/kk1fH+cpJ4QUeqX53bQ5BAnUNGNgPnsmPO1I4qmhWYEJ6Em19EwEx66GrC+0eTL8495Mq2yawubfs0Yk1EcrEjn9mieewcNRJ3wT79+LoXG7iTDleyYoZeg56QYuSaXSk36fooolrjXbzBxDGZZg1vdefE1a54LyQM2ExXGvkladXmz8JD3Ruvs2+JJIUsxkWbxfFo4EXfcMkoqIoxl9p0CXTfNzeY8VxsH3JnOsz/L82v12+LpE0uYSoCpBSwkh3zYXWY92+Vhs0rPTlJJzEgbHkXDYi3V5cDJ0znezrqRytxx+coXck+YhAm+1b5AXrdFUEkJWUyLpiXzGID6edbgN+o3+cngNF0nRd9Osp8W20A3Uuk6KcxjxX3p2AKeVDyKxoyH0wYpzSVl6GhKiLkeMJce0zDH3JPqRDHUjDGf9JbYHpfwQwU/VPi0vcjwbokgH/KJtCD0joRDIWXTHqbpl8QTuGBaHLgFNDnkemGHXVvUmWUNh3eba7y6KByA05rBxDaYYLCU6RMnQuxAI2sK0tSjaY2OnuFySgi8G4kW749OoUoRLSnDzl4ZJRFQT43RlJAgkjmXPeJMpsVju07LFccU4UEQ74uhBqRUl2uVPbZnIk59cyDwHmczLXp+ikOvwMzRcV2NhOajyRH+sclKkStszUrcGc7hRwqVxojuNIXvidvl3kFDFPsmRSahNc7gOhq6KdK7RXXGJDR5a+khTSfL9fwOTS/HqtERpSx2mlp6wtBJEIQK7ZHBi4s75DWb9VqXW705FioiN9KzUoxnJquVHm6gsj0p8FJjl02thGPrzEKJXMYWfwcl5Gphn6TsMZ8YsjktMw0N6oboFXm3ucbodgnz3OhfLPvwv8almf5J5v9BX5y37w9qXCw2+dX5O+w5RUr6lLI6JapIzBnDE1iqFWjUzAnnUk3+qH2FV4rPeLd/iolnIEsxVzO7zI7pQBnFYUHvEcUyHS/D/UkN5yiFV1PYSLeZBTo3Rqu8WXjIo1ENUwnETsUYcE9uAJBLO0jAxdwhn0aLPOxVsQKdr1bu0krkcCOVeWPAjl3mWmYLTQrZdkrYgcZ6psOV7D7v99fouwJ88ahfRVcD3qw8OvEuvFF4zKZTpZ8Sdt6Wn+N7e2copiyuFXdpOjnWE23e6Z/ifPaItOqxORZI8aGV4AsLz+g4Ilv/aFxjMjNZrfQ5cPJs5Dr8+Nk66ZTDuUILWYr4bj4Px83Ky7kBZzMtWm6WcmJGQvF4OqlQNkUwaRQk+MHeBrOJiaTEnKp1qaUnnEp26PkpLpab9NwUDw9rtO0M189sYQU6r1U2uTOawwk0VCPEOu5s2HbKXMtuY0U63/vsAugRoa3iBBqX8wdU9YlYxN0CPzpcJ44lUnMuTqQRRKKM1w6FhbyiT3nSOsMLhV1W0n1qxueJzKzIRaRsbC2gNcogyzFn8mIXl9R8bu0tkE45ol1MjvB90SiVTIrFTJUjDC04bnHysZpp5jdaPBjUKWkzNDnkT3bP81z14MQY9tBucORkSR+X+ciSGBMaeoAixdzuz4tQWa9IOTNjEhhi6hbDo2cN0iUL19G40VzCsXWqxTG9cYqE5pM3bRaSQ7pemi5pGsaIK7kDpqGBG2ncHs1zrnTEe8spFvNDnkX/igmNKdXj4aDK4UyId8IG2mXRHJz46jUp5O3BOr9R+AQr1BkEKXKqRcWcUtEnFNUpdqBhRTpj1+Sr9ftkNJePxys8suq83VlnThuw75XohWmyqo2pBhgdhbaVYdcusp7qsJFq0/TzGGogPszVTea0IW9WHtNx0vz11RukNI+k7FE2p+hqSNdO0fLFgrDv5Lk1XiRC4rFd56PpKptTETmOYpkbgxVGnsnV/D5T36CWnqBIMb+3/QKPrTqm5J3U19eMMT8ZnOb3nj5HLuGwku7TcrOocsiBm+cXyg95PK3yzsEqh+MsnzxZoZEb873HZ3nYrmEFOgeTHMQSm0cVWlaG9/ZXKOWnVNNT5swhLTuL5EkYaRfH1nk+v0dacTmbbtK1U7x9cIqdvth5NR1hIS4mbearQ1JJl6NJhqIx44lVZd4YspLosT0ogBRzMMqhyyFP22X++4cvkNMFHNUO9RNX5ZLR45ld4cfd06BHFMoTsqWZ2F2oDl0/zffbZ/j2B1ewHIOLlSayFHOzv8DurIAhB2RVB02KGAcmZ+rtE69C082RVl02MsI45YcKacMjnXCR5Yi6MaagzSiZMzQ9YPI0TxDK1FMTfunUA2KEVyEMZc6U24SRgM5OLZM4EbLXKrDfLDIOEvS8NKdLHXZnBR5O6/xwb4N7wwZryS52oPFaaZNzhSOSus+ZcluMqlMjOnaaQtoiisVOMa27aFqIlvJxHY0oknEcDVULWc4MeGVpm1eqW2z1i/xoZ50nwwo/unmOaWjwjd2LzBsD9pwC57JHvH3rLImkS9mcnvRL/rTr53KnEB7Xco89g7m0wLh/3hO5ZxUwlIC6LpqhbjlLJBXhXEzKHr+Qv8/f2/0ivWyKIJb5xvYlXp/f5LPxIqfSghAUxTJhXub3Wtd4q3yfUZhk1y6KY4Iu5uJhLNHxMuzN8pzOtmnPBCn5xcI2mhTwzcML/PbipzS9HK+Wn/FO7xTrmQ7nii2WEn0O3RwJxed0qs23D88LErEe8ngoKDoFw+LtgzWu1A7YGxdIyh6vFJ/xzC5jKimcUMMNVbbcKh0vw3qyxYOZ2J3M5cfHUBeXx+MqnVmKRmZC3RjhhBq/vPyAPavAMJ/ADjTiQCaXsunbSb6+eJdtu8T2pMhBL8dyZcBSaoChBDiRxnP5PcwXfFKKR/m4nSqjOGhSQBhL2K5G4Ku0rCxuqHI/rPGXlj7BjTQM2eepVWPfyuNFCm/mxyL2XG7zpFehlpkQxDKyHGOPDTpOmrV0l0Wzzz/cuc7/bu1HWJFBVZ/Q0rPoKY/pzOSrG/d5++AUmZqDIkVsH5UgE3CudnTSRVkwLfaOtQs3UoWiPylwviDSignFP+FyGHJAOTElk3VFQ9agyHqxy6NpjYzqUtQt/vXTH/MHxmUUOeZKfh+ZmL958X3+YPcK45lJx06TNR1UKaJSmXK/W8PxNFKmYE/eGczhhQqlhBD7YuB6cYeCNuMXaw9ZM9rUtBF5zRaBtVmB+eSQsWaS0WO8UOFspsXN4QKyHDNfHtKZpLGmBlGokilMadkZUprH1riENTP4Ny6/z9//+DXWN5r86dZZ/u3zb/NHzcuUzBnvH66gZkVN3bubp04qEX7a9XO5KEhSTBhJVFMWZzMtrEgo83V9zFBLkFZcjrwsXTfN+UyTDwcrlIwZ/TiJLMWsZXp0nDSN5Jjc8V/+8y5BN9K4nBashlczTxiGKdYNUTb799qv4ZVCigmLrxTus+uVWTAH3JuIGGvesHliVbmY2GM+PeLedJ6Rb/I36+8wDkz8WEGVIu6M5nij9IT3BqdoOxkulw45l2xydzZHIzFmd1bg+cIeTqjhRSphJLFpVchrFp91Fni9vimyAd1ldmcFLF9je1ZkKTVgd1LgWmWXs4kmf9B8jr6d5PW5Z/zxo4ucybROnIqp4wJcgFvHT2TgOHrusJgekNI8VlJ9ZEkASWaBgSurBJHM23trLFcGfLHyhG2nRMdLYyghCcMn0gNeLm/xXneNlyrbfDhcRZZins/uspzo8if3L/D82i6/e/iSICJ5Os/X9hl4Cb6Q3+TZsMTlhoDAPpuW+dOtszidBB9XV7mW3hLIMjlE1wM8T/AfJ9PEiT/jhZVdPttdxFQCHk1q3Nlc4PVzjzlfaNH10jStLCNXFLquJ9vsHI9vDTkQYrXiHUegJdKai23rqLIwbn3WE1zhbaPIX1v7kMdWnX947zqZlMO/fuoj/urqhzy1arzXXGEhN2IhOWQa6GRNF9dX+ULjGYYc/I8+zwdWji8vPuF04ohZZBBJAb0wTV6xOJc4pKxN+G7rPE/HYgdZSUwBnYeT2olg6QQqF2tNxgWTrO7wbFgio7ncP6yTSrrMV4Ys6V3m5/p8rX6HfxZeBaA1zmAoAW/MP+P726dZyg1Jltr8kZ/4mfffz+Wi4EcKCS2gkRhzyhQf7C23QlGdUkxP2XVLbI4rfKH0FD9SOZcV1eRPJhV+NNrgFxsPObByRLEsbLqtFb4y90hQk7wUPxmcZiXZI69YKEQ8cOZ4OK1jqCFO3qFkzNCPvfLrZos74zn+8sJHfKMlDEz/pHuNC5kmDX3IrlvijrPA1qzEG6UntL0sC6agKRd0i6fjCkXdYhKaYvvrpVlJ91GkiFpC1L8rcszIF0lFx1cpaTOK6pQ/mZwnZXr0h2lePrvNo0mN9iDDN/sXef3aY0F6sg0+aK0AMPSTOKHKzd4CbqgwyognWkZ3+dH9M+gpj9y6jSEHaFJ0ctQaByaBpODHMravcfODDSI9ZrOTwD8jeglv/OQcQT4kXZtiWwZ+pKDJId/cuoBt6fzGuVskZZddtwRTjf1JHsvTMLWA0TRBVJKY+QZ/2j1HEMpsj4qMZgnyaQtFiXjh0jP++P4lHszXyek2R7Msnqei6wE9N8lbpx8AcGO0SkG3uL68w5NBhXzCJpmzWTCHfNRfZiElJlNv1gURy4p0VhMCzWaHIgcxCwwayRHdY50lk7YxFR8/lsnoLp1ZisPDOexAQ5dDQkdlOMsQrcmYssO9YZ2l3JAr+X0+6i9TPta/4ljieztnuFhrosqR6GAAXipuc2s0T1WbCJgscG82z+a4zMvlLVaNDr9cu0c/SPF0VqFujrnRXsZUAzK6aJ4KXZ0z6RZJ2SOnWJxJ5zGkgFPpDj9pruMEKrdmSwSRzD/cepE3Gk/Zdsp4nsLBKEdac0keJ30XkwP+OcOHn09NIal4/GLjIR8fLdL089y35k7GK0nZRZNDrhwzCjatysnCkVR9rlV2SSribLs1KPIXSp/wG4u3mYbCO++FCnfaDW70Vvhu7wLf6V3g9niejp1m5ugUs2Jk+fd23xAONMnn1yo3RWNvaRM70k+w3beni7TcLA+nDTYyHQEslUNM2ef9/hoftxZZy/REvPk4rppSvJMnyb1enbxmixFcusv2tMhfWL1NTROTit9av8nr9U1eXNmmboxIqh7/9+e/wUsr23x3eIGXStvUchNGs4SwzIY6ac2lnBAo95zmcNjP8bhVgRjiZym+cecKPzrcIKW6qFJ0kiAEmAViTPjqa/cg5xMnQ3Yf1fhwZ5nIiJEtGddVOVXvkFNtHh3UmPWSxIHM73/2PH6s8o2tSzROdeg8LmNbBnEs4XcTfHq0wAvFXZKqR1L36Q7TmLpPUvM5WxFFK5eXD3i6W+VRt0p/mkRVRd/Fza1FPuvO89SqsTspMPITPJcTHYzdaYrl4oA/PTjLhXyTnGbzZvXxScGvjAD0GLLPJDD5k+3zJBSPom4xdk3BrSx2SSg+HxyusN0tMp8dI6kROwdl9oc5VDOgWB8xCU1uzxZZyfTpO0meTKscTTLc7TQY2SZ2L8FsmGBzUGZoiyfx9qBAx8vwsF0jQrRoARS1GZoS8tlwkcnx16JY4miW5dm0fGLdnvk6lfSMXMJhXh9wa7zAJDK5M5rju0fnsCOdxeyAl2vbbCRafLnxGDdQ2LGKlLUpc8UxCd0XGkWocDEnCpY+DwH+tOvncqcAIi34xYWnvNdb41L+kKzq8sl0hatpES4ZBCkyskPNGNP1M+xYRR73KqwVVL719DwLpSHtSZp+mGbZ6JJUXIZ+gseDKo6rQQa8SOGLxSd8q32BkjljJyqQ0sWbtZLp8+P9U6RWhFJsh2JWnZA9fqfxAePoePupuChSREGdYUU6W1ZJpN8Mi76RYuAl2J4WWct0adlZkqqHFeiMA4PThQ7vttaIY4lP+4u8WX1MVRP4cIWYaSAmJtdyO8cxXIlxlOCXS3do+Tm+eXRRgDtclfnKkCCSGXkJDodZqktTEopHHEn4voqkxER6jDTUGB2WeJaekNUcBlECXQ4p6hZ5zRbgV9XmX7/6IfaxweXucI7Hdh3VDDjbaPOl0mPuTOdJplxsOebsXIuk6uHHCr+8ch8/VmhnBtxuzfFSbYenyRlpzeWZVSan2Xx5+SH/0fgXaGTHNBLjE4ddWnNZW+yQUH02O2XKGUEkUuSIiW1S0Se8UXtKFEt0/QwvVneJkJgGOvuj3LEbVD6JBRvHdQD3Jw1eyT/DjTQ2Sp2TGPdTs4ITaqRUD0WKeXPxCX0vyZcLDzmXPeLWYB7L13l+ZY8b7WV+0lonjCVerW5x12/QcdIMhynMpIdj6UiuDI5EWJZwPI3+IEU64/Bec4XFwvAE3tv3UlzJ7rGW7lLXx4RIND0h2s6lRpzPNNkyyjTMEc9mAj57uznHfWuOxeQAN9K4+dkppBBGp0zK6Rl2qLPlVvi0v8j1+h7PJiVuskDesNGTAR07je1oJ72ZnydQf9r1c7lTCGKFppPj6aQi3GCTCrNQ56PWEt/tnufALXDo5rEig1OmiN3eOpxnKTdks1+mkpvihwpnym3+8+3XuG0t0vUzXMockDFcvr5+FzdQmXgm//3eC3ytdkc07EiiLbisTXgt94RL1SZPJhUMOcCQfZ6MK5xJHvFfHryKFel8OlhEkSL2nCJtP8uBW2DoJTmV7vJoWOWXG/eomxMKhkVJmxEh8WRQQVcCTqfabKTaLGUG5BM2zVGWbx2e55FVF3XwsUpBs3i/vcquWySKZa7nd2j7WSahSVpxKJkzvFAhn5sxdXUKus1Op4A9M3g0qlLQLBIJD1UXY61Ii4lSIeGiw/3tOd6/s8Gnz5b4eG+R7VkRVRYmsSiW+dbeOQw5oKpPeL3ylEJ5In43kcwjq8ZPnq5zpXZIrThmPdNhPdWh66dJKh7X01u8mN8il7Q5cjKUTQEXcQKNN3JivHq21sZUxETFkAM+Gy7SMEfUEhNq5oRSZsbQNk+KWRQ54smsKngVkc4sEE9/mZjtcYli0ubAzp/0M2QUhwiJf/zsOe526oxCgbg3lYBvdS+y6xYZOAk6dppPjhYoajNhn043mYQJTpltltN9NnIdZoHBRr5D0bQ4m2+zZxcoJWe0JmliV8GeGFxePiC/MsScn2Jogq4sKTGqEjLoZNjtF/BjMTK91Zrj20cXmAXGsSvWYBYadLwMG+k2bS9Dwxxhyj5fKDylbo752to9nk1FP+m3D8+zeuGQKB9wrtyikRwxCQw+7Yvq+ZTq8ou1hzzpVcjqIoF5Otdmrijcmlvj0r96NucwljmbPmJnUOBqcZ/DaY6GMaKRGZ8kBvetPGV1zI+Hp5k3hry58uQ4CSiR0HzCWMI7TtR92F1m1y5ghQaaHNL3U8hSzNgzSGuesLNqNr+ydo+tfpEfdM+y5YraelWOWDJ61I0R10s7dP0M7WmaH3TP8lpZTDWeTsrcHs+zd2ySOrDzwj573IJU0C1R8BIq6GpwopL7sULDHDFxDfJJm6TmHzsU507ahmxfPalZGwWJYy6DIAFvj4roSogswcVKk0lgUMwe24wRHQTnKi0yKYf5xv+3vT8Nsuw87zvB39mXu++5L7UvQKGwEwRIAtxEUpZEyXZLVqtbYY/d7ZnujrEjZiLc0xMTHf2hY2x3zIfpnhm5244Oz7Q9Eq3F2iWKJAgSIIitUChUoZbc15t59/3s58yH9yIJUgBFjzRkOaaeiIw8ee65eZ48ec973vd5/kuX6pk2z1xa55nTW1xYrjO/0hKU9H2b29eX+ZONi8K7Qg7QlBhNjqZCJhm8QOXsbIPmOE0YK3z67D1W7DbP1TY5dHK0gxSjyOD2cIZv9c/x1cYlHF8Yz44CQ9jiIZGRHV45PkVa8/hM+Q6jyODAzfN4fpdeIAxXLUXA3FcKXfxQIUokyukxS1aHcWjgRBqD6VLnlcNVxr7wSViyOmhSxI5T4q3+Er9+53GCUEFCLDP/eP0SeV1oGmyPShRMh87Y5kq1zvXeAlVtwCud09yezOLFGk6ksTksUXey3G7PsNYqYygh1w/m6bkWV6p1JE3cXHcboqskSQmmGiKTcG62gRdozM13uFg7OnEM+9LKezxW3MNQQvbcAooUk1I8vFihoI55LL3D+rhCw88wikzWh8ImbxzoHDh5elNU7f/qiZdxI5Unszt8orDG0SDDWrfCtw9O83p3BYDvbq9yp1ljGJh0JxYD3yKI5R86KNyXy4dxoPGd9ik+tbDBMDT52YV3ebO3RFZzqegjDDnk0fweQaKS1xyuDZY4m2qwP8nz3PwWa4MKfqjihBoLmR7XD+Y5lWlzezTD5VydN1rLpHUPz7G5WtznD/cvo8gxphrysbkdXj1YYb1ZxtBCNDViN11i1ynwcOaArzcuUEmNyWou7w1nabspzmaFWUzPt8hqLnnNQSFmw61wb1Dl6dI2OXVCWvP4hdm3+WfrzwnprUSiF9icybfIaw4NL83ZdINfv/M43VmLMFGopMa8N5jlqcI2K2aLqjrgj7sP83hmh+ZRjk9fvsOs2T9ZylzJHBAj8Z32KV7unCZMFPpDmz4QjTRWch2eym0xmhKE6rUcv37jCZKJSnCY4tvxKT5/+i6ncm3afpqSPmJ7LIhQ2+0iYaBwYaVON0hR00TLsaFmyKouhhxy25vBjTRakxSjsUmh6nCnV0VXhIPRfzv+EqYasmR18GINSwlYMdtCTEf1CGOF79RXsPUAQxW1F1WOiWL5pAh36AhtCVWOGY5NorHGE4/ssT0pUdQnvLx7ivPVBsXsGFMVg/HhOMdKucPV9C7XR0usuRVq1pCGlubzxZschzlaQYa1RoVNpcRGrkzXtfAClVaSwnM1UrbHzc4sM/kh5/PHwq80gZmZHouZHo1Jhv5UoSpJJJrjNL6n8vGVLcaR0L9QSFg1mkTI/F79EbxI5WZnlsVMj6Mp/yGMFd49muULKz1+7+Bh2oMUpyptSuaYjmdjGz6fLd1GkyIuZTVyyph4+nyPp2rPdxtVdC3EsnyKqQmH4xwF26Hj2hw1c3jRR9/69+WgkMQSa/UqnbzN5eKRcPoZ5rG1gHvdCqYacj7foKyO8GL1ROLrVLpFWRsxsnVK5pgzqSavNE/xqZV1HkodcnM8x9a4RNZwuZI7YJA2+cbBOZ6s7fJmY5GdwxJ+pFDJjLDUAFWO8SOFrx4IN6iOlyKIFc5kmyhSwsagzJX8AY+kdvmj9hVUKeaR7B4NP8sftx7idLolBgTFETyHYZ4b5iJ5y+Wl5lkWUj3u9Kq8MLNGUR1zMXUoQFhph0koiobjQOfeXo0FuyfWz1O3oTWnxt978tuAgER3A1HILGhjWkGGIFZwQo1HigfEcxIXs0dTyqxCw8+SVjw6YQpb8Vmea5PTXd65u0Q8Fu1fQwnpBRZOpJHXJ7Qdm8VCj9PZFi+1zgmYbB723TxrvQoFMyMKZYMMq8UOc+kBspTwdmOej83ucLtX4+FqnaabxlBCXm6c5krxkFNWk+MgS93Nsmq3GYUGXqAiSQmXi3XqvSwj12Q4shikDfRyhCrHfHvrNE8s7fLC6TVe3j3F280Folji0/NrPLe0iaX4DAODKJYJIoWmn+Ljs9soxDybXePF7bO0DRtdjfiT9sP4scKMOcTUxSyzPsywlO+x3SkSRTIvnL7HK/un8COFlO4Ls99JHlmNSes+fc+iPbaJIpmhb7CY6QEwn+kzjgy8SOXd4TxnUw22nRJVQ6hWgxA+eaO1TOwpZM+42KrPc4ubvHJ8ipFrsFzqikGxU6aaHrGQ6fFy7+wJVHnXKQgBYCUipQekdY9jKY0/9QHRp/oRIOjVs5U+xz/k/rsvlw+SBL98+Q0cX+N6c46On+Kp6i7n88csTCXfu77FcZA94Yff6M/TDyzujGbEhysQsNlTmTZ5zSFC4pTV4nK2zuP5XWzZJ6u6eKHCnNFjODFJfIWBY+IEohX1bHGDT5bXGTkGp/Jt0ppHd2Lx0vYZglihYE44ax3jJjq3GjNcSgvrtZafxo9ViupYGIHIATES/+HyGwSJjKUG1IcZysaI+XSf3FT1dxLrFNQxf2f1OzxR3OVOs0ZjmCaJZF5vLHHo5an7OebMHk6kc96s81LzLEdejq1xSay3I7G2POxlqdlDWl6aq/n9aV0kZMHoUtUHfLe7yu3RDP3Q4onSLmczDT7x8F3svMP15hwpRSzTxJo/wg9V1g8rfG3jHIeDLCPfIEJmrSc0G9aPyzRGaUwtZL+fQ5ZiitYESUoYhWKQTqk+56dAMHGdUux6RXqBhSIlTCJxc/iexn965mUupurkUg66EcKeRcF2TtySry6K7tM41NG0kOZhnsVsn7TiUdGH/OnGRXqOiSLHeIHKQq7P3UGVDbdKL7JJEnA8nSCS6fnf05L87OJdRj0bUwsZeCaSlIjf76apZYfkDBcvVLnVm0WVYi4v1alZot6iqyGqGtHoZHnncJ6PlbfY7edxIo27vSplY8TGpMw4FDWRmZRY49uGTyrtsrggVKQBNodlqqnRyQOq61pkTY/9Xv7ElrDtpjgc5zhtt7jdnSFt+PiRwiTQUeQE1xEMXz9WyJoeth4gTaHV6R/SfbhPB4WEtp/G0EJ6/RS3uzWeyAgLt5+uvMvV0j4fL2xS1obkVIdeYLPTLfDSa5cZBKYoWlkDRpFx4hpd9/NTA5cRx36WdpCiqI55fmGdm8M5lksdVlYahKHCYGLS8wRFd07v8uziFo9m96gaQx6q1JEk+Fh2A10OT1qmq8UOO26Rl1rneP1giSW7y45boqb1uTuZYUHvcGO0wEOpQ85njlGmLTNTCWj4WWHOGqsnfoNFdYzvqYwHJssLLT47d5c/W7tAL7ApqyOCRCaaKv9uj4vMWQOh7x8KsdkXltbJqB55TYiKXu8tCEIYEqYUMGv1OZ5kqOoDytoIW/HJaw4/d+pdirYAfGU1l6o+4Ep6n+fn1nj+7BraO2l0NeJn5m9gykKzca7Q58Jsg5zl8lh1j/7A5ubhLE8WdxiOLMJYwY00oTSFRMbweKy8xxtby2yPSrzTmudGc5a1YZVP1tY5PdNkRu2xorfIGS5nq030MwO8UGV3VOCdw3n8SGXe6rE1KJIxPbSMx1Kqw91RjT/YuYyqiqfm+VyDxXyP9/Zn2Tws85X3Hue/v/k8zyxtM5MfoCnx1Gk74Lu9U6QVDzMt6NuGGjLqCc2CmwdzxInEbkcQ2Npjm7OZBn6kcOyIOpMXaOQtl2pxwOPzexx5WWw9YGtQQpVjvnu8wpsHS6y1KzS8NKfTLS4VjlnOdJnLDljKdHF8jY1umYIxoWKM0OWIgjFhKdsVblCeyu3tWWbNATV7cNLWbPTTtEc2vZFF3zHJGB7V4oCC7VAyx3THwififezE+7yaD4v7cvkgywlOJCSkzs41+Ez1DuNYFJb+5e4zPFfdoB9Z5BQHW/Y5lzpiXNXJzG+xOSyTUn3CRMaJdDq+zbzVY21Ywc75aGpEXp1Q0MYAzBs9qvqQdN4lTmT6VeukQNjwswwjiyvpfSIksqrL/iTP4/N7/F/e+wzuROexx3YZhQZ/o/Ym3+6fJ6u5pEyfW70ZkkTiSmoPSwnY94s8m1vjD5pXqJojnprdYW8ipn0bo7JAxkXibzTlgAgJy/I5Pd/iifwuAE+vbPPS5hn6iyafLt7h14+eYiHV4+ncJv/D3U9RtB2K5pjVVJtxpDMMDHKaS9e3mLd7J9NNUw5YNLssml3h6RimhB1fonBnWKNmDbGmeIoDr0Ba8Xi3N0eUyLjVmBndZ8cpc7tf49GFfRatrhA2UT0upup8N72C42poUkQ+O6Htpni8uMu+m8eLVI76Gc5kNSQ5oedZdAY2mZTLO+uLnH20wTOlLX6n/TgrVpsv1G7RD23Ggc5RP8NCvs9yqcNuP88ThR0x09Jcolhme1wiq7nUMiPiROJyvs6hk6NojLFTLq6jE0Uy3lhnxRKS6q/ur6CkY+5OZriYPkKRhObDar6NG2loZkjOcnF9jTPZFnuNIhndw48Uvr5/jkpKPHSq6RGtiUDURomEJkfc61c5m2+S0xzOWsf8Xv0R/s7qd/ha+yIHoxxNJ01zKGZNzy+uc+hkOVNqsdMTmhZ1J0vNHrBkdZjoOo1Jhm47jazFdPwUq7aQB9xtFbg4c8zhKEuSSCxmu/R9i4o15vZRjbzhEPgqyzNd3m3MMp/r4/wQNef7cqYAcKszw2q2w0E/d6LLB2BrPvdGVb7bWuXlzml2vSK27PNQ5pCmm2avnafppNgeFpkx+oSJzM6kyOEox5/VL/DVxiVGkYEt+2w6FYaR+QGXZI+COianTFBIMOSQ4yBLPxKagTl1wmqqTVEfM2mmQIJ/e3CV7zZX+MrRk3xz4yzXDhb4peW3+FsLb/A3F97Clj0uWofcG1fZ94tce/s0L26f5ZTV4nz6WLgC6y4NL4P3gb8ziFX+9tlX+XL1bWpan25o81x+jbBjstaucHO8gK0GLFhdXu2fJm+57B4VKegOdTdH3zcxlZBhKDATe2PRGTn08jTDDGnFFSpCCG/MQWgK4VcnTdkY0fEFwcyQQ7xY5d5+jb12HntlwJlsk1u9GS7nhWHO1/fPUdGHPJIVtN0vLN9mtdLh0MuTMTzmUn0iZCwlIK9NeHimzrd2zlArDlDkmChUqKVHSK7CnlPAi1W2BiW6oc2eW2QS68zaAzKWh6GGZHUXXRWSeqspYZ2XMTxs1WcUGNT7Wc7nROHZVEJ2h0VWCl1K+RGSnGBlPJp+huvNORQlZuCYfH3nHMd+loaf4eFqHT9SqRgjMmmHlOZTyw2ZM3vISoQuhzxZ2cXQQjaPy5RMQdiytJCiKTQ6Zo0+K5kOVUM4bb3WX8VQQ+p+nk8X79CfWAxcg3HfxNACdicFKuaIcagjSQnutBA4CgxePDqHF6ui3lUdcHauQd3J0g1sBhOTwNEYBgatVoZKasROv8DBd+ZJax7+UKdkjPmZc+/SdNOMujbNcQrph0Aa78tBIYpkJr5GzRjwiYXNExUdL9aIEpmuZ3OlcEDFHNHy0+x6JdpBiguZY2Q5wdYCcrrLH+w/hBtp5DSXL86/x0xqwHOlDTFFlAJmjD7K1DB22y0LyKvssuVVMOQAL1ZPOA1BotANUgxCiyM3i15wsVMCNtobW+z28jyzuonXM/lW+ywp2ePrrQsMY4tmmKGoT7jeX4BcgH+Q4tde/xQZxcWJNIJYIaN6YhnkFpGlGFvx6IYp3EQUo3Kqw3GQo7raZrXQ5tsHp4gTCTfWeHnzNAeNPLoZ8MruqnDE0sX6+9bxzIlALAjwVTdICZ8FoBVmOPYyJ7Tq83lhiJpSPSaRwXuDGZaMNrPVHsulLpKUkFY8Rp7B+rDCJBQWdeesI2zZpx9Z7E0KPJQ/JIgVLufr9H2T650FXt47xVvtJYr6hGJmzGq2w9AzKObHTAIdozohpfhEyFwqHNHxRfHUiTRut6voSoQXqhyNs6zkOrzZW2JnUqQfmCyluoJ3sicEU147WsJWA7YHRQauga36XCkdcrrW4vOrdzh0smQMX3Ae0mPm8gP2J3lOWU0sJaBkjFmwuqT0gO1OEUMJ+a2Nq+SmorrvdueEgYsizIRHns5cus9qqk3fN7k5mKNqDE/s8iwlIKu5rI2rrDk14lhiMLRR9JixY0xZkQqnMi1mMkPCRKFoTHgkd4AsJdzuz2Cqoqux38sTRIqoaygxV0/tstfKkzgqx6M03Z0CUiSR1xxkIxKfsUQgJK2syzMzO1hKwEfFfbl8sDSfZ+a2eeX4FE9U9piZSqlHiczZbJPbvdoJKu36cAFTDthySyxZXeYLfY6HaewptLNijFi1BKLxfeFUoUIjZgu3RnPCwswR/hAArxyf4vFTWzSULKfNBm+PlkS7rT/DC5V7vOktsVLukNFdhr7JxeoxuhyxarfJPnqD9WGZXmSL6acU8a83nmTi6mhaRL4wJso5DBppdr0ik1DDVEIq+pAb/XmWUl1aQQZTDphE+okk2PsovWdrm3xj/xxhJAssvOKh6SHV7IjWKEUYysRIBLFCzRgQxzKHnSxnakKyzImEktNI9bAUAf0t6oIspSshXqyw6xQ5nRJ6CLfqszyW38NUBeTW1gN6gY0ix6jTr58rvU0vsllzqlhKQH2Spe1OB/JIJa0LnUJFiVlI93jjeIm85TAJNQZjkyhUUAsRxcyYrm/xxtEi50pNMprHV3cvoKshY8eglh6R1jwOB1kOW3lSKZfZ7ICyOWYc6eJJWhxO184qlhJweFTgY2c3WbS7vNleomKNWDFbFNQJ5ETnxo01MorLm13hZmUpAZsjQaJqj2xsI2C9LnAIuhqy1SvhBiqNYfqkU5Q1BUfBUgL2GkUeWhBennUvxzjU2RvmmU/3mYQ6bx0Iy/mLuSOutRZJaT6ylND00izZXXQ5wo1Utp0inyzcI284LKU6HDo5ZlIx1/aE+M1WvUQpP8KPVQwjRK+OCSMF2ZWIrARZijk732B3WODawQKl7JjFQo/9SZ4gVj7y/rsvB4WU6lN3cvihwqLZ4bXuKpezdaJExok05lN93h4tEyQy51IN+qHAjtuyz8fLm2xY4sm4YreZ1ftsuyU0OWQUmbhTUJAmRRx6eZ7MbvHGYBU30uiEKepujqulA14enCNMFFaNJnd7Nar2kJoldBqWUl3OWsf82/pV9tp5LEOMunc7FSFJZjgEicJnK3e4O5nhqdkdvr5+Hr9ros/1SYDPX73J7rjAMDDZ6VvMWz3yuoMuC4HZ7VGJlOpN7dr71LQBv3bnOZaLXUw9IGe52IrHW/1lLtWO0OUIRRYkK5lkClnW+Nkz74pWZKwwDE1UKWJ/nOfT1bsceKIyHiUS/dhizhKDoiEL8M3dfo1H5g/ohxZBpHCxcIyliK6NXEpoummK+oRXhqI91vFT3OtWKJgOYSKz385jGgGdicVCvoet+lw/mueZ+W2O3Qx93+Jcrcm7m/OsZjsMApOuZ1NKiUFKJsHZyOIkElIEt4cGqYLDuGtRmRGSd3nD4Z3jOS5WjikZkxNZc02OOZjkWJjtkNcd6m6WM9kmYazw3d4p1Cl45331KlWOKBljZClmfVjmXLbBS/tnyNou3aFNJu1gaCFzaVGgHTkGQaCQMnwOB1mGx2nscz6/v/0QuayoV73aWOXJshARThIJWwtYSXeY5HT22nm2jkt8fHWTtOrzrb3TXKgci4dDZ46qPaTjCLHfnV4BW/WZs/pcby9QzQutENPyeWFmjd/dfBjP00Q9o26hLk7Q9ZCX9s8wmRikUy4Z26NgOrQdm5zhnPz9Hxb35fJBIeb50j3+xsp19twiOc0lpzgU1TFBrJzYxN/szLKgd5jV+zw8Be20/TSnU00uZerYik+ExDcPzwCcEH8AMorLsiWenoYSktcn/P62UFg+Yx+zYrZpuGm2PDHALFpdLqXrBIlKP7BQiPmluTf49OoaxdSE08UWWdNjHOoMfJM9t8jt8SwFTXzAL8wdk6qOGawVGG/mxBJGCalZQ5Zz4ilmKcFUdzHLvNWjogv23TA26UcWpfSEi9kjvjB3m7lUnxeb5ynqos7xVH6LjCa0AMaRzjjS+drWOUw5wIm0KadBaEuezramjkUuN1uz3OrMosshDTfDabN5InjysfIWy3aHnOpQNCcnEOjtSQlL8TmbaWDJvoD9amNW7DYXisc0xymCSLhvLeZ75C0XUwnZ7gl9w2sNYeYy9nUW7B7ZgrhGTqiR0T1q9hBdjni7MU+sJyAlhKWQ5y/f5dmFTU4tCwLchUKDx3M7XKwc0/WESvFRL4uhhJzPH+NFKo+V9zhjNXAjjTePFxlPOSxNJ03TSdP3THQlpO2m2B4VafhZVDnmkn3IbHaAHyrEkYypB1hawFKqy5OVXXQtxDQDFFncXEo6ZN7uM5sdkDF80THIdGn6aX7+9A08V+Ogk2PW7PPX598mjiVMM6DlplkbVMjbDn3f4tZwFlsT/JhHK6JGc7F8PDUR1hl5OnnTIac7xLHMrlPk8bk9NC2iUhhSOt8mm3L52NwOhhYyW+pTTE343Pwd4kRi6JhMQv3kOnxY/EiDgiRJ25IkvStJ0nVJkt78kNcLkiT9jiRJNyRJel2SpIc+8NoXJEm6K0nSuiRJ/+hHOV8yZZNtOWUupg65mtnja80LbDoVLqXr5DTh2LOY6XFrMs/dSU3wBWINS/EJYiHpvecWeGe4SNb0+P2DKzT8DJNYPynomVKIF2ucs4+YNQe8sLjGwxnR/749nmXZ7vBMap1P1tYpaBMOvTz9yKKsj9CkiGFssmo1Gfs6bTeFE4gp/kE/xzcPzxBOHZ2fymxxa2uOpUKXKBWTPd2j6acFys5uMwxMkkRiHApn4qzqYcs+3rRF6cUaOcXhFxff5JTVJEZi0e6S1oTRSsdPselUqJgjXj1aZmdQYK1XwdAFIjCteCf9/XFokFeF8IcXq2RNlycqu8wYA2Ikdr0iQaKQUycUVGHJVlaHmGrA9qhEjMR7rRov7p2lqg/oBCm6rs3v7D5C3c2xZHVRFXGjuKHKvaMKhhrS8yxyltB1KNsTYWOmhvR8i7Tp0XZTHEwZnefTx1TNIRNXJ0lFaMtjnn/4DvoUa3Exd8ypfJs73SqmFHIm1aRgTNgYlcnY4rMhnK097vRrwgg40hgMbd45nOeNrWUMNWTjuExW9ziTatIei87BOeuIebvHmlPjTKbFcq7LqVqLmj3CUEL+bPs8X9s5TzUzwjZ8MrqHBCxWO9ztVem5AkZcn2TZHRa4M5UTrJYGPLu0xRnzmDWnyoXZBr98RtxKFXOEpQkex4w5YDndIasL9aggUXg0t8snSuuiUDg2aYyFzqMsx+Q1hziR+Q/OXePLC+9wKt/m+bk19sZ5nqrucjbXZCndpe4JE5r5XJ+tdvFEjerD4t9l+fBCkiStj3jt/wBcT5Lk5yVJugD834DPSJKkTLc/B+wDb0iS9HtJkrz3w070fmX0XOpI9FOlCFv1mTH67HsF+oF5IiACUNLGvNI5zfnMMYYcklGE+ejdQY3dfp4X5tdwYp2bvTkeygtZ7VaYpqyOuDuZ4bx9xILeZcOt4MUa/VAwIL9VPyOMQ1NNvtMWRqszRp+zlsCD5ZUJX21f5qnqDoYc8mpjlZGv80jtgHeO5xkGxtRvYMLPPHyDP1m7BAl8amGdYWDyUKEukJiZFuPQoOPZpDUPWYrZdkpYSkBOFZiBIFFIywF1P0/bT/Nmc5Ez+RZvHi1yvtzAi1VGgcHFUoPrR/NoSkTG9NgYV5ClmONJloIpaOERMlEietVXCwLY1A8tFq2uIB8RT7sxPrbi049sBr5J3zO516zwC2fe4WZ/jq83LuCGGufzxyeQ5D/cuUwYyyhyzHO1Ta5pi7THNku5Hs8UN/nj+mU6Uzl1RY7ZGhR5vLxPSvXI6C6TUCenOBy6eVQ1xiiNKdgOMgnHjpCem7P6XEwfoUoxL7bPcTrdYtnuCKPYUKc1SXE4yPLJ+Q2+dXCa3z+6wsg3yKQdbD3gyopY7zMPQ9/gT/cvEEUyR4MMvy49yWOFPdbHFe62quQsl9O5Fhv9MmNfEyYsjiFUnWea7HQK/PzpG+w6BUZTv5KiNaHnCt+Gh0sC0PZ0dYdZvc+/PX6UmjVAl0O+1TqDG2qMfIOzueZJAbNgTDAV0fXZHJe53arxzNw2nyytESOx1SmKdne1TpDI7I8EBqflpmlNUizbHRqjNEVjQkr1+XT+Nv/TzidojVIYmnC7Tn4MegqXgK8DJElyB1iRJKkGPAWsJ0mymSSJD/w68HN/0S+LkUkrLhV1eDLlfzh7SFkdEsQKq6k2VX1IJ0ixMynyp/sX8EKVjVFZKATJAUd+Fl0JebR6wLzRI6V4lMwx3rRgJzAOHkduhk6YEm0vvX/CZDuXOqaSGrE7LPB2b5GBZ7LXy7PnFrg7mRE248SkVJ+qPmRnUiSMZZ6s7GIpAbPZgXDJ7qzwW0ePkVY8dCNESoX87rVHcSLtRB7sVmeWrOZOSVomR25WtJi8FDuOKHhtOhVGkcnauMr2uIgkJbzbmGW10MZSAgw5ZKcn+Bm/fOZNLleE8Mzru0u8vHaGrUaJa7uL/NHmZe4OarzaWOXV1ioHbp4/3b/Atw5O8/X9cwxDk7c6S9T9PN/oXGDHKfFi8xwH/RyOr/GJpQ3K2pBnS8Jt66iXoe2lGHgmhhJSTE3IWi5JIrExKvPl2XeopAR1+rXuirBIBzQtojO2yeoeb7fnuT0QnIl5u08/snjzaFHIu0sJ+80CB5Mcc7aQm4sTQQibt3rMWEMMOcRWfG71Z8nrDp1+ipV8h6/tnGc0NoVqciyjq8KJq6IPebOxSNsR3Y3+0Ga5KDord9fmuDmYE1YBasRhK8841LHUgOfn1plMpelfOH2PyRSm/ErzFANfcFUOG3nqwywjT+eLs7foByZ/dnBhavaTo2SMSSseLSctHLATibzpsNavMAwNgkjheJIRM89I1AkkKeGl3dPCkVyKeKR2iCLHfL54E4CFdI93G3PceW+RMJIJY5ms6VE1h9SMAa8MziJJCQ/V6mQMn/lcH0v96O7DjzooJMBXJUl6S5Kk/+RDXn8H+AUASZKeApaBBWAe2PvAcfvTfX8uJEn6TyRJelOSpDcHHZHwODa4NljGlAQkM0hUrmZ2OXDygHCSAhhNTCrWiONJBk2K6YYp3u3OMQl1rmb2WHeqAgp9PMey1RJT/8ikH9ks2D0GockwEspHBXVMO0hx4OX5VHmNsjViJdUWRZxIZsYYMG/0TvKu6ENyisO5dIOlbJcbnXnu9auockzBdATufJDlWneRTy/d4+cvX+fhc3ucSrXIqQ7XuotkDZcoEfwEN9QIY1lU9iXR7tp0ylT0IcdBllmzz0qqgyIl/MzKTerjLFEisT0qspzv8pXtR3m9u8LTuS1+buEdnlraxbR9MYUtDClmxhyNM7ihyvZGjf1hntHExAtU0obPRbvOvd0a7/bmmDd7dH2Lu2tzqErEI9VDzthihmZKIbocEccSfd/iUuGIlpfCDVUyukfZHjMODF5snxMQXc1lp1+g3s7xSO0Az1PxApXmOMWjpQPuHlVZb5S53a0BwuhEkRKq6RGrMy0u5+qMQp3LuTqqHLFktDlw8iwYXUw5IIgVllJdMprLhblj7jRq+L5COuXiBeJcI9fgSu4AN9Z4qrrLcqZLyRxjGAFZ3WWl0CVTE0W8g04OSUq4MH/ET5VuMZfq883DM1iG+Cw6kcalwhEL+T4Z3TuRuzs73yBvCY/HVzunqI+zqErE9rhEOPUqWRtVyRtiBvjJ2jrh1Ct1f5gnSiTcQKXritnqva6QD8jaLte6i2Im5KY4V2gwjAWwbndYoN+zkbI+n1m4dzKQ3BtUudZd5I/fuMLIM9joltlriKKlE/7lwUvPJknyGPBF4D+TJOmTP/D6/xkoSJJ0HfgvgLeBEPgwcfkPnbgkSfI/JknyRJIkT6QLOq+0z7DpVPjGOxcBsBWPCIlNp4IsJfzJ0SVs1afppPnyuRu8dbDIlxfe4ZXDVb56eIH/fPlFHi/sMonFaL47LnKhcswoMkkrHkGisO5USSseBU1wD+p+jm6YEtV3KcGNtWkbU/AVPrG0QZTIlNUBMjH1oMBgqi5d1oZ8orDOleIBf2P+GqfSLY6GGY4naZbzXRZTPb62fZ61UZUwlnnx6CxBrNCepEhrHmnF4/fWHuaF2j22umLp0PMtgkQ+UWqyZZ+c6uBEGp+Zvctvrz9CzR5xPDXGzeoOX1y8zZdrb+MmKnEiC4fkoUGlMGQmNcCcTvP718usnD7m2domZ2tNFCXGUEM6YYpKdcDHS5tkVZeuZ6OkQz4xt8ml9CGmFGJKARnF4ZHsPp89fY+hZ/DG8RKHoxzLGVHr2GoXp8a5YuD+2sY54lgmCmSWrC5B10RRYn5u+V3ebC5SyY14ZmmbpYxQ7I5CBS9QSWlihpdWPZasLuPQwI9Vtt0yhhyy5ZQ59PKMIoNVq8njmR1UKcIyfHQ9QlViZDlmOLJwxjq7jpjRBYl8QoI6X2mQ0xxu7sxRSY+pWUMuzRwRhIJU9m/qjxPECmV7QhTLnKm28GOVw0mOGAknFBZ/9WGWx4u7BJFCMTWh75s0e2kUKWGrU+TuoMrtwQzb3QJ7gxxeqAqfyyknRFMiLhWOCSOFVjtDfZKlYDoUbIflbJfHCntEiUxznOJgnOc3Dx4jJQtH9YdWDtFNoVn58rFQqtbliNubc8iuzM8t3aA/Minmx+J/+kPUnH+kQSFJksPp9wbwO4hlwQdfHyRJ8reTJLkK/MdABdhCzAwWP3DoAnD4o5yz49p8++g0Tz+0wXGYIyO7eLGQ+b7RmEWXIy6n6/zc3Dtctvb50ikBh/3l028IZRxngUmkk1Zcvr1/iicKO5xOt9gYV1g2WphywDvtuRNlnjiRWDFbGHLAZfuAI1cQU9acGnNGj4fyAjFZ1gT5JUhUgkRh2WpR9/PcHs8iSzFZ1SVIFFZM4RpUsiYspTpcTNX54up7hLEsBpxAJa0I8FMYy0TIVHKC9Xm+3ECXxZM4jBWO3OwJBDpKZB7OTA0/CkKi7VOVNcaRwWNZ4QHxrw6e5r2RgCVPQp1arY8XqHy8sMnTpW0kKSFcdvmHK3+GQszl3JTINUrxdm+Rj89s0Q1suqHN1u1ZCrkxCjG27HN3MkMnTDOMLIJE4aJd5xMzG5TsMXnToWoOuZwV/JCCMcGf9sOfXdnisdo+pxeaxIlEYb7P+XKDUWTwVHWHlOazOyqQ0Vyq2pBHl/a4MnuIrQZkVI/RVD+hog/Jq0ICveuLAXkU6tzqzfJGb4Vvdc+x0SkzHFlT1qCPrkYUcmOeP7uGMbUN7AcWLSfN9fY8w8DklNXiU+fWOJVpk9VcbDXg2bktNDliEujIUkyYyPzMyk3Smsdap4wbqdPXNYaBIE8de1kkKRHMzGGaXNrl2dom8znR7s1qLmeKLbxAtILrfp5z6QYPpfZZTIuZTpxIVMvCur45TmFrPinFp+7myGgulZTwlWiPxfLn2MnQcWwsw0cmEX4cjpj5IoGxNOI7bSHEu5zrkNNd/OgvgVOQJCkFyEmSDKfbnwf+mx84Jg9MpnWDvwt8K0mSgSRJbwBnJUlaBQ6AXwJ++S86Z4RMe2QzkxNuvq92ThEnMs+W1qlpfVQ5pmKJDsC9yQwd36aoT1DlmK8eX+LLs9f5X3ae4qHiEXfjGS5WhOBlVRuwNylwHOTohxancy2OvCx32lXaqRReTuWU1aQZCtGVjOKSUVyuDZYoGyMeyR1gyz4xMvUgz3c7qxSN8YmYC4iC4Gi6FKlYIwa+SUkbs+sVuWQfct4+4g8aV0QbsrfEQ+U6bxwuca9V5ZOLG3yjfo7/aOU1/rR5mVmrz432HBV7zHiqzpNRXZRIqBq3xzY9x8KPFRbsHgdegauZPepOlqabxlICIYAaKvzt09/lvHGIa2i8LJ9GlhP++eEn6bniOlTSQunoqcI27UDMlnqhzZUr2zxV2J5eh2UOJoIBuZ8U0OUQTYrYGJWZBDpp3WN3XKCgm4ShzI3mLJoSc7l0xLzZ473BDBVzxNcOz5M2fDY6ZQ5GObRp7cBQQo6dLM9kN7ij1FiYFkXf150AuDZYJK873O1UUOQEVY6ZhDo7xyUadpqZ7JCzpSZ9X9QRAGZTA3K6y8EkR98zUaQESwsI4++Zp0WJTFkXg3LLS/Pa6+f5B5//Y1Kqx8aozPagxFE3Q3dyif7A5qcv3GR/kmenXyClCyxGSg/YHRf4mdl3+ed3Ps58oU/BEANYfZAVyz1XeJlcqoqaTxjLvHR8hpzh8sWZm1wbLCFJyVQ8J2EwsvBDFV2OuHNc5anFHTpuiqI5RpES/ETFVn1q1pCtQYmSIRS+KtaYz5Tv8N7hDFdmD9kZFAgjhTCWGXkGOd39yPvvR5kp1ICXJUl6B3gd+MMkSf5EkqS/L0nS358ecxG4JUnSHcQS438LkCRJCPznwJ8Ct4GvJEly6y86oR8rfGb5Hk+UdikZguDzaH6PnOJgygG/sPIOl9J14bTs27y+vsJFu05RHXM+2+DNwQq2FvBet0Za8bia3aesDjjwC6RUn2+0ztPxU+Q1h4o+Ime5fKqyRi+wqPt5RpHJlfQ+QaJgyx41Y4ATaSdLkWFk8Xp3hZVUh7VeRTz9SVhzaigIU9xhJJSUJ4HOJNZPlgAp2WMl1ablpAkT4S4dRTKPze4hk9Dupbk2WGbB7lF3cow9neYkRcNN40QadTfL144ucHsyy1Kux2pe0MRt2T9xV65ZQzaaZTq+TbOfZi47QJZi/vH2F/lv175E1R6SSTvc3JqnNUxxszVLzzH5+eUbBIlChMzNwRyDwOTR/B6TWOeNwTLvdQW5puFl6PkWLS+NG2t03NSJ61FBdwSorNbkseoBn527y43mLG+0l5mzBmQ0l+ZRjsN2Dk2NqNhjLhaOmEv1WUp3kaWYe84MipSwPRFF1o6fQpZiXjw4y0E/x/X6PGGk8LHaNgejHPVhhjgQxiydiYU/7ei0xzZuqPLe0QxRInEu2+BS4ZilTJet4xJeqHKpcMzTpW2u9ReRpYQVs03Pt7CWh/Qji3d7gh3pRwpzxQGGFmJaPsNQ6Fo8P7dOvZ2j08ziBBp77Ty/vX+VcmaME2g0JhlsxWc2O+C9wQwfz63zbGGdSajzZH4bVRYUc4B3hwuMAkOIx7gGT5e2MU2hk3A63cRv2NzrVtmtF/FjldVCm5d7ZzgYCY+RhXSPjUGZtOrxRGGHDbfC58