From 3bf953c4fb05006b1957edcc6901dce4d75e4ef0 Mon Sep 17 00:00:00 2001 From: Phil A Date: Mon, 19 Oct 2020 16:32:50 -0700 Subject: [PATCH] The Completed notebook with Panel and FFn --- The_Final_project_notebook/.gitignore | 1 + .../Final_Notebook-checkpoint.ipynb | 12531 ++++++++++++++++ ...l Stock's Cumulative Return-checkpoint.png | Bin 0 -> 222134 bytes ...teCarlo_5yrs_SPY_simulation-checkpoint.png | Bin 0 -> 90978 bytes .../df_ticker-checkpoint.csv | 1227 ++ .../Cumulative_Portfolio_Returns.png | Bin 0 -> 46048 bytes .../Cumulative_Return_SP500.png | Bin 0 -> 52758 bytes .../Daily_Portfolio_Returns.png | Bin 0 -> 72707 bytes .../Final_Notebook.ipynb | 12531 ++++++++++++++++ ...map of correlation of chosen portfolio.png | Bin 0 -> 26830 bytes .../Individual_Stocks_Cumulative_Return.png | Bin 0 -> 222134 bytes The_Final_project_notebook/MCForecastTools.py | 172 + .../MonteCarlo_5yrs_SPY_dist.png | Bin 0 -> 90978 bytes .../MonteCarlo_5yrs_SPY_simulation.png | Bin 0 -> 87563 bytes .../MonteCarlo_5yrs_distribution2.png | Bin 0 -> 11941 bytes .../MonteCarlo_5yrs_simulation2.png | Bin 0 -> 65899 bytes .../SP500_Daily_Returns.png | Bin 0 -> 71870 bytes .../MCForecastTools.cpython-38.pyc | Bin 0 -> 5514 bytes The_Final_project_notebook/df_ticker.csv | 1227 ++ 19 files changed, 27689 insertions(+) create mode 100644 The_Final_project_notebook/.gitignore create mode 100644 The_Final_project_notebook/.ipynb_checkpoints/Final_Notebook-checkpoint.ipynb create mode 100644 The_Final_project_notebook/.ipynb_checkpoints/Individual Stock's Cumulative Return-checkpoint.png create mode 100644 The_Final_project_notebook/.ipynb_checkpoints/MonteCarlo_5yrs_SPY_simulation-checkpoint.png create mode 100644 The_Final_project_notebook/.ipynb_checkpoints/df_ticker-checkpoint.csv create mode 100644 The_Final_project_notebook/Cumulative_Portfolio_Returns.png create mode 100644 The_Final_project_notebook/Cumulative_Return_SP500.png create mode 100644 The_Final_project_notebook/Daily_Portfolio_Returns.png create mode 100644 The_Final_project_notebook/Final_Notebook.ipynb create mode 100644 The_Final_project_notebook/Heatmap of correlation of chosen portfolio.png create mode 100644 The_Final_project_notebook/Individual_Stocks_Cumulative_Return.png create mode 100644 The_Final_project_notebook/MCForecastTools.py create mode 100644 The_Final_project_notebook/MonteCarlo_5yrs_SPY_dist.png create mode 100644 The_Final_project_notebook/MonteCarlo_5yrs_SPY_simulation.png create mode 100644 The_Final_project_notebook/MonteCarlo_5yrs_distribution2.png create mode 100644 The_Final_project_notebook/MonteCarlo_5yrs_simulation2.png create mode 100644 The_Final_project_notebook/SP500_Daily_Returns.png create mode 100644 The_Final_project_notebook/__pycache__/MCForecastTools.cpython-38.pyc create mode 100644 The_Final_project_notebook/df_ticker.csv diff --git a/The_Final_project_notebook/.gitignore b/The_Final_project_notebook/.gitignore new file mode 100644 index 0000000..2eea525 --- /dev/null +++ b/The_Final_project_notebook/.gitignore @@ -0,0 +1 @@ +.env \ No newline at end of file diff --git a/The_Final_project_notebook/.ipynb_checkpoints/Final_Notebook-checkpoint.ipynb b/The_Final_project_notebook/.ipynb_checkpoints/Final_Notebook-checkpoint.ipynb new file mode 100644 index 0000000..5321de7 --- /dev/null +++ b/The_Final_project_notebook/.ipynb_checkpoints/Final_Notebook-checkpoint.ipynb @@ -0,0 +1,12531 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\phila\\anaconda3\\lib\\site-packages\\ffn\\core.py:27: MatplotlibDeprecationWarning: The 'warn' parameter of use() is deprecated since Matplotlib 3.1 and will be removed in 3.3. If any parameter follows 'warn', they should be pass as keyword, not positionally.