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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "dd879cce-07e4-4a2e-b7c7-c0b724becd21",
+ "metadata": {},
+ "source": [
+ "# Notebook Y: characterizing exoplanet heat transport with TIKE"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "75b03dba-3100-4659-a13f-4e3e0567ae48",
+ "metadata": {},
+ "source": [
+ "# README\n",
+ "\n",
+ "notebook is in a pretty solid place. all the code I want is there. I'd like to clean up the narrative significantly.\n",
+ "\n",
+ "\n",
+ "todo\n",
+ "- clean up the narrative"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ce81ac04-76fa-4146-8696-a4d0a9248107",
+ "metadata": {},
+ "source": [
+ "## Learning objectives\n",
+ "\n",
+ "- apply inference techniques in the cloud\n",
+ "- understand how / when to use multiprocessing techniques"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3ecbe297-a8b3-40ee-bb2a-1bbefc9a5a0b",
+ "metadata": {},
+ "source": [
+ "## Introduction\n",
+ "One of the great surprises of exoplanet atmospheres was the discovery of “hot Jupiters”: planets of Jupiter radius with orbital periods as short as less than one Earth day. These planets orbit so close to their host stars that they are “spin-synchronized”: one side is eternal day, and the other eternal night. \n",
+ "\n",
+ "This physical system leads to a particularly interesting regime of *atmospheric dynamics* that we cannot access in our own Solar System. Thus, understanding heat redistribution in hot Jupiters — i.e., understanding how heat is transported from dayside to nightside — is highly interesting.\n",
+ "\n",
+ "TESS, it turns out, is sensitive to the heat redistribution of the hottest of the transiting hot Jupiters — the so-called “ultra-hot Jupiters.” These planets are hot enough to emit appreciable amounts of light in the TESS band pass. These planets’ light curves over their full orbits — their *phase curves* — encode their logitudinal temperature distributions through their longitudinal *brightness* distributions.\n",
+ "\n",
+ "This notebook will demonstrate how to fit the optical phase curve of an ultra-hot Jupiter. By going through this process, we’ll see how to best optimize inference on TIKE. \n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "859299d5-eb75-4190-961d-f9af5e8b4463",
+ "metadata": {},
+ "source": [
+ "# 1. Import packages, set constants\n",
+ "\n",
+ "Let's import some necessary packages first.\n",
+ "\n",
+ "- `astropy` contains a number of utility functions for working with astronomical data.\n",
+ "- `astroquery` lets us easily query the astronomical databases that contain the TESS lightcurves.\n",
+ "- `numpy` is used for array manipulation.\n",
+ "- `matplotlib.pyplot` is used to display images and plot datasets.\n",
+ "- `tqdm` is a lightweight progress bar that we can use to track how long our calculations will take.\n",
+ "- `pandas` let us interact easily with CSV files that we'll be downliading.\n",
+ "- `os` and `concurrent` let us make informed choiced when multithreading."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "fdfe466c-21f8-447e-b869-87a1b97da05a",
+ "metadata": {},
+ "source": [
+ "We'll want to `pip install` a specific vertsion of astroquery into our environment so that we can use some cloud techniques of interest.\n",
+ "\n",
+ "**Note**: this installation will not persist after restarting TIKE. See the [installation instructions](~/references/tike_content-ref/markdown/software-installed.md) to do a persistent installation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "07671476-9955-48dc-b685-864100955f8f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Collecting astroquery==0.4.8.dev9474\n",
+ " Using cached astroquery-0.4.8.dev9474-py3-none-any.whl.metadata (7.3 kB)\n",
+ "Requirement already satisfied: numpy>=1.20 in /opt/conda/envs/tess/lib/python3.11/site-packages (from astroquery==0.4.8.dev9474) (1.26.4)\n",
+ "Requirement already satisfied: astropy>=5.0 in /opt/conda/envs/tess/lib/python3.11/site-packages (from astroquery==0.4.8.dev9474) (6.0.0)\n",
+ "Requirement already satisfied: requests>=2.19 in /opt/conda/envs/tess/lib/python3.11/site-packages (from astroquery==0.4.8.dev9474) (2.32.3)\n",
+ "Requirement already satisfied: beautifulsoup4>=4.8 in /opt/conda/envs/tess/lib/python3.11/site-packages (from astroquery==0.4.8.dev9474) (4.12.3)\n",
+ "Requirement already satisfied: html5lib>=0.999 in /opt/conda/envs/tess/lib/python3.11/site-packages (from astroquery==0.4.8.dev9474) (1.1)\n",
+ "Requirement already satisfied: keyring>=15.0 in /opt/conda/envs/tess/lib/python3.11/site-packages (from astroquery==0.4.8.dev9474) (24.3.1)\n",
+ "Requirement already satisfied: pyvo>=1.5 in /opt/conda/envs/tess/lib/python3.11/site-packages (from astroquery==0.4.8.dev9474) (1.5.2)\n",
+ "Requirement already satisfied: pyerfa>=2.0 in /opt/conda/envs/tess/lib/python3.11/site-packages (from astropy>=5.0->astroquery==0.4.8.dev9474) (2.0.1.4)\n",
+ "Requirement already satisfied: astropy-iers-data>=0.2023.10.30.0.29.53 in /opt/conda/envs/tess/lib/python3.11/site-packages (from astropy>=5.0->astroquery==0.4.8.dev9474) (0.2024.6.10.0.30.47)\n",
+ "Requirement already satisfied: PyYAML>=3.13 in /opt/conda/envs/tess/lib/python3.11/site-packages (from astropy>=5.0->astroquery==0.4.8.dev9474) (6.0.1)\n",
+ "Requirement already satisfied: packaging>=19.0 in /opt/conda/envs/tess/lib/python3.11/site-packages (from astropy>=5.0->astroquery==0.4.8.dev9474) (24.1)\n",
+ "Requirement already satisfied: soupsieve>1.2 in /opt/conda/envs/tess/lib/python3.11/site-packages (from beautifulsoup4>=4.8->astroquery==0.4.8.dev9474) (2.5)\n",
+ "Requirement already satisfied: six>=1.9 in /opt/conda/envs/tess/lib/python3.11/site-packages (from html5lib>=0.999->astroquery==0.4.8.dev9474) (1.16.0)\n",
+ "Requirement already satisfied: webencodings in /opt/conda/envs/tess/lib/python3.11/site-packages (from html5lib>=0.999->astroquery==0.4.8.dev9474) (0.5.1)\n",
+ "Requirement already satisfied: jaraco.classes in /opt/conda/envs/tess/lib/python3.11/site-packages (from keyring>=15.0->astroquery==0.4.8.dev9474) (3.4.0)\n",
+ "Requirement already satisfied: importlib-metadata>=4.11.4 in /opt/conda/envs/tess/lib/python3.11/site-packages (from keyring>=15.0->astroquery==0.4.8.dev9474) (7.1.0)\n",
+ "Requirement already satisfied: SecretStorage>=3.2 in /opt/conda/envs/tess/lib/python3.11/site-packages (from keyring>=15.0->astroquery==0.4.8.dev9474) (3.3.3)\n",
+ "Requirement already satisfied: jeepney>=0.4.2 in /opt/conda/envs/tess/lib/python3.11/site-packages (from keyring>=15.0->astroquery==0.4.8.dev9474) (0.8.0)\n",
+ "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/envs/tess/lib/python3.11/site-packages (from requests>=2.19->astroquery==0.4.8.dev9474) (3.3.2)\n",
+ "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/envs/tess/lib/python3.11/site-packages (from requests>=2.19->astroquery==0.4.8.dev9474) (3.7)\n",
+ "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/envs/tess/lib/python3.11/site-packages (from requests>=2.19->astroquery==0.4.8.dev9474) (2.2.1)\n",
+ "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/envs/tess/lib/python3.11/site-packages (from requests>=2.19->astroquery==0.4.8.dev9474) (2024.6.2)\n",
+ "Requirement already satisfied: zipp>=0.5 in /opt/conda/envs/tess/lib/python3.11/site-packages (from importlib-metadata>=4.11.4->keyring>=15.0->astroquery==0.4.8.dev9474) (3.19.2)\n",
+ "Requirement already satisfied: cryptography>=2.0 in /opt/conda/envs/tess/lib/python3.11/site-packages (from SecretStorage>=3.2->keyring>=15.0->astroquery==0.4.8.dev9474) (44.0.0)\n",
+ "Requirement already satisfied: more-itertools in /opt/conda/envs/tess/lib/python3.11/site-packages (from jaraco.classes->keyring>=15.0->astroquery==0.4.8.dev9474) (10.3.0)\n",
+ "Requirement already satisfied: cffi>=1.12 in /opt/conda/envs/tess/lib/python3.11/site-packages (from cryptography>=2.0->SecretStorage>=3.2->keyring>=15.0->astroquery==0.4.8.dev9474) (1.16.0)\n",
+ "Requirement already satisfied: pycparser in /opt/conda/envs/tess/lib/python3.11/site-packages (from cffi>=1.12->cryptography>=2.0->SecretStorage>=3.2->keyring>=15.0->astroquery==0.4.8.dev9474) (2.22)\n",
+ "Using cached astroquery-0.4.8.dev9474-py3-none-any.whl (5.4 MB)\n",
+ "Installing collected packages: astroquery\n",
+ " Attempting uninstall: astroquery\n",
+ " Found existing installation: astroquery 0.4.8.dev9635\n",
+ " Uninstalling astroquery-0.4.8.dev9635:\n",
+ " Successfully uninstalled astroquery-0.4.8.dev9635\n",
+ "Successfully installed astroquery-0.4.8.dev9474\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install astroquery==0.4.8.dev9474"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c935d857-28f8-4027-8bd2-b20fad7ea3c8",
+ "metadata": {},
+ "source": [
+ "Let's check whether it installs correctly:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "bf2ba5d4-ce24-4bb4-9d84-cd327baf7580",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'0.4.8.dev9635'"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import astroquery\n",
+ "astroquery.__version__"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9c781c45-e463-4046-9f77-476210882c31",
+ "metadata": {},
+ "source": [
+ "Great! Let's go ahead and import our other packages."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "e96a300e-cca8-4ba8-89e8-af7f4cc6730c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "from multiprocessing import Pool\n",
+ "from concurrent.futures import ThreadPoolExecutor, as_completed\n",
+ "\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import emcee\n",
+ "import corner\n",
+ "import matplotlib.pyplot as plt\n",
+ "import astropy.units as u\n",
+ "import astropy.constants as const\n",
+ "from astropy.io import fits\n",
+ "from astropy.timeseries import BoxLeastSquares\n",
+ "from astroquery.mast import Observations\n",
+ "from astroquery.mast import Catalogs\n",
+ "from astroquery.exceptions import InvalidQueryError\n",
+ "from numba import njit\n",
+ "from scipy.optimize import minimize\n",
+ "from tqdm import tqdm"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "dc663b98-eb3c-4603-a759-6c2ba87f60dd",
+ "metadata": {},
+ "source": [
+ "We'll also make sure that we retrieve cloud files from AWS, making our data access stage much faster."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "e7d30275-6f3f-487a-b6fe-d9384c7dbdd4",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "INFO: Using the S3 STScI public dataset [astroquery.mast.cloud]\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Important: ensure files are retrieved from AWS \n",
+ "Observations.enable_cloud_dataset(provider='AWS')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "209b92ff-19fb-415a-8727-632497571896",
+ "metadata": {},
+ "source": [
+ "# 2. Acquire lightcurves\n",
+ "For our purposes, we want to study a hot planet with a favorable signal (i.e., a lightcurve that isn't too noisy). A great example is KELT-9b, the hottest known gas giant, which has been studied extensively through its TESS lightcurve. Let’s access a large number of lightcurves from this planet.\n",
+ "\n",
+ "The following code will quite similar to the way we accessed TESS lightcurves in the planet-finding notebook [link here]."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "a27aa2af-27f8-48d7-a42d-ba2d644e0998",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
Table masked=True length=12\n",
+ "
\n",
+ "| intentType | obs_collection | provenance_name | instrument_name | project | filters | wavelength_region | target_name | target_classification | obs_id | s_ra | s_dec | dataproduct_type | proposal_pi | calib_level | t_min | t_max | t_exptime | em_min | em_max | obs_title | t_obs_release | proposal_id | proposal_type | sequence_number | s_region | jpegURL | dataURL | dataRights | mtFlag | srcDen | obsid | objID |
\n",
+ "| str7 | str4 | str4 | str10 | str4 | str4 | str7 | str8 | str1 | str52 | float64 | float64 | str10 | str14 | int64 | float64 | float64 | float64 | float64 | float64 | str1 | float64 | str48 | str1 | int64 | str47 | str1 | str79 | str6 | bool | float64 | str9 | str9 |
\n",
+ "| science | TESS | SPOC | Photometer | TESS | TESS | Optical | 16740101 | -- | tess2019226182529-s0015-0000000016740101-0151-s | 307.859805849403 | 39.9388236538888 | timeseries | Ricker, George | 3 | 58710.86674086 | 58736.91235361 | 120.0 | 600.0 | 1000.0 | -- | 58756.3333334 | G022197_G022053 | -- | 15 | CIRCLE ICRS 307.85980585 39.93882365 0.00138889 | -- | mast:TESS/product/tess2019226182529-s0015-0000000016740101-0151-s_lc.fits | PUBLIC | False | nan | 27503032 | 70590298 |
\n",
+ "| science | TESS | SPOC | Photometer | TESS | TESS | Optical | 16740101 | -- | tess2019199201929-s0014-s0016-0000000016740101 | 307.859805849403 | 39.9388236538888 | timeseries | Ricker, George | 3 | 58682.849641099536 | 58736.912376631946 | 120.0 | 600.0 | 1000.0 | -- | 58794.0 | N/A | -- | 16 | CIRCLE 307.85980585 39.93882365 0.00138889 | -- | mast:TESS/product/tess2019199201929-s0014-s0016-0000000016740101-00253_dvt.fits | PUBLIC | False | nan | 62289546 | 116683258 |
\n",
+ "| science | TESS | SPOC | Photometer | TESS | TESS | Optical | 16740101 | -- | tess2019199201929-s0014-s0019-0000000016740101 | 307.859805849403 | 39.9388236538888 | timeseries | Ricker, George | 3 | 58682.84961831019 | 58736.912353611115 | 120.0 | 600.0 | 1000.0 | -- | 58904.0 | N/A | -- | 19 | CIRCLE 307.85980585 39.93882365 0.00138889 | -- | mast:TESS/product/tess2019199201929-s0014-s0019-0000000016740101-00323_dvt.fits | PUBLIC | False | nan | 27738172 | 116683654 |
\n",
+ "| science | TESS | SPOC | Photometer | TESS | TESS | Optical | 16740101 | -- | tess2021204101404-s0041-0000000016740101-0212-s | 307.859805849403 | 39.9388236538888 | timeseries | Ricker, George | 3 | 59419.49110965278 | 59446.08169116898 | 120.0 | 600.0 | 1000.0 | -- | 59477.0 | G04096_G04226_G04171_G04101_G04098_G04039 | -- | 41 | CIRCLE 307.85980585 39.93882365 0.00138889 | -- | mast:TESS/product/tess2021204101404-s0041-0000000016740101-0212-s_lc.fits | PUBLIC | False | nan | 62789905 | 120240728 |
\n",
+ "| science | TESS | SPOC | Photometer | TESS | TESS | Optical | 16740101 | -- | tess2019199201929-s0014-s0041-0000000016740101 | 307.859805849403 | 39.9388236538888 | timeseries | Ricker, George | 3 | 58682.84961829861 | 59446.08169116898 | 120.0 | 600.0 | 1000.0 | -- | 59484.0 | G04096_G04226_G04171_G04101_G04098_G04039 | -- | 41 | CIRCLE 307.85980585 39.93882365 0.00138889 | -- | mast:TESS/product/tess2019199201929-s0014-s0041-0000000016740101-00512_dvt.fits | PUBLIC | False | nan | 64265088 | 120240862 |
\n",
+ "| science | TESS | SPOC | Photometer | TESS | TESS | Optical | 16740101 | -- | tess2022217014003-s0055-0000000016740101-0242-s | 307.859805849403 | 39.9388236538888 | timeseries | Ricker, George | 3 | 59796.60227950232 | 59823.76617971065 | 120.0 | 600.0 | 1000.0 | -- | 59841.0 | G04096_G04226_G04171_G04101_G04098_G04039 | -- | 55 | CIRCLE 307.85980585 39.93882365 0.00138889 | -- | mast:TESS/product/tess2022217014003-s0055-0000000016740101-0242-s_lc.fits | PUBLIC | False | nan | 93767886 | 182240737 |
\n",
+ "| science | TESS | SPOC | Photometer | TESS | TESS | Optical | 16740101 | -- | tess2019199201929-s0014-s0055-0000000016740101 | 307.859805849403 | 39.9388236538888 | timeseries | Ricker, George | 3 | 58682.84961829861 | 59823.76617971065 | 120.0 | 600.0 | 1000.0 | -- | 59855.0 | G04096_G04226_G04171_G04101_G04098_G04039 | -- | 55 | CIRCLE 307.85980585 39.93882365 0.00138889 | -- | mast:TESS/product/tess2019199201929-s0014-s0055-0000000016740101-00652_dvt.fits | PUBLIC | False | nan | 96861327 | 182240757 |
\n",
+ "| science | TESS | SPOC | Photometer | TESS | TESS | Optical | 16740101 | -- | tess2024030031500-s0075-0000000016740101-0270-s | 307.859805849403 | 39.9388236538888 | timeseries | Ricker, George | 3 | 60339.28058648148 | 60366.97906266204 | 120.0 | 600.0 | 1000.0 | -- | 60389.0 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | -- | 75 | CIRCLE 307.85980585 39.93882365 0.00138889 | -- | mast:TESS/product/tess2024030031500-s0075-0000000016740101-0270-s_lc.fits | PUBLIC | False | nan | 212745598 | 397833846 |
\n",
+ "| science | TESS | SPOC | Photometer | TESS | TESS | Optical | 16740101 | -- | tess2024030031500-s0075-0000000016740101-0270-a_fast | 307.859805849403 | 39.9388236538888 | timeseries | Ricker, George | 3 | 60339.28058648148 | 60366.979294143515 | 20.0 | 600.0 | 1000.0 | -- | 60389.0 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | -- | 75 | CIRCLE 307.85980585 39.93882365 0.00138889 | -- | mast:TESS/product/tess2024030031500-s0075-0000000016740101-0270-a_fast-lc.fits | PUBLIC | False | nan | 212745602 | 397833856 |
\n",
+ "| science | TESS | SPOC | Photometer | TESS | TESS | Optical | 16740101 | -- | tess2019198215352-s0014-0000000016740101-0150-s | 307.859805849403 | 39.9388236538888 | timeseries | Ricker, George | 3 | 58682.85517400463 | 58709.70700994213 | 120.0 | 600.0 | 1000.0 | -- | 60583.0 | G022197_G022053 | -- | 14 | CIRCLE 307.85980585 39.93882365 0.00138889 | -- | mast:TESS/product/tess2019198215352-s0014-0000000016740101-0150-s_lc.fits | PUBLIC | False | nan | 27438495 | 621972752 |
\n",
+ "| science | TESS | SPOC | Photometer | TESS | TESS | Optical | 16740101 | -- | tess2024223182411-s0082-0000000016740101-0278-a_fast | 307.859805849403 | 39.9388236538888 | timeseries | Ricker, George | 3 | 60532.89461820602 | 60558.7493675 | 20.0 | 600.0 | 1000.0 | -- | 60613.0 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | -- | 82 | CIRCLE 307.85980585 39.93882365 0.00138889 | -- | mast:TESS/product/tess2024223182411-s0082-0000000016740101-0278-a_fast-lc.fits | PUBLIC | False | nan | 232637928 | 644479588 |
\n",
+ "| science | TESS | SPOC | Photometer | TESS | TESS | Optical | 16740101 | -- | tess2024223182411-s0082-0000000016740101-0278-s | 307.859805849403 | 39.9388236538888 | timeseries | Ricker, George | 3 | 60532.89461820602 | 60558.748673055554 | 120.0 | 600.0 | 1000.0 | -- | 60613.0 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | -- | 82 | CIRCLE 307.85980585 39.93882365 0.00138889 | -- | mast:TESS/product/tess2024223182411-s0082-0000000016740101-0278-s_lc.fits | PUBLIC | False | nan | 232637932 | 644479601 |
\n",
+ "
"
+ ],
+ "text/plain": [
+ "\n",
+ "intentType obs_collection provenance_name ... srcDen obsid objID \n",
+ " str7 str4 str4 ... float64 str9 str9 \n",
+ "---------- -------------- --------------- ... ------- --------- ---------\n",
+ " science TESS SPOC ... nan 27503032 70590298\n",
+ " science TESS SPOC ... nan 62289546 116683258\n",
+ " science TESS SPOC ... nan 27738172 116683654\n",
+ " science TESS SPOC ... nan 62789905 120240728\n",
+ " science TESS SPOC ... nan 64265088 120240862\n",
+ " science TESS SPOC ... nan 93767886 182240737\n",
+ " science TESS SPOC ... nan 96861327 182240757\n",
+ " science TESS SPOC ... nan 212745598 397833846\n",
+ " science TESS SPOC ... nan 212745602 397833856\n",
+ " science TESS SPOC ... nan 27438495 621972752\n",
+ " science TESS SPOC ... nan 232637928 644479588\n",
+ " science TESS SPOC ... nan 232637932 644479601"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# download a single star from this catalog to inspect the data type we're working with.\n",
+ "TESS_table = Observations.query_criteria(target_name='16740101',\n",
+ " obs_collection=\"TESS\",\n",
+ " dataproduct_type='timeseries'\n",
+ " )\n",
+ "TESS_table"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "217580c6-0986-4c2a-874c-e49bf8f92438",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "Table masked=True length=96\n",
+ "
\n",
+ "| obsID | obs_collection | dataproduct_type | obs_id | description | type | dataURI | productType | productGroupDescription | productSubGroupDescription | productDocumentationURL | project | prvversion | proposal_id | productFilename | size | parent_obsid | dataRights | calib_level | filters |
\n",
+ "| str9 | str4 | str10 | str52 | str33 | str1 | str81 | str7 | str28 | str7 | str1 | str4 | str21 | str48 | str63 | int64 | str9 | str6 | int64 | str4 |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | full data validation report | S | mast:TESS/product/tess2019199201929-s0014-s0014-0000000016740101-00240_dvr.pdf | INFO | -- | DVR | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019199201929-s0014-s0014-0000000016740101-00240_dvr.pdf | 28483483 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | full data validation report (xml) | S | mast:TESS/product/tess2019199201929-s0014-s0014-0000000016740101-00240_dvr.xml | INFO | -- | DVR | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019199201929-s0014-s0014-0000000016740101-00240_dvr.xml | 265611 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | full data validation report | S | mast:TESS/product/tess2019199201929-s0014-s0014-0000000016740101-00290_dvr.pdf | INFO | -- | DVR | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019199201929-s0014-s0014-0000000016740101-00290_dvr.pdf | 27269889 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | full data validation report (xml) | S | mast:TESS/product/tess2019199201929-s0014-s0014-0000000016740101-00290_dvr.xml | INFO | -- | DVR | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019199201929-s0014-s0014-0000000016740101-00290_dvr.xml | 271276 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | full data validation report | S | mast:TESS/product/tess2019199201929-s0014-s0014-0000000016740101-00745_dvr.pdf | INFO | -- | DVR | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019199201929-s0014-s0014-0000000016740101-00745_dvr.pdf | 32551144 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | full data validation report (xml) | S | mast:TESS/product/tess2019199201929-s0014-s0014-0000000016740101-00745_dvr.xml | INFO | -- | DVR | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019199201929-s0014-s0014-0000000016740101-00745_dvr.xml | 272628 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | Data validation mini report | S | mast:TESS/product/tess2019199201929-s0014-s0014-0000000016740101-00240_dvm.pdf | INFO | Minimum Recommended Products | DVM | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019199201929-s0014-s0014-0000000016740101-00240_dvm.pdf | 8115478 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | Data validation mini report | S | mast:TESS/product/tess2019199201929-s0014-s0014-0000000016740101-00290_dvm.pdf | INFO | Minimum Recommended Products | DVM | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019199201929-s0014-s0014-0000000016740101-00290_dvm.pdf | 7028990 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | Data validation mini report | S | mast:TESS/product/tess2019199201929-s0014-s0014-0000000016740101-00745_dvm.pdf | INFO | Minimum Recommended Products | DVM | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019199201929-s0014-s0014-0000000016740101-00745_dvm.pdf | 7144863 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | TCE summary report | S | mast:TESS/product/tess2019199201929-s0014-s0014-0000000016740101-01-00240_dvs.pdf | INFO | Minimum Recommended Products | DVS | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019199201929-s0014-s0014-0000000016740101-01-00240_dvs.pdf | 1107114 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
\n",
+ "| 232637928 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-a_fast | Light curves | S | mast:TESS/product/tess2024223182411-s0082-0000000016740101-0278-a_fast-lc.fits | SCIENCE | Minimum Recommended Products | FAST-LC | -- | SPOC | spoc-5.0.109-20240913 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223182411-s0082-0000000016740101-0278-a_fast-lc.fits | 11203200 | 232637928 | PUBLIC | 3 | TESS |
\n",
+ "| 232637928 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-a_fast | Target pixel files | S | mast:TESS/product/tess2024223182411-s0082-0000000016740101-0278-a_fast-tp.fits | SCIENCE | Minimum Recommended Products | FAST-TP | -- | SPOC | spoc-5.0.109-20240913 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223182411-s0082-0000000016740101-0278-a_fast-tp.fits | 322977600 | 232637928 | PUBLIC | 2 | TESS |
\n",
+ "| 232637932 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-s | full data validation report | S | mast:TESS/product/tess2024223211538-s0082-s0082-0000000016740101-00919_dvr.pdf | INFO | -- | DVR | -- | SPOC | fe95bd30f3 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223211538-s0082-s0082-0000000016740101-00919_dvr.pdf | 33575122 | 232637932 | PUBLIC | 3 | TESS |
\n",
+ "| 232637932 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-s | full data validation report (xml) | S | mast:TESS/product/tess2024223211538-s0082-s0082-0000000016740101-00919_dvr.xml | INFO | -- | DVR | -- | SPOC | fe95bd30f3 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223211538-s0082-s0082-0000000016740101-00919_dvr.xml | 251104 | 232637932 | PUBLIC | 3 | TESS |
\n",
+ "| 232637932 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-s | Data validation mini report | S | mast:TESS/product/tess2024223211538-s0082-s0082-0000000016740101-00919_dvm.pdf | INFO | Minimum Recommended Products | DVM | -- | SPOC | fe95bd30f3 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223211538-s0082-s0082-0000000016740101-00919_dvm.pdf | 7715425 | 232637932 | PUBLIC | 3 | TESS |
\n",
+ "| 232637932 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-s | TCE summary report | S | mast:TESS/product/tess2024223211538-s0082-s0082-0000000016740101-01-00919_dvs.pdf | INFO | Minimum Recommended Products | DVS | -- | SPOC | fe95bd30f3 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223211538-s0082-s0082-0000000016740101-01-00919_dvs.pdf | 1412949 | 232637932 | PUBLIC | 3 | TESS |
\n",
+ "| 232637932 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-s | TCE summary report | S | mast:TESS/product/tess2024223211538-s0082-s0082-0000000016740101-02-00919_dvs.pdf | INFO | Minimum Recommended Products | DVS | -- | SPOC | fe95bd30f3 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223211538-s0082-s0082-0000000016740101-02-00919_dvs.pdf | 1150043 | 232637932 | PUBLIC | 3 | TESS |
\n",
+ "| 232637932 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-s | Data validation time series | S | mast:TESS/product/tess2024223211538-s0082-s0082-0000000016740101-00919_dvt.fits | SCIENCE | Minimum Recommended Products | DVT | -- | SPOC | fe95bd30f3 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223211538-s0082-s0082-0000000016740101-00919_dvt.fits | 4584960 | 232637932 | PUBLIC | 3 | TESS |
\n",
+ "| 232637932 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-s | Light curves | S | mast:TESS/product/tess2024223182411-s0082-0000000016740101-0278-s_lc.fits | SCIENCE | Minimum Recommended Products | LC | -- | SPOC | fe95bd30f3 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223182411-s0082-0000000016740101-0278-s_lc.fits | 1892160 | 232637932 | PUBLIC | 3 | TESS |
\n",
+ "| 232637932 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-s | Target pixel files | S | mast:TESS/product/tess2024223182411-s0082-0000000016740101-0278-s_tp.fits | SCIENCE | Minimum Recommended Products | TP | -- | SPOC | spoc-5.0.109-20240913 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223182411-s0082-0000000016740101-0278-s_tp.fits | 53809920 | 232637932 | PUBLIC | 2 | TESS |
\n",
+ "
"
+ ],
+ "text/plain": [
+ "\n",
+ " obsID obs_collection dataproduct_type ... dataRights calib_level filters\n",
+ " str9 str4 str10 ... str6 int64 str4 \n",
+ "--------- -------------- ---------------- ... ---------- ----------- -------\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " ... ... ... ... ... ... ...\n",
+ "232637928 TESS timeseries ... PUBLIC 3 TESS\n",
+ "232637928 TESS timeseries ... PUBLIC 2 TESS\n",
+ "232637932 TESS timeseries ... PUBLIC 3 TESS\n",
+ "232637932 TESS timeseries ... PUBLIC 3 TESS\n",
+ "232637932 TESS timeseries ... PUBLIC 3 TESS\n",
+ "232637932 TESS timeseries ... PUBLIC 3 TESS\n",
+ "232637932 TESS timeseries ... PUBLIC 3 TESS\n",
+ "232637932 TESS timeseries ... PUBLIC 3 TESS\n",
+ "232637932 TESS timeseries ... PUBLIC 3 TESS\n",
+ "232637932 TESS timeseries ... PUBLIC 2 TESS"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Get associated science products for each Observation\n",
+ "data_products = Observations.get_product_list(TESS_table) \n",
+ "data_products"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "4b1fc74e-ac25-4dba-b702-466ab8f8e2ed",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "Table masked=True length=29\n",
+ "
\n",
+ "| obsID | obs_collection | dataproduct_type | obs_id | description | type | dataURI | productType | productGroupDescription | productSubGroupDescription | productDocumentationURL | project | prvversion | proposal_id | productFilename | size | parent_obsid | dataRights | calib_level | filters |
\n",
+ "| str9 | str4 | str10 | str52 | str33 | str1 | str81 | str7 | str28 | str7 | str1 | str4 | str21 | str48 | str63 | int64 | str9 | str6 | int64 | str4 |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | Data validation time series | S | mast:TESS/product/tess2019199201929-s0014-s0014-0000000016740101-00240_dvt.fits | SCIENCE | Minimum Recommended Products | DVT | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019199201929-s0014-s0014-0000000016740101-00240_dvt.fits | 4760640 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | Data validation time series | S | mast:TESS/product/tess2019199201929-s0014-s0014-0000000016740101-00290_dvt.fits | SCIENCE | Minimum Recommended Products | DVT | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019199201929-s0014-s0014-0000000016740101-00290_dvt.fits | 4760640 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | Data validation time series | S | mast:TESS/product/tess2019199201929-s0014-s0014-0000000016740101-00745_dvt.fits | SCIENCE | Minimum Recommended Products | DVT | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019199201929-s0014-s0014-0000000016740101-00745_dvt.fits | 4760640 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | Light curves | S | mast:TESS/product/tess2019198215352-s0014-0000000016740101-0150-s_lc.fits | SCIENCE | Minimum Recommended Products | LC | -- | SPOC | 8e4ed473d6 | G022197_G022053 | tess2019198215352-s0014-0000000016740101-0150-s_lc.fits | 1964160 | 27438495 | PUBLIC | 3 | TESS |
\n",
+ "| 27438495 | TESS | timeseries | tess2019198215352-s0014-0000000016740101-0150-s | Target pixel files | S | mast:TESS/product/tess2019198215352-s0014-0000000016740101-0150-s_tp.fits | SCIENCE | Minimum Recommended Products | TP | -- | SPOC | spoc-5.0.96-20230729 | G022197_G022053 | tess2019198215352-s0014-0000000016740101-0150-s_tp.fits | 55883520 | 27438495 | PUBLIC | 2 | TESS |
\n",
+ "| 27503032 | TESS | timeseries | tess2019226182529-s0015-0000000016740101-0151-s | Data validation time series | S | mast:TESS/product/tess2019227203528-s0015-s0015-0000000016740101-00245_dvt.fits | SCIENCE | Minimum Recommended Products | DVT | -- | SPOC | f997d78fe0 | G022197_G022053 | tess2019227203528-s0015-s0015-0000000016740101-00245_dvt.fits | 4619520 | 27503032 | PUBLIC | 3 | TESS |
\n",
+ "| 27503032 | TESS | timeseries | tess2019226182529-s0015-0000000016740101-0151-s | Data validation time series | S | mast:TESS/product/tess2019227203528-s0015-s0015-0000000016740101-00297_dvt.fits | SCIENCE | Minimum Recommended Products | DVT | -- | SPOC | f997d78fe0 | G022197_G022053 | tess2019227203528-s0015-s0015-0000000016740101-00297_dvt.fits | 4619520 | 27503032 | PUBLIC | 3 | TESS |
\n",
+ "| 27503032 | TESS | timeseries | tess2019226182529-s0015-0000000016740101-0151-s | Light curves | S | mast:TESS/product/tess2019226182529-s0015-0000000016740101-0151-s_lc.fits | SCIENCE | Minimum Recommended Products | LC | -- | SPOC | f997d78fe0 | G022197_G022053 | tess2019226182529-s0015-0000000016740101-0151-s_lc.fits | 1906560 | 27503032 | PUBLIC | 3 | TESS |
\n",
+ "| 27503032 | TESS | timeseries | tess2019226182529-s0015-0000000016740101-0151-s | Target pixel files | S | mast:TESS/product/tess2019226182529-s0015-0000000016740101-0151-s_tp.fits | SCIENCE | Minimum Recommended Products | TP | -- | SPOC | spoc-4.0.28-20200407 | G022197_G022053 | tess2019226182529-s0015-0000000016740101-0151-s_tp.fits | 54210240 | 27503032 | PUBLIC | 2 | TESS |
\n",
+ "| 27738172 | TESS | timeseries | tess2019199201929-s0014-s0019-0000000016740101 | Data validation time series | S | mast:TESS/product/tess2019199201929-s0014-s0019-0000000016740101-00323_dvt.fits | SCIENCE | Minimum Recommended Products | DVT | -- | SPOC | 6f2733bdd9 | N/A | tess2019199201929-s0014-s0019-0000000016740101-00323_dvt.fits | 27763200 | 27738172 | PUBLIC | 3 | TESS |
\n",
+ "| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
\n",
+ "| 212745598 | TESS | timeseries | tess2024030031500-s0075-0000000016740101-0270-s | Data validation time series | S | mast:TESS/product/tess2024030064025-s0075-s0075-0000000016740101-00848_dvt.fits | SCIENCE | Minimum Recommended Products | DVT | -- | SPOC | c6a9252713 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024030064025-s0075-s0075-0000000016740101-00848_dvt.fits | 4907520 | 212745598 | PUBLIC | 3 | TESS |
\n",
+ "| 212745598 | TESS | timeseries | tess2024030031500-s0075-0000000016740101-0270-s | Light curves | S | mast:TESS/product/tess2024030031500-s0075-0000000016740101-0270-s_lc.fits | SCIENCE | Minimum Recommended Products | LC | -- | SPOC | c6a9252713 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024030031500-s0075-0000000016740101-0270-s_lc.fits | 2024640 | 212745598 | PUBLIC | 3 | TESS |