+IVm6SSKR0nyBSKNljTPkvIdyaJMkm8MiH7P+1D2y/Cpz9iPf/EfBHf9F5PhiWHNDxUwwCk2eLG8hT9JVCLEZG2WdO65JRHP4svMjqfIttt0Ra9bAUn3Gk8/cWv83/8a2fY2lJEGaGsZAyO5c64mAiQCQZxWUYmTxfXcNWPK5mBBtyy6nwdm8RL1T5W/Ov0wlSzBr9k/zcRGW/nyOruSxmeqhSTMezeSS7jyZFTGKdjOLyyco6G5MyXqxy2myiSyGaJOTGPjNzl25osz6sMJMfcP14ngvlBk8uC1y6E2n4kcLnFu9yd1hjxhxy5GYIYwUvUuj4NnO2yGnGHEwBRQFHbpac5vDc0iZn7AaZFaEv8MeNhxh6BkEoujeTUEdVYoJQSMR9vLrFkZfjSnpPSHWl4Rt7Z7lw6ohvNc9wMXdMs5OlZo8oGBO+tX6GamnArNnnZ+dusOlUWDQ73BrNCieqQZaea1GrDRiOBOJ0JSOLJVhtQNZ02W0U0ZSIz5Vv8+t7j08LsyHXuosc9HP84ulruLGowJe0MZXUmIFvkMu6FI2JGJQClSuVOsfpEbvdArIEXqjy1ZuXKVfFFDxjCwp5QRPO34eDMrYtyFXHboa2Z9NxU2Q0j5fqZ3B8jXHHYmMifBhsNaBoTTgepVnNd3i0fEBGdbnXq/CFyk1KecHKjGIJTYv4hYXr9COL31y/iiwnrI2qJ4pf703m2HMKXM7V+Xb7LB3HPqFil8wxBd2hbzsc9TPM6n1+dvVdrvcWhNSfBEvZLqoccyV3QEEbc+TlONazvN2a51LhmLlUn1OpFt9pn2LkG2iKUBgvWhNxzqPT9D2T5EPLfSLuT0SjFDNr9gljmU6Y4v+59jT3xjP8v/Y+xhuDVWQpxk1E9VQm4XK+zozRPwFkXEgd8Z3hGb50TkxKbNmbPq0DNCnihcpdatqATadML7DZdt43CwnohzY1fcCC3eNqcZ9OmObh9IHwUtRGvDFY5Y3eCg9V6kxCjWW7w/n0MYup3gnTsh9aUys7m6uZfaFXIHvIxPSiFOPQoKiOKWvCj7EztkkSCTfSWLS7LFstPpG/R9UaEiGf+FoMfRMn1Dg6ENTaUagzCEzGU9XnN48WqRpDQb5RHTphiquZXb51fIaRb6ArEYYmZixlc0SSSAxHFo1OlgtWnYupQ+p+nmFkohDz9Owuw8gkimVudmeRpISVdJubrVnSaZcrpUOcSOc4yGLIAZ1QzL7mrD5niy0eKtZp+mnmyz2entll0eyiKxFXyoeUzDGPLO6TM1zuTmZ4YWaN41GGYSBaiKYmjFts2Rfr5yBFSvOYTQ0oGhPyukPTFaIuILxCXFejlh6iKRGVWp+s6QoTH8vBUgSXBGDoCa5CSvMF7HuYxw1V3jhcwtICJnfzPHNxY+pgJWoMHcemlh7xdGGLBaPLxqjMbGpAP7L57NxdFjI9aukRYfi9tfpiocdMdsjr2ysYcsjY17jeXaDtpmh5aS5mj/jM7F2O+xkkYK1bYcHq8lhxj8fn9rg7meFGf56Rb4hl6HKXgW9yeJznrc4Sb/WXOWU1GQc62lTifxCY1N0cR8MMv7L0GivpDu7Ut3RW71O2x4xc44eCl+7LQcGZPh0ezh+yajTR1ZDNYYn+VOb7a82L9CKbPb/EU4VtbvdnTujPBXXCRfOAh1LCjPTmeOFEv+597YD1SZVJrHPePsaJhE6gKQW0ggyKFPNqe5U5Q2gw3J3UkCXhSDyJdZatNpczddZ6FUrGhGMvw4LeOdFc+E7/NLcHM4wig3e7wqZeJiFIFI7D3PS8R9ydzHDo5Vmwe3xifpPlQpedboFrnUUafpYtr8KC2eOdzjw7kyKD0KDj2Gy3ipg5j0ko3KVSqihWylLMxcox39w/w6GTI6u63OrP8uZghVO5FgvpHinN57ie5+XjU7y2u0J/aKFqIemUYIa2ggz7boG9SYG0KkBUcSJxtbTP46VdfuHidRRizhcbfGH5NmnFI6V6KMTCl0L2hSKUfcQvVV/npwvXWTY7QsK+uUBacakaQ168cx5ZSmi7qRMhXi9WWcx2OZtt0lgr44cKDS9NN7QpamO2hyWOJxnUaf1hEJi0xza/uvxdvli8wfZxiTiUGXjmCXBIlWLOZFuczzbo+Clafpq8JlqBC5kea3s1+r5FSvcZTIRU+uX8EfLKmEdzuxz0c/QCiyBWWMl1GHhiyXBzOEdBdzgY5Xirv0ROnbCUEl2XpWKXSSy8MeftPiVzLNSnIgNZgiiWWUp3iZGm9oSi3eg4OkVrwotH504YrU6kTc2CYmbtAacLAjuoHhhsNYts9wWt3JjKE1pKwK27C6zaLS6VhbNa0xPyd7f7Mxx4eS5mj5jJDvGTj14k3JeDgi5F5BQhfjqJDVbzHSqWmKKtjyvc3p/hzf4Kd5xZvETlseIer/dWySguXqJyw1niwC9w5OVYG1TIyC6mFNIKMhTUMaesFm6sMYxM8tqEa80FgkRlY1LmO61TdBybi+YhZzNNnsluMIkM8prDcEqoWjZafHnhBmEiczWzj5toaFJIN0gJiLLq80p9lSBSUKSYIz/LNzoXaPiioyFLMYYcsGy22RyWMOSAT5XvcbFyzNaxsEAvqyMmsU5OdxkFBpNQ56cWbnO62kJVI7a6JXQ5JE5kxpFOnMjkNEcoF3dLfLNxVmg0ZvZ4ZeM07xzPsXZ7HqWnEkYKUaggKzHhXorhWp5dp0A7SKHJEc8X72JI37M+2x2Lwerd3hyylFCfZBmGJmuj6gnqcRSZHPtZQXMez7Hnl3h9fHqKIZDRlYhWkOH1xjIXlus8lDnkoJ0jjBUsxed6d4GzmSYyCYkRkwBvbS+dCJ7GSASRwscLG+yP8riR0HH8ausS/2LvE0hyjJXyOGznOGzkGXs6h4Msy1ZbqCodLrM1KNHxU5TtCTuDAnZWVPpTmk85M2YSaNzszvL00javdVcBwZFYttpcTIvZ2m/tXmUUGrxWX+KXl97kxuEcr3VXqWpDup6NE4rPlUzCS5tnyGkO8+Ue3z1eIaX7uKHKMDBOirS9wObTs/dQtYiCOaE5SPPiwVniRKbtpUT3RffwIoFY7XsmYSYmZfk8W9tEIWE+1TsZQCQzYmtSFh0U2Sc9fWhocsTWuMSN7jw53WEU/Hvm+wBiCaHJEf3IEp6LkcJMZkjVGPHw4iErdps3m0uU1RHfODjHX6+8hRtrJwKmd0c1Xm8s0XUt1r0aEZL4YCUKUSLzkLVPO0jhxDofq23zak+g0jKay4XiMTt+mZ1JEXnKh98dCzGXjOLSCdMCUWf2yCkTumGKVihEUir6kFFgcL4oFJ6jRD55agWJwu2xeHo3/TQ7bokgVoR1+VQe64XTa2wcVfiz1kXe6QiodH2QJacJc9XnSht4nspivscoME66DJNQ42CS57GZfbKmx1PlHZ4ubXNvMsOp2Rbl9JjU/BB5fkK7nUaSEryeSVz2iXIRm/0ymhQJvYVQyLXXp3Ty91GF6emae+uwzM2OMLt9/3pGiYwqRRT1MSV9xGv9VYJY4fX+CqvZDlV7yLXuIu1emrv7Nb7dPEPgaFSmlms53TnRs3z44i6uqxGPVV4+WKXhZ6hZQ6qpEa0gQ2dicadZo9PIcm1riZo9oJIfYRsBphnw1OltPrWwwVOzu3z9+Dw3evNiqeTpojMzTrGY6RHHEgVDQJLfD0MJaTgZ3jueQVMj7q3P8p32Kb7TOkV7mCIIFWzVRwI6YQpvZHCvXWHfK3C1sM9RJ8sfbl1Gk0M+dWqdij7iszN3CCOZoafT7qVR5Zi6k+NGf56vrl9g1ymStV3ePZrFMoSpbn0iUK2324KyrcpC3EWTYzKLA3rtNJfsQ64PF6joI7YHRZxI4+rqHi++eZlXDlZZc2o8kt1nHOgcj9JMQmHEa6s+ivzvmet01xeSaK92BN9g3u7hxyq6EnGzO8svLbwBwOdm71BURyznOhwGBWIkNCliSW9h5AJymoMmxdwb13gyuwWKwPvHUshvNJ6k71l0XaFdZyjippSkhLOZJm/2lwljmVvOAu905ymbY2F1rw65NZk/oWQLWHTAJBLeBodejjOZJmGi0FTT1N0cTS9NyRgLuffiNl9Zf5RCymEl2zmhY/cjmzOpJhnFZW8mz92jKtmUy2q+TZxIrNot3m+gfense2yOytyqz7JUFlPRjmMzkxqQ0xyCSOH2YIZZq8+1xiKnCy0moU6m6NFzLUaeLmzUbUHmGfZsnp9Z483OEueyDe6MZ3hlexXTDPhafIGH84dsZYp0PVH70M2Aw1YepSo4EqtGg32/RMZwcWONfbfAvNUTmIBh/kTZOK156EbA6bIo/ip6jDfFMRyNszxXXD8BAy2We3Rti249y3VrAUWO6TsmujwjeB22g++phL5CRR+h5WP2x3m6ksW9dgVKsN0v4ocKF0oNWiMxQ9jr5YkTiVvHM8zmB8SJTKOXZqYw5FyhyXe3VpHlmKBvkFt2SFfH3N6YI1seU8mOsDWh7rRaEB4TkhqzlO+xOy7wseIWuYyD42s0/CxLVoeM4tIK0qQNgSr99IV3kKWE6x2hiRCFMtsDkaczNLl8Zps7cZWLuWNePVpmODY5P79GWRsRJAp/OL5MznJJz4kZwHe3V/mZc++ykOlxqzXDFxdvk37c47TdoulneMdZIEoknpnZYXdSEAVmLUb9IRqN9+VMQZZES++h3CFfqNzkYqrOWbvB/jBPGMsMYxM30YTAiBSS0QTaUZNEb/eeO8u98Qzj0OBGZ46rmT3cROgotIIMi7qALV8pHHAm3yKKZeZSorAZxTK/efNRLmXqFHSHji/Wve82ZmkFGXqRfaLveL27wB1nlrf6y9wezfBHe5fZGRVJKx6HkxyPFfdYsjqUjDEpxefp4jamHDCXH+AEKv9B5XXutIUSz/sw63vjGvN2nziS6Y/Mk3bYm91l7oxrbDlllowOtw9msE0fL1TZbJfoji0m77MsDRdVipgxBnxu/g436sIWfdbq40cKSSKxWujwucW7fHn1Bp+5eIecOuGFioDIfvP2OQDCUKE1SWHLPs/PrRNECmnD49Ora6ia8FOwFY8XexfZmAi1KkWKT6DQmhTx8eoWi1aXjOZhKgHLxS66HOKFKsu1NjVD8FsWMj1MSRQDa9Zw6rwMdnlCEMvM2gOWcuLh0KnneK66AYCixRy4eb69fYqDfo6HS3WiWGbgm5hqiK0HrPfKqErMbqfAeGIw6tqsljospbust8sUsxMeKtYFh8QUNQ416xNGCk/M7iFpMYNWiouFI7xI+ImEicyhlyeddTgcZDmfOeZab5HFbJeFfI/bAyHW248scqrDryy9RtUeUtZGOJHGKNDpuhaGFTD2dFxfY26my8Eox1x2wKGTRZZgtdIRxsJTz892P4WlCg/OIFEIW2IZdzzJoCliNvpYVtjprQ0qDAKTmj2i49tUjJGA9Qcm0kc3H+7PQSGruYwig4zi8vZoiTiRsRWPgWvwM/Pv8q83nqSojFBIuOUs8ExuA4UEWxaor/VxhZohevNjX+ONwTJ7bpEdp0zTz/C77Ucp6hO+vn+OWbNP0ZoQI26mOJEoFUdc6y2iyRFd3+KJ/C6fXbwLQEZ2aPhZNqZmItuj0skT/HyxQRArogWZbmLLPn+w9xDjUGfO6AmodiIz9Ax+auEOt915Kqkxb7WXsGWfG/15Pp5bZ3dc4JHFfZ5Y3OO54jqncy1iJDb7Za6k9zkOsqSnqkNuqPLJxQ0kCc5kmiyagnab1jyW9DYFbYzviwnhG0dL+KGCqQfsDXJCsFZxqehD+qHNMDL53RuPIElwYbaBpkY8Uj5k1ynixRqSlPC52h02BmUu1Bp0him2nAp93+S7B8tcGyzhxhpurKEQc2dcI6c62IovSEVKwLzd58b+PI1RmoIxoTDVgbySOeDl3lm+cXCWppNms1dCVyMqmTEXCg0GgUnFFN2axeUWTT/NarWNYQbcqM8RBQpxLPFet0YQKnQcm92jIo1emodLdfKWI4xs5o4hlMhqoqV4qXpEFMukFI93WnPM5QfiM5Af0emmuJA6AglkMxKmLekuK+kORWPM5qiE52moSsw39s+x1q4QJzLHwwxhLDOJRZXfjTUO/AJPF7bphCnO20fMpgboSsRKqcNsdoCixHRGNrOpAUPfYM4aoCoR40AM9K81V3i5eRrTDLDUgONhmuMgx8cfv0tWc3m2somphrzeWiYjixnb+9Lwfd9ElgTScWNQ/gvvv/tyUAAYhBYNP0NFHxFNZckVKWFW6/JYbZ8trzpdKrSnVN+QSaxT1MdUDQFFHvgWT9T2UKSEgjah4aUJEpmtQYn9SZ4LpQaD0OKRwgHn00KUYyY14IW5NeasATc7s/ixSje0WTQ7BInCrl/mwMmTVjw2+yU6rs2pVIunctvUjAGfqd7FizVmjD6jyECRY65m9/GS9+XbFZ6q7pz4PIwDnbI1oqwN+YXaNea1LlcL+1zO1nkit0M/tPl4bgMn1PhkbZ0/a12kqI55dm6LWWtAf2SxP8mTJPDq0SrdIEWcSOyNCkxig0WtQzE3JkkkoilTcDJ9MonWqXFCN48TCWKJJJS4fTDDsG8JU5XQIKs6/N2llzHlgDCRWUp1+NjiNm+35nkkd8B/fO51irrgkPzG2mP8zvojJyIxtuwzYw7QJLFc+MLZ9xgMLNquqF0MQ1NgNnpllnNd5lJ9Pjt3l8ZGib3jAjeas9SHGV7aPMOs1cdQQ4aByVJaPJXnC32SSEab/m2yLEBgJBCFCvvjPFtHZbKZCZutEo9e2OZUqsVsasCi1UVVIupujpFjcDF3xMdXN1nJdfiFy9d5o7fM6fkmkgSNThZFSnjx7jnCWKHvidmdLCWMxibVzIjjSRrb8CkaE4aRSUZx0aSItCLg7wt6l3+x/nEuZI4pmWMWU10Gnonvq3iuhq36HB4WiZHwApWDrTJhLLOS7ZDRPD63eJeaNeA/OvM6g9DkdruKNmXbLqR7PF9dY98vsjcpcDjKUj8qsN8ssDUQWpYgnLD/UjDnn0TIUoIXq6hyxHuDGdHbzhzwsyvvApDR3JMbbBIbbLtCVx/AiUTb8L3hLAt2j4ouBoiyOuRTxXtcHy7x5fnrrE+ENXhRG/P72w/xMytT01lJXLiSPuKhYp2XD0QVOqc6vHh4lr+5fI0ncjtcHy6QMQSKbxCa9AJ76uAUktcmtIIMW+MSF4vHxEikFfeEtp1WPHKqkGz7laXX2PeL1P08xamoSVrx0KToRDtwEhu8ULnH690VBp7JH9cvcz5/fCK+6YUq+ZRDWvN5o7NMTnd4trKJm6i82L9AbyAERFQlYuQa6GrI2VLzxAW66aYZBwbr9Qr58oiM6dFzTFYKXf7g5hXyxRGfLt7hv994gaVsFy9U+Wv567w6PkvbS5204MJYYVbv4/RMnrm4gSrHAnwkJ1T14QkOZH1c4YsX3uPQEf4bB5M8Wc0lY3gspQTp6aXjM5AL0IyQ1bzQSvCzKk03zdXC/gnsuTFKM3YMcoUxs9kBzXEaL4TIVyiUhpwttjgc5SgXhvihQhgoPF3Yph9aU4asRVYXqNWHZursT/JTDw0BsR76JgVjQljtcNzPcKdb5UuXbvHV9QtIcsJfO3OTXmCzqZU4n2vQ8y3Ophv8/s5D3GlX+czCvRNNjH5ocW9cRZET3uwsUbWGnLeP2RkVkfMJPcdkrVehXB1wuyfYokpODDBnUw3e6c9PYd8yR16O3717BU2LuNmaJTPjklI9th0xc93sl0jpPqn5Fn6ksJrt8Eh2j7f6yzihhib/eybHFiUynyvc5NDJsZTqklJ8FCmmqg0IEpULVp0FvU1OmVBRB1zrCM5VnEjUnazoh5tDLqYOKWtDYUCiCKx33ckSJzKqHNFw07zRXkaRY7YnJWZSA54s7fBub45ZrYcuh6wUusIURRuwkOnxJ0eXsWWPc6kGf3PuLX5xXqjnWIoAwrzaWhUmsf1ZNrslrh0t4MYa/dBGlmIUKabpZ4TuYaIwjIV0fGb6JGmGAisxigzm9C6njAbrTpWM4vJUYRs3VOlOLLaHJV49WkbTIva6opiX0jwxZfRs6m6Of7PzGF+7ewHL8vnEzAZXK4c8VBPkp6Nxlq4r2HJhopAzHM7ONRhPhHPReGSy2S6BnPCLq9ewZQ9diYinJim92Kam9cnrE/YmBd7sLfFWa4Fbo1n+xmNvUTZGtLw06+MKXqKyNSnTDYRs/MX0EXltQmMitBicUNjBX8wd4ccqa/0KhzslSOCx+X36vsW79TlaTooZa8ib7SXans36oEySSBQyE2Q5pjkWCMes6fG5S+9xsdTgTKpJ1hAgJsfTuTB3TCcUrdez1jFXM7s8Wdrh4dQ+V7IH7E/NfzVZqCCXzDEz5oCM7pG2PPxQtFDjRCKJJbbGJdb6gt78XneGlOpz2jhmIdfn8ZpQ8eoGNv3QZm1YJU5kwkgwHQe+xbpTxVZ99o8KGKoYtJdzHfxIQVVicpkJlzJ13uguM2MNKagTXqsvcXdY43StRTEzJool/uC9hzmY5E/uIUsLOGjncAINP1Tp+RZ3RrPMmz38SCGI/z0DL0WJjDKVpuoHFl3fOinERcgEicquX2YSGzTDLA8XDgljGVvxub0/w2/sPs6RmyUjT7EOkU6USFwbLDOYTvn8WOVcusFcqk8pNcGNVJ4rrvNHu5f4eGmTf733FIYc8lBWtD8BvlC5xedrt8XabCJUmt4YrJJWBGmm4WUYeQb9wMRWfS6UGmJK6WXFzGZKnLqYEvqROUWIq2pSxK5XxJADtt0yZXXIJNb5Sv0Jvjm4QGX6lNXkkE/MbGDpAV6k8uzsFp9c3CBl+uhyiKmEdBybgjFhGBrMpQcgwWcX71LWRowjnaNxltHYJK17tCY2h5Mcs5aQJs8bDpm0w/X9eRQ1wvcVVD08EbqJE4kn8ztYakAwXQ4tWd2ToqytBWhSTE4V/IhhaNB00mxNSshTqm6cCKt4RRJK0KfTLT5fu82xK7wOVSliNdtGy/rM1XpUzSHrmzP4rkrZGnO7V0OVYw5HOca+8Ej42YV3Wc51MdQQTYmYSQ14KrMFwPakRDC9CXIp