\n", + " matplotlib.use('agg', warn=False)\n" + ] + } + ], + "source": [ + "# Import necessary libraries and dependencies\n", + "# imports\n", + "import panel as pn\n", + "pn.extension('plotly')\n", + "import plotly.express as px\n", + "import pandas as pd\n", + "import hvplot.pandas\n", + "import ffn\n", + "import matplotlib.pyplot as plt\n", + "import os\n", + "from pathlib import Path\n", + "from dotenv import load_dotenv\n", + "import seaborn as sns\n", + "import numpy as np\n", + "import alpaca_trade_api as tradeapi\n", + "from MCForecastTools import MCSimulation\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize the Panel Extensions (for Plotly)\n", + "pn.extension('plotly')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Clean The Data" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "#Set the file paths for the CSVs\n", + "\n", + "eve_data = Path(\"../CSVs/ORCL-SQ-NVDA.csv\")\n", + "\n", + "eren_data = Path(\"../CSVs/BABA-PFE-NFLX-CRM-GD.csv\")\n", + "\n", + "phil_data = Path(\"../CSVs/Phil_Stocks.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Read the data\n", + "\n", + "eve_df = pd.read_csv(eve_data, index_col=\"Date\", parse_dates=True, infer_datetime_format=True)\n", + "\n", + "eren_df = pd.read_csv(eren_data, index_col=\"Date\", parse_dates=True, infer_datetime_format=True)\n", + "\n", + "phil_df = pd.read_csv(phil_data, index_col=\"Date\", parse_dates=True, infer_datetime_format=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1225 rows × 29 columns

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" + ], + "text/plain": [ + " ORCL SQ NVDA BABA PFE \\\n", + "2015-11-19 36.108597 13.070000 30.458263 77.870003 27.049994 \n", + "2015-11-20 36.404728 12.850000 30.722525 79.949997 26.957846 \n", + "2015-11-23 36.219639 12.120000 30.262524 81.309998 26.245783 \n", + "2015-11-24 36.515770 12.020000 30.507206 80.860001 26.781923 \n", + "2015-11-25 36.330700 11.900000 30.468054 81.709999 27.535873 \n", + "... ... ... ... ... ... \n", + "2020-09-25 59.799999 157.720001 514.950012 271.089996 36.049999 \n", + "2020-09-28 59.580002 160.759995 521.400024 276.010010 36.389999 \n", + "2020-09-29 59.470001 164.809998 529.030029 276.929993 36.169998 \n", + "2020-09-30 59.700001 162.550003 541.219971 293.980011 36.700001 \n", + "2020-10-01 59.680000 168.490005 544.580017 290.049988 36.369999 \n", + "\n", + " NFLX CRM GD AMT HD ... BLK \\\n", + "2015-11-19 120.220001 80.639999 130.626297 99.63 126.86 ... 359.09 \n", + "2015-11-20 123.839996 80.989998 130.896194 100.49 130.21 ... 362.46 \n", + "2015-11-23 125.029999 80.779999 130.077530 99.94 132.50 ... 363.25 \n", + "2015-11-24 123.309998 80.389999 130.923172 99.26 133.60 ... 356.81 \n", + "2015-11-25 124.160004 80.410004 130.608292 99.09 134.65 ... 360.62 \n", + "... ... ... ... ... ... ... ... \n", + "2020-09-25 482.880005 242.740005 138.210007 239.81 268.55 ... 