\n",
+ "| 212745598 | TESS | timeseries | tess2024030031500-s0075-0000000016740101-0270-s | Target pixel files | S | mast:TESS/product/tess2024030031500-s0075-0000000016740101-0270-s_tp.fits | SCIENCE | Minimum Recommended Products | TP | -- | SPOC | spoc-5.0.104-20240131 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024030031500-s0075-0000000016740101-0270-s_tp.fits | 57646080 | 212745598 | PUBLIC | 2 | TESS |
\n",
+ "| 212745602 | TESS | timeseries | tess2024030031500-s0075-0000000016740101-0270-a_fast | Light curves | S | mast:TESS/product/tess2024030031500-s0075-0000000016740101-0270-a_fast-lc.fits | SCIENCE | Minimum Recommended Products | FAST-LC | -- | SPOC | spoc-5.0.104-20240131 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024030031500-s0075-0000000016740101-0270-a_fast-lc.fits | 11998080 | 212745602 | PUBLIC | 3 | TESS |
\n",
+ "| 212745602 | TESS | timeseries | tess2024030031500-s0075-0000000016740101-0270-a_fast | Target pixel files | S | mast:TESS/product/tess2024030031500-s0075-0000000016740101-0270-a_fast-tp.fits | SCIENCE | Minimum Recommended Products | FAST-TP | -- | SPOC | spoc-5.0.104-20240131 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024030031500-s0075-0000000016740101-0270-a_fast-tp.fits | 346152960 | 212745602 | PUBLIC | 2 | TESS |
\n",
+ "| 232637928 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-a_fast | Light curves | S | mast:TESS/product/tess2024223182411-s0082-0000000016740101-0278-a_fast-lc.fits | SCIENCE | Minimum Recommended Products | FAST-LC | -- | SPOC | spoc-5.0.109-20240913 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223182411-s0082-0000000016740101-0278-a_fast-lc.fits | 11203200 | 232637928 | PUBLIC | 3 | TESS |
\n",
+ "| 232637928 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-a_fast | Target pixel files | S | mast:TESS/product/tess2024223182411-s0082-0000000016740101-0278-a_fast-tp.fits | SCIENCE | Minimum Recommended Products | FAST-TP | -- | SPOC | spoc-5.0.109-20240913 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223182411-s0082-0000000016740101-0278-a_fast-tp.fits | 322977600 | 232637928 | PUBLIC | 2 | TESS |
\n",
+ "| 232637932 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-s | Data validation time series | S | mast:TESS/product/tess2024223211538-s0082-s0082-0000000016740101-00919_dvt.fits | SCIENCE | Minimum Recommended Products | DVT | -- | SPOC | fe95bd30f3 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223211538-s0082-s0082-0000000016740101-00919_dvt.fits | 4584960 | 232637932 | PUBLIC | 3 | TESS |
\n",
+ "| 232637932 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-s | Light curves | S | mast:TESS/product/tess2024223182411-s0082-0000000016740101-0278-s_lc.fits | SCIENCE | Minimum Recommended Products | LC | -- | SPOC | fe95bd30f3 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223182411-s0082-0000000016740101-0278-s_lc.fits | 1892160 | 232637932 | PUBLIC | 3 | TESS |
\n",
+ "| 232637932 | TESS | timeseries | tess2024223182411-s0082-0000000016740101-0278-s | Target pixel files | S | mast:TESS/product/tess2024223182411-s0082-0000000016740101-0278-s_tp.fits | SCIENCE | Minimum Recommended Products | TP | -- | SPOC | spoc-5.0.109-20240913 | G06062_G06165_G06200_G06058_G06057_G06032_G06142 | tess2024223182411-s0082-0000000016740101-0278-s_tp.fits | 53809920 | 232637932 | PUBLIC | 2 | TESS |
\n",
+ "
"
+ ],
+ "text/plain": [
+ "\n",
+ " obsID obs_collection dataproduct_type ... dataRights calib_level filters\n",
+ " str9 str4 str10 ... str6 int64 str4 \n",
+ "--------- -------------- ---------------- ... ---------- ----------- -------\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27438495 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27438495 TESS timeseries ... PUBLIC 2 TESS\n",
+ " 27503032 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27503032 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27503032 TESS timeseries ... PUBLIC 3 TESS\n",
+ " 27503032 TESS timeseries ... PUBLIC 2 TESS\n",
+ " 27738172 TESS timeseries ... PUBLIC 3 TESS\n",
+ " ... ... ... ... ... ... ...\n",
+ "212745598 TESS timeseries ... PUBLIC 3 TESS\n",
+ "212745598 TESS timeseries ... PUBLIC 3 TESS\n",
+ "212745598 TESS timeseries ... PUBLIC 2 TESS\n",
+ "212745602 TESS timeseries ... PUBLIC 3 TESS\n",
+ "212745602 TESS timeseries ... PUBLIC 2 TESS\n",
+ "232637928 TESS timeseries ... PUBLIC 3 TESS\n",
+ "232637928 TESS timeseries ... PUBLIC 2 TESS\n",
+ "232637932 TESS timeseries ... PUBLIC 3 TESS\n",
+ "232637932 TESS timeseries ... PUBLIC 3 TESS\n",
+ "232637932 TESS timeseries ... PUBLIC 2 TESS"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Keep only the science products\n",
+ "filtered_table = Observations.filter_products(data_products, productType=\"SCIENCE\")\n",
+ "filtered_table"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "7a8a0812-6676-46c5-93d5-4b8ef4df9499",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['s3://stpubdata/tess/public/tid/s0014/0000/0000/1674/0101/tess2019198215352-s0014-0000000016740101-0150-s_lc.fits',\n",
+ " 's3://stpubdata/tess/public/tid/s0015/0000/0000/1674/0101/tess2019226182529-s0015-0000000016740101-0151-s_lc.fits',\n",
+ " 's3://stpubdata/tess/public/tid/s0041/0000/0000/1674/0101/tess2021204101404-s0041-0000000016740101-0212-s_lc.fits',\n",
+ " 's3://stpubdata/tess/public/tid/s0055/0000/0000/1674/0101/tess2022217014003-s0055-0000000016740101-0242-s_lc.fits',\n",
+ " 's3://stpubdata/tess/public/tid/s0075/0000/0000/1674/0101/tess2024030031500-s0075-0000000016740101-0270-s_lc.fits',\n",
+ " 's3://stpubdata/tess/public/tid/s0082/0000/0000/1674/0101/tess2024223182411-s0082-0000000016740101-0278-s_lc.fits']"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Be selective about the columns we display\n",
+ "cols = ['obs_id', 'description', 'productSubGroupDescription']\n",
+ "\n",
+ "# Filter for the light curve files; we don't need this now\n",
+ "lc_prod = Observations.filter_products(filtered_table,\n",
+ " productSubGroupDescription = \"LC\")\n",
+ "lc_uri = Observations.get_cloud_uris(lc_prod)\n",
+ "lc_uri"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7c36cfe9-a101-46a5-8b11-be6df203d0b5",
+ "metadata": {},
+ "source": [
+ "Before we jump in and analyze the whole dataset at once, let's take a look at the lightcurve and see if anything pops out. Let's just look at one of the FITS files at first before thinking about combining them all."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "5592c59a-bfad-44b4-a884-db3ec08b06e2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# open the FITS file and extract the data\n",
+ "lc_fits = fits.open(lc_uri[0], use_fsspec=True, fsspec_kwargs={\"anon\": True})\n",
+ "lc = lc_fits[1].data\n",
+ "sapflux = lc['SAP_FLUX']\n",
+ "flux = lc['PDCSAP_FLUX']\n",
+ "flux_err = lc['PDCSAP_FLUX_ERR']\n",
+ "time = lc['TIME']\n",
+ "\n",
+ "# plot the lightcurves\n",
+ "fig = plt.figure(figsize = (11,4))\n",
+ "\n",
+ "# first, the zoomed out, less clean version\n",
+ "fig.add_subplot(211)\n",
+ "plt.plot(time, sapflux,'.', label = 'SAP', color = \"gold\")\n",
+ "plt.legend(loc = 'lower left')\n",
+ "plt.ylabel(\"FLUX (e-/s)\")\n",
+ "\n",
+ "# then, the zoomed in, cleaner version\n",
+ "fig.add_subplot(212)\n",
+ "plt.plot(time, flux,'.', label = 'PDC', color = \"red\")\n",
+ "plt.legend(loc = 'lower left')\n",
+ "plt.ylabel(\"FLUX (e-/s)\")\n",
+ "plt.xlabel('TIME (BJD-2457000)')\n",
+ "plt.xlim(1685, 1689)\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ce21a76d-ad2e-445f-8a4f-56a8342feee3",
+ "metadata": {},
+ "source": [
+ "Awesome! We can see the transits clearly by eye. We can also *maybe* see the secondary eclipse (the dip in combined light when the planet passes behind its host star) already.\n",
+ "\n",
+ "Let's see if we can measure the planet's orbital period from this dataset to make sure we're looking at the right planet. This code will also look similar to the planet-finding notebook."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "2e309335-d150-4443-8537-a38930b4fa3f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# first, mask out NaNs\n",
+ "time = time[~np.isnan(flux)]\n",
+ "flux_err = flux_err[~np.isnan(flux)]\n",
+ "flux = flux[~np.isnan(flux)]\n",
+ "\n",
+ "# set up the BoxLeastSquares algorithm to find the planet.\n",
+ "model = BoxLeastSquares(time, flux, flux_err)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "9d29e491-ca08-4d0e-99a0-5ade25d8ae18",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "lower_limit = 0.5 #days\n",
+ "upper_limit = 13 # days\n",
+ "n_periods_tested = 1000\n",
+ "periods = np.linspace(lower_limit, upper_limit, n_periods_tested) # in units of days.\n",
+ "\n",
+ "t_dur = 0.1 # set a short transit duration, roughly expected for this planet"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "02e64ef2-9701-470e-a83e-735a091ea0ca",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best-fit period: 1.4818051948923852\n"
+ ]
+ }
+ ],
+ "source": [
+ "# run the BLS algorithm\n",
+ "results = model.autopower(t_dur) # The second argument is the duration of the transit (in days)\n",
+ "best_period = results.period[np.argmax(results.power)]\n",
+ "print(\"Best-fit period:\", best_period)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "4ec3eb6c-9fa7-4473-9e79-453a9fbfe452",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.plot(results.period, results.depth_snr, color='black', lw=.6, label='BLS periodogram')\n",
+ "plt.xlabel('Period (days)')\n",
+ "plt.ylabel('Signal S/N')\n",
+ "plt.legend(frameon=False)\n",
+ "\n",
+ "# highlight the best-fitting period\n",
+ "plt.axvline(1.4811235, color='teal', zorder=-1, lw=8, alpha=0.6, label='Best-fitting period')\n",
+ "\n",
+ "# highlight a few aliases of that period, as well\n",
+ "plt.axvline(2 * 1.4811235, color='maroon', zorder=-1, lw=8, alpha=0.2, label='aliases')\n",
+ "plt.axvline(.5 * 1.4811235, color='maroon', zorder=-1, lw=8, alpha=0.2,)\n",
+ "plt.axvline(3 * 1.4811235, color='maroon', zorder=-1, lw=8, alpha=0.2,)\n",
+ "plt.legend(frameon=False)\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bb999327-cf54-4328-94cc-de4083248e06",
+ "metadata": {},
+ "source": [
+ "Without any tuning, we found the planetary signal at the correct period (sourced from the Exoplanet Archive). The next-strongest peaks in the periodogram are aliases of that period (multiples of that period with strong signal). That's excellent!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bf61a1eb-f1f7-4c7f-a90e-98265168edbb",
+ "metadata": {},
+ "source": [
+ "# Stitching the data together\n",
+ "We have all 6 lightcurves – that's a solid amount of data. Now that we know that things are looking reasonable for a single lightcurve, let's connect them all to each other."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "1c0d8c02-e523-4e21-9e1a-880c9418255f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 6/6 [00:00<00:00, 7.75it/s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "joined_flux = []\n",
+ "joined_flux_err = []\n",
+ "joined_time = []\n",
+ "\n",
+ "for uri in tqdm(lc_uri):\n",
+ " lc_fits = fits.open(uri, use_fsspec=True, fsspec_kwargs={\"anon\": True})\n",
+ " lc = lc_fits[1].data\n",
+ " pdcflux = lc['PDCSAP_FLUX']\n",
+ " pdcflux_err = lc['PDCSAP_FLUX_ERR']\n",
+ " time_lc = lc['TIME']\n",
+ "\n",
+ " pdcflux = pdcflux[lc['quality'] == 0]\n",
+ " pdcflux_err = pdcflux_err[lc['quality'] == 0]\n",
+ " time_lc = time_lc[lc['quality'] == 0]\n",
+ "\n",
+ " joined_flux.append(pdcflux / np.nanmedian(pdcflux))\n",
+ " joined_flux_err.append(pdcflux_err / np.nanmedian(pdcflux))\n",
+ " joined_time.append(time_lc)\n",
+ "\n",
+ "joined_flux = np.concatenate(joined_flux)\n",
+ "joined_flux_err = np.concatenate(joined_flux_err)\n",
+ "joined_time = np.concatenate(joined_time)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e246476c-4ec3-4989-8c89-5d8d93c02ab4",
+ "metadata": {},
+ "source": [
+ "Because we joined many datasets together, let's make sure everything is ordered in time."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "539d3413-24b4-44a8-9107-c590bd9f2a11",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sorted_indices = np.argsort(joined_time) # find the sorted indices from the time stamps\n",
+ "\n",
+ "# now use these time stamps to sort the other arrays\n",
+ "joined_flux = joined_flux[sorted_indices]\n",
+ "joined_flux_err = joined_flux_err[sorted_indices]\n",
+ "joined_time = joined_time[sorted_indices]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "07dd131c-d726-4eab-b201-d2568b80cade",
+ "metadata": {},
+ "source": [
+ "And let's check that the time is always increasing:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "c1005a5d-a2b3-4dfb-b763-41f8b9a9ae4f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "np.all(np.diff(joined_time) >= 0)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3b8293c5-da5e-4a0c-90fd-b9adc96914df",
+ "metadata": {},
+ "source": [
+ "Great! Let's plot up our combined dataset."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "8c5f3fbd-8796-42a9-8fde-729d7a0640b8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(joined_time, joined_flux, s=.1)\n",
+ "plt.xlabel('Date')\n",
+ "plt.ylabel('Normalized flux')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a28d9462-b8ae-4edd-a823-cedad2ba8b4f",
+ "metadata": {},
+ "source": [
+ "Oh no! It's even harder to see things by eye! Let's *phase-fold* (wrap the data so that it repeats from 0 to 1) on the known period."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "71b45540-6867-40ab-8f16-2301e1759ee9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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FvcqF0UIxhaFIhvtu7yr0KJvpuHON7VyvVT4za29/hM4aX0GHlO+Ddt/tXdT63dO2z+t95uqrNld4LqsZRJIqLx4PU+1zFKpjl2YUbj0whIAwlbp/RjNV7XPikqVpYyk993BS4cEdvdxf5jzmyoCbz7WbjxbNxsZmcbHDbTaXJeczfFEua6t0JTmf421Z28hNK2vwuWVaqjw8dWD4rMy30jBeuf1uWdvIUCRDS9BT8D7B2ZlW870WM/19PrWH7lzfzIb2INU+Z8HoebE3zLJaHy/1Tpy1/d0bWqj1uwveouJzLz7u1gNDhTpMpdcjFFXYP+VF+t8fvIZbuuqmZawVhyCLvVHFBS/zYctav3tGj8CDO3oZi1sGX+n1misDbq7rWOrhyocvL7fCknaxzKWN/f0tDNtIslkyFIcvSosRLvSBv6WrlhePh6kPuGY0NOYTLik1KsppWEoNluImqsXlBD53xxqagp5pYaWZ0u/LXYvibcqVLXh0dx+ff/IQz/aMFepClaNcWKw0JFXuuhdrkUrDkMUFO6eH5s6k+nfU+nDJErV+91ntP+YTgoSZjco8peHS4uuVT+svt5/5Grqlmqe5NE1LkfOxWLFf1IvHpaSVWwr3gW0kLVGWws11Psm/aPMhlPJamLmvS/7vz/aMccvKWsbi2WlalNLP57vOz8b27hCRZI6DgzFuW1Nftpp18e+KvTLlRMN571NW0zk9mTqrTtBM16K09lOpV2zn8UlOjCUJRTPT9lWqqSpXfTsv0n5wRy+hmDLtuuevmaoZ6IbB3v4Ij+0ZmCbAznvcNq+oKVSyzl+Pcu1PSr+HmUTuxefxlW0900Tb5aj1u/kf71tXCLWVq3k1n7Yt5Qzo/DXaemCIrQeGedfaBm5bU0/vaKKgr7ocOB9aq0vpRf1m41LSyi2F+8DWJJ0ji61JerOlq5ZWOQbO0sLMlGKep1h3ktevFGc3FaeG+90yrw/G5qVRSavaNF3MTCnjeePmlq7aOfU786l3lE9Pv6Wrlud6xmat8JzXGqmagVMWp3W9f/7I+FkVq8tdx0d39/PisXEq3DKf3LKqcA756+d3yxwcjNFS5aEvnCKaUZlIqmy5qhG/27Gg6tOzVTmfqb5RKKrw4vEwt3TVFgyu+ZYOKFeSoLSu0nzqHpVeTxOz7PW93FioBu7NUEdqKZeAuFhjn02nWFoK5HyyZDRJv/nNb7jzzjtpbm5GEASefPLJOT/z/PPPc+211+JyuVi5ciWPPPLIWds8/PDDdHZ24na7ueGGG9i1a1fhb5OTk/zt3/4tq1atwuPx0N7ezic+8Qlisdh5PLMLz6W0GrgYlKu+rGgaTx8MoWhnOrkXh7JKKdadFHskiq9l/vMJJUc0pdI3kZrzGuc9IdU+J3v7I4WeXjOFaIoz3mbKqJnNc1IcyglFFb7xzFH29keIpGZvnvuB69r5k82d08JYxR6ect6v6VW6TRySyIb2qmm6n+Kx5j1Cn3z3Kmr9bhoq3fznwVChL14xs3n9Zrq/Z1p55sNl//uD10wzkOajKZspfPdib7isl690/MWhx+LreXNXDVlNZ1Nn1awVwS8HFuoReDNkki0FL8lMXIixl3veZ8vwLe6nuZgsqpGUSqVYv349Dz/88Ly2P3XqFHfccQe33nor+/fv57777uMv/uIv2L59e2Gbn/zkJzzwwAN88YtfZO/evaxfv54tW7YwNjYGwPDwMMPDw3zjG9/g0KFDPPLIIzzzzDP8+Z//+QU5x/NBucn4zTDJFFMaksk/RD/fO8jPdg8UNDYv9oZpCXqmpa/nmamdRPG1fLE3TEuVh+2HQgzFMqxtriwrvi4m/1DnU9Dz4t9yIZpyTWTz+yje/3zqHd21vpmhaIakqhFLq7zUG55mHM4nJJs3nooNp+JjFBsKd61vKWoIO30fpWGmWr+bz92xhlu66rh7Q0tZI6FYwzTTOc5kPJbuq1hAXs74ne38Z7rOc32+OOTbH07zFz94jbSqFa7ni71hUopOhdtR6Al4uYTcSnmzLdpmo7h211K9Jhfi+5yt3lnp32davC0Gl0y4TRAEnnjiCe6+++4Zt/n0pz/Ntm3bOHToUOF3f/iHf0g0GuWZZ54B4IYbbuC6667jW9/6FgCGYdDW1sbf/u3f8pnPfKbsfn/2s5/xx3/8x6RSKWS5vNGRzWbJZrOFn+PxOG1tbRcl3JYPCZRrAlrMUnbvljKfFPenDgyz69QE2ZzJLVfU8oHr2qeFvorDZDO5b0uPk/98OKkwnlB5/3VtfOC69lnDeMXhL6AQ9kqrVq2hP93cwQ929nH/7V0Fo6N0P3OFTwcmU3z68YP8z3vW0VbtO+s6lKbsl+6zXOhpPvfLfMMiM4Xtyu0vf8ytB4Z55cQEm1ecaah7vrkQz0R+n5s6qvj2Cyf5080dfPxH+2gIuDBM+M69m84qAzHfJsM2S5/FkkJczBDZuZYXKW0UPZ/K/heCJRNuWyg7d+7ktttum/a7LVu2sHPnTgBUVWXPnj3TthFFkdtuu62wTTnyF2omAwngq1/9KpWVlYV/bW1tb/BsZqfYyi5uBjqfle1iuyfLsVCh+VznkveAfPa9a/C7JLJT3pmZRMBf2dbDS73hs9y3pcfJf/7W1Q28/7o27pwydspVis6T9xBlNX1a2Csv0P7SU4cZiWb4xI/3F1aXpc1mS7PV8mLqvPfwkz87QDih8JnHD5a9Dl+8c+20cy7d53zEyOW+p9nCTKXZdDetrGFjR9WsnrKtB4aKPFPNbF5Rgzn19wvB+XomSkMBk0mVb79wkmW1Pn64s4/fWdfEaDzLjcury5aBsD0tbx7eyHf9RhJy5vLUnC/meqZmOm7pXFJ6nS7V6MiSMpJCoRANDdNvvIaGBuLxOJlMhnA4jK7rZbcJhUJl9xkOh/nv//2/81d/9VezHvuzn/0ssVis8G9gYOCNncwclMt6yocSwBLRPrq7b9a070uJhb6sZkphL87CAiu8lskZ7O2LTjN0itto5LVIfqdcVntTLpOrOAQ1V6Vor9MSUOcrVQ9FMgU9it8t8z/vWYeiGdy4vHpKYG3ybM/YWcZZ/rstNujyWWTvurKRap+LW1fXlU2/Lz3n0n2WthqxDD/jLMNvPt9TuRpA+Wvmd8ukFG3GytwCwrQK2FZl8rO3n42FTP7n65nYemCY549aocHSRct9t3fRUevjx391A+3VvoJW7L9t7S7cr5fqC8Dm/FEuU3KhvBGjfrbK9G+EUrnHXGHE+R53rmfiUsngXlJG0vkmHo9zxx13cOWVV/KlL31p1m1dLheBQGDavwtJOSNhmqjtxASvnJicNe17Ni72DbjQl9VMKeylnqCZPBil8e2moIcv3LW2rPZmthd1qRdppuuWH8ctV9TxuTvWFPQoLlmirdrHd+7dVHiBzlTvJz/uYoMu/yL+4A3tfOD6NgQEvr79aOGFXfrZcgUMt3eH2HM6SjZnFIpBWoafdpbhN5/vabYaQDPdt/mJtVSIPtPxyunwSs9zPpP/+TNOTISSfeYXLaX/LdaKvXJi4rIsKGlzNufDKJnP83eunppzpbTcymytls7luKXnc8brfHbvysVgSRlJjY2NjI5Ov2Cjo6MEAgE8Hg+1tbVIklR2m8bGxmm/SyQSvPvd76aiooInnngCh8Nxwce/EMp5Q/KFBW/pquWmFWeL2so9PDM9UBc7NPdGXlZ5Q6VcllCxByOSUgs1coqzs7Z3hwr/XUgmFZxdWHGm61bqfZrJlZzvBfbONfVlazCVGnTlhMhrmwOFF3a58yg1XsqJIMudc/4+m0sTUHouMzWrzV+/2SbWme6Lmepg5cc+kwD+fFDOazmTaL0c+ZBtvmr45VhQ8mJwqXgS8sw1nvNhlMxnnjxfnpr5Ml+5R7njWs9SPz/ceeqsKMBM5zNb4djFYMkJt59++mkOHjyjy/jQhz7E5OTkNOH29ddfzz/+4z8ClnC7vb2dv/mbvykIt+PxOFu2bMHlcvH000/j9XoXPN6LUScpL2wD+OXhURoDblY3VcxYtydfK6ZvIsWVLZU4ZRFV09nTF+WmEnHsUqpT8ujufnaemCh7DsW9sv5+Ww8tQQ9NQU9BCPjlp7pJZnX8Lokr6iumaXRu6aot1MGZr3D5jV63/JizmkFK0Qq1jhYigsyPobiOT35spXWY5tpn8TW8EOLima5X6XdX+n1A+TpYeS6kOHYuEfpChat5cf1sdaxszuZSqwV3qYznYszd873Hy21XPA89uKOXiVSW7uE4NT4nH7y+vTCHF29XXOcN5leT7I2wZITbyWSS/fv3s3//fsBK8d+/fz/9/f2ApQP60z/908L2f/3Xf83Jkyf5u7/7O44cOcI//dM/8dOf/pT777+/sM0DDzzAv/7rv/KDH/yAnp4ePvaxj5FKpfjIRz4CWBfnXe96F6lUiu9+97vE43FCoRChUAhdP1Nv51Igv2L+0a4+JpJZRuPKWeLccFLhvz5xkIHJVKFCc1LV+MW+IV45McHhoXhZr8Mb9eyczxXe3Pszp51DOXes1ylz3+1dDEUzhXYfX9nWQyyjEopmuKq58iwRczkvRfmjm4Xj5j0tMHcLjHLnmBcuC4BTFvn53kEGJtNzjqH4GpVLz4e5vTblKA1Lnq+V21z6jHJ9zoq/j3Ip/cVcSP3dXOnH51IT6Fy0V292LjWNZfnaYXNzvufLN+ohms945nuPl9tu64Fhnj08ysf/fS/1FS4i6RxVnrMjNcXzVfHzcanp9xbVk/T8889z6623nvX7e++9l0ceeYQPf/jDnD59mueff37aZ+6//34OHz5Ma2srn//85/nwhz887fPf+ta3+PrXv04oFOKaa67hf//v/80NN9ww6zHBMtI6OzvnNfaLVXH7iX2DnBxP8syhUb734U3T0r/DSYUP/surNARcjMaz/N61LVT7nAAkFY3DIzHWNAUKdVrO1013vldUc+2v2HPybM8o+/qjdNb4pnV9f7E3TFbTSSk6NX4Xiqbx4tEwHqfI+rYqHLJYWMXnO9p/9G3LefnExLSU/dIO8cVjy1fjLv3/+VyDchW0v7Kth5Fohqxm8K9TaeMLuUb587hvarx5j0V2qqp2flVWbqWXL4dw25r6eXudSr+T2Vaa8/1Oi6uO39xVUxC237amYZpX6XymNr/RVOnZVvIz7XspeW4vBhcrXf1CHHemKu0z7fdS8UAtZDzzvV/Lbffo7j5+tnuQuoCLWp8Vpnuux6pTeGdJ+ZW8h/Vc56FzZSHv70sm3LbUuFhGUumLEM48kK+cmGAokuH1oRibOqqoD7j4wp1rCzUonj8yjqrrxDIa//uD1xQ+/0Y53xP+fPf36O5+frp7gPqphy9fFDL/0DtlkaOhBB9923K+9evjpLI6t3TV4pTFaZPCTIbP7tOTjMUVGgJWf6/SsQFl/3++IZfSEFla1Wb8bsu9ZEtDNuUmu3JtMebaZj7tO4rHURwunI8RtJB7pFxNsIUapPM9xlwviXN5mV5qL8RLlUd397Hz+CQ3rbxwNbLKsdB2N+Uod2/P9r2Xm8MvNLOdT+mcttBnfy55wtYDQ+Q0c1r7o5mYzeCcjxziXFky4TabuSlXQTrvpryqpRIDuH55NbFMjg3tVQCFbKKbVtYwmcrhlkUe2tF73sZ0vt2h89lfWtXY1xehPuAi6HFMq5qdd4NnNZ3DI3EeeraXzmofQY/lQSt125fr1v6utQ1lO8QXj630/0tT7udzjsUhsnLNVr+yrafQ1qT088Uu6dKsuzyloaJybVpKt5nJtV7OLZ9PINh9aoJjYwk2dgTLZqbAuaVBlxOJzhZ2OZdQxnzCOOea2HCphYguXQSEcjqAC8x82t3MdU+Vm69m+96LG1pfLGa7f4vHP1NG7EL3WbxNvsp8aSYxnP28lsuGzc+B85VDXGhsI+kSpTh1urhnWVrVCjVv3rOuke/cu4nb11iFD29aUcNf/OA1+ifSvNQ7wQeua+fhP9pAc9Az7cU/07EunsZo4WzvDtFZ46PWd8ZblqdgsBwKEYpl0HXjrPYjxZlkMxk+pUbLXOc4k0FTvE25oosz6RqKe8vNVrRS0XS2HhgqW7upOMsO4MEdvbRUeaZN0HNl4hWPp1xm2VA0g6IZZHMG337hJKGYUsgqXKhxUXqNymmRZjOiz8WYmY9Rfq7GzqWmp7hUuWt9Mxs7qtjbHyGcVAraynBSOW/HKPf8zfT9FD+XX9nWQyg683Ndjtm+9zdiOM92XWabZ+d7zDMLTKNsWZHiY5yZfzTSqlY2dX+2ortQvnhvcSbcV7b1UF/hoi+corPWS+9oomwfzouJbSRdouTFb199uofOWi+nJ1Js7AjylW097Do1Wah5k3/h3bm+mU8/fhCHKLDr1OS01PONnVVnhW5m6plzPgycN1peoHgMxcZiub5rxces9jtxyhIbO6vLpqHPtlpa6HlvPTA0rQHuTF6X0uuQnxSe7Rk7a1LasraRar+Tq1orp40pXysIKHiTiosyzsRcRlfpmOYjjs6nt791Kr39vtu7GIpkaAl6zkn8/UbvldnqiZVjvt+zbexcWLxOmSOhREGw/+COXkaiGf7Lj/eft8XVQutp3dxVwyd+vJ8qr4Oh6OzPzEJ4I/fSgzt6GYsrZSMBxQVOZ1pszHXM/HZOWSib4FN8DIC9fRFeOhbmqQPDbD0wxHOHR/lvW7sZmEzxFz94jbF4dtrCrXQOKy1EmVatchs/3HmaLz/VTX2Fi/FElms6qjg4FEfRjIvqgSuHbSRdgqRVjd2nJjgwEOXXR8bZun+YbM7gW78+TjipEIpn2dhRdZaLcmNHkKxmsOWqMw933tj68lPdZY0iKLOKmsU7Mh/eSEG00vGVZmzB9GrjxUbUO1Y38LG3r+Ceja1lxzNbvZrt3SEGJq0mpeGkcpahVtomRNUMHLLIhvaqaW7rYkNz9sq0Z2fsWVofnZ0nJnh8z2BZt3M+fPbONWdS02dbTc5mWM43rFB6jGJPVL6RbVPQU9BolOvqXTpZzuRuXyilL4O5XoznYpSVu07WPXF21Xub+VMc3r7/9i6ymsH1y6rPW3hlIfdWWtX4xI/34xAF9vVHZ3xmLjalEoDp96KJrhvs7Y8UsmZnWgjO9azPXAfszDy19cAQR0cTDEYzU78RGIxkODKa4JM/ex2HKPDUgZFpVf2/vLWb5w6P8o1njjKZVHmuZ6zgCQ8nFb6yrYcXj4b5xb4hYmmVl09OcEWjn9vW1JetBbgY2MLtc+RCCref2DfIs4dHeeXkBE5JpDnopqu+gvYaLz95bZAr6v1U+51saA9y25oGHtzRW7DAr2qtnCaozWcaNAU93LamYdZGgvk6S0PRDPdNNWOdKbvojWaJzCZ0LBUWFmdsAew8MYEAbF5Rw96+CClV45auujkFoOXOu1gk+Ikf78ctizQHPWzsrJom7n7+yDi6YTCZznHLylqq/VYWoYnJXeut8Zc2M52tBlLpOX5lWw+tVR76wikUzcAti3TU+ArfRT7zo3TfcwmoZ7oO27tDJJQce05Hp4lni79XYF4i7ZkoJ5Cfq0nzQih3D84lGJ+PoLx0v+UaBWc1o3AfztbQ12b+lEtOOF/7nSkZorhGWP9Eml2nJvnmeUxyWcj45iNULr0X882885m+iqaRUvSz5p5yzWSLr8lMP+drrt3cVcPXtx8lllYJep18cssqnu0ZZefxSfomU2xZ28iLvWFuXF5Ne7WvkL07kcoSiimsqPNz/bJqTM7M336XTEuVh76JFGubKzk0HCOZ1dB1k7hyfpONSrGF20ucW7pq8btl/vTGTjpqvLxnXRNdDRX0T6RZ01hB71iC3x4P8/yRcR7a0Utr0MN4Isvn7lgzrQqytWoQeO+6JnwuqWDhl3PF5uPJ1X5noa1GqTdnruaoC2Gmis+lot+8YHnP6QivTD1cN62oKegZYhmVkagybR8zrfDLnXexp+p/3rOOrGbw0bctnza+W7pq8ThEXA6JG5dXMxTNcOf65qnQl35WbY8znitz3uLJfFjsk+9exdtX1fPJd68qhN7K73t6e5OF1G7Jn3P3cPws8Ww5L95MlW/nWp2WE8jPt2rvfJgtnDnTS2amvxefy3w8rfn78FJY6V4ulCYnwPTv5Vx1SzPJCYrD8FlNp9rn5M5rmoCF1UB7o2zvDhGKKXzix/vn9OKXzptXtQascU+1+7lrfcuMVfdn6+s20895D/6LvWFLE+p384U71xbaLnkcYqEcy3fu3USV18nOE2Ee2zNAa9BD0O1gRZ2PbM6qQXjX+mY2dVQhidBZa33uk1tW4XfLfGrLKt7aVUckff6Tjd4ItpF0CfJib5jOah+vnp5k8/JaeseS+N0yn3z3Kiq9DjTDRNdNQtEMR0NxgIKOBc6IlLd3h6yO9IdHSWU1/vNgaNYQV7EQuFikVy5stNDCavOJmZdqh8JJhR/uPM1LveNc3VrJ5hU13Lm+udCGpLPGR9Dr5P3XtXHnVJ2jr2zr4cXe8Wl97WZ6mZcKDV/ri3Dzylq+/cJJgILX4NmeMboaKrh+mbVKuu/2rsIqq5weJv9ZVTOmNZWdibw4P58inBculytAmL9ueWM4PzmWFpac6boXf3ef2rLqLBd7cTZcfrvSfmul39dMk3o5gfxMxSHLsRAjbKHMpsubqaXMi73hgjGbvw/LZfDYlGemsOVs4dfi72U2fc5sFO+z9Hv2u2X29kcYjWX5z0MhIsncRc+q2rK2kaFIhhs6qxekHyyds4v/XtoyqHS+Lc16LZcBXCzS3rK2kWqfkysaK9h6YLgw9+UXde9cU8/27hCHhmOMJ7M8/bqlEf3CXWu5blkNsiSiakZBUvBaX5TXTk/gkiWePjjCv+3s4z8PhgrJRtU+JwlF5Yc7Ty96ONsOt50jFzLcNjCZ4s8eeY13rq7j9aG4JVqeakXy6O4+nj86zkRCZSyhkFI0kqrGzVfUcfuaBkzgxd5x/C6ZD13fzl/92x5WN/pJKjorG/x0VlshnM/dsQY4E0aDs+v+zKfmy3zrwhTXMjo0FGNtS4Df39h2ljfrl92jKJpOStE4FU5xcDhGOJHllq5avnbP+rO2zXvMHtzRy6pGPylFp2/Sct/mC0jO1G6jtFZLWtUK7uumSg8mJqGYQl84xYaOKt65pn5a0cq8SzvvJi8OS+VDdDO1tpjPNZxPaGiubef7/ZzRRM0vtJZWNbYeGEaA81qotJgL3XqkeN/zqWWzkO+j9HOLUTjxUmOmul7zLTo6kczy6ccP8j/vWTetqG5+u/m20Sj+Dp/YN0gopvBSb5jrl1Uznsjy0bct59svnLxgdY3yz46q6ThlacGtOEpDYXnDprhAbGnYLq1qPLZngAMDUda3VRUWYLPViyoO7ZuY7OuPklI0EAT8TolrOqoKY8/LBZySyKO7B9hyZQNtNd7C/PhS7wRxRWVPX5TT4RR9Eyk6a/384fWt7D41ydFQkquaA3zt9605/tOPHeC3x8PU+l18+C3Lzvvzb4fbljj//MJJmivdPHdknP95z7pprUhuW9NArc/Fndc0saLOz2QmhyQK7O2L8PO9Q0wmsxwcjHGwP8off+dVDN2gL5ymtcqDohocH0/SUuXhqQPD00TaC639sZBt8tv53TL/8fowBwdj/GLfcNlaQNZ+TPxuq81IZ7UHSRToqq8obJd/kPMTSn6FeXg4bjWHvXMtfrdc8MLMPMaza7Vc1RrA7zrjQRuKZOiosSbkr28/yrM9o+Q0c1o4Lb/yLA5LbVnbyKZOy60cV9RZV0MzjW8hWTELyVArx0JDa9YqVjurBMEbpfg456vm0GzetPy+y9UjK2U+obpyvNHQ9OXCTDW7ZvuOi6/5a30R3rm6nj190bO2m+sa58PwWw8MTTNEtqxtpKnSwzc/eA0dNT4+d8cafntigkRWK1SJLrefmQT78/GWbe8OsfPEBL/YN8xLvWH+flsPMP+6YuXaD23vDvHSsTA/2z3AV5/u4bkeK+ssnzTxlW09/HzvEK+ejPDzPYPs74sUPOgzhZqL68/9dPcgsUwOv0vG55JIZjVeOTHBUweG+fLWbiYSWU6MJjg2luB3rm4inMyytz9C/0Sah3b0FjzrBwai6IaB3+XAIQqkFJ1r2qq4qjlAe42P//LjPfyXH+8lqeSo8jlZWe9f9HC2bSRdgvz125YzGM3QWePl5RNnHoS8x6Q+4OL1/iiRTI4r6vzU+FxUuGUcosDP9gxiGCYjiSwep0Q6Z2AKcGoixYnxJA5RmPKSMGN6eDltUDlKjZXiz5bTAzllkeuXVZPRdFqrvGXDUMUu5Fq/m80r67i2vQq/+8z+v/xUN892jxbSUu+/vYsav/VAxZUcj+0ZYCKZ5fBIjLiiznged61vnhZussKTOf7j9RFe6g3zXM9YIXPLxCSpaISiCk5ZnBb//+jbltM7miCr6YVr4XXK+N0ymg57+6IzhsHCSWXOazjXS3guimtEzcRsobX8JBuKKoVQaN7dfnNXTSHzbz7jW6hBUW7sC70e89Eu5es/5euRLeRYc72g7QKTFi/2hmmpmm6IzpRBWY7ZruNcBUe//FQ3j+7q56XeibL3QT4MDLD71AR9E2lUzZi2D6v34jA7T0xMC+cXU67cSOn9cUtXLW6HWNCK5stnzOdey0sEnLKIounTwpR+l0xdhYv+iTSDkQzRTI4vP9XN5588RDil0FnjY1NHJQ5JoLbCxcHB2FljLq1zZGKiagaGaeKWJa5sqWRtc4Abllt6PBOTmJLj4FCMF3rDVHkcjCeyrGzwczSU4IVj40RS1r57R5P4XTKd1V6aKl3UV1jJLw5Z4MqWAD99bYAXjk3wm94wQ7Es61uD/Le7r1p076ttJF2C/PZEGL9LZjyRRdUMHt3dx3dePMFHvr+bCrfEUwdGSGZ1TNPE7ZJoqvLwnrWNHBtL4pJENMNABK5uDVLrd+IQBeLpHKsbK/j4O1ZO9caqnzE9vNyDXu4BnmlCCEUV/tvW7rNenFvWNhJJ5VjbFEAQOKv+RalGCKyePpIo8PLxcX648zSP7RngaCjBUExB1Qye2DeI1ylzTXuQpw+GeGzPAN976TT/cWCEE2MpfrFvuGBMlQo/06pWEBnmPRd94RQZVWMwYqW5nvFuwY3Lawr6p+K//fMLJ0ko2jRjyDoXg6tbK3E5xLMMwvy1y3uhZptUS3+ebbVammI/32ras3mtth4YIpaxakLlBaHFgs4Xj1or2NJCdOVYiEEx07YL9czMx0jxOuVCzafi72o+x5qPN2Qh1dkvB2by3g1FMtT5XYXio3nmc5/Odh1nu3+3d4dIKhqYVphoNsN+e3cIRTWQpjzMpc/kXIL9cuVGSu+PZ3tGUVQDv1vmi3euLZTPyM+df7+th3BSKTvG/CLyaCjBWFzhI9/fzQ93ngLgC3etpdbv4uauOlbW+YmmVWKZHEdDCXqGEsgC3LiyjnesaWBff7QQUchOGYM/3zvI4ETmLOPpyHAcURDAMHh87yCP7xkqtBxRNYNwwvKUKzmNXx4e5YrGCp45FEJRdSIpteCt/5t3rKTS4+DKliDjSZWjo0m++VwvgxMZDgxE8bllAh6Jt6yo5Z5rWy6ZMgy2JukcuZCapB/uPMXP9w7RGHBxNJTEI0uE4hlcDgm3U2JVYwUyMBBViKRVVtT7SSoaGVVnMp0lnLAeZr9HpjHgZiSaobXayx/d0HFWH7NSirUmJpBSNPxumdcHY7ROaXXyD3Q+1pzXEE2LXWc1ZFE8S4+TVq00X6vOkMBd662JLZy0sjvyKaTFq8t/29lX6KnWVe8nmdVxOwRME7KawQ3Lazg0HGMypXJ8LMGyWj/RlOVBqq1wUe21BIRf2dbDYCTNcFThex/exKcfP8hkIksqp9Mc9PDwH23g2Z4xXjo2jtshsWlZFXetb5k1pT+vaeibSLGhvaqgz8n//sXeMLestAphFvcmyl/jd041dsxfw/xkWqxPKKej6A+neflkmDuubuL3N7ax9cAQO49P4nGIdDVUTEv1XYhWqVTbkV+F5/vg3bm++ayxffmpbuKZHAGPgy+WVEMvd3/Ntzls8bYwu37ufDBTH6n5NvqcTRPzZuvpVq5swi1dtTzbM8b+vggdtb6CzhLOvs4zaeTy+52pvEa57yE/54Cln9veHZpRL1i8rQlEkupZZThmKi0x071buv2ju/t5qTeMSxa5bll1Qdez9cBQoXn36YkUvaNJmqdKtxRfw+d6xshqOtsOhoilVBTN4GNvX1HQVVq6To3RaJaXT03QWOHmVDiJicDyWh8eh8jH37GSPX1RFM0yZH6+d4jmoJvhqFJolJ7VdLqH43TV+9nfH2U4lmE0riAIIh9963Icssiju/oxTBNMGIxmaK/y0lDpoj+cZiim8PsbW0mrGu3VXh7fO8htaxrYfWqSUDxLOGFliRrAX711BTtPTlBf4cTvlDEFgfVtQX5/Y+sFMZRsTdISxylbaZVHQ0kmkllOR1KYgoAoCFS4ZLqH4uwfinF0NM5oNMOB/iiZrM5ESiGj6rhlAQNwSSIOUWRZrQ9REEgqlnej2FMzm9bkrvXNVvZHX4T6ClchNFccEy/WEFmFECe5qrmSW6YqMpem+G/vDnHn+mYcssCLR8OFIpcP7ujFLYu8enJyWsbcLV21LKv1smmqivbH37GSoNfB1W1VpHIah4bjvHZ6gpSikcho3L2+lXRWwwCCPif7B6JMTLl777+9i8FIBgn41M8OcG17kIm0SiKbI5a2vDp3rW/mtisbubqtkuePjPFn39/Fpo6qQmy+XJVsv0vGxFphPrZnkE8/foC1TQFe7A2zsSPIUDQz7ZyKr3Gt383NXTXs648AFLJJSsNMxT9vWdvIq6cniStawVO2rz+KbpqsbamcVgKiNJRXvI/5tCLZ3h2a1gevXHhkQ3sVlW4HndW+Ob07c634S70JxZma+b8tRKs1E3PplBYScrbCMLMX87tcQm5pVeOHO0/z6ccPnFV0tZhyHsGvbz/KzhMTrG2pLCy2LI1PH4/tGUTR9MLn816Vff2RafPVXOU1ZgqtlrbhKe5dWKwzAgrb3rW+uRCCLS5mWy4UvvXA8IztNkq5a30zQY8DRdV5/ugYH/n+Lj7/xEEGJzOcDqfxu2TWNgdornTjlgUUTedHr/YXMsCcskhOM/mddU0EvU5WN1YUxrL1wBCKpnPbmgb6I2lSmRynJ5KIAkTSWU6FkyiawZ6+aGHuPj2R4q1X1HAklOAbf3A1TZUeEkqO7/zmFIcGYvSMxPG5ZeoDbiRRpNIl88S+IX6yawDNMBER6Grw01rlYSyhsKcvSiSjYhoGP909wKGhGP/ym5OMxRQe3zvIqYkUk6kspgBZAwwTth0cYVmtj3BS5fBIgm2vD/O1p3v47OMHF937ahtJlyBvWVHLUCSNSxJAFHBJIg1+J5Ik0D+RJJzMMhpVyGkmqgGyBMOxDJF0jnhGQzOgyusgldUYT2QJeh3ohskzh0aIpFRcsgQwbXIv1zTV67Q8Q6msxsjUaqo09b1YQ+SUxUJ11tIO0KW6ln39UYZiGWKZHH+/rYd7N3egaAZfu2fdtHT2Z3vGUDQTSYSspvPJn71OfcCFAERTOdY0VSBL1vm0VHnwu2V0w6TW7+JUOIUowNHRBGBNXNe0VeJ2Sdx+ZSPjySwNlW6aAx5yhsmfbu5g64Fh4orKgYEoh0cSTKZUPvz93cQVlaRiNdl9+Xi4EILcemCY/3h9mPFEls88fpAn9w3RPRTnC7/opsrjYCSqcFVrgGd7xgo9zvLXb2NHkP/6xEG++nQPk0mVXx0ZI6XoZ6Ugl9Z52d4d4n/es471rZW8d10Te/si1PldRFIq71nXeFbzypkMl3J6n3KpwOXCsvkK5R/8l1cZjSls6KgqhA3KMR+9xWzp37PV1ZopHDzbGGZ6mebv6eLnYrZ9PbZngOePjheJ+ctXdT8fht2lwPbuUOEef2hHL4/tGeDfdvbx+J7BaduVq+21tjmAgDU3FF/nnccn+cW+IV45cUYvlNeIddb4ZkhxbznLoM2HzOdKPCg1mrYeGOanuwfK6pU+d8eaaYkzpRKDx/YM8PyRcXKaMWNJlNJQOGC19llVRySlEk2r7O6L8J+HQrgdIs8cCnHjshom0zmW11Ww88QETx8cJhTL8MS+IRJTXvt7NrbyvY9cx5rGAP/wy6P8ywsn2Hl8kldOTPBS7wSyKDAYU+gdTRJO5ajyuhAFGIyk2dgRZHt3iNFYlpNjSXZ0j6FrGn/8nVdpqnTx76/0E0mr9I4n6RlJoKgaLknk6pZKkqrGifEEoVgGv1Pmgze089n3rsHjkEmrOoJpMpFUSasGSVWnZyRBNqfhkCWaKtxomk5WM8npEHBJVHocrKj3sacvQpXXSUzJoWgm6ZzBjsOhs+6ti41tJF2CfOvXx+kdS9IXyZDLWSn+fZNpEhkVA6vehCCAboLHIWIYUOdzYhgmDknAnLpJY4rOUEzh5ROTDEczBH3Oad6gUExhX38UgBd7x/j8k4eIJHMlGUsCsiSyoaOKF3vDhTYZ+Umj2KjKl7Z3yMJZxdu2HhimIeDipeNWqnxntY/VDRVUehy0VHn44c4+bumyahQVG2GqpnNoKMbh4QQPPtvLyXCC//tKP1nNYPPyWuIZjftu68LnlkmqGj/a1YfTIdE3keZ31zfjkCVq/C5uWlHD5588yNFQkpV1fj54Qzsb2quo97sYjGZ4y4pqPv6jfTx/dIwn91ltYK7vrEI3QRLgey+d5tdHx9AMg9f6Jrn3u6/y2cdf58ev9uOWJQ4NxbmmLUhTwInHaRWdDMUVcrrBzuOT5DSj0OPsuZ4xTEy+9evjjMUtl3NDwM3X7llXEILns4DCScWqvF70YplMWqm0X7hzLSfDKZqDHvb2R9nQHuQTP95f0FyVZhOVMxKKa1KV85ykVY3dpyfLegpeOTlJc6WbXacmuXN986y6m/zxHt8zOGNBwHJi6uIXXt6oK/XezFTwdKYxFBtdpS+1M9qT2Xvj5bc7PBQvvPjL1acpve5LnS1rG3nfhhauagnw0bctZ9vrIZSczoGByIznmDc+nbLE5hU1vHNNfVFRToGbVtZw94YWNnZUEVdUHt3dD1AwUPLfUanertTLmO8nVuyRyjP7/WHSXOnB75Smebfy48jf1+GkUpjv8sbwgYEYfZMp9g9EeNfahsICr5zGsHjxkzfUvvEH69EMk1WNFfz+xlbL0y3CH33nFcIJhZ/s7qcvnKI54MIpS6g5nSf3DRWuq9cp86Pd/aQUjR/vGuDq1kpGYhk2dgT5m3espMrroKPWy1XNFcQzKqfDaYYiGR7+1XFu6apl64Eh+ibTjMQyhNM6iazOh7/7KgORNErOqvzfN5FmT1+Uff1RBqMZvC4rIaXW72RTZxX/8puTnBhL0lrl4eYVNSAINFZ6yK+YdRMcokClx8FbV9WjIxaWZ363zKffs5pIUiWr6Uwms8iiUNCEmZgcGIic2816nrA1SefIhdQkPbTjKA8/fxxZEHBPxbclQWB5nY9k1tIejSZUvLKAKIls6qjitb4I1T4HE0kVWRKJZc5MVrIAdQEXN3RWc+PKWu6aKrz4iR/vZ11LgCf3D1PlceCQRSrcjkI5+Lz7VkAoiJX/flsPLUHLY/Ofh0JnaYhgur6gWM9zcDBGS9BDtd8qoX9zVw3P9owiIPDONfV845mjJLMat1xxpsVIPn6/r8+KYwPU+V00V7mRBIGaCidvWVHHoeEYR0cSVHoc7BuM8sHr2ohmchweihPL5NjQHuS105NE0jnetaaehz60kXBS4b3ffAlTN8gaBle3BBmJK3zoeqtY5Z3rm5lIZvnT7+3C45BYXuNhOKZyeiKFSxaRJQFBEJAEAY9TIqFopFSN5koPbodEY6UbSYDBSIa7N7TwnnWNPLSjl85aLwcH41zdWknvWIIrm62aUZBvA2LVYarxu9h9epK+iRRHQwluWlHDJ7es4uUTE1MvCGGaZiLfVqU+4OKG5TUFPceZFiZn9pvXPYWTCk8fDLGs1suVTZVntS145cQEkymVhoCb//G+ddO0F6V1a+bTambnSesl0hCwer4V64zyXspyrRlKW5yEYgqnJ1JcO6UDA8pqWkr3XawryevgblhWTUeN7ywNV/5zs7WVubmrpqxWpfj4M9XpWoqUntfAZJpXT06y5aqGgjettO0FwJef6iaZ1XlrVy1OWSy0Pyr2UD6xb7CsVijfLun5Y2PU+l3cOKVBTGY03rqqrqCTiysqT+4bprnSzS1X1BU0S2lV46vbetBMk40dVdOetXIat/w4dNPE57K81J01vsIiJ/+8Pdczxq5TE5wYT9Ea9HLblQ2F5yqu5NjTF+GmqQK4v+we5cqmCr701OFpdZ7y+sJXT0/y7qsa2HVqkldOTCKJAtGMSo3PSW2Fi676ClbW+Xn0tQH8Tok/vL6deza2sr07hM8h8rc/3semzmoGJtPkdJO3rKxl07Jqnjs8Su9YAk03CSezqLpJpcfBX92ynBePhy2Jw6kJdNNEyVmmgEMEw7A0WQGPjEMSSGY1Am4HTZUeImkVlyyiaAZDkxnEqe1rK5zU+JzEsjkyWQNJhHAyNzVTQYVLYnmdn1PjCWJZSyxe6ZZYUV/BRCpL/0SGuoCD5TV+Dg3FqKtwMRxV+MtblvPJd68+r/exrUla4vzm2Di6YVnRdT4rTfKatkpWNQZ419pGxhKWKDmtmbglePlEGEyT4YiCohrTDCSwLPl4RqN/MmNV4O4e5cXeMDd0VvPk/mGW1frIGSZXNFQUXiQwPR0///N9t3fRFPRwaDhW0BCVW23nV3nFDVnz6fR5r8PXtx9lR88oj702wJP7hskZBghCIWstrWqWRmhNA+LU0sIpCySyOYajCiNxhVBM5bXTk7w+EKN/0ipzUOd38GzPGH9z60pEEcLJLMfHkqRVA1Uz0EyBtKrx9e1HqfE7yWHSUeMjkdVwigLPHArxzjX1gFWzalVjBWlVB0FiWZ2P1ioPzUEP13ZUc2VTBVc2BfA7Jaq9DpySyKlwCkXV8Tsl1hVVQn+2Z5SEotEzEkc3TV4finEqnCKSzBW8IaGowu5TEXpHrUrd927u4LW+CClF5T9eH+Efth8ptEMRYFoo7PrOKg4ORYmkVUJRhZxmcCqcmlqhqaQUneeOjLGxI1hY3e84PIqS08/ynGw9MDwV6tSp9Di4otFPWtWmhVdK69bMFurIa6M+tWVVoWFn8eo+31H8b/59b9nWDKUV4IciGTqrz4RiSr1Qxd6FvNeiuP9dsQ5u16kz93BpReOZsgrz1+/F3nBZzdd8vFZLkfx98fknD5FQNKq8zkJD7WLtUPH5b+8OkcxohKIZVM0gqxmF9kd5gzZfVqJUK5T//enJFBlVp38iw3+8PkwskyMUt7yR+e/MKUs0Bz3IIjz22gDbD43w1IFhHtzRy9HRJAcGYoUM1Jk0bnnP7dWtlfhcEtGMypGRBH0TKT76tuU8f2yccDLLfx4M8fpgjPZqHyvrfPjcUiGEtbEjyLbXrXT64vF997eniKRUPvnY64V7YMvaRobjGap8TnKaid8p8yebO/C6JNqrvWRUnVjaEj6/eDyMxyEwOpX1/OWnunm2Z4zv/raPap+LnScn6Y8ohJNZeseS7OwdZ09fhFDUElxnNROnaBksP95lJcOcDqe4ZWUdXqdEhUtCBIJeB4JoyTgSikZS0dAMk4SSYyxhedOGowqhaAYEyBkgywKRlMrx8RTjsSzxTI5EOleQX5hAWtWnGUgAMUVnb3+UvokMJjAez/Ha6Qg1ARd9ExlU3WTr63NnzV5IbCPpEqTS68Q0QdOhdzxFVjN5rS/KzpNhHnnp1DQlSTito+qQVA2ckkCxozl/g9b4nOiGwUgswwtHrZdkVtMZjmd4/6ZWMOHemzr47HtXT3NvF9fCKX7R3L2hhU9tWUV9wFWYIGfSe7zYG2ZZrY+XeifO0nwksxr7+6L0jiV55LenORZKEk5kyWoGz3aP8vknD/HYngHCSYWg20HAI1Ptd1LhdpBQNLwOiaFImqOhJMdGE8QzGolsjtG4isch8ZPdAxwaipPVDKKZHAYGgigwEEnxo1f7+G1vmEQmR4Xbqu0xGE0zElcYiloF0LZ3h6j3u4ikc3xgUxsuh4ii5gBYVuPlk++6griik9J0QoksTZUeXA6RSo81yaxtqaR3NElT0GMZfnuHpiZHAZcssrc/QiSl8h8HR7iyqYKXesfZ0TNK72iCZFbnuZ4xvvTUYTa0BskZVmh1OJYtGAxZzSiEFrZ3h/j5XkuvsPtUhBPjCQ4NW547AYFjYwm2HhjmVDjJN5/tLXzmpuW1VHmd/JfbuqZ15959aoLXB6KcHE8hiwI5zeSX3aN0D8WtonD9kbPKNRS/bGa6H7xOmY2dVWRUnZeOjfP6UHTqeBEGI1ZIuG8iVQi7FJcocMpioW3Efbd3Ue13nrVdnkLLiZKkg60Hhnn+6DiP7xlkVWMF9QEX3/zgNWW1QjNppPKhlFKxbqk2ximL7Dxp6ddmax2zlFA1nYODUV49OcHLJ8L856EQu05NsutUpJA6bmkbzySIbFnbyFtX1fH+69pwTFV6Lg7pFyeC5HsigpXt9fyRcZ7rGWNDe5D2Gh8+l8hNK2oJehzcvaGFrKYXvv/8gsrllEmpOkdCScCqo7a60c/6tko2dlSxsSPIKyethWBcyU0rDPngVEjsVDjFF+9cS9DjpKnSRU43eejZY2RyGqG4wmt9kxwaijEwmebqtiDJrM4DP9nPc4dHeeAn+0koGuNxhb39kUJouaveTyiW5uhInM8+boWctx4YJppSeeVEmJeOh9l5apKT4wnev6kNzTAwEahwS4zEMrxjdT1OSSSn6fzg5VOMxRUODkYJemRUw0CYejHoBoTiGX5zfAKXLIJgZQIH3DIup0QqqzEcUxiOZfC5ZVwOkdagF1kScEoCOR3efkUtDklEFsAUwDTBIUmkVZ3xhIqq6aiGtQD3uyS8Dol1rUH+6pblyJKIZlqfq3BZOlUREASmGUjF5A0Rt2R9biCcwcAyriqcjvN6Dy+Upa0ivEw5OW493FqRNaTqJsPR7KyfS2vTI6f5nyZT6pTrM8tVLZV8+4WTLKv1cW17FQBjiSyRlPXyyYdAirPXvrKthyqPg5d6w3ztnnU8sW+QLWsbuWF5TaGux1WtldMqXBeHLErDF/nw21u76pAFgRPjSeKZHJGMSmu1h96xBKG4gm6a9I4mOBlOUe1zkszq3HpFHdsPj6IbJqfCKVwOiZPjCWTJepG3VHqJZy1D5l9eOIE+dRFM00AQBOuhB7YfGiWh5BBEEQEDRTUIeBz4PQ42tAe57/YuAD72yh4yOZ0dPSE03WQylSOt5kCwtGPXtgf54c7TeJ0y3SNxyzIVrMJrCUXj8EgctyzyugCxTI6T4yk2dgaRANMwUXWDLVc28iff20Wlx0E4oeBzO1guwt7+CNe2B9nXH+Wxj93E//vMUb5455WFkNxjewaJpnOkFA2fW2ZNUwXhVBaXQ8REoM7v4rG9A1zVHEQzTSZTKkrOoHcsyacfO8DfvGMlAgJ/tLmdB3f0Es2oCKbA1v0jVLglTNMac76kwLvWNnBzVw0P7ejliqkWMDV+15yZaps6qvjUzw5w25UNbD0wREqxBPh9EymSWY2T4yk6anysbqpgbXMl+wciPDZVFPWJfUM8/KEN1PrdbFnbyH/b2k1UyfGNZ45yZUvACq8EPbhlqRDmybdnUDWDZFZjJJbhC4XSBCYC0D0Uo6uhgg3tVYXwXn7cxeG1Yh1UsR4lFFU4PWmF+8oZUU5ZtMpSTGlR/sf71p31XCw10qpG93CcgNtBLJNjIqly84paBiIpTk9m0HSjcO75MG/+euZT70tbaYDlbX5oRy+/u6G5xHt3piL+XetbEBDIapZn+y/funxaKn/++797Qws3d9Xwje1HWdtcWQjFSpJIZqoI4z+/cNJKlJgco7bCSgIREDAxaQm6OT6e5AtvW05a1dB0g7FEFjWSIZrWqPI6WN1SQU430A0TWRJQNZNXTk7Q4HcyElOoCzg5eSqCxyGRVHQ+/qN9fP/D101dQ0tPum8gwte3H6V3NMmpcApdN9h5IkzA7eDAYAy3U+YPNrbzn4dGcDskrmyuJKcZTKQtralmmijDCer9Tg4NxZFFAVEEWQSnJJLIaEiCiYqMgGXMJLIaLklA1a1nwDXlVdJ0k0haxTBMdNMklslxaDiOJEDGBHLWU+CUIauZ6CaFeRUgq+poEnidEkdCCbI5AwHI6tBe48GVzpFSNXTDQDOgnL7HwBqLok//uwC0VbvOx+17ztiapHPkQmqSPv/E6/zbqwOFWkXnC6cI61orec+6JnpGEqxvC+KURQYn0/z0tUGubq3k9isbeOea+sJqPS/WfrE3bLm9J1IoOYObpgSYn/jxfq5tDxJOZNnQUVW2j1epPqFUO/L323oIp7KEollWN/r55LtX8VzPGKpm8LPXBjk5niCpGshFsXITkABZEnDJAhnVQBQFvC6Jq1uDHBqMElc0coa1SpFEaKv2EElreF0SXXU+9vXHSCoasmyJ3f0uB9d2VBF0y0iySFd9BT/YeZpYOkdG1XA7JbI5naDHgW7CB69r56d7BnA7BCIpjY2dVezrj5DTTG5cXkPfZJqMqlHtcxLP5JhIqdT5nYzEs9T4nQRcMi6HbIkkszkrK9HvQhBMPLLMlqsa2N8f5b1XNxfqhfxw5yme3DdMe9DNawNRqydfvZ/3XNXI4ZE4r56aABM2tQcZSarEkipJVaO50s1buurYemAYz9TqcnWDH5dTZlVjBSlFo28yBSY0V3kYjmbIqDqnJlIsq/GxeWUNb1lRyz+/cJL7b+/C65TLanfSqsZXnz6Cphtc3RrE55bZ1x+heyiOSxZ5/3WWHuTl42F+0xtGFq234J/dvIwqnwMQeLE3zMFBq09UQ8DNtR1V/I/3rQMsjdrPdg/QVOnB55YKL+O8EfTo7j5+unuQ5ko3PrdMNmcUGiPn+2W5ZKmoPpVWMPZMzIJW5r7bu3hwRy+tQQ9NQQ+KphX6/N25vpm/39ZjVTeeTCOLAp9696rCNcnXvHLKIt3DMVbW+/G7Hdx1gXrcXSye2DfIwGSaX+wfZnmtj4BH5vpllvbtsd0DRJUc927uxOeWCkZHvsfhy8fH2dcf44PXt1PldwImt61pOKvnYXGNMKCg+3q2Z4x9/RE6a3yFbLPH9gzwen+U9e1VvGddY2GOerZnDFXTAWHKK2Xy4tEwobjC+69rY3VjBX/5wz38wcZWGivdqJrBLw+HCHochJMqTZVu/C6ZE+NJBiIZVE3H53YQ9DhY1VDB1W1BJpMqv9g/xB9sauXEeIqekTh+p8Q9m9rYdXKCV09NYpomWd1kQ3uQhgo3CSXHzpNhNB06aywN08GhGIOTaYaiCpJopcM3BNy013jxOSX6J9JU+hz4HA48DpGXjocZjio4ZIGPvKWTp18fYTiqoJmWQSEK4JQEHJKAZlihs3RWJ6ZYnjK3bBkkmm5pj2or3NRVuBmLK4wmlCmZh8VC3z/n+30Flp723eua+NaHrj2v+13I+9s2ks6RC2kkrf/i08Sy5/9rEYG2Gg9rmgKMx7O0VXvZvKKGX+wfZjKRRdGtomTFwsp8s8ePvm05e/qs0Mh/Hgxx94YW/G6Zgck0Tx0Y4c71TTQE3AVBcXGTxdJijHlx7qaOKv75hZPcu7mD7/72FFfUV+BzS4XJc8vaRj7/5EGePhhCyRmYU+eQd9jKghWCSqjTXbhS0TZw9oMrC+ByiBimSTZnYmBNGD6nyLL6AGrOYDiWYVmtj0qPw9KImWf27XIIyKJIVjNoqHQzGMlQ63fhdUqMxqzYut8ls641SCqbQzNMTowlMYGEolsuZJeIxykjCjAaVzGxVoF+l0xG1Wmr8aLplg5gfVuQKq8TTdPZ0x8lkc2xsb2ag0Mxarwyq5or2dRRzWunJtjTFyWl6rTVePjd9S08fXCYY6EEWd3kppU1VuaWILCs2kN/NENC0cjpButbK1nXGkTVDH5zbJyv/8F6tneH+D/Pn8AlS9RVuHBKIqmsRsAj860/upZne6zVvqoZvHwizERSRTcMTownERCo8jlY21zJhrYqescSdNVX4JgyHOr8Ll45NclkIktbjZdszqAh4GZTp9V8M6lo7O2bIBRXeeeaeqr9Tm5b08DTB0c4MBDjmrYg71nXWNLgc5idx8OcCqe4oqGCz7x39TQd0rM9o4xEFT5wXRvvXFPPgzt6uXdzB9976RRXtgR477omHtrRS0uV1a6npcrD0ZE4Q9EM1X4no/Es91zbyp9s7iwU0dx5YgK3LGECP/6rG6ZSys8kO2zvDvFs92jhBZ1PSFiK5Bc0dRUuXj01yS1dtVT7nOztj9AzbHlRXZJETYWTSo+DT22xFjt7+62yGdG05eHtrPXRUWPV3qqrcPFi7zgtVZ5pouqtB4YBk7vWt7D1wBA/3T1IfYWTWr+7YMCOxRWOjia4rrOKNU2BqQQEH5phMjCZxjBMJFHgveuaODaW4KrmSt6zrpEP/surxDIqumHy9lX1DEYyyJLAaCzDB6/vYG/fJL89MUlGzU15qWQ2LasimtZoCLgYjGSmPC9WhldHjYfhqMKtqxvwuy3v0a+OjPHONfWoOYN/e+U01V4nTodEXMlR5XWgG7CyzstQTGEkqpBQcqi69Qxc1VzJcDTDWCJLMqvhnvpccCoTeM/pKPdsbOZYKEX3cGxaxCGfFeZ3WQs6RJGgV0YWRHK6YZ23PpVxJoEsilS4ZSLpHA4Rkrnps+WFMHwWggDccVU93/rj687rfm0j6SJwIY2kVZ/bxgyh2zdE3qio8bv4k82d+N0y71xTz5P7hnj69RBtNR4+/ztXAvCJH+9nY0eQPX3RaRWjH93dzysnJgqpvPkMub19UXTTIKeZtFZ7GE+qpBWNjKbztd9bx//acYzGgIvVjZUMRS0D5JeHQyQyGlld5/c3tjEUsX7fO5ogkzO4aWUNG9qCvO+ffktaNc7rw+qWBZySiJLVUTkzGWxeVs3x8SSiCOtaguw6NYlDFJiYmuABGiucjCbUgtEmi+BxyVS4ZBKKhqrrU0aUzjtW19NU6eaHO/txSlb4IJ0zqfLIXL+imt0nJ4mmreKXsmClkntd1kq8zufk5GQajww5Q0DAIJOzyjxIgoDHIaFoBjesqGEymWUsnkU3DbI5k8aAC4csMhRJM5nWME1L9O51yrRVe1hW4+XF3jBKTqfCbXnGWqs8hJMqScUKsbVXeXhp6uW2ss5PZ62HV09HWdsUYDimsKLeCwgcDSWIpa2QbnTqWA5ZoL3KS1Y3ed81Lbx6epLrO6v5+d5BKtwyfo+Dt3dZGUjPHRnj2vYgWw8Ms6G9is//zhoe3NHLaExh/2CUpko3K+r8+KeuryAw1TeKQid1gJ0nJjgeShBKKGxeVsXNqxq4bU19wbNwYCBGNqdzw/IaqybNVIZOtc+qZ3X3hhYcU7W+8p6mH758ip5QHKcsUeV18uc3L+NPNncC8OjuPn7VM8bOExNc3RqkqdLNQCRNlc/JravqCxWQv/xUN7FMjsp5VCS/1MlXpM5quqVTOxziuo5qwqksGVVnT38EAYH1rZXcdmVjwTt3YDDKC8fGaKjwoJsmLUEPX/+Dq/n04weJpFRSqkb1VGHEazqq2HliAgEry03RdF7qDSMLJi6nTFe9n319UbpH4kTTKu01XmRB4NREmo3tlSSyOjctr+WF3jE03aSrwcoMG4pmuKo1wKmxFD/a1U+FW6bW76I56KF3LFlYFO3tn6R/ShMDUF9heRkDbgcDkTTLa/1W1wMBcobJqYkU0VSOar9VhmUomqE+4MbvlBhLZAnFFLK6SdAj0Rz0MhLLgAnXL6+hezhGPKMhYJLTDTZ1VpNWdZSczrHRBLpheYc0g0J1arCMIZcsks5Nf1Hk5zGrLIUVCnRJVrjRMAzyOT2SYGmUMjkdRTOnCawvNTYvq+LHH73pvO7TNpIuAhfSSLr6S9uJKxcmA8YhwKrGCq5pryqsyKIZKxuqrdrL21fVFya2F4+HuXF5NWPx7LRMlHy/n+4pYfDLxycYjmZQdYOcbrC8zo+iWg+5SxbxuGTq/C5kSeSq5kChxP9wNM13XzxNQ4WTK1squbqtEpcskdV09vZFWddSyf99pY+hSBr1AhiNM3FNW4ChSAZdN1ENE5cssroxwKunJuio8SIJAsfGUoA12YiigCRCbsorVRpTdztElJwxtS04ZBFDN6jxe1jd6GM0oTIwkbLE2U6RSDrH27rqiGZUTo6n0HQTj1MkPRVyFAUBhywSV3LouokkgNMhgQmGadBS5WMyZQngrSadJoYJLUEPkXSOzhovmgG9YwmrkrhqFXrb1FFN/2SK42MpOqs9dDVV8NvjE4iYeF0O1rcGSKmWsRH0OqjyOhAEgWgmR0rRCScVDMMkZ0BjpYuGChcTKZW0qlM1FXK0tBMCNyyr5pq2qoK4/Bf7h0lnNQTBErWvrPdzfDyJJApE0iq3LK/h/3lHF9/+zUk0XUfRDF47HaGp0s3K+go2dlj76h1NMBJVyGoG7TVeVtT5OTGeBBPu2dhKhdtBXFF5+cQE0VSOr//B1fzDM0fYOxDj6tZKJEnkphU1BQPnj7/zCsdHkzgkkataKhmMZnjkI9fRVu0reFaCXgf7+qM0VrroHowTTqv8l3d2FYypy8FQmq710tl1cpKeUILWoAfNMPnaPev44++8SiStUul18OHNy3DIIqqmc2Q4Tt9kBpdDJBRTWNscQNF1/E6ZNU0BjozEyemWxlAURe682vL81PlcbDs0zN3XWGGxXacm6B6OMxpTUHWT9W1BjobibGgPcmQkwUQyS02Fi6DHiccpkkhr9EXSLKv14pCsZzCb01nfVkVW1wlFFVbW+1nfFmT/QIQT4yl0w8Q0YSSWJqVomIKAaZhcv6yGA4NRXA6JgEvmr96+grvWN/OjV/v41q96UXMmN66oYV//JAlFRxCg0iMTSWvoprWQcskSHodIOqeTzRkEXBK6CZmcjiwJOKa8026nhGmYJLKW19klgVqi1fE6BTLq3K2rPbJgecz16V4hhwiCCeocO1hsTxJY3vsTX7vjvO7TLgGwxLmi3n/B9p0zLXd3vht3a9BDhcvKSsqn3m7qqOLF42E+/e5VDEUzhfTvfObO64MxfnsizNGRBMPRDLddWU+lx4HbIVlZKNVe7t7Qwq2r66n1u/jvd11JJmeJrq9orODZHivD7tdHxnA4IJ7VODaa4GevDbLr1AQ3LqthJK7wH6+PkFDUi2ogARwcjBNO5pjMaKSyOvUBFz0jcdwOiYmUSu+UgQSW21rTrRojOmdPKCZgGJYXTBKtWiKprLWiG4xm2HkyQkeVm+X1fpqDLuKZHF6HxHhCpSngIuh1sKapgkzOwOcSyGoGSUXDMEHJWQaJolvptRlVRzNMxpNZ1rdVUel2ousmgiDgdkgMTFrhtdPhFBPJLIZpklZUUlmdsXiWvonUVIaeQCybY8/pCPV+JwYCHofAa31R9vZFEUWTTM6grdrL5967hqxqGWKbOqqtWlsuq/p6R41v6gUhkMjk+PrvX01jwI2IQFTJcWg4Rme1j1dPTnLbmno0wySTzZHMquw8OcGKWi/xTI5qr4OBqMJ3f3uK3tEELxyb4NnuMTKqTu9okoyqsX8gQme1j/dtaKW91keD38VkSkXXdAzTZDJtlc3I194Zj2e54+om2qp9uFwyAY+DUCKLAFNNpfv57OMHyKgGLofE725oYd9gFBP41M9eLzwLV7UGaKv28q/3buK+264gaxjU+13sH4hOy8xb2xzgyIjlcVuK2W1bDwzx6K4BHn21nwMDMUZiCq1BD0dGE3zinSv58Pd3MZmy7qWgx8mxsQQ/2zPAw78+znNHx6lwy5gmPPrRG9nYWcXRkSS9Y0kODcW5uauer95zNV0NfnI5nX/beZpoSuWnewYIJ1R+uPM0u05NcCqcYjSmEMtoKDmd1wejGCYcnTKQNMNkMmH1s6zxORmIWgURe0aSHB6Oc3I8yUgsw97+SUaiCmCyuqkCE5OoohHL5GgIuIllVK7rrKE24EbTrOfn9ESaDe1VJDIqggjferaXzz7+Ovv6LKMopxvsPj1JKqtb+iCTgoGU1wmpusHa5gAeh4RhWunviayOZlhhL0Wznl9F1UhkdUtLKVgeoVLSJQZS0CNw9lZT84955v8FrDCbMQ8Dqfgz0sJul/NK0Lu4Cwrbk3SOXEhP0ur/ug3l7KKx54WgR6LG7+bDN3VO03TkvURbDwzz2GuDpKe0JzUVLoYmMzgkkZoKJ5F0jpuW17DzRJgqn5OAx0FXvZ+nDozQVmWF2a5fVsVYIgtTBtmLvWF8Tmkq7m7SEHBxfCxl1TBKqHin0lIN06S9xmuJsKeywUbj2Qu6krE8PQKaZpKb4UDnazXlkkHVzvY0mVgePt200mTzk6rbITKR1nFY2tPC+GTBcrtLnPldXpxuGNYqU5Qk1JyGiTV5epwSmVzes2Ttz8Q63lR/SjwOEZdsrWZlWSCXM6ipcLO+JcDB4TijsQyqDhVuq4r52qYAQ9EMR0eTyCJUeBwoqoFLFqj1u/jda1r4Zc8oibRKPKPhcIhUuGTCySxOWeIDm9p47sgYAbfMwaEYVzRU0DeZRsnpyIJATjfY0FlFPK3SVu2lxufiuy+dKlRBN03wOkVcDplr24Ocnkjz8Ic28Jvecf7tlT4qnDK3r23kyf2D+JwO3rehBZ9bZvfJCVI5HZckIksiK+p89E+m+fitK3n5xIQlMh6IoekG0XSOCrdMJmfw3qsa2NMf43eubuKFY+Msq/Wxss7P6ckUXfV+dhwepcLt4NhogqDHQVdDBevbKq1KyZrBrlOT+F1SUabd0uHR3f08uqsfTIE711uenpNjSbxOmcMjcbKaTjpribTf3lXLtctq+PYLxwnFsnicEo0BN49+9EYA/vrf9pDO6jimPIaffe9qav1uvvPiSR7ccQxN13E7ZXxOEVEUqfI6mUyqGKaJyyHhlASGYwr1FU4GIwpBr0QkZSVpeGUQJYm3rKzh5d5wQa9oaQktXY7HaYWZZNG6T6t9Do6PpbAa3RvkdBOvQ0LVTTTDwO+SWVbr4+hokpRqTcwi4JIFtCnPqSRYiSEDk5YmsdLtoMbv5OR4imq/g8lkDgOo9EgEPA6GI4r1vE9dX7fDys4VBcuAKdYZzWf+yW8jA1rJ770OgVTR5CZjzR8Xee15zgTcIq9/6T3ndZ92uO0icCGNpCs+t+2CeU9kAW5YUUNTwIUkiXRUe+mbTPOpLat4sTfM80fHOT6WJBTNcN3yKiaSKopqBcQjaUvs6JYlvv0nG/nhzj5agh6OjyfYfSqCbppU+534HBI1FS503SSuaHz63av4+6ePUOuztC/RdI5NHVXsOj1Jc8CFKQrEFY2+8RRrmvyoGhwZizMWyyKJlobnQrMYbuXZjlksUAdrEi5Ou3WIFDL3rPRcgaxWfm+NAReSBDnNIJa2jNG8lMEpUvByYYJDEsjqEPQ4iGYskalmmLgkkfFkFsOEoEfmxhVWQUcTGI5miCs5an1OslPFAt/SVcutq+p555p6/uD/7GQ4mkEzTKr9Mpou4JBMcrqArhtkcjqmCZIkcNOKWnwOgUPDCdwOCZfDasXQH00jCyJxRbMMOlmgvdrHWELB55ao8bnIaSZet8xYTCGaUXFIIstq/aSzGnFFRdVhbUuAcDxLOqfhccgMRTN0VHv58FuWFbrMf+fFU5wcT+KUrReXOhUCccsiNyyr4vXhOJpmsr6tkhPjaTprvPSMJJhMZbmioYIV9T5O5MOxokB9wMVkOsfvrGvingvU1fxCkw+zg9WK6MVjYXpHE1T7naSyOifDSWRRoNItk9NNNrRX0xOKE0+rqLrJB65r5fCI1bDbIYuEk1kwTZqDXlY3+FndXMkPXz7NUDRjpaWbVop6wOtkfXuQvacnrYbdskhthQufS+a3vRPTjPx8TZ9NHdWcGE8SSanoU38LuCV8TploRkWdSmO3Uv9BksDULeOi+LnL1/dprvLw3nWN/NvOvrM0QMXkDXcDaPA7UTUrVT+dNQpheHHqeNKUzkgr2l1+PG+/ooZfHZs45++qocLFeCK7ZIyguaj1OXjt8+86r/u0jaSLwAUVbv/XbWQvkCcJYGN7kNYqD7tPTxLL5PC7HHhdIn+wsZ2joTinJ1KMJ1QyqkZthZtoWuWPb+zghWNjHBlJUOFxsLLOz9fuWcc3dxzj5EQKVTOYTOeQBYF7b+rEKYtse32YTZ3V7O2PEvBIhGJZVjdUFFL89/ZHaK700D+Zpn8iRU2FC5/TalA7FMkwkcpyKpxe9Jj4YiNhZcKcnEiTM84YSPPB7xRxOURSqo6aM/E5p2cDikCd30Eiawmuc1OajIBbwilLRNIqmm5N7CtqfIwlVVqqPKiazkBEoT3oYSiWmSpzoJJQdK5urSSaztHV4J+q0SXyyqlJ61ymVsr571QSLPd/VpsSrjtFgh4HAY+TkWiahKIXwgV54WreM7a8xsoOUqbKLIiiQNDrZDyhEM/oBLwS17QFCUWtLChdN/G5ZSrc1v17bCzBRCKLxyHx5d+9kv/x9FH+33vW8aWnuplIquR0E1mAdM7AJYsEfU4yqo5hGEiiiCiYBDxOEkrOqjiczFFX4eIv37qcnGZyeCTOlU0BnukeIZ7RCHgc3LPRas66VA2l7d0hEkqObz53HAmrbcXa5kpeOx1hMmW1vchnTlW4HGQ1naagh7FEFrcsEk+r+NwOvE4ZJacRz2jU+J1kcgaJTA5BFJAFsyAw9rskDNOgwu0kpeRwyFYNIKdDQsQgWRQzckjQVuVjJJZhbVOA4+Ek0bSGBOhYxkMsk0XRpi9Q8saQzyWRyemF+9MomXg8DoHMAhZspQudPK6p/przWQhfCpqgxcbWJNmchUu+8F/Lxs5qRFHAIYkkszkyqsF3XjrJS71hdMMkq+nopsnJ8SQCsOvUJHdvaGVFfQUeWaTCI/HNHcfY3R8lPhUWC3od6KbB3v4I+wciBL0Odp2cIOCWmEhY9UfMKf/y3v4IoajCd1+ySvVnVJ3dpyZJKjkkUeDW1XUYhlk2zv5mQsAKE4zElYJhNF8DSQIyqkEyo6HrJrIEimZMu6YGMJrM4ZkKHeiG9XKIZ3QmUiqyKGIAOR2OjaVwyiJjcYXjoymyqk5/NENDhYPBSIZUVkcSoXskzkQyy6+PjjMQybCvPzJtTMWTvixChduBieU9SGUNQtEsJ0YTxDNTHibRCj96nGdGbkwVB3U7BBTNZDSWZTKlomoGqmZiYmX5DUcVJtM5NN26bgJwZVOAVE7HMEDRLG/nJx59ndF4lj975DXaqr04JZHmoIeMZlDpEvC6ZNY1B+io9nBLVz3L63wEfS76J9KIgkCdz40siuiGlWX3y8MhUqrGsbEE13dWc3oiRf9EipeOhZekJgnOtCR5+fgEDlEgnFS5tr0Kj0OiodKFQxYQmaqujEC11zJI+8IpnIJAIqOiGZZH08BE03UMIJzIkshY2aMOcSoJYYpkVkdRTUbjWZwOqyelaYKq6pimQMVUbzWnCF6HRP9EihW1fgYiGbwOCadIoQuB1c7D+v9SwyPokzGAP9jUiscpUe2Vz3o5ZnJWphjMrwrzTI9pVp+fgVRunG9GLqC/YF4sveXMm4D4hcj/L2I0bvVQumFZzVTzXJHukShSTiBn6IRiCte2V3FsLMHaJg/HRuMksxo3LqtGAJ7YO0hfOEUso5FWdSRRoNrvpC+cwiGJHBiMIWAJHte1BBmKpOmoscrepxSt0Mj2tb5JREHgwGAUTBPNgO7hOA0BN9mcZaRdLi7jc8WEWV38s5GfXPSisNxMk+5EZvoxdAADNOPM7w0gFLfEzV6n9SpsDbo4Pp4uVOEVAJ+DqTYJJvFMDqNoSV4sFq3yiGR1K/yaX3ULU8fWjTOraNG0rkQ2d2Z1ruZMToZTdFZ7GYupaICmGpwcTxLwiKiaiVfWOToSp73ah9cpomoG1T4ne/om+eMbOznmdZDK5kirOsKU98A0YefxCUwT4opGc5WHsZhCpUPglZMT+FwOREHgtisb+eWhEfxuGUkQkCWBjmovkxmVXacnqfW6OD6WZEN7Fb/qGQUTxhMqA5EMN3fVnMO3uXjkPUhJRePgYJTxhEImZy1gfrF/iCsaA7RXuRmNq4ioyLLVx3A4pqDkLGFyOJ3D6xARRJNMTicT1ZFkAU2fLkA2NROfS0REL+ju8vdxNKVxRYOfk+EUqm5iakZRt3iIT9Ug6x2Lc9OKWl46HraM7KJ9lHuSBGAipRFwS/znoREyqk46S9kFmqpjafSG4m/8wtosCWxP0iWIx3Fh/SfRdI5HXj6NouaYTOe4pj3I3de00hx043M5qPW7OBJKWP3jTBOPS+bUeJL/59/3sn8gwnAsw8lw2spmUXXaqrwEPQ46qn20VfmQpooiBj0ORuMKhmml9/ZPZNBNk0RWY3AyTdDjRBKtFFWHLCGJAnUBN7dd2cBINMNoTLmg1+FyxyWdWQWVliZ4I5hASjXQdJ2+yfQ0rZQJpHJWtp8gCCg5Y0ZBfCRjtYPJD6zGN71HU/5jmgnZqc3yLzkDS5CayGrTXmaaAYmMVSphImOQnep/iAA1fjcjMYV0Nsc/PX8cRTeo9Dhxy6KlyQJq/We8WoZhEk3l6Kz2EklbmVujcYWT4RS/7A4RTqtWwgEwFs8ymcoykcySzWqWpkkUODISI5szyOomsgiDkTTP9Yyd+8VfBLZ3hwjFFLZ3j6AZBsZUWwsTqx7WsVCcl09ESGUtzdo1rQEqvU42dVQhS1OJAw6BlqAbpoTOuanszNJbQzexwpdTHhsd8MiWweJ3S+QME3XqhtOnUq9cslWCwyzax0vHw5bmxwSnQ5zVI52/p9KqTiZnoE/pisp5MEzg4FD8Tb94ezNhe5IuQbwLjH0vlKRqoBkZ9g1YvoWnD44gCQIVbgdZzSCmqPhdlqjVxKSrwc/LUyLJ46NJVM2ks8pLRtMxBYEtaxs5EoqzLx6lyuvAIYoMTKbprPVR5XUQTpqMxhXSispIzElCUUkqBpIIAY+D1VO1UtqqPby9q47TEynLNW7PRG+IC6lrm23/ZuHvc9dxMTij/ZhI5WZ9meklO4sqGhlVm5bNY2LVrdINE59DJDXlhYtldExDobnKx/HRJKJg8vyRcWRx+nnEsxpeh0gmZ1DtdeJ3S/RHMmCaeF0SHofVELSx0k33UIycCROJrJWSaFr/SeVMHCJMpnN4HJbOxS1bY7qqpXKOK3LpsWVtI3+/rYdKr5Pjo0kEEVyipVLOqJYGKZuxKjaLAvym16qtJUsCytQ8JglwMpw+6zssRQAMfbrHJ6OBWxIwDJMT46lp27plCVEUyKhawXDTSuaNzDw9sZrBNK/nTNjT0sXlAvsM5sQ2ki5BkvMpYPEG0Q1AMC1BqUsjoeYID6o4ZQFBEAhpWfSpnPTT42lq/E4mkiopp4jPJbGurZLPvHcNv9g3zP99pY9U1vJKqZrBWNzKrOifTBNJ5Sz3ek4jp5komkJ2qjCaVU1W4MBAFI9TYiKZ44XecXTDQNEuTDFNm4vHudzFC/lMTrf+laJMZfnljOmvs5wBfWGrPUz+ZS2a0zMHszkTZWoUo0mVydSZMguqYlUnv6Kxgt2nJs6kaQtTFYw9DqJpFZ9LIqvqCKJJfcDFUERHN0xELC9uvunqUsHrlPncHWv47M9fR9EMdANkyfLSFBs9blkgo5loeUOj6I9zzWlO0RJOmwhEM2c/+1ndRCmxsEwgfp5XAqUG0Ezia5uLx0VIbp4V20i6BJkplft8IWLV6wgnVBwSjCUymAhUuCXiio6mG0iSNcd5HCJrmy31/8HhGE5ZYiKpkMzqfHVbD7tPTxKKKahTupdYxup3hAkZVZ/Sw1h+cUkEt0PCRCc7NeFFUioGVlqxzykRippEMyo53Z6abM4vpd5ZS1slYxg6iamXeOmTVzpBj8UUoikVzbBq2uimZXzlDBMlaRWsVPMvbg16x1I4piomA5wYT5JWtSWX3eZ1ymiaXuihKImgl9gnpSntsxkYea+PJFhibbdDRhYFwqlc2e0X6z1pz0I2tibpEsR9gcubGsBESienm6Sm3OUNATcJRbNWvIJVlNDnFDEMuKKxgtGEQk4ziSSzuCSJ54+M8vi+YQYiSiEsJonQWuUln5xnmlac3+t2sLzOhygKNAZcrGmqxClaKbu5qdVoTrcyr9JZFVkS553BZWNzrphAQtEKBtJ8SU1pjOYKHeWPoRYZEx5J4KEdvQs63qVAOKnw8slIwVhRtLOTKtSSxd1sBpIAOKV8xXordDqeytnZXDaXHLaRdAlyoaptF1Oc6ZRv75DvDq2Zlk7EMAwcksDh4TinxlMouRxxRcPALIyxeFKTRBiJpAoaD20qYyicyFLnd2GaJv2RNKPxDE7ZMsDEovFkciZJ1bAy7i78JbCxWbCnYC7X/1z3bQ746NuWL/Coi8+DO3rR5vDuznfaygvw1TMONxubS5al5fO1uSCUE0ibQFoDJZZlLD5aqFwLMBpXy+4nq1HQcxSjm/DqyYmp+jWQzmUB8DunBOpFH9Fmy1O3sbnEmctQUHMGL5+Y4APVvosynvNBWtVY1ViB3yWTuNDZADY2lxi2J8mmgFX5ZjoGZzxC80kymGmbjGYy1ai+QFK1qjuX6d9oY3NZ4r/QsfQLwPbuEJGUSiRTfnFkY3M5YxtJNvPGOYcxM5cDqNwiNG+E2di8GWiocC+57LZbumrZemCokM5vY3Mx8S1yDQA73GZTYC59xnz0rfY0amMzMzFl6Slwnu0ZwyXZ62mbxSG1yMa5fedfgrguUY+8bQDZ2LwxMjmNpw4ML/YwFohJrEztIhubNwO2kXQJotraSBuby5KJRI7dJydIq0vH6LhrfQt1Fa5CnzQbm4uJd5HjXbaRdAkScNmzkY3N5YgBJFWdX3aPLvZQ5k1a1Qgns/OqC2Vjc75pCS5uJuiiGkm/+c1vuPPOO2lubkYQBJ588sk5P/P8889z7bXX4nK5WLlyJY888shZ2zz88MN0dnbidru54YYb2LVr17S/K4rCxz/+cWpqavD7/dxzzz2Mjl46k1Y8a89GNjaXK36nxLvWNiz2MObNgzt6idmZbTaLREItX4X9YrGoRlIqlWL9+vU8/PDD89r+1KlT3HHHHdx6663s37+f++67j7/4i79g+/bthW1+8pOf8MADD/DFL36RvXv3sn79erZs2cLY2JnO2/fffz9PPfUUP/vZz3jhhRcYHh7m937v9877+Z0rtolkY3P5sr69akm1Jbn/9i4qvc7FHobNm5T0IutPFvVJfc973sN73vOeeW//z//8zyxbtox/+Id/AGDNmjW89NJLPPjgg2zZsgWA//W//hd/+Zd/yUc+8pHCZ7Zt28b3vvc9PvOZzxCLxfjud7/Lj370I97xjncA8P3vf581a9bwyiuvcOONN57ns7SxsbGxkAC1tE39JU6t383G9iCDkdBiD8XmTYiuLa6RtKQ0STt37uS2226b9rstW7awc+dOAFRVZc+ePdO2EUWR2267rbDNnj17yOVy07ZZvXo17e3thW3Kkc1micfj0/5dKKo9S+prsbGxmSdel0jvWGKxh7FgWquWToVwm8uLxa6asaTexqFQiIaG6bH8hoYG4vE4mUyGcDiMrutltwmFQoV9OJ1OgsHgjNuU46tf/SqVlZWFf21tbefnpMpgmEvqa7GxsZknbqfEx29dudjDWBBpVePfd/Ut9jBs3qQsdrK3/TaeJ5/97GeJxWKFfwMDAxfsWGtbAhds3zY2NovHeCLHnr7oYg9jQWzvDpGxe7bZLBJ/csOFc0jMh6WjHgQaGxvPykIbHR0lEAjg8XiQJAlJkspu09jYWNiHqqpEo9Fp3qTibcrhcrlwuVzn72Rm4fRE+qIcx8bG5uJzc1fNYg9hQaxtCqAZdjqJzcVHAP5kc+eijmFJeZI2b97Mc889N+13O3bsYPPmzQA4nU42btw4bRvDMHjuuecK22zcuBGHwzFtm6NHj9Lf31/YZrGp9DoWewg2NjYXiF/sW1oVtz//i0N2jSSbRcEE/u6xA4s6hkU1kpLJJPv372f//v2AleK/f/9++vv7ASvE9ad/+qeF7f/6r/+akydP8nd/93ccOXKEf/qnf+KnP/0p999/f2GbBx54gH/913/lBz/4AT09PXzsYx8jlUoVst0qKyv58z//cx544AF+/etfs2fPHj7ykY+wefPmSyazra3Ks9hDsLGxuUA8dWBosYewIG6/cmYPu43NhSacWtwaXYsabnvttde49dZbCz8/8MADANx777088sgjjIyMFAwmgGXLlrFt2zbuv/9+vvnNb9La2sp3vvOdQvo/wAc+8AHGx8f5whe+QCgU4pprruGZZ56ZJuZ+8MEHEUWRe+65h2w2y5YtW/inf/qni3DG80PTl1aKsI2NzfzJaUvLLbNlbQNffbrH9ibZXHAkrKr0xbfaVc2VizQaC8E0TfvWPwfi8TiVlZXEYjECgfMrtL7pq88yHMsClqvPKQvkdNOepGxsLgNag25++cDblkxByU8/foAn9w5ia7dtLgYilqEE4BDggXet4mPnOSN0Ie/vJaVJerOQzZ0pDGECija7gSSU/NfGxubSJZrK8tSBpaNLagp4bAPJ5rwjCZYB4pKm/744jqIDBwajF29QZViwkfTrX/96xr99+9vffkODsbH4Xx/YUPj/UttIBJorXTRUOKdtU+GSkIu+TUeRxSTb1pONzSVDOre0XMK/6R2beyObNz1eh3CWwTMbggBXNPppqHQTcAmF95RDBIckIAkgiwLHRhe3+OqCjaR3v/vdfOpTnyKXO9N0LhwOc+edd/KZz3zmvA7uzcrTB0PU+KwMNwmo9Z3JdjOwNAIxJUf+fpSAbE7HIUkFkVnAIyEL4BJBvEz8hZeDrbeAOcTmMubO9c2LPYR50xS4OKVPbJYutX4HDlmktM2aiDXniWUmb4ckMDCZZjSeJWdYRhFT2xuGSWe1B90w+eKdV17g0c/OOXmSnnjiCa677joOHz7Mtm3buOqqq4jH44UsNZs3Rr6YpEMEpyyiaEbBypYF+NGuAeor3IgiNFQ4cUhQXeGixu8kH6hLKDpOWQQBhMvCvJi58a8sgFsGr2wZUh6JwgN3qZ25HbWwMWDJ6JEANnRUL/YQbBYRAajynFnelRo8FS4Rr1NEzRl4JMuocMvWfwXBmrervTJOydLjuSSBFbUeNN0koxpkNRMlZ5CdirMpBugmnJjI0FHr419+c+oinWl5Fmwk3XTTTezfv5+rrrqKa6+9lve9733cf//9PP/883R0dFyIMb7p+P2Nbdx32xVcUV+BKMK17VUEPDIBt4QgQEe1F0kUWN0Y4OrWIFe3BWmudFPpkqn3O5AFaKvxIQjQFPTgkMVp4bfLDY9TQkQgZ1gPpGpYD6fHISAK524ouWQBh2VnIosQ9Jx5sTkFcNtxTJtzYEXN0irx4Xc7bA/oZUS5l365mcwlgUsSuGdDE9GMXrgH/C552j5SWYOMaqCZoOiWhyirWXOwblpGVTyjcUV9BapusKzWRzSdm6azNafGkP+XP74AS8+TBHDs2DFee+01WltbkWWZo0ePkk7bVaLPF16nzJ9s7mR1cwVVXicBl8Ttaxt5xxV1vHNNA1e3VHJte5CGoJt4VuNdaxtRcwZDcYWmoJc1LQEmkgqGCbFMjpX1fq5oqljs03pDiDBNc5V/kCQgp+mkNZPc1ErELYFLluis9rG6wT/tc6UUTw6ufBx86p/XIbGy3o9DgiqvA0EwCx6qzStrWN0UoMojn3P2g98hXNbGq015PnRj52IPYUFc2xa0PaBLAMcclmzeACkWRjunPmOWbOeSQNUtQ+fp7lEk0fKC37yimlqfE6d8Jj5hAJOpHG5ZxO0QC9XZdRPq/E6aq9y8Y3U9HqfM6sYAY4ksmmnimHJJLa/x4nWIVHpk1rdWUjElbDJM8Lkk9g1E38hlecMseH7/2te+xubNm7n99ts5dOgQu3btYt++fVx99dXs3LnzQozxTcv6tiC1fhejCZX6ChcjSZXrOquRZJFKj4NdJyfZ0FbJ8dEk8ayGxyGyrNaHW5bwOmSqfU6W1fppDXrprPYu9umcM7IArdUeAm4HFU6RSpeILIJThIagC1MQpm0rSBJtVR4ymoHDIVEXcOOWBVxTjiCnJCACVVOeIRlrYjAx8TpEDJOCF84lS3icEiYCTQEvhmk9NMfDKRKKxvuva+Pq1gB1fnlWgbyEFQL0F1lFydzCyzrYNtXS511rG+be6BLiS08dtu+7Swy3bP2TseY8hwhVXhfOGd7o9RUOVtb5EICmgBOXBCvrfPicUsEIkAGvLLCqwY9DEhEB3TRxSpaouqnSRUbVWdNUwW2r67h1VR1eWZjyskuomkFr0ENLlQePQ8TvFMnkdD54XQc1FW5uXllLMquh5HQyqo5mmNT4HAiiwGffu4b/37tWsaLOx4b2KlwSVHocDEUyqNri1g1csJH0zW9+kyeffJJ//Md/xO12c9VVV7Fr1y5+7/d+j7e//e0XYIhvPtKqxhP7Brl1VT0uh4jfI/PorgEiySz//uppQlGFf3uln0qPg+d6xvnku1fxl7cs561X1HFtR5B6v4uaCjdtVV6++YfXcMsVtcjS0lUmaSZ0Nfj5oxvbWdMUwEBAlgQM4LqOajZNaSZcEgQ8Dj5wXSuSKBBOKNywrJqPvW0FW9Y2IYkiLkkA02RtcwWyJNJW7cHtkmgJulle4yedMxAFEAUBRdURBPC7HGxqD+J1yaxu8lPpkYkms+R0jR/v6qeuwo1uCGdppmo8EtU+B/UVLlxOiZtW1NBZVzFNCDvfx98JeB3ivLJHlur3/Gbhj7/zKuGkstjDmDdfuvPKGfWASw3pHB4OicXPEBawknDyKBrkdJAkcMkilW6ZjKqxaVkVDgkCLqkwZrcM2ZzJQCSNJEJc0VhW68cEGio9yJK14HQ6BIJ+F16nTGvQiywJ1PqcXNdZwzUd1VzfWc14SuVUOE3Q56Yp6KG92odTEolmdHTDJJHNUeVxsKLOj0uWaKx085Pd/bw+GGVgMkVblQfDNDBNWN3gZ0VDBf/nj67F75ZxyCIr6ytI53Q6q30omsH61qClrV1EFnz0gwcP8p73vGfa7xwOB1//+tf55S9/ed4G9mZme3eIyaTKt184SW2FixOjSZyyQDipkskZvHJyAqdgEsvk+N6HNwFwaCjGyno/IHDjihqubK7gbVfU8fKJCV4fjKFoxoLSMy81XjkxyUg0w7J6P++/rhWHJLGps5r9AzFSWY3moAuPU8brkkhldcaTWUwTntw/zJ9s7mTzymo6q32YpoksidRVuLlpRQ3NlR5+/rGb+OSW1WQ0HVm0VkYOWaSt2ktON6jzuzg8EqdvIklK0Ql6naxuqmQkplLjd7GnL0JG1XBKAgG3tTJziuB2OXBKAhPJLFlV57fHJwrprK1B91SNEGsmm+tBzGGtrARRmDbRF8/dDsma0Cvc0rRtJAGqi4SXiz3hv9kZimT42tNHFnsY82bvQPSy0d8t1HNb75NxOgQudpH0cpdbksRpz7tuWiExzTCYTGt4HRKprEFDwEOlz4HPZW1vGJBRNXTDxOWQcMoibofM6sYKZFHE55TxuR1Uepwoqo6qG4zE00iCQEetj1dOhtnUUcW61koCbhklp/PRty3n/tu7qPQ5cU3F+XQTJlIqpyfSDETSNAc9CAh4HRKDkQwIsK41iNfpoK7CxcoGP+9d18R3f3uKUEwhpxkcH08QimXoj2bwO2WymrHomaALNpJqa2tn/Nvb3va2NzQYG4staxvxu2Wag27GYgrrWiyB9vJ6P3VTWWwup4NbV9fhcUp8/N/38mJvmB/u7GNvX4QKt4Mv3rmWar+TXacmmEhl8cgS5hKe55oCTvb0RZlMqqSyOo/99WYOj8RJqRoTqSytlR46a3wEXA5yusk/fnADPpfMNa1BwkmFu9a3cHVrJfUBD363zG9PhGmqdPO+a1voHolzc1cNVzUH8Ltl6gNu/C6ZPf0RommNaEZlPKkymcoRzajkNIP+yTSbl1dT6XYgiFBX6UKWRP7sLcvoqPVS5XOhqBoTSavvkAF4XQIuWWIylWVZrZeAR8btkKjyyLhlAadoeYsCbgmfS6LOf6YW1rJaD26nZK3wRKFQ6iEvePTIAo2VLmTJymx0y5Yx5XUIXNHgJ5M7oyqR57mcFqBg8M3XwC6eUOY6Suk+HZdJqYq50E3Q9KWj8plMqpd8K5XSe20ht5Jzlhs1nNIwjfLnng/T55GEvJ7njU207jKJjyaQzxvxOKxQmDhVjFEUBXwukayuMziZIpHJEUurCIKIc2qQTlnE65QQgBqfk8Fomqymk8npbOqs5m1dNbgdEg5J4OR4gpRqoOoGu05GSKsG//zCCV47HWEkpuB2iHzr18cBuOPqJq5fVkXQ6yDgkajyupAkgRV1ft5/XRs//qsbWNNSSUeNl/VtVThlkfYaLy1BL0rO4HsvnSKWyTEUyWBi8lpflJxu4nFY233zg9cseibogo9+6623Iggz3wS/+tWv3tCAbCzhtlMWebZnDFUzqHA7uHFFLTd31fBczxhJReOXh0dZXuPnoR29BH0ORmIKV7dU4nKI3NxVU9iHohqMx7OsbPBPlQK4tCe7crhlgYm0iqZZ3rP7b7+CH+zs4+rmSo6NJbi2o5rVDRWcnkxxfDRJVjMYiWW5dU093UNxvrH9KF+7Zz1fuGstP361n4eePYrfJbOjZ4y/rPMRiir8zb/vxeOSCbgdvHddE6+cnCDocxJJZknndEzTpMIpEPA4CUzNVqfDaQQRarwuRuIZWio9PH90nFWNfnafjiBJglWjyrAEiLIokspqyKLA/oEYnTU+JNE6t4aAm/FklhuXV+N3Owh6HPzfnadwiNZEGE3nuKqlkkNDcRySgGGauEWBzhofKVVndWMFYwmFiUQO0TBI5Uz8Lolav5Pf39jGD14+zWAkgyQJuMu0uSm+M6o9IinVJKebhQwVwWTGu0ec+r0sWMagxMwr9vw+vA6RnG7gECFnTO3DhEqPRCyjL+hOnc+2HodA5hIp4igKsK61arGHMW9+fWT0ogu3RQArMl4QG0vCzPdVuaK7BnPfGwKglmzgd0DyTBlADAQqnJAzBbI5o7A/WbKeC8O0xuV3yTRXukmoGi5ZJJLK0eB3cnQsVTasnr/3S8fjkES0Eh2OBExkrOdFEgTWNgfom0yS00wq3dbCUDNMEqpOTreefVESqPW70HSTSDqHRxS5tj1ITyjO6oYKDg7G+J2rmzgSSnLLFbU0VHr48a5+rm2von8yQzKrUel1cDqcptrnYE9fBIckMJrIslzR+Pr2o/SOJtF0g7ZqL40BN0dH49yxrpXxZJYbllXz9WeOsqapguuXVXPn+mYe2zOIJAi8+6pGDo/EqXDL+J0y993exde3H6WrwU84riBLIv/w/vXU+t2zfHsXhwWv3a655hrWr19f+HfllVeiqip79+5l3bp1F2KMb0q2rG3kfRtauKo5wCffvYq7N7RQ63fzgevaqfY7efuqOsaTWe67vYt3rGrg47eu5Prl1Sg5g+d6rAq5t3TV4vfI3L2hhb+5dSU1PuccR700MU0TJWeiaAZepyUQVHIajZVuHv/YTWzsCNI3keLP37KMzlovLllkY0cQTTeQJZGu+gqe2DcIQLXfyY3LaxEQ+ND17dy2poEXj4fxux28PhAlklb57YkJ1jQFcAgCfZNpRmIZK9PC46La52R1Y4AVdRUggFuWmEyp3Lu5k6DPQUvQzeHhBLpuoqgGsihRF3AhiyKyJFDtcyKKIn+wqY1VjRXIkkBXvR+XQ6LCLaPoBlfUV/Bszxgep4xmQNYAVTd55cQEcSVHWjUwTMuYXtXo5/pl1RweiXFkJIFpGgXvUjano+QMfra7n0Q2xxUNfuoDThoDXq6o91kTLuARrRdJrVeivcqN1+XE7Zhy1U+9ALxOCVk6I37P4xDB7RCo8MgFwXv+RVbu5SRgZbwo+ZeNOSVqlwRuWlmDohrTPjtTmKd4GOYs2+WP6ZAEvLOkEl7Meoleh4i/nLvgEuX6ZTUX/ZgGwFT6eN5c0M3pKeJ5ynk5BRGCHsfZfyjCIVr7r5jS77gkq8yH3+0qvBhNrN8ZJQaSdRCBzlqfNU4gmdUYjGZIqzrVPif/z60r+ODmTlY3+aeltQN4JUv36HeKZ72EBVFAK/rZIVon7ZYso8ohC4TiCgG3EwSBeFYjpWqkshqqbuJzSoBJtdeJqpnIkoRLtsJyiazGH13fwUhcwe+W+dmeITa0B3HJEgeH4lzdGiQUV/jD69u5dXU9f3xDB///O9bQVVfB713bQluVj+s6qgnFFTqqvTRPJbc0Btz0jiVZVutne/cok0mVj/9oH93Dcf7zYAiwZCRg0lbtxe+WuW5ZFSvq/Fy3rJqnD4Y4EkoQdMusqK9AyRk8POWtWmzOW4PbL33pSySTSb7xjW+cj91d8lzIBrdgibe3d4e4pauWZ3tGAYG71jfjdcqkVY1fdo9yc1cNL/aG2bK2Ea9T5tHdfbxyYpKNHVX43VY8N5JUGYpmuKq1kqdfH+E3veHzPtYLiYD1gva5RWRRoiXooTng4kQ4zeoGPy6nTDSt4pBE/C7r/0diCisb/HRW+wrnnlI0avwu3rW2gcf3DPJa3yTk9Ul+Fzt6xuiq9zEYVXA7JP7+7qv42L/vJaHkUHUDr1PGIQmsaQzwlpW1HBqKEUmrHB1NUOFy4JQFmoIeZEHkVDg5VXBNYDypgCkgigKmaVJb4eaea1twyiI/3zuEQxToHU9S43UyHMvgdztoDbpxyiK/7Z2YtoJ3CNbkD/9fe3ceH1V5Nv7/c2bO7JM9ZN+AhC2yCYIguLQoFutCbfVnrVK/3Wzx6WNtXWpttbZVa11rrfr0aWurbe2iWKw+RKRqQVERImJECFsgCUnIntnnzJzfH5MZEpiETMhC4Hq/XnlpJmfOuecwc+Y6933d1w0ZDgtmUyQA3NnYxaFOLz4tcsE3GBQ8gRDW7kKkwZCOQYkECpOykmj3BdF1nWZXAC0URgtH7orRYXHZOLp8GnXtXg51+dDCkdmAZqNCss2EJxBC08O4fGGsKugonDkhkw9r2+j0amh677t4hchF3d89XGMxQoYzMkum06tFphbrkOk0k5VkZVdTF94eQzuqAY6c3JJkMaCFwXvkbfgRDD3+67AaI0HjEHSJ2FTwasferi92s5GKGxdTmO44/saMgM8/8Rbv17SP+HEtPd43cDhPJz/dSqcnRLs3GCu4a1EVWjyH/3Ej1w0DigKu7iqFPf/dDEBWshkFhU6vnzRnJLXBaIj0PRkUBZ+mYyCSn+gPho/qTVOIfDZ0IjdyRgUcVhPZSVaMBoVWd4AOX5CZhanUtXkIdPdw693HX1yWwTt7WhiXZKGp0x8LAu1mQ+xGaFpuEhOznXR5NTbta8WiKnT6NEozneSn2/ngQBuTs5OoPNCB06Li10Ik20yUZTuprGknO8nC5BwnlbWd+AIhclMskSAkEGTjnjZMamRG9O++fAaegMbKP1fi8WuxHq0rzijkyjOKaHb5eGRtNZNynLxYWU9ACzMl24nVrPKNcybw6NqdfNLYhd1s5KeXTeePG2v4wtwC7n1lOwsmZPL2nmYWTswkJ8WKRTWyqCyD17Y3EdTCmFQDm/a2sKPBxWn5yUzLS+GflXUsm55LutMc+34bSol8fw/Zkb/0pS8xb968UyZIGm6rt9azcXcL7+xpwRcIo3SPd5tVA0vLc7hsdj6rKmtpdQV4taqRy2bnc8nMfKyqik8L0eoK4LSq1LV7yU+zoQA1LWOzlpXDbCQv2YbJqLC4LJPdTS5cfo1gGCam2QiFw8wuSuPTU7P4yUsf09TlJyfFSrrTzIqzSgB4taqRC8qzsZtVnFaVfS0eaprdOK0mLKpCcboDpzky3Da/JJ0/bqzh0ll5vL2rhfOnZVPd2EWm08KWA+3o6JRkOKhp8ZBsMdHhC+I0q1TVdVKe60Q1Glg+Ox+TqvCnd/fT5gowpyiVOSXpmFUDF8/Mo6KqgTOK0/jb5lqm5DjZ1+zGaVFJs6m4vBr1nT5MqoKu6eiAw2IgoIWxm4zYzSo5qTbOKRvHf3Y20eXTUA0GbCad4gwHBoPCwfZId7nNZKQ43cLBTh95KVZ0BeaVpBEM6Ww/2ElNi4epOU4+bujCblLY2dTFN86eSEAL88d39mEyGGjo8DKzMJUDbV7yUswYjQqHXH66fBq5KVb2NLvITbHj8ndC6PBwmg5kOEykOSzsa3bh8ocxq5HEUU8ghLl72C/dbiLJasKgQPCI8RSTAkfGI95AGIXumUp631XMbSbQdIVkq4rbHzpqyQSzcvRQy0AcT4AEkTyxp97cw0+Xj42e9zMnZBx3kHSsYS+rIdJj2nMbv6b3GmLTdHCo0NDuIxjuzgFSFJwWlTZP8Kh9aqEwdouJJEvkpsGkGtEJE9R0spItKECzy4/ZZKSuzYdRgUB3YJRqVwmFg/hDEAqGMRkhFOr9OiJDxDqpDjMubwCHLdIDW5RhY/vBLlz+IOg6Hx5oJ9luIqxHbhJ83ft5f387TrORhg4/45LN6Cj4AmECQQ1r9+dnybRs0p0WLKqBhaUZ/OvDgxgUhbxUG9sPdpJiM7Gzyc3isgya3UH8wRAd3iCNHX4UJRLgLSgdR0mmkyfe3E2KTeXdvS0oQFGaDRSFi6bnxoKQnCQLm9u8pNnUSGJ49x3K+upmxmc6UFAYn+kgpIXQFchPs/H27hYOtHsJh2HCOCeTcpL56fLpPLdpP6kOM396r4ZJ2Um8t7eV36yYi92ssqqyljZXgPW7mpk/PjI7+bT8ZL63dDL27utw9Hss+v02WoYsVXLjxo1YraM/fnjy0FGA0/JSWFiawYKJGejosTcNRIbkor0jEBl+iQRLeWQ4LVw8M4/bL5pKboqNi2fmcVre8BaUHI68cB1wBUK0uP34NJ36di9zStKYVZjK3JI0clNs/Ojici6emcf66mZUo4KuR2YQWdRIQBE9L9FeOL8WoiTdjtNiIs1m4vOnF+LXwkzISiLNYeZAmyey8GKylV98YQZ7mt2s/FQp7d4gZ05Ip6q+k3SnmWUzcshJtaIoCibVQFmWkyZXkLyUw5+DSVlJzCpKY0FpJtcsKIkFSHOL09hU00qmw0RVfSdJNjPZyVasZiPtviB2k5HMJAszClJYWp6NVTVSkunApBoJ6dDuDpCTaqVknAOryUAYSHdEkiYL0mx4gpGZekaDwszCVC6ansuELCflecn895JJWM1G/KEQyTYze5pdkTylsI7ZaODcyePY0+zm4ul56EBxhpP9bV5S7JH1mVSjgmo0cMb4dDIcFlYsKOG0gmT+31njyU+xYlEjyeHjMxw4rSZaXQFC4cjsO7PRQHluEnmpNuxmIyUZNsKKwmdn5JKTYsGsGnCaFRxmAxMy7ITjLKoT0iHVEQmq0h2muEMwAO5gJIk2HI6UhjAaIkMXqVYjBalWJo5zkGozxWpXmY2HE9UNRO4gU4ZhWCys60zKScITOM5oa4Rs2tc66M+2QiRgdvQo4BMvQT+oxw+ijsybU4xGSjKdGJXIv2l5fnJkUoKi96oKrhPpzcxPtRImsnM9HPnCL8qwoYV1DAYDVrORQDDEOKeZaH52pEq/TordjGoApzXSY1uel4TVGBnatRrBajaSnmTB5Q+R6rDGekc37WvDZjaS5jCT7rCQZFVJMquYjQqW7mHsEN1DdIEQqlHB4w/FijEGwzquQJhQWOePG2v4Z2UdAF+cX8yXF47nf66dw5Kp2Txx9enoRPKTnBaVT00eR6dXw64acPmDzClOY1puMp+emsWqyrpIUNjlw+0PoYV0SrOTuGp+ETo6f9y4lx+/VMXeFjfoOlazkZIMe2z6/eKyTHY2dfHBgXaKM+w0uYMUpTu6E67hrNJM0hxmvrd0cq9/hU8OdpFqjeTMLj3tcH2wpeU51LV7mT8+nXf3tlKalcSZEzLJdFqP+h4b7bpiCV8BPve5z/X6Xdd1Dh48yPvvv88Pf/jDIWvYqS7aKxTt/QBiw2xHBkU9RYfpenZRRreZPzGTtR83Ehjd2lwDphD5srUawWlVafP4CYYcLJueS7LV3OvcRHvVZhWmYTIaKM9LifvhqqhqwO0LsbA0k7kl6XxU34HDamRRaSZv7DzEuCQLqkEhqOkkW408+eYemjp9PPpaNUaDQk2Lh9LuGiAXz8xjzUeNOLpnjXgCIRaVZnKoy49JVXD7Qswbn45FNcbaUlHVQEO7j1vf30aqPXLxyEu1MznLwcyiNPxaiE8OdjE1NzLTLhpUlY5zUvFxI7/64mzueLGKC7svODML09jf6iElL5lOT5CsZGskeb80g0NdAcZn2plRmILbF6Ku3cvtF03lZy9vp9UVINNhpYUAp+VnULm/A6Ois+y0XJ56cw8FaTbWVzdTlu2kocPHvNx0puYm8+rHDSRbTWhhHU8gxONXz6bVFeDP7+3nkpl5mE0GgiEIaCEOtHkwGRVCeqQHVAkpFKbbQTHgMBvJT7dT1+bFbDTwzDs12ExGVCNoYYXFpZk0dvqpafUc9eVpNEC7O4jRqNDsDmJRFRyWSPHUfS2eSBX2cOSL0avpFKRb8fg1spwWxiVbafME8AQ0OrxBbGYjwZBCfoqZxi4/BiUyvGcygt1iYl5JGut3NePt8aHRiXzR6zqDmhoe0hXaPaN/hzxQN50/iS/+5t1YwJJiVej06bFeFZsKnu54b5zTRLsnGEtIVo0KwVAYg+FwL4zVZCDo730Riu473W7CalI42BGZFWoyKpgNOv4QOMwqWUkWatvcZDotnF6UyuzidP5ZWUttu5ecDCv1nV4CwTBmk5E0u4mcZBsHWj2EAZ+mYzFG6gTNLkxDNcD2xi4mjU+i3RNgSm4ym2vauofhjbj8Gk6LSmGGHYvRwK5DbkymyE3K+Aw7HT6NZKuKyWBgSk4SO5u6cKhGijId7GjoonRcEq1uPw2dfnxapHy1jhLrHRuf6aAw3c6GXc0EQzoTMp28u7cVLRzpcTIaFMY5TOxtdvH69ia6fEG2H+yk0xdg2fRc1lc3c/np+fz1/VqSram8tr0JbzBIQ6fGwomZpNvNzCpO47XtjTitJppdAXLTHLR5/JiNRv57SRnv17RFeoJaPeSlWJmU5YQshSm5yVhUAzo6zS4fD6+txuXVUBR4d08rpxem8t7e1tjss1erGvni/KJY+kfUNWcWU93UxbS8ZIKazktb62OjIbdfNJVXqxq5+swiNlS3cEF5dq/vL4gU+B1tCeckXXfddb1+NxgMjBs3jk996lNccMEFQ9q4E9lw5yQloucbKzpMt3BiBleeUXTUdr/5zx6eenMXngHO9Ik3pGEkcpd21JdXP7NPBkMhkpMycZyTZKtKIKxTkGZnydTso75comPm3zhnAu/XtPU5jt0z0IzWo3JaVbbVdjAuycKhrkgy/LrtTfi1MAEtxK4mF16/FsmDynGyqCwrFqA1u3w8ULGD8rwUzp08jsf/vYvSbCdm1didj2PolUv2j80HImP6wRCl2UnMKY5Mi/301CweXltNQaqNdKc5diGJPu+el7eTn2YjN8XGBeXZvFrViE8L0eYOsK/FzWl5KehECsstnJjBU2/u4cbzywC495XtaKEwc0rSWTY9l1e2HeTj+k6umlfEz9fsYF5JOi9+UMeETAd+LcydF0/jjxtr+MY5E3h7dwsQWbV+9dY6NuxsRjUo1LZ7yXCY+dTUbP7nP3to7PShAAXpdurbPIR0mFmQyv5WN1lJVpZMzaam1U1pVhIfHGinvs1DIKRj7P7ybOzy4w2E8Ac1AiHITrYQ0CJ35tHE8fxUG01dfrxBjaCmo+mH3yMXTc+lrt3LgTYv+SlWCtLtvFfTii8QWSsqK8lMbZuXpq4AJel2thxoY2ZBKlX1HZG6UgYjjZ3+WO6WQYkmxifzUX0HoVCYz5yWzSsfNaLrUJRux6Qa2dvswuMPRfJSOHpYSSHSM6EawN/9IbKqMKc4Izb0cKL73K/fYsv+dgCSzeCwW2jvigxTTcxKIhTW2XGwAx0Fq8lAR3fil5FIsKmFIwGl2WTAiI4/pEceIxJsauHu6ewKJFtVVKORNk8Ah9mIzRwpkmg3G1FVI81dfkDHaDSwuCwTRVfYVtdOuzeI06Kio5PltHD5nEI+Mz2HB9bsYP3uZg51+gnrOoqikJtiIdlqYl+LG4dFJTfFxuWnF/DBgTa0EBSm2/jrpv2k2S24AkHyU2zMG5/OX947gNWskOm0ogCHugKYjArT8pLZ2egiJ8VKY4eP8rwkqpvcNHb4mFWcSnWjizS7iawkKy2uAI0uHy6vxuLSDOZNzOClrQdJsal0eIPUtnlodwexmQwUpDvo8AZp8wQJ6TrpNjOugEZhmg1nd1rA6g/rsBiNTMtLYmZhGr/bsBdFUXD5Nb68sJiq+k6sJiPTcpOpburCG9DYXNNOusPMjILU2LUuOqxmUiNzVdvcQd7Y0URmkhWnxdidXuCOpTU8sraaVLuJLfvb+eVVs8h0WmM3qhlOS2zUw2mNzLJeXJbJuu1NbKlpoyTDQW6qLe4NQrx9ZDgtQ34zkcj395Albp9qTqQgKfrGclpVttS04faHWDwpM26Q9LOXt9PU5ePt3c24/cfuUjIbOKrnyWKMXOBC3as1G4gMVQRC/VeQjo7rx9umr5wFowLZKVa+ec5EAD6q7+DmpZOPmhoaPQd7m92Mz3QM6IN1ZM9cz7ylVZW1vPHJIRQFzp2cRacvwD8r67lsdj6Xzyk4qrcu2oY3PjlEbZuHwu5FiPc2u7moOwHRr4XZuKuFygNthLoDvt9fd0bseA0dPmqa3XiDIfa1ePj8nAKuWVASa+tLW+sjeQpTs1hf3cziskweWVtNfqqNunZv7HX7tBDrqw/htKj4Ahpv7mxGURTmlKRR0+zhszNyKc5wsGlfK02dPrp8GplOC80uPwsmZPD2nmaSbCa6fBqPf3E2drNKRVUDXb4gW2rasZgMdHiDfFzfyezCVPxamPW7milItWEzGZmSm8T3lk7mgTU7aPcGSbWZ+NEl5bGg8vpntnCw3QuKzjinlYlZTnYfcuHzh9jb4sakGrCqBqbmJVO5v52CVBvJNhO5KRZqWr34AiEOtHpItpkwGGF2QTp3XTqNV7Yd5IUtdeSnWLGaVbRQiFBYYf6ESM7DY//ehdVkoKnTR6rdjC8YwuXT0AGzqhAK65hVI5OyI+UUnOZITl8wFCbDbkYDUiyRGYjzitOYWZRGi8vPix/Uc1quk2BY5929bejoKCgEQjoGIlP+FD1MV3cCVE6yhb9fv2DMJG4veeB1djVH8hkNRALYpu5et/K8ZM4qHccfN+5jWm4ylQfaYrlfBiAn2cyh7uFWi6qgKJEhYJPRgFlVcPlDTMtJptntJ8NhwWY2srmmlWSrqbsXMhJ6Gg2Rel/NXQFa3QHKcpw4zSZM3b1Be5s9mLun1JdkOJhdFAkAXtvehNunsa22HVcgRHWjiym5Tt7b24anuxzH+dOysZiNdLiDHHL5UY2Rns79rR6cFpWCdDuNnV4OtvvITrZSmG5H13W21nZQmuXAGwgzuzCVNVUNWLsLK+5tieQY2k1GUuwmxjkteAIhHr1qFve+8gnv7mkhN9XKp6ZkU9Pspjw/hQ8OtNHmDvJRfSen5SXT4Q2yZFo2/9hcS0GalX0tHpIsJmwmI4snZfLWrhaSrSpdPo1fXT0bgHtf3k7l/nYK0+34tTDBUJjcVFvsxrLZ5eOBNTvwaiH8wRCpNnPss9nze6Sypo2q+k6MBoXL5xSQZDX16g1fXJbJt//yASajghbS+c2KSFHjl7bW4+8OuKI9UW5fqNd1Kcmi8r2lk3v1OvXsPerrmjyUEvn+PkXKt518ml0+frBqG80uXyw3SQdKMh2k2k29qpRGlzlZvbUeq6qwvvoQeSk2krqrqBmAZOvR82iNgKoaYsXWFCKJtMFQJCCK9hopRO4GbT2mWMeblhsOQ3ayGcsR07VVInfaPR81ELnLVBTIcpq5fE4BTqvKpKwkNlS3HLXv6Dm48fyyAY9j98xV6vn/0f1Fc8EuKM/m83MKuWZBSSxA6pkb1rMNC0szuGx2PgsmZqCFQjR1+vm/7u0VYGFpBisWlFCQZues0oxe+WW5KTZmFadR0+qhxRWgqr6j1/4/rO2gzRXgkbXVtLoCbKhuieScpdp6ve6AFqKqrpMOT4D69sjyFw6zgb2HXOSlWHlvbysXlGfznfPLYnlXS6Zl86urZ3PI5SfZauKd3S10dB8r+notqpFzJ2dx89LJpNhMpNnN1LR4UA0KF8/I5UtnFnP5nAJmFaVhN6v86JJyMp0W8tJs3PPydjwBjfXVzWjhMDo6JqORoBZmb7Ob8yZlUd/pJSPJTCis8/m5BeSn2vj0lHGYu9fT8/jDHOry0+zyM39CBrkpVtJsFiwmA3azynmTs3D7Q+w95Gbj7mbqO3zMn5COSTVgUg1cMbcAvxZmTnF6bBFOrbvEQUmmk4I0O986dyL/c+0crls4nlS7mWsXlJCZZEVVDVw2K490p4WvLZ7A3cunowMvbKnDaID/7Grl8tMLmJKTzJkTMijJcLC4NCNW2qFnD2u7288bOw4d8/15IvAENPa3eWO/GwB/UCOsRwKSg10+nntvPzazge0NXST3qBGhA23eYOz/FUUhxa5iMho4oySN4gwnV88vwqQa+Nv1C/jDV+aRl2JlfKaDQChMksXEuCQbCyakc9UZRextdrN4Uia5qVa213exZX8ruqLwudkFLDstmzMnZpLuiCRP56fZeGRtNW6fhtOqcmZpBhlOM6cVpGAyGBmf4SAr2cr507I5szST/FQbO5o68WthkqwqNa0eHrxiJlfNL2JxWSZLy3PJTraybHou507O4ntLJzN/QjrnTMri0atmUZhhZ2ZhCjkpFtyBIPNL0nFaVC6akcuU7CTSnWYWlWayobqF7y+bwrmTs3joilnUNLtx+TWq6jooSndwoM3LFXMKyEqycMUZhXxhbgFfO3sCuck2PjergFmFqTxxzekUpTu4aEYODovK8tMj5WEeXltNp0/j9OJUCtPt3H1pOWVZTuaPT49dDzOdVu77/EwWTMzkUFcAVyB0VI7rxTPzmFWcRnGmgym5SVw+pyB2w/mzl7fT0O5jQ3ULv7xqFlpIZ15JOq9WNcZq823e18aWmjYsqpFLZuaT4bSwqCyDypo2FBRmF6Wxvro5dg3teT3t75o8WgbUk5SWltZvAcmeWltbj7tRY8Fo9yT9YNU2mjojdzbRWTI9e0aO7OGI3iE8tHYngWAIrxbinEnjeG9PK14thKF7rLzriG4jp9mAKxBG7R4ysJpN2MwKXd5IgUV3d/JBbJHE7ru5ieMc1Ld78WuRqawmBQxGhXBIR1eI1ciJDpnYTWBSVbq8GuHu/WWlmPEGdM6dlMEjV83p8/UdS7w8rcHoWZYhOobe15BeRVUDLS4//7etgSVTs6lr93Lj+WWxHrC+XosnoPH85lqq6jr43oWHe8xWVdZyoNXDu3taue/y6WyuaT8qX63nkOuG6macFiMrzyvl0dd2oqPwjbMn8MeNNb3aEa/tP3zxI3Y0dGIzqzzxpdOxm9VYL1Z06DB6R1qc4WBfqzvWu9ezu3xRWQa/qNiBFgpTOi6J3NTIUOFf3t3PmqoGspxmttV3YjcZafMGmZDpoKq+k9NLUslJsvKji8tZvbWev286wLgkC+2eIHUdXvwBDZ+mk5ti4UCbj5IMO6l2M7kpFto8QfY1u9HCOpOyk+jyBclMsnDm+AzMqgG/FmLrgQ78wRDBUJjXdxzCYlSYkpfC5XMKYl+qH9Z2xIY+39vbSnVjF5Oyk7j7stOAyJ3vG5808ebOQ3R4te7hOSMTxjlp6vLiC+rkp9hQDNDiCjA+w85bew5fGy+bmcsjV50+6PfiSFlVWcsjr+2kpuVwoDQjPzJ0o4V0HBYjoKArkZlRLe4gGXYTTV0BOrxBDEokn9CgKCyckIbFbGL3IRcAuSlWOr0a910+ndd3NFFV38kN55Xyq9d30eoO0OoKUJJp58Ylk7j1+W0oCjR1+rloek4sh21WYSpLpkVm+/YsgZJkNbGoLIMN1S34NI2Nu1oJhcM4rSrleSno6LG8QoAfv1TFttoOGjt8mLtLD3xqyjgeuCLSQ3Nk2RW/Fu5VVuTHq6todQfY0+zmM6fl0O4JcuP5ZWyobmFRWQavbDtIVX3nUb3gz23azzu7W5hTnMaOhq5eQ1h2s8qPX6rC5dc4c3xG3N6cntehaMpB9PPd87MYL3f1pa31QGQo/cjr2JHXp+goRHZypFzB7RdN7XUdmJafzOfnFALE3e+qyloa2n2x6+Br25tQureBo3uMhuqa3ZchH277wx/+MOCDr1ixYsDbjmWjHST1/EBEh0OOlYezqCyDZzfu59dvVANwVuk49jW7ae7y4glGVmTWwmFcvlCcITaFogw7uw+5cZqNkbu9cGT2goFIMq3VbCQYityJuQMhcpOtHGj1di+DESmfGwiFCemRWjdpDgtdXo1OXyTRM9kMNouZpq4ATouB8RlODN3dvdFhp8Ho72LRlyMTCCuqGnpdGPvbz3Ob9rNxdwtzu/ONtuzvHodPiT8OP9A23PPydvJTI8uqfNLQxXd6BDs9X2M0Z6nn0OFAX38kSNrG7iZ37LxHL5AFaTbSHebuYCNyLo4c3ux5cf3Zy9s52OHF4w+x/PT82EVzVWUtr1U1UtfupSTdRl2HH6dNxRsIsWRqFh/VdbKgO6cuejEPaJHepy17W1m/uyXyXg2Bw6Li8muMz3SQbDFyyB3kzounUXmgnS3722j3Bmls9zMlx8m0/BQ272tjbknkS3ROcSqPrt1JTZuXRRMzSXea+ai+Ay0UpjjDEfsy+OGqbby7t40zx6fx3+dP4v89/T6LyzJ5/ZMmzEYDDZ1eAqEwFqNCTrI9Mh1a17GqRgzddXxauvwEe0xxv7A8myevmTvg98Jo8QQ0ljz0BvXtfgDsKtjMKlnJNg52ekGPFFTVwpHCrd5giNJMB5lJZv6zsxmzycB5k7KYU5KOXwuzrbYtUpfLEFmkuijNwbv7WnH7I2uLzSpM5faLpnLPy9tp8wYwGQxYTAbaPQGqG1xMyHbQ7g6S6bTgtBg5Y3wGn+4x/BwNSnrWlgNi76FYzo0ryL5WN7OLUrlkZj6rt9bz3Hv7CQbDNHT5MBkNzC1Ow2FRKe8OAGLD4u2+SH5OcVp3rl49z26s4WCHlxkFkeHnaJ4OHB6GD4XDpNrNsQAjen4jNyA6S6ZmR4bPu3MPO31BfrN+D2k2E1efWRxLnxjo5/nIdIIjr2c9vy+OFZT0DHKi7Y9eF9rdAUyqgXMnZ8VyPY/cT/R1+rUwVfUdlKT3nZeUyGscrCEfbtu6dSuf//znWbFiBePHj+fqq69mxYoVcX/E8IkOm3kCGpnOSA9SptPa5/BPVLTbcn11M3tb3KgGA1oI3t4dmTIfCEcCHG8wzBfnl3DJrEi5gJ4jZmkOEwc7vOg6dPpD7GxycaDVE1syICvFSnG6g3SnhXZ3EJ8/zMEOHxMzI3kXqhEK0+0kWVUsRoX8VAdfWTSBryweH/vi8IUUunxBVCP4gmHC6JyWH7nDPx5HlkqIdz6P1POcVvQYLhvYUJ4eq2llVg2RopZt3oSnsh7ZDR0dWvuovoOmzkiQ3Ndr7DkrpK/X39cxfVq4u6gesWHaglRbbH2lnuei5zBf9EIbDc6+c34Z/mCYBRMyYuUYou2xmo2EdR2jauTiWbmkWE0sn53PF+cXs2BiBn4txHObavAENMxqpGbMe3taMaoGvnVuKacXp/OHr8zjK4sn8MevzCMryYJRNTB/QqTG1aenZjG7KJV5xemoRoV2X5B3dzeztba9Ow9J563dzUzNS+HzcwrISbXyUV0HLp+GPximvs3LpJwk/vxuDXtb3KTZTUzMTuLyJ96m3ePn7+8fwKwaaPcGYzMqTaqJFo+fBRMzmJabzFkT0zhzQgZmY2RGVM+70YYOX0LvhdFiN6voPW6YvBq4/CGaXX5KMhwUpNlwWFVmFKbS5g7g8Ws0dvlp6gqQmWThvEnjuOfyGTitKq9sO8i7e9t4c+ch3N2JS2/vaeb0olTKshxMyUliUo4TgNsvmsqZ4zOwqgaK0+00dwWYXpBKmyvIuCQLmU4Ld182nYtn5vHw2moaOiJDQNHr3MZdrbyzu4VXqxrxBDQ+rO2I5QQGNZ2aFjefNHSxYWczr1Y1smRqFpNzkpiSl8RV84qYOM6J0aDw1q5mXthS12tIqq7dS3Gmo8d7Wo8VvXX5gswfn84ja6vxBLRYyZG5JWk4rCr5aTZe2lrPc5v2x97fkWH04OHh8xQbi8oyePnDehzmyDF6pk8sLc/BrBrYuKeZZlff76Oew1Xxrmc9vy+O9R2ytDwnNqxfUdUQ+6wXpNlIsqmxtIR4+4luqwOb97XR6Q2yYVczi8r6ruSeyDVruA2oJ8lkMlFbW0t2djZGo5GDBw+SlZU1Eu07YY1GT1Jf0fVAh6GaXT7ufeUTttd3sq/FhcOi4g2GmVWQSvUhFxdNz2FbXQfokGo38/HBTtrcAcyqQkmmE7dfY1+zm+5cStJsKq1uDVWF86dkMbs4gz+8vZemrkhVWZNR4WuLJ7Kh+hBdfi0y7JKdREOHn9JMO0Y1kgD84YF2OnwaxWl2On0aLq8fu9VMQaqVX18zZ9jW7+nvbuXInrpEhvn6SwiP7vvhtdW9eoKOtZ+ed3z/2FzLx/UdfC9OAnvP1xWdWRLvjnFxWWavau09j/n85lo+qu+gvHvartOq9ipj0Ne5OLI3K1oPKjrTrudQ449XV7GjsYuCVBuLJ40D6E741Nl6oJ1dh9wUptpItZsZn+lgZ1MXuxpdvZJQjzx2Q7svcvEtzYwlsu9tdseqsBsMkUKUNpOBvFR7rEcpOizY4Y0UBT1jfDo6sHFXC1tr27GbjZFq436NHQ2dGA2GSPE+VzA2lJrptPBCZS3TcpNxWFRmFqZgVo24fRofH+xg7ceNdPYo933ZzBweuWrOMd9LJ4J596ylqTMyJd8A2MxGrltYwiG3n9O6Z3Xe9NcP2N/qwR/SKU6zoyuRqtWXnx7JJVxclsn/bWvgf9fvxa+FsJmMlOcngx4ZjptVlAoQS/LtWSx3Z1MX/mA4NhMU6NUrGa+Ho+eQz89e3k5Tp482bxA9rHPZ7Hx0dF7YUkfpOCd3X3ZarDTHvlY3pxelda8zdoAXNtdRmhXZJl4plujxfvxSFW5/iPnj09nR0BXrDeo5Q+vwrFSNjbsjtaeclkjgVNfm7dXDtKqylt2NLio+buR3X557VJJ/vHSL/vRssyeg9bq2rd5aR0ALx4Yf+7vG9ddjHe/c9HxOdCmeLfvbYj1JffU8DbchH24rKyvjiiuu4IILLuC8885j1apVpKWlxd327LPPHlyrx5jRCJIGm5MTtaqyljVVDWyv7yLTYYolr07LS2bleaXc+vw2Or1BwmEdh0WlKMNO6TgnH9V18EFtO26/BgqEQ2ECYR2jQcFuMuIOhFlclkGrK8jOxk50IpVa81Jtkenf07L4vw8PkpNi5bT8yDprRRl2KrrvNkLhMEYlkrmthcKUZSdF7iAzHbHhneH4EPV3Po8MoIZyjPzIC1wi+x5IN3T0dfm00FHDgwOZBdjzohYNjhINDqN3lPGOE2/IIpLjE5kZGApHEtWm5ERmyUWHUKJrEkaHV44M/qLd+ZbukgqRMg4hFBTMPUojlGTa+aiuM7Z8T5cvyPObI8X2rppf1GuYz+XTqG7qojTLya/+vQuXX6Mg1cY/vrUwlg8CkQr57+9pYUejiw5fkBn5KcyfkEFVXQel2U5e2lrP1trO2Ll69cbFTMoZ3VmxAzX/p6/S2L3iq8UAF8/KY+74jNh7S0enoqqBj+s7mVeSxozCVN7b0xoLfty+UCxgb3EF+NeHBylOtzGjIJWPD3aCHilsmO4w93q/9UwT6CsHsOesz0vifME3u3zc+/J2FEVhSm5S7N/9o/oO3D6NxZPGxcpbVO5v7zUsnsj19shhs551f6KlSd7a3QLdf+/5Xo732ppdPr79lw84c0I6RemOfm/iEr2JPHKafc9ZvEfefK/eWke8JbES+Q6KF1QeeZ0YrmG1vgx5kPTiiy9y/fXX09TUhKJE1qCKuzNFIRQa6fWiR8do5yQNhiegseK371HX7mHe+MjMrWiuR1V9J/mpNva3eFC7a38ENZ29zW7+U32Ig+1ejAal+wMZxh0Ioyo6nb4QVrOBJKsZuivb5qbYuOOzU7l/zQ7OmzKObXWdVO5vQwuFsZlVLpmRx+oP67GoBhwWI+EwHOryo4Ujy1Z889yJXDwzr88v+pE6V4PN6zmWvhIs4/X8xGtXf18K/b2Gno8d64unr6Ty/vIa4u0j3nHirT0Ih/NGgNjyLfGO31du2JH/RsfqefVpGm5fiJ1NXbi7Kx7PHZ8e97w+t2k/z3TnnSwuG8e9n5t+1J3yzqYudjR0EdZ1puVG1qB6sbKOvFQbwVCIiqqm2P6+NL9ozCxLctqPXsHVXb7AZIAfXVyODlR1l+MAWPnnStLsJs6bnBX77EYDyJe21vPe3lZ8Wpgzu3taxiVZeHdvK2kOE4qukGo39epJGahYvlyqLZbj0vN9Gu1Fyk62xooX+jSNNncw1nvTs17asW4K+ruhifd+63lT0tW9JtqRwUg8qypr2d/s4b19kYKNRwZCzS4fv1izI5YvBf1/Ho98DdFryFkTM3j837so705riAYx0c/Zxl0tcQOoRM9Nf88Zrmn+/Rm2Okkul4vk5GR27NjR53BbSkpKYq0do8ZikATwx437ei0e6NfCbNzdQigUjt35XTIzP3YHdO2CYm574UPqO7xYVZVkmxrJSVEU3H4Ni0khL8VOptNM1cFO5hanc8/nIr0jD6+tZsWCYn771l7c3gAf1ncxKScJrz/E6cWpbKlp55YLJ3PPK9tZOCGTA20eZham8pnpOb2+PEfjQ3Sk4fwwH/mlfaxAbLiTGnu2q+dFb6gLvR1r9s2RF9xj9XA1u3z8oruw5+e789j6+zc7MpCLnv8jg9XoHbXbF+LV7Y0sHJ9Bcaaj15Dir17fRVlWpBJ7NMD7x+ZaXthcS2mWk5oWN+/XtMfykv65ciEzC+P3xp9IPAGNmT+uINh97zstO4lrF5X0+vLU0Y8a8urpf9fv4ddv7CIv1cY1ZxZz8cw87nl5O+OcFg60uTEaDXzlrPH8YWPNMYege7Yr+kXe5g70Gq46coblkT0u/fVsHE9P7rFuSqK9R8ca0oo+r2cB2SOP9YNV29h6oB2LauCaBSUJfx6P7FHu+Z7vGTRGDaTNI3VdGgrDWkzyzTff5KyzzkJVT/xKscNprAZJRw7FmFUDH9V3cFpeCibVQJsrwL5WN5oWxh0M0e4OsLA0k6bOSCXqf1bWs+ajBhZ157RkOs2cNyWL9/a08O7eVs4cn87dy6fz1T+8H1uF/tNTsnBaVQJamI/qO/jKWeNjU9EfXltNbZuH+nYfP72snDterGL57HwsqmHUPmzDPf20v+MO5GI9Undf8YYcj6fQ25HnNZHhzujz+zvmqspa3thxqNfderwhg/7aFy9YjQ4PRhfjPNTl79UDsbOpi+pGF3kpNpZMO5wvFZ3evWBiBjnJFlb8/v3Ysc6ckM5zX18woPM2mlZV1vLwqztjtZK+s6SMq88s4r6Xt6MrCt9fNqXfnD1PQOPix9bT5Y2UVvj6ORO4ZGbk/PS8Dq37pAmH2TigHJtoDpDLp3HmhMNT4/vLixkq8QKs4bpW9NXjGg3Me/YAwbE/j0f2BPe+QQj1Kmlw5HHj/bvGmyF3ItzQDoRU3B4BYzlI6lljI7q0RV1bpH7FI2urafMGONASCVxmFaWSk2zlxvPLuuuDhHD7QuxtdpOfZqOmxc20vGQ272ujptXDxTPy+PhgJzsaOrGbVR68YiZv727B313gsCTDEUuqjeaDPPXmHtLsJho6/ViMCsl2M18/ewI6euyCOpJBy1i6Izpe/V3kh/qi11fgc2TgNJBaVH29liNrtBxZOX0g/55HDmlCpPxCVneNmEidl8ZYsqtfC/P2rmbaPEEev3p23B6Li375H/Y2RwINBbjx02X89/mTEjyDI6/Z5WPxff/G271IXaZD5dtLJrN5X1u/57RnT09tq4eKqkauPKMwNiuyZwAb1HT8WphdTV19TkboaVVlLa9tb6Sh3ccVZxTGctqG6vow1DmCxyvRHty+2p9oL1h/24/1a6RU3BZ9it79rtve1J1kmEVdm5f8VFtsCurZZeOYlOXkjPFpZDoidT2iFVIVlNjU73SHGV2Hd/e2EgrrnJaXgsNqZEdDF/XtPorSbBSmOyJVWGvacQdCsWJiTqvKlv1tVNa0k5tiJRDSuWpeIQajgXuWnxabFtvXlNVj6W96/7GcSNNPh1t/57bnFOKhEO+8Hnn86O/R6dyJHNtuVrnyjEjidc9yAz0rp/clWsH+QKs7Nl3Z7dN6lV8oSnfEPgsbd7VGlmhRjXx+TgGZTgvnTh7HhuoWPAGN5zbVsHprfexLZ1JWcmQdRCDVCgfaPImfwFGwvjqy+GqUajTy4YE2bCYDc4rT+jynq7fWse7jRt7f00Jhup1/3nAWX5xfhNOq4tNCsS9yty/EjoYugloY1WAY0L/30vIczi4b1ytAijftfLCf/+j+Xtpaf8x9DNe1Ivoeem7TfhaXZcaOMZDj9fWZXlyWyd5md9yp9/E+6/0d61S6RkqQdIpZWp6D06ry3p4WXtl6kJV/quQb50yITceMftHcvXw6507OYlZxWux50ZL1F5Rns766GR2dvBQbLV2RZSJuv2gql8zMZ3JOEvlpNnRFodnlw6+FmJGfgtNsjOUGmFUDJRkOkmwqX5hbyDfPncj4cQ6+vngCL209SEFaZD2ygV4YoqIXx9Vb6xMOrKISDQ6O54I8WEN1zJG82A3kQjzU7YkXOMXz8Npqmjp93Pb8trg1sXq2PV7gdVpBCukOcyxPqWedHoCpucmxpUnafJHfx4K5xWmx5YIMRNbjmjAuibLsJJKspn7OqcLBDh++kB6rJ2Q3R/JeosFnz6WE9rW6afMGYj2B/Tny33QgwXciei7zdKx9DPWNRFTP91DPG4b+jhe9JvQMqnr+7eHuQpXxlnXqGZRF6ztFa54BR11rhut1H/laRvKa2hcJkk4xdrOKDuxqdrPlQFtsuKvnbAxPQDvqgtbzQ3G4uKLCIZefcyZnxS6YdrPKTy47jZkFqRRn2Pn2Xz6gzRVkb7Ob4gwHj6ytjgVO6Q4zP7q4nM9Mz2HL/jZc3UtCRHupTitIjrV5oB/IxAs/RgzFnedgLsiDNVTHHO6LXaLHH632RNexu+/y6bGbgf7a0XP2XaRHRMOiRsqvRosH9gyiNu45/MWkQK+k2BPZr/69i7w0GwpgNUKb28+67Q2YVQM+TTvq8xL9HC2ZmsUVZxSyuCyz12ewZ0AT/bfOdFqZXZSKydD/11Ffn9FEekEG8jmP7u+SmXnHFbAP9priCWhx30PHes7PXt7eq6hmdPh6VWUt/9hcS7s7QE2LO+7+jgzsj1V8criNxjH7IkHSGDe4D6JOboqV4gw703KTuPH8MuDobuZ4dyTQu1cpWiG25zbR4YmmTj/zx6fHhtjq2r2MS7LEAqfoHebDa6upquvk/7Y1YFGNsZ4mty+U8IekZ9sS+bIdijvPkex6PpW6u0eC3awypyQtlmPRX/Jr9MvoyIVBo71Ibl+IJKupV+/VTy4tx9a9sPOkcfZeFZRPZMUZduravZiM4A+DOxDGr+nsaOiK+/nsOVwarwevryD4kpn5nNtdPqAviXxG+zrOUOxjoAZ7TTnyPQSRm9dml6/fFQKiVfGj9Zl69qhX1XdgUg2U56XEKmb3FO0dnZ6fwsY9zZTnJseG5vq71gxXj8+JdH0bUOL25z73uQHv8IUXXjiuBo0VJ0ri9mDXJYuuA9Zz/Zyes3vaXEFqWtzMKk475qygvo6xemt9r0UMowXb8lNtsQTY9dXNkZkar++iPK93rY6RnCkxlmZmiKMd7yyjgX6O4lV4PrIdfS0yvfqDet7d20qGw8yfvzb/qCrKJ6Jbn9/K5n2tNHT6yU+20OTyc1ZpFnddOi1uYn3PooqXzOw/wOjr36y/x4/3MzqSn/O+SgIc633aV422vc1u8lNtcd97fT0n2mMZLbIazbXr630eLXTrDoT49JSsE6YcyVAb8sTtlJSU2E9ycjLr1q3j/fcPT2fdvHkz69atO2VqJJ1IBhNxR3t6onlIPR+PdDPnU9fuxRXQeuVVJKLnEMThIYkQpxel9UqAbXUF2FzTzn2Xz+SaBSWjNuwy2sNO4vgcb/f8QD9H0TWsbr9oKjDwXI2l5Tkc6vLhCYRo6fLy/55+/4TItziWr5w1ni6fxml5KdR1+DCpRqymSFHZeK/z8DB9373Ax8ob7Ovfcig+oyP5OY93rIG8T498Xs/crbp2L/lpttiadD3TI3o+J5qk/empWZhVA8HumZjHGkKMDjv/vHvYeSCfhxOlx2e4JFwC4NZbb6W1tZUnn3wSozEyBh8KhfjWt75FcnIyv/jFL4aloSeaE6UnabjEm06d6POPVbBNem/EUBmN91Kid9Fn3vMaDZ1+AM6bMo4Ly3Niwyknqu/+rZLXPm7C5YsUjg2EdL57wWS+eW5pn8/p79+iZ4XsdKc5blHQk/m6cLyvrWe1/te2N7JxVysLSzNi76NeRTZdgViqQ6LlNE52w1onady4cWzYsIHJkyf3enzHjh0sXLiQlpajM+dPRid7kNRTf93fq7fWwwC61oUYKSNVDDTRL7zZd1fQ5oksTTGzICW2TtyJ7Lt/q+S17U2Ewzpuf4iiDBtnjs/gvs/PHNT+VlXW0tDhO2pBV9G3nu/nnmud+bRQrFhpz9yl6DDbttqOPit2n+qGtU6Spml88sknRz3+ySefEA6HE92dGAP6qkPys5e3s37nId7Z3XpCzEIQAkZuZkyiQzeXzc6PzLp0GCnNco6J5O1vnD0Rs9FAMBjCZlLwBMJ878LJx35iH5aW55CbYpMAKQE93889h7cumZl3VLL7kZNq0h3mWF0qMTgJB0nXXXcdX/nKV3jooYfYsGEDGzZs4MEHH+SrX/0q11133XC0UQyhwcxG6KsOSUGajSSrOuBpqom0sWfNDiEScaLmSWypiVSp7vCGmJqbPCaChN++tReDQUEDvEGdcU7zce1Pcv8SF69swpE1k6LXdaDX33uWcTmWE6k20Ykk4XfqAw88QE5ODg8++CAHDx4EIDc3l5tvvpnvfve7Q95AMbR63pUMtAs2+mHsaWl5Dq9WNbJiYcmQX/CiNTsUBayqUbqKRULivV9Hmyeg0eYOENYjdZK2H+wc7SYNSHG6nXZPgHAYwsDupi4eqNjBfZcPbrhNJG4g7+fVW+vZuLslVmsuOtQcvU4P5Iahr++G0VrL8kSRcE+SwWDglltuoa6ujvb2dtrb26mrq+OWW26JJXKLE9dQ3WUf7x1hf3ctA11KQoixoqKqgZJMJ0YFnGZlzFTcrmn1UJhmR1EiwZ3VrFKeJ7OYTzw6oVCYf31Y36uGVyLX6XjfDfHqgp1qBlVMUtM0XnvtNf7yl7+gKJECafX19bhcriFtnBh6J0p3d3/rIx257IAQY93iskwOtHmwm41oYeXYTzhB3HBeKR3eIDaTgs2kcO6kcbFV58Xoit5oNrt8gILDqrJwYiY1ze5B5SH1VbKgZ5HKU1HCQVJNTQ3Tp0/n0ksvZeXKlRw6dAiAn//853zve98b8gaKk1Mi6yMJMda9tr0RBZ0ufwh/MMy2uo7RbtKAvL6jiYAWxhXQUVUDc0rS5cblBBG90fxFxQ427m7htLwUijMczCpOG1Ae0kBykHrWBTtV/90TDpL++7//m7lz59LW1obNZos9vnz5ctatW5dwAx5//HFKSkqwWq3Mnz+f9957r89tg8Egd999NxMnTsRqtTJz5kzWrFnTa5uuri5uvPFGiouLsdlsLFy4kE2bNvXaxuVyccMNN1BQUIDNZmPatGk8+eSTCbddDN5QrY8kxNigUNPiBUAD2tyB0W3OAG090I4nGClb4AuECGgyg/lEEb3RLM9LQSGynmAi19TBFLY8FSUcJK1fv5477rgDs7n3LIeSkhLq6uoS2tdf//pXbrrpJu688062bNnCzJkzWbp0KU1NTXG3v+OOO3jqqad47LHH+Pjjj7n++utZvnw5lZWVsW2++tWvsnbtWp555hm2bdvGBRdcwJIlS3q17aabbmLNmjU8++yzbN++nRtvvJEbbriB1atXJ9R+MTj9VYoV4mR0ycw80u2H3+Pv7xsb9eQynRbCYdCBJIthzCScnwqi187PzynoVQpgoNfUE3UW6Ikm4SApHA4TCoWOery2tpakpKSE9vXQQw/xta99jeuuuy7Wm2O32/nd734Xd/tnnnmG22+/nWXLljFhwgS++c1vsmzZMh588EEAvF4vzz//PPfffz9nn302paWl3HXXXZSWlvLEE0/E9vP222+zYsUKzj33XEpKSvj617/OzJkz++3FEkNnIHcwMh1VnGyCPTphijJO/HXbAF7YUkuou9ywK6CPmYTzk01/18PB3mjKDerAJBwkXXDBBTzyyCOx3xVFweVyceedd7Js2bIB7ycQCLB582aWLFlyuDEGA0uWLGHjxo1xn+P3+7Farb0es9lsbNiwAYgklIdCoX63AVi4cCGrV6+mrq4OXdd5/fXX2blzJxdccEGf7fX7/XR2dvb6EYMzkDuYkSoIKMRIqKhqwKweTtj+9NSxcfd+9fxiTMZIuy2GhBZnEEOooqqBhnYf97y8XW4cR1jCQdKDDz7IW2+9xbRp0/D5fHzxi1+MDbX9/Oc/H/B+mpubCYVCZGf3vlhkZ2fT0NAQ9zlLly7loYceorq6mnA4zNq1a3nhhRdi9ZqSkpJYsGABP/nJT6ivrycUCvHss8+ycePG2DYAjz32GNOmTaOgoACz2cyFF17I448/ztlnn91ne++9995eC/0WFhYO+LWeSgbSAzSQOxjpChYnk6XlOVjVSIkUBXh3T+voNmiAvn7ORPJSrBiAQFihuqlrtJt0SlpantNrcVsxchIOkgoKCti6dSs/+MEP+M53vsPs2bO57777qKysJCsrazjaGPPoo49SVlbGlClTMJvN3HDDDVx33XUYDIdfxjPPPIOu6+Tn52OxWPjlL3/JVVdd1Wubxx57jHfeeYfVq1ezefNmHnzwQVauXMlrr73W57G///3v09HREfs5cODAsL7WsWqoeoCkK1icTOxmlUtm5WNUwGFRCOnh7qnbJzZPQCMU1lGUSH7S95YOfkkSMXh2s8rtF00lN8UmN44jbFDfQKqqcvXVV3P11VcP+sCZmZkYjUYaG3t/mTY2NpKTkxP3OePGjePFF1/E5/PR0tJCXl4et912GxMmTIhtM3HiRN58803cbjednZ3k5uZy5ZVXxrbxer3cfvvtrFq1iosuugiAGTNm8MEHH/DAAw/0Gv7ryWKxYLFYBv16TxWJVHgV4lTy9q5mTEYFX0DHblZ5ZG01P10+fbSb1a97X9lOi9uPQYHsJIvctIyiE7GS/Kkg4Z4ko9HIeeedR2tr7+7ixsbGhCpum81m5syZ06tsQDgcZt26dSxYsKDf51qtVvLz89E0jeeff55LL730qG0cDge5ubm0tbVRUVER2yYYDBIMBnv1LEVflyzQe/ykB0iI+HJTLARDOpoeWZbkG+dMOPaTRpkvoBEKR74oGl1+nt9cO9pNEmJEJRwk6bqO3+9n7ty5VFVVHfW3RNx000385je/4Q9/+APbt2/nm9/8Jm63O7ZQ7rXXXsv3v//92PbvvvsuL7zwAnv27GH9+vVceOGFhMNhbrnlltg2FRUVrFmzhr1797J27VrOO+88pkyZEttncnIy55xzDjfffDNvvPEGe/fu5emnn+aPf/wjy5cvT/R0nNRkhpkQQ6c8P5Vw9yUyFNbZXNM+qu0ZCL8WaavFZKDVFeDd3YdGu0mjRq6Hp6aEgyRFUXj++ee5+OKLWbBgAf/85z97/S0RV155JQ888AA/+tGPmDVrFh988AFr1qyJJXPv37+/V8K1z+fjjjvuYNq0aSxfvpz8/Hw2bNhAampqbJuOjg5WrlzJlClTuPbaa1m0aBEVFRWYTKbYNs899xxnnHEGV199NdOmTeO+++7jZz/7Gddff32ip+OkJjPMhBg6uw+5ULtniqU7zGNiSHp3swvVoNDpD+MJhtnbfOLnUQ0XuR6emhQ9we4fg8FAQ0MDWVlZ/M///A/f/va3ueOOO/jqV79Kfn5+3BpKJ6POzk5SUlLo6OggOfnkrB3iCWix/CIZPhPi+Pzv+j389OXtABiBbXcvPeE/V2/uaOTLv3+f6JdEQZqVDbd+elTbNFrkenjySOT7+7j+pb/+9a9TVlbGF77wBf7zn/8cz67ECUgSBYUYOm5/ZHkPHbCZFF7aWs+VZxSNdrP69fOKHfS8i55VkDZqbRltY/V66AloVFQ1sLQ8R4K7QUh4uK24uLhXgvZ5553HO++8I1PihRCiHy9+UBsLOIzqwCe5jKY9jYfrIhWkWbjr0mmj2BoxGDJMeHwSDpL27t1LRkZGr8dKS0uprKxkz549Q9YwIYQ4mZw/NRsFMAElGXY+PXV468oNhTTH4bIn3mAYb+DUSKc4mUhh3uOTcJDUF6vVSnFx8VDtTgghTipb9rdjNioEgRSbiQ3VJ/4it6cXpcSWJfH5NW7++4ej3CKRKCnLcnwGFCSlp6fT3NwMQFpaGunp6X3+CCGEONrisnH4u1eLrarvOOHv7D0BjdnF6aRYVRwmQDFw/rQTu81CDLUBhZYPP/wwSUlJAL0WtxVCCDEwew51YVQgpENhmv2Ev7OvqGrg/Zo2QrqOqqqk2k0nfGAnxFAb0Kd0xYoVcf9fCCHEQClYTUbcgRCn5SfjCWgndKC0tDyHP79bQyis4/KFsKlGHv/3Lu77/MzRbpoQI2ZAn9DOzs4B7/BkrRkkhBDHY3JOEv/cGimO+5f3aplekHZClwCwm1XOmphJZU07YaDTF6AsO2m0myXEiBpQkJSamnrMatq6rqMoyilTTFIIIRJRVdeOAQgDqgIu34m/vMV/qg8RXdHSohoxq0M210eIMWFAQdLrr78+3O0QQoiTWk2rNxZwmE0Gqpu6+t1+tDW7fBzq8hO9Pdb0MAFNFgEXp5YBBUnnnHPOcLdDCCFOambVgEGJTCm2mlRWnlc62k3q18NrqzEaFLon5OELhKluPLEDOyGG2qCzBj0eD/v37ycQCPR6fMaMGcfdKCGEONnceXE5X3n6fSwmA8tn5bO5pp3CdMdoN6tP3zm/jH9W1sV+T7Kp/L9F40exRUKMvISDpEOHDnHdddfxf//3f3H/LjlJQghxtD9u3IcWDmMKK/xf1UGenlc42k3qV6bTSkmmnY/ruwgDpZlJ/HFjDT9dPn20mybEiEk4C+/GG2+kvb2dd999F5vNxpo1a/jDH/5AWVkZq1evHo42CiHEmKeFwK+Faer0Y0ThqTdP7GWcml0+jAZDLI9qy/42rl0gqyqIU0vCQdK///1vHnroIebOnYvBYKC4uJgvfelL3H///dx7773D0UYhhBjzphekoCgKqhEC4TA3nl822k3q18NrqwmEwnSvSkJYh9+9tXd0GyXECEs4SHK73WRlRRZmTEtL49ChQwBMnz6dLVu2DG3rhBDiJOG0qqTYjISBkK6PdnOO6fpzJmAzGclMMmEEnDYjZVlSJ0mcWhIOkiZPnsyOHTsAmDlzJk899RR1dXU8+eST5ObmDnkDhRDiZLBkahZWVcWoQEtXgPte3j7aTerXW7tbONjhpbkriMNqZEKGE6f1xK0QLsRwSPgd/9///d8cPBipGnvnnXdy4YUX8qc//Qmz2czTTz891O0TQoiTwvrqZs6bksUf3t6HrodxBU7sSS4BLUSzy09IBy0UZmKWg09PzRrtZgkxohIOkr70pS/F/n/OnDnU1NTwySefUFRURGZm5pA2TgghThaLyzK55+XthHRQgEOdvtFu0jEosaEGo0EhFIYN1S1cNjt/VFslxEg67r5Tu93O6aefPhRtEUKIk9b66mYynSZa3QEUHZZMyxntJh2DjsGgQEgnFAozPT+FC8qzR7tRQoyohIMkXdf5xz/+weuvv05TUxPhcO8y9S+88MKQNU4IIU4Wi8syeWbjPpwWAwblxF8HzawaSLWZ8Qb9GA0Gqhu7sJslJ0mcWgZVJ+maa65h7969OJ1OUlJSev0IIYQ42ivbGqht89HhC+PxB9lW1zHaTerXJTPzKUiz4zAb6QqESbGbRrtJQoy4hG8LnnnmGV544QWWLVs2HO0RQoiTUlV9B01dfgD8YeAELwPgCWgUZdj4sLYNBfjzu/v57yWTpDdJnFIS7klKSUlhwoQJw9EWIYQ4ad1wXmmvC266w8yqylo8AW3U2tSfX6zZQeX+doIh0IEsp5mXttaPdrOEGFEJB0l33XUXP/7xj/F6vcPRHiGEOCm9tbsFu/nwJffvm2tpdQV4tapxFFvVt/L8ZGpaPLFlSXxauN/thTgZJdxvesUVV/CXv/yFrKwsSkpKMJl6j1NL1W0hhIhHxxM4HGisWFhChtNyws4Y+/ycQv7y3n62H3QB4A1oUidJnHISDpJWrFjB5s2b+dKXvkR2djaKogxHu4QQ4qSyZGo2P1A+Ah2MCnz5rBIyndbRbla/zMbDPV8m1Sh1ksQpJ+Eg6eWXX6aiooJFixYNR3uEEOKk9Nr2RgrS7NS0ejAb4Z+V9Xxl8dDkd3oCGhVVDSwtzxmyxOo/v1vDzkZX7HeT0XjC9noJMVwSzkkqLCwkOTl5ONoihBAnrYAWpqkrUmXbp0FF1cEh23dFVcOQ5zet/biRYCgyPGgAspLMQ7ZvIcaKhIOkBx98kFtuuYV9+/YNQ3OEEOLkZFYNWLoLSOrAvJKMIdv30vKcIc9vun3ZVFJsJnKSTZyWn8K5U7JO2CRzIYbLoNZu83g8TJw4EbvdflTidmtr65A1TgghThZLpmbzx7dqaPd2YVLg3X1Dd620m9UhzxX683v7MRkNdPk1VizIITfVJsNt4pSTcJD0yCOPDEMzhBDi5La+upl2bwAFCOqwqPTEWRA8Xk5TbrKVpk4/RgVe39HE365fOMqtFGLkJRQkBYNB3nzzTX74wx8yfvz44WqTEEKcdJaW5/DwqzvQicxuO9DiHu0mxfTMaYr2SL3+SRMokaHBYEin2eU74WfjCTHUEspJMplMPP/888PVFiGEOGnZzSqXzynEbFQwG2FiVtJoNykmXk6T0ahgMihoOnR4/DywZscotlCI0ZFw4vZll13Giy++OAxNEUKIk9uepi50dIIa7GjoHO3mxERzmnqWD3j0/5sd+/89LV4ykyyj0TQhRlXCOUllZWXcfffdvPXWW8yZMweHw9Hr79/+9reHrHFCCHEycQdCBEOR/z/RV/nIcFqwmg34vZEGv7LtIN9bOmWUWyXEyEo4SPrtb39LamoqmzdvZvPmzb3+piiKBElCCNGH6qbDxRn3t7hodvlYX908pEUgh8rqrfXYTSod3UHS+dNkZps49ST8qdy7d+9wtEMIIU56n5oyjt+/vR+AA+0+flGxg0lZSb0SpodTYpW5ddIcZho6/dhNsPVAx7C3T4gTTcI5ST3puo6u60PVFiGEOKn9e8choqtd5qRYOC0vJeEikJ6AxqrKWjwBLeHjR2exvbS1/pj7OGtiJoe6/GQ6TNgtZn7xhRkJH0+IsW5QQdIf//hHpk+fjs1mw2azMWPGDJ555pmhbpsQQpxUSrOcAGQ5TcwsSOXyOQVHJUz3FC8gOp4lSKKz2HQ45j5+9e9dhHWdQ+4gGXYzNrMx4eMJMdYlHCQ99NBDfPOb32TZsmX87W9/429/+xsXXngh119/PQ8//PBwtFEIIU4KVqOC1WQgFNZZeV5pr+BooAHR8SxBEp3FdsnMvH734QlotHsCtLiDAOxscvFAhZQAEKeehIOkxx57jCeeeIKf//znXHLJJVxyySXcf//9/PrXv+aXv/zlcLRRCCFODoqBgBbGHQjx6GvVvf40kIAomlN0QXn2cSV6280qF5RnU1HVgCegHRWgVVQ1UHWwMzY0qADF6Y4+9yfEySrhIOngwYMsXHh0efqFCxdy8ODQrWothBAnGy0UJqyDT9PxBUO9gpN4PURH1i86nqG2I/Xc15H7XVqeQ2lWEtGMU4MCu5u6jvuYQow1CQdJpaWl/O1vfzvq8b/+9a+UlZUl3IDHH3+ckpISrFYr8+fP57333utz22AwyN13383EiROxWq3MnDmTNWvW9Nqmq6uLG2+8keLiYmw2GwsXLmTTpk1H7Wv79u1ccsklpKSk4HA4OOOMM9i/f3/C7RdCiIH6pKEzFnjUtnlYvbU+FpzEK+h4pOMZautvX0fu125W2XnwcLFLHZial3LcxxRirEm4v/bHP/4xV155Jf/5z38466yzAHjrrbdYt25d3OCpP3/961+56aabePLJJ5k/fz6PPPIIS5cuZceOHWRlZR21/R133MGzzz7Lb37zG6ZMmUJFRQXLly/n7bffZvbsSHXYr371q3z00Uc888wz5OXl8eyzz7JkyRI+/vhj8vMjU2x3797NokWL+MpXvsKPf/xjkpOTqaqqwmqVdYmEEMOnptUX+/9ASEeBhIKeaCAVldiU/v73dWQJAm+PapdlWUmY1eOaDC3EmKTog5jDv3nzZh5++GG2b98OwNSpU/nud78bC1QGav78+Zxxxhn86le/AiAcDlNYWMh//dd/cdtttx21fV5eHj/4wQ9YuXJl7LHLL78cm83Gs88+i9frJSkpiX/+859cdNFFsW3mzJnDZz7zGX76058C8P/9f/8fJpMpoRl5fr8fv98f+72zs5PCwkI6OjpITk5O6HULIU5NX336HV77pAUFOKMkjaf/3zzsZnXQwc6qylpaXQEynJYhr7P0wxc/5Nl3DlCUYUXXFVYsKOEriycM6TGEGA2dnZ2kpKQM6Pt7ULcGc+bM4dlnn41V3X722WcTDpACgQCbN29myZIlhxtjMLBkyRI2btwY9zl+v/+o3h6bzcaGDRsA0DSNUCjU7zbhcJiXX36ZSZMmsXTpUrKyspg/f/4x16O79957SUlJif0UFhYm9HqFEGLz/khBRoNCr96jweYaHc/w25HJ2tHfD7S6+cGqbbz+SRMAB1p8dHo1th+UYpLi1DNq/afNzc2EQiGys3t/uLOzs2loaIj7nKVLl/LQQw9RXV1NOBxm7dq1vPDCC7GE8aSkJBYsWMBPfvIT6uvrCYVCPPvss2zcuDG2TVNTEy6Xi/vuu48LL7yQV199leXLl/O5z32ON998s8/2fv/736ejoyP2c+DAgSE6E0KIU4XNFLnkhnR4f19br0TpwRSVXL21jk5fkNVb6xMuLnlkYBb9/dbnt9HU6SPcPchgNYEnEKRQZreJU9CAgySDwYDRaOz3R1WHd+2hRx99lLKyMqZMmYLZbOaGG27guuuuw2A4/DKeeeYZdF0nPz8fi8XCL3/5S6666qrYNuFwZJz90ksv5Tvf+Q6zZs3itttu47Of/SxPPvlkn8e2WCwkJyf3+hFCiER86czxWIwKTovCzsYuFpVlAEfPYutPtMdn9dZ6Nu5q5YXNtTz37n5+/FJVQoHSkYFZ9PefXz6d7GQrU/NSsJkMBDWwqAY2VDcP7kULMYYNOKpZtWpVn3/buHEjv/zlL2MByEBkZmZiNBppbOzdvdzY2EhOTk7c54wbN44XX3wRn89HS0sLeXl53HbbbUyYcHicfOLEibz55pu43W46OzvJzc3lyiuvjG2TmZmJqqpMmzat176nTp0aG5ITQojh8OWzSqiq7+CNHU0UZ9jZUN2ScC5RRVUDDe0+djd1oRqhOMNOTasHtz+U0BpwRyZu9/z9p8uns/LZ9wmFdZLtKh0ejfkT0hNqpxAngwH3JF166aVH/UyZMoWnn36aBx54gC984Qvs2DHwiqxms5k5c+awbt262GPhcJh169axYMGCfp9rtVrJz89H0zSef/55Lr300qO2cTgc5Obm0tbWRkVFRWwbs9nMGWeccVRbd+7cSXFx8YDbL4QQibKbVVSDAdWosPeQJ9aTBH2vyXbk40vLc6hr9+ILhQmFYWFpJlfNK2JxWeaAhusGuvabajRgNRvo8mrYzAbe3ds6iFcsxNg2qPGx+vp67rzzTv7whz+wdOlSPvjgA0477bSE93PTTTexYsUK5s6dy7x583jkkUdwu91cd911AFx77bXk5+dz7733AvDuu+9SV1fHrFmzqKur46677iIcDnPLLbfE9llRUYGu60yePJldu3Zx8803M2XKlNg+AW6++WauvPJKzj77bM477zzWrFnDSy+9xBtvvDGY0yGEEAOmhTS8gTA2s8a67U1ceUYR0DtHqGcPz5GP280qt180lZe21gNw8cy8hGbE9dzfBeXZrN5aByhccsR+CtJsuHwhQjpYFYULy+P38AtxMksocbujo4Nbb72V0tJSqqqqWLduHS+99NKgAiSAK6+8kgceeIAf/ehHzJo1iw8++IA1a9bEkrn379/fq4q3z+fjjjvuYNq0aSxfvpz8/Hw2bNhAampqrzauXLmSKVOmcO2117Jo0SIqKiowmUyxbZYvX86TTz7J/fffz/Tp0/nf//1fnn/+eRYtWjSo1yGEEAPhCWgc7PRjUMAf1An0qEUUzQlaVJZxVM9RvKRus2rg01OzYkuLDFTP/VVUNbBxVyvv7G45ambdK9saCHUXiHH5QiwuyxzkqxZi7BpwnaT777+fn//85+Tk5HDPPffEHeI6lSRSZ0EIIQD+d/1uHn99F96Ahs1k5IZPTTqq9tCqyloa2n3UtXu58fwy1lc3H1U/KVofaW+zm/GZjkHXSfIEtD57pH6xZjtPvrmHkA5pdiPTclP509fOHOQrF+LEkcj394CDJIPBgM1mY8mSJRiNxj63e+GFFxJr7RglQZIQIlFfeOItPqjtIBjSSbMqfHpqLnMnpBMd7gJYvbWOyv3tlGQ4qGvzxg2CPAGNV6saWVSWwYbqloQXvB1I8cpbn9/K69sbaXEHsarw568vZGZh2nG9fiFOBIl8fw/4U3XttdeiKMqxNxRCCBHX0tNy2VTTDkCbT8erhdlQ3YxqMGBVjejouH0hTi9Kw6Ia+cLcglgQBL2Dm2jQlGgPkieg8bOXt1OQZovlOUX3u7gsk/XVzSwuy6Q43U6LO0hIh7AOf3+/VoIkccoZ1LIkQnqShBCJ8wQ05v/sNbr8IQCm5ydTnpvM7OI0Lu7uSYomVPfs4YkWjoz2MOWm2Aa9DEnP4bzbL5qK3aweNXxX3djFhl3N1LZH1prLS7aw+tuLyHTK+pZi7BuWniQhhBDHxxPQSLGZcPlDGBUoTnfwo0vKewVE8YKfaIJ1KBymrs3LioUlg27D0vIcXq1qZMVZJbHjRh+7dHYeG6pb8Gshmioja1UqQDCBGnhCnExkWWchhBghd764jcZOHzpgMylYu5cp6a8+UrPLh18LMbckjcWTxsV6fwYjOqwW7amKHgMia8mtr25mUVkGr3/SRDS5QgeSrSYeqBh4HTwhThYSJAkhxAjZWtdJMBy58JpNKjMLU/tc3Hb11jre+OQQv6jYgdsXIslq4sozigYdIMHhat33vLw9FjBFj716az1v7Igcz2oy4u+e/68ALZ4gZVlJx/HKhRibJEgSQogRkmw2oQBh4Kozirh8TkGvukW9q2ErKAqclpeC06ri00IJL2J7pGi17vzupO3eNZh0FCLHq+/wYjJG+pJ0IBDUMKvydSFOPfKuF0KIEZKdaiU6U+Zf2+qxm9Vei9tGe3ruXl1FQAuzYGIGl88pwKwaaHMFuOfl7TS7fANaViSeaLXu3BRbbMgteuxLZuZz7uQsLp9TwNPXzSPJcrjHKslmkiBJnJLkXS+EECNk16HO2P97AuFYoBPtQVpclklduxdXQGNLTRsW1YjdrPbqAXpkbXXc4bmB6hkY9fd4IHQ4WTvLaYvNvhPiVCJBkhBCjJCycYenG7e6/LFAJ5obtKG6hdsvmsrisnEsmJgRq4/UswfoxvPL4i5Tkqj+Frr93t8/pGd1GKNBP65cKCHGKgmShBBihHT5grFZYzaTwqKyDAAWl2Wyt9nNorIM7GaVK88oii18Gw1koj09mU5r3J6gREUDs5e21h8VLJ0zaRwoChYjGBXISbEd17GEGKskSBJCiBHys+XTMXcnRAfDOv+3rQGA9dXNjM90sKG6pdf2fc18GwrRpG0deh3DE9CoaXFTkGojGIaQDlpYag6LU5MESUIIMUKqDnaSmxqpWh0Kwdb9bQBHzDI7rK/Hh0K0Z+qSmXm9jlFR1UBeqo26Ng/R2GjrgfbjnlknxFgkQZIQQoyQpeU51Ld5AQjqUJjhAAaeTD0ceh7DE9DwayHqO7wk28x0d3oxOSuJl7bWD1sbhDhRSZAkhBAjxG5WSXeYY79v3N3Sz9Yjr6KqgTZXEIALu3uWCtLM1HZ4R7NZQowaCZKEEGIEleenYFQiC2d+f9mU2OM9lyEZbB2k4xUtNZCXYuOv79cS0qGxI8DMgmQ+PTVrxNsjxGiTIEkIIUaIJ6BR2+ohpINZhb+8tz/2t2iS9vHWQYp3zIEGXdFSA/tbPXgCIQCCYQiE9KOSyoU4FUiQJIQQI6SiqoHdh9wAeDR6rYcWTdKOVwcpkUAn3jEHGnRF13Nr9/jpOZ+tttU3LMnjQpzoJEgSQogRsrQ8B5sp/mW3vzpIx1MKIJEZctHjfLC/o9fj7kBQikmKU5IESUIIMULsZhWj8fBld9O+gQ1hHU8pgERmyEWPM6sohehSbVYD3Pu56QkfV4iTgQRJQggxQjwBjfzUw9WrP6rrGtDz7GaVC8qzqahqGNKE7iOH8aIB1YyCNMJ65AvCoBpZVVk3ZMcUYiyRIEkIIUZIRVUDqfbDJQCSzAO/BA9H9e0j9+kJaDy3qYa/bd6PrkMY0IIhitMdQ3ZMIcYSCZKEEGKELC7LZGtte+x3txYecM/QcFTfju5zUVkGqyprWb21jo27WnH5QrHE7YAOr2w7KBW3xSlJgiQhhBgh66ubyUmOLEuiABOznAPuGRqO6tvRfa6vbqbVFUBBYUZBCjbV2Gu7A22eYVk/TogTnQRJQggxQpaW5xDQwnSv9oFDNZwQU+sXl2Wyt9nNp6dmsafZzSGXv9ffC1JtJ0Q7hRhpEiQJIcQIsZtVyrKT0In0JDW6AifE1PrXtjfS5dP4+6ZatuxrJaT3/ntJhu2EaKcQI02CJCGEGCGegMaeQy5MRoUw4LSow74MSX+FKD0BjT9u3Mtf3j3A5v2tPPf+AXY2uY7aTlUlQBKnJgmShBBihFRUNTB/QjrB7q6ayv3tQ74MSbxj9rX/1Vvr+e2GfexrceHxh5ie6yQnxdprG1WBOcVpw9I2IU50EiQJIcQIWVqew7rtjbGcJLvZwDfOmTDks9aOPGbf+9eZmuOkdFwSn5o8jluXTWNWYWqvLUI6zChIGZa2CXGikyBJCCFGiN2sMqc4HYj00HR4g7xa1XjMWWvHs3Zbf7PiLpmZz3lTsvnCGYX89/mT+N7ft7KhuqnXNjrw3b9tTfi4QpwMJEgSQogRNHGcE9UImg56KMyajxqOGQQNRyFJiARQZtWA26dx6/PbONjhpcMXPmq7sydlDulxhRgrJEgSQogR9K8P6wmGIv8fQuHC03KOGQQNdSHJnkHZ0vIczKoBu9nI/lZf3O3f+OTQkBxXiLFGgiQhhBhBRRn22P+XjnNw1fyiYwZBQ11IsmdQZjerfFTfwdu7mvvcftmM3CE5rhBjjQRJQggxgvYeOjzFvtHlxxPQhqWadn96Lkfyx417+aS+C5PRgFE5elsj8NbuFlmWRJySJEgSQogRZDEdDoQU4IY/VY5IABJZvHY/z22qAYgtR/JiZT0NXT48AQ1DnCApBITCYVmWRJySJEgSQogR1NDujv1/pzfI/lYPP1q17ahA6XhmtMXbR0VVAxt3t/DO7tZYwLO0PIeLpucSCoXRdQgenbON3WTgM+W5siyJOCVJGVUhhBhBMwrS2Li3DYBACNo8AXY2uXhpaz1694Ill8zM65U3dNns/H73GQ2Clpbn9Bqy67mP6LpxAS1Mpy/IHzfuJaCFWftxEzMKU3l/bzOdfv2ofeekWKhr98qyJOKUJD1JQggxghq6Di8ea1RgfIYdi2rAr4XYuKuVd3a3xIKagc5o62t2XHTm2sY9zXgCGleeUYTTqrJ5Xxv/eL+Wh9fupKqujS372nHFCZAADrR4uXZB8fG9aCHGKAmShBBiBD1y5azY/+tAss3Mp6ZmY1GNLCzNYMHEDC4oz44lcwPHHHbrK6Cym1U+aeii1RXgkbXVeAIaXb4gJgOoRgNGg4I7oNPhCxI/RIrUc/rjxprjfNVCjE0SJAkhxAjaWtse+/+QDudMGkduio2LZ+Zx5RlFXHlGUZ9DZn3pOTvuyFym68+ZgCcQ4hvnTKCiqoG3d7fw/v52zikbR4bTTJbThNmo9Bkk6cA3zpkwBK9ciLFHgiQhhBhBm/e19fp964FW1lc38f1/bOWPG/fS7PL1CnKWlufgtKr4NK3f3qRocLR6a32voOr9mjY+NSWLt3e34NdCtLj8mI3w7Ls1ZCfZaPdpBEJ9hUiQ6TCxuab9+F+4EGOQBElCCDGK3t3bzrrtTbxZ3cI/K+t5ZG01ra4AL22tZ1VlLUD30iEhXq1q7HPWW7THSYFeQ2+LyzKpbuzivb2ttLmCXFieS7tXIxQO8c7eVvya3mcvEkCHO8ic4tThefFCnOBOiCDp8ccfp6SkBKvVyvz583nvvff63DYYDHL33XczceJErFYrM2fOZM2aNb226erq4sYbb6S4uBibzcbChQvZtGlTn/u8/vrrURSFRx55ZKhekhBCxDU5J6nX713eIIGQTkGajctm53Pj+WVkOC3o0GtmWjTwiTf85glo+LUQTqvKxTPzehWmfG17IzubXLgDGrsPdbHmo4OkOcy0eUIDaq9igMdf3zVkr1+IsWTUg6S//vWv3HTTTdx5551s2bKFmTNnsnTpUpqamuJuf8cdd/DUU0/x2GOP8fHHH3P99dezfPlyKisrY9t89atfZe3atTzzzDNs27aNCy64gCVLllBXV3fU/latWsU777xDXl7esL1GIYSIqqrv7PW7BjgtBpwWlcvnFGA3q+joLJmaFQuMeiZx+7UwTqvaK0m7oqqBNleQbbUdQO/6SAEtTFjXURWFTfva2H6wk92NrriFI+MJhqEsK+nYGwpxEhr1IOmhhx7ia1/7Gtdddx3Tpk3jySefxG6387vf/S7u9s888wy33347y5YtY8KECXzzm99k2bJlPPjggwB4vV6ef/557r//fs4++2xKS0u56667KC0t5Yknnui1r7q6Ov7rv/6LP/3pT5hMpmF/rUII0XNZkqhQGJIsKnevrorlFG2objlqqZKKqgbcPg2Lauz1+NLyHOraveSn2Xi1qrFXb5NZNZBuN/Pa9kY6vUFcgTCaDuH+xth6cKjgtEqNJHFqGtUgKRAIsHnzZpYsWRJ7zGAwsGTJEjZu3Bj3OX6/H6vV2usxm83Ghg0bANA0jVAo1O82AOFwmGuuuYabb76Z8vLyY7bV7/fT2dnZ60cIIRLV6Ts6+Ton2cIhl59PGrsIauFYD1LPpUQ8Aa3fqf63XzSV3BQbF5Rn99puydRsNu1rJajptHk1TAbirtHWF68Gn56adbwvW4gxaVSDpObmZkKhENnZvT/w2dnZNDQ0xH3O0qVLeeihh6iuriYcDrN27VpeeOEFDh48CEBSUhILFizgJz/5CfX19YRCIZ599lk2btwY2wbg5z//Oaqq8u1vf3tAbb333ntJSUmJ/RQWFg7yVQshTmVH5iQB1Lb5KEizARDQwvi0EKu31vGPzQf426YDbNgZKTB55FT/5zbV8Nym/XEXye30BfnxS1W8WFmPw2okRGSxWi0Mik6/ydo9hYD/2xb/eizEyW7Uh9sS9eijj1JWVsaUKVMwm83ccMMNXHfddRgMh1/KM888g67r5OfnY7FY+OUvf8lVV10V22bz5s08+uijPP300yjKwG6pvv/979PR0RH7OXDgwLC8PiHEyc2qHn3Z7fBpfNhdP+njgx2xNdY+ruskL9WG02I8qveooqqhV4XuI//2YmUd22o7+PM7NSSZjZgNYDBELvqJrAZnAKrqOhJ7kUKcJEY1SMrMzMRoNNLY2PsD3tjYSE5OTtznjBs3jhdffBG3201NTQ2ffPIJTqeTCRMOFzubOHEib775Ji6XiwMHDvDee+8RDAZj26xfv56mpiaKiopQVRVVVampqeG73/0uJSUlcY9rsVhITk7u9SOEEImL34dzsNNHIBhG0WFucRoLJmbwvQsns2RqNj+6pPyotdOWluewsDSDOcVpdPoCsR6l6N8ump6LXwtTkungYGcAi8mIWTXgsBoTaq2iwMpPlQ7upQoxxo1qkGQ2m5kzZw7r1q2LPRYOh1m3bh0LFizo97lWq5X8/Hw0TeP555/n0ksvPWobh8NBbm4ubW1tVFRUxLa55ppr+PDDD/nggw9iP3l5edx8881UVFQM7YsUQoielPiXXYvRQFOXj13Nblw+jS3723hlW0Nsdls8ZtWASTWweV87G3Ye4p6Xt9Ps8rF6az07G7v4zGk5dPk05o9PJ8mqYlYNmBO86hdn2KWYpDhljfqUhZtuuokVK1Ywd+5c5s2bxyOPPILb7ea6664D4NprryU/P597770XgHfffZe6ujpmzZpFXV0dd911F+FwmFtuuSW2z4qKCnRdZ/LkyezatYubb76ZKVOmxPaZkZFBRkZGr3aYTCZycnKYPHnyCL1yIcSpSAvFr09kNRmZU5xOXbuXf2ypxWYysqvRhUU1YFYNLC3PieUiVVQ14NfCuH0aZtWAzWTAG4RDbj8r/7SFTKcFBYUDbe1kpVjYc8jNwQ4/VpMBbzCcUHvDuj6gRXaFOBmNek7SlVdeyQMPPMCPfvQjZs2axQcffMCaNWtiydz79+/vlXDt8/m44447mDZtGsuXLyc/P58NGzaQmpoa26ajo4OVK1cyZcoUrr32WhYtWkRFRYVM8xdCjLpDrkDcx4PhMPXtXmxmA/csPw2HVWXZ9NxeRSUBVm+t57WPG9m0txWzauCj+g7y0mzUtXv4uK6DTm+Qgx0+dD3EOKeJ0/JSONDiQgG8wTAp5sTau3x2QZ89WUKc7BRd1wc6yUH00NnZSUpKCh0dHZKfJIQYsF+/vov7K3bE/ZvTBGlOK2bVyKWz8ihKd3BBeTavVjWyqCyD17ZHgqPdh9zkpFhpcwdItZto92qk2lS2H+wiHAbQ8QZDZDjMtHmChEJBWr2Du9R//vR8Hrhi1qBfrxAnmkS+v0e9J0kIIU4lTquxzwtvMKzg8msYFXh7VwudvgCrt9ZxQXk2r2w7yBNv7KHDp1Ga6aDNHSDZaqKxw09OkhWramR2YQpzitNId5jJTrZysMOHNxgadIAEMDVXbgLFqUv6UIUQYgSZ1UiQFC8zKDfFil8Lc7DDx+lFqfzs5e2cOT4Dq6pSVd+Jw2zE5dM4u2wc7V6N6kYXGQ4T/lCIg+0+dF1HC4Wp7/CiA+OcFmpaPYNuq1WNJIcLcaqSIEkIIUbQkqlZ3NbH3xo7ffg1HZNR4a/v12FQYOPuZpwWYyRR26/x2Rm5gM7Opi46vUGSrCZSbSYsRiPrdx2iwxMk1N1x1OEdfIAEYDElVi5AiJONBElCCDGCXumnerVP0zEZwB/SSbertHs0jEaFDbta0MI6FtXAq1WNTMlJYnZRKrsbXSgKdHmD7G3x4PVr2EwKrsDQpJoWptmlJ0mc0iRIEkKIEVRV33f1ah0IhMFkgFaPxjinGX9QI8VuYkZ+Kqohsk1XIMTphakc6grQ6Q3y+o5D+LUwZqOCzaRiN0OLOxiprp3AEiQ92bqH2mTdNnEqk1sEIYQYQTcvnYzlGKNY0VJGh1wBDAYDU3OSmDchndNL0vFpITbuOsSqylocZiNd/iDJdhWH2YjDovK5OQWEdMh0mgkzuAAJIgvbBjSdDdUtg9yDEGOf9CQJIcQIynRaj7mNwuHgxq+F+LCug7d2tZBkVWl1+wnrUNfmpc0TxBsIkZ9qpZUgigHe2d2CajTQ0uWP5SYNhhGwmY9eM06IU4kESUIIMcJMRgV/PxGMpfvvOmAyKHR6NfRwiIOdIRwmA6FwGJdfwxcMYTAo1Hf4CId1wjqgQ/NxBkgATouBJ750uhSSFKc0GW4TQogRZjQo/f5dCx+OcDyBMElWFa8W6WHyBMOEwpEhOa+m4w6EcfmChHUdHZ3adt9xB0gAgbDOa9ubYovmCnEqkiBJCCFG2MzCtH7/HuqRbK3pkfXTxiWZ0AHVCKqqYDIqsQu4PwSdvhAuX/x14QbDqESG7qLLoQhxKpIgSQghRlhDu6/fvx/ZEdTUFaDdE0RVwKQoFKbaSbGq5KdZez0nsaVr+5dsM2M0wKKyjGNvLMRJSoIkIYQYYXUd/QdJ8QRCkR6mMLCv1Y03GOJAW+L7GQgF8Pg1/DK7TZziJEgSQogRdvX8wkE9TydScDIQAndgKPuNjj4OCliNisxuE6c0CZKEEGKEFaTbR7sJ/VKAnCQruqKwemu9JG+LU5YESUIIMcJcPo3+57eNLrsJWr0aLl9QkrfFKU0KYAghxAj79ydNg66EPdyMQEaSjUtm5tHs8jO7KE2G3MQpS4IkIYQYYReelsP7Ne2j3Yy4QsC8knRKs5L41nmlUkxSnNJkuE0IIUbYF+cXYzKemANuBqDLp9HpC4x2U4QYdXKLIIQQI8xuVilKt7H7kGe0m3IURYH11c1sb+jEohq58oyi0W6SEKNGepKEEGIUBLThm8I/WGYDOC1GQMdhNo52c4QYdRIkCSHEKPjMaTmj3YReFMBsMjJxnJOSTAcpNjMXz8wb7WYJMaokSBJCiFGwcXfraDehFx04vSiN+y6fQZrdzC++MEOStsUpT4IkIYQYYZ6ARm37iZWPZFSgcn8bWw60Ma8knVuf30aza3iWPRFirJAgSQghRlhFVQOZTstoN6OXkA4zC1JRUHh3XytWk4FH1laPdrOEGFUSJAkhxAhbWp5Dqt3EiVQFIM1uoiDdxsUz8/jlVbPIS7Fx4/llo90sIUaVBElCCDHC7GaVh66Yxbgk82g3hWQTTM52YlTgqnlF2M0qmU4rP10+nUyndbSbJ8SokiBJCCFGwfs1bfi10V+cZHZJJgc7fOjA9/7+4Wg3R4gTigRJQggxwjwBDb8WZpzDNNpN4eODnVw6KxfVaODxL84e7eYIcUKRIEkIIUZYRVUDbp9GMMyo5iVZVYU0u4nqRjcvf3sRk3KSgUgQt6qyFk9AG73GCXECkCBJCCFG2NLyHJxWlUtn5WEchauwkUhwphoU6tt9OK0qj6ytjgVFFVUNtLoCvFrVOPKNE+IEIkGSEEKMMLtZxawaqD7kxqKOfFdSqPu/gVCYBRMz6PJpjEuycM/L2/EENJaW55DhtHBBefaIt02IE4kESUIIMQqWludgVRW8wdFJ3g7pcPakLDIcZs6flkV9h5f8NBuvVjViN6tcNjtfKm6LU54ESUIIMQrsZpWpucmMVkqS3WRgcraTjXtbeb+mjdOL0shNsUnvkRA9SJAkhBCjZFttO3p45I9rNiqk2E2sqWrEYTbS7gly8cw8LpudDyBJ20J0kyBJCCFG0UiHIhYDJFtV5hen8cTVp3N6URq/+uLs2NCaJG0LcZgESUIIMUrmlKST5Ry5qtuqAkajQk6KDatZpSDdzu0XTWV9dXOs50iStoU4TIIkIYQYBZ6Ahlk1sKA0g2nZTkzDnJxkNoDZpDA+04migMsf4qWt9fzs5e00dPhiPUeStC3EYRIkCSHEKIgUlAxhU42YTUaGc46byRiZzeYP6rT7NMrzkpk/IZ0t+9vISrJQ1+aVniMh4pAgSQghRkF0WGvlp0oxGZVhKyqZZDFgNhrIcJgwqwppNhOzitIwqQp5yTbe3dvKjeeXSc+REHFIkCSEEKMgOqz11u5mvIEQwdCxn5MoBQhqYQyKgtWsMi7Jilk10OYOoKBwyOVncVkmG6pbhv7gQpwE5NZBCCFGlUKnX0M1QmCIA6VUi0KHX8dqVki2qHT6NdKdZuravHxhbgE6kUBKhtqEiE96koQQYhRdMjOPry2eQE6yDYtx6PZrNyl0BnRMRgUtrIMCSWaVLp/GjeeXsb66GbdPw6IaZahNiD6cEEHS448/TklJCVarlfnz5/Pee+/1uW0wGOTuu+9m4sSJWK1WZs6cyZo1a3pt09XVxY033khxcTE2m42FCxeyadOmXvu49dZbmT59Og6Hg7y8PK699lrq6+uH7TUKIUQ8drPK5XMKOGN8GplJVqyqMiQXZr+mk51iwWFRKUqzoxqN2K0qmU4z67Y3yVR/IQZg1IOkv/71r9x0003ceeedbNmyhZkzZ7J06VKampribn/HHXfw1FNP8dhjj/Hxxx9z/fXXs3z5ciorK2PbfPWrX2Xt2rU888wzbNu2jQsuuIAlS5ZQV1cHgMfjYcuWLfzwhz9ky5YtvPDCC+zYsYNLLrlkRF6zEEL0VFHVQG6KjYAWpjDDQU6KleRBditFL+pOq8rknGTKcpK4fE4Bl5+eT1GajVBIp7KmDUCm+gtxDIqu66OzumK3+fPnc8YZZ/CrX/0KgHA4TGFhIf/1X//FbbfddtT2eXl5/OAHP2DlypWxxy6//HJsNhvPPvssXq+XpKQk/vnPf3LRRRfFtpkzZw6f+cxn+OlPfxq3HZs2bWLevHnU1NRQVFR0zHZ3dnaSkpJCR0cHycnJib5sIYSI8QQ0vvqH92l1+Wl2BTAaFRo7/QnvRwF0IDvJgllVyHBYCOk6k7KdzCxM5b09rTR0+slJsbC4bBxXnnHsa50QJ5tEvr9HtScpEAiwefNmlixZEnvMYDCwZMkSNm7cGPc5fr8fq9Xa6zGbzcaGDRsA0DSNUCjU7zbxdHR0oCgKqampfR63s7Oz148QQgwFu1nll1fN4rT8ZM4qy8TlDcT+ZlTANoBOpegmDpNCOBxmZmEaqlGhxeVn0742th7oQDUaKM6woxpGfRBBiDFhVD8pzc3NhEIhsrN7j4lnZ2fT0NAQ9zlLly7loYceorq6mnA4zNq1a3nhhRc4ePAgAElJSSxYsICf/OQn1NfXEwqFePbZZ9m4cWNsmyP5fD5uvfVWrrrqqj6jynvvvZeUlJTYT2Fh4XG8ciGE6M1uVjEaDPiDIU4vTseogFVVKM6wY1SNGJXIsiI9mXtcwUNATpIZm8XEl84sYcnUbB6+chZF6Q6m5SUzqzCVcydn8f1lUzh3chYXz8wb0dcnxFg05m4nHn30UcrKypgyZQpms5kbbriB6667DkOPO6NnnnkGXdfJz8/HYrHwy1/+kquuuqrXNlHBYJArrrgCXdd54okn+jzu97//fTo6OmI/Bw4cGJbXJ4Q4NVVUNeAOaHzS0EVNi4fsZAtpdjONnT4MhLGZDGg9kiOK0mzA4R4kBchIsrKoNJOcVCuXzc6nMN3B7647gwvLc7l8TgGXzc4n02mVXCQhBmhUg6TMzEyMRiONjb1Xm25sbCQnJyfuc8aNG8eLL76I2+2mpqaGTz75BKfTyYQJE2LbTJw4kTfffBOXy8WBAwd47733CAaDvbaBwwFSTU0Na9eu7Xds0mKxkJyc3OtHCCGGytLyHOaPz2BOcRpXzSvi9KI0XH6NoBamy6/jDoRjAZHNpNDU5QNFIQyoBjAocFZpBk6LysKJGayqrMUT0OKuxeYJaLG/CyH6NqpBktlsZs6cOaxbty72WDgcZt26dSxYsKDf51qtVvLz89E0jeeff55LL730qG0cDge5ubm0tbVRUVHRa5togFRdXc1rr71GRkbG0L0wIYQYhI/qO/AFQjitKodcfrKTrdgtKgaF2NpumU4zF0zL5oq5BSgKZDpUjAqk21Uqqhr5+GAnj7xWTUOHjx+++BHf/Vsl/7t+N89t2h8LiiqqGmh1BWKL2goh4hv1/tabbrqJFStWMHfuXObNm8cjjzyC2+3muuuuA+Daa68lPz+fe++9F4B3332Xuro6Zs2aRV1dHXfddRfhcJhbbrklts+Kigp0XWfy5Mns2rWLm2++mSlTpsT2GQwG+fznP8+WLVv417/+RSgUiuVApaenYzabR/gsCCFOdRVVDbj8IRo6fXxU30GSxcTuQ24mZDqpbfdwqCuA0QjXzC8mO9VC5f52zp00ju0NXWQmR8oHlI6zU1XfRZbTxAtb6jAZFDp9QTbXtDOrMBWrauSy2fksLc/h1apGqZEkxDGMepB05ZVXcujQIX70ox/R0NDArFmzWLNmTSyZe//+/b1yiXw+H3fccQd79uzB6XSybNkynnnmmV6z0jo6Ovj+979PbW0t6enpXH755fzsZz/DZDIBUFdXx+rVqwGYNWtWr/a8/vrrnHvuucP6moUQ4khLy3MIaGEAPj01i3tf2U5Bmp3zp2VTUXWQdneAVJuZN6sPEQyFMaBQkulgdmEqIR0Wl2Xi10I0u4K0eIIUpttw+TSm5SUzNTcZp1WNBUXRITghRP9GvU7SWCV1koQQw8ET0KioaqDLF2Tj7hZa3UFSbSbe2dNMmsNCeW4Sr+9sRjVAss1EbrKNS2bl8ZnpOby2vQkFWDgxg6fe3MON55eR6bQe85hCnErGTJ0kIYQQvUXzhSyqkQ6vhsNsZGdTJ0lWM3OLU5k/MYOSDDvhsE44DO6Axo6Grl5rsRWmO/jp8ulkOq2SpC3EcZAgSQghTiDRNdUunpnHL6+aRV6qjae+NJdzJ4/jtmVT+fycQpKsJgrS7OSkWJlRkMKN55f1uRabJGkLMXgSJAkhxAmk55T9TKeV2y+aStXBTm6/aCqZTit2s8pFM3Kwmo2Mz3Two4vLAfjZy9uZU5xKRVVDr14jWchWiMGTnKRBkpwkIcRIWFVZS0O7j7p2LzeeX8b66mYWl2XyyNpq8lNt5Kba2LSvlaZOH55AiE9NySLDaZHEbCH6IDlJQghxklhankNdu5f8NBuPrK2m1RVgQ3ULt180lXSnGZ8W4vpzJpCdbOW+y6dLr5EQQ0h6kgZJepKEECPFE9B4taqRRWUZbKhu4YLybOxmlVWVtbS6AtJzJEQCEvn+liBpkCRIEkKMtmjwFA2ahBDHlsj3t3yqhBBijJKikEIML8lJEkKIMUZqHwkxMiRIEkKIMUZqHwkxMiRIEkKIMUZqHwkxMiQnSQghxhjJRRJiZEhPkhBCCCFEHBIkCSGEEELEIUGSEEIIIUQcEiQJIYQQQsQhQZIQQgghRBwSJAkhhBBCxCFBkhBCCCFEHBIkCSGEEELEIUGSEEIIIUQcEiQJIYQQQsQhQZIQQgghRBwSJAkhhBBCxCFBkhBCCCFEHOpoN2Cs0nUdgM7OzlFuiRBCCCEGKvq9Hf0e748ESYPU1dUFQGFh4Si3RAghhBCJ6urqIiUlpd9tFH0goZQ4Sjgcpr6+nqSkJBRFGdJ9d3Z2UlhYyIEDB0hOTh7SfYvD5DyPDDnPI0PO88iQ8zwyhvM867pOV1cXeXl5GAz9Zx1JT9IgGQwGCgoKhvUYycnJ8iEcAXKeR4ac55Eh53lkyHkeGcN1no/VgxQlidtCCCGEEHFIkCSEEEIIEYcESScgi8XCnXfeicViGe2mnNTkPI8MOc8jQ87zyJDzPDJOlPMsidtCCCGEEHFIT5IQQgghRBwSJAkhhBBCxCFBkhBCCCFEHBIkCSGEEELEIUHSKHn88ccpKSnBarUyf/583nvvvX63//vf/86UKVOwWq1Mnz6dV155ZYRaOrYlcp5/85vfsHjxYtLS0khLS2PJkiXH/HcREYm+n6Oee+45FEXhsssuG94GniQSPc/t7e2sXLmS3NxcLBYLkyZNkmvHACR6nh955BEmT56MzWajsLCQ73znO/h8vhFq7dj0n//8h4svvpi8vDwUReHFF1885nPeeOMNTj/9dCwWC6WlpTz99NPD3k50MeKee+453Ww267/73e/0qqoqhVAD8QAACoZJREFU/Wtf+5qempqqNzY2xt3+rbfe0o1Go37//ffrH3/8sX7HHXfoJpNJ37Zt2wi3fGxJ9Dx/8Ytf1B9//HG9srJS3759u/7lL39ZT0lJ0Wtra0e45WNLouc5au/evXp+fr6+ePFi/dJLLx2Zxo5hiZ5nv9+vz507V1+2bJm+YcMGfe/evfobb7yhf/DBByPc8rEl0fP8pz/9SbdYLPqf/vQnfe/evXpFRYWem5urf+c73xnhlo8tr7zyiv6DH/xAf+GFF3RAX7VqVb/b79mzR7fb7fpNN92kf/zxx/pjjz2mG41Gfc2aNcPaTgmSRsG8efP0lStXxn4PhUJ6Xl6efu+998bd/oorrtAvuuiiXo/Nnz9f/8Y3vjGs7RzrEj3PR9I0TU9KStL/8Ic/DFcTTwqDOc+apukLFy7U//d//1dfsWKFBEkDkOh5fuKJJ/QJEybogUBgpJp4Ukj0PK9cuVL/1Kc+1euxm266ST/rrLOGtZ0nk4EESbfccoteXl7e67Err7xSX7p06TC2TNdluG2EBQIBNm/ezJIlS2KPGQwGlixZwsaNG+M+Z+PGjb22B1i6dGmf24vBnecjeTwegsEg6enpw9XMMW+w5/nuu+8mKyuLr3zlKyPRzDFvMOd59erVLFiwgJUrV5Kdnc1pp53GPffcQygUGqlmjzmDOc8LFy5k8+bNsSG5PXv28Morr7Bs2bIRafOpYrS+B2WB2xHW3NxMKBQiOzu71+PZ2dl88skncZ/T0NAQd/uGhoZha+dYN5jzfKRbb72VvLy8oz6Y4rDBnOcNGzbw29/+lg8++GAEWnhyGMx53rNnD//+97+5+uqreeWVV9i1axff+ta3CAaD3HnnnSPR7DFnMOf5i1/8Is3NzSxatAhd19E0jeuvv57bb799JJp8yujre7CzsxOv14vNZhuW40pPkhBx3HfffTz33HOsWrUKq9U62s05aXR1dXHNNdfwm9/8hszMzNFuzkktHA6TlZXF//zP/zBnzhyuvPJKfvCDH/Dkk0+OdtNOKm+88Qb33HMPv/71r9myZQsvvPACL7/8Mj/5yU9Gu2liCEhP0gjLzMzEaDTS2NjY6/HGxkZycnLiPicnJyeh7cXgznPUAw88wH333cdrr73GjBkzhrOZY16i53n37t3s27ePiy++OPZYOBwGQFVVduzYwcSJE4e30WPQYN7Pubm5mEwmjEZj7LGpU6fS0NBAIBDAbDYPa5vHosGc5x/+8Idcc801fPWrXwVg+vTpuN1uvv71r/ODH/wAg0H6IoZCX9+DycnJw9aLBNKTNOLMZjNz5sxh3bp1scfC4TDr1q1jwYIFcZ+zYMGCXtsDrF27ts/txeDOM8D999/PT37yE9asWcPcuXNHoqljWqLnecqUKWzbto0PPvgg9nPJJZdw3nnn8cEHH1BYWDiSzR8zBvN+Puuss9i1a1csCAXYuXMnubm5EiD1YTDn2ePxHBUIRQNTXZZGHTKj9j04rGnhIq7nnntOt1gs+tNPP61//PHH+te//nU9NTVVb2ho0HVd16+55hr9tttui23/1ltv6aqq6g888IC+fft2/c4775QSAAOQ6Hm+7777dLPZrP/jH//QDx48GPvp6uoarZcwJiR6no8ks9sGJtHzvH//fj0pKUm/4YYb9B07duj/+te/9KysLP2nP/3paL2EMSHR83znnXfqSUlJ+l/+8hd9z549+quvvqpPnDhRv+KKK0brJYwJXV1demVlpV5ZWakD+kMPPaRXVlbqNTU1uq7r+m233aZfc801se2jJQBuvvlmffv27frjjz8uJQBOZo899pheVFSkm81mfd68efo777wT+9s555yjr1ixotf2f/vb3/RJkybpZrNZLy8v119++eURbvHYlMh5Li4u1oGjfu68886Rb/gYk+j7uScJkgYu0fP89ttv6/Pnz9ctFos+YcIE/Wc/+5muadoIt3rsSeQ8B4NB/a677tInTpyoW61WvbCwUP/Wt76lt7W1jXzDx5DXX3897vU2em5XrFihn3POOUc9Z9asWbrZbNYnTJig//73vx/2diq6Lv2BQgghhBBHkpwkIYQQQog4JEgSQgghhIhDgiQhhBBCiDgkSBJCCCGEiEOCJCGEEEKIOCRIEkIIIYSIQ4IkIYQQQog4JEgSQgghhIhDgiQhxCnh6aefJjU1dbSbIYQYQyRIEkKcNL785S+jKAqKomA2myktLeXuu+9G07TRbpoQYgxSR7sBQggxlC688EJ+//vf4/f7eeWVV1i5ciUmk4nc3NzRbpoQYoyRniQhxEnFYrGQk5NDcXEx3/zmN1myZAmrV6+O/b2iooKpU6fidDq58MILOXjwYOxvmzZt4vzzzyczM5OUlBTOOecctmzZEvu7ruvcddddFBUVYbFYyMvL49vf/nbs736/n+9973vk5+fjcDiYP38+b7zxxoi8biHE0JMgSQhxUrPZbAQCAQA8Hg8PPPAAzzzzDP/5z3/Yv38/3/ve92LbdnV1sWLFCjZs2MA777xDWVkZy5Yto6urC4Dnn3+ehx9+mKeeeorq6mpefPFFpk+fHnv+DTfcwMaNG3nuuef48MMP+cIXvsCFF15IdXX1yL5oIcSQUHRd10e7EUIIMRS+/OUv097ezosvvoiu66xbt47Pfvaz/Nd//Rfl5eVcd9117Nq1i4kTJwLw61//mrvvvpuGhoa4+wuHw6SmpvLnP/+Zz372szz00EM89dRTfPTRR5hMpl7b7t+/nwkTJrB//37y8vJijy9ZsoR58+Zxzz33DN8LF0IMC+lJEkKcVP71r3/hdDqxWq185jOf4corr+Suu+4CwG63xwIkgNzcXJqammK/NzY28rWvfY2ysjJSUlJITk7G5XKxf/9+AL7whS/g9XqZMGECX/va11i1alUsKXzbtm2EQiEmTZqE0+mM/bz55pvs3r175E6AEGLISOK2EOKkct555/HEE09gNpvJy8tDVQ9f5o7s/VEUhZ6d6StWrKClpYVHH32U4uJiLBYLCxYsiA3XFRYWsmPHDl577TXWrl3Lt771LX7xi1/w5ptv4nK5MBqNbN68GaPR2Os4TqdzGF+xEGK4SJAkhDipOBwOSktLB/Xct956i1//+tcsW7YMgAMHDtDc3NxrG5vNxsUXX8zFF1/MypUrmTJlCtu2bWP27NmEQiGamppYvHjxcb8OIcTokyBJCCG6lZWV8cwzzzB37lw6Ozu5+eabsdlssb8//fTThEIh5s+fj91u59lnn8Vms1FcXExGRgZXX3011157LQ8++CCzZ8/m0KFDrFu3jhkzZnDRRReN4isTQgyG5CQJIUS33/72t7S1tXH66adzzTXX8O1vf5usrKzY31NTU/nNb37DWWedxYwZM3jttdd46aWXyMjIAOD3v/891157Ld/97neZPHkyl112GZs2baKoqGi0XpIQ4jjI7DYhhBBCiDikJ0kIIYQQIg4JkoQQQggh4pAgSQghhBAiDgmShBBCCCHikCBJCCGEECIOCZKEEEIIIeKQIEkIIYQQIg4JkoQQQggh4pAgSQghhBAiDgmShBBCCCHikCBJCCGEECKO/x9GATglyeDFbgAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "period = 1.4811235 # from the literature\n",
+ "\n",
+ "x = (joined_time % period) / period\n",
+ "plt.scatter(x, joined_flux, s=0.1)\n",
+ "\n",
+ "plt.xlabel('Phase')\n",
+ "plt.ylabel('Normalized flux')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8d030ecc-6f79-4863-9b1c-d5772f0f60b1",
+ "metadata": {},
+ "source": [
+ "Now, both the transit and the secondary eclipse look very clear. Great!\n",
+ "\n",