50RY5cjL0g9tgkQ5Yb5WtQEXiscnkn5HrtB7zKrC31FTIlbzHVp+mieWd/m58ze416ryWFlIhhhKSEr1aIVZHs/vMgzF0qyqD7nZn+N89pjn8muoSswTtT1KxpiKPuTh3CGfOr/Gk7VdHqkdYiohGd0jCIXB8J3RDGnN46It+D4pw+dT5Xv89blrSIiO2fJsm1+Z/S5bgxLnUsc8W9lktdKh0RKsTVsVy8BeYJ+QrT4q7svlQ5RIfHt4jrOWqGLv+wVea6/wszM3CBD94X23wCdydwkSlSfSW7TCLEGi8PyZNdpeiqI+Yd8X/opvtJZ5LVlhJjUQHxxJ9HxzqsMk1tlNCkLQYjLDUq7HoSfaVl+5/jiLcx3+05VvESQK10bLnLUa7HolxqHOS52zVM0RdS+HKse816xRSk04GmfJGi66HFExR+yN82hyxILRxZZ93FibyrenmdX7AoBidImnVuWT2OCsdYxCTEkbnzAv32ckzqSG3NiZR5ISHivucbbQnIKAArpji7I15niSpj+2SKddBqHF2qjKONBPuixBrBBGCuvtMnOLfd7pzqMrEZXUGFmCx6p7bA7LrG/M8OvrjzOf6/NMdYsDL8/P195mGJkU1ZEwlJFirmb2+FT+Ds9a27zlzXPOrHNjssS6VKGij7CUYIrxEN2MfmjRHKZoZDPcHsxwp15lUDS5Wtono7o8tiSctd7pzFOZ67GS67DRFTd4FMn8vQuv8H+/8SkqhSH7XoHtXvHEeu3zpVvcdub4bPE9Dv0Cv9N5BFWJ8ALxcW94GcahTte3uZrd56XmWX6qJhQCr2b2+a39q9haQMGYsGK1hYGva9PspSmYDqupNitmiyBRSBLYHgljYksNeGn/DJ9dvEtBnXAlc8DapEpZF9L0piycwpZzHc7YDbxYY2NSQZ+S5Tq+zfn0sQCOpRFSdm6Knm9xPMrwfOEuR36Wij3mte4qC3aPL83d4r3RLKdTTfaCIkEs81p3hYo54hOVdQa+MOydMQd4scqtzuyUHfrR7Yf7clDQpJgwVqaGLBpvtpf45fnXeWu0wscy6+zGJT6Tf4/b7hzzehdTSkgrLt/qniOvOZiqcA72EpU3OssUzTG36rNYasCpTAtNCilrU9CM6vBMeQtNimj6GebsvlDXNR3UeeFT8L5KU1UfcmO0QF6bcCV7wPX+wknnoWqMeDeY43L+iIo+PCFGAeT1FHl1wigyvgegQj7RU9h2S8wbPTphinaQYn+SJ60JW/a1UZU4kZCl5GQ2sDMsoOpCb2HPKXA5U+fQy+FEGhnLE36RaoiZG3Iu1+Bur4YbqkTT1t4X5t7ju51Vgmkn4lpzgWpqhCpFjGOdiafx7d3TZG2XdGVMGCqiFRfpNLw0w/Asz+Q2WHdnyKkT+qFN3c+xT4ELRp1mmGVe6/Jc+h5erDKODEaRQUdKnfTHj1xhcRbECnu9PJX8CDdUcSLtZIDbH+eRpYRHK/tCon5skkm5FG2HlztnCD2Vn567xcvt0xhaSNEYs9Evk69OOG2KB8qdcQ1LExX7/tiilhuiSjF/rfwOrw9PCxcr3UWWYrxYo+7nGLkG/YnFkZThalaA3A76Oa7MHxInEsdehsv2Af9y7xlmckMOhrkTpmMYy1zvLpDTnRPX8putWWYzAwwp5OXOaZxQY31SZRiYvLGzzEqtjSZHnMk0hUTbtF/oRhoVa8Tbu4vYtkc9yPNGU3SQ8pZw80rrHvN2j9/auMqV2iESAg8yYwx4sXGOh4pHvNetcbs/I3hCxTrrg8oPnSncl8uHIFEEW4+YSazz0zM36Uc2N9pz/Pbx49iyz1vjFS6ah4wikyiRuDuZYXtQ5NDJMvBNls0OtiwUbcJE4adO36ZkjjlvH9MJ0+QU54R9CcIU5O6gSlEbs5QSAqYzqQGGHLLvC4z5nlsgOy0Q9kNLTLm1CRnVRZUjHp49JJgSTd73lth1CtT0AbYi4MDv73//mH+18QSvNVf4Zvsc7w7mSCsep9MtsqrHo7ld4kQirXkCYxCrvH24gONrLFe6OKFG00nzm5tXWTS7vHMsZg9LdpfDTg43VHnzeJHHS7t0hzZXyoc8kt3DlsVyo5odMRwJ2a/1ZpmdfoEgUjC0EMvwCSKZlOEjSQlzqT63ejN0PZvbnRqNICueoGGK39l95MRe7juTs2hSxDg22PbLBInCO+05wljQxNOKx4GTp6hPyNouB+MclytHlKwJfqic8Cm6ns2V/AGX83U0SfAdLsw28EOV/ZYYLJbm2ihSTNkc8Vxtk7cOFwkihYOgwCgyeal3no6XojVMsdfNCzUmOeI7+yv8UfsKFX3IK4erjALjpBvUDywW8z0eqtU5X25wYzhPVnXJWGLmVx9neW13hVuTeSHlpoScLzY4nzvmfO4YSUqYtfss2D1ymkNa81CViCW7C8CdnVlOZdocTPKEiYwkJdSsIWcywpkqSJSTmeS83aPr2Ty8cMCvnHmd37j7GGEkLPYMRcwu2o598nDxY4Vnqls0nAz7ToGSOcZSfHQlYiHVY+1AKI3FiYQffnT3QUp+mKzrTygkSRoCd3/SeXxElIGPUrW+H+J+zu9+zg3+/yu/5SRJKh/2wn25fADuJknyxE86iQ8LSZLevF9zg/s7v/s5N3iQ3/txXy4fHsSDeBA/uXgwKDyIB/Egvi/u10Hhf/xJJ/BD4n7ODe7v/O7n3OBBfsB9Wmh8EA/iQfzk4n6dKTyIB/EgfkLxYFB4EA/iQXx/JEnyV/YF5IHfBO4gfB6eAYrAnwFr0++FDxz/XwLrCEzCT31g/+PAu9PX/q98b5ljAL8x3f8asPKB9/zq9BxrwK/+O+T3T6c/30C4X+V/Evl9WG4feO1/h7DbK99P1266/7+Y5nAL+Cf3U37AVeC7wHXgTeCpH3d+wPnp+d//GgD/gPvovvhz1/KveFD4l8DfnW7r03/UPwH+0XTfPwL+8XT7EsKY1gBWgQ1Amb72+vSfKgF/DHxxuv9/A/zadPuXgN+YbheBzen3wnS78CPm93lAne77xz+p/D4st+n2IsJMZ4fpoHAfXbsXgK8BxnR/9T7L76sf+P1fAr75k8pveqwCHCEMmO+b++L/Z4MCkEX4R0o/sP8uMDvdnkUAk0CMhv/lB4770+kfPAvc+cD+vwX8sw8eM91WEegu6YPHTF/7Z8Df+lHy+4Fjfh74Vz/u/H5Yboin3yPANt8bFO6Lawd8Bfjsh+R8v+T3p8AvfuBc//onkd8HXvs88Mr9dF982NdfZU3hFNAE/mdJkt6WJOmfT70na0mS1AGm36vT4z/Kpn5+uv2D+7/vPYmwpOsDpR/yu36U/D4YfwcxAv+48/vQ3CRJ+lngIEmSd34gz/vl2p0DPiFJ0muSJL0kSdKT91l+/wD4p5Ik7QH/HeKG+0nk9378EvD/nm7fL/fFn4u/ykFBBR4D/h9JkjwKjBHToo+Kj7Kp/2H29f/fvOdHyk+SpP8KCIF/9RPI78Ny+6+B/wr4P33Ie++Xa6cipqUfA/73wFckSZLuo/z+18A/TJJkEfiHwL/4S5zrL5MfkiTpwM8C/+ZDjv++Q3/cuf1g/FUOCvvAfpIkr01//k3EP+pYkqRZgOn3xgeO/zCb+v3p9g/u/773SJKkAjmg80N+14+SH5Ik/Srw14D/MJnOs37M+X1UbqvAO5IkbU/fc02SpJkfc24/LL994LcTEa8DMYK0c7/k96vAb0/3/RvgqR88148pPxDGy9eSJDme/ny/3Bd/Pv6i9cW/yxfwbeD8dPu/RlT2/ynfX1D5J9Pty3x/QWWT7xVU3kA8fd4vqHxpuv8/4/sLKl+ZbhcRa8rC9GsLKP6I+X0BeA+o/MCxP9b8Piy3H3h9m+/VFO6Xa/f3gf9muu8cYqoq3Uf53Qaen+77DPDWT/D6/Trwtz/w831zX/y5XP+KB4WriNbPDeDfThMpAV9HtES+/sGkENPjDUTR5Ysf2P8EcHP62v/A91ovJmLEX0dUYk994D1/Z7p//YMX/0fIbx3xYb4+/fq1n0R+H5bbRw0K99G104H/ZXq+a8Cn77P8ngPeQtxkrwGP/4T+tzbQBnIf2Hff3Bc/+PUA5vwgHsSD+L54gGh8EA/iQXxfPBgUHsSDeBDfFw8GhQfxIB7E98WDQeFBPIgH8X3xYFB4EA/iQXxfPBgUHsSDeBDfFw8GhQfxIB7E98X/B38+UioPZG5HAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"with r.open(out_path, 'r') as src:\n",
|
|
" rplt.show(src)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# writing the mask explicitly works:\n",
|
|
"# dst.write(index.data, 1)\n",
|
|
"# dst.write_mask(~index.mask)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|