547.81 \n", + "2020-09-28 490.649994 246.669998 140.919998 240.00 272.33 ... 558.65 \n", + "2020-09-29 493.480011 247.449997 138.550003 240.12 272.11 ... 554.80 \n", + "2020-09-30 500.029999 251.320007 138.429993 241.73 277.71 ... 563.55 \n", + "2020-10-01 527.510010 253.449997 138.220001 242.15 277.62 ... 567.91 \n", + "\n", + " TROW JNJ UNH MMM UPS ACN PPG AMT \\\n", + "2015-11-19 76.38 102.49 110.63 158.38 104.10 107.28 103.37 99.63 \n", + "2015-11-20 76.37 102.48 112.97 158.95 104.10 107.97 104.62 100.49 \n", + "2015-11-23 76.15 102.77 112.16 158.65 103.59 107.84 105.47 99.94 \n", + "2015-11-24 75.62 102.04 113.19 157.75 103.40 107.35 105.49 99.26 \n", + "2015-11-25 76.01 101.96 114.41 157.63 103.49 107.10 106.46 99.09 \n", + "... ... ... ... ... ... ... ... ... \n", + "2020-09-25 125.22 145.66 302.50 160.27 166.12 214.63 120.25 239.81 \n", + "2020-09-28 128.55 147.11 303.23 161.66 168.90 222.78 121.74 240.00 \n", + "2020-09-29 127.49 147.06 304.15 159.81 168.50 224.08 120.33 240.12 \n", + "2020-09-30 128.22 148.88 311.77 160.18 166.63 225.99 122.08 241.73 \n", + "2020-10-01 128.04 147.32 313.07 158.79 167.65 225.18 121.78 242.15 \n", + "\n", + " NEE \n", + "2015-11-19 100.99 \n", + "2015-11-20 101.02 \n", + "2015-11-23 100.49 \n", + "2015-11-24 99.41 \n", + "2015-11-25 98.88 \n", + "... ... \n", + "2020-09-25 281.82 \n", + "2020-09-28 284.14 \n", + "2020-09-29 283.12 \n", + "2020-09-30 277.56 \n", + "2020-10-01 282.76 \n", + "\n", + "[1225 rows x 29 columns]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Combining all of our df's to create one master df from where we will decide which stocks we chose\n", + "\n", + "combined_2 = pd.concat([eve_df, eren_df, phil_df, felipe_df], axis='columns', join='outer')\n", + "combined_2.dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['ORCL', 'SQ', 'NVDA', 'BABA', 'PFE', 'NFLX', 'CRM', 'GD', 'AMT', 'HD',\n", + " 'FB', 'MSFT', 'WMT', 'VZ', 'MCD', 'SBUX', 'CLX', 'COST', 'PSX', 'BLK',\n", + " 'TROW', 'JNJ', 'UNH', 'MMM', 'UPS', 'ACN', 'PPG', 'AMT', 'NEE'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "#Just a sanity check to see all the column names to ensure that we got everything\n", + "\n", + "print(combined_2.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Inital Data Calculations of All the Potential Stocks for Our Portfolio" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculate Daily Returns" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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..................................................................
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2020-09-300.65334611.43687916.7692333.5984670.3190853.4946522.3389130.0729461.6936711.357270...0.9044000.8693690.5979391.6736130.1376420.6903021.2957130.3544881.7351211.874780
2020-10-010.65279211.89135516.8795493.5369930.3072243.7416632.3672110.0713181.6983511.356506...0.9191340.8667440.5811961.6847610.1277700.7006491.2874850.3511591.7398731.928638
2020-10-020.62925211.97704716.1542943.5075870.3075843.5218882.2928130.0889121.6983511.356506...0.9191340.8667440.5811961.6847610.1277700.7006491.2874850.3511591.7398731.928638
\n", + "

1225 rows × 29 columns

\n", + "
" + ], + "text/plain": [ + " ORCL SQ NVDA BABA PFE NFLX \\\n", + "2015-11-20 0.008201 -0.016832 0.008676 0.250587 -0.031071 0.113169 \n", + "2015-11-23 0.003075 -0.072686 -0.006426 0.271860 -0.056664 0.123865 \n", + "2015-11-24 0.011276 -0.080337 0.001607 0.264821 -0.037394 0.108404 \n", + "2015-11-25 0.006151 -0.089518 0.000321 0.278117 -0.010295 0.116045 \n", + "2015-11-27 0.004101 -0.078041 0.008676 0.272955 -0.012704 0.127551 \n", + "... ... ... ... ... ... ... \n", + "2020-09-28 0.650023 11.299923 16.118508 3.317379 0.307943 3.410337 \n", + "2020-09-29 0.646976 11.609793 16.369015 3.331769 0.300036 3.435775 \n", + "2020-09-30 0.653346 11.436879 16.769233 3.598467 0.319085 3.494652 \n", + "2020-10-01 0.652792 11.891355 16.879549 3.536993 0.307224 3.741663 \n", + "2020-10-02 0.629252 11.977047 16.154294 3.507587 0.307584 3.521888 \n", + "\n", + " CRM GD AMT HD ... BLK TROW \\\n", + "2015-11-20 0.075993 0.014552 0.119791 0.105254 ... 0.224858 0.113428 \n", + "2015-11-23 0.073203 0.008207 0.113662 0.124692 ... 0.227528 0.110220 \n", + "2015-11-24 0.068022 0.014762 0.106084 0.134029 ... 0.205765 0.102493 \n", + "2015-11-25 0.068288 0.012321 0.104190 0.142942 ... 0.218640 0.108179 \n", + "2015-11-27 0.062442 0.014970 0.110764 0.143706 ... 0.211104 0.107304 \n", + "... ... ... ... ... ... ... ... \n", + "2020-09-28 2.277136 0.092245 1.674393 1.311603 ... 0.887841 0.874180 \n", + "2020-09-29 2.287498 0.073876 1.675730 1.309736 ... 0.874831 0.858726 \n", + "2020-09-30 2.338913 0.072946 1.693671 1.357270 ... 0.904400 0.869369 \n", + "2020-10-01 2.367211 0.071318 1.698351 1.356506 ... 0.919134 0.866744 \n", + "2020-10-02 2.292813 0.088912 1.698351 1.356506 ... 0.919134 0.866744 \n", + "\n", + " JNJ UNH MMM UPS ACN PPG \\\n", + "2015-11-20 0.099925 -0.031215 0.128906 0.055995 0.096810 0.160768 \n", + "2015-11-23 0.103037 -0.038161 0.126776 0.050822 0.095490 0.170199 \n", + "2015-11-24 0.095202 -0.029329 0.120384 0.048894 0.090512 0.170421 \n", + "2015-11-25 0.094344 -0.018866 0.119531 0.049807 0.087972 0.181183 \n", + "2015-11-27 0.098744 -0.019467 0.122088 0.056807 0.091629 0.178409 \n", + "... ... ... ... ... ... ... \n", + "2020-09-28 0.578942 1.600377 0.148153 0.713329 1.263104 0.350716 \n", + "2020-09-29 0.578405 1.608267 0.135014 0.709272 1.276310 0.335072 \n", + "2020-09-30 0.597939 1.673613 0.137642 0.690302 1.295713 0.354488 \n", + "2020-10-01 0.581196 1.684761 0.127770 0.700649 1.287485 0.351159 \n", + "2020-10-02 0.581196 1.684761 0.127770 0.700649 1.287485 0.351159 \n", + "\n", + " AMT NEE \n", + "2015-11-20 0.137022 0.046297 \n", + "2015-11-23 0.130799 0.040808 \n", + "2015-11-24 0.123105 0.029622 \n", + "2015-11-25 0.121181 0.024133 \n", + "2015-11-27 0.127857 0.029208 \n", + "... ... ... \n", + "2020-09-28 1.715547 1.942931 \n", + "2020-09-29 1.716904 1.932367 \n", + "2020-09-30 1.735121 1.874780 \n", + "2020-10-01 1.739873 1.928638 \n", + "2020-10-02 1.739873 1.928638 \n", + "\n", + "[1225 rows x 29 columns]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Calculating each stocks cumulative return\n", + "\n", + "portfolio_cumulative = (portfolio_daily + 1).cumprod() -1 \n", + "portfolio_cumulative.dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ORCLSQNVDABABAPFENFLXCRMGDAMTHD...BLKTROWJNJUNHMMMUPSACNPPGAMTNEE
ORCL1.0000000.3867440.4410400.4015310.4894900.3693830.5199980.4903170.4491870.541530...0.5746010.6183750.4998360.4622280.4938100.4878020.5910720.4655680.4491870.396957