+ "Because we're tracking just the planetary *emission*, we now want to mask out the transit."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "d6e3ff81-fd35-480a-a3b6-15f96bb1e448",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "t_transit = 2458955.970923 # from exoplanet archive\n",
+ "half_duration = 3.9158/24/2 # convert to days\n",
+ "\n",
+ "transit_times = t_transit + 0.5 * period * np.arange(-600,4000)\n",
+ "\n",
+ "# Create mask for your time array\n",
+ "mask = np.ones(len(joined_time), dtype=bool) # Start with all True\n",
+ "\n",
+ "time_array = joined_time + 2457000\n",
+ "\n",
+ "# Mask out points within ±half_duration of each transit\n",
+ "for t0 in transit_times:\n",
+ " in_transit = (time_array >= t0 - half_duration) & (time_array <= t0 + half_duration)\n",
+ " mask[in_transit] = False"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "d1b6dff0-838c-4459-ab3b-f6e1afb9f9f1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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iSoJAWMkZGTaforYEgvnGlZxXRPSTQDBDzGWVa75FHecKuTRJW9fWcP2SUob8EaqKLLqpKTUk+5XTQ8SUhP5Z6r0n/73jeN+82EkKBPORuTqvZCKEGsG85HIJG3NF5ZrtfudK2/Ill69NgVnGYZW5fWUVg96IvhO8OIFKSJJ2jqT5KfXek/+WIKvQIxAI3j4IoUYwL8mMjJkt5oqPRjYBZq60barkyi2T6QSc5J7mOm5fVYVJNuh9sLmpgg5XgFubyvV+uLu5bsI8PLkEHSEACQQLByHUCOYlmZEx2XKazMQCdqVUrpntzCXAZDrOXq72TPe46ZjMsml49ra5WFphZ1/b8KQJ+JLk0mzNN42XQHA5mK/CvhBqBPOSArPMV7et1iNjMhem+b6AZbYz28J9Oe4lm79KtmilfNuUb5vzSao3kZYq9djkuTY3VWT9znzVeAkEs8l8mSszEUKNYE4z0W5hokUu10I1XxawfNp5Oe4lm79KZumBVFLNQqmkChYOq0xYiU+4A5zJfDPJc+1rG876nQKzrN/XfNuVCgSzxXyZKzMRQo1gTpPvbiFzkcu16M1VD/58ahplI9P8NBMq49RzZPNXySw9kEqqWSiVVMHCLBsIhJWczzRXPpvpks/kPF93pQLBbDFX58rJEEKNYE4zU7uFuWofvpRw5GwL8Uw4UKeeN9vElll6IJV8NGSTPdNdLU4C4TgW2ZjXhDrZs81ncp6vu1KBQJCOEGoEc5qZ2i3M5E58JgWkbOadia6VTYuS+p1MB+rptDufBX6qDr+pn0/2TKcqYMzEs52vu1KBQJCOEGoEbwsmWyinWmgx30V0svNmM+9MdK18tCipDtTTaXc2J9upOgRfClMVMISWRSAQJBFCjeBtwWQLZT6L9GRRNNM571S1FrkW8FThI9c5p7P452r/TAgSUwn/nsxhXDj6vv2YqyZlwZVFCDWCK85sTk7TMblMpp3IFUUz2XmnQy4HaCCtjfkIZbmEnYn6KFf7J9Pm5NPvUwn/nsqx082VI5hfCOduQTaEUCO44szm5JSv42zqIj1d7cREuVWAGV1IM9t4KcLTRAJBPqagZG2m54/35WxfNibTOqVqxCa7v9S/z1SuHMHcRpgdBdkQQo3ginMpk1M+Piu5HGen2p6JFvhgVOGbO1txesJZrzPTC2lmG6fj6Jotd8yO473TaOfF2ky52pdL4MtmNsqmEZtMMzSVxHwT/V1oceYPwrlbkA0h1AiuOJcyOeXjs5LLcTaVfHxSJmtHQ4mN3tFQ1uvM9K4yVQOUK7vvZAt0ttwxEtKUikJqf1PZtLycu5vrxrUv2Ye5tEE7jvfxypl0LU8+Id+X4qc00d+FFkcgmN9IqqpenuIxVxiv10txcTEej4eioqIr3RzBDBGMaknckpWdp8tzR3sY8Ucpd1h0YWGy6+5qcbJ1bY2uPZiJdkyV54728MrpISQJNi0vxywb9Dbluqdk2zc3VbCvbVgXHjLbn0+fJI8xywZOO308eFcTFQ7ruONS+ycpOJQ7LIQVhX1nXditMl+/e23eeWlmq6+v1HMUCAS5mcr6LYQagYCpL2ZTFYJmi2BU0bUcKhAIK3qbct1Tvm2frE80TUsvEhJHukYZ8UepLrLyD+9fl1ebVWDL6ioe3d1GfamN2mLbFe1LgUAwN5nK+i3MT4IFRb4mk0yTzWT+Mpnn3Lq2ZswPRbmi/hep2X1Tq1gntTHZBJJ8TWGTRUvtON6nZ/794tZVVBdZ2X5XU9ZjM/1fkuaufW3DeZkHc3GpPjDJ77v8YeFLIxAsAIRQI5g1roTTZT4+EbtanOw94+JXB7vTfDmmcs6LC3M8b/+L2Q41zieCK/O46ZAtC3KFQ9PQZJqe8okkm6g9Ln+Yv3nuJC5/eMK2TNcHJvn9R3e3CV8agWABIIQawawx006Xky1wkH91a4dNprbEBuSf9fdSK37PVqhxLk3SdEsdTMZkWZCzHTuVSLJUHtndxqA3zKO727K2/1ILXybbt/2uJhEeLBAsAIRQI5g1ZjriZ6IFLkk+i2WBWXNK3bK6mrub67IKE/lEQ810Ov98sgVnI5cmabK2TSZE5crom0/uneTxwCVphR68qymrWSvZ/nwLX05Wq6rCYRXhwYI5iUgzMDWEUCOYNWY6j8REC9xUyPQ3ySZMZC740/XVSWUqocbJc/10/wW+8XxLzvw3MP26Vhf9guLjBJfMvDu5KoLnEopmSkuXy6w12X1n3nO+7VmoC8hCva+3A3MtzcBcH0tCqBFcFmbCIXOiBW4qZE4S2YSNzAUz+Z3nj/flbP+uFif720d449zwJS+eyXP95mgvgbCSM/9NrvZPdL+p30s67GYKLpl5d3JVBM8lVFyObK8TJeSbbsblubaAzBSXel9zfSFbyMy1zMlz/R0RId2Cy0IyjLjDFWBphX3KodCZeWEm+3yyc001F0nyO2ElnhY2nYrLH+a7L5xhbX0x921omPDck4VVJ8Oeo0oCs2zg7ua6Cc83UT+khlDfk3Ge5H3d2lTOi60DSEh6Er3p9FG+zyIZDg7SuDZN5xqZ/ZnvM85sB0z9vucDl5p/Z66kMBBcea5ELicR0i2Yc+RyyMzXrJNqCkn9zlQKGSaZTj2m5HdSw6Yz2dvmoqm6kEKradKikZPtvpKh2n+2aQn3b1w0ThDJbPdEfkFAmkYm8/sqKr872c/+cyP6taebVTnfHdxUtFr5XGO6ZSMy21Fglrm1qZxv7myd0CF9vnGppuC5pi0QXDnmenkKIdRcJt7u6ttcDpn5hmCnmkJSv5OcbJML0US+J9nOO1U16kQv9EQTf2ZhzelODJkC3kTXztZPmf2X/PdbvV6kjOtMdbxOZeHburaGm1eUs2Fxqe7TcynXmG5/JtuxaXm5fs58HNLnO1N9vnN9IRNceebKGieEmsvEXLdDzhbTDZdO/e7mpgpqS2x8ddvqcY69ycl2b5trwtpLua6d6ig71bZnMpnAk1lYczqTQK4aU9muvbmpgg5XgFubynMWfEz++wvvXsXtq6q4c3UVTx3snNQ5eSr3nysB3/0bF+GwyroG6VKukes6+Zwvmbwwec6Zckify7xd56OFylwQKObKmBI+NZeJK2GHnAtcii1+Kt+drp/MN3e20jCWoj+pxZisdtJ0SfVf2dvmIqIkcvrnTHaOiUoXJO8htcZSvudP1pKKJxKUFJh1QfJSmKgfU+8HmLJ/VL7XSV4rWfNqb5tr2tdZCLxd56OJmI5/3lzhSvs8JX3Tkj55M91/wqdmDvJ2Vd+magWCUYWf7u/gy88e1/0VJtph5GvOSE5GtzaVs6vFmfduZSKz1lSuny+pWqXMjLxTPUc+kU7TaX/SHLN5ZeU4geZSk/Vla0e+WZAv9TqQX/bgubDjvRy8XeejiZgrmobpMBs+T1N5F6aSM2q2EZqaWWQ+S/6zwXNHe/jP/Z1ElQTXNpbwD+9fNyM7jKcOdrH37BAuf4TbV1Vl1bpkI3O3mm33OhvP0OXX/DW256hofSlMZQc+1Xub7d3gbGsPUjVlyerkmddJ3qPDKqdVPBcsfIT2Kp1sEYWZ80Wq9jPXOzUTzKqm5rXXXuPuu++mrq4OSZL49a9/Pel3XnnlFa677josFgsrVqzgySefHHfM448/zpIlS7Bardx4440cOHBA/9vIyAif+9znWLVqFTabjUWLFvH5z38ej8cz1eZfVuaz5D8bbF1bw7Z1tditMp+6bZn+2UR+Lfmh4vSEKbWbc2pdspG5W822e811nkvZ0e9tc1FfYuPR3W3jvn+pmoJ8d+C5HI4nYmaeVW5mW3uQ6qyeHCPZEhKWOyyoIN7dtxGZCTkFuXN1ZUvAua9teM5o/qYs1AQCAZqbm3n88cfzOr6jo4Nt27Zxxx13cOzYMbZv384nP/lJdu3apR/zy1/+koceeoivf/3rHDlyhObmZrZu3crg4CAAfX199PX18d3vfpdTp07x5JNP8sILL/CJT3xiqs2/LKQ6uIowyIsUmGXKHGbetbqaw51u/bPUcONUsi3w2T67p7meD21s5I5VVVmdiTPJN4x8omd4KQJrNqfhfM87U+aRXA7HEzHRs5oPpPbdM4c1reGzh3vSjskndF+w8BAb0PFkbjKmmoDzSnFJ5idJknjuuee49957cx7z5S9/mZ07d3Lq1Cn9sw9/+MO43W5eeOEFAG688UY2btzIY489BkAikaCxsZHPfe5zfOUrX8l63l/96lf86Z/+KYFAAFmeXDq8nOanqTq4vp1MVLlMPNnUvk8d7GR/+wg3ryjn/o2LgJkxgaSeI9NMlXR4O9rlZkm5ndpiW06n04lU1d0jAb787En+z33raCyz5/39TGfiyZLMTZepJKfL7J/ZNhHNxvuQ6RS+/7yLll4vV9cX8e37mmfsOoL5yZUwPb3d5v5LYU45Cu/fv58tW7akfbZ161b2798PQDQa5fDhw2nHGAwGtmzZoh+TjeTN5RJoIpEIXq837edyMRXp9e22Q8hmYshtdpCQpPRPZmJncNGMorDjeF9a/yeTsQXCCp2uQE5TS2abMzUoX372JC5fmK88ezJrG3Ldc6Yz8WRJ5qZLPqYe3UTlTjdRqcyeG95svQ+Zmqkvbl3F1XVFrKkrWvBOwYLJuRKO05dz7p9Iw7vQnONnXahxOp1UV6dPwNXV1Xi9XkKhEC6Xi3g8nvUYp9OZ9Zwul4u///u/56/+6q9yXvdb3/oWxcXF+k9jY+Ol38wEpA6Mqbwgc1F9N9sEoxMXfkweAyqblpfrafsh/8V4opf0ohklTkxJ6LlcID3659rFpTmz8GZeLzPj8TuvqqLMYeHb962bQs9cZKaTzE07J06pjV53aEK7+kwyk+9D6j1vXVuTluuowmHlxuXlxBR1StmoBYJMZjIqcLbG4eUoPjtXmHch3V6vl23btrFmzRr+7u/+LudxDz/8MB6PR//p7u6e1XZNd2As5NDKXC9oPinyJwoRnOzFz+dZJCcUk2xgaYWdPa2DekmBZDK2pF/FZNmKs4WGS8CHNy7Kanqa7F5yOS3muu98JsKJCnLm+v7WtTXUFtvSQrtnWwifyfchdRxkO2+uLMsCwVSYybl/tsbhlS4+ezmZdaGmpqaGgYH0BzQwMEBRURE2m42KigqMRmPWY2pqatI+8/l8vPvd76awsJDnnnsOk8mU87oWi4WioqK0n9lksoHxdtwJTlSnJzM1PYzfWU9UcmCiFz+flzTTITRbtEu+2Yo3N1XQ6w6x/a6mcU7Kk2mlJoooyBRAct33VIS4bPc5URXv/E2FubkSYz8YVYgocRxWOa/q5rMd2SVYuMykUDAT50p935L/BnK+tzO1kZgra9ysCzWbNm1iz549aZ/t3r2bTZs2AWA2m9mwYUPaMYlEgj179ujHgKahede73oXZbGbHjh1YrTOb3+NSmSx9ezbfhIXORCaUzNT0MPnOerLzwtRDM/OJdsk0XWSyt83F0go7+9qG086ZTCi3v32EfW0uve5T5rkzF9NcAkiu+56OEDebEQyZk9uV0IJMNRlYgVlGRWV/+zDPH++bMxO0YHaZiec8mVAwlWvMhICRrbbb5Xj35oq2c8pCjd/v59ixYxw7dgzQQraPHTtGV1cXoJl9Pvaxj+nHf/rTn+b8+fN86Utf4vTp03zve9/j6aef5sEHH9SPeeihh/jhD3/IT37yE1pbW/nMZz5DIBDggQceAC4KNIFAgP/4j//A6/XidDpxOp3E4/FLuf9ZI3UgZ/NNeDsw1Zc938V1ovNmvlj5TigTnXOy+5hMtXvzinLsFiP1JeNDuLOFSecSQCZzLp6KEJdL+zLdST5zvM9mZuZ8mN41Lzqmz5UJWjC7XI7nfLnHUrbabrP97uWjGb1sqFPk5ZdfVoFxPx//+MdVVVXVj3/84+ptt9027jvXXnutajab1WXLlqlPPPHEuPP+27/9m7po0SLVbDarN9xwg/rGG29Mek1A7ejoyKvdHo9HBVSPxzPVW86bQCSm/veRbv3/P3rtnPrckR41EInp/5/qeRYyvzjQqX7+F0fUpw50pn1+Kfef2depz+FKMtEYmOr4mE2m21+XMt4vlZl6X1LbPZeeiWD2uBzPeaGNpWzv22zPs1NZv0WZhBkkM//JRPlGIHeegitdnOxy8dTBTt44N8Km5Rfz0IB2/053mF536JILKs5k/om5mFdipts03f7K53uz1X9vl/dlPjDX3pG51p6FQLb3bbbz/MypPDVvJ1JVfZPlG4F0taTLH+ZvnjtJ90hg7qjxZpl7muu5fVVVWsg2TJxxd6rmkZmwUSevmZnTZi4w06rtyXzDcvV9Pv0825EdtzaVTzs6TDAzzDWz3Vxrz2wxE2M8NaiheyTA3zx3Ui88nHqNzU0V4/wA51IUrxBqZpDkgwX0atTXLy6d0N8iOTi+s+sMg94wX3725JypdjrTZL542V4Elz/MN3e28qnblumFKVO5Uk6n062qPdNM1w9pJsgWlTWVyXS22jrZBuLtsrDNBeZaePBca89ske8YnygtxDd3trKvzcUb54b58rMn6XeH+Pwvjo1z+N/XNjyny6UI89MMkxwcp3o9xBOqXo069e87jvcCEvc01+kDxSwbOOP08anblnG4070gC6tNZCZIqonfOD/MiD9KdZF1XL9NtRrsTKmeM1Wrl3Le1O8CUz7PbJpaJruvZD+ElTiBsDIWoaXOGdNPLhX4dFTjwmwhmE/kO8ZzmY6+saMFTziKwyzT3FhKREnw4ltObl5RwaIyu16lO3kN4LKWlZjK+i2EmhnmuaM9OD1hzg36kI0GvrB1FRUOa9rfXzk9RDyRoKTAzPa7mma1ZPtcYCKBJPm3iBInEI7rwt32u5rG9dtUF8+ZFgCSAulkdaFSj89cGFPbNB2BYDZt1/n215Wc3C4Xwk9n4TBVAXUhC7TZ5o/njvaw560B+j1hPrSxEbNsYMQfxWGVscjGOfFuC5+aK0gyC+v/vncd376vOW1hTv79+iWlDPkjVBVZxpVsX4j2/4nK01807UiUOyzct6GBr25bzd42l94HUw0XTLX9pqqep9K32Y5NrQuVT3XrbCrhzU0VelmGzCR9lxp6PtX7yWQ6IfXZ2jOfxvBE2ZTfDmaLfJlPzzSTqZof56K5cqb6P1dm7c0rK/nQxkbubq7Tx/7dzXVzxk9mKgihZobJZ9E57fRx8/IKBr2RcRl1J0rHPx8JRhV84RhnB316faVsmYPvXF2lF0rMnFQyE6klv+/yh3nqYBdPHewcJ3xkE6KmMlllOza1LlQ+UVnZFsbURH2pPljJ556rjMFktbKmcz+ZXIrAlNq+ubgo5GIq2ZTfzlzJZ3qpC/pUBdS5KNDOZv9nJkOdyWSCVwIh1Mww2R546iL8zZ2tVDks9HtCXN2QrkZL1hDqHA4QVpQ5O2imwq4WJ4cvuInEEnrG3VSH02T231Qnz8xJJfP35Pcf3d3G/nPDvHFuZJzwMd3MuxMdmysTci4mqzeU2kfJMgy5yhhMVitrOvczU2S2b7YzFM8kc3EBm4tcyTISuRb0S9Vu5vr+XBRo59I4nUjAmgsCj/CpmWGy2eKTn3W4AlQWWnizY4R3X11NTFGzxvqHFYVAOD7v7flJH5SYomKWDdzdXKdrWjIdTm9tKufR3W3jfGlynTeZA2hP6yCAfu7ZuIfJnGdz/T1f2/xkPirBqMLzx/sA0vpwrtj9s7VvJpmKr89c6ZOFyJXyM8rlR3ap7cn1/Ss1jqYyX1yJ41KPzxU4kRR4ZnqMCJ+aK8hEtXy239XEkC/C5qYKLLJxXG6NAnPSZ0RaEHlqkmajQqspTbuR3AltWV2l+5dk1k+aiOT3KxzWKWlOpnsPE6l9dxzv45UzQ/qinuu7+eZ4SY6BXS3OtND3zPu81BDOmWQqGqzptCffXep8MnvNR66UtiCX5mSy/ESTket+rtQ4yve6l/O4bO9r5vNInQPngkZJCDUzzES1fCocVr66bTW1xTbdCSszt4YmCCgLIk/NZAM8VZCZCy9DNiZvl4qUx3cv1Z8n33ZlTkK7Wpw43WG9mGbm3y+3ung6C0a+5oC5OoYWCnPNLJNPgtN8vp9LWLrc4yjf617O4/J7Xy/OgXNhjAjz0wyST+hypoovmypvIYbIZsPlD/PdF86wpr6ID2xonPX7vRRT0kTnzKc8wI7jfUjkZ565lDGQqVIPRhX+cWcrVUUWBr0Rrm4o1k1+966vn7IK/1JV82+n8b3QuBxmmdl6BxcaE60nl7tsStL8rAL3zJIbgDA/XSFyRd1MFNUUjCocvDCSZmq40pLu5SAYVXhkdxv+iMKRTndav8yG9iCfyLLJdiX5qGJznTcf7Vvy/MC0x0DmrqvALPPVbasZ9EaoL7HpWZGTKvvMsPfJuFTV/NtlfC9Edhzv5ZXTmplBi3gbH3l4qUx3fCUjJ+cCE81fMzW35TJ7Z/bfpbZlovc1db4yywZGA1FdI3wlEULNDJLLxpsa3ZIZwv35Xxyj3x3i0d1t+mdX2nv8crCrxUlDqQ2HRWbT8vJx0UCTTWxT7adszyDzHJOpa6fbrsvpE5JtEkoKNrUl482e2XIHTcTlVs2/Xd6H+YGENGZn2NXiZP+5YfadHZ7RhWwq4yuZSuAbz7fMqTQYqcJfJtlKjUyP7GbvXJGiSb++pw528tP9HTx1sJMdx3unFcWUrFP4zOHutIjV3tEQ9SXj6/VdboRQM4MkF5QXWwfSBvXWtTXUltjG5TbZ1eLkxqVlRJQE2+9q0j97Ozg7JpMUfu2eteMcTPNJSjfVftq6toYyh5mrG4pznmOyXUk+CQAzfVgmO29mG2dLYMhsw3SvNRualokm0LfL+zAfuKe5Ti9Au3VtDTcvL8dhMWYtPDtdpjK+ppoM8/JxUfhLJXUOSWYTn26/5SoGnNp/2vUS+pyV7K/fHO1jX9swBztG0/KHpTLRe/fI7jYGvWFOdLn1QI/UjdOVfg7Cp2YGSPpM+MMxWvu9KHGVuAo3Li3DJEsk6zxl2j53HO9FQkrzs1io9uHp2nonCrvU7Lgq9zRnz0ExUYmCzFomk7UpV82UpA/V3jaXXs/pH3e2Ul9qm7SMwmwyE7b1bPc3G2Nysppgom7T3OVKzleznUpguuQTgv6utdV5+apMx78oM7zaYdWCVzY3VfD7k06OdbuRVBVfRMHlj/KhjY3cv3ERoGlhvvPCGZqqHRRaTbrQlNoOlz/Mo7vbWFJRwMkeLzevKNe/P1sIn5rLTFIV+59vdPHm+RE6h4OU2EyowNMHe9jX5spaOThbNe5sIb3zmeQuPKnqnKraNZdGocAsowL7z43oNv5cUT8ufzir/0hyVwNMq4RAahJAp0e7FqBHuGXTNF2KOWUq350JDUfq/c2mtmQirdF0NEPZ7j3Zd8mxsBDerbnAlfaRSs1/NVfI1JakZk9PpvsAsh6TynTe4dTvJEuyRJS4bmp2WGXW1BaxcVk5JXYztSW2tO8/sruNlj4vvz/p1NemTF+qvW0uvrptNQ6rCUmCqJKYU++UEGpmgKQq9sPXN1Iz5rfw1W2rMcsSdcVWHBbjhNltsy3IC0Xlnlnbaapq14knzYt25cw+27q2hl53iMpCC5//xTGc7nBO/5GplhBIPq+kkPSp25axt81FpcPCH1oG0o7NtGlfShmMqYyL6ZiXcvkYbb+raVb9aGZiYcxcPDJrfiX7fbYFtLcbl9PnaS7Ok5Pdf2obs6X7SD0mc8M30Tuca7OUunFLpsxI5kR719pqXdC5c3UVX797LVtWV6eZsB68q4mr64q4d319ynXTfamS95M0R6qoOX2IrgRCqJkBksnHakqsvGdsIBaYZe5prmfzykquXVSSFi3g8of18gCZCx8snHwbqTbkpIPqltXVuh32Us773NEetqyuTrPxZ4v6GfJFuGlZGb3u3Db3qfZ3ZpTboc5RNjdVMOSPTCi85nIYz/d+r19cOq7vck1uMPUIqlw+RhUO64zsxmdzAcxcPDJrfiX7fbYFtLcbsyVYZBsrc2mevKiB7pvw/icr+ZL6WWaJlFwaH8heHy91TgJ0f5rUwpTZas+lnr/ALPPtDzRz34YG3VqQ6UuVbH/y+2bZmNWH6EohfGpmkKQtNZkhd+vaGnYc72V/+whWs4FwLIEEOCwySyvs0/LtmE9k85V46mAX+88Nc/Py6dthJ8utkmpXhotlByDdNpyNfOzYmc8r23PP5Ww8lbZk3m+HK5A2brL1xaWkjp/tcTibafYnavtCfb/mApP1+3R9mzL9T3Ll/7pSJNvnsMpYZOOMtGmivpzMHzDz91w+gNnyZSU1mQ0pfoDZrpfrWSZ9bPIpcTNdhE/NFSLpD/PI7jac7qSJQSKuqijxBNcvLmXT8vJxu8Wp+HbMJ7KZ2KJKPC0UcTq+DpOlR8+1a89nVzmdatbJ3yfLbDrVtmTebzYtQz47wVQm0pbMtn/ETO6sM+8jW9svRWslyI/Mfk99LpeixcmWjTvVfJx6nSsR9p9qxsl3bE3Wzonev2ya6Gxz0ETRjbnyZWVqkDOjppLH5Mp/M5USN5cDIdTMEKkOsQ2lNt3csWV1FSOBKLVFNo51j3KgY5jfnXRmlcbngo14Jsm2iFtkY1ooYjKJ1Hd2ncmrTlLqebMJEROFXuez4OcTtp2LS60CntqObAt2NjPQZJNbJrM5xi5l0p7q+WdKQBVMnXxD8JML/3RMzaljJZePVNdwkH/c2TqpCWg2mM5CfinjMZ93J/W5ZDs+Wz8+dbCTYX+EzuEA2+9q0ufqVOEn27yYWe9Jc4BW5sSGXAg1M0SqQ2xt8cWcNHvbXGxuquBIt5v2oQBvnB/hvw/3pOUxyebktdBIvlCp9l0Nzdn36rriSesk5XJkHb8bSY8qy7VjzzzfjuN97D83AjDpwpttYp/Koj3RsbO5GM+mH8JsCxGp58/nPhaKb9qVYjpROal9PlM7+Gw+UtVFFn57op9Kh0XPkn05n/N0xtaljsepOCUnj3/qYCdPHezKKugk89b8/qSTsJLQn1NmO3cc72XfWRdHO0dTrpZe78ksGxj1x0RG4YVEqjoyNSQ7mWTuXz9yLfdcU0d1kRWDBFVFlnFOXntaB1FRr4g6dbbJpaZOOvvet6Eh584sSWamzmzh79l2h7km4fGf5y5OmclcEjymMl5m08Q020JENifFie7jSocbz3dyjfF8Q/BnazxsXVvDoDfCn1xTy5A/kmWjNPtMZWxdihk0NcAkm0Zqoqi/Hcd7c6YUgbGo3RXl3Lu+Pi2re6o7xFMHOznYMUKPO4Q/Gtc16SCxaXm5rnHfuraGzuEA7lD0ikdBCaFmhvjdyX7e6tfi+7P5dFQ4rNitRgAKbSZ+9mYXa2oLAcblE1joYad6iG1KmDUwoepUY3ymzsyJN9vuMNMHJ1femlxZOrNxObP/TsZslJWYDrMtREzkvyGYeSbKEZXvc85Vk+lSnl0ysnFxuX1clvbZIlkaoHskMOV2T+f9TP7+zOEenj7Yzb624awaqYmi/iA9pUimH9KuFid3N9dx34YGzLJhXDuSmpxILMGKSgcOs5ENi0v45s5WRgPRcb45qgRzoQSXEGpmiJZeL1ElQUuvJ6vtUnOSTVBXYqO130ehReYbz78FwIutg/giCoFwnD2nB/ng9Q2XHPY8l0nWfUoNs87nxU8NLYTsPjCZzsnJHU5SHZ4qNGbmrZkp89HlYKIdWrZj5pN/Sb4L3kQ1di7H9d8OXEqhyInG3KUK4qnvX1LgcPnD027rZCRLA3z52ZNTfo+yvZ+ZpqFdLU49gWfq+9rS56Gu2IbDbMyqkcp1bk0LXsWWNTV8YesqdrU4dU3P88f79E1l5r+/8XwLL741oPvK3LyinM0rK7mmsYSQkuCxl9t1p+Jbm8r56f4OvvzMcX7+ZieBiILDIue1KZxNhFAzQ3zx3au4uq6INfVauFmm7TLpJLtldTX/9YkbqCi0cMsKbVDsbx+iczjICy39dA4H+IedrXPKm/xSyeYLk+p3lPxsMs1HNptwIBzX/52q5QH45s5W9p118ca54TQ/jIlylcyXBW3iHdr4Y2ZLszQb/ZW/AJa9xk4+5Ovs+nbmUvthojGXz3jMVYk6k6TAkSwKnMlEzzrb37J99uBdTVQXWfm7u9dMecOZ7f3c1eJk31kXvzrYzfPH+/RSJJUOC88f79M3a1/cuoota6r5wrtXZc0yn+vcqZu25GYuqelRUfVNpQpp//ZHFJyesH7u+zcu4v6NizDLku77mKxjuLfNxTOHetj91gC/O9GPbDCwfnHpFTf3CqFmBukaDeEOxsaFvSXNHHeu1rIvNpQVcP/GRs44/fzmaB/nh4KMBCKMBqIA1BdbFoyDY6qpKVfhyOTO5Nam8imVh0hOjBElMW7Hnq0KeKopMFcpinx2/7Mp+OR77qk6ys6W6WY2BIB8BbBMzd1UyNfZ9e3MpaQHgIm1mZNpOoNRhaOdo8QTk2uKPn3bMoLROJ+6bVnWtuVTNTtbht/UzyocVv7h/eto6ffqG85LeYe2rq3BYZH1MgXJgJJ+T4gjXaOMBmJYZKMe8ZhZJHmia29uqqBtwIc3HE3T5CY1Pbcs1wSoj21aDKiU2c18ddtq7mmu4x1NlXxoY6P+TiW1YLcsr8jq+2gxGbCaDCwqt0/7XZxphFAzQzyyuw2rbODN8yPjTCpJB+AXWwdxusN84/kWfGGFaxqKWVJhZ1mlgzK7mVW1RSwpt/P/3NHEwQsjc15bkA9J4aJzJEBYiY/bET11sJNvPN+C0x3mO7vO5LUzS5J0FG7p8xDPyCE5URXwZLsyq2lr5N79XwzbT3fYm0khJ18hYaJFYSLHxFz3kIvJ7i2XqXWyne907206x+XT7pk670LiSqUHSG6E6optlNhMky6Ufzw3TEWhhdfPXdRsp7ct9zudLZdWpq9dLlNvvvefK1Lya/dcLFOQnK/W1BfhDsV45ewQtzaVp7guqGn3kKu0QjCq8MjuNvwRhSOdbp493MM3d7bqlbQBvv/qeayygc/+/Cij/pjuG5OqmUkem9SCPf5SO2ElzjOHe3jqYKd+vbub63jHykr+vz9ZPWfeGSHUzBAP3tVEXYmNf/nItYDm9Lq2tog9pwfxhRWc7jBHu0a5MBLAH4lzoGOEPacHWVRWgM1k4L7rGnhHUyV3X1vLf/yxY0J16nxic1MFvaMh1tQVj6t5suN4H08f7MEbitHrDtFUVUj3SJCokgDyWwx3tThZUmZPm/ySmp+Jsnwma0PVl9rS2jTR7v9i2H66w95EBRSnKujMhJYgs95UtvTq+YbBTjZxZzMJ5rPznU3y6XshuORHpu9HKvmM1em8B8mN0JA/opuoJ2pHatRiNsFkonc6Wy6tTF+7XKbe1AKVSefbXCHwyc1sqkCQaipPzldm2cCQN0Kl3cye1kG9ZplFNqTdQ2ZwSWokbaqG+lSvJ20tCUYVVtUUEozGeedVlexrd7FhcQnPHe3hrNPL/T94nR/tPae3MWl2W1Ht4KkDXfxo73n2nXXpvjiBSJybllXMWibh6SCEmhkiqZ6scFh1W/Df7mjBbjbSPuij1x1iSbmd6xaVctPSMoZ8EdbVFfHbE/3YLUZ+ur+TiJIgEI5zdV0x1UVWtt/VdKVv65K5WFTNkGUCVKkqtDAaiLH9riYcVplFZQW6J342tXGmU+Dmpgp63SE9cRRMvIimajFSq2kn/zaRMJSpxgVy5heaKANn6u+ZmZRzLbZTWRxSJ9tMjUzybyrkldp9qkLWRLVtLpc/j/CJmToT9eX+9hHdLy2VbGM1lxA9VcfaTJ+7idqRGrWYTTDJV4DNNU5zJRFM5mdJbtYmCoHvdYfwRxTeODcyTruS6iS8ZXU1929sZPPKSs3fZcwpN9VJOBhV+M6uM4yGosQUNa1tyb77wrtXYZYN/PU7V1DuMLOyxoHLH9YEkbDC+6+rxxOMUVpg4tEXz/LKmSE+87PDdA4H+a83uvR7SK5rZtnASCBKgWzktNOLLxyjocRG53BgziTdSyKEmhkgdaF1+cM8d6SHSCzO7U2VuINRQtE4H9u0mAvDASJKApNs4PZVlZzq8/In19Ty25NO4gmVn7/RSduAj9tXVbJhyZV3uJoJkhPFnaurxhbZXn1XAxLFBSZuW1XJntZBQE3LfZAsMXGgY0Tf4Xxn1xmOd7v59u9O89zRHl5sHcwZwp1tEZ2s8GFqBEImubQS2ap/Z7Yh89xJge27L5zJa9KfyuKQOtlmamQyJ+J8zjUVjUbq8ROZwWaC6eRRSTJfHMIvFxP15c0rytPymORC959LqUI/HYE225ibqB0zlRsn11jPlUQwNfry1qZyfOEYZwd9WYWfr25bzU1Ly7HKBnzhWJqZfevaGnpHQ1Q6LDy6u427m+v0OdBhlbm6Ib3W0Y7jfZzu99E7GqZtwJfWtuQ97G1z4fSE+cGr57l2UQkxReXR3W26U/DdzXWsqS+i3xNGSWiarg9c18iScjt/dtPitMims04vvz7aixJPMOQPY5AM7DrlpMxhZk1dMfvbR3j2cM+ceZ+EUDMDpHrff+t3rXSPhBj2Ryl1mImrcG4owN/uaKFtwM9rbUM8d6QXh0Xm2/etY8gX4V8/fC2BqMKSCjv+aJwvP3sybWKYz6S+ZHvPDvGrgz26nXc0EOW6RaXUFtuIKHH2nxshqiTSqsOW2EyEY3H2nXXxjztbaapyYJDgcNcoXa5g2qKduYjC+FpaE016qREIk2UznuxcmRPk5qYKXjkzhMsXGZvMNDv/2vrivCbhfMsqZKrfc4WBzkRa88kEg9nWmFxKHhWhzUknm2+Jyx/Wc5lk80vLJFsV+nwcgvNZDLP5e+QinzD0qWo+s9WaS81evrfNxeELbiKxRM6o1dNOH4sr7LQP+NOSfCaFniF/RDeHa9nNhznV5yEQjmeMU5XG0gKuqnbwhXevGvfckr4/na4AA74wzxzuxSwb2H5XE2V2TWvzzOEejne7qS22cU19CVbZgN1q5McPbOQTm5fxu5P9/OuL7RzvcfPZnx/F6QnjDimYTUY6hwMEIlrUqVk2EE8k+O2JvjmzZgmhZgZI2h01c5GEQYLqIitHO0e5a3U1V9cXcdfqaqqKLJzodmOVDZxx+vjjORejgSiP7D7LRzcuoqrIgsNs5MYlZWkTw3wmdZF1WDVv/1N9HqocFl49M0hEiXNrUzktvV7iCZVTfZ40TcpXt63mHSsrsVtlqoostA36sZk1M9WBCyNpi3am82+2hSvVjp05qb3YOkip3US/d3zfZzMnJU1VmefKNmHubXNRWWhmyB8BLvrupEYTTMREi0Nq23JpjzIXKhU1y2Q5NSYTDGba7JTZr9m0QlONnMtVFHUhMVUfo+RznWoS0K1ra/Rw34kc2FPbMR3hUvOv6UrzT5nq+aaq+dQLFefQQmXTJKXeb6rA94V3rxqXb2tXi5PtdzWlmMM17cnKqsJxpq97muv1MO+9bS5doHngiQO8cKqf54/3UWCWuXZxKW0DfvyhGL8/5QTgRI+HAx0j/OZoL96QwpkBHyoqrkCUf3mxjS/+6hhPHezkeJebMoeZYX+EbetquW5RGVfVFFJdaKHMbsYfVXTfR4vJiMMms7tlgL1tg7OaLygfJFVV50AOwNlnKqXLp0swqvDM4W7e6vMSUxKMBmNElATfvm8dj+4+S/uQn6ii4rDI/H9/spqHnj6GWTZilCQcFpnH/ud6CsxyzvLz85HUEva3NpXz6O42PnXbMn7w6nlGQ1FMBgMOi0x9iaYW/eD1DXzhVyd4/KPrWVmjPaekueZol5u6YhtdI0FMRokvbF2lO6hpx/RxtGuUJeV2aott+vW239WU5siWVJM3lNr04x7Z3cbSCjunej1sWl7O/RsX6ZPN1rU1AGnPJXlfDqvMiR4PDSU2akts3Lu+Pu2ekwJUMKro6uY7V1ext83F1rU1M/KMg1FFb1tmOzOfQ4crwNIKOw6rjEU2XtI4S73u5Rir2fo1n7+lkvpMU5/jZN+bzzx1sJP97SPcvEIb15ORfK63NpXrkZv3NF8UHncc7wUktmQZx5n9m0qu92KqY+i5oz28cmYICbh9VVXac8s8X672TPW6zx3twekO0+sO8anblvH9V8/zYEoByOT5U6+X1LbcPGZSz7xe8ljNl1LR+yXZxxISKqT9LbX9qXPYwQsjHO4cweWP8pnbllPmMLO5qYLfn3Ty2xP93LC0lAMdI5TYTBRaZZobS/ntiX6ssoFgNM6F4QChqIKqwvJqB0vL7Qx4I5TYTMiygSFfhEqHmbV1xbx6doi71lRjtxoZDcTY0zrIoC9MIq4SR2VxWQE/fuCGGZ0TprJ+C6FmhnD5w3z2Z0cptMiUF5r5xC1L+ezPj/Luq6s53OnGHYzS6Qpgko3cvqqSlj4vsXicYX+UxeV2jAaJj964KK9JZ76Q+nKmOvEldzfPH+8jqiRQAYts4M7VVXzk399EVVWqi6z87C9vSnt5y+xmjnaO4o8obF5Zyf0bF+Hyh3lkdxurahzEFG0o7zk9yN/dvYaf7O+kymEZF0XxzZ2tVBVa6PeEuHZRCUe73GPtMrN+Uak+iSf9YHpHQ2m7z6QAlcwKPhqIph0z2YSZayGdaEGYiWfxh5YBNiwu4Qevnh8n6M3kdWb7HrL1az6LVOZCkFxAFtImIhtPHexi39kh7GPJ3KYiUGeO1eeO9vDK6SEkCRwWmaUV9rRxPJGQOFN9nbpBuLu5bsJzZbZnKuMz16bmG8+30NLr5er6Iq5dVMr+c8Ncv7gUh1VOE1Bc/jA/3d/JdQ3F/OMHmscJVd/c2UpDiY0yhxmLbOTWpnJ+d9LJ88f6KLabKLeb+eLWVWmCZTCqjM13hYwGohzoGNEjbj/786MUWoyM+GPEVZV7mut04ebR3W24AhGGvBE+tLFRnzv/1y+OUWiViSdUjnS7URIJCmQjJtnAxzctwSwb+O3JfixGibf6fNzSVM419SX6JvXzvziGRTZwbshPkdVEvzvEdUtK2baubkY3CVNZv4X5aYb4zq4zdI8EOdo9ijcU4++ef4t3rqrkdyf7ubqukCFfmOpiC0oiQSimsKS8gEAkzsYlZRgNEi5fhJ+/0cWP9p7jp/svZFWtzjcyK2ZnmiPMsgGTLBEIK5zs8fBi6wDvvroaSZL49n3r9HOkRgBcu7gU2Xhx2Cb9mU50u+lwBTjR48YbivG135yiodTG6x3DjIZi+iS443gvnmCUfrcm0KRGm31h66oxJ9q4noW3dzREfcnFsG+XP8wnf3KIQW8Yi2zknua6cZEamaaiTLV7Zihoan9NFrU13TGRbNMfz7nwhZUxx+zcTPd6l5K7YzImMsHl60dT5bCwr82lq/PfDqHd9zTXUVJgZkm5fcq5oDJ9bSJKguuXlLJpeXnWzNz5+pld6ng2y4ZJBZps7ck0UU/UjlxBBWvrirDIBtbWFQMq8YTKzjGfkpiSoMMVYMPiEna/NYAST3BhJN3XxOUP8/H/eJPj3aOcG/LrJvS9bS5+fbSXXneQY11uPKEY333hjJ6M7w8tAzyyu42e0SA/ef0CXSMBbl1RwZ7WQV5sHeS2sSitcCzOsD/C7re0TVlSW33Hqqq0xHoVDis//Pj1bFxShjcc46YlJdQX2YjGVaJKnBda+jHJEhsXlXK0y43RAJKKLtA8sruNG5eU4Q/HKLSZ8ISi1JZYKbaarqjrhBBqZojFZXYiiiakFJhlbBYjzx3rxWQ08N9H+yh3WBjyRWkoseHyRhgORLlhSSnuUAyjAfzRGG85vTz2UhuP7j7Lz9/suuLVTi+VzFDIYFTRkwomw94D4Th7211UFVmQkGgoLeATm5dQ7rDQPRLgqQNdmGWDLjTc01zHpuXlejXzpD/TNY2lLK2wIxslLLKB21ZW0Tsa4ramCvrdIfxhbfLyhxV6RkPEEipbVlfr4c1XNxQD4AsregRD0qentuRi2HdmksXpOqWe6NHyR6RGWmULHU1Ouqmh2ZMtCBP/Pb/SAqnJvXLnBxlPvllop5v8b7LfJ2vbkD/CrU0VC6YEST4kx3GZ3Uw4qtDpCuj+EPl8N7XsyGggSqHVxP0bF+nZbmF8MdrUz7IxmfCbr7CRb/uTglRESdA5HNAdcnOdKzWyKXMsv3ddLatri3jPuhruaa6nxGaiubGE/z7SS0SJs7TCzg9ePc/NyypYVG7n7ubatA3MI7vb6HWH6HOHkQ2SPndsXVvDtnW11Jfa+LMbFzPsi3Kqz4snFNNrLa2qcdA1EkRF5aXTQ/zszQv85/5O/mv/Bf5jXwcmowG7VeamZeVsWVPNheEAlQ4L333hDCqa6XvH8T5+ur+Dpw52AXB2wEcgEsdkNHJNQzHXLy4hFlcptpmIKSq/b+nHJhvwRRS6RoJsWFzCI7vbKLOb2H9+mLoSK75gjKiSwOmN0NxYckU3CUKomSE6RwJUF1oZ9kdQ4gnOOn1cXV9MSYFmiiq0mli/uBQlkeDONdUsKivAajayqKyAbevqKC+wYDNJRJQE4VickbGSCfOZzFDI9BotmiPc2UEfm1dU0OcOoY79l9SUfPnZk4wGorx0ejDtJTnQMcx/7u/iY//xJgD/8P51fGBDA+UOCw+/dzV/tmkJpQ4zSyvsdA0HqSu2svNEHz/54wVOdbsBODfk5/cnnZzo8fDmuWHeODfMd3ad4ddHewlE4uNCJEGbpD992zI9yWI2TUw2J8ZMp9Qdx/toKLHxx3PDjAaiuvCaLXQ0W7K8iULPs4XVppJvaYFkm1XUnPlBsjFZnp0dx3svKfnfZL9P1rbM3ETZuFQtwlwkGcqvqGA0SHouqInI5eia6QibTUDNzHibmY9pMkftqZaxyPbMMj/TNMcKTdWF7G3Tks7lE9mUaTZ6ZHcb9aU2/T1dUlHAc0f7qLCb2XXKydlBH5+6bRmLK+z8+M83UuYwp6VQePCuJm5eVs47r6ris+9ckSYQ2q1G6ooL6POGKLab6PeEkFG5uqGYF1sHiCkq1zQU0zsawhuK0eeJcMbp5fxQAJMsUWQ18c8fasZolDja6ebqumKG/BH8UYV9bS4+/4tj7G0b4tdH+/R3em29pnlaVVtEx3CA7pEQVpOBEX+MY91uGsvtBJUEZqOE0xvmC8+coKHUxpFON+V2M3FV4oalpdSXFFBXcuWT8AmhZob46ztWEIknCMXinBsKIAFlBSYe++h6Sh1mqhwmWnq9LK10UGg1YZUNrK4tYtPycj5y4yJ+8okbWFzuQEKi0Gri+sVlc6KOxqWwuamCt/o9vHx6gB/tPcfSigLKHWa239WkJ8z64tZV1JbYdFNQslL5hsUl/J/71lFZaNVNUaCZjw52jNIx5KffE+a7u86My4WionLL8nI6XAE++84VlBSYUVQVlz+CLBu5qqaQhtICDl0YoaXPg0k2sGFxKYqSoMxhxuULj8s1kZxkD3e69SSLmQt1cue3t83Fz97o5oEnDuDyh9PC2pMLem2JjW3rajGNLS65dobZEv5FlASdrkCaWSy1nZmLTyqTmcYyj7unuX7SPCW5zpH6eVIzF1PUnKHm2c6TuYBN9vtkvJ3DvbeurdFr+9y5uiqvbN2pBVEzI5smyk6dNLEeGUu98PlfHKPLFdQF8eRzyKxplCSptUxmu01tZ7YxnCrIZ3svk20qd1g4O+DDbjbyg1fPp7RjcFzumGzjKvP92tXi5HcnnZTZTZx3BQjFErT2eXns5XZdk5upga1wWPnKttVYTEaeP97Hk3+8wN/++iTBqMKIP8a+9iGG/VHaBvyYDAZanH5GAxcT7a2rL2bzykrqS23UFFmxW4wU20yYjUa2rq3hsZfaae33cmE4yG9P9PGxTYuxyAYGvGGuqnFwut/HbU2VGA2aKSyqJFhSYWdP6wAjgSidIwEkVWLIH+aM08uFIT+NJTYcVhMGycDtTZU4LDIlNiNOT4i1tUVcv7SMe6+rY1mFIy+BeTYRQs0MEIwqPPZSOzbZoMXyywauqS9m49JyPT/L6+dHicUV2gZ8HOt2MxqM8tsT/RzoGOaZwz18d9dpzji9hGMJ/JEY1is8MGaCF1sHONTp5uCFUf7rjS6OdXmQDQYKzBezfCZV2Pc011PusPBWvxdvKMbjL7djMxtpKLXx8plBfVKLKglKCkysrC5i07Iy1tQVZ925P/ZyO76IwuvnhvnqttV8cEMjNy0r55rGYr7w7lVsWV2NbJBQ4ipW2YDDKrOiqpBgJM5tq6r0XZimeenEF46NEzguTupSWminw2LEE4ziCys8urtNn2Qzc8d8YENDWibU1J1h8juQnrguGVGxtr44zSyWbGtkTDBLdVrOzGGTrx8PpOcHgeyh67lMSenn1jRzZtmQV2h6tvtPZkRNrWOTr5A2GanfW6gFLVOfZVLAzlbaI6lVuX5xqb4YZxMGMwXu1L8lNUNLyu28eWGEm5aVceDCyLiyJFFFpWc0qJuHk8/txdYBfGGFx19qn9TsmipobFhcwid/cojukSAS0jjfNRWVv37niiwZ29VxuWOyFb3duraGModZN1dvXVvD+9fXc3VdMTctK0UC3KEYgbCia6lebB1gaYWdPa2Devu/88IZjnaO8h/7OugcDtA26OcPLQO8enYIJaFytGsUh9mIP6pgNWq5YUyyNJad3UhNoZV/+8h6bGYj1y0qo7bEhsNs5PuvnmPQFyERV+keDWBA4rM/P0o4mqC60MJrZ4cwSRL/fbSXNztG+PHeDr738jne7BimyGbCHYxRV2IlrMQpMMv0e8LYLTK+iII/HNP6QoLfnuhjX/sIrU4fL76lZXse9cc42etm2B+5olrO+b9yzgF2tTgJRBTc4RgGSWLbulo2r6wkosTpd4d4q89LdaEZg2Rg0BvhrV4PQ74II4Eob/V6eWT3WX5/0ok05u9QajdTVzp+Fz7/kFhTW6jZiG9ajNEAp/o8/OJNzSH6/h/s56zTy0/3d/CN51u4tamc5sYS3Qnv759v4fkT/Tx9oFvvC7NsYFmlg4/c2Mj/vncdZllTpScnruREu7auCAn0ZH73bWjglqYKAuE4j+5u411rq3l422quritiTX0R1y8updcd4v/cty7NPJFMz36k041FNhKMKnr26GyTeoFZ5q/vWEGp3YQvrE0QyR1jttwxSR+jyRwaL5JbOEiq11NV5tly2KSOq6ks4LlMP7lMSannTk1ln4tsxQJTU8qnmy/za2O+Qs5EmaYXAtmc1XOV9kjmp/nBq+ezZtJNMlk/Jeu+/Z/71rGozM6/fOTacaY/s2ygsayAs4O+tOcWVRL0jAZpqi6ctIBkqhbpsZfbcQeivH5umLub6/Ts2claRU5POE3bmmTL6mocFpk7V1fpn+043suetwb42nMndZ+ypLCWPGfq3HJVbTFr64r4y83L9DIHTk+Yo11uzLKBAx3DvNg6yPPH+1hbX4Q/omAyShgkiUWlBYQVhb9/31pW1xbxyVuXcVVtEUvLNT/BUDTOwY7RseAKA/WlNv7qPw8TT6i09Ht577panL4IoajCqV4PZtlIdZGV8y4/77yqkkFfBCWRwB9ROD8cIBxT8IcVPGGFeCKBJEn4QjFqiq2MBGKU2c2MBmM0N5RgMRqQJE1DHIzE+PmBTjpHggSjCkaDiisQIxKP89M3L9A7GuIXKfP1lUAINTPA1rU1bF5ZyY1Ly1lZbeeFU04OnB/mzXMjPHWwm1BMIayoGA0SBoNE50iAzpEgS8vtuAIRguEYsQTEEyq1JTauriti0BuZ9zvFiwnm6nnf+jqc3jDRWILdbzl58vULnOhx84mfHuJf9rRzvNvNo7vbuGlpGd6wwo1LyzRHOgmCMS1B31MHO4kqCdbVF3Oka5Sfv9nF3rMufnuij9HAxclOReW962q5fVUVKqquVk7WYKkqsvCPO1v1BFWHO9089nI7SyvsHO50p+3QUpNqbVhcwkf+/U16RoI8urstzd8m1Y/m+6+ex+XXNDVPH+rRTS6Zz/OR3W10ugJs+9d9DPsj466b2takpgXIKCVxkVQ1d3IRS91tZ1vIJvOBmcgUdP3iUvacHuTm5eU5F7dkdtd8BIXUY1J9epILWXqSy+xkEw7zMSUtVO1MkmRZjmQ6exhfuiLZB8mopmQ9tswovXzQfU9KbLx+bhgVNesYSM4Rn7hlqW52hovCjsM6cQmETO3d2rpibGYj29bV6qaftgEfBzqGqXJYdLNRpu9b9lIIEv2eMO2uQJpPWWYxyeeP92kaUruZz75zBaedPu5cXcU9zXX0joaoK7bx+1PaxtfpDgHwgQ2NbFxaikHSEkMYDRKBcJyj3W7uXV9PqcPEw++9ij/dtJhllQXsa3dxosfNzhP9RJUEF4YDbF1bhdMbZtvVNRRaZTavqMRiMnJtYwmN5QVElAQbl5TRMxLk/JCfN8+P4PJFUeIqSlzl9pUV/PUdK7hjVRU3LCnjlhUVuIMxquxmRgJRllfYOdnrwRNW6HeHCce0d9kbjOEJxqgstFLpsLGy2sGwP4Js0MralNvN8yv66bXXXuPuu++mrq4OSZL49a9/Pel3XnnlFa677josFgsrVqzgySefHHfM448/zpIlS7Bardx4440cOHAg7e///u//zu23305RURGSJOF2u6fa9FnFF47RNRxgwBPh7ICXNztGsJkNrK5x4I/EMRvAaIRYPIHJaABV5cCFEe68qgoMEg6LgTV1Rdy4tIxbVlTmzMo5n9D8W2DvWRef/dkRNi4po8hm4h0rq0BVARU1AZUFZpS4yva7mvjb35zCE4rxmZ8d4ZvvX8ea+mI+euNiXmwdYN9ZF7852scf3nIy5IvwiwNd9LpDlNrNaTbuVK2IWTYQj6tjZr5uVtY46BsL037+eB8Hzw/T6Qqwsmr8jvD5433sON6Hisqdq6v48rMnqXCYOT2gOQImF/5nDnfz9MFu9p0d1hffjUvKKLaZaKp25DS5PHhXE2cH/aiqyhefOTFOW7D9ribeOD9CZaFF17Rkc16E9EVkX9uwfq4fvHqe+hKbrt3IVwMxUQbl5Pe//+p57GYjj7/cntUZdLq+KanXuqe5Xi/pUGCWx+2wM8lcOCeqpJz673yjduYbyXuMKgniqspvT/TRNRxM0wBmmvqSJuEKhzVnnbBcjrnJSLkdx3v1OkMqpJmQUqPpkmaev3v+LawmAz949TyQXqQys31ATu3dBzY08GeblnDfhgZAc74PxRJEFDUtX5Xm+zbE02NlW5L+bBsWl+ia2HvGNLCLy+wYDeg+MS+2DjIainK4c5Szgz49Nw3AF351gqOdo3z7d63sanHyqduWsf+ciwKzEcfYGFOBYX+EntEQqgoJFSIxhT+85eT1dhcvnxnk52908dmfHeXO1VXIRgMmo4Q7GKPELnOkc5Sr64r5Y/swDSU2Xmsb4ubl5WxYUsLtqyp5x8pK1tUXYZAkFFXlLaePcDxOJK7isMoU2Uxct6SU26+q4TN3rOC2q6pYUeXg+RN9xOIJuj1hZKOBE71u/BGFc0MBFFXLyRVLQEJVicUTGCSJe66tY8gXIR5XKbGZMBmN1F9hZ+EpCzWBQIDm5mYef/zxvI7v6Ohg27Zt3HHHHRw7dozt27fzyU9+kl27dunH/PKXv+Shhx7i61//OkeOHKG5uZmtW7cyOHgxl0YwGOTd7343X/3qV6fa5Flnx/Fe/u+r5+kcDnJ+yIc/EscTitE5EkRJSMQTCXpGQ/hCcUpsJooKTNoAsxj4w1sDmAyaUeGmZWW8eX6Y/z6ycCbVqBKnpc+r22vvva6eln4PYKCy0MoHNzRQVmjhe//zOl5sHaDAZGTYH6GmyMJb/T7uXV/HyR6t/onTGyaaSHD7yiqCkTiLSgswGSRuWV6hT1api1jSCU7z/o/zm6N9HOl0s7a+mM7hAK+3D9E26AcYtyNMOjnubRvijXMjPLq7jRuXluHyR/noDYs43OnWF+23er3UldiwmiTdFn3bqko+fMMiqgutaenQUyf0CoeVv3rHMqwmI9WFljStSjCqFe8sshrpd4d0f53UnWqmI647FOPckJ+wEtf9d7bf1USvOzTOlyGTXOaJixFbvbo5LCm8fPq2ZVQXWVlTV5Q1rX62fDwTmYOy+ehcVPfHx1U3zodUc0GmCS6b4PbNna043XOjhs1MkNTQxBSVkUCUjYvLeLNjJE0DONVIIxgf3ZQ8TzJSTkLS8zfd01yXtmHIjKbb1eLkxiVlRGIJXQuXKpwmncyfP9437hllau+S30uaia9fXMrNK8rZ3FTBp25bxjfHxu/mpgpc/ihVRRZO9Xk0f5AeD4+93J4mJJ12+lBUlUgsofvHRZUEJ3s8HOoY5a0+L8e7R/XUEKV2E8FYHBVJ9+0LKwmc7hCdIyGOdY0yGojy5WdPYrdoWb0dFplDnVpems7hIC5vhHOuAMP+CJ/5ryO0DfgxGoxct6gEu1lmw2ItQajNLDMSiGIzyzz+UjsHzo9wbijAoQvD/O5kP44xQep9zXUocRW7yYDRIHH7ynK2rK5O07j+95FebltZid0ic8OSMhaV2Vha4QDAMiYlGCUoLzARURKQgJFAhNfahhgZK9o87I9iMkDX6JV9f6Ys1LznPe/hH/7hH3j/+9+f1/Hf//73Wbp0Kf/0T//E6tWr+eu//ms+8IEP8Mgjj+jH/PM//zN/+Zd/yQMPPMCaNWv4/ve/T0FBAT/+8Y/1Y7Zv385XvvIVbrrppqk2edaJKiqVBWY84RigoqoQjsZpG/BzpGsEJa6iStqAN8tG/OE4drNMIKISisUJRFVC0ThPH+qh1x3m3JB/Qr+B+YRZNrKi2sH5IT+fum0Ztywv53S/l5XVDm5YUkqfN8TmFRX8dH8n+9pcHOgcpcBk4OyAH284NpZXJshb/V4qCi34QtqCFk+otA35qCi0UGg1pWkfjnSN8sqZQT77syO8fm6YiBKncGyy27C4lFO9HvxRhc6REAaDxFW1hePqsKhAXZENlz/KhsWlbL+ricXldn7xVzdSU6w50q2tLWLP6UH+4talbFldzTWNJexvH9ZNXalJ+ZKT8b42lz6hB6MKDqvMpuXlXFVbpPsw7Gkd5Js7W3GHYgz5oqytL2ZXi1a7JXWnuuN4nx7a7Q/H6B0JcmE4wGiKpqrCYdXDmCeqc5S5sI2P2JLoHNYK5N3/gzfoHglyuNPNV7etxiwbcVhlPnXbsrQoj0yBAkhboFJJXawyfXQumqIYt/jmE3mVWaMn899pofZj2oWFY4bS/PTODvrY3FSBOxTjXz9yLYPeiB49N1GINGTX7mUzD6aaau9urtOFmNRzZKuRtHVtDYsr7Pzw49frWjiXP6xrTFKdeHe1ONOeUYXDmlV7l9TgPP5yu56o7/uvnmfQq0VMfueFM5QWyJTYTHxx6yrd1KvEE3qE5jOHuzne7cbpDmExGXVBEFTKCswYDOAJxYjEVD0R5x2rqvjM7ct5+L1XUe6wsLisgJFAVHO0jSqcGwrqfkZVhRbW1jkIxeKUFJiJKgmWV9mpKbLgsBgZ8IYIRRQGfRE8oSh9njDxBBRatXWksdRGsc1ETbGVWEJFlsDlj/LqWRfnBgO4wwqoKh0uPyuqClGBSocZJAMnejwEowouf5g/f+IACRK8etbFkw9s5J5r6/nen25geaWD0gITRiMU22QqCs34YwkKLTIKIBslqgot2M0GzrkCGAAlAYvLJk6ZMNvMuk/N/v372bJlS9pnW7duZf/+/QBEo1EOHz6cdozBYGDLli36MdMhEong9XrTfmYLs2wgHE9QUmBGlQwU2WQKLEYiSpwqh1Wb9C1GZEnCF4rgD8UYCUaABJWF2mRtlCASiyMBwUicD17fMGvtvZxsWV1Fx5AfSZJ44IkDPPri2bFEhQmuaSzBE4rxStsQn7ptGRbZQN3YC7q6togjnaO0D/hpLCvg2sYSim0mrq4rYs/pAXrHbNN2c3q16R3H+zjd7+OtPi+lBSbcgRg1RVZkg8R9GxpwWGXqim24fBHuvqaOu6+pQ1XRzRHf2NHCntYBYkqCfk9ImwTQ1Ni3NmnRbBElwf5zw/ztb05hNxv58R87dN+RZGK7zKRf39zZSpXDgixpdvoNi0t0x95kpfKkD8OBjhGGAxEKzTIf2tiISZayFuqUQM943D7gx2iQqCy0jFuUMwWUyXbkqVEwESWBw6o5UMYSCY50jmKU0JMP7mpxMhqIcrLHw8tnBnEHo3z3hTNpGp/UiuBRJU73SFBP/paqnWkotdE5EkBFTTNzXQwvr8vp3DpR5FWqaSnVhJY11L44d0HG+UgyWeXauiLK7Bej4q5uKNK1aEDaWM0WDp1Jash/8pmkRlclTTzZCspmVtvO5mvznV1nON7t5ru7zqSZopKbhe13NbGrxZlm8kwdt0sr7HgjCiuqCsf5ZK2oKuSM04fTHWH9olIKzDIraxz8sd1FbZFNj9Bs6fPiDkaJqyo3LC2j1x1iNKAJ+B+5cRF/fvNSNi4p5cZlZdzaVM6uFid3rq7CLBv0ezo35EcZWxvW1hZx34Z6tt/VxMtnhuhwBQhFVQrMRsrsJj564yKUOJgMEiaDEaNBQpW0gpHXNpTgjyisqi4krMS5rrGEswN+6kpsHO92U1Igc7LfR4lN2+AZDBJGScITUTjc6cbpCXHfhgYiisob513sONbDu/75NR748QEGvRG6XEECYYU//Y836XMH+c6uM0QUhWhcpaHUTrndjMloIBGP4x7bWHrD8bHoNa3u03AwRpFNxmGVF3byPafTSXV1utRWXV2N1+slFArhcrmIx+NZj3E6ndO+7re+9S2Ki4v1n8bGxmmfazK2rK6iuaF4rDijEQmJcDROTNHC6mwmCZdfYcATJqyoxFSIx0E2GhgJxDAbIK6C3WIYq4Mk8f8+fWzem6CSNu+aIhvnhwLEEgm6hoMUWWVqii34wwqn+32U2kwc7nTT3FjCSCBKkVWmtd9LQ4mNc0N+VlUXYpINfHHrKtYvKmXIrxVau2lpOdcvLWXUH9MX/KiSIDG2k5IlKHeYcfmj1I750ESUBN0jASoKLZhlA3tOD+L0anW7vvF8C8OBCKd6vVpNKgkisQQ//uN5drU4+daYnfzJfR1ElLhmBovGWVHlwOkO09LnzerEm9xd9ntC9HvDmh/KS+1ExhaUI12juqPjiR5NizQ0lpnTLBu4ZXkFe9tdum9NatTVV7etpsxhZk19Efeu1yb/XItyLlNCprNl0mTx3RfO6NFUe9tcRGIJ6ktslBSYuOOqSnYc79UjXOpLbLT0een3hPFH42kan2QCv+eP92GWtYSTyVwWF80jCWqLL+YryhbCmy3MNpswlisse6LomcwotumGhs81kv1/+IJb/z3pm3XG6RvnL5OZpiCbdi+bL1K+4y2XT1OmaTa9FAF4w1G+8XwLwaiiV8xO5r9JmqJ2tTjpGg5y/w/2s+N4L5UOC4VWbZH1hqP87qSTqxuKMMsSDWUFuoZ2x/Fefn20T6st1+3WTbVf3LqKW1dUcN91DXpUVAKVU30e7lxdxXlXgMXlds44fbzYOphmgk2a5VbXFmOWjdSWWNm4tAyTbOA7u87wzOFuusc0q2vrimksK6C130tcVdmwtByLyUAiARdcAZqq7LQN+akvsfHfR3sZ9Ib57M+PYjJIHO0eJRJL8PTBbsoLzAz6IqyqKSQSU3AHo3S7Agz5IoDKk3+8wJA3hNMbxRdJ4AnFON3vIxCNowKDvgh9oyF+tPc8J7s9HLowyqoaB6PBGLetrGDYHwFJwmE2aBGYBth7dohoXKvft6SiAJvJyIoqxxV9bxbGdiQLDz/8MA899JD+u9frnTXBZm+bi7iqEojE8IYVEmNOVQAoKsGYggQkAItBoshiIKLEUeIqRilBLKFJl66AtsgFYioVDit/aBmY15WDdxzvwxWIcLzHjREY9sd4z9panjvWx9IKO6+dHaLCYWHIF6bPHeTl04NUOMxcGA7SWGLjp290UlVo5tkj3ayqLeZgxwhHOkcJhBX8kTirUbmusZSv/eYUJXbz2KIpYTYYiMUT7L/gxmyQkGUD+9pcLCq3saKyEFWS6BkNMeDtZV1dMc8c6aWhxIY3FMMXidNU7eC/3uxkeaWDDlcAk8HIwY4RFpcXaKGRcZW3ej209HootpmRkLgw4scdinGka3ScUHP94lK+/OxJ3nlVJXWlNt48P8Ka+iJt8X7LSSAS59u/O62puB0WIjEFR4WdY92jrKgs5AcXzrO5qYLO4QCldjM7jvdxT0rdG7NswB9WKHdoUQc7jvcBWhmI1OKFqRqLpMZn69oaHtndRr8nxGd/fpT3r68nqiSQJFhbX0xhSh2XqJIgqiQ41evhaJcbk9GAVday9P6hZYAPbmzQa0qlC04XSzPc01yHdaw6eOrfks7UwejFooepQkiqpiXzs6SWbMfxXva3jxBVEty/cZF+juT9b11bw7OHe9h/TtO6JU0W2fol6fw5399BDa2Po0pCz5e0r22Yd62t5vGX2jHJki6gbF1bo1fofrF1kO+8cIYlFfaxd8vA5qYKHtndRsPYwp+tb1LH1vh+jetCq4qqayCvbihif/sI8USCUz0ett/VRJHVrD/DXx/Vit8+uruNqxuK8ISinBv0c/OKcu29cJi5ZXk533v5HAY0p9o1tUY9B9Tr54bpHtGyizssWlTUxdpRkva5Vebv772aPa2DhBVtUb5xebl+z3VFNnpGQlxVXaQVL7bJvH7OxcpqBzGlEIdV0/hISBzpGmVJuZ0yu5nP3L4cYCxoYogLw0Gc7iCy0UA0nmDQG6HcoQkkTVUOTLLEP3+omb/86WFW1xTiCca4pr6Y864AW66q4vnj/bxjZTkvnR6i1GZiyBdBBd7qd7OuoZRDF0YIx7R1JxBRsJgMjAQUZAP4Y9ozMgAWkxZOHoomsJmMKPEESkLFbDTQPuRHQuX19hEsssTP3ugiPraomWUDhRYjESWB2aRV+TYaIBxTCUVivHl+JK2ExuVm1jU1NTU1DAyk74wGBgYoKirCZrNRUVGB0WjMekxNTc20r2uxWCgqKkr7mS3W1hbx2tkhRkMK8VSBBlBUzbnKZIQKhwWb2UgsEScWh2AsgT9ZDUEiLfnTsR63Ht44X4kqcc70a9k7JYPEsnI7b3aMkkgkONgxwpA/RvtQgD5PiB/u7eDsgI9gNEGFw0xIiWM1Gen3hGkoLeBkj5szTu1cYSVBIp6gtd/HN55/i3K7BacnwtHOUbasrua962rxRRSWVdgZDUYpkDUhxxtS+O+jvTSW2rRIggIze9uHqSux4I8qFNtMPP7R9QQicWSDgWNdbt5zdQ3uUJTqIivlDgsmowGDBAPeCEO+COeH/PyhdYC1dcW4vBG8oRj/e0cLTx3s0lXjj73cjt1s5HS/j153iK1Xa20sd1i4a001FtlALB7HE4rSPRLAaDQQiCq0Dfp59axmmiuzm1GB19tcPHWgS9+1BqOKbiJKLgB721w8fbCHb/3uNC+c6ueBJw7QPRJI2xUnc3Y8f7yP+hIrp3o92GQDb5wbxiIbx0LxG3Qh6ZnD3aiASZZYUmGn0Ko5LCbNF+9aW82LrQN6fZlUbUpqaYbMnX1mLa9UASP1vpJMHLKtOeUf6RrVtU+p5SIKzDKnej209Hn57gtnso7ZyXLvzEeS/W+SDYz4o3rV55fPDHJ20M+BjtFxvlS/O9nP/31FS+SmmVzjuiYiW8bqVK1LthIJ39zZSvdIkIMdo7QN+PQUA0kndgmJm1doGgp3KMrvTzp1YTVZE8lhMfKxTYs52uUmnlCpL7Vpjur1xbzSOsifP3GQm5ZpKSHuW9/AtYtKCEYVfGEF2aDlD7NbZRaPJbBLauRA5cZl5Vw7ZooyywZ6hkNs+9d9nBvU/BsbSm0M+SP8y0euZcgfocgqc6zTTYHFiMsXxR9W+PfXzvPaGRctvR7qimzsa3Nx8/JyVCCixPGHY/SMhugY8hGNqwz7owz5Iwz6I3gjCrXFVs4P+XnqQDc/3neeaxqLuTASIBpXkY0SH9jQwEtnhrjzqkpaen04LDJxVKIJLSpJiaucHfRhNRlIoK0nBgliSgKLUdI3z2ajRKHNSKHFRCCimYGTAo1FNjAciBKLq0Ti2jnCikpC1awJqJrZKRSNs6SiALvVgKqCLMGgN0QgonCs2z0uI/vlZNaFmk2bNrFnz560z3bv3s2mTZsAMJvNbNiwIe2YRCLBnj179GPmOn/7m1N4w/Gsf5MlzZlMNhjAoOKPKEQUTWsDmgCkokU4J31rAK6uLdTDG+czJTYTlYVWZAO4AhESqkogEtel/lhcZdAbxReKkUBTM48EYnhCUQZ9EcKxBOeGAhTbTNhMRrZdU8fqmkKuqimiZzTE5+9cwU3Ly7HIWrTFntZB9pwepNJh4UjnKAUWmVhC5e7mOtoGffjCUV4+M0iJzUSxVRNiHFYza2qKiMW1p/KvH7mWcruZ6xaXsPNEP2V2Mw6LkSKrzPIKB7F4grpSKw6zkYpCCw6zEQn40MZGDJLEH1oH+MMpJ5/92VF2nuzndJ9XF4A8oRhHOt3saxvm1qZy2gb9mgPzkjJkgwFVkvCHFXpHQpwb9OMORHn8pXZNvVtuxxWIMhyI0tLr5dnDPVqRQX9UTwy4r22IfneIMoeZzuEgrX0+fGGFrzx7Ut8V7zjeqy9MKip/eGsA2SARjMZ181lS8NjV4mT/uWF+c7SPfW0ujna5KbOb+drda3FY5bSoov3tI3p9maRJQIvM6tWFn1RSnbKTu/ckSX+j5L9d/jBPHexkx/E+3X8h08x0T3MddquMP6Lwrd+14glG6XQF0hbfpmoH/ohW/yfZhmxRX3eurtIX1flOpk9SRInzypkhjnd7qCqyMOSPpJUjCEYVdp7ox2Yy0D0S4KZlZbT0eXVn8PYhP75wlGcOZwjJY888NXrQ6Q7rgtAfzw3TPujHH42zp3WQHcf7WFnjoMxu5u7mOu7fuIiNS8uRDQZO9Xl0wWhXixO7VWbT8go++/OjVDoseEMKKyodWGQjoHKwc4RARBuLV9UU8tuT/Yz6Yzy6u43DnaPEE1quqC9uXUWnKzA2nrp45nA3+9tHaOn16An1fOEYTx/uxmY2sqtlgO13Nem+VgCxRIICs4GNS0tZXV3IhzY28srZQXzhGG90DFNRaOFnBzoBlT/7jzd5/KU2njncw6+P9nLa6UUFfJE4Bkmb76+qLaSm0MqgN0KfN8xZp4/O4RBnnT6GvBH6PZpT/h9anNQVWzl4YZQBX4iYEicaU7EatecsSRLxuMpIIIZsAKsMVouMJGmZlW2yhGyUaCixEo4mcPmiqGjCSkhRiSXAH00QT2hrkWwAq8mA1aQtSrIEjLVZljVtt8sbQwVCcbCajMiylifnShaMnbJQ4/f7OXbsGMeOHQO0kO1jx47R1aVV/Hz44Yf52Mc+ph//6U9/mvPnz/OlL32J06dP873vfY+nn36aBx98UD/moYce4oc//CE/+clPaG1t5TOf+QyBQIAHHnhAP8bpdHLs2DHa29sBOHnyJMeOHWNkZGRaNz6T3LayEmOOvymq9hOMJRjxRYnEVF1wSSUp5MRVzVbZORLiU7ctm60mXzai8QRn+r1E4yqBiMLSchtX1RZhGesEg6QJdLIs6RKeqqr4I9qCoqrQXF9IgdnITcvLeOn0AJFYgtMDPqJKnP/fC2cwyZqDbPdogCOdo6yrL+JEjxtJhUBY4YMbGnmr38NIQKuOrtmYYXVtET/Z30lNkYXTAz7OOLVdWYXDync+eA0driC1xVaGvBHqiqw0N5YwGoyypraIYDTBX2xezrqGEoYDMU71ebi7uQ6XP4JRgkOdoxSYNc3HoC9C90gQpzfMkDeMVTZwa1M5j4zZ31vGMoBuWl5Oc2MxEuD0hjFIEj2eEP5IXHdivefaWsrtZmSDxLHu0TE1vI+wEuc7L5zhjNNPQoVQRAvrvmFJKdc0FPPt+9al7YodVplYIsEtyytYXGbDYDBQWmDSy3YkF/nNTRVYTQbeu64Wu8VIXZGNk2ORE6m1qjY3VWAzGVDVBL5IjHNDvqwhvOlh6Bf9aTJD1ZNammR0zaO72/TzPLq7TRfQ4KKTa4FZZv2iEiRVoms4SFzVog5TMctGSmwmTvS4eepgJz9/s5P/3N/Js4e1SJ98nKrnK8l7M8uaT8S1jSVU2C3c3lTJD149nxbqfvOyCkoKzHz4hkX0ukMsKdO0G4c6R+lwBTjc6eE3R3v141MjkpLajrpiG6+eHWRJRQFlDjPb1tXSWFqAw2zU/KzODXOk0w2gC6lJrdIXt65Ki66KKQl+e6KfqkILR7vcWnbiEi2i73i3B5PRQDgWp6rQQjCqsLmpgqcPdzPgDdM1rNVLetdazRzrCyv81xtd7Gtz0dLnRZKgqbqQs4M+Xjs7xI/2drCy2kEoGucf7l3LI7vbWFNbyDd3tvL3z79FS68XSTJQbrfwv7asxCwb+Pv3XY3dItNYYuOXB7tBhYMXRugdDTHoDeMJxfBHFOxmI6GxJHbRBFhkI2f7fbxyZoALwwEiUQWLyciSchsbl5SyuLyAYDShZ/TtHA5wxunBG1QYDsRoXlSCzSxTMKZBRdUixQpksJpNhCIKBknFG4oRT6gUmg10j4aQUMm+Db+ITZYwSirKWOLYArOR0gIjFlnLsxaOJfTNKUAoqlUoHw3GrqiVYco+NYcOHeKOO+7Qf0/6rXz84x/nySefpL+/XxdwAJYuXcrOnTt58MEH+Zd/+RcaGhr40Y9+xNatW/Vj7r//foaGhvja176G0+nk2muv5YUXXkhzHv7+97/PN77xDf33d7zjHQA88cQT/Pmf//lUb2NGcVhNWMxGgtGJh0lk7M+JRPrnskELhUsSTWhJ+l45M8SfbbLPcGsvJxLnBv3EVJBUMBkNrKwpRsVAx5Afi6piRCUhGVDiCdYvKsXlj9A9GqSiUKZnNILDakRFqz772xN9hKMJRoMRrQ8lOOP0MuCJ0O8OU1NspXc0gMkosbSigM7hME1VDi6MBDjd7yMUS5BIaILSSDDKzpP9VBaaNX8nVSWRUBkNRPney208e6SH6kIr7UN+aktsXBgNs2GpxIc2NvLMoW5KbTIvtjppLCvAgIonEOPZwz3ctrKK80MB1jUU0ekKcsOSMnwRheoiCz2jIRrKCvBFFf7++bcALVRyTX0Ro4Eo7YM+lLjKgDfM3c21vHbWxX3XNVDmMHPn6ir2trl477paLLKRqJLgWLemhu/0BvGfiWORDVxV42B1bTEmWUJCorrYovvWbL+rid+fdHKkaxRFSeAKRPmLJw9x/8YGekbDtDp9JBIqF1xBLLIBs2zAF44RjmoCxtfvXss/7mylvtTGd3adIRxNcPOKcl2j01RdyB/ecqImNCf4pI9GMtLp1qZyvvF8C/6QMvbZRV+PgxdGtIiwTie+cIzDnW5uXl7OPc31uo/NYy+3c3VdMbevquTLz55kw+IS/nFna5pj9JbV1Tx3pJciu5mRYIxr6kvSfD/MsoTRINE5EkQ6p0WiRZUELb2etJG7uamCR3e38b7187uoLKT7uGhIbFpezp2rNZOUBHxwY4PuZwPw/PE+FpcXEFNUrltUCkBYibNldRX+sMLx7lGaG0vHfG8GKLOb+fjNS9KSHv7jzlbKC60c6/ZQYjOx/a4mLLIBdczfSxozuEeUBK+3DzPij3LeFeDBu5p0B+ctq6vZ0zrIka5Rtq6t1gWa5N9fbB0krMQxywYisTjdo0FuX1XFaaePSEw7b6ndTIcroI/HfW0uCq0yVtnAX9+xgsdebuetPg/heIITvR6UeIIzTj/NjSV89blTVBZauOfxP3JtYwn9nhBqAlQ1wdIKO4++eJb2oQBLygq4pq6II91uimwyg94IyysL6R0NElESLK90UGgx8sdzIxSYJEIxFaNB026MBsP4IyoVDolFZQ5qi22owKIyO8e6PWxYVMq5oQDBiFbWQMWAJxzj9lVVnHV68UUUDMC5oQBmo0qhzYTDbGQoENHSiyha8Imqgiccp8Qm4wpedOQttBhJxOMExj4yjLlCBKMXBR8lrhKNxzFESfcZTUEFWvu9VBSaefzldr59X/MMjuL8kVRVXRg61knwer0UFxfj8Xhm3L/mp/sv8PjLbQx4o/pnWvLryZENUFlkIRBRMCKhouIPxzEZJbZdU8d3P3TtjLb1cvLT/R18d9cZfOE4VpOBpeV23MEoo6EohVYzgXAUh9WMLxzDbjESj6tElDjrGkpoG/Dhi8SxjtU6sZmM+CMK/ohCPAElNpnRkEKB2UiBycBNyytwekKEYwmuqimkubGEll4Pa+qL6BsN8dM3ughG45iM0FRZiGyUcPkimn9OIoFnrM/L7Gb8EYWaIgsD3gj1xVZC8QTLKh34QzHuvraeqBLnv97owm424gnHCETiNJTaWFOn1XM52aMtkGvqiqiwawnwfneyn8Odo1xwBRjyRwhFE9QWW7lukZYD5/O/OIY7EOHCSIglZTZK7Ra+fvca/uOPHTRVFdLa78EdjuENKGy9uoa2QR91RTb2nx8mEFXwhDRnws0rKznR49F2zqMhllbY6XAFqHRYePPCCLXFFkaDMXxhBZc/gsVoYEVlAUOBGBsXl3GgY5g7rqqmfchHWFGRDRKdrgDLqxz8/b1XA/CHlgFc/jC/PdHP4vICNi0v55blFfzg1fN8bNNifrq/k+13NaXlDglGFf721yc50DFCSYGFP71pEXc31/H88T7++0gPVtlInyfM/7iunk5XgLCSYNPy8rRCmiP+KOUOC2FFYd9ZFy5/hJtXVDDovZgpNllA0OkO8951tXS4AmltCUY1E0NS0IooCU73e7imsYQPbGjUF+XU6813R+GnDnayv32E65doOZoCEYXNKyvxhWP85xtdfOymxXxi87Jx39nX5sJhlvnaPWt1P5lkf2Q6/mZ+vnVtDcGowrd+d5oOl5/KIgvvXFWNecyvxywbOO308eBdTbzYOsgb54bpHQ0SiMSxW4wsKi8grCR4R1MlZtmA0xOmdzSkP+enDnax/9ww19QXc3bQx8qqQnae7KPfHaah1MY337+Ov3nuFOUOM1ajxHVLy/jAhkaCUYVP/+cRwrE4KyoKMMpGzg35KSsw0zkS5J5r6th/3kWh1cSZAR+FVpmu4SAmo4FgVOHmFRV4gjG2rK7m1bOD+CMKPaMhHBYTFQ4zI8EogYhCdaGVldUOTvZ5WVxewLA/ykgggqKqBMMKSkKlvrSAWDyByxfGF0lgM0k0VRViMWnJJjtHghgNEmV2E9cvKmUoEOVgxwhmWcJmNiKpEgO+SJq2RAJqSywYDQaGvGGUuKqlF4nGUVTNNBPLWJhS1yqrDFaTTCiqYDQYCMUS+t8MXLQopGIEHBYD3jH/HBV48M4m/tddKy9x5F5kKuu3qP00A5hlA8FIupYml0AjZfxbTcBtKypQlASqCkZJU+kV2mSaG0tmqcWXh6iSIDYW7icboM8TwhWIjmlEIoQVFZdfMwUFIgqjIYVgTOXNjlFiCc1267DKWLSUy/jDCkoCzEZQEioVdhPBaJxoXB2r0FvKoC/Cn21azH0bGrh2sbbD3N06QGzMpyORgGBMQTZKBGMJYnEFT1gLaZQksJmN3LC0DBWJhtICutxh7GaZll4v3aMhnjncTfuAn0/cupSrarWimVbZgN0i88Wtq3BYZNbUFXHDklLuGAuvfrF1gF8f7dOEmuEgo4EYiYSWZfeD1zfw+V8c47rGEkKxBEVWmSF/lPWNJXz250c52ePhv97o5NxQgGNdHnrdQf7rjU4CkThD/gjvvaaGxeV2blhSxvpFWmZQh8XIq2cGWVJh1/0gfnuyH5NB095EYgluXV7BNfUlBGNxTvX7sFtkjna7uWN1NXvbXQSiWp0a2QBGg0RESaTlfHFYZQySRKcryCunB/mLJw9RNZYF+qvbVrO3zaX7W/x0fwcPPHGQ1n4f8YSK3WzUnYbNsoFbVlTQ5wlz5+pKXj0zxIpqh541NVvodvItqh8zeSSTyCWPe0dTJfeur+fsoI/KQoueCRYu5kn5s01LcFhl7fmZZGKKOu1Cn3MfTSN2qs9DIKro2qlfHOgiHI2zu1W779SEd1FFpd8dZm198bhM3UnBJbVYY1jRErk9/OwJHtl9ll+82cXeNhdKQiWiJDjUMcreMwMM+yOc7B7lx/s66HQF+F+/OMYty8txWGTuuKoKf1ShzxPijXMjHO9289qZAfa1DeGwyBmpCjQzS1KgKXdY+Pb/uIYEcN3iUn66v5N3X13Du6+u5bbV1frzfWR3G8GIgtMT5vxwkIMXtOSop/o8NJTY6PeG2LKmGncoxuqaQkwGA7esKEeSYFG5nXODfioKzTx9qJvhYJRedwiDJFFSYKKh1Mb6xhI+dtMSrGYDXSNBNi4u4dCFUWJKHM9YzSSDwcCiMjtlBWa+/T/WERwTBqKKSvtQgGKbFihhNEoEI5qZN5aAkz1u4mqCIqvmp+gOx0ikLDQmo5ZcLxpLYJW1gAZZlvCH47ogkyrQGPWevEg8AQVmI1aTjMkoISf9dcgu0ADYTBKKKmGWL/qF7jvnmu5gvWSEUDMDXNdYgi+S21E4iwsNMDaYJHjqUC/BmIonrDAc1NwTRwMxbl9VOUstvjy09ntREklVZgJV1fLH2MwyiYTmP2SQoLhAxmKSMY+9QBaTgUBEQVFVDAYJAxIJSfPAl9BeoqUVWkIoo6QJRE5PiCdfvwCqyrd+f5pvPN/CUwe6ONAxygeua8RiMmIyat+vKbJxwRXEapJQMVBgNmAAbCYjdrMRm2zgPVfXMOgPU1tsYdAbwm4xMhLQzF61JTbOOH08/N6r+PObl7Kows53PnANFQ4rX797Lbcsr9Druzz87AmePtBNic2E0SDhsMhYTQaQDCRU+PudrYwEIrzQ4uQHf7aBxrICKuxmdhzvxTC2qL//2noWl9u5aUkp1y0qo7mhiLW1RcQSCW5aWk6JzcRX3nsV510BrLKBXx/ro8Ru5lSvR/eD+JNraonEE1zTqPnXDPkjrGsoprTAjN0iE4zE+fZ96+h0BSiyyDhMmvDS3FjKvevr2dxUkZaz5J7met6/vp7lVQ4GvRGMBni9fZgNi0t44ImD7Drp1Gtn/XjfBTyhKDaTkfpSG1vWVOm+NZubKlhUpmVq9ofjVDjMnOr1cqrPo+e2SZJ03L2nuY6SAjMrqgq1xIVjvhXJmkN3N9fhsMrUl9jYcbyPoUBkXAZjGF/AMVOAWSiOwql+KpubKvWEjluuqgYJHn7PVTx3tIfv7Dqjh/Yf7x6ltsSmbdjG/J+OjKX4TzoD945qvjbHu0bHou1aOdrlxhOM8cIpLSz++sWlyAatyvTRbg//9UYXR7o9GA0ShzpHGPaFefCXx6kvtVFoNVFXbKW0wAKSloR0f8corX0+zjh9AHoum1uWV+CwyPz1HSv0Z/eT/Z1cVV3Ii62D1JXYeKvfizcc4/rFpbzV72Fv2yAfur4Bu8XIjcvKWFphZ2m5na6RIO+8qpILIwFebx/mx/s6GA1E2H9+mMpCCxuXlLOs0sGQN8xoMMIf24cxGSW8QYW6YpsuHJ/o9XBhOMjZAQ9nB/y4Q1GePdqHUdJ8JOMJFYdZZlFZAUsqClhSXsDf//Yt3cRjMmiJ90b8EZaU2wlFFSQJApE4R7pGMJuMoEosrXDQ79byXVnG5jSTARxmI3FV03a7/BHKHFasshGjEaxG0jQ6AMUFpvGDRYU+T4SoEscsyyhxbQ1LOjVnI6So2uZS0dphliXeeVVV9oMvA8L8NAPc/4P9vNmR3WE5KTXmknJzYZTgIzcs4h/ev+6S2nYl+d7L7fxw73lC4RiqJBFPqJjHwqtjY8KOEZBNEmpcxWCUKLGZGQ1GiCe0XYPRAEsr7Az6wnhC2utvNUkUWc14QlFiispYYBkRVTvfzU3lmg3dJDMSiFDlsOAOxxgNRJGNElFF2+0EogqFNpPmZBhViMTimq3bKFFg0iYIVLCajQz5ojjMBlbWFGExGVlXV8TJPi+3rqjgxdYBPVw0qiTYeaIPb1jRCr2NhUkGogrrG0vxhKIoCegbDVBRaCU81hFrawt599V17D/n4o/tLoKxOKhQO1aSwSIZ8MYUSm0mRkMxjJLmGNgzGqKpyk6Jzcxf3LqUz/78KHeursQdjNFUVchb/R6WVxbSNRxgTX0xMSVBhytAic3E71ucrK4pBEnixqVlOKwyvnCMAx2j2C1G1i8qYdQfo3M4wJr6Ilp6vSypsFNbbOPe9fW6WUOJJ2jp93L/9Y3sbXcxEtCi1j5z+3IiSpz/3N9J13CAj964iJfOuFhd46DCYdUE0xTzTtI0BJpZ6EjnqB6N9c2drTSU2vRrp+azSZqddrU4eavPy8YlpTz83tU8uruNIV8Ylz/KhzY26jlLknlrktfc1eJkc1NFWk6fhWR+SsXlD/PI7jY+dH0DX/jVCe68qpITvV42r6jALBv4+YEuzEYJk9HAmtoivnbPWnYc7+Xpgz1UFZr1shsFZhmXP8x3XzjD2UEf4ViCNbVFrK4tYldLP7XFNl3g9YVjHOocxWSQWF2nBQmc6PUy5AsRVqDSYeEdTRWsqS/mpTODnOgcRZWg2mHFYIBIXOWfP9TM/3nhDIUWIybZyEggyuamCsrsZiJKnJZeL//juno+94ujlBeYsYztYOIJbWNgNcm4g1HqSmzEEypVhRaKC0wcujA6Fn2noCS0PEwJVdPaWmUjJQUmPvmOpbxyRjORBaNxLf+Mw8L/vmctP97XQW2JjWcPd+MJKzSWFRAIK3jDmlamuthMnzuKEYgDFqPmlOyPxFlWaedQ1yieoILJAOV2C76IwgO3LOGXB7sYCcRQVSgqMLGoVPOz6RnRTLORmCZyS2ha8OiYZtsiSwRjKtWFZmqKrcTjmr/guSE/kUypBu07WT4GwGGRCEVUEmjmpUgsQTSPhay+xMrn72zSTcczwVTWbyHUzADfe7md7/7hTJoq8FKRgF3bN7OyZvby68w2/+/TR3m9fRh3KKp7/ENuf6OkkKNmedFsMoQUsMoSKyodDPgiFFplekeDJFQtT0MSs1HCKF0UJBNjwkmB2Yg3HMcqa8eXFpgIROIU2bQibWoiQSAWx2KQMMtGCqwmrq4r5I2OEULRODazgSKLiepiG8e63aytKeKcy6/59ViMLKt0cPTCKFaTkXKHBVQVVZJwekKUFpgZDcawmA0MeSNYZImoolJcYMJukfnTGxdjGvvsdL+H5VWFnOn3cLzHi8ko0esOE4/HicQ185vNLGOWjVxVW8hbfV7WNRTTMxLinasqOdXn5dv3reMLvzpB53AAX0Th5mXllDnMXLeolJuXl/OB7+/HbpGpclj48A2LCCsKgbDmcPnbE/2UFpi4ZUUFZ5w+3KEo/e4wtcVaNuHtY34Q+9uH6BwOsbjcjiRpGra6Ihv72l0sKi9g+5YmHnu5nd+OCSrxhEppgZnGsgL+6UPN/ODV83zqtmUc6hzVnViTAsaLrYNIoAsiTneYc0M+VKA5w/8lGFV45nA3T/zxAoFIjHgCtm9ZyX0bGnT/GRVVE8rK7dSWXBSMksJS76gWGZb02wDShKaFwt88d5JBb5hzg35CShybycj7rq3XHGABTzDGW/1eyuxmPnKDVs7gqYNapJDDYuQLW1fpwt+uFievnB4iEo/jDsZ477oaPrChkR3He9l7xsVwIMptKytxWGXOOLXK9q+fGx6LaIrxo73nSagJGkoKWFVbRDga48XTQyhxFbMsUVdSwPVLSqkrtrHjeC9GSUKJq6xfXMqi0gK6R7WMvE5vmCKridhYPpdAJM4Ni0uIJVRea3NhNkqakAM0VTloG/RTYTdz84oKXj83jGyA21dVcaRrlOPdHtbVFzPgCXFhJMSm5eW8Y2UFJ7rcvHFhlFAkQiCq8olbl9IzGuTCSAijJNHm9BKIJagrtvDedXX8ZP8FEnEte3zmfGeRJSxGzVewpshKx3CQsgIT/ohCQlWxmow0VTk4cGEU2QC3rNCK07p8YV4540qbGy1GLfAhm7DhsBiJxOIUmCXCMZUcxgSdieZlswEiee7M7WYDL2x/B41lMxfkInxqLjNmWcKcSzeXgSVX7HfmOQ3w0/2dl9CqK8/qWi3zZyjDMy2X7GcyoO2ushwQUhhLiGZmeZWd2hIr4aiW7FCSLva9AW3nElK0Am+JhFaSwjYWRqqOnctuNuINaZqaIV+E0WAMfyROpd2CLBsJxeKgqiyvdGCQwGI0EFNUhv0RDl4YhYTKsV6P5h8UjGnq9S43QSWOP6ZVFB8IROhwaU6Io6Eo1y4qwSBBaYEZs9FIucOMEldZVGrj8Vfa+NbvWnn2cA/NjaXUFFu5aUUF29bVosRVFpcVEFeTfSRRV2yjpthCKBpn/aISWnq9VBVZePH0IIU2mS/86jgFZiMj/ghGSaJ9yM+Scm2SeeyldtbUFoGqctOycvafd3HLcm3iNMkGKh1mhnwRzLKBr25bzeYxH5XNKyvYflcT39l1hp+90cnhLjcA1y8p1c0biyvs3Hd9A2tqi3j0xTbOOH3cuLQcgyRxbWMpFpPmT/PymUHe6vfy6ItaePY3nm/hGztacHrCfGfXGfafu5jnwhfWtEVadIWPH++7kGZOSqa5X1HpAAwU20z820ttDPsj3L9xESbZwK+P9uENx+h1h9iwuIS/ee4kT/6xg1O9Hs4Nagvu3jYXJTbTuFDx+U5qGP2nb1uGL6xgt2j3VWSR6fOEWFNXRKXDQtugn49sXMR91zXoPk1bVlfhMBtZU1fEi60DaQUsr6oppLXfSzASZ9AT4R93thJVEphkA9uuqaW2xMZ71tVwdUMxL58Z5PX2IX62v4tdLU5qi60sryxkVW0hgajCH8+NgKpSaJNZU1vEP39Ii545P+THYjDQ5wmzrMrBmtoiXu8Y5rzLj2es6O2gL8ytK8qJxOJ8ZGMj//v969i0ooL6EisRRYtstMgSe9uGGPSEKXdY+P2pfnzhGJLBwIc2NnLXmho+ddsyrWyAKqGqKkc6RzjQMUrzolJuXFpGNC5hNBp48vVOdrcOcbbfSyyeII4WFdTvifCT1zswGw36JtdogCLrxaU2omgFjJW4iqqqrK0t4pvvvxqHRSaiJKgutHKix4PNqM1XBztG2Hm8jz2nXePmRkmSMBiyrz3+iOaL4wlPLtDAWB6aHOQr0IA2T1/JHGtCqJkBWvu9KLl0eBnkM7gAkJj3eWocVvlihUcm9i+S0XYbubRdRRYjFlnCaDBwtNtDNJbAG4lTYjOl9b1sgGBMcyIMxLRJwzAmKBVaL9qQPeE4dqsRf1jRJwpFBXdIwRtSCCkq/Z4wT/yxg2AkTkTR6h6FFS3PUFJOCykJEgkVd0ghpigYkJAN0FRTiCeg5Ybo9YQxGw2cHfBRbDXjsMp8YvNSmhtLWFJh1wrnBRRCMZXu0SDHut1j+VtUhgIRLGYjnSMBSu0mHFaZu1ZX01StpWN/99oaqgutvP/aOvrdIexmmc6hAH3uEJ5gjJXVRRTZZK6pLxnLSqziCcbocAVYv6iU19qGONnj4SvPntQT2N24rJwV1Q6WlBdw97/to3skyKleDzcv13LreIJR3EGtPtCKKgfvWVdDWFF4sXWQDYtLONo5ilk2oChxnJ4wBzqG+eAGrUDrJ25dynvW1bDzhJNwLI6ESq87hCekaQheOj1IOKIQHxsIu1qcvHl+hLZBP2tqiymymriqpjBtbCQd0ocDUT56wyKGfBFsJiN/8eQhvYhmIqFiMUqsrHHwhV8dp98d4plDPWOO6hJ/POeizG7iUOcI9aU2PRvufK/9BOhOvd94voXHXmqnwmGmocyG3SyTQDO9xBSVXx3uobLQwr5211gemRF+8scLfOTf32Q4EOVAx6ieEXjD4hLNLHWomwFPmM5hP7881M3xXjcxRWXD4lKOjWV2/s6uM+w9O8R/H+5lX/sw3aNBhgNRfOE4cVXl2sZSim0m7BYtB0qpzcyjH17PP/6ulRM9HrpHQ3gjcYqsJkb8UV441c+oL8L5oQAjgSgFJiOxeIJfHdai6DpHAjxzuIf97S5kg4QBlVg8wbmhINE4hOMqhzpHx4TlIL6glmXZLBs41DlKrzuIOxxFlUA2SAx4tcKuSkLl45uWUGAyUlwgY5RAMhioLtT8BI1o81c8AbJBxWLWagEqCfCHE/piK6HNR/6IQvtQgIgS53uvnmckGMNkNNA2qGkkfVGt9IAnHMefoopJnkcGYopKWJkZE0FmVFSSqZ49noDtdzVdcnumixBqZoDVtUUYZrgn7SaJV84MzexJLzOra4o0zcIYSeEhKdhYjJpN12aE5NKRuSGQgCqHmRK7iaaqQqKxOH3uEP2eEBJou06zdkaLQYsaW1Ju001ZSNpOSZbAgKRryiTAG1RQUWkosWi2aQmCsfjFNqhaRAJomp5Cq8wtKyowGjRn5eQkZrfIGFBREtokiCoRiSosqyzAZpZZXFZAWYEZbzDG+SEfDSVWzg/66XeH6RjyYTBobSy2yiyvtLO80k4kHmfHsT7CUa0QqgFIJCSWVzpYUmGnczhA10iQ188NaXldutw4LDLReJxeTxi7RWZZpZ0/u3kxt6yoYHmVnZM9HrasrsZikkioKisqHWxbV0s4GsdmMfL88b6x/B/QNuDn//n5EXpGg/zfV87x6tkh/sf3XqfPE2LQF6XMbqbIpuUK+d3Jfp4+2MO+NhdffvYkve4Q//ZSO2FFxRdRsJpldp5ysml5Oaf6PHznhTPcsLRUE1Bqi1hSoYW8omr5meKqhNWo1c+5fnEpDqtMZZGFs4M+vvPBa6gYy/ibxCwbMEpaiP4rZwfZuKSMkUAUSVX50x++weELo9SWWOn3RTlwfoRSu5lgLM7qWgeVhdaxKEMJ2WBg2zV11BbbtKy7p4eyOhjPN5JOvf6wQiCqpUkospn48A2NVDgs7D8/zOOvtLG4rIBzg358kRhHOkaQgGeOdKOqCc4N+RnyRXCHY7QN+nn8pXb2nXURVhQMBgN2s4ySUHF5I7QN+jjt9NHa7+P/vnKO1n4vNpOBxeV2qoosFNlMrK0rpMJhosJh4VSfh7++YwU3LSunzGHBZJT42I8P4AvFGPSGqS2yUGzVfGLOu/yYZSNdo0HicU2rYRqLjjQAg74wNUVWfvTaeV49O8SgP0qBRcZiMlI6pi0xAv5wDE9Iy4bb5w3zersLXziGyx8lHlfxhBRMBgl/JM65QR9Hu0aJxxO8fHpQ8+WLaabad64sZ8gfIxrTzNjFNpmqIguFVjN2s4x/bBebGPsxShe1yQkVJFUT6s0GSMS19BL1JVb8kXhWYcIogdEIKyoLKLGbKHeYMeVnJJgx7OaJF7uZXgunihBqZgiTnKddKU9GwirHu90zes7LzRd+dUKvLQLojm2gOfsWF8hUFpnJtdGQ0V7iUEQrmXDe5WfIHyWegFAsrjkcx1WMRm0YVxdbscoyQ74oBWaJBJq5ZmV1IbEEjIRixOIX26KoYDZIuPxRHBYDxoy3IT52jMloIBRTaB8McLLHjVU2Ul+iOe6V2LRIrfhYRirZaKDCYQZVS8pY47Aw4AvTNRrEHdZC1g91jnLa6ePMgBd3KM6gL4bNZPz/s/ffYXad5b03/ll97V6mF3WNuizLQjZu2AYbU2JijiEOKSSkkRx4T4AfnJwk1xtOzkk575UEyHvSeBNCyUkCCYTEDgRjHGNsLDfZlmVZvYxG02d2L6uv3x/P3nuKRrZkjzQeZ77XJVuaWXuttVd5nvu57+/9/ZKO6vgBHBstcXy8wrl8jWNjVZIRlXRcEP9SUY1/e3GUwekqdcfjiVN5fnB8Csfz2dSVIB3Red81fbh+yPqOGCHw0ds28sSpHB0Jg387OMaLIyWiutDnODVVZaArznjB4uvPDPGVfafZfybHcKGG38hCZWMauYpNqe7w1KlpbNdnuuowUrA4Olbm/gOjdCZ0TFXipo3tPD+Up+54HBotcvPGdmQJ/t8fv5rJsk2u4rDv1DRDuTpr2qM8N1TgXw+MYje8vu7c1o0iw1NncjxydII//t4xPn3XdtpjBp0Jg5/94tOMluv8/reP8JV9Z/jq04PcvrWLzT0JtvUl6c9EGczV6M9EGS5anJqqMThdo1T32LtGiDveuKGdd+3sBoRY4T17+lseVJoq8/btXeiqMjvJuKwR1VU+dscApiaynVetTrOpM0HC1Dg9XSVfdVu6KDdsyBIE4IUSE2Wb33vvTrqSEX7iutXsXZvh4FCRbExnoCvBZMWhLWayoT2GLEvULBfHD/i5G9exuTtBzFDoSpjkqy4hEpu744wXxXN0cLjERMWmWHPoS0f4tW8cZGNngl39KaarDrbjU7Y9VmWi7OhLM1Gxcf2AiuVxZKxEXzZCKImyf8rUkGUZNwjwAvj+UWFZAGIhk45oZKM6dV9w7XxAUyRcTyxkwiBk/2Cef3h6CM8LkGVImCpJUycIAsqWx9npKiNFi5fGyjg+TFY9wjDgkePTjJVquH5A1XZRJeELl6vYBGFAYh7fwFQl1ndE0RSJqCbhBGDZLj88kcPyQ+puyJnp+gXvZRiKBZbtBUR0QYa+0qzY6iuxhcOA//Xtw1fmZBbASlCzCDg8WqJ60XWli4Musex1an7n7u3nlZsCREBhuSHTZY+JojOH5DsbHo00rSu2rzpCy0cCtnansBvRUKHRFXU2b5GvWVQdn4oj6tFBKDFcrKNKIdYCis8Fy6c7ZVJzRNdDvNHe3fwDUHN8bA9KlidaJv2A4UINTZEo1AO8EBxBwSFpqmRjBpm4juuHWH5AJqbPeT6kMOTUVAXXm2katryAhKmgKhKhJIiNtudT9zzWd8TpjBsU6y4nxiuszsaIGRqdSZM1mSgxQ2F9W5RfvX2AvozJU6dz5KsO33phlEeOCg2ZnX1JHj0+xV89dhoIGyUbn7GyRa7qIssSxycqfH3/OUD4cwUhdKciLYXTIBSTgaEppAyNMAg4PVUjqikUah4h8MJwgXREcHOu7hdBRDaq89kHj/OxOwYo1F1cP2C4UKcjZnBktERX0qBQc2mL6wwX6gzlRTkqV3U5NVWl5njs6E/y1OkcsgxPnsxxfLzMP+0/xz8+fY5/OzjG7tVpbtvc2SJhRnWZO7Z1cetAG/fs6ed/3bOTZ88WeNPaLC+OFDkwVMQPZ4TFmpo5Tf8fx/MxNHlORmg5o6UZ4wa8NFwSCrxeQExTMDSJhKHwNz93LXvWZtnRm8TQJExV5g8fOEZ3ygAknjmTY2t3gprjEyJsTwxVZn1HnKrtEQCWG/Cn3z/J4ydElnlde5RQgmPjZR4+MkkQhjie0Kmq2j5dCYMfnpxG1yQeOTrB5u4kpiZTccTz1JU0+OozQzRpIyFwVX+aTNRgfXuMNW1RVrfFuHF9lo6EialKnJmuUnd9qpZH2XIYKdZx/YB0VBWyCrqM4wlROjcIW0H6qckqo6U6+arLdNUBQrJxE1WRyddcjo6W5oxnuZpP1faZLrt4QUjKVFumxhU3xA8k1mRjxA0xkhiKRCZmEDM00jEDyxOl8do8L8D5YnqzIcqFPrYbMFG0mCw7r2h30MRF0j5fM6qN8XqpsBLULAI2dCR4hYzcJUNVZa5bl13cnV5hfGXf4AXrtCBe4Ffin4XMrek2t39ptIgmn//5mligtQYD1w+pWh41N0BXJeZz6jQJYewYQtJUMDWZ9oSGoUm0xdVWurh5Lr7v4/shvui4JqaJ1V9UBzcI6UlFuGVTB6enaqRMjbihMl60aIvPrNhqXkitcWFMtVGC02Q6EyZly8NyA4o1m5ih8d6r+6nZ4mdTFQvbD8hXbWRZYmdvEkkRRpRuCJ/8xwMcGilxbKJC1RYia0fGyiQNlS/vG6RqizR5se6ze3UG2w95fjCP7fniHHSFct1jc7fg4SiKTDamk685yLIkgpxkBBDPpyTLxHWFw2Nl0hGNqbLD949MYKjCfFORQyqWx6nJCmdzNf7luRFWZyN0xA1hzDeYY01bjGLd46q+dEtK/46tXagNInVnwuRzDx6navm8fVs3vhfSnzLxg4CzeRHwPD9UIF9xeW4wj+eLctS7dvZyy+YOfu99u/jp69fyw5NTZCIaT56e5shomVJdlFGmq07L8bypWxMS8uTJHCfGKzx0eOIVntDlge09SV4YKjCUq9GbETpL+wfzhLII6G4c6OSJ0zmePJXDDUK29iSpOT41V5hPfmXfGW7Z1InlBVy7LsvfPnmW6YqNH4ZENJmr+lMt4baT42UeOzHN2Vyd0ZJFEAScy9e5bl2Wga4EbxloY1NXkr60yXjFJh1VOTNZIxPTefjoBHVHZGArlscPT05Tt4UCdtNK5sDZPH2pCKvbYrxpbRs3D7QTMzU2dsbJ10X3m+UJ36+K5WOoCqoi0xE32NKVIBHRiJlqyw4gpFH2DAIsN6DmBnh+yFjRIiSgLa5TslzRIcnM2NL8rBeCIkm4IUT0mWteqrtAgKkqdDSaAmQ55PhkBc8PyDSCrNkEXU0SY0ITIaJUNQch5CoOdnD++NjEQvHLRdI+FwWqvBLULGscGs5fVP/+paDuBvzWfYcWd6dXGC/O89OZjQtJbr8cmmFBgMiKxM254lFC3Vf8PZy1reML8loYhgx0J+hO6qQMpeH5JHy3QkRXws7+DMWah+uHDSLjXAJd1RWDmBtANq6BLGFqMlVHDBr7Tuf42yfPokkSLw4XODJWwnJ9Jsoz66kmGdoLwfPFeVdsn/1npoXT76kpCjWPlKlyNl/D8gJGCiIlXbc9hgp1TFXmpbEy+YpN2fJ46KUxjoyUmCjbrM4ISwBdlXFcn2MTZbqTJrYXcOPGdn7+xnVYjsdLw0U0RYzsd2zrJm5o3Lm9i0eOTZGNitF5smLh+iFhEDLQGccNhMz72VwNU5PxgpCkofDUmRzPnJkWJpwFC9cPeG6oyETZQm1IzH/38DgbOxOossT+s3nSEZVsVOctm9pFu/A7NtMeNzlXqLOjN0lUV9m7Nsum7jhxUyVmqmztS1F1A45PVKnUPc7m6lRtl68/e47xss1grsqWngQxU2mZXgqyr1DVJZToSRmULY+NnXFOjFco1d3WdiEhN25oZ6IsvkPTTmE5o+Z4fOTvnqNsOZyYrPLYsUk+fMt63rQmQ0RV6EmZDOaq7D8zzcFzRR4/OcmXHj9DV9JkbdZEliTiusL3j4nOur989BQVS2Qn7rqql4+8dSMjRVuUO0OQZAnPDyhbLh1xA9sN0BWJfzs0xnXrspycqnPzxnbihoahKjx+fJof2dlDshFs+IHI50YNhT1rMkQNrRVM+KEoPR8ZKfL0mRxX9ad46vQ0LwwXeerUFN0pA8cL6EwIromuSjieyCxNloVFi+sFGKoI0jMxDb8xBri+eL90RWoFK5Nlh1zFpmz5rTL57Cxuc2hw/RDPD6jZM9c9AF4crVC2XFE2B87mRIZqouxQa/CbZpffI4aQapiNpoBpEz4zHMQLYXbwdSFcrsSNJsPmntRl2vsrYyWoWQQM5i5cA10IF8O+CYE3NYzklit+5KoLmwG+mqlidprVCwUvpyOuoUnQFdfoiGtYC7ztzdWM5cHJ8TKqLAtxu8Z5mKqErohGradPT5MwZaK6cl5XgaHQIuWFwGTJwVSV82rM48U6Y6UadS9saeioiEEkaUisb4tC499NF3c/hKIdkKsI/7CEqaBrCicmKpyeKOMHAZoiU7B88hWXU5NVdEUGCYIgxPKhaPv4nuAVpKMaEyWbsZJNT9JEluB9e1bxP+7ewYnJMg8fm6JYd1FlhUjDHDCqKzw7mOeG9W1ENJW4IfxlbNenI2mSMDX+/CevIR7VMDQhxmVqMoP5GsW6S9TQCMKQGza0sb49yraeJNesTmPqMn1pk1sGhArsdNVhsmTzvcOT1F2PQyMlXhor8ct/s58/e/g4harFUK7G7Vs6+e5LovsJhDLuWwba6UqZpCLihqmKxJOnclQslxeHi3QmjFYwcnKizFRVdP3cvrWTmKnSltBJR3X+5Cd389YtXfz0m9eQq7l0JAx+/9tH+Jt9g3zue8cbq/Pl3/kE8HdPDopsnxcS02XGyg6Pn5wmbqq8bUsXcUOlPxNFVYTYXLEmfMGeOj3NS2MVdvalmKw4GJrC84N5QbKve+zsS3F8vMyfPHyCd+zoIhPTuW59G4WagypLeEGIJME1qzMEobC1+OpTZynVHb714ihv2dTB02dy2K7P154ZYntvikpdLCiCIKRY8zg1VSFuqOiKCEq1RjPAYF6Yrv7S3+znyFiFkxMVYoZGvuqSimpUGq3aSBDRNXqTBrbnUag5FGoupZpLwlAxVYWYrrZsAOKmMoekIofin82fhIhxKDKPnRvRZda2xUmY54/uCzETQiAdNfDCubrVJcujZJ3/gZCLmzfmf+a1/P7Vwgs4zyD2SmL5izC8DqCflx98eVxsDXTfqelX3uh1jLFinZgmUb2I+ups4acLiUDNx0hRBACmKpGruS2V4pf7rBPAcMFqrVIiGtRdUdu2G6TmmiP2Mz+bZPvQFlUp1Dx8RCBSsz0ShkLZ9pGY8UgpWQGKPJOV8YHupEE2YVCsOiRNGVkSzsKOJ9xwdVmoF69pi2Koggx4dKyM7Yei1NbYV4D4+5nJCoosoSkSQaPV3PJ9zhXqIjOFuBgnp6p0JHW+8+IoZ6erFGoejuujmxodCZ0dvQn+/PsnieoKe9e2MVqs05nQsTxRasvVHCzXYnNXgr9+7DRrslEsx6NQd9nRm+KJU1NUbR/P80lFNZ47W2BNW4y1bREOj1Zx3IATk1VeGC7SHjMY6EpwNie61x54cZytPQlyVYey4/PCUEF0jLVFeXGkRNLUODhcxGzo29y1qxfb83n2jMHZfB3bCZiuOUyWbdrjOlMVh9GixfHxSsMY0GOslMNyAnb2p/j2wVFu3NBOe9zk3r2r+cq+09Rsj8dOTNGbMrBcn7PTVXrTQmjwjYDvvDhO2fbIxDQ64ia24/PU6ZwQRzx1gtu3dZMwVd62tZM/eOAothtwerpK3Q1IRVQOj5WRJNh/JkfCUKkFIYYCB4aKdCUNVEVC6k1y44Y2/uz7J9HkEC8UBN1c1WFdR5yupOj48wJhB6MqCsdGi2SiQhMpE9X4p2fPsaZN2IQ8emIKLwgYzVtMyBaeD+0JHVkWmder+tMcGS/zo7t6+PaLY2RjGt3JCF0pg6dP5wVXxRFB94aOGPvPFlu8PAkgEO9RrSGqWbTEtSrUfLqSBqMlkXJxQ5HhnT8WVN0QY5YgXdUJmKzUkSTxrs7OruiaEL9rjk1aQ2KiVLepORcerTRpbpZ4cVmblw8hcC5/aQv9xcRKpmYR8Gvv2HJZUn09Sf2VN3odoztlXlRAozD3+lzqCsLywhbZ+GI+GzIjn1NzzyfnBYgBZKFsUsny5rQs1r2w1bapKzP7CqBlytk8puMLw6uxokXJCqg7Hus646QiKlu6YmzrTbK6LUa+5jJStDg5XpqRNg8FX0Gi4a+iNMtgIV5D9t1QJfxgppzWDMxUGfIVl1zV5qWxEs8N5gSZ0XI5NVnha0+fQ1dlKrbPgeE8Pzw5xempKsWay0RZcCK8EA4OF5iuOpycrBDRFa5elUGRhE6MqkjEIiq261O2PI6MFnnsxDSmKmO5AaoilJQ3dcfZszpDT9JoBWfn8jVUVcFrkHMlKaRkuexdm2G6ahME4t+/963DfOmHp/mrR09zNl/n1s2d7FyVIqIraLJo729e7+FCnbipNUphIc8N5Tk8WiIIQ545M81Xnz5LzfE4cLbAuXydmuWhKjJJU2Vnf4ofnphiqmQv+/JTzfHoS5toisTW7iQDXXEUReKp0zl+9avPcWS0zPNn8xiqQnvc5FN3bsYLQ1a3RUmaComIzk9cuwpTVUhFNGw/JAwDqm6I5bm8NFbmzHQVy/b4l+dH8IMQy4PbNnU0LDVMepImhboDUkhEV4kZCtmoRiiJjsN4RKXmeEyULPYP5omZGjdsbEeVRSbOafDXpqsOfhCiyRJnpmv8zc9dy/HxCqokYzuCfF6uewSEVB0h7+94AS+NFkmYCrVGo4AiwS/fuoGIqmC5IjMSbyzvTRUKNYeGDmiDbyPe5/lj+HxBuomyi+2K7GyI8Esa6BB6UllTJkS8t8327srLBDRwYd2Y5YD2hLFkx14JahYBn3nw2Bw9loXwap7P7X3Lu/z0nUNjF7XdhQKIxYahzKQm/fDi7snsgUxBKBTPn+ea+7H9uftUJehIGMR1hbguEwQhmiq3AijbhyMjZbwwpOYGbOiME9PVlkNy1Zs5h46EgeuJlef69hhSQ+QvBOKGStkSys2zzy1pqmztSRDRlJZJ6ETJpmZ7Lc5AyfKRG1ff1CQcNyRfsTg2UWG6ZuP4ATFDoz2uk4nqPH5iUhCfo0Is7Vyhjh8KC4SYpgqtHsT9rNsehqawsSPWMBLVcb2Q7x+bpOr6IpiVYFU2xkBXnLa4wabOBOs74thuwJf3DTLZ0MSZLjs8P1Tgzx4+Qb5qM5Sv8pc/OEW+avO5e6/mqv40b9/WxWfuvZptvUl2r85wdrrG+/b005U0+cDe1Xi+cIXff7bAd18c467//RiFuitE33SFjZ0J7tjWzdf3D2O5Pvm6y/GJ8kU8Ja9fPHBojC3dSe7Y1sXNAx0MdMYp2y6253NktMxUxcbUFG4aaOMr+07zy3+znzVtUQhhW0+K9rjO949OiHJJzEBTJbGACKHuiAxG1fY5k7O4bXMHEpCNqWzsSjBddRgvOXzhsdOU6x5hINGVNLh9Sxc/tncVnu+Rr3l4fki+5lF3fBwv4JGjE0yUbHrTUfxmlhIhvzBdcZko2eRrNn/5yElu39aN7QXkLY+a7bP/bB7LmdF48UIhcpevOrTFNQwFPnvvVTx5ahrLFYKXtutjhxKGLNTG642uRFUWC4gG7aylZTVbRG82mrw8P2zYvQBTVZst3QlylnjHfH9hnZc3iHoAIK5Pvuos2fFXyk+LgOvXt/H82fyi7/foWGnR93kl8Vs/so2f/eIzl612e6mwfbF6upQTmr3ppaR/9UbAUbaEgWUQhER0hbFSfc4+Q8BxfSZKdR47HpCMqEyWbcH1URolr5gw5nQDkIKQc/k6kgSeB7omE9UU4RvDzOAoA47vEwYh6ZjBeMnCBSq2jaLIKMFMO3M8olOxXOpuQEdCRpIV8H2qdoACdKdVVEVmKFfH8kJsz+bREznWd8RYnY2Rq7kEQch42cH1fEJZIvBDJE3m1GSFbEynM2Hw1JkCO/oytMd1Ql8wpAc64/zo1X1896Ux1rfHOVeo8ZaBdg6NlEhFVDIxjW3dScq2x4MvjaOrMqamEPiipfjho1NkogZf+vnreODQGLmqwzNncmzsiLOuI8rB4QIfvGGtUDgOA2RJImmqPH1G8HRyFQdJCvGiAUdGS4wU6mxtSP+/ZVMnn7xz8yXc9dcf7tzezf0HRsjERdb3sZNT2E5AseaiqhISQtDxnj97nImShdYwcfzA3tX8+5FxRos2Y0XxvE1XLLxZRrMb2mMUai7XrMmwd22Wv3jkBCFClfsvHz3FqkyUl0ZLtMV1RgoWigR3bl/Dj1zVwyf/8QBDuTqKJFq8NQUius50xUZVJM7matiu6OojFMFEM9gACHx4+NgUI0WLAFFSsjyfDR0xzkzX5lwDqxG4KHKALMHHv/aC4NmFM4sp3xfl26b3nCqBrEjYruAFKQhybpNfE9clLC9saFjNrCRa+0OIgTqey4FzM/wSHygt4DnwehkjFwOSBLdv7XrlDS8TVjI1i4DRknXe6n0xYC3z1PcfP3R8qU/hPCym6ehCaAYVTiOjU3GEjLkTwHTFZazkzNlWRgQulgfjZZvjE9XWwGj5YqVYtX10VSFsEIqrrpBszyZ0dFWm5rgEjQ/JUmOAlISE+pl8Ddf3SUc1gkBo8ThuQFtCJ6pLqAr0JaOUrADPh2Ld4wPXrmqNsj6Qq7pYjo/nB60Mj6lKnBiv8MMTE0hhSG/KbGjQiAlCVSSqro8shQznBfG33iCEns3VsAPRQl5zfb7yxBlyVYcnT0/jeAF/s+8sAKam8JPXreGT79jMSKGOLInJ9IYNbVy9OoWmSKRNjcNjZX7qL5/gWwdH+ekvPEWh5vLMmRxPnMxRtXyebZBbd/SmUGThIrwqFUFTZOIRhQAxiR44V6QtrpOruXzwhrWko9obwvvpqVPT/N0Tgzx8eJxnTueZrjlIhBBK7OhL8MXHTzNWrGN7IY7nU7Vc/v6psxRromTpt8iywlDSUAVf5t69q/n2x27mho1t3Pf8MLYXoMmgNQJHx/fZuzbLZNkhCEPcIORrT5/lnj9/nImyTb5q4QcSpgp+KFGoOWiqTM0J0ebJL8RMlU2d8Tntz2Hoc3Kqiuv4jVJPjFRUY0NHjMgsnmPY+iM8kJrE/BDmSHH4IUQMBU0RpaW6K0pYfigCmuZ6SEJYsfzmu7ZgzRPZmj2h2r6wOrjcY87rDaZ26TzTxcRKULMI+Pkb110WVceJsv3KG72O4bjhslyBvBbZ8flZmNmYH6KqDT7Byx3OCcAPQyBoCReCCJimyg5ly6NiBbMcycUq0w9Fu2rNCZgqCTXWiK62+D6ipTTED+Dps3mhrArU7ICvPj1EVJ/ptfD9AC8IhLYHIn1etn3qXkCh7jNatNg/WGh9R12TsBuTX9kWAQ6IbFXd8TgyUmodz/F8zuXqnJioosowVrTQVfD8kE1dSZ49m+d/3n+ImuMjSxIpUydXd9h3Kk8mpmHoMi+NFnlppMjjJ6bQFZHBycZFuW68XGfPmgx37erl+0cnqNkBz54tsqYzxtu3d/GFD+5lfXuMvrRJKqKxqz/De3f38q2DI4wXrWVvk3DfgRGeHsxzNlfjyTN5ao6HHArex5pshOmKQ9JUURWF7pSBqSmULI+xYp3BfA1FAkNt+LgREjMUYoZCTzqCrso8enyKb+wf5qWxEhXLJ0QiHtGoOj5xQ2PfySn8wCeqK9Qdn1zVxfGEaKMfiPtv6joRVUZVZDw/aJV4ZmdAYoZK3fPRGpOlBNRd4VvV9Iw7m7co11zKloupyxiz1OYkIG5omMrcbOZ8Sf+y7S/YQQlzO6A0BX7320fQ5rUkzX7HX4mS8EYqOc1G1YHnLkPl4mKxEtQsAr68b/CyTN63bOq4DHu9csjGl1/3iCZfHEFvMQYkN4By3XvZfUlAXzq64EA7exU5e/sghExEYaoilAjtAEo1V2jSNKA2NDxAbDt7wC5ZPqVZfahuIAiXlbqHoYLnBTizmNVhKAI0GUiZCuva4yQNBc8P6UhodKUiXL8+i6EpTJQdvFCsdDVZwnJF9qiZhWmPC/XanpRJse7w7Nk8//biGEO5Gpoik45qHB0to0hQtnxqtocsNcikQUi+5pM0RUeN7YfCEV2Vue/ACO0xDccXXWmTFYdP3rmZHxyfYjBXI9fooPr6s+f4zqExchWXx09PU1n2bd0hm7riZGM6/WmTRCOwlWVhDhs3VU5P1ojpCoosyKxuIIJpmZCKEwhfojDE9UNSEY01bTFcN+C+54cpWx6dcUEKVWRw/JDpimjpnihZyJLoVqpYPnFDoWZ7FBrPvBOIrEmxahPRFVxvhmRbrHst0TkZocK9uTNBvGE70My+zM66WK7I3IyVbMp173yT4cBrdQhIiCzkK91e8wIrHN+HTFRr2a7Mhy6/coZmOS74LhajxZXup2WNn7l+zaI/oIoEQ7nqIu/1yuLgrFrycsGFLBvmI2RxXp4AzvOcmg1NhsHpGh1JDV1mQR2M+fvTFCjWfVRJPEcq4ntNNoIcEBOBrsiiM6ouLBEuFFyFQNkOBKdIks7LOPlhw2EdISLoeD5VR+xzuuwykq9xZLxCqSH3LAEbO2MkTI03rc2SiqhEdZm6E5Kv2fSnI3QmTZKmzunxKo4vVu1eEPC2rV387w/sBmiUz2Q0RWZDRxRJklEkqLlewwEc8jWXZ8/meeilcQ6cKzU8enzGCnX+5/0v8effP4HteJTrQqCtZnsM52qEYYDj+ku64lwMvGdXH21xg629Kd67u5+4qeIHgtA6XKjz7GAeH5iqOFQsF0OVWs9B3WuQX30JWZJQZYm655OK6OTqLnFT45/2n+O5oRymquAH4nmVEXYaGzsTraBVkYUlSVP6afZ46TaCknqzbQ9xv5uuJgEwWrR55myOXNXlQhBGs3IrsPfn/a7uNZSGefmAYvZ7cCG5/3VtEQgXzkTLiHfCVP/jTrBvGVg6e5HlXzB+HeDL+waFUdoiRjZhCKsyscXb4RKgLaaTry/3le6FsViMp5dTo27+biQvuDjuLGGurCnTloxwfGJu8NtMsoQhxA0J1wdvlpBgkxtQnuUE3OQKKFyYEB0iVuwLdX004YeI0sIsTg6hKHc1ocgwWqhRd4UUfk/K5Nh4RaxsAzhXqKOVbSr2jGN6CNSdgH95bpiXRorUXZ+aAzFDYW17jLrjsyprMpSrU7d9ooaCLIXEdIV0ROPfD09QsTxkKaDeWLB/7/A4UU34/6zNRBgv2xQsj7aYRohERFcYLy3vEnBUVxnoTPClx09zdqqC48/c3ba4zrm8INVKEnSnI5zLVVr301BEliUV1bh2bRuHx0qsbotwcqJCR0zn9FSlkfmScTyX9oSO7wfommiVPjouHOjxOU9DSpNm5A/8EKbKtiC3z3oXQhqZ00bAXKx5rechpgrPpDnBUQCuHWCoDWHLRoykNnbmXiS55WK2Oj514UxE0NjJy8Rfb3gM5WuvvNFlwn/UQHJR8TPXrznfn+M1QpJg3+nlLb43n0S3XPB6fCnCWX+acEOJ05NVYgvIGZmNL1GxBVFZQmRtZmfT5w/eakO1dT5mf8b2mlmehc9TlYQKaxOz+QtGo9wlIwjUfgj5usvRsUqrhCDKCCHFhkXF7HMMANsPeGYwL7pwQnA9H98NqNseFcun5oqMUtn2sb2AbMzgG/vP4XhCql/TVDRFomL5DX0dmZiukKuLgAZguiravNe3x/jMvbsW/qLLCMcnypTrHi+NlsnXXCH0qEpYrk+yYVYky1CuO5TtmStuaAqmJtEW1dm9Os2O3hSTJaEblKsLaYDxok2+KojA+YojAlE/xPWhWBM+TE3Mz84YqtT6mdMIQHRlRjk3pklEZpFWZnf3VWcFNBJzsyu2J/bX0plpHG95jkbLDxKwKhNdsuO/HsfvZYc/+u7RBaWwXwv8EH79nVsWd6dXGHFzeSYCl8vgV7ZFOn8hSQgrmBsEyUBEl1qchYXg+iHJBe7Z/Ax8NqoShucPHgqCGxNplMiaOjpNhEFIOqoShJA0Z6ah+df7QtdflYTxoDRrr7YPg/kaE2Wb4aYsbAN+KIxPPT+kYntUbJ+IKgsZfkSJomw51NyAycrcjOJ4yWGkaNEWXzoRscXCR2/biCKL+9FU1LW9kMmKTbnuYKoSpiIzWXbm3FPhBh1yNlfjn587x78fGefFkTLFukPV8piouK3SoxeI58T2Q8q20Ixpcr5mQ5ul/VJboLQTBGJBJzqimMPtgoWf3RBIGMp5ZrWXQ4HXVCUSi+1e/AbEDxsu7UuBlbuzCHj6zOWpu//NvjOXZb9XCp5/OYaVFbwa+IiszSvdkeJFEGMDfNJRHbmh5wFi1e0jWmIrls+Wzrjw1mmQk01Nxg+gUPPoTpmUrIsrBaiS0PuQgXRMY6LsMFWdOUdpVrfXgucagO35LU2SXEMttsl7iOgaYRCQMOQ5k2IIZKP6su9+Anjg0DiWKzJfRmPElxAZsbob4gchXhiiSOGcgLJRDWwYiFYoNwIMyw2ozNJaiSrzRCdlifZGk0BsHq8kDIQv2ULil03irxcKAq97CfX8ku0TbfBpLicsL6S82O7FbzCEwLXr2pbs+CtBzSJgoCt+WfZbWez0zxXGSHF58xEuB3T59dPKudB5XIxp3nQ1ZKriCHJxo17leiFtMY1iXazQT05WQJJwg5C4IbXKQgDnZnlvNdteLzQQeaFwfdYViXzlfJKCD5SdYE4pYnYp2AtnRNtChCu6N6sUMVVxUGQZ1w9Q5l2QsWJ92Xc/1RyPLz9+mlpDbdoOQFekOS7TXiACnNq8rzr7cjjeDJdKkub+ru7P/XfJ9pHlBmnbm5t585hLWH85RHSZS0n2VmY9B5eK+fd+Ba8NDx2dWLJjrwQ1i4BTk5XLst/RgvXKG72O0Zlcfi3dlxtN7sBSYc6qmfMHgFewo5nzWeFvJSY7SYLCLGakG4Jlu0iIDNFCn4/roKsK2Yg8Z1KZP784nsgiNH9nKCJwme2rNXu/C2lWNreZX35TZIhqMpqizDEhBKg6PodHl7eq99f3DzFdmSv46DUIs82MlSpzXumm2cGkycKRuitp0JnQ0RXoiBn4zJSSslH1vGd6omRftBXJQpCBih28Ysv1YmExmzxWAGenl65zdyWoWQT84fsvD5mwJ21elv1eKZQXkANfwdIiBGaHmotxh1pdLIhMj9IUT2tkRS6EugOW45OvB3N4O/M/oiiCGOo3fpeKaCRM7WUnootZeCuSEBLsSEYIQyHVP3+XW3uSF7Gn1y8ODBWIzuKAyNLMvWp2vLXHDWLz9FgChJ9XEIrOOcsLSJkasiwz3HSwDgTBuLhAh+P85+pSEyGL8VxeaHJbScpcfly9Kr1kx14JahYB912uuvvlkCm+gvjvP7J1qU9hBfPQ7Aa5XAiAbEy5qEnJZ2ZyXQi6DBs7oucNUvmai+O9cmm2GVzNxuzSlB8KsbjBqTIVZ0YXBSAb1bhlS+eyJbs3saEjQX4WB6mpR9T8EzEUrIaYosJM+dFURLbND8X/8zWX45NV3HlpMNtbOHCdf9UudSRbjMBjIWftV3Mur3e8FgX0ywXrQqqEVwArQc0i4DzlykXCSHF5l5/+nweOLfUprOAKI6JLTFX8RRlYQsD2AtLzeta9QHTxNKFKQvlVmvfZZhv57J/PVxmoL8AlURDkYlOGt21dOhGxxcDJyfJ516XZ6hwCddunartY/kyQCcJ3bD6aonYXM4m+1qrRYo2ob7QAZiFcjAL6lYQmw+1bu5fs+CtBzSJgXfvlIQoHy9wJrWItnf38Cq4smsJ9NSds8W1eK7wAhvIW46W5z9H8tyIVUYioynk/d8O5zs5wcQOejwia/v3oJA8dXjrC42Jg16oMyry0yWxBQx/mZKheDgHi+rnhTAZElSF+CS3Or8OkwuvynJYzslFtSTOcK0HNIuDho+OXZb/SQkpoywg7ejNLfQoruEJoTpCLvc+LQa7mX5RytaZc2gQWhMLzajnjfXv6F9VpvHmPm/dGONFf/DV6PS7TXo/ntJwxXnGXtGtwJah5nUIG1rQtb5uEU1OXpytsBW9sXCpH4KInpXkki1c6jOWFyz6oAehYSHJ6BSu4jHjk2Ir43rLGndsXv36oyHDd+uyi7/dKYpnznFewBGgSVC8L5on0LXSY6DwVgn2nlrdVyQOHxpj4j2xCtIIlwa/cun7Jjr0S1CwSFruE6Aaw6TKJ+l0pmCty4iu4RCxEUF0sXEzSpTZv/n9+6PKohV8pvGlNhogurQz0K7ii+J//enjJjr3yrC8Cvnd4/LKIRP2Xv39+8Xd6BTE0fWEn2xWs4Erj1SSA3rOrd9HP40ric987Rq7sLhs/sxW8MbCUXYMrQc0ioCd5eUzvbtvcfln2e6WgrDxdK1jGkIADQ8WlPo3XhobJ5ApWcKWgSPDsYGHJjr8y7SwCtvddni6fh44sHdlqMZCNLX+H4xX8x0UIJM2LccN6/eJjd2xaaVlewRWFJku8Y8eKTs2yxoHLVHe/a1fPZdnvlcLt25a3cNkKVnBkfHl38P3w5DTr2s/volyhu63gciFmKPzo7qUr26482ouAI2Ply7LfF88t79T3tw6OLvUprGAFrwk1e3m7dFcsl6Hc+eaCqrqSv1nB5YGqKksqWrkS1CwCfuSqy5NRuXZ922XZ75VCdyKy1KewghXQHn31JaRwmc/9T5+ePs8aAoTy8wpWcDmQr9or4nvLHWemXpvNevQC7eD7Tky9pv0uNQY6l7d44AreGJiqvfo+8e6EuYhncuXx0mXKIq/g5SEv82D4tUBTFA4uoRTCSlCzCDgzVXtNn59vqNdEJr68lUA/8taBFZLiCpY1ahdrjPQ6xbbu1FKfwn9ILHPbvteEquODvHShxSUf+Qc/+AF33XUXvb29SJLEP//zP7/iZ77//e9zzTXXYBgGGzdu5Etf+tJ52/zpn/4pa9euxTRNrrvuOp566qk5v7csi4985CO0tbURj8e55557GB+/PJ5Ll4pi/fIodo4X7cuy3yuFz//g5IqvygqWNXb0Jpf6FF4TtvYs7/NfwfKDBGzuSizZ8S85qKlWq+zatYs//dM/vajtT58+zbvf/W5uu+02nn/+eT72sY/xC7/wCzzwwAOtbb72ta/xiU98gk9/+tM8++yz7Nq1izvvvJOJiRmy0cc//nHuv/9+/vEf/5FHHnmEkZER/tN/+k+XevqXBdv7F3/gkABlCaPdxYC3oo+xgmWOveuWN69t36lpDGUlX7qCKwdZgsEFyOlX7PiX+oF3vvOd/M7v/A7vfe97L2r7v/iLv2DdunX80R/9EVu3buWjH/0o73vf+/jsZz/b2uYzn/kMv/iLv8iHPvQhtm3bxl/8xV8QjUb567/+awCKxSJf+MIX+MxnPsNb3/pW9uzZwxe/+EUef/xxnnjiiUv9CouOXf3pRa/jhcBtmzsWea9XFv2Z6FKfwgpW8JqQrzpLfQqvCX/4/quI6Mtba2cFVw6XEv4m9IW3botpfPLOzYtzQq8Clz0VsG/fPm6//fY5P7vzzjvZt28fAI7jsH///jnbyLLM7bff3tpm//79uK47Z5stW7awevXq1jbzYds2pVJpzp/LhcFcjd7MqycULrSQ0hRpwVbM5YT7Dows9SmsYAWvCf/niTNLfQqvCRFdoe4ub17QCq4s1IuMCupeSGSBJpeJikuusnSLgcse1IyNjdHV1TXnZ11dXZRKJer1OlNTU/i+v+A2Y2NjrX3ouk46nb7gNvPx+7//+6RSqdafVatWLd6XmodP3bmZwgIrOk2C9EJ3fR7mV2kUCdqjOlt7lzfJL64vssvnClZwheEs8xLqZx88Tnt8Rdl7BReHkIszfqWxXf0CTS7/+W+fXbRzulQsb9LGy+DXf/3XKRaLrT9DQ0OX7VjtcZO+BUotAeB6Ppea/PVDKC5z0S8AaaWUv4Jljnv29C31Kbwm/PIt65ksW0t9Giv4D4Z7rulfsmNf9qV0d3f3eV1K4+PjJJNJIpEIiqKgKMqC23R3d7f24TgOhUJhTrZm9jbzYRgGhnHlVihV+/wOKD8Eyw2ZnfxVpPMzM01IzDgJu37AwXOFRT7LK4tL1WpIRxQK9ZVU+QpeP3jqVG6pT+E14Ycnp8hGDcbKy7uTcgXLB7dv7eRnbly7ZMe/7Jma66+/noceemjOzx588EGuv/56AHRdZ8+ePXO2CYKAhx56qLXNnj170DRtzjZHjx7l7NmzrW2WEjXHI2kurCnjM0O+UiVIGOfHkaok6pizY52ItvzJfX3ZS1MULq4ENCt4neHUaxTWXGo4XkDFWglo/iNgMSbzS511ZOaSi1UJ9qzOEF1C6sElX4dKpcLzzz/P888/D4iW7eeff56zZ88CouzzwQ9+sLX9L//yL3Pq1Cn+63/9rxw5coQ/+7M/4x/+4R/4+Mc/3trmE5/4BH/5l3/Jl7/8ZQ4fPsyv/MqvUK1W+dCHPgRAKpXi53/+5/nEJz7Bww8/zP79+/nQhz7E9ddfz5vf/ObX8v0XBV/fP8RIsb4gwUqToT2uETMUwhAKC8hH+yGo89IaluuzeZlrTKiyfEls+uXNXljBGxF96eVt9aGr8gXFPVfwxoGMoDu8HMyLiDMudVkZMDcQ8kN48PDS6sddcjj1zDPPcNttt7X+/YlPfAKAn/mZn+FLX/oSo6OjrQAHYN26dXzrW9/i4x//OH/8x39Mf38/f/VXf8Wdd97Z2ubee+9lcnKS3/qt32JsbIyrr76a73znO3PIw5/97GeRZZl77rkH27a58847+bM/+7NX9aUXG4dGSpiaQnVewKJI4AZQsT1UWXrZB8bx5k7pISEnJ5a5xHkYLNtA5WIGiRW88TG1zPkot2/t4tPyi9grSdA3LC5mrDIUuFx2TM3dCm018f+a4y1ZtkYKw3C5zjuXhFKpRCqVolgskkwubgZkKFflo3/3LIdHy+d1S6gNDs2FLvJsHg1ATJPwAsjGdX7hpvX8/M3rF/VcryR+9e/28y8vLNydtoIVLAfIwKn/9e6lPo1Xja/sO83vfusl3gB9BytYBjAUievWZ3n3Vb3cu3f1ou33UubvN2z305XEw0cnOTlZJTpPjChhKMjSwjo0TcwOaBRAkmUyMQ1FktEvVjDgdYqdq9IXNOu8WKw0UK1gKbEmu7wNLfefya8ENCu4ICQERUICEoZM0rg4Vk1nQmch2qcXhLw4fPk04S4Gy3vWfJ3g0EiRrqRBxQrmXFDXD/AC8ELQEEFLyhRPgjZrQ/FAKZi6ghQGTFccQsJlH9RULG/Z1POj2kr4tILzkYou76Bmhan2xsKrnREuNLw1dWkUGVIRA/UiLTVUWZpT82p+yg+hK25w167eV3mmrx3Le9Z8neBTd24mGzOIGSqqIm5wRJVw/bB1310gE9UoWqK47c56IDQFfD+g5vhUnZAgBMvzuWHD8vaduf+FEfR5T1jSVLjIxQBw5Ybkmrsy+K/gfFyzenkLYO5Zu7zHkBXMRcClZ69lXp4AHAJ+ACXLbrnSy4iFXtY8P0TQZajaHs0hM6YrdCVnun8nqkvbbbcS1CwC2uMmvSmDkBBNkXnz+iwRTUZTZkpPhipRd31ihnLeQ+n4QnI6RDxguiqjyTJ/+vCJK/xNFhd//pN7yMQNTFV8YwmIG9oFI5XFzJW83L4kOC/YWsEKFsLXnz231KfwmrDc/ePe6Hi59Z3CwuPYxS6/DAU2dkTpTBoQgq5c+HimCnU3xGo0rASIhV7OmktBThgK23qTJCMaCmJ+e/P6LJoy0+naFtP57qGl64BaGdoXATXHY6RgIUkS6YjGoZEiqqxg6hrJiEpUU9BkiZCQuKFgKjMPqyZDZ0xr3QhNBsIATZHZvsxtEjZ1J/nWf7mJ9e0xQLyMEyULJ2jUchtvmIR4EC8lV9K8fvOzpc1/vty+QsBZaW1awUWgtszbhv7wO0eW+hT+Q+DVqorNf7qa84DU+E8ycv4i+GJh+zCYqzNZtlFkkY0xNLk1ZjYpEAqCIiG9TM+QBMR1ibipUrQ81rXHMTSZnpSJJEt4QYgsiaAnHdV4+/auC+7rcmMlqFkEfH3/EFXLww9CUqbGm9ZmiZoKcV3BD0O8wKfiiMThRNkhlCRCxMVvi+sEhLQljJbacCKiockSty7zVVbN8fiDB46Sr7szD5okvrehSiiS1HrBLsVSIabOBC3z1Zmb/5QRPKZmwLQQZMTqZQUruBA64tpSn8JrwlChvtSn8IaHhAhOFOm1T6jNtVYIZKMaCUM/b4EmA3FNCLbGGynnCx3X9UP8UNAdetIGazJRFEkENE0KhA8EvhhLdVl07JrKTHa9I66zqz/J2vYEUyWboekaT5+ZQldlJAnGC3WmKjYRTcbUFP7ox65eXuJ7Kzgfh4ZLDBctXM/nTL7ORMkmFdFx/ZBK3ScMIaZL1N2ATEQlDELxAkiQKzvkqh5ly0FXJFRFYqLsIsvw+UdOLfVXe02478AwB4eLTJbsVi3YC0BVwA9CNFmCRrt7cAlpGid85ZVRgNBPUJgZKCREnbgZSKmKRDamX5BEt4IVjJbPtz9ZTrh9a9dKB+FlxuwF1mImgKeqLiPFOrFGSiVmyK3Sed0ThFw/FAvEi8G5vM3pXBVJapCDmwvKxu91RSYb14gZKm4QIgExXUaWJG7c2M5E2cbQZPxQfN5yPUp1j4myje8L9eo9azLsHyws4lW4dKwENYuAn79pHX4YEIRQd3xOTlY4Pl4iX3Noi2t0pyI4bogqQdX2iZoqUV0RkW5DSdh2Q2yv8SBpIqPz4VuWr0YNiId8rGDR1BVsvvy2D4oiIcsSpiYTNxRCxEsm8crcmkz0/NXLQgiZEYZq/jsMwlZ2x/FDxkoOr4YjbCrSa5osLlQv/48K/XV6MTZ0nG9Uu5wQvxgZ2RVcFrzWR7q52Ku6ARlDomoLMVMrEN1Htu/Tn4kSBOEcOREJMGSIGudncWwvxPYhokkosmho0ZuDkRRSd0JKDZU+0RkVgBTyd0+dRZYgGzeIGwoEQsyvYnsUai6yBDFDKOffNLC05PSVoGYR8IXHTtObiqApEroqOpmiukxHXCduarTHdSK6ghtCEIZEVIVMTGdde4z17TE0RWqRhFVFpjsd5YPXr1nyiPe1QyKqKwvaR4RBiCSBGwQoEqxvi5KJqPSmI3Qk9DlS1/M/brl+KwACiF1CO9WrtZeazd1pj+k4foihiuAk8SpYx1FDQVeklRewAed12nz2a3duXupTeE1wGg0IK7g8SBryBXXIFuu6p02FvD2zNwWxIDM1lVOTFSKaRGXWCxQCmibjecF5XMXm32tuiKEqGJpMW8IgYaqkIjq254lyWmND24NizcVyAsq2xz3X9POrtw8Qj2gYCkR0QRwOgGxM5dh4hY/87bNMVZZOiXtlTF0EbO9LYnkBhqogI2OoMmU7YGtPipiuMlGyWdMWpzdlosoigGmP6QwX6pyermJoMklTJqJK7OpPkTJVMlF9SclWiwHH86k6PtmoRlST6IjraLKEJgtfqHLdx/FF9qpse+zszxAEAb4foDTiFF0RfJvZD2rJ8vFmqTRXbf+iVkWv9LA37bc0BWLzqBSzy2PTVYcAsVIxNZmae+Gk84XinbLtY89q+V/B6xP/7Z8OLvUpvCYcX+5WK6+ApZ7Aqpep40CCFvel5gYYjU5aU5XQVQlDlThXEIFDyT4/fKrYAWEAugopU2WetaCgAvg+cVNHlQQXJl91CBcooWVjOoYqEdcV7jswguuFvHVLBzv60nzk1o0MF+q0RTWKlsdIoU6x5vC5B49flutyMVjqZ+INgfftWcXW7gS2F6JrEl6DRf78UJ5C3SUEtvcl2Ls2DZJEqe6SjRsgSfihKNMoskJ7wuS5swUOj5V58PD4kpKtFgPHxysYqkyu6hI3NYIgpD2uI0sSCVNDm1XUtV2ffaemqLm+uCaNjEoQwE0b2+nNmEQU8ZLHm0rNF3keEtAe09BVibihENEkYppMwpj7+Aeh2DYb1fGCmc/qikRbdKYLYfYQUnWD88jKs7HSZbW84V8K2et1iI/etpGLpFwsO+jylfNnu9Al9EPOCxjmw1BevllhoWOFjX2bmkxbXG+Ud0SGvyNpYihya8G0KqMvsBdxbYIQTF3CmJcuVyUwdY1sVOOdO7opWy4SIZ4vgiejoTKsAoW6h6ErBCHcsqmDx05M8eG3bGBrTxLbC2jq8O3qT9OTNElGdD52x8DLX5TLiJWgZhEQ1VVOTFbwgwBFkulImARBSDZm0JM0uWF9lk/euRnPD3G8AEmCA0MFuuMGmiJhagrdSYNsTCMT02mL6dyxdXlnaQA+9Y7NRHSFTEyj5vhctSpFvmbj+CFVx0WWJTriGrqqIEshMU3G80MixozmQcxUODVVIVd16cnG6EtHsRuBT8jMYPNyA0sIlOou3WkT1w/QZIn1HXHkBVquohpMVhzcRlDVTLG6gfSq08kSC3OFFESb5Kvd5wouP6LG8l5YPDOY5/17+5b6NC4LXuuC4VLeoZd799viOqp84cnU9uc2K8iIwCGmSRiafJ4YaThr2yCU8P0Q1xcZ6nzVoTcVwfYDDFUmGdEIkEmZ8pzvY8jNbiaJQs3D94NWp1QzGLRcj+mqwz8fGCGqK7iBGG9TUZW3bO6kJ2kQSIJOkau6dMQNDo2W2L06zYf/Zj8HzhX45nPnqDduxETZpuL43LWrl/b40ilxrwQ1i4Q//8k9rMpG+cWb1/Pje1fRnTKpOA6jhTp1N+DbB8cYLVl0JAwkSWJzd4Jc3aEvHSUb0xjoShAgVIf7M1F+dPfSyUwvJjJRjartE9MUXhgu4njipa3ZAQlTo2R5dMR16l5IyfZxPJ8wgExMIxVRkCWJybJN3fE5l6uRr9mtVkRJEgrF6YhKVJOREcQ3c4EUjixLlOse2aiOG8C5fK1Vtpr9ElRdsbppDkJ+KPg/Ncdrbbs2G3nZAVFTZg1ejZ81OVOzESDIda9mJb288wfLB1u6Ekt9Cq8Jd27v5sR4lcTCi/n/0FiMd0hGkG8jmvKKGZvmMZudoHU3RJVnstLzPx4CjutTqLutZgvLC3nqTI5MVKfuBTiez0TRojsVJdkY+ExFwgtFRtsNQFclTF3B8QNMVSJqaGzrTjDQmSAMQyRCsdhTZQhD4obGNaszGJpCVJcJEcTikuXh+yFPnspRd3xOTFSI6Sq6KvG+Pf1oskRMV3h+qEDNWTp/nJWgZpHQn43ywRvWcmKyzKGREkEAU2WHsbLF4yen+MJjp8nGDNa2x/j5m9bhBiH/+wO7cX2fuutzZroGoUj1VW2h77KUD8Zi4A8eOMpIQyfD9kM81ydhqsR1mes3ZnF9n5SpMl6y6E4b6KpMOqozVXF4y0CWMARZkrA80QLv+iGW6xNp1JQzUZWy5VN3PLwgJG7ISJJE0NBbmC3QF/hi4PFDH8cNyNc9ZBk0RayWmtunZmVOVBlu2NBOe8IgaTY6tGQ4m6vPWU11J4w53zuhq6JDANGG+XIO7cW687LlqxUsLfK15d3SDWB5AWVnqc/i4vF6yUJeTP+BooiWaquRPb4YyAixu6gu4wehUOZlbua5CTcUpODZkEKRFclEVKpOgBvAyckKAWKs84IQXZUIgpD+tihtMZONnQn6M1FcL6Q/bfL+a1exriOO7QXUnYB0RKctpuEFITFD5ZFjE2zoiJOJGbx9ezdv3dyJpkhossRU1aY7ZdAW1Rkt1pFliX96dhjbE2Ri2wtWFIWXO2qOx2/ff4i/fPQU+05Oc3C4iOX66IoQmOtJRQiCkLih8q6d3fzg+BSZqMYfP3QCLwgp1FwmKxa6ptAW08jXHEp1d0kfjMXA9t4kuqKwtj0miL+SRMJUedu2LtpiOnFDw/JCMlEdKZS4bXMnEJKIqPzrwQlMTaFseeJlC8HUJFRFZl17nLaYRtURLY6OD2EoWuI9X3BcglCocSZNlSAUg8hI0WK64rVUPF0fIprcqC+LVcnsLgJCOHAuj+P5lKwACSFYpakzXUv9WQPL85nNK5YVGcfzSUdV6o20kozI4PSnDTRJrKICRGbpQqrIr4RXKozoysJE5dmZoeaxr9RAsNwGnGxseac4Hjg0xkRx6TpRXg0uNsaf3QH5SlgsCUVt3gMc02TSER0/oCWo+kqxkCwJ3TLbC/CDkFACWYGOmLqgCKmhSKizmiV8oD2uEzV1VmVEmcdUJFKGRjKiEDUU2mImb93SSRCErG2PsSoTZbJsoyoSoyUL1wsZK9b5wN7VbOpO8GN7V9OZjJCM6EyU6uRrDscmyuzsS3Ltuiw7+jPEIyrHJ8qoioQsy7QlhHBsue5hez4ly+Oa/tSSt3Uv74Lx6wQPHBqjYnukIhpV2+PuXX2cmqpyZrpCEAiRNySVc/k6igydSYN8zeWGdW1kIwovjVbY2pNEkuHsdA1Zlojp6rLvfnrXzh4ODBU4OVFBkSSqDaLKI8cm6UmYBIj0qyJLBAEgSfzcTev54g/PsLZNp+6GbO2JMFyoEdNlLCfA0CROT5YJJbESURoZloiu0pU0OVeoEzVkMqaO7QV4YYDteth+wym94e7mIwYh2xWeDaEfkjBVwpBWN5MXQqHuU7H8Vtt9c1BrlqeGcjaaJAxLm5iqOGSjGrma2/JH0RUJRZY4V7AbhnCi9FW0w/Mm+iYJ+uXanJtkQlWCMBSlOG/e9q4vMlEq4Ry9ntnb+aH4Tt5r5CcovLxpXhMBEH2FjrHXE14aLS31Kbwm3DzQzm/aVzbjm4lqFGvuBUm8zWf3taJJpLVe4VmSAEmRSKgy5Vm2FwudhybR0q2a75Ah0xAPnfWuuX7I6elqK7i6kOHk7P1KQFxXKQVey2sp9MUBmuNc0HinN3TEsf2A0WIdb9aLa3kBO1fF+f6RCUC0aLcrEm9Z14kUhmzuSfHgoTEcz+fIaImS7bG9J8FLo2V6UhGeHZymavuMFets6krgBQFhEFK2PeKawsmJKlFD4eBwibGiTUhIvuLQmzYZyltMlmwkKSSiqSh4BMhkozrXrMvieiGPHZ/m7t1Lw+VaCWoWAXdu78bxAp7T86xpizFcqHNVfwpTl7HdgJ19KR46MkEyomJ7Ie0xg9+5ewcPHZ7gbL7Ktr4k160Tke14yWZb2mTvuuyy73763uFxTkxWGZyuUbU9/ABsX2jMTMo2e9dmiekqddfjubMFBqerKFLI3jVpTk3VsF2bN6/L8sOTIaenKiQiKlXLwwshaUpcu66D6YpNbzrKQGec+14Y4cfetIqDw0UIQ3b2p/mX50dIR3U0RW6tuq/f0MYXHj1NGIIfhsiShOOHeAFcuy7LickKxarVStn7IazNRDA1hULNIVedyeWrkuDrKLNE/URZSYQ5PkAImipTaji0N72vQiCqitZwFZBkERy4jcxSe1RmqvYyA3aDfSwxM5iqDflzWRKryIiuUHEC9DC4oBP5YsQXlyL/s1wCGhBkyuWMR49PETeUK3bNJaBSd0XG4WUiF12eS/RtBsWmJhHXZaaqF/dEzQ9o5u+3uW/HD0mZMjVnpkykMFecE5gjxNm0rWl+L11pfKVwJqiZ/U4t1B3ZRBCKdmzbC1EUiemq28rs+IiFRa7sEUriO/i+MDaO6DImCrmqje35wsZAkelPRTg5UaErYTBctEmaKus74gzl6ty7dxXPDuY5NVUlDEXJXlMVDo+WWZ2JMtygBJTqLscnq6QiGvcfGKYraaLJEm4Y0JbQMRSFTFTD9QNWZSJ4QUix7hLVFSqWS9zQMTQRzJyerjKUr+F6IW1xY8X7abkjqqvcu3c1H3nrRh49McUHr19DW9zgU3du5voNbcRMhf/nnp2kTY3r1mX5jXdvJaqrvHCuSLHm8cK5Is8M5nh+KE8qqlGoubxta+dSf63XDMcLmCrbOF5ARJdRGh0Chqbw429azVTZoe64jBaFVf1Ioc7TZ/I8cTrHWMnCdn3+7qmzOK6wmtBVQYDTFMjETKK6jOWHjBRq/PvRcaq2y/ePTtCZMOhKmnzr4CiKJFQv2xMG69uiyLLE06dzrGmPgiRSu7YnhABrtsuBc0UKNZeKM7ezanC6xlCujqLIxE0RHEkgPLsEv671MoUwR3BQlaBqLTxIV10xcMYjKn3pCNmEMaOJIyls70lc0KnXVCUIIR1VWsf2ghm14lqTOyQJCfRLfdlNVfAFLpS6f71wHy4nrlmdXepTeE24eaAdPwhe8V4t9GxcyvOSNKRWoO6G53uyzceuVZk5/26+HZYbUq77L3vs6AXqOzJCdC4+r+baDFwmqy6aPEPil19B/NIPoT2mokjCY0lTZIJ5360lmiqLIOiCX7vRJq0rCAVgQyKqyeiaTMpUkCSJVESY2jWJw74fcGa6xmCuRl8yQn/GZKArjqkrBEGIIUuMFm1iusyGzhiJiMZUxWasYHF8okxUV8hEda5b344fhMgy5Go2lutRqDtkG76D+wdzOG5ArmKzti3OL960gTu2dvMLb1nHqmwUTZF584Z2IpqKIQuxwXXtMfasyfClD+1lU2cMSZJQ5JDvvDiG5S3tQmAlqFlE/MUjp4jpCl/ZN8jdu/toj5voqkzV8vmTh09Q9wJ0VSaqq9x3YISpqsXJqQqpiMapiSpPn8lzdLSE5QU8dHhiqb/Oa4bjhRRrLnFDoT1usqkrSU86ws0b2/jaM2c5Mlbi4aNT1CwXL4AP7F1NfzrCrv40MgF1z8dQZQZzVYIwpGJ5xHSZIIC4rvDs2QJnJqucmqpyNlejZPls6opjagqKLIn9ZaIMdCboSZmEkkyh5mL7AeMlG0KouqL8EzY0akp1l7rjt8pGCrQ4OkiwszeNocotcl/Z8nAbInqzF4i2P9PGrasS2rwWp/mDn+v55Ko2pbqDLDWzLoL0fKHuKKuhi5Sv+gSzWtyDxvfxQ/D9kLojTibSMLl6RRFCxDFtT9zDhaiyF1qIX0hddblqpegX+kLLBN87PEF3KnrePZ8vMTA/j3OpJaKSffHKxSFwcLhwQe6JPUsjaiHULpDEkQDHDYS0/4X27Yvn29QVrluXFeRXCcwFtGRkIKJrJAyR7Sw7QaPN+nw+j9TomFQb+5Lm7actpqHqGgFSwztJxtRVrlmTwQ8hZWogiS4lSRILKVkWJfaq7TFWsZAQ4017TGeyanO2UEeVwfND+jMRPM+nbHl8/blzjBTq2F7AT1+/lndf1UN30sRQFCq2D4g2cU2RuHtXHxs74+iaTERX2dAZ5f17+/mNd29FV2WuW9fGj+1dxXXrsowWapwr1ombGooszCz3DxbYsSpNW0wjZui0JXSeOJlbIQq/UfDxOwboSpp8+Jb1fPO5c9Qcjzu3d9MWN9jemxIvnRfwzefO4Xg+UyWHLd0Jtvcm2dQdZ3tvku5khP7M8vabaeL4RJnulInlBfz+f9rJlp4E163PCEXeQPBKFAUmaw4DnXGeGczzI1f30pkwuGpVloSpgQR9aeFvkozoGLpCNq5zaqqKF4Rs6opx66YOrl2XpT2uo0gyp6eqnJmucWKygqkr3Lalk7aYwZ61aXb0pdjaneAjt25ke1+CdESlI6mTioj2R8IGwVaTaYsbJCIqpiKhKRKrMxG29Sao2Z7g4UjQnTTxA4jMGsg0GbIxBUORuHFDGxs6E0KXYgHWrgR0xjU0VUGWZQJERisAJssOh8fKrdJS89MykDBkVAXqjsgyxQyllR6fo3MBtMV0TF2l3kiVX2jIV6VGpxgiva7KF57YLvTzhVboEVV0TSxHDOZqS30KrxGiHDA/DnilAGS+vP5iw/bCly1ZKjJEdYWkeb6Oy3nbSoKzEtDghoUXDohCRFZIJqBQczFUkX1JRDTaEyqmKki5pire+VzNxpxFA3ACcRx/1jEkQJJFpkpVJDpTEeKNBYSCeFd70xF29iXpSuqkoxr9KQNDkxnO1SDwma456KqELkNEl0hHNb78c9eysStBzFAIQxHQxAyNYt2lI2GSNFU0VWFLT5L17QkODhexXZ+EruL6IT0pk7gpqghf+flrSUV1rlmTIaIr2J5Pe9ygLW7whZ/dS2fCwPUDnjyd5w8eOMp9B4apWj4JU+Pevav57/e/RKHmQAgxXeXu3X1cv6GNt2/v4vhEhYSpkY1pYsEns6RE4ZWgZhHRHjf52B0D/No3DnJ2usb9B0Z44NAYb9/exbt2dhM3VEIgV3GQkBjojPOmNVmuXp3mY7dvoi1m8Jl7d3H71i7u2rX8dWo+dedmJEliW2+K/+vvn+PYWJmq7dGbFmWg9riOJit0J0zGShbpmMqzgwW296WoOT7Xrs3yK7dspC2u05k0ycZ01mSjmKqMqkjUbJ8wlFAUib1r27hmdQZTV+hKGi0p8Z29Sf75+WHKlsNtmzu5fWsX/+PunfzKbRt535tW0Z+JYihi0NAUCUmCjqQpWi1liVXZKHFTRZEljk1U+MoTZ7AcVwhbKTBRtrhuXZZ4RGdrd5yIJtKzYSizviPG4dEig9M1CIUWxEBnjKgu0x7ThPGcCpqqYKiiqVNrEKeNhj0EiAG0I6GSjiqtFLfrBQRBo9tCFm2csjQjENgY20XHlh/QFtGRGqvLhVzJO2MaiiIhNfkGkhAVm7/pq0lcRDSJ+rxoR26k4xOGKIu9Gqf0xCV4fr1aTJTsy36My4n37Orj8Ghxwd+9XNDyKi3SLhqzjy0hnoXkLIVvNxByCLqqtIQwLwQ/nEt+d/yZctCFUHFCzuaqlG2fEJiuulQsv2Uq3PysKUt4vk9v2iRpKAtmt0JENxMgBFSjGrKiCMV0CSRZRlUVynWPq1dl+a/v2EI2bpA0NbJxA1UVQVOx5uIHITUnZHtfijPTNX5sbz9v29LF3rVZNnUl2NabYOeqNGXbxVQVrt/YxsbOGCOlOsmIhqEpVF2XPWsyxAyNGza08dWnB/nhyWn+/peu4907e7hts1gExnSVkuXwvcMT/Pi1qzE08T6JJgaJtrjBnjVpfvObB/nVt20kGzMY6ErwmXt38dPXr+XevasB2N6bIhHRyMQNnh8qYrsBjx2ffvmbdhmxEtQsMj774HFMVeap0zlsL+D7Ryf5xv5z/P63D/PiSBHXC2iLG2iqxEBXgtNTVaqWz+cfOcW69hj7Bwvcvbtv2ZOEQQR5f/9L1zFZtpEkieFinemqw5aeBL98ywbWd8S5fn2WdR1xfvaGtdy2uYvrN7ShqRK3bu6gvUE4k2WZLT1JLMfHcgLaEwbpqIEiSwzma+w7mePfXhhhtFjnw29ZTzKi0ZkwuXpVhoMjJSzX55FjU/zMXz/FVMXmvgMjDOWqfPGxMwxOV5mu2KJerCnsXZulUPNY0x6lP2PyU29ew0+9eY2QAwcmSw6WL8oSdQ88P+D4RJk12QjHJiooBER0jWREZbhotXSHqh74AUxXHLZ0J3EDka53fcjXbPI1h3Ldp2j51F2RfYk0BkpdhooV4Ae0lJQtf4bg6/giyLHntT/N7sg4PFYmCM9XXlYQGZqK7RHXlTnESVmS6FhAtU1iRgdoIbPS+cjX5+aGIppM3JCJGCoxQ6MtruOGIsBbCAvNTRLCP+tyl7XetbP78h7gCqArGbmo7Zoh4qtJql1ssDs/DDVViZSpoKuyINHO+t10xYUwuKSMkaFKRHUJQxUSDbMx//EqW35LDK87YVB3wxZRP2bqQihVVsjETOGLJM09k+azJwMlKyCiyUyUHGq2x7r2GF0Jo6E2LPF/v3srd+/uI2Yo7F6Vpi8TYVtPkj/+8asZ6IwTN1QyMQPHFx2hL42UKFsu//D0OTZ2xElGNFZlI43Fr04mohM3VU6NV6jaHps6E2zuTrK2PcamziTFusetmzv4038/wT88fY7Hjk3y0OEJ0RHqhxiqSkjIU6dzPHFymoSp8TPXr6UnabC9J0lIyNu3d/EnD5/gwFCBz3zvOLtWZVpzVBMPHBqjanusy0ZJmxrbehLEzaXt3F0JahYRNcdjXXuUmuPz6bu2cWikiO8HPD+U56kzeSbLNsfHy9y9u4/37OqjLW7wsTsGiJsqa9ujHJsoL7lt+2IjqqtcvSqFpkj0piOszkbJxnRipsItmzqIRzRuHmjn1s0dvHCuyNu2dvKeXX30pCJ87I4BPv615xmcrnJivMzWnji6pvDunb185LYN/OJb1rOuPUZnQme8YlO2PL6yb5Ddq9Noioyuyvy/H7ia/kwEWRL35/88McgjRyd431/sQ5El/DAkHtHww5C//OAe1rRH+eVbNrCpK0kQSuxelWa0ZHHjhnZCBCFSlkSJKWEqeEGIocg8N1TECwTxtyuh0xYzWJWJ0pky6EmbdCREticIA2q2R83yxAAegoLY5+wFqd0IgiRE8GK7AVXHFxkcRGajWV4C5hh8NtH8d7HutTI3qjy3w4NGh0fdC8nVvBktjBByVQfP81ur0I64RtwQnlleIAjKs6FJM5NbM/Bp8pKaiGmNAMwNKNU9xks2kxWn9Z1no7mvhSa15s+8cKb0djnw6Impy7PjK4Sv7x9i+iIdk5vP34XsrvSG79rs+EVBBAtCkv/ijwEi06nIEl1Jk7IjntDZvxcll6BB0p0hwDcx++8zZdeQZMRgU3cCb1Z2UJGgK21ekEc0UrJJRVQCxKRoeR4BIX1pk4mSUIWv2TOf0GShFdMs0UZ1CdcXC5UTkzWGcjViukrV9lAVmd/6l0P89Q9Pkys7/OY3X+ToWAVVEdmQu67u5Y5tXfzKrRv4lVs3kjA1rlmd5tsHRxkp1PiH/UOcmKhwdKzCnz58gt2rM6zOmowU6tRcnxdHSvzboTE2dsTZ1BUnZqj8yFU99KQibOtL0puOEDdFEPON/ef4wfEpnhmc5ukzeVRJdIPetauXU1NV0lGdx05MUbV8vntonO29SQxV5taBDiKazJ41mVbAUnOEPs2Z6SrtcYNz+To3bGjnt+7avqSL8uWfDngdoOZ4PHBoDNsLODhcojtl8pV9g6xtizE4XaXueMR1Fdv1+chbNwJism/28euqzMHhEhIsaX//5cADh8bY2JFAk2VCCda2xTBUIc70kb99lkyjzfpzDx7jydM5bMfjD+/dzd27+/jmc+ew3IBc1aEzYSBJCjt6k3zgutVEdZVvPneOWwc6uO+FYQY642LF0p3g9q1dmKrKTQNtPHp8it+9eye/+c0XaYuJ9OxIsc5AR5xz+TrZuEG57tAZN/njh07wnqt7yFdcnjqdIwh87vnzx7luQ5aa63HTQAdPnJxCkSEdM8hENI6MlSlabqs1MxNVOD1dw9Rkrl3XRsxQuH59Oz88MUU15lK0fM7la+iqhO2HbOyIU3E8LNen21AYyVsosoSmCCKe5/vomkIQBKxpjzFZskhFDUYKNTRkJAKq7vkZmhDR2eU1ymiOH7ZIjrM1MwxFot5IuWuK8JoJGrOa7YWsyppMlm10xadie6L7ww/JRlVKloeuyIDIInnhjMaOqghS5o7eBIdGhFO0JoMsK2hq0OL3zMZs/Q+4cAfN/Lbduu1jKkIr6FJ5IJr88i3ta7KxS9zj6wsHhgoU6ovTjaIoEp4fzCERB7P+7gQiU9LMGHYmdKbKDpJ0/r1UEJyZqKEx3tBOmK0L0xFTqbkBe1ZnydcdzuVq+GHYyjQkIyr52tzvJQFt8QirMhG29giOidoI/r1QjD3DhQsHeF4QEtclqm5Ite5TtXw8N6Du+GLREc60eXsBVC23JbqHJNOeUJksOwS+aH2uu0LfKl91qFouVSdgOFdjU3cCVVEY6Ezw2/cdoup43DzQwQ0b2vjE155nVSbCcMFiumpRsX229aTIxnRURWJjZ5x9J6YZLzuYmiqEPxUVx/UZnK7yqXds5rHj07x9exdRXaXmeCRNvRWIPH06hx8EjBbqqErIC8NF/vNtA/zf/3wQy/GIGSq7V6c5Pl7mR3f3EtVVkqaO5fnoqkzC1Fr7/d1vHaY/E2FHb4ovPX4GTZY4NFzkp69fe8nP1mJiJVOzCHjg0FiDJwM3bGjj+g1tfOyOAbIxnbrjsX+wQMV22daXYv+g8MVoEolB6Nw0P3fTQNuc3y133Lm9m550hN96z3Y+ettGvn90kpFCjT/4zlHiEY2XRko8fWoayxOZiNmT2s0D7Zi6wkB3gqtXpYkbCh+7Y6C1Crh5oJ1/PThKTypC3QlY1yECm8eOT7eCpn89OMqv/O2zJCIqecsDSeId23tY2x5jz9oMcUMlEdHxgTevF8JRj56YYkt3gnJDIO/YWIXedIR81eH6De1EdFVo0VhCs8HxAlRVZnt3HFVR0BTRTv38UIGq7fP1Z4cYL1loqkKI8LyK6Cpv2dTBlu4EN25s5+9+4c1oisrVqzPETY1UTCMbEzyY3pTJjt4UqzNRypbHyckqcUNlU1eMbNxorZCbIn+piMKmzhiqKhE3VLJRnZ6kgaoI9eIbNrYT0WTSuuig6khoJCMaUUMlZihzSjqnp6pULA/PD7HdENcLyURUQkkmZqiYmtzqHIPGwC+LCUoBDo2UW50ipqYQhCG6PDPszC5bzBcPhJmMT3Ny0hbQIQm4cEfMfMwulymIgCaq0vILk5krjz+Yq17cjl+n2LUqQ9K88Np1PpdJ5sKTQt0NsTzR6WdcqIXZD4npCt0JnWJN6NUEDbmD2YfSNYlV2Rg128NvdCs1L3vSUKg5Pl4ghO1MTdgJ1GyfIAiJaCJIP+/cJQhCn1LN4e+eOksYhHOeqeeH8iSMmQ+1R1WimoQmw7r2CG1xna50FBpZzyAUNhmaKs0hBiuSEP1TNVVkbRUJXZHZ0JEgbqjEDBlJlljTFkWRJNIxveUn5wZCnFOTJV44l+fwSInB6RrPns3z8a89z9HxMsfGy4wUasiSzLq2GJ1Jg/9x9w5+667tHJ+o4Ich79zRw1sG2vnIrRu5dl2G9rjB04M5Tk5U+D9PnOHXv3GQoVyVr+8fYt/JKWqOR1RX+Z937+TqVRmuWZul4vhUbZ+f+Msn+LeDYzw7VGSibHNotMyxiUqrA9fyhCefrsqULIevPn2W+w6M0J+OMJwXljFRQ6Hm+mzvS13wWbtSWAlqFgHNDqe7dvVy797V3Lt3daudezBXJwyhJxXh5oF23r69i/sODPO9Q+P89v2HmKpYPHBorPXZR49Pkas4y94iYTaazZ5/8cgpypbLXz92hmLdpVp3ycZ0LC8kosqsb2gfNPHo8Slu3thOTJUZK1n0ZiJzCGjfOzzB+s4ojufTldSZqtp8/9gkNw208QffOcpQrs5zZ3JEVJly3aM7YQi3WlPlN969lV2rUmzvSfKz16/lA9euYrhQx/Z8EqZC3fG5bVO76BhYlWLPmgyrslFimowsS3jBTHByw0A7HXGDjV1JfuxNq8jGTPrSEf7w/VcRM1UyER3LDTgxUW6IEIYkIxp712SFyWnc4PM/OMW2njiTZZu2uE4mqjNddYkbKqNFi5ip8diJqdZqdqriUrY9aq7P6myEmC4T1WXaYjpr2uLYXkhc13A8D8vzKVsuSVPFDeDUdIUvfWgvgazSn43ghxK9SZOIIVSZmxNBiFiRes12VVkELG4IQUPcsOb4pE1lzgTXDDqacYZ4/kW3RhiC5c9EJU1FaJjVPdb4iyZDW0xBUxVu2NhGT9okaWqsaVvYAfiVsjS6LHhCrQCs8f+aJ4IxVRaDc6MDHoAf2bm8Cfvv2tlN1fEv2A00P2EmTFbFNXq5il4gCXFHEJO80QiY03GdTEwItrmzBCmVxrPTnHASpsq5fI1K3cMLAgxZWAVkIhqSJLKYjhdStlyG83VcP0BVRAZTVRQ0WVowk5evOJycqpI0lBm17MZ2MUNhVSZOXJfpiGvUPdHdE9EUJooWtbrL2ekaUUNutVWv64hhuc3ClnhODBlMVaEjpqPIMNAe47p1GV44JxasthMQ0xUMVaYvG6U/HeGmTe1ENdG84PgBtufz3FARJNAUmSOjZVHOUmQ0RSKiqXQlDX5s7yo+cttGfvv+Q/zf//winQmDfNXhR3f38lvv2U42rvOx2zdxcLjARMnmF778DMfHK/zg+CS/9o2D/PNzIxwaKfG5B48DokLwG+/eylsGOtjcFW+V6TVVJqIKPbW4odCZ0Hn2bJ77Dgzz6LFJ/uW5EQ4NF3nyZI5/fHoI1wvIxnV29KeAkL6USU86wjtfBxy0lfLTIqBZSmpmYG4eaBcT8kA7uYrDgy+N8T9+dAeHRkvUHKGeO1ys0y9H+dyDx1nXHuO7h8a5e3cfd27v5ruHxpe9RUITzSzWdw+N8/E7Bvjo3z5HXzpCOqLxO+/d0VoNvG1rZytt2sSd27v5vW8dFmnbQg1ZkvjSz62ftfeQiKoSz6qcmBSE3/aYwb8dHMNyfRRZmtMev6EzzkTJ5oYNbXzoi0+RiKi0Rw1ipsqjxycZmq7x+IkpypZPTJfpzWTZtSqNoSvctrmTl4ZL1N2QXX0pTk1W0GSZ3WvSxHSV+CoNCHjs+BRl22X3qgyf/8Fpbh3o4OhokWMTZVRZwvMFl6A3HeGLj58hG9X4zoujmJpKrurQnTRZ3xFja0+Sp85M89jxaeKGylOnc0hhiK6A54uOolOTNaHganlkojqOFzTUSm2CMMTyPLxQwrW9RhtngCbDeMHig194ilXZCMW6RzqqcnK6QjqiMVKrz1FSBTFpJUyVuKERSiGWLdLxT52eJhXRKdSEkFdIwGTZa9wZAQlRtkgaKienKriBEPWTGyt4Z1aGpUlQ1dVGf24QMlUVE/KBoYLIiCkSI7nzlXOiqghOZp9zU7tn5mkBVQpZyNuxqetju/6czxwZLy+w9fLBtw+OtswSLwZxTQjgyZIIAizHbwWpmiKRjigU6z5+EFJuBKeSBO0Jk2xU5VzBoli3SJo66YhK2fIwNBk/CHB9cVsNRRDkLcdHksEPQiKGiuP5hKFPIqITSiF126dU9yjVPdEhpcnsXp3mheEi2ZhG2fKIazKuH5CK6liuRypikInq9KYNvACePZsTFi22z/beFGemaiRNjULdRVOFbksYhuiqwlRNCFX6rgjGVAnKlks4+11A6OjYlovre4RI1FwfP5BwG9dDVSUcz6c7ZaIqClNli3VtMY4myiRMlb5MlImSxebuBClT49RUhcmyxbr2GLdt7uCp0zlCoDcVRVdlPvG15zk+UaEvHWWsaHHTxnYeOz6N5fnsOznNY8cn0VSFqu1z3fo2Tk6IZ/bX3rGZF84VOTRc5GN3DLS+Q1RXiZsqd2zrZnCqykBXguMTZT5552ba4yafvms7v/etw/RlIkhIxE2VHinC9r4UL44U6ZEj6KoIhnIVp5HB8blhfdvrgj6xkqlZRHx9/zn+Zt8gv//tI+QqDo8dnyYb17ljWzdf+OFpvn90kj944Ci9qQimKsSfPnbHQEtWusnNuWmgjQcOjb0hSlDNLNaeNWk+++Bx/uD9V/Huq3r55Ds28+jxKe7a1ctdu3p59PjUed+7uaowVAmQ6E2JFfo3nzvHVMUCJK7f0MauVWlWZaL0pEz6s1FeHClieyKoWdceFSs/z2ckX+c33r2VP3n4BEO5Gs8NFqg0SkxxQ6VQdylZHlXbJV9zkULBEXhppMTHv/Y8lUaWxfYCoTskwWTJ5upVadIRDT+AoXwNP4AXR0pcty7LcKHOjlVpBjriRDSFGza08cu3bCAMYUdPkkqj5t2fiWC5Ho4fsHddlpipMJy3CMMARRa6FZqm0pEwuWN7F12pCDFNIgB0WUJXFW5Yn6UzYRAGIdmoQTqiYypiwiYMWZ2JEtFVnEDIxp/N1elLm5RqLr1p0cbelzJb/lYxXSaiSqQiGqsyUa7uT9AW0+lJm/hhiCpLlG2Xmzd1EDc1tvSkyERUupMGvWmTvpRJzJBx/ZAjE5UWdyUd1VmVjdIeFWsqCeiIaRiqhK5KrMnGyUbVVhYhBCq2T90LqTlBawUemZVKaLbFNtHs9Jpd3nKD88nITXiN8kI4b/Z/fih/8Q/76xCHhkvouvKKA70iQdpU0DQVPxDXz/X8OXwjQYAXUvphOCMZENUVIKBYd/H8AC8Qpdm7d/fRlTSxHSE/0PQXUxsS3Koi4wci65EwZWRJqPZWbU+UOWMapiZ0TxQFUlGN4xNVOuIGYwULXZHJxg3+860DXLs2SyqiIxHylk3t5GseI4U6qYiOripoqszTZ/JUHZ+667OhI8aGjhi/9Jb1vGtnNzduyNKV0klGNGKN1mYvFKUiEMFMRJNImAqGKmGqCo7X5KsFjBXr9GeiRDWlNZ6cm67xg2MTDHTGeejIJKaqMFqyGS1a9KYjpEyVoXyNiCb4aevaYqiKzI6+FG9ak8XQJJ46naPe6Gk3NYk7d3SRjTc5MmEjAydxVX+KrT0JKpZLKqITNzV+51sv8eJIUSjdHxclqObC+01rMgzn63zyHZv5+ZvX87/u2UV7XIyvzXG3JxXhrl29fOrOzaQjGu/c2c2n79rekhy5c3s3cVPlxZEib16fZbJsvy4W4ytBzSLi0EgRxwuQmPG/mBHfSyIBO3pTTJZtbtnUQcLUaI+brRbuZlbjcw8ef0OVoEJC/uTfTzBRsvj8I6e4e3dfq8x2/4ERfvdbhxkrWnzuweOMFSx+71uH5wR0qzIRkqbGzv70nGtUtcQ2uipz80A7v3v3TnJVh5+4djWFmsuWngRX9WcwNZn2uMHp6So1x2N7b5LORITr12WImSLQ2L06zQf2rmZdW4yuRrZkZ3+ac/k6U2Wb8bKNqcrcvKmDT9+1jemqzZ3bu/mxvau4Z08/H7tjAFOVuWZ1hkxM4/17+hkp1vnYHQPoqoyqytw40M5bNnUQM1U+fdc2aq5HOqIzVrIYL9uszsaE+SkAEiXLJWFqOJ7Pzj7BqZGAc7k6O/uSpGMGpgrxqMruVSkURXRgJCM6VcdjU1eCAImIJlNzAoYLdQJJrJQjmkxnQscNYFN3kumKQ3tMp2C5rQ6QmiPkB3avTlO2hefWSMESGSFZRpElsjGDYs1hdTbKc4MFFEUM8rtXpRvBSDAna6NKUHd8UqaKJMtkImISsFwRMNbdEC8IiJs6nQ0tn4gqtTpyghCiukwqqrF3XXtrv6XGszBb6VXifILqyzkgNUtsTcjAPbv7L/Ipf33iU+/YjO8H5xktNkPAZlwYhFCyfKqW1wpWwhCyUXFBYrpMKmIwXXWI6UrrnoaIz02VbZwgxNQUuhIGKVPnb588y2jRarRNC+XelKnSkzSoOD5y6JMwVRRZ5ur+LG/Z1E6ARMnyqLsBhZrHnjVp4oaKqSqoisQfvG8nVdsjHdXRG75Do8U6hiZTsX3yNZd/eOYc7TGNkuViyDKWJ2wXxHvg0RHXGczV2N6b5PGTU1y1Ks1v372Tj9++mf/2zi3cNNAmSO2Na6ApEoamENVV/BDetCZLRBfvc0wXGldTNYfJskXdC1BlmRCJ4ZKF7QZ859A4793di+0HbO9JIhEyUrQ4PlEhX3V44VyB/rTJ46enWZuN0RYzePOGLF4gModbupPcvqWT/kyUJ0/lWvewGVRt7Uly2+ZONnYlSEQ0TF0hEdGoOwGHhkt86h9f4PtHJrn/wAj3HRjm+0cm+ZOHT9CXifC5B4+3gp2vPj3IV58+2+LfNOel7x0ep2x5rax6SNhagIeEdMQM7j8wyodvWf+6kCJZCWoWEZ+6czNXr0rz3961tfVARBtu27qqcP2GNu7ZIySoe9KR80jBzQBodvZmOaPJkB8rWOzoS9GVNFtp0OZ3DaFFOPvwLet59MQUnUmjFdA9cGgMH+hICF2G5upgbXuMYxNlypbLvpPiRf/yvkFMVeYT/3CAuKmRrwqS362bOhnK1zFVhY/+7XMAfOC6Vdy0uYu12Ri/9o2DDOfrfP3ZcwRhyI6+FDv6UhwbL7N3TZaIppCOaOxaneHevav58r5BEqbGcKHOvXtFJ9ajx6eouD7Pns3j+SH/8vwIR8fK/NvBMQ4MFZiq2JyeqvLiSJGq5fHf73+JhClc3cMwZLpi05c22dARb7S19/KLN68nbgodlyNjZZCEdHqx7vDcUJF0VCdu6rRFDA6cK3Jyskah5jJVsTEUmcNjJTIRveUTVXd9ehMGXakIb93SSTZmkK87vDBUwFBkhgoWlhdiqIrIAKmiz+X4eIVCzWUkb9HdcJh/545usnHRATaUE2W7joSBJEns6k/z+Mmp1oQGgs9yVX9KcBJUhULd5afevEa4HitQdsIWX+hMrkZEk7l2fTv/9c7N7OhLs6YtggSs74iysTPB6kyUU1MVDEWaU1ppi2lcty4jSk3qhe0ZNEUEQElzIQMBgbghU7QWMolYPmiPm3QmDGBeKU4SbumzBeSaRNZmXO0Hwmy1M6FhOQEnp8oNN/iQLZ0xMhF1Dvdme0+S3kyELT1JinUHv0FmiRsycV0hExcdPGMlR7RN+xJ1x6NYdzk9VeOqvjQRTaFJuXL8kKdO56m7PiXbZ7xo8w9PD9GVMlEUiZSpMl21KdRdNjZIupoi0R7T8UPoSUaYrAqzRy8I2bM6zcdv30TB8lEVmX/cP8zZ6Rp/9ehpHjo80eJD/rd3bWNHf5qUqRDRxYJofbvwN4roMgfOFam7PmMlmzVtMa5bm2Frd5Kq7SM32tKvWZ2iN2UKkUlV5oVzBTb3JBgpWjheyNHRMpMVh+mqw6pMhHTM4DfeuYVHT0zx/jf18/TpHIQh161v47+9awuGrmL7AcN5i+cGBddl/5k8Z6aqvDhcxFAVPnXnZnpTEf78p67hiz+7l/fu7iNmqrxlU3tLyBOEwOiO3hTD+TodCYP/cd8hfvv+Q3z/6ARfffIsv33/oXlVAqn1+fkLbwmJZ4cKrMpG+PwjpxbtuX0tWAlqFhHtcZPfee/OVhqviQcOjVG1vIYglNqKgueTgps/n529Wc544NAY/ZkIw4U69+zpb12bZpT/9u1dvGdXb4tw9sOTghg8UbJbAd/NA+3cPNDBj+1d1VJZfuFckefP5rHdgCMjJc7lajhewMfvGMDyAta3xzgxUaEjYWCoCj3pCH/9s2/C8gPKtss/PTsMwHt29TI4XSUZUfn2wTEU4Fy+znTFYVuv0Hd4dqjAT7x5NRs64uiNZfzH7xigLa6ztj3aWtncub2bqYqD6/vkqzYV28XzQ7753DBPNGrksiSxozdFW9zgv9+1jZrj87kfv5pog7vwyPEpJis2H/j/nmS6YvPT16/lax9+M7tXZ/jpN6/hfXv6+cDe1SiyRFQVNgy/cssGNvckWd8eY7xkkTRVdq1KkTCFAGE6JlLRNVe0wVp+wFV9qQbPIaRUc9nanaRse3Qn9UYQIDgVjhciyzJJQxVqxLJYRbfHdB49MUlCV8lXbaZrLhIhpbrL+/f08+JICdebydD0pnVu2dzJqckKhgqTFQfbC3jwpTH6MhFcf24WwfNDzuZqHBkrcWKyTN0VejYhcGa6xvHJCrmqTb7qENHlVrkMoFD3ODFRQVMkLLfpjgxRTWplYRQJMjGVuKFStYI5ZSxrVmqnagf83I3rFvGNuPKoOR6jxfPbmKOayLTF52krNn3HQgSJ2HEDqpZPxFCw3ZDpioMXgqGr3LixXag6S7B7dYYTExUmihbPDuaFH5oEcVNhU1eS69a3EdVlTE2hO2XSVM9u2g4cmyjz9WeH8IKwdT8jmoSpyo3gGsIw5KkzeQihM27SHjfxQ5iuOpzJCbfpiKYyXrZQZZnetEln0mC0YNEeNyjUfWKmwvv39KPJMh/Y24/jBSQMFccL+Mq+0/zaNw7w8NEJVmejrGqPYWgqsgwBIevaoly7JouqyER1jcHpKmNFi+GixVTFJmFq+CGsa4syUrIpWz6mruIHIbmqQyqi8SM7e6h7PsmISkfMYE02iqrIvHtnD//wzDliusIn//EFjo5VGJyucXSszPcOj9Pf4CFu6Y6zpj2GhMQNG9t4184eTFXmpoG2OfNPVFdFmWprFwlTI26o3LChDQjZsyZDSMim7gQjxToV26Nq+xSqIpCp2v6cKsF7dvVy6+ZO3ra1E9vziZtqS18tJOS/37UN2w348C2z+Y5Lh5Wg5gqgmZWYn3lpZh0sz5tT73wjcGmg0c6divAb794K0Ppus8nDUV1tmH56SEj0pMX2zYDvsePTrRVUs0TXn4kQN1Su39DGVavTrMpGW0ahb93SSaHu8N7dfcR1UVoKG+XA9+7uRZNFc6njBTxwaIxtfUlMVeEnrl1NNi64LV1JEwmJJ0/nePN64UHVfKm/+dw5QKSl7zswwlefPMv9B0YA6EuZyJKMrsj0JExhRFeoU6m7dER1NncnuHVzByXL5Te/eRBDlfm9bx/hnmv68YOQqKY0lKh93vcX+5iqWER1lW29SY5NlHnnzm7OFepENIWhYh0rCDk+XubX37WFquuTjmrkay7PnS2QjencuLGNuuvjuD4RTYjw3ba5i3RU59fftbURYMu8MFygM2UwmKsz0JnA1ERrt6lJBEHA2vYIt2zqYG1bhKShMlGxiemasLpIGMR1BUNT8MOQ+w6MEDdV6q5QWE2aMt3JCCEh6YhGGEpEdYWJks3RsTInJypChE0StgcRTSIZUdEVGVUW9yBfFVwNENmDuu0zmBNZoJoTzDGddP2QuuPizgpOVEWhLyNadWUgpiuU6wFl2yOb0ECWyUbP9yLXNIn/7wcnL8/LcYXw9f3nqDXY2M32ePGPUAQB82SchZGiKMNJiMDGCwIiDduRIATb8TiXr1OxXdFZFcITp/PUHI+i5VF3RAlLkeDmjZ380b1X844dPfzUm9eiSBK2F9CRisxRr85Gdd53zSpu2thOd9qkK2EgA10pE01RSBiiBHTPnj629Sa5Z08/q7ImnXGDt27uxLI9DFUmE9UwVIWRQp1j4xVOjFfoSppMVWxMTeZP/v0E//L8MD0pk5Llc+36LPGIRkgoOoWGS7w0UuKGDW386K4+btyQZUt3komSRdzUiEU0Pnj9GuKm6G7K12yGCxZr2mJkYjo/e+NadvSl2NQZbxCBVToSBnft6uPTd21nTXuMr/zctdyyuYONXXE6UyaaIm7KunYh2fCH77+KLd1xNEUS2c/GuPjJOzezrS/J4FSVt23t5N69Ysxa0xbjDx44ylefHpwzdzTnHU2V6ctE+LVvHCRfdTk6Vmb/mQLPDua5ZnWGmzd1cPNAO3/yk7v5wHWruXmgfU4VYfYivGr5GKoyx6z5K/sGeeuW9kLQUwAAUhxJREFUzjlKw0uJlaBmkfByAcns+uT8nzcfjO8eGp8z2b8RMFtg8LfvO8RDh8f5xv5z2F7QktKuOR5ly+XYRLkVgMD5geDszrKelNC9uXfvat61s4e4ofK2rZ08cGiMbx8cpe4EPHU6x0BXgs8/cqp1Td+zq48PXLeae67p48WRIkO5Gi8Nl7h+QxsfuG41f/2ha/nJN6/h5k3thIRkohpnp2uEhK028YcOj/OH3zlK1fYo1FyaOYYHDo3NtCrLEhXPI6Ip1L2AWMN4bm1bjM8/cop/fm6Y4UKdJ09Pc3a6ysNHJvjPt21kXWecn7h2FfmaQ0RTeNcfP8rfPXm2Ndj+zv0vcWyshKrIpCMa+arNkbEyDx2e4N07u3Ebol8Vy+OZwRzPDhZ4z1W93LK5k7hpsGdNhpdGS2zqTvC9w+PcuLGNYt0jboqW1kxE4+RUlXvftIqOmCFKASGcKziMFetUXZ+q47N7TYYt3XHu2dPPho44V/WnsdwA2/aoWB5jxTqmJmMqoMoKmajGC+eKaJrM1p4kpiY3eD0KqiwhSxJr22MYqsyNG9t529YufvnWjeiq0MBBColoChFVwtSE0WBcV3AajFYnCEkaMxmb6qyKkSTBps44Z6aqrdZ0xw/wvUDokFRd+jMRTF3GVMVkvrkjRltMI2XqzM0hLT8cGimSjmoN8qpEzFRJGAohMjFDwfEE6dpQJHQFuhImHQmDzd1J0lGt4WitclWDIxVVBT9GdN7kiDSsNTQFclWXVERBkmVkCUxV5qXRIg8fneCmgTaeOyv0urb3Jrn7ql7CWQQn1/c5MVnml96ynu6E6K65bn07jh/g+D5+KPOz16+lYvl88s7NaKqM7YcYusKRsRL7zxZw/QC9QSy2PZ9TkxVkSWKsZBE1VPadmqZUc8lXRdlnW0+StpjBrQMdGKrCu3f2YOoKGztFCfjYRJmTUzX2D+Zx/YDj4xUsx2e0UOcnr1vNdeuybOtJcc3qDK7nsa0nQV86ym/dtZ3/efdOsnGdjd0JdE1pBOBea4F13fo2VmeiTJcd1rVFsT2ff31hFMv1OTJW5k3r2uhMmYwW69y1q5e3b+/isw8e58nTOSxvxlvp5oF2Hj0xRbHu8tixqfP4iCEhN24QIqTXrEozOFVlU3ecN63NNDI2tORE2uNmawG5kLTI7DFZqAkHrazN64kusRLULBJmBySXknGZydb43DzQ3vr7GyFb07wO9x0Ypmp7nMvV+dcXRshXnFYp7oFDY+w/U8B2gzkByPxAsHl9m23fzS6pR49Psa491vI1effOHnb0Jfn0Xds4PVXlw7espy1ucNNAG/cdGCYENFVmbTbGk6dyrGmLtfYP4gUPgQNnC0gIs8yq5QticuM7uEHI7tUZ9q7Ncs+ePt62tZOy5TJZspGQCIOQiuUzWrLoS5usysZ484Ysjx2f4sO3rOfdO3voT0e4eaADraHS+dCRCf7wfVexuTvJWzd3MlmxCUL4+6fOtr7T2XyNs7k64yWLzV0JXC+ko8GXeN+eVfzKrRv4pZvX05eO8ME3r+W2LR2MFuv8/96+iY++dSP9aZO+tMkPT0zy1SeH+OZzw5iqgh9I3Lq5i7XtwoNrsmrzo7v7eOuWLm7c0MbGjihRXeWJkzn6MhEGp2r86u2biJsqvZkIT56ZJgxD6r7QrwlD4UZveYJQ+OzZAlu7k1Qsn760QWfCBEmIeiUiKrqqMJSrkYkblG2fquPxwIuj9KRMao7PRNGm4vh4YUgmKrRB6p6PIkHEVNEkiBoa164TBE+VhkmiIlyTXxwpzenicbyw1VnlBXB8ospE0UaSZKK6Qt0P6EqYxHSFX719phV2OeKjt20kGdFJRoRGkO0GWK6PFIpSUtNVWVMkNnYIR+i6G9KVMrhmdYb+bIQ12SiHRyuoikyAxM0bBEE7YYo2bEM0P7GuI4YmK6xtj9KXFu3Mk6U6n3vwGL/0lf08fmKKmuNzdLzM04M54g1RQFUSmc99J3P85F89QbHuoioSt23ppD1u4Pohrufz5JkcmZjGvZ9/ggcPjfPkqRylisNQvk4mKjReLCegavucmiyTiAiOzQ0b2vCCgN6MiakprO2I0xbT0VWZHf0psnGdt23t5NRUlfa4zr8dHOP3v32EQyMlhnI1LNcnqot92X5AxfY4PFomHdH53I9fzVipzsNHp3ny9DRHx8otisHu1RnyFQfPC3jq1DT/5e+fZ6xg8d1D49w80M6TZ3K0JXS8EI6MlMhVHfwGI97xAkYLFgOdCb6+/xwf+uJTZKIaEVVplZtgRssrritMVuzz+Ii5isPnHznFzQPtFOouV6/J4HohCVNDUyX2nZhuZZpn4+aBdk5PVc+z7bE8j/sOjHDfgZEWpWI2XeL1UG1YCWoWCc0o9qaBtlY3z/yMy0I3fHb55bHj062/vxGyNTNKyxI3b+pgc49Qzx0u1FtR/c0DQt12Z1+KTd0XNkN705oMDx2ZYFtPgt++/xDfOzzO/QdGuHmgnWMTZZ46PU2+6tAWN/hf9+zi0GhpjkHoo8en2HdCmLe5XsDgdJXbtnQQN1WePZtv3a8HDo2x7+Q0th+Sjmp86s7NLfJ28zts7IxzbKKMF4Toqsz3Do/zjf3DjJfqRHSFTMygN2XSnxGk1v6UyUhB6Es8fnKaU1NVbms473YlTE5OVZCAT/3jCzx1Oofl+ty2qZNUROOdO7pb3+ldO3vxw5CtPUkODheRJSjUXO7aJeTM7927mp+8fjXXb2wnE9c5OFzC8gL+5OET7B/MoygyGzsTQja/oT0TM1VUWWJtexRNlZGAa1ZnyMZ0wjBkfUccNwg5OVmhO2XywrkivSmTzz9yiju3d/PEyWm0RidUJqqwui1Gf9pslR8cTwQ5Nddj95o0wwWbmusThBKSJFGoeZQtj0REJQhC7tjaxZHRMuW6x3NDBYIgEAJ9IbTHDHpSEbIxA0Vqap14xAyNfM3hpdESEV0RJFhdIghEkJU0lTnPkiSfTyAOEeakdTdgoljn5GSZs7ka/7R/+LK8G1cKzwzmedfObjJRHV1TG35nUPcCSpYQZgThwVR2XIbydYo1h30ncxwdK4mdSCLj5TQ0fGQFNnXFGwrRQj36/9/em4dJVd0J/5/aq7qqq/d9haZpoFHAZhEEjQmKyw/Ul0RG86LJGyfJBJMxvjFxSdQYo76JcYlxouNMJlETibsYDUQZZUARkE1otmZreu+u3quqa7+/P27fS3V19VJN75zP8/SjVJ2699xz7z3ne75rCHB5ZaffM81urp6dhT1OdtANhCRONTmRNBp0Wg3T0mxcOUtO0mbSyTXUcpLi8PgDpFhNNHV6aXP7+Oykgy/PyCDDbqY4I550m4n1O8/Q0OFhW0UTwWCIE80uunxBSnPsXHNBJk6vrA1JiDOhRcPUdBsN7V5CIbAZDCyYkkxhspmCFCv7zrTS6pI3WFsrHOQmWmjulAWLQDCEXit7F0nIzu3XXphFY7uX8toOOrr8eALyRswXDKHXSQRD9PArWTUnW42OtJr1XDw1mRNNTrafdPD+gbpuYUSPWa9lRradC3MTKc2xs3JONka9nMLiH4fqeXVXFVUtXXx+upX5U5IozohXNTVKxvb5U1JYUpTKjpMtqiASHniiuAGsmpOtrlN7z7Sp2Zzh7PrkcHp48oMKciKSnW4qr2f78Ra2HWtiX2Vr1Ll6PFgbhFAzTChRTk9+UEF6vIma1q5B3/BwtV5f/jcTkchMyw+sLCU/2cq9185UNTAfHm6kKxDiWGMn/kBI1eBE8tyWk5gNWtb9ZS9tXT7qu2u4bK1wyKYPf6jHmEeO44rSTJZMS6GsIImDte04vQEO1nRwtL6TwmSr+tsVpZnML0jC2l2SQdmFpNrMrJyTzbx8OcQ0EAjh9QfZeaqFXadakCQJrUZDut3Mt5ZO4Z8W5lOaFY8UCnG0wYkGiaxECxKQFGfg9T1VvHegFpcvQLzZwPEmJ/EWPSeanDicPhZNTeafL51CXnKceg2XFqeSYNFjMciZVTs9AXKSLOp4uX0BfvDKPurauzhU2878giRMBi3F6TaCQYlgIESy1cizN89j9UW5lGTayU4wMyvLzubDTSyaksyJpk72nGnl89PN7DjVwn9uO8XuylYSLAYkCcoKE/EGQmq5ivyUOOwWAzazgbn5yZRm20mIkzMiu/0SNrMeq0nP0mlpHKvrxBcIMS3NSqbdTIrNhFYjYTJoaHH6+cmK6VQ0dLJmQR6JVgMrSjPR67RYTDqWTk/lspI0nv6nuVw8JZm0eDM6LRj1Otq7yzgEpRBarZxZ2eOXtTH+IDS7Aui1ssOwHrAadGQkmLisOAWjFuwWeXHWaTVokfAE5YU6IMHLOypH+C0ZWVaUZrLzdCtGrZzyWafVkGYzytq0oERHV5CQBB5/CKcniKE7qVpBohmdTovNoKO6xU28UYdGI6cM+OhIEzWtHly+IFajnE3aYtTi9cv1wTy+EH/cfpoubwCz0UCS1djtpwaXT0/j4qkpHGvslAvNauXCDC1OL96ARGGKhYQ4PV0+2bx1qLadi6emcGFOAmg1ZCRYCIVCJFoNBCU5fUaHx48/GOJAdTsJFgOXTEvjS9PT+PZlstayqtWNXguVLW5ONbkor3NS2eLiWKOTj481MSsrns9ONmMz61k5Vy6hMr8wmZsW5lOUGk+y1ciUNCsvbj9NTasbty/AiaZOLshJoDA1jrzEOJLiTMzOTeCpDytU3xZlo7F2caE690mSRHlNB1+caesWRmQhJd4sF/adm58IwKo5OSTGGVlQmIzLFyDVZuTaC7PUQsjhZvldp1u4pCiFpk6vmpgPegaeKNptQN3kFaZYSYwzqgEYm8rrqWpxs+b57TR0eqhsdvVYh5QNqMmgoyDVGnWuHg/rlxBqhpFN5fXkJlpo6vSqC3e4dqavGx5uaunL/2YiEu5TozjYhl+b2xdgb2UrwZCkRgVFexncvgAlmfF0evzkJ1uINxrUaCilbtay6Wk9xlyJrgo/95oF+bLJJMGCw+lVtUPJNqPqzLypvB6DXsv09PgeuxTlO5cnyNH6TqZlxHfvdGV1t8Wo5xtLpnDTQnlnZtBr6PKHQKPBpNcyJy+puzp7NnvOtGHS6fAHJOxmAyUZNm5ekE9KnJGVF2ZTnG5DAtUpTxmvn71Tjssb5Fiji+Q4AxajjgvCaq1s2F+D3ayj3eWjyxdkX1UrhSnW7ugHnerzk2ozYzPrmZVl5+rZWbj9AaanW0m2GtHp5CyhVa0e0EB2goX5hclcNzeHuXmJmHRaClLj1HGemWUnL8nCf9w6n/R4E5l2C02dPpzeAAadnO0Y4O19NZh0WhqdXo41dBKSJNJsJlKtZrx+CYNOw/df2cuB6nYqm1384ZsLOdHkwqSXI00CQYn7V5byyQkH/hCUFSQyIyuB6Rk2ZmbZsZn06DQarCYdCRYTJek2ksx6NZon3qTHopeLqrp9ctbaw/VOLsxNwOWREzB6AhIhqacXzf+a4MVl44x6rr0gi2a3D38whC8QxBcIqbWudIBOo+mu4C5hM+pJjzcxNSMeq1HH6RY3bl+QBqdPrmItyc7GTZ1ePP4gWQkWcpLMcvbhQEhOxKcBu0mPyxfCZtJzy8WF3eUItJiNeg7VtbOtwkFWgpk5eYksnJJIuyeAFrlS/JzcBNLizSwsTKKhw0uL04c/JHFRXiIz0m1cMUuuQJ1oMWExGkADHx1t4khdO+0eP2adhvtXlXLzogJSrCaun5tNpzfI/3dhFlazntnZdrRo8PmDHG/o5K7Xv6C8poPy2na+Wpanbny+MjOdx1ZfQJxRz4nGTkIStHX5CYQkSjLtnHK4OFDTQU136oKKeicfH21k86HGXr4tylw4Jz9Rng/ylWrXGox6Ld5AkD2VrbS6/Oqmd3qmjV2VrVw7O4tZ2XYM3erF8Dn015uOsr+qjWc/Oq6mCon0Q3Q4Pb2sB+FBHMqxVpRm8tnJFgwaLccbnMzLT+qxDm2tcFCcEc/CKclkJViiztXjYf0SQs0woqgCwx+UyEifsb7hY0FfGqpN5fXybsFiYHVZbp9js6m8Hn8gxNQ0G/FmWYW8ck626ldj1GtVE0x4bpxoztfLilPZcaqF+YXJbD7S2CPUPrwwaTQn5fndjradHh82k57f3jSXS4tTSbQY+FJJGik2kxql5QuEqG51c2FuIjcuyMOg16i7t9/eNJdZ2XZKMmz8+msXsmBKMsk2I3MLkrCa9RRnxKOBHjZth9ODPxjCoNNy4/w8SnMTWDw1RfVLUMpv6HU69HotJ5pcnGh0UelwIQGzchLQhxWSDI+MqGnr4qOjTew+3cLtl0+j0yMnKNOiITfZwpdK0rujLOI40eQmJ9GiJk3cd6aN1Hgzr31ezdz8JN7cU02L04NOIzsAG/UaunxBpqXZiI8zcElRKhfm2Ent1rTY4wzYLbKZIiHOKBfFy05Qx2lJUSoX5NjxBYI0O71h45rEjfNzKUyxsqw4lWSbkUVTUpidk8DcXDtWs4El05LJtJswGTRMSbORl2JDkuQaREfqOnF2efmiuh29TqPma0mKM6qmKZtJN+Hz1Cjvx8VTUrorT0g4vQF8klzIMcFqIMlqwqzX0NEVpMXtxRsM0dDpxRiWAyjOqCUoyTlntDot9jgDCWYD/pBsDnV5z1bvXj4zjUuK01g+M405eYndGpBsshIszMlLBJDT75v0rP/2Yi6fmcmiKcnEmQyy/0sQygqSaHb56PIFONIdJXessZOZ2QksmZbCTQvz+d8XFzAj00aq1Yheo6G23YvNqGdnZStv7JY3MtMz4/n0ZDPz8hLZdbqVlXOy0Om0ZCdZaO3yo9dqaeuSfYtKs+UNwt++qOWL6nYe/tth/uXPu9FpYFa2nUy7me9dPo3blk7F0eklO9HMhTkJaJGwm/XodbKgftLhIifREtUE89WyPNYuLmR1WS4b9tey/UQzB2vb2V0pF7+tae1SXRj+51gTdW1dVLfI77Ai8IQnyitOt6l9j1xfNuyvVbPYK7nAlDkt2lqkvHNz8xP51tIpqgZHIVzzPp7XMSHUDCPRHpTxoI4ba/oLaY8UAvv7/V0rSvhSSboq0ChJoOrbz2YhDs+Nc2VpRi+HN8Wxbu+ZNrWMQaTJKvKlDXe4O+VwcaJJzh+hRAvcv6o06s5FArVGihLhpjg3z5+SxMzsBJ7fclLV/shh7XQLGxqmpFpVbdGTH1SQaDGQnxzHrUsK5dTlcUaWFKV0O2PXUpgsC4iPf20Os3PksNe5BUndgptWHTuAZqeXVz+vwunx0+ULEZIkatu7+OSEA18wRHVrF2hkX4IOj59mp5dPjjv48ow0dpxsodPjp63Lj16roaGjSxa6AiEuyktAr9dhM+lIsRlJtBrISbJgt+hZNCWZbceb8AYlSjJtPLCyFH9QojQ7gcQ4AxflJzIn185nJ5v5v6/upcsX5JLiVFrdctmKb/7XLnackHP5+AIh/n6wnvLaDv746WlMei1tbj+XFKXS5PLh9AWobPHgD0oUJMnVkr88I52cJAtSdwkFd0AOX9bQXXZBD0aDjkSrHi2QbDXyoxUl5/4CjCGbyutpdflo7PQwJSWOVJuFNLuZtHgD6XYzF09JZu3FBSTZzCRZDSTGGQkEJS4uTMZk0JGXZCHOqEODhsx4E3nJVlJtJmZmxuPyBfjKjHRsJj1Li5IxG3QUJMdhMRooK0jCbJTv+co52Xy1LFcV7u9YPp2LpyThD0r820fH2XWqWQ6HXlJIXYenW9B2U9XqprZdLviamxSnanMVc3aSzUhGgoWrSrNIiDPytfm5OFw+4gw6ymva+cuOSp7eXCHXWur0UpQeJ+d3KUphWXEqL9wyH7vFwK9WX8i0DBsSckqCRKuBLl+QmlY3Bp2GJqcXk17HbZdO5esX57P1uAOXL8g/DjXyj8MNeP2yf9INc/NIjDOq+a+WFqf00NRHlsFxegJUNrvwegPML0hi2fRUNZ1FbpKFUw4XNpOeM20ejtTJgp0i8Gw96uCzE83Emw2qkNTbZ1NSs9jbzHr8wdCADrypNjOPfXUOq8tye5XqmSibco0kRVY7mZx0dHSQkJBAe3s7drt9rLujojzoK0ozx/3DEivDfW3hx3P7Ajz1QQXfuWwqz285SU6iRVW9/qO8gaXFKXx4uJG9lbIJJivRohYdVb5XIqkG6lv4b/5+oJ7ymnZ+dFWJqt2Jdn3rd53hsxPNLC5KYeWcbLVIqSIg2cx6THqd2o/I/ijnVP7tcMplJBQ/n/W7Ktl+vAWLQUtxRrx6vPDrcfsCbNhfgwZND7v5suJUbvr3HQRDcpK91RflsqWiiYdWlfL8/5ygotGJXiPvZq0mHR5/iOoWN1mJFlpdPpZOS6Wy2UW7x8+R+k6sRj16nYYVpZl8fLQJjz9IU6dHLaVgM+lxegN0uH20dgUwaOHK0kysZj1OT4DGDg8ZCRZMei2fV7bS7vZhMxnIT4ljWXEqR+o6OFDdjsWok6u7d2t+Fk1N5q+7qkixGvEGQ1w/J4e69i5a3T4cTh8tbh85CRYqGp0kW+U8QfXtXQRDEnvPtGHWg0arw+0Ldgs3GqZnxNPp9ePxBclPtvKnby2c0O+l2xfgkfcO0+T04Oj0UZgah8sb4Gi9k3iznvxuTWmr28fpFjdNHR7+10U5OD1BbllcwL/8eQ+Ozi68AYkkqxGnJ0C63URNWxfxRj1dgRBTUq1MTbWh18GsrASMei1/+6IWs142SV02PY0tx5q4bHoaR+s7mV+YxN8P1tPq9tHU6SXTbmZ2jp2Lp8r5UTYfbuR/jjbw6clWLAYt8/KTsJn13H75ND6vbFULBnd6/OypbFPfsZ+/W47D5cPlCfC7m+ex7s97OO1wE2/Wc8uSAnaeasWk17JgSjKrwjZGpxwuOr0BgkHZXFbabdL1BkIcqevAHwxxusVNXlIciRYDafEmtp9oJifJTLtHNqHnJFqYmW3H45ODEHRaDTcuyENCYluFA5tRz9yCRFqdfj4+1kRavBGTXseJRicANy2SQ6mVe/aP8gbKChJ5fstJWl0e9ld3cPHUZC4pTqO+XfZ3mZefpGqoQTazK3OLUjpGmVN++d5h+T2zywn6lPP0NX9FHmswc/hIrmWxrN9CqBkjlAfAGwjh8gRIsZnGvLrpcKO8GP1dWywvQvjxJCT1/xVBRtGUyOMqOxoGQ3LSt4G0QQMRrZ/9XV+kUDLQ59HOt2F/DaBhVdjEpaAITWUFScSbDVGPF94/ZWLLTbRQ2eyi2e1j/5k2SnPtpMfLlXk3ldezqbyeI3WdrL24QI2S2Hy4EV8ghFGvVaupz8qKZ+0fdmI16mhz+yhKsyGhoa3LRygkcVF+EjOz7Bj1Wl7/vJrKVjdGnUSzM0CqzcTlM9KYlW1nT2Wbeg0dHh+fnmimqUOuWPztS4t48N1DLCpMprajC5cnIPsvhODykjTe2ltNq9uHzWzgf19cQE1rF4Wpceyraqep08vCKUnsOtVKilVPTbuPorQ4PAGJz044CATlujkgEQiByxPAoJeFmq/Nz+PvB+u5eGoy+cnWCf1eun0BXt9dze7TrQSCQfQ6HTVtbgw62UT59YX5HKpr43CdEwmJnMQ4Oav1wnwqGjtp6/JTXtWOyy8LfvEmA9Wtbi7KT+RIvZMsu5kuf7A7cWUcVpOOQDBEo9PH/jOtzC9IVk18VpOemVl2Gto92K16Ot0BLi9Jp7LFpVaIBmTTys4qGjs9eP0S2QlmClKttLh8LJqSzI5TLbLJ0SqnQ5ZNXun8euNRXD45NcZXZqbzi3fLqWv38PD1F7CnqlXOk9MVQKOVfa+K021UNDq5/fJpfHqimT1n5A2QzaTn7wfrWVSYTEGqlQ6Pjzd211CcbuPua2aom5D3D9Tz7r4abGY9bn+Ix796IZ+eaGbnqRY6PH7aXHKh2FMOF1qNhtVluRyt78Th9NLU6eX6eTnsq2rlRJOL1RflqtqRyLnwxe2neGdvLdfPy2F1WW6v+UOZmxQhxhMI9lpTIjdF0Ht+UM4Nsn+ePyBxsKa9x6Yw2vOl/E4REkdiLRNCTRTGm1ATLglH7rAnC4NZwAcj+EQ7HtDj2JFCos0s+7UcrG3nrrAJM9oxN+yvURftVXN6qlfV8MZECx8ebuCGeTmsXVzY/btaNMBXZqaztcIx6B1K+CS0tcKh/lf5vcPp4Qev7MNu0WHW6/lSSTrXz8tR+/LD7vpZ4ZNUNKErfLw2ldfLKd1bu5ieaWNPZRsSEvur2pmZFc+K0iyuLM3goQ3lOL1Blk1P7bFzDJ/wNpXXs62iifKaDppcXuIMOmZk2okz6ThY08HyGem4fEHuvXYmbl+Ar/1+Ox5/kAy7fA+mpdt46PrZqrYt/BrC7+n6XZV8fLSJNpefX39NXjCanT62HGsi1Wrgo6NN+AIh7BYDU9NsZNpNzMtP4u/davPpaTZMRh1pNhN7z7Tx2OoL+PREM58eb+KUw83U1DimpMXz0vbTJNlM2E16Li1OY9vxJi6fka6aOibye/nW3mo+PtJEdaubZpfsCzYjM5791e1kJ5qpbu2iptWNNyCRmWAizqjHYtDS1uUnOc7I1FQrOp0WkMiyW3h1dxWJFiNBSeLq0kw+r2zlsulpHGno5Eyzm4AUAgnq2j2kWo0kxhm5rCSNLUebeOi6Ul7cXkldRxcnGuUkj6dbXJRm2/lqWZ46zut3nWFbhYOGDg+pNiMmnYa6Di9zcxP58EgjU9LiSDQbmT8lCdDg8gQ41thJu0s2if76axfykzcOYNZrSY83odPJ/61r66I4I55/HGogKU5PU6ePvOQ4FhelyMVXPQEO17VzprmLOKOOQEjihVvns2F/LduONWEy6FgwJYlVc3LYVF7Px0eaCEqSrL3sFrIUDckPXtnXHS6ulZ9Bq5FFU1Mw6LX4u+ealXOy2bC/Vt2cHKnvJN1mosnp7bEJG2geVeZQo17LkfpOvnvZVHZXtkXdUIVvlIBeGuTwDeMph4ucJNkXp69NYaRgNJgN21AQQk0UxptQE65ifG7LSX4YJkGfL0SaR87lRYgmJIabevpSoYZP+lkJZhLjjNxxRbEqZChq25MOFxaDjtnZdh776pweL3OHx8/be2tUgSfadYYLHMpvTzlcTOkuzOnxh1hSlMKaBfnc99YB6tq6cPuC3HBRjio0fXaymRanjwy7mbLCJPXaJGBv9y4zK+HsjipcePrwcCMaUM1Q/yhvoMPjY+dJOQna/StLo5q5lDE643Cz43QLV83OwB+QOFTXwWmHi0y7meq2Lox6DV8uySDZZuRAdTs5SRayEizsOt1CZbOLikYnL/2fhRyq61QnvUiBNnKcXtx+ij9sO820dBsJFgPVrV24vLKN36TTUN/pRafVMC8vEW8wRFOHl2kZNo7Ud9Lc6SUnOY4vFaex9bhD3dlHU8vvrWzF7Q/yraVTeHF7JW1dXiRJw10rSlTBbqLi9gV4Y3c1n51sptLhxmjQ8MDKUl789DQajYapaTae+e9jePwSOYlmvn1ZEa/trqKmxU12ogWjXkdIklhRmklNaxe3LC7gxe2VZ82+3Ytea5efA1VtJMYZmJ4Rz8wsOxWNnaoGJvxZ/PWmo7i8somyze2n2eXjX79SrL47kSZiT0D2b3n182pmZdnp6PIzLcNGYbJVNsMUJOENhHhnbw1Z3TWS0u0mdpxsYcXsDFzeINsqHCztzpElJ5B0UZojm8okYOuxJg7WdpBkMZCZaKazK8DTN81V+/7Ie4dp7fJj0Gr4Ukk6V5ZmqEnrlhSl8PyWk0zPtOEPyGkMvIEQX1S1MScvkasvyFSvo9Xpo6btrJDgcHr49aajBIIhClKsfHKimVSbkUuL03o9e+Gbmsgx3VbRzPYTDlpcvh4mpnDe2lvN5sMN1LV5uHFBXo/jR9swhpvEgahapMFqns+VWNbvITkKP/vssxQWFmI2m1m0aBE7d+7ss63f7+ehhx6iqKgIs9nMnDlz2LhxY482nZ2d3HHHHRQUFGCxWFiyZAm7du3q0aahoYFvfOMbZGdnExcXx1VXXUVFRcVQuj8uUJyunttyksYOeSGZbAyUXVIJke4rN00sRHPyPVsJXOozIZSSv+b67oq26XZTj8yfP7yimAy7md9//SJmZ9uZlWPvFZ5fXtuOLxCivLa9z+sMP39kNfbSbDsa5Cyi63edYUqqlWSrgUunp7GnspX3D8i/n519ttJ5+LVtPdbE0bpOTjR24gkEcDg9qvOw4kytRHkp0WFLi1P4alkey2dlqgINoGZoVhyUlXTo2447aHX7+KKqnRSbiXuumcHaxYUsKkphSqqVVXNyyEq08JWZ6czOlUOsPYEAty4uoKHDy9cuylUFGsUBMTxhpZJ5OvI+2S16TjQ6qWiQK7Jr0NDY6eHiohQWFCaz7vJpPLr6Qi4vSefGBXncfvk0pqXJeUaumClHbf32prlkJcj1p+rb5HdNmYR/eEUxF+YmsPbiAg7WtPOVmWkgaciwmfAFQr3u5UQjzqjHoJezKjvcXhxOP3e+up9Wt+zkbdRrMOt1mPVy1ev9VW1k283EGfR0egL4/EGaOr28vruanCQLh+o6efiGC8jrzjeVbDUyPTMevRYSLLJA89D1s/nWsqncv7KUrRUOqlpc3Panz6lqcbOtopkHVpayfGYGj39tDoGQRHKcgfe+qFWfWzgbtqyk+d94sIHiNBtd/iA3LsjjrhUl1LR1qflSFEfkZcWp3HFFMfnJVp6+aS5GvZZkq5Gnb5pLVqJFTUR3/6pSVpflYtRrWT4zvTvFQTzT0q1cXpLO0zfNZWuFQ41YvPfamVxanMriohT12ZGT5Gn55IT8zpj0OvWd9AdCLC1OY+3iQjXX1ao52apQpQQNPPlBBU5PAK8/RGOHl2svyOyuT9ebJz+o6LFWhGdZv35eDnddVaLODwqRKUVsRj1ZCZYex1VCvpcWp/RIKxKeKbivjPnj0Xk4Zk3NX//6V2655Raee+45Fi1axFNPPcVrr73G0aNHSU9P79X+Jz/5CS+//DIvvPACM2bMYNOmTdx55518+umnzJs3D4A1a9Zw8OBBfv/735Odnc3LL7/Mk08+yaFDh8jJyUGSJJYsWYLBYOA3v/kNdrudJ554go0bN3Lo0CGsVuuA/R5vmhqFaDvjycJApqXRkvIHex6H08O6v+wl3qwn1WrssdhD39dT1eLi7jcO8NhqebIPP2/4Tqqv8yv98wSCbD3WRH27h2kZNioanPgCIdWJMtrv3b4AP3+3nI4uPy1uP1+ankZNaxdTUq09nJE3H25EQnaQVbQ90XZzkWOlXPPh2nZONbu5tDiNT082c8Us2ST29t4aPjzUwEPXzaa8rkM1/ylaqEN1HZxocjItTTY5vb67irf31vbQar24/RRv763l2guyVEFRNj+d4bVdVSTbjLR1O/3urWqT88yY9HznS0U9NHyKwJbbvRPv8odYMi1F3ZE6nB7W/XkPcUY9Tq+/OyonT73O+jYPNW2yX87fD9RzfR+at4nG+l1n2HK0UXXqTrObqG7pYs2CXN4/UE9Nm5s2t584o46sBAve7sSSiVYjcXotIY2GiwuTcbi8zM1P7GGiVcbt42ONJMUZSIgz8kD3e6M8O5uPNGLQaqht9/DKtxf1mOeqWlz8nz9+zorSDNrcfqakWnv6gHVrgtLiTew81cLTN81VF9llxan8/UA9+6pa5VxFZn2vvvU3/4R/v7Q4hV9vOqqawvrzDwk3dbe6fJxudnFRmNNuuKYp0iwdzSQc7vQL9OmL9/ruKg7VdPCjq0p6mWshuiYlmjY08vj3vXWglxOxck7FXLW825cu0lQ1Wv5mI2p+WrRoEQsWLOB3v/sdAKFQiLy8PL7//e9z991392qfnZ3Nfffdx7p169TPVq9ejcVi4eWXX6arq4v4+Hjeeecdrr32WrVNWVkZV199NQ8//DDHjh2jpKSEgwcPUlpaqp43MzOTRx55hNtuu23Afo+1UKP4YIDUy29jsjJaQstw8dbeaj4sb6C+o7d6Fvq+nmiTp7rAdkdlDcZfaMP+WnadasEbCLFoSjKAGmnVn8CrCDbtbh+JFiM/uqqklxAVbnc/Wt/Zry9OtGtWVNGv7KykstmNUa8lNykOly+APxDCH5T4XxflqM6b3oCsgfv0eBO7K9uZn5/AZTMz+PhII7srW7l4agoPXT9b9c85XNeJ1aRndVkOy2dmqL5Gm7sj2ApSZFPDvjNtnGpxccm0VFaUZvYwK4YLJorf0OKis0LNW3ur+fBQA5+daCYQkn1xLilK5f5V8pyi3NsN+2v47ERLj99OZKpaXPzkjQP85KoS/rLzjGrqOONw4Q9BVYsbXyBIMCjRFQxQnG6nxeklNzmOqak2aju6uCg/CQkJlyfY6zl/5L3DqrlnaXfB2fAFtKwgkbvfOMDCKclkJpj7vGd3XFGsPrcb9tey9VgT8WY9P1rR83l+a2+16h/mD4Uor+nA6Q0wNy9R9T9T+tbfou/2BXh3f213Lh6J7Sda0IBqXupr7lIiD+cXdmcn7wpwaUlaLx80byDYa7zCiZxPBhONNBgBLfz7wczBfW2sFdO8RkOf4zpa8/qImZ98Ph+7d+9m+fLlZw+g1bJ8+XK2b98e9TderxezueeEbLFY2LZtGwCBQIBgMNhvG6/XC9CjjVarxWQyqW2inbejo6PH31ii1BT67ETLpKjrNBjGWjU52OJqSrtlxalcWpKmZiuOpK/riZaHJzJfzkDIprgAC6cks3xmBqvLclm7uJDHvjpnQA1enFEunmc26JlXkNQjLbpy7Uofr74gk7LCs5lCoyVG7Eu9LCHxi+tmU5hiZV5eEoumJFOcZsVq0pGfKkdVKQVBd1e2AXBBbiJ6nQZJI2cq1uu0ZNjlTLJKcrBZWQkkxRlJthn47EQLT31QoarV1TxAiRZm5dgxm3QUpVqpbHbT6Qn0MuspeY++WpbXIy+P8v3FU1MoSInDajLg8gVpcfv42dsH+NnbB3E4Pby+uwpfIKSGCU8GnttyEqtRx0PvHmLHyRampcfT2OHFEwgRlCSKM22sWZjP9Cw7nZ4gB2vaQaNhybRUmpxechItHKhu55Ki3kUOFdOMYu5R8jUpJqdZWfF8XtnK0zfNJTPB3KPOGvS8Z+HmDpAw6ORw7p6fo/r35CRamJ2dwOwcO2svLlBNQ+F9i2Y+gbOCh5y5O6Dmrwk3L/U9d2nQaOQcVPPykzDoey6j4TXvwqtaR6v7Fy0fVl9m8v7ynfX3vcRZvUW0fqTaZA1N5DyjmOb7G9f+jjtWxKSpqa2tJScnh08//ZTFixern//4xz9my5Yt7Nixo9dvbr75Zvbv38/bb79NUVERmzdv5rrrriMYDKrCypIlSzAajfzlL38hIyODV155hVtvvZVp06Zx9OhR/H4/06ZNY9GiRTz//PNYrVaefPJJ7r77bq688ko2bdrU67wPPvggP//5z3t9PpaaGsWxbKJHVEwUBhtZ1Zem5VxyLvSngo52/HPZ/YRHYinPVr/ao24n3kh1tGLjL8mMxx8I9fht5PHCd3cfHm7oodlYv6tS/becp6MZPRI6vY6ZWfGY9DoMeg2+gMSeylZVgHh3fy2+QKi7gKC2V1SZ8g69uacaq1H2f4pmlusrEmzD/lo5p0iShU+PN5MYZ6DZ6aWh04s/EMIXDGEx6ki1mnrkDZnoKPeqvLaD2jY3NrOBP35zAU9/cIzK1i6WFqVSkGpl67FGPjnRjFmv5VvLprK6LBeAR947TE6iRfUHOd3sUrPvyhGDveezm1/4DEenBwkN/7QgT/U1UbQyA6VYGEjLEv789ZcvSjlWZEDCi9tP8/beml4mz8EQ2TdF27MqwvwUTVM6UHqL4dKA9JUyZCj5ZwZDLFGsQ2HEHYVj4emnn6a4uJgZM2ZgNBq5/fbb+eY3v9ldyEzmpZdeQpIkcnJyMJlM/Pa3v+Wmm25S2xgMBt58802OHTtGcnIycXFxfPTRR1x99dU9jhPOPffcQ3t7u/pXVVU10pfaL3FGubiZkkZf0D/DIfkPNptzeDvlvIqT7VC1aspuZmuFo88SEeGfh+9+Yr12RcsT7nDdp/aon3TpiiPiodr2Xr8Nz8ysCD9KFd9Vc3J6aEXC/71qTg6JFgMBCU47XBys6aC8pp3tx8+q+sOrjNvMelzeAAeq2/nwcGOvMVqzIJ9nv34R2YkWfrSiRDUXrd91Rh2v13dX8dL2SjVVviLMba1owuUN0tjh5Xdfn8dVs7NYOTeH6RnxBEISGTaTXI4aqG/zcMUTWzhWP7Ya3uEgzqinrDCJ/7f6AuwWI1fMTOdHr39BRZOLRIuBnaflys4zs+2YDTrWLi5k7eJC1Wn03mtnkmwzMj3TxulmF86uAO/sreGdvTV8dqK5h/Oo4uz74MpZpMWbefbmedjMejwBOX+M4qwbma02Wp/7c1L98HAjU1KtbD7cyM83lLP5cAPv7q+N+u5EBiS4fQHe+6IWtzfAxoP1eAK9++FwevjJ6/t5cfupXv0M71ucUd+dMVyOMvvJG/t5fXdVL8FkMHPRcGq2+yr5cjbAgEHPb4OZj8ZT5vyYhJrU1FR0Oh0NDT0HoqGhgczMzKi/SUtL4+2338blclFZWcmRI0ew2WxMnXq2RHtRURFbtmzB6XRSVVXFzp078fv9PdqUlZWxb98+2traqKurY+PGjTQ3N/doE47JZMJut/f4G0+MJ3XdeGQoJewjJ1Zg0JOEoqLtazKI5fzh97S/EhF9HT+Wa1eik2xmfZ8q4nDzWn9lKX54RTEpNiOzsu29JuUPDzfQ6Qmw+XBjL+EocjJW/q1cyx1XFLNsehrXz8thcVEKs3Lsqvo+mpnsdLOLVpcPf/d1eQJB3L6Aeh1xRj0P3yAXGvzle4fZdsyhLq4A5bUdajSaItDYjDqO1HVQnG7DHwrR5QviCQTxBYJ0evz808I8LsxP5DvdGoqXd5ymrr2Lf/nzngHvwXhnU3k99W0eXtxeyR++MZ8vajqwGHW0uLwca+wgzqTj8Y1HMeq1zO2u1RT5LH9R3Y7LE+Si/CQuLZHvpXI/w51