SQ0.3867441.0000000.4971010.4351900.2667960.4062010.5224510.3526470.3088850.450279...0.4319280.4096110.2428600.3781590.3195240.3338340.4596900.3715240.3088850.277866
NVDA0.4410400.4971011.0000000.5111860.3027160.4340590.5186490.3800770.3170520.498054...0.4801330.4459710.3214360.4096790.4285200.3945180.4820800.3814440.3170520.273752
BABA0.4015310.4351900.5111861.0000000.2777020.4186950.4586910.3536400.2604170.363652...0.4539070.4093930.2876510.3196690.3689890.3451120.4445010.3846590.2604170.164492
PFE0.4894900.2667960.3027160.2777021.0000000.2415240.3400860.4658070.4234150.465854...0.4998600.5282400.6011880.5066450.4674510.4185800.4725090.3920160.4234150.401200
NFLX0.3693830.4062010.4340590.4186950.2415241.0000000.5053630.2659910.2215680.356067...0.3393150.3284850.2272230.3338980.2652860.2985670.3785060.2327310.2215680.143194
CRM0.5199980.5224510.5186490.4586910.3400860.5053631.0000000.3908740.3858790.533370...0.5156050.4817450.3532720.4152880.3812640.3609450.5703540.3955940.3858790.296409
GD0.4903170.3526470.3800770.3536400.4658070.2659910.3908741.0000000.4360780.559862...0.6292730.6362080.4668390.5051940.6140540.4917390.5873170.5811770.4360780.421907
AMT0.4491870.3088850.3170520.2604170.4234150.2215680.3858790.4360781.0000000.489816...0.4911200.4553020.4942700.4579720.3803470.3639200.5437900.4094361.0000000.634955
HD0.5415300.4502790.4980540.3636520.4658540.3560670.5333700.5598620.4898161.000000...0.6379710.5801710.4557370.5476120.5403290.4967440.6536810.5650350.4898160.469551
FB0.4572070.4367920.4830110.4683350.3272480.4629000.5569160.3473160.3547480.476309...0.4515280.4630390.3389630.3950710.3638710.3674200.5148830.3553010.3547480.286661
MSFT0.6466100.5437230.6052890.5427340.4808340.5137660.6796170.4933680.4916290.619985...0.6371540.6116720.5132320.5491180.5084840.4733210.6978060.4834760.4916290.427397
WMT0.3958240.1878690.2776780.1842560.3627780.2417830.2575220.2917780.3428830.403235...0.3249320.3966910.3942330.3291640.3123590.3448490.3578910.2142330.3428830.353807
VZ0.3867150.1394750.2070150.1574890.4200160.1305500.2239560.3840660.4223330.407158...0.3940410.4188230.4806800.3729220.3886110.3513490.4162890.3108070.4220080.484183
MCD-0.0036410.0277500.0103220.013460-0.032039-0.0221460.010757-0.054155-0.042996-0.009309...-0.026979-0.042255-0.058079-0.003496-0.030284-0.067721-0.037804-0.026089-0.043673-0.072508
SBUX0.5269510.3904600.3842160.3464910.3996690.2859690.4564000.4951170.4807120.600181...0.5871040.5217480.4369400.4951340.4953640.4183710.6161910.5224960.4809090.424887
CLX0.2604170.0756700.1621180.0649580.2919650.1239450.1661570.1931860.3558460.261454...0.2339200.2667230.3698660.2143010.2154790.2362350.2765440.1329080.3562750.408573
COST0.4262800.2922460.3586260.2659680.4032050.3110270.3631610.3813530.3790050.505839...0.4390980.4868540.4727360.4104830.4068340.4369280.4795760.3255530.3792600.350427
PSX0.4693420.3521310.3372000.3264890.3914310.2089930.3624550.5719580.3696420.479879...0.5508330.5711330.3760430.4485490.5134600.4019740.5318380.5707670.3700540.345528
BLK0.5746010.4319280.4801330.4539070.4998600.3393150.5156050.6292730.4911200.637971...1.0000000.7761580.5399300.5599910.6154580.5285370.6798080.6259530.4915590.425750
TROW0.6183750.4096110.4459710.4093930.5282400.3284850.4817450.6362080.4553020.580171...0.7761581.0000000.5126670.5141520.6061870.5787370.6367180.5329310.4552170.377826