HlbIlL26v5IVb5zM9046ExPbjzWw+3NinoO9werjvrQM4nJ4efVeeb6NeiycQVCPklPfTGwhypL6T6tYufIEQv3zvMGcc7h4FJVeUZvZ4jjaV17NkaipBCVLijWw75uhVgPLJbs3WO3tre72HkWOjvMsHa9opr4n+m+E2xQ+0fkSLBlWu/crSDFbNye4RedjXcZT3R4kG7YuxdjUIJyahxmg0UlZWxubNm9XPQqEQmzdv7mGOiobZbCYnJ4dAIMAbb7zBdddd16uN1WolKyuL1tZWNm3aFLVNQkICaWlpVFRU8Pnnn0dtMxEYyqJ9PjEUyT98Yo1lbMPvxbkUbYt2T+OM+qjahP4mgViuXdHSKP+vHD980osM/ezrmlJtZhZNTcEfkKKMnYagJLHnTGufwlH4OcMnQ8U3Zu3iQtYsyO/h76JEgCiLiuIfZOiumaUsiO/ur+01vorfks2kVxdXh9NDIBhiRoaNH60oYcP+Gtq7fHx4pJGCFCt/O1BHi9PH//3rPn7/8Qne3ltLms1Eq8vP/StLWbu4EINeo/oXfLXbBDNRcTg9fHaymeNNneQkWXh+y0mWFafi8comiQSzkYoGJ80uH+99UUdZQVKP2mp/+uQ0lz/+MVoNbDvu4Csz5ftmM+tZXZarap6VZ/Y7l03l46NNOJweVXOy90wbwTAvh8h6bNA7XBnOLqitTl9YbTSN+n7K6RQ6yEowMSMzHoNeS26ShR2nW9SwaaCHNkV5xwtSrbzy7UVcXpKO1azv0R5kAX92tp3r5+Woz5UidPWlZb39y9OwmvVcc0HWOWssIoWWyH8PtH5Em1+iFVfuS5Ps9slFM3/+bjkZdhOVLS48gcCE2IQPKaT71ltv5fnnn2fhwoU89dRTvPrqqxw5coSMjAxuueUWcnJyePTRRwHYsWMHNTU1zJ07l5qaGh588EFOnTrFnj17SExMBGDTpk1IkkRJSQnHjx/nrrvuwmw2s3XrVgwGAwCvvfYaaWlp5Ofnc+DAAf71X/+VsrIy3njjjUH1e6yjnyKZaJFBE4HISJ3Bju1w3Yv+oqOiRRFE/nYoPjxnw8EDuDxB1VYebkvvK5KjL9+TvtoqvhXRornCo72SbUa+qG4nw26iscPbr/+Ecty0sEyqbl+AxzceZVqGjcN1HXgDEsuKU3vU0AJ6+RE5nB5u+vcdZCeYyUuO4+EbLlDLSZRkxrOtwsGPryrhtc+r6fT4qGiUCwauLsvtEY7783fLae/yk2gx9Arrn2jc99YB6tq7cHvPJnJU0vz//UA9n59uJhCCQ3Ud5CfFqeOmPAfP/Pcx2tx+/CGJf7m0iKxES48SJZHPQWSCN6Ne28uPJpr/RV9JH5UoJyXZX1/f33vtTED2b1Ei7yLD/QcqL9Df+6+EPadYjcwtSOrx3IVf+0ApLIZSEibcF6a/0Oy+6O86B5qzgqEQiXFGZufa+43kGmlG1KdmzZo1PP7449x///3MnTuXffv2sXHjRjIy5InmzJkz1NXVqe09Hg8//elPmTVrFjfccAM5OTls27ZNFWhAdt5dt24dM2bM4JZbbmHp0qVs2rRJFWgA6urqWLt2LTNmzOAHP/gBa9eu5ZVXXom1+6NKfyrC8aSumygMpHJVxjQyWmIghute9BcdFS2KIBxlF/Xu/tqYzJLKOZfPzOCUw4U3EOxlPuurX31plvoai+mZNk63nN1hR2qDlGgvCYncRAuNHd5+/SeU391xRbEcZdO9W95a4aDLH+LvB+rx+iVsRp0avxHuZxHpR/TkBxVkJ5ipbfdwxxXFuH0BnB4/de0eDDq5Svcph5uHb7iAn60s5aL8JH5z4xyMYdErm8rr1Wrnc/MTB3UPxjM/vKIYrz/E4qkpmPQ6NTJua4UDg14DaKlv91CSKfsVfeeyqT1Mt7//ehnJVhMv/Z+FZCVaWFqcgjcgC8/RTBcrSjNZVnw2gjA8uqk/f6/wCBxFKzK/IImsBPm3n3c7eD/1QYV6vmXFqdS0dqnOwopGxh+QeiX07E9zEZ5/RTFdRz6vShLOWTn2Xs8dKGayYC8zcPj3gzHjhI9juJ9f5LFjmbP609QONGctm57GvdfOZNWcnH4jucYTokzCCDLSHuHnG8O5E4oFJXqir+KSg/n9QP06q3HpXYxuMOcfSi2x/rQy0Yp3Rmqb1u86w9YKBzaTjtsvn6bupOOM+qg1ZaLt6vsqSqpEQilp7CPHRMm98v/CEh5G7vbf2lvNnz49jaPTx8VTk1hanN5rl9pXNFi0+zBRibzP4c8KoI5zuNmpr0jA8NIjX1S3DzoPUyyEa0UWFaWoNcciNYV9RfjFosGIfE6VpJGxJgwdKKooUqsUyxwSrfBkZL24wV7nRIh0ioao/RSFsRBqhIlpeBloPEfqZYu2oJ+LKrk/+goHHYz56lyetWgLV+RiEZmSYP2uSl7dVU12d82saItBf/0abJ8jhRW3L8Btf/ocs15LdqKlz8zIf/zkFP/5yWnS44zcvLigV3bgyMRv4cVFB2OSmGiEmyH+fqCegzXt3HVViar5UoSH/sKRlZpHe7o1JwOZF/vrR1/vjnK/w2spRdbsUkyFw/XMK9cdq+k6/Fj9CcPn0tehCF8jyVisa0KoicJ486kRDD+RL9twaW6iLejnKqic6/mHm6FU2w3v11fC0qhHE176KoYXzacnmpYo0r+gqsXNjpMtatHBaNfz1IcVeHxB7BYD79x+SVRfis2HG/EGgpTXdFCYYqWmrWvMFouRJnwcd51uUVPjK8VRB9JOKDmXvIEgrU7/oPLNDNSP/jSuihCj+Iv1Vfh0OMYjUgAJLwQbSxb4kV7wB/IbHClt9VgjhJooCKHm/GMk1aSxTl5jPdkMdP6RmIyVc0YmAFOIdn/6Mykoi+pgtChuX4BXdpzh/QN15CZZ+NnKWT0cTJVzSEh8fLSJYEjCZtIxKzsBU7cpZjItCtBT4wX0SF4XbTMQrrWShRn5PsZi4hyoH9FKdShlCJS6XX2Zzwa7oejruR/IlHTK4aLTG1DzKZ3LuaJ9P5xzQvi7FlkJfDIwrpLvCQRjxUgmhIrVuXisQvgVp75oFbDDGQnH9YFy/kS7P9E+iww/DXd47MtpMc6o51vLpjIjy47bF+wRKhx+jhWlmSwpSmFZcSpz8xPxB0LDUjV+vOH29UyYGGfUq+UyIu+9ktfmB6/so77do6ZIUO7jUNIdhBNZCb73u6FRciACvZ/NWFMe9PXc9+ckm2IzcccVxT1KJwzmXPVtnl45bxSUsiCKdjPWfFT9OeeGv2vhlcDP9bgTESHUCCYtIx1hFsuEMFYZN6PVoTkX+rrmaJ8PlPMn2v3p7571lSW5v4VBiVpRtBPh51B+v3JONmsW5LNqTk6PJG2TiciEiQPVGapp62LRlGQ1uijFZuIrM9ORkNQcJuF5l2Ih8j5G/nvVnOxedbvCieW9Hsp7Fx5FGUsWeGXc+hIofIFQd/HQUMx9i8yqHDn+4e/avdfOVGtwxXLcyYIwPwkEQ2S8RbfFkndmqPR1zWM1FgNFcPUXJRIt90csldUnEtH8zfp6LhxOD4++fwSQuOeamb3MdqccLtq6fGoumsHWyBprE+xo0N+4htdEi7WuWKSz8ECBA8PR3/GE8KmJghBqJi9jNVmOtwlhNASL/oSIWMdCDlWvJRZHzL6O05dzcWSUiNsX4PXdVZTXdnD75dPYXdnWw1djqGG3k4n73jrA/qo2THqtmkAvMkLo8Y1HcXqDLJueOugFerxtAkabob4j0TYq0QIHYvXpmUgIoSYKQqiZvJzvk6XCSDr7jsRE+Nbeaj4+2tTDEXMwGpZox+krBD0yu+xbe6t5aXslvkCIuXmJPcLBx5uQOpzEch8dTg+PbzpKaXYChu7yAucaouxwevj1pqPMzk5gdVnupBvf/jiXdyiWuW2gthN5nhSOwoLzivFUIXak6c+PZySdffuzuQ/V2VBx0g13xBxK/a6+nIvDs8sCalHPG+blMCMznumZ8T36HD5+k8mBUjGr1bf3n81WuWaARVNTWF2WqxY+jHy3Yn3Wnuy+n0frO0cs1Hmw92s07m34Oc7lHYplbhuo7fkyTwqhRjDhGWmH4PHEaDv2RU6E0SbfofYpzqjv5YgZHnky2Ak43PE3WvVkuaCoHHmy+XAjaxcXcklxKv5AqM8+TyYHykgn4f7aRQqUfQl6sQoG4Q7bIyFUxHK/RuPeRiuSO5ixP5fq3gO1PV/mSSHUCMYNk2l3PFKM9m4rWrhv5OQ7nH0KjzwZaAKOfF76qp4sH0MiLEp4QGFtMu1qo9VfisTtC+ANhLCZ9X0KlOHjG6tgEF7baSSEiuHUaAx3fwYjTEym522sET41gnHDRLb5ni+MJ7+T9bsq2VbhwGbUc/+qUqB3in+F/vqtRj2F1YCabAzk1zFQdt3IEgog1+eSIOZ6aCP5DI2lM+xwn3siO/YON8KnRjAhEbuV8c/4UmFrqGvz4PQGe5lKIunvu8GaZyYyA2lHVpRmdufoCfRpWgwfQ8VnyeUJDMnsGHkvhktLO5Zmw8jkeufKQNeiVDN3OD3Dcr7JghBqBGNK+GQ2WgvmWJi5hGlt+Fk1J5sbF+SxbHpqzMJI+P2IZp6ZbPdroA3DWSElOCjTomyuCmIz64dFEBwuYWRsN0Y9TZznwmDG98kPKmjskDM+Rz6vo/38jqf3RQg1gjFlLHZW58s5JzvRHI0HS+T9kJD6/X6i09+GQVmQlhWn9lmiIvJ3m8rrcXmCw1ZSoj/hKZbF8lw2Rue6MK+ak9NvJuRYzrlhfw3bj7cA9Hkt4c7Xkc/raD+/4+l9EUKNYEwZi53V+XJOwVn6cwQeaefn8UB/C7Zy/eE1tQZiMOMTi5DQn/A0WovluZ5rKAJV5DmVMfMFQj3qX0Uj3Pl6oNITI814el+Eo7BgwiIc6QSDYSBH4PHk/DwSDFT+YaSufzgc/0fz3gz1XP3NQwN9t2F/DRo0fGVm+rBWQp9sCEfhccx4sj1OdMaTylMwusTyHg3kCDy+nJ+Hn03l9eQmWahpG93rH47d+2jem6Geqy9ty0CJ98JNeEoF+shK6EC/z3m04pYDMdnXICHUjDJiIR4+xpPKUzC6xPIeDSZPy2RmRWkmWQnDc/3DYVKabETOQ4NNvBf+XV8V7Qd6zjeV17P9eAufnWjm3f21g7o3k30NEuanUWayq7oFgsFwrqZD8R4NH7Hci77qbAkz8FnCn01gRJ/z8OKWEkSt0xXrMccjoqBlFMaLUCMQCESixfFELPci2oI4me/luQpssY5trMVcI38/0YSVwSJ8agQCwbhmLEyHk92XYKgMdC8GyiU1mc3A52qqCR+bgZ6/oRRzDed8MfcNhNDUCASC84LJrFEYSc7ncRtO7cdA46ica2lxCtsqmielxmWoCE2NQCAQRDCZNQojRXihy/Nx3M5V+xGunVlWnMoph4ulxSlRv4+lmKugb4RQIxAIxpTRMgsJ9XzsyGHHgWHLHHy+EW6+2lrhYEqqlW0VzVG/F+bR4UEINQKBYEyZ7CGmExmh3YqdyLpikWHb4WM5UGZrQewInxqBQDCmTOaoDcH5x1B9kMR70DcipDsKQqgRCAQCwUgjhJPhRzgKCwQCgUAwBgync7EgdoRQIxAIBALBKDKYqumD8a0RAlBvhFAjEAgEAsEo0p/gEotztnAu7o0QagQCgUAgGEVWlGZiM+vp8Ph6VdiOxXwVTQA637U3QqgRCAQCgWAUiTPqMeq17D7dxmcnmoesaYkmAJ3v2hsh1AgEAoFAMMosK07FYtBSVpA0bHmA5AzQwfM2AzQIoUYgEAgEglFna4WD4ox4jHotm8rrh8VcJGeADp7XGaCFUCMQCAQCwSig+Ls4nB5VoyLBsJmLRAZoIdQIBAKBQDAqKP4uT31QoWpUVs3JHjZBRNQ3E0KNQCAQCASjghL1ND0zXvV7EYLI8CKEGoFAIBAIRgEl6skfCMXs93K+h2oPFiHUCAQCgUAwSgzV7+V8D9UeLEKoEQgEAoFglBiquUk4AQ8OYcQTCAQCgWCcowhDgv4Zkqbm2WefpbCwELPZzKJFi9i5c2efbf1+Pw899BBFRUWYzWbmzJnDxo0be7Tp7OzkjjvuoKCgAIvFwpIlS9i1a1ePNk6nk9tvv53c3FwsFguzZs3iueeeG0r3BQKBQCAQTEJiFmr++te/cuedd/LAAw+wZ88e5syZw4oVK2hsbIza/qc//SnPP/88zzzzDIcOHeK73/0uN9xwA3v37lXb3HbbbXzwwQe89NJLHDhwgCuvvJLly5dTU1OjtrnzzjvZuHEjL7/8MocPH+aOO+7g9ttvZ8OGDUO4bIFAIBAIRg7h2Ds2aCRJkmL5waJFi1iwYAG/+93vAAiFQuTl5fH973+fu+++u1f77Oxs7rvvPtatW6d+tnr1aiwWCy+//DJdXV3Ex8fzzjvvcO2116ptysrKuPrqq3n44YcBmD17NmvWrOFnP/tZn236o6Ojg4SEBNrb27Hb7bFcskAgEAgEMfHW3mpanD5SbCZhNjpHYlm/Y9LU+Hw+du/ezfLly88eQKtl+fLlbN++PepvvF4vZrO5x2cWi4Vt27YBEAgECAaD/bYBWLJkCRs2bKCmpgZJkvjoo484duwYV155ZZ/n7ejo6PEnEAgEAsFosKw4lVMOF0uLU8a6K+cVMQk1DoeDYDBIRkZP7+uMjAzq6+uj/mbFihU88cQTVFRUEAqF+OCDD3jzzTepq6sDID4+nsWLF/OLX/yC2tpagsEgL7/8Mtu3b1fbADzzzDPMmjWL3NxcjEYjV111Fc8++yyXXnpp1PM++uijJCQkqH95eXmxXKpAIBAIBENma4WDKalWtlU0j3VXzitGPKT76aefpri4mBkzZmA0Grn99tv55je/iVZ79tQvvfQSkiSRk5ODyWTit7/9LTfddFOPNs888wyfffYZGzZsYPfu3fzmN79h3bp1fPjhh1HPe88999De3q7+VVVVjfSlCgQCgUAAiBDssSKmkO7U1FR0Oh0NDT2T/zQ0NJCZmRn1N2lpabz99tt4PB6am5vJzs7m7rvvZurUqWqboqIitmzZgsvloqOjg6ysLNasWaO26erq4t577+Wtt95S/W4uvPBC9u3bx+OPP97DHKZgMpkwmUyxXJ5AIBAIBMOCCMEeG2LS1BiNRsrKyti8ebP6WSgUYvPmzSxevLjf35rNZnJycggEArzxxhtcd911vdpYrVaysrJobW1l06ZNahu/34/f7++huQHQ6XSEQqFYLkEgEAgEAsEkJebke3feeSe33nor8+fPZ+HChTz11FO4XC6++c1vAnDLLbeQk5PDo48+CsCOHTuoqalh7ty51NTU8OCDDxIKhfjxj3+sHnPTpk1IkkRJSQnHjx/nrrvuYsaMGeox7XY7l112GXfddRcWi4WCggK2bNnCiy++yBNPPDEc4yAQCAQCgWCCE7NQs2bNGpqamrj//vupr69n7ty5bNy4UXUePnPmTA+Nisfj4ac//SknT57EZrNxzTXX8NJLL5GYmKi2aW9v55577qG6uprk5GRWr17NL3/5SwwGg9pm/fr13HPPPXz961+npaWFgoICfvnLX/Ld7373HC5fIBAIBALBZCHmPDUTFZGnRiAQCASCiceI5akRCAQCgUAgGK8IoUYgEAgEkxJRquD8Qwg1AoFAIJiUbCqvp8Xp4x/lDQM3FkwKhFAjEAgEgkmJSIB3/hFz9JNAIBAIBBMBkQDv/ENoagQCgUAgEEwKhFAjEAgEAoFgUiCEGoFAIBAIxhEiamvoCKFGIBAIBIJxhIjaGjpCqBEIBAKBYBwhoraGjoh+EggEAoFgHCGitoaO0NQIBAKBQCCYFAihRiAQCAQCwaRACDUCgUAgEAgmBUKoEQgEAoFAMCkQQo1AIBAIBIJJgRBqBAKBQCAQTAqEUCMQCAQCgWBSIIQagUAgEAgEkwIh1AgEAoFAIJgUCKFGIBAIBALBpEAINQKBQCAQCCYFQqgRCAQCgUAwKRBCjUAgEAgEgknBeVOlW5IkADo6Osa4JwKBQCAQCAaLsm4r63h/nDdCTWdnJwB5eXlj3BOBQCAQCASx0tnZSUJCQr9tNNJgRJ9JQCgUora2lvj4eDQazbAeu6Ojg7y8PKqqqrDb7cN6bMFZxDiPDmKcRw8x1qODGOfRYaTGWZIkOjs7yc7ORqvt32vmvNHUaLVacnNzR/QcdrtdvDCjgBjn0UGM8+ghxnp0EOM8OozEOA+koVEQjsICgUAgEAgmBUKoEQgEAoFAMCkQQs0wYDKZeOCBBzCZTGPdlUmNGOfRQYzz6CHGenQQ4zw6jIdxPm8chQUCgUAgEExuhKZGIBAIBALBpEAINQKBQCAQCCYFQqgRCAQCgUAwKRBCjUAgEAgEgkmBEGoGybPPPkthYSFms5lFixaxc+fOftu/9tprzJgxA7PZzAUXXMD7778/Sj2d2MQyzi+88ALLli0jKSmJpKQkli9fPuB9EcjE+jwrrF+/Ho1Gw/XXXz+yHZwkxDrObW1trFu3jqysLEwmE9OnTxdzxyCJdayfeuopSkpKsFgs5OXl8cMf/hCPxzNKvZ14/M///A8rV64kOzsbjUbD22+/PeBvPv74Yy666CJMJhPTpk3jj3/844j3E0kwIOvXr5eMRqP0hz/8QSovL5f++Z//WUpMTJQaGhqitv/kk08knU4n/epXv5IOHTok/fSnP5UMBoN04MCBUe75xCLWcb755pulZ599Vtq7d690+PBh6Rvf+IaUkJAgVVdXj3LPJxaxjrPCqVOnpJycHGnZsmXSddddNzqdncDEOs5er1eaP3++dM0110jbtm2TTp06JX388cfSvn37RrnnE49Yx/rPf/6zZDKZpD//+c/SqVOnpE2bNklZWVnSD3/4w1Hu+cTh/fffl+677z7pzTfflADprbfe6rf9yZMnpbi4OOnOO++UDh06JD3zzDOSTqeTNm7cOKL9FELNIFi4cKG0bt069d/BYFDKzs6WHn300ajtb7zxRunaa6/t8dmiRYuk73znOyPaz4lOrOMcSSAQkOLj46U//elPI9XFScFQxjkQCEhLliyR/uM//kO69dZbhVAzCGId59///vfS1KlTJZ/PN1pdnDTEOtbr1q2TvvzlL/f47M4775QuueSSEe3nZGEwQs2Pf/xjqbS0tMdna9askVasWDGCPZMkYX4aAJ/Px+7du1m+fLn6mVarZfny5Wzfvj3qb7Zv396jPcCKFSv6bC8Y2jhH4na78fv9JCcnj1Q3JzxDHeeHHnqI9PR0vvWtb41GNyc8QxnnDRs2sHjxYtatW0dGRgazZ8/mkUceIRgMjla3JyRDGeslS5awe/du1UR18uRJ3n//fa655ppR6fP5wFitg+dNQcuh4nA4CAaDZGRk9Pg8IyODI0eORP1NfX191Pb19fUj1s+JzlDGOZKf/OQnZGdn93qRBGcZyjhv27aN//zP/2Tfvn2j0MPJwVDG+eTJk/z3f/83X//613n//fc5fvw43/ve9/D7/TzwwAOj0e0JyVDG+uabb8bhcLB06VIkSSIQCPDd736Xe++9dzS6fF7Q1zrY0dFBV1cXFotlRM4rNDWCScFjjz3G+vXreeuttzCbzWPdnUlDZ2cna9eu5YUXXiA1NXWsuzOpCYVCpKen8+///u+UlZWxZs0a7rvvPp577rmx7tqk4+OPP+aRRx7h3/7t39izZw9vvvkm7733Hr/4xS/GumuCc0RoagYgNTUVnU5HQ0NDj88bGhrIzMyM+pvMzMyY2guGNs4Kjz/+OI899hgffvghF1544Uh2c8IT6zifOHGC06dPs3LlSvWzUCgEgF6v5+jRoxQVFY1spycgQ3mes7KyMBgM6HQ69bOZM2dSX1+Pz+fDaDSOaJ8nKkMZ65/97GesXbuW2267DYALLrgAl8vFt7/9be677z60WrHfP1f6WgftdvuIaWlAaGoGxGg0UlZWxubNm9XPQqEQmzdvZvHixVF/s3jx4h7tAT744IM+2wuGNs4Av/rVr/jFL37Bxo0bmT9//mh0dUIT6zjPmDGDAwcOsG/fPvVv1apVXH755ezbt4+8vLzR7P6EYSjP8yWXXMLx48dVoRHg2LFjZGVlCYGmH4Yy1m63u5fgogiTkiiHOCyM2To4om7Ik4T169dLJpNJ+uMf/ygdOnRI+va3vy0lJiZK9fX1kiRJ0tq1a6W7775bbf/JJ59Ier1eevzxx6XDhw9LDzzwgAjpHgSxjvNjjz0mGY1G6fXXX5fq6urUv87OzrG6hAlBrOMciYh+GhyxjvOZM2ek+Ph46fbbb5eOHj0q/e1vf5PS09Olhx9+eKwuYcIQ61g/8MADUnx8vPTKK69IJ0+elP7xj39IRUVF0o033jhWlzDu6ezslPbu3Svt3btXAqQnnnhC2rt3r1RZWSlJkiTdfffd0tq1a9X2Skj3XXfdJR0+fFh69tlnRUj3eOKZZ56R8vPzJaPRKC1cuFD67LPP1O8uu+wy6dZbb+3R/tVXX5WmT58uGY1GqbS0VHrvvfdGuccTk1jGuaCgQAJ6/T3wwAOj3/EJRqzPczhCqBk8sY7zp59+Ki1atEgymUzS1KlTpV/+8pdSIBAY5V5PTGIZa7/fLz344INSUVGRZDabpby8POl73/ue1NraOvodnyB89NFHUedbZVxvvfVW6bLLLuv1m7lz50pGo1GaOnWq9F//9V8j3k+NJAldm0AgEAgEgomP8KkRCAQCgUAwKRBCjUAgEAgEgkmBEGoEAoFAIBBMCoRQIxAIBAKBYFIghBqBQCAQCASTAiHUCAQCgUAgmBQIoUYgEAgEAsGkQAg1AoFAIBAIJgVCqBEIBAKBQDApEEKNQCAQCASCSYEQagQCgUAgEEwKhFAjEAgEAoFgUvD/A3KBrOhsQkgoAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "period = 1.4811235\n",
+ "# transit is masked out!\n",
+ "x = (joined_time[mask] % period) / period\n",
+ "plt.scatter(x, joined_flux[mask], s=0.1)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "241d7f8c-5c41-4e0b-b3cd-eb378d0a5a8f",
+ "metadata": {},
+ "source": [
+ "Great! We can see a sinusoidal behavior. This is the pattern of brightness we see from the planet's atmosphere as it rotates over the course of its orbit."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "92f522b9-ad53-4138-ba0d-2110288779a1",
+ "metadata": {},
+ "source": [
+ "# Fit a sinusoid to the data\n",
+ "A sinusoid is pretty well-motivated by looking at the data. Let's see what happen when we fit a sine wave to the data.\n",
+ "\n",
+ "Let's start with maximum likelihood estimation — essentially finding the \"best fit.\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "63abfffe-5f1d-49fb-9c10-c01c9e34835e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# we'll call the coefficients for our sinusoid a (an offset), b (the amplitude), and d (a phase shift). log f is an error scaling factor.\n",
+ "\n",
+ "a_min = 1-0.05\n",
+ "a_max = 1 + 0.05\n",
+ "a_guess = 1.\n",
+ "\n",
+ "b_min = -6\n",
+ "b_max = 0\n",
+ "b_guess = -3.5\n",
+ "\n",
+ "d_min = -np.pi\n",
+ "d_max = np.pi\n",
+ "d_guess = 0.7 * np.pi/2\n",
+ "\n",
+ "log_f_min = -10.\n",
+ "log_f_max = 1.\n",
+ "log_f_guess = 0.1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "ce361b0f-7f79-418a-88cb-be66161f21e8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "@njit\n",
+ "def calc_sinusoid(x, a, b, d):\n",
+ " \"\"\"\n",
+ " Calculates a sinusoid in the most general form, including an offset.\n",
+ "\n",
+ " x is in orbital phase already.\n",
+ " \"\"\"\n",
+ " b = np.power(10., b) \n",
+ " sinusoid = a + b * np.sin(2 * np.pi * x + d)\n",
+ " return sinusoid"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "c4de2a2b-dd46-413a-acaf-fc4b37b6d117",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "@njit\n",
+ "def log_likelihood(theta, x, y, yerr):\n",
+ " a,b,d, log_f = theta\n",
+ " model = calc_sinusoid(x, a, b, d)\n",
+ " sigma2 = yerr**2 + model**2 * np.exp(2 * log_f)\n",
+ " return -0.5 * np.sum((y - model) ** 2 / sigma2 + np.log(sigma2))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "a3119f54-a435-4e14-b960-8c44a7ea57aa",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# now fit\n",
+ "np.random.seed(42)\n",
+ "x = (joined_time[mask] % period)/period\n",
+ "y = joined_flux[mask]\n",
+ "yerr = joined_flux_err[mask]\n",
+ "nll = lambda *args: -log_likelihood(*args)\n",
+ "\n",
+ "initial = np.array([a_guess, b_guess, d_guess,\n",
+ " log_f_guess])\n",
+ "\n",
+ "soln = minimize(nll, initial, args=(x, y, yerr),\n",
+ " bounds=((a_min, a_max),\n",
+ " (b_min, b_max),\n",
+ " (d_min, d_max),\n",
+ " (log_f_min, log_f_max))\n",
+ " )\n",
+ "a_ml,b_ml,d_ml, log_f_ml = soln.x"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "83b68869-f5ab-4835-a361-be38268a56c2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(1.000117018480015, -3.5941514375534034, 1.075382304708873)"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "a_ml,b_ml,d_ml"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "2f28d9eb-953d-44d2-b0b2-b4b83fefcb1b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(10,7))\n",
+ "plt.plot(np.sort(x), calc_sinusoid(np.sort(x), a_guess, b_guess, d_guess), \"red\", alpha=1, lw=2, label='Initial guess')\n",
+ "plt.plot(np.sort(x), calc_sinusoid(np.sort(x), a_ml,b_ml,d_ml), zorder=20, color='black', lw=.9, linestyle='--',\n",
+ " label='Least-squares fit')\n",
+ "plt.errorbar(x, y, yerr, fmt='.', zorder=-1, alpha=0.1, color='teal')\n",
+ "\n",
+ "plt.xlabel('Phase')\n",
+ "plt.ylabel('Normalized flux')\n",
+ "\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "50e24c6a-4e39-4168-840c-b6ea47eb8111",
+ "metadata": {},
+ "source": [
+ "These results look nice. Our least-squares fit looks reasonable compared to our initial guess and seems to match the shape of the phase curve."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1ee73f4b-26cb-4648-a60c-5ed16ecc1ae7",
+ "metadata": {},
+ "source": [
+ "# MCMC inference on TIKE\n",
+ "\n",
+ "Now we’ve calculated the best-fitting sinusoid for this dataset. We haven’t, however, done what was promised — Bayesian inference. Doing so will allow us to quantify the *uncertainty* on the best fit parameters, not just the best fit alone.\n",
+ "\n",
+ "First, let’s dive a bit more into what’s required to do Bayesian inference. Bayes theorem is as follows:\n",
+ "\n",
+ "Where __ is the posterior probability (our understanding after the calculation), __ is the prior probability (our understanding before the calculation), __ is the likelihood function from above, and ___ is the evidence (a normalization factor we can ignore for this notebook). Bayes theorem essentially says that we “update” our knowledge (the prior) using the model and the data together (the likelihood) to arrive at updated understanding. Side note: this was Bayes trying to put into mathematics how we update our intuition in the world: we see new things, and those things change our minds about previous things.\n",
+ "\n",
+ "So let’s go ahead and define the functions that we’ll need. Let’s start with a prior. What do we know about the values of our variables (a, b, d, log_f) before performing our experiment? You may think that we don’t know much, but we do have the ranges that we passed to scipy optimize minimize. These ranges constitute “uniform priors”: ranges of values that are equally likely to the best of our knowledge before seeing the data. So, we want to reject every value outside these ranges, and otherwise not really do anything.\n",
+ "\n",
+ "As with the likelihood, we’ll use the log prior instead of the prior directly to make things easier numerically. And also as with the likelihood, let’s njit this function to accelerate it.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "df3b8e0f-725f-4992-a085-ac0178e70eab",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "@njit\n",
+ "def log_prior(theta):\n",
+ " a, b, d, log_f = theta\n",
+ " \n",
+ " # Check if parameters are within bounds\n",
+ " if (a_min <= a <= a_max and\n",
+ " b_min <= b <= b_max and\n",
+ " d_min <= d <= d_max and\n",
+ " log_f_min <= log_f <= log_f_max):\n",
+ " return 0.0 # log(1) = 0, uniform prior within bounds\n",
+ " \n",
+ " return -np.inf # log(0) = -inf, zero probability outside bounds"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ca5aef2c-7b2a-42ae-afff-35f4b8fdeef1",
+ "metadata": {},
+ "source": [
+ "Great! Now we need to define our log posterior function. The posterior multiplies the prior and the likelihood, per Bayes Theorem. For our log quantities, we instead *add* the two. We can also catch values that are rejected from our prior so that we can move onward without calculating the likelihood of those “bad” values."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "741e7e53-7245-4e6a-9040-7c5e8030be38",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "@njit\n",
+ "def log_probability(theta, x, y, yerr):\n",
+ " lp = log_prior(theta)\n",
+ " if not np.isfinite(lp):\n",
+ " return -np.inf\n",
+ " return lp + log_likelihood(theta, x, y, yerr)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "13f41b3f-c2b0-4cda-89c4-16e888eefadf",
+ "metadata": {},
+ "source": [
+ "Great! We have a log posterior distribution. Let’s calculate a few values (todo: do this a bit.)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "fdd76ff3-ce40-4050-8797-bc7f1ab90e1e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "CPUDispatcher()"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "log_probability"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cc4a13c0-60c0-4c41-b8a5-096fe3ab0a78",
+ "metadata": {},
+ "source": [
+ "An issue might already be apparent: how do we get a sense of the distribution of log posterior values with respect to each of the parameters, and the correlations between these parameters? It would take a very, very long time to do this manually. Automating the process by looping over all possible input values is another option, but that is inefficient and would take the *computer* a very long time to calculate. \n",
+ "\n",
+ "\n",
+ "There is another option that is better yet — cleverly *sampling* the posterior distribution. That is, instead of trying all values, just calculating a lot of values near the peak(s) of the posterior function. That will tell us our answer without testing all possible input values.\n",
+ "\n",
+ "\n",
+ "One such sampler is the popular emcee package (link). We’ll give it our probability function, tell it how many times it should evaluate our function, and it’ll efficiently explore the posterior distribution in a statistically robust way.\n",
+ "\n",
+ "It uses a number of independent *chains* to do so. Let’s use a standard number of chains (32). We can initialize our chains near the best fit solution, but with slight randomness in between them so that each of the chains explore the parameter space differently.\n",
+ "\n",
+ "\n",
+ "Let’s try running the sampler a few times to estimate its runtime.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "id": "af9a3a4a-92cc-4658-977e-1ceaa35ecec3",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 150/150 [00:08<00:00, 17.42it/s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "guess_arr = np.array([a_guess, b_guess, d_guess, log_f_guess])\n",
+ "pos = guess_arr + 1e-8 * np.random.randn(32, 4)\n",
+ "nwalkers, ndim = pos.shape\n",
+ "\n",
+ "sampler = emcee.EnsembleSampler(\n",
+ " nwalkers, ndim, log_probability, args=(x, y, yerr)\n",
+ ")\n",
+ "sampler.run_mcmc(pos, 150, progress=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e806edcf-56c0-4e11-82af-7d715d777162",
+ "metadata": {},
+ "source": [
+ "Not too bad — can we do better? We can use the multiprocessing approach introduced in other notebooks to potentially speed up our posterior distribution sampling. As elsewhere, we’ll use 4 independent processes to split up our work.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "id": "adfbe2a9-04eb-4011-8eb8-2b09b514b14a",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 150/150 [00:18<00:00, 8.20it/s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "ncores = 4 # Adjust this based on your CPU\n",
+ "\n",
+ "# Create the pool of workers\n",
+ "with Pool(ncores) as pool:\n",
+ " sampler = emcee.EnsembleSampler(\n",
+ " nwalkers, ndim, log_probability, \n",
+ " args=(x, y, yerr),\n",
+ " pool=pool # Add the pool parameter\n",
+ " )\n",
+ " sampler.run_mcmc(pos, 150, progress=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "52c5c42c-e805-4556-827e-354a09bca1d8",
+ "metadata": {},
+ "source": [
+ "Wait —- this is slower! What gives?\n",
+ "\n",
+ "Let’s think a bit more about what multiprocessing is doing. It’s splitting up the work, but it’s also coordinating between the cores — eg, joining their results at the end. For computations that are already quite efficient (like our posterior distribution), it can actually take more time to do this coordination that to do the actual calculation of interest. This all goes to show that more cores aren’t always better, and that each problem needs to be checked to see if it will benefit from multiprocessing.\n",
+ "\n",
+ "Let’s go back to serial processing and run a full chain — maybe 5000 steps.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "ed875582-cce7-45c8-88f8-6bdb72d73386",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 5000/5000 [05:29<00:00, 15.19it/s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "guess_arr = np.array([a_guess, b_guess, d_guess, log_f_guess])\n",
+ "pos = guess_arr + 1e-8 * np.random.randn(32, 4)\n",
+ "nwalkers, ndim = pos.shape\n",
+ "\n",
+ "sampler = emcee.EnsembleSampler(\n",
+ " nwalkers, ndim, log_probability, args=(x, y, yerr)\n",
+ ")\n",
+ "sampler.run_mcmc(pos, 5000, progress=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "77e2ac43-ae14-4aae-bfa2-1a35479260cd",
+ "metadata": {},
+ "source": [
+ "Well, if completed. How do we know that it did what we wanted? The first step is to visualize the chains to check whether they have explored parameter space before converging.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "f0b8b5d3-9760-4b42-a395-0a3bc3bc28fc",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(ndim, figsize=(10, 7), sharex=True)\n",
+ "samples = sampler.get_chain()\n",
+ "labels = [\"a\", \"b\", \"d\", \"log_f\"]\n",
+ "for i in range(ndim):\n",
+ " ax = axes[i]\n",
+ " ax.plot(samples[:, :, i], \"k\", alpha=0.3)\n",
+ " ax.set_xlim(0, len(samples))\n",
+ " ax.set_ylabel(labels[i])\n",
+ " ax.yaxis.set_label_coords(-0.1, 0.5)\n",
+ "\n",
+ "axes[-1].set_xlabel(\"step number\")\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "302dee9f-efad-454d-9025-95668d0812db",
+ "metadata": {},
+ "source": [
+ "Yes! It looks like the walkers started in a small ball near the initial guess, explored a wide range of possible input values, then settled down on a much narrower range of values. This latter range is the distribution of values that is likely given the model, data, and priors.\n",
+ "\n",
+ "\n",
+ "Let’s cut the chain down a bit. This is for two reasons: 1) we want a more manageable chain to visualize, and 2) not every step in a chain is an independent sample. Because of the algorithm used by emcee, neighboring steps within a certain correlation length can be correlated with one another. To estimate some independent samples, we can thin and get the thing. Let's discard the first 1000 samples --- this very clearly avoids the \"burn-in\" phase.\n",
+ "\n",
+ "Calculating tau (the \"autocorrelation time\") can help us determine how by how much to thin our chain."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "d238237b-ba01-4977-8fa4-6158e85cab89",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "AutocorrError",
+ "evalue": "The chain is shorter than 50 times the integrated autocorrelation time for 2 parameter(s). Use this estimate with caution and run a longer chain!\nN/50 = 100;\ntau: [ 28.17573138 110.42035171 40.05545056 188.20656462]",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mAutocorrError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[42], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m tau \u001b[38;5;241m=\u001b[39m \u001b[43msampler\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_autocorr_time\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28mprint\u001b[39m(tau)\n",
+ "File \u001b[0;32m/opt/conda/envs/tess/lib/python3.11/site-packages/emcee/ensemble.py:621\u001b[0m, in \u001b[0;36mEnsembleSampler.get_autocorr_time\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 620\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_autocorr_time\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m--> 621\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackend\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_autocorr_time\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m/opt/conda/envs/tess/lib/python3.11/site-packages/emcee/backends/backend.py:150\u001b[0m, in \u001b[0;36mBackend.get_autocorr_time\u001b[0;34m(self, discard, thin, **kwargs)\u001b[0m\n\u001b[1;32m 131\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Compute an estimate of the autocorrelation time for each parameter\u001b[39;00m\n\u001b[1;32m 132\u001b[0m \n\u001b[1;32m 133\u001b[0m \u001b[38;5;124;03mArgs:\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 147\u001b[0m \n\u001b[1;32m 148\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 149\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_chain(discard\u001b[38;5;241m=\u001b[39mdiscard, thin\u001b[38;5;241m=\u001b[39mthin)\n\u001b[0;32m--> 150\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m thin \u001b[38;5;241m*\u001b[39m \u001b[43mautocorr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mintegrated_time\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m/opt/conda/envs/tess/lib/python3.11/site-packages/emcee/autocorr.py:120\u001b[0m, in \u001b[0;36mintegrated_time\u001b[0;34m(x, c, tol, quiet, has_walkers)\u001b[0m\n\u001b[1;32m 118\u001b[0m msg \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mN/\u001b[39m\u001b[38;5;132;01m{0}\u001b[39;00m\u001b[38;5;124m = \u001b[39m\u001b[38;5;132;01m{1:.0f}\u001b[39;00m\u001b[38;5;124m;\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mtau: \u001b[39m\u001b[38;5;132;01m{2}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(tol, n_t \u001b[38;5;241m/\u001b[39m tol, tau_est)\n\u001b[1;32m 119\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m quiet:\n\u001b[0;32m--> 120\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m AutocorrError(tau_est, msg)\n\u001b[1;32m 121\u001b[0m logger\u001b[38;5;241m.\u001b[39mwarning(msg)\n\u001b[1;32m 123\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m tau_est\n",
+ "\u001b[0;31mAutocorrError\u001b[0m: The chain is shorter than 50 times the integrated autocorrelation time for 2 parameter(s). Use this estimate with caution and run a longer chain!\nN/50 = 100;\ntau: [ 28.17573138 110.42035171 40.05545056 188.20656462]"
+ ]
+ }
+ ],
+ "source": [
+ "tau = sampler.get_autocorr_time()\n",
+ "print(tau)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "61d6712f-6cfc-48db-b060-971b71de3240",
+ "metadata": {},
+ "source": [
+ "This yields an error saying that we perhaps have not acquired enough samples. Other convergence tests look OK, however, so we can continue for now. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "516c112e-dd1f-4e54-8437-122f2ae3f140",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(1280, 4)\n"
+ ]
+ }
+ ],
+ "source": [
+ "flat_samples = sampler.get_chain(discard=1000, thin=100, flat=True)\n",
+ "print(flat_samples.shape)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3e371f07-e566-41fa-8009-630e9664f44b",
+ "metadata": {},
+ "source": [
+ "Now that we have a more representative chain, let’s visualize it. We can do so with the corner package, which will show the marginal distributions (the probabilities of each individual parameter) and the correlations between each pair of parameters.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "id": "fb55c4f1-7fdc-483b-a305-d8316f841b45",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "truths=soln.x\n",
+ "fig = corner.corner(\n",
+ " flat_samples, labels=labels,show_titles=True,truths=truths, truth_color='goldenrod'\n",
+ ")\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b7758ef4-ea84-4b55-aac9-bfbbe5ffd49c",
+ "metadata": {},
+ "source": [
+ "We see that each of these parameters has roughly Gaussian marginal posteriors. This. Is good — it means that there really is one “best” value for each of these parameters.\n",
+ "\n",
+ "We also don’t see and strong correlations (highly ellipsoidal or banana-shaped) correlations off the top row. This is also good — it means our understanding of one parameter doesn’t depend too much on the others. \n",
+ "\n",
+ "Also, our maximum likelihood solution is right at the center of these marginalized distributions. This is an excellent cross-check that both methods worked as expected.\n",
+ "\n",
+ "This plot is a great diagnostic, and it implies that our solution is very tightly constrained, but it’s still hard to parse what this means for the lightxuve. Let’s plot up a bunch of samples from the posterior distribution on top of the data.\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "50492c14-d2b8-4a78-a407-259ddfa395cf",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(10,7))\n",
+ "\n",
+ "inds = np.random.randint(len(flat_samples), size=100)\n",
+ "for ind in inds:\n",
+ " sample = flat_samples[ind][:-1]\n",
+ " plt.plot(np.sort(x), calc_sinusoid(np.sort(x), *sample), \"dodgerblue\", alpha=0.1)\n",
+ "plt.plot(np.sort(x), calc_sinusoid(np.sort(x), *sample), \"dodgerblue\", alpha=0.9, label='MCMC samples')\n",
+ "\n",
+ "plt.errorbar(x, y, yerr, fmt='.', zorder=-1, alpha=0.1, color='teal', label='Phase-folded data')\n",
+ "plt.plot(np.sort(x), calc_sinusoid(np.sort(x), a_guess, b_guess, d_guess), \"red\", alpha=1, lw=2,\n",
+ " label='Initial guess')\n",
+ "plt.plot(np.sort(x), calc_sinusoid(np.sort(x), a_ml,b_ml,d_ml), zorder=20, color='black', lw=.9, linestyle='--',\n",
+ " label='Least-squares fit')\n",
+ "\n",
+ "plt.legend(fontsize=12, frameon=False)\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "94ecd72a-6be9-41d6-9abf-6aa01e438e6f",
+ "metadata": {},
+ "source": [
+ "Wow! Our solution is really tightly constrained. This is the power of having access to so much data. All of our samples (orange) appear to lie on top of one another.\n",
+ "\n",
+ "Also note that our MCMC least-squares fit lies almost right in the middle of our MCMC fit.\n",
+ "\n",
+ "\n",
+ "Extensions of this work could be to apply a more sophisticated model (cite paper), try a different planet (like blah), or something else!"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "TESS Environment",
+ "language": "python",
+ "name": "tess"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.11"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/content/notebooks/webinar-series/05-statistics/statistics.ipynb b/content/notebooks/webinar-series/05-statistics/statistics.ipynb
index 05c2223..85e0260 100644
--- a/content/notebooks/webinar-series/05-statistics/statistics.ipynb
+++ b/content/notebooks/webinar-series/05-statistics/statistics.ipynb
@@ -678,10 +678,7 @@
" random_seed=[10863087, 10863088],\n",
" progressbar=False\n",
" )\n",
- "\n",
- " approx_sample = trace.sample(1000)\n",
" \n",
- " \n",
" period_samples = np.asarray(approx_sample.posterior[\"period\"]).flatten()\n",
" np.save(f'period_samples{name}.npy', period_samples)\n",
" return period_samples\n",
@@ -722,7 +719,8 @@
"rot_rates_gp = []\n",
"\n",
"# iterate though stars\n",
- "# for i, star in tqdm(enumerate(stars[::200]), total=len(stars[::200])):\n",
+ "rot_rates_gp = []\n",
+ "for i, star in tqdm(enumerate(stars[::200]), total=len(stars[::200])):\n",
" \n",
"# flare_rates_duration = flare_rates_durations[i]\n",
"# # only fit the stars with \"good\" flare rates.\n",
@@ -1480,7 +1478,7 @@
"source": [
"fig, axes = plt.subplots(n_dim, figsize=(10, 3), sharex=True)\n",
"samples = sampler.get_chain()\n",
- "labels = ['m', 'b', 'sigma']\n",
+ "labels = ['b', 'sigma']\n",
"\n",
"for i in range(n_dim):\n",
" ax = axes[i]\n",