JNJ0.4998360.2428600.3214360.2876510.6011880.2272230.3532720.4668390.4942700.455737...0.5399300.5126671.0000000.5102070.5193090.4252310.5200040.3971810.4944770.476430
UNH0.4622280.3781590.4096790.3196690.5066450.3338980.4152880.5051940.4579720.547612...0.5599910.5141520.5102071.0000000.4839960.4250470.5261000.4885780.4583580.439364
MMM0.4938100.3195240.4285200.3689890.4674510.2652860.3812640.6140540.3803470.540329...0.6154580.6061870.5193090.4839961.0000000.5457290.5806490.5654950.3808170.362916
UPS0.4878020.3338340.3945180.3451120.4185800.2985670.3609450.4917390.3639200.496744...0.5285370.5787370.4252310.4250470.5457291.0000000.4964290.4492990.3641090.326873
ACN0.5910720.4596900.4820800.4445010.4725090.3785060.5703540.5873170.5437900.653681...0.6798080.6367180.5200040.5261000.5806490.4964291.0000000.5829350.5439470.462775
PPG0.4655680.3715240.3814440.3846590.3920160.2327310.3955940.5811770.4094360.565035...0.6259530.5329310.3971810.4885780.5654950.4492990.5829351.0000000.4100280.337895
AMT0.4491870.3088850.3170520.2604170.4234150.2215680.3858790.4360781.0000000.489816...0.4915590.4552170.4944770.4583580.3808170.3641090.5439470.4100281.0000000.635249
NEE0.3969570.2778660.2737520.1644920.4012000.1431940.2964090.4219070.6349550.469551...0.4257500.3778260.4764300.4393640.3629160.3268730.4627750.3378950.6352491.000000
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29 rows × 29 columns

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" + ], + "text/plain": [ + " ORCL SQ NVDA BABA PFE NFLX CRM \\\n", + "ORCL 1.000000 0.386744 0.441040 0.401531 0.489490 0.369383 0.519998 \n", + "SQ 0.386744 1.000000 0.497101 0.435190 0.266796 0.406201 0.522451 \n", + "NVDA 0.441040 0.497101 1.000000 0.511186 0.302716 0.434059 0.518649 \n", + "BABA 0.401531 0.435190 0.511186 1.000000 0.277702 0.418695 0.458691 \n", + "PFE 0.489490 0.266796 0.302716 0.277702 1.000000 0.241524 0.340086 \n", + "NFLX 0.369383 0.406201 0.434059 0.418695 0.241524 1.000000 0.505363 \n", + "CRM 0.519998 0.522451 0.518649 0.458691 0.340086 0.505363 1.000000 \n", + "GD 0.490317 0.352647 0.380077 0.353640 0.465807 0.265991 0.390874 \n", + "AMT 0.449187 0.308885 0.317052 0.260417 0.423415 0.221568 0.385879 \n", + "HD 0.541530 0.450279 0.498054 0.363652 0.465854 0.356067 0.533370 \n", + "FB 0.457207 0.436792 0.483011 0.468335 0.327248 0.462900 0.556916 \n", + "MSFT 0.646610 0.543723 0.605289 0.542734 0.480834 0.513766 0.679617 \n", + "WMT 0.395824 0.187869 0.277678 0.184256 0.362778 0.241783 0.257522 \n", + "VZ 0.386715 0.139475 0.207015 0.157489 0.420016 0.130550 0.223956 \n", + "MCD -0.003641 0.027750 0.010322 0.013460 -0.032039 -0.022146 0.010757 \n", + "SBUX 0.526951 0.390460 0.384216 0.346491 0.399669 0.285969 0.456400 \n", + "CLX 0.260417 0.075670 0.162118 0.064958 0.291965 0.123945 0.166157 \n", + "COST 0.426280 0.292246 0.358626 0.265968 0.403205 0.311027 0.363161 \n", + "PSX 0.469342 0.352131 0.337200 0.326489 0.391431 0.208993 0.362455 \n", + "BLK 0.574601 0.431928 0.480133 0.453907 0.499860 0.339315 0.515605 \n", + "TROW 0.618375 0.409611 0.445971 0.409393 0.528240 0.328485 0.481745 \n", + "JNJ 0.499836 0.242860 0.321436 0.287651 0.601188 0.227223 0.353272 \n", + "UNH 0.462228 0.378159 0.409679 0.319669 0.506645 0.333898 0.415288 \n", + "MMM 0.493810 0.319524 0.428520 0.368989 0.467451 0.265286 0.381264 \n", + "UPS 0.487802 0.333834 0.394518 0.345112 0.418580 0.298567 0.360945 \n", + "ACN 0.591072 0.459690 0.482080 0.444501 0.472509 0.378506 0.570354 \n", + "PPG 0.465568 0.371524 0.381444 0.384659 0.392016 0.232731 0.395594 \n", + "AMT 0.449187 0.308885 0.317052 0.260417 0.423415 0.221568 0.385879 \n", + "NEE 0.396957 0.277866 0.273752 0.164492 0.401200 0.143194 0.296409 \n", + "\n", + " GD AMT HD ... BLK TROW JNJ \\\n", + "ORCL 0.490317 0.449187 0.541530 ... 0.574601 0.618375 0.499836 \n", + "SQ 0.352647 0.308885 0.450279 ... 0.431928 0.409611 0.242860 \n", + "NVDA 0.380077 0.317052 0.498054 ... 0.480133 0.445971 0.321436 \n", + "BABA 0.353640 0.260417 0.363652 ... 0.453907 0.409393 0.287651 \n", + "PFE 0.465807 0.423415 0.465854 ... 0.499860 0.528240 0.601188 \n", + "NFLX 0.265991 0.221568 0.356067 ... 0.339315 0.328485 0.227223 \n", + "CRM 0.390874 0.385879 0.533370 ... 0.515605 0.481745 0.353272 \n", + "GD 1.000000 0.436078 0.559862 ... 0.629273 0.636208 0.466839 \n", + "AMT 0.436078 1.000000 0.489816 ... 0.491120 0.455302 0.494270 \n", + "HD 0.559862 0.489816 1.000000 ... 0.637971 0.580171 0.455737 \n", + "FB 0.347316 0.354748 0.476309 ... 0.451528 0.463039 0.338963 \n", + "MSFT 0.493368 0.491629 0.619985 ... 0.637154 0.611672 0.513232 \n", + "WMT 0.291778 0.342883 0.403235 ... 0.324932 0.396691 0.394233 \n", + "VZ 0.384066 0.422333 0.407158 ... 0.394041 0.418823 0.480680 \n", + "MCD -0.054155 -0.042996 -0.009309 ... -0.026979 -0.042255 -0.058079 \n", + "SBUX 0.495117 0.480712 0.600181 ... 0.587104 0.521748 0.436940 \n", + "CLX 0.193186 0.355846 0.261454 ... 0.233920 0.266723 0.369866 \n", + "COST 0.381353 0.379005 0.505839 ... 0.439098 0.486854 0.472736 \n", + "PSX 0.571958 0.369642 0.479879 ... 0.550833 0.571133 0.376043 \n", + "BLK 0.629273 0.491120 0.637971 ... 1.000000 0.776158 0.539930 \n", + "TROW 0.636208 0.455302 0.580171 ... 0.776158 1.000000 0.512667 \n", + "JNJ 0.466839 0.494270 0.455737 ... 0.539930 0.512667 1.000000 \n", + "UNH 0.505194 0.457972 0.547612 ... 0.559991 0.514152 0.510207 \n", + "MMM 0.614054 0.380347 0.540329 ... 0.615458 0.606187 0.519309 \n", + "UPS 0.491739 0.363920 0.496744 ... 0.528537 0.578737 0.425231 \n", + "ACN 0.587317 0.543790 0.653681 ... 0.679808 0.636718 0.520004 \n", + "PPG 0.581177 0.409436 0.565035 ... 0.625953 0.532931 0.397181 \n", + "AMT 0.436078 1.000000 0.489816 ... 0.491559 0.455217 0.494477 \n", + "NEE 0.421907 0.634955 0.469551 ... 0.425750 0.377826 0.476430 \n", + "\n", + " UNH MMM UPS ACN PPG AMT NEE \n", + "ORCL 0.462228 0.493810 0.487802 0.591072 0.465568 0.449187 0.396957 \n", + "SQ 0.378159 0.319524 0.333834 0.459690 0.371524 0.308885 0.277866 \n", + "NVDA 0.409679 0.428520 0.394518 0.482080 0.381444 0.317052 0.273752 \n", + "BABA 0.319669 0.368989 0.345112 0.444501 0.384659 0.260417 0.164492 \n", + "PFE 0.506645 0.467451 0.418580 0.472509 0.392016 0.423415 0.401200 \n", + "NFLX 0.333898 0.265286 0.298567 0.378506 0.232731 0.221568 0.143194 \n", + "CRM 0.415288 0.381264 0.360945 0.570354 0.395594 0.385879 0.296409 \n", + "GD 0.505194 0.614054 0.491739 0.587317 0.581177 0.436078 0.421907 \n", + "AMT 0.457972 0.380347 0.363920 0.543790 0.409436 1.000000 0.634955 \n", + "HD 0.547612 0.540329 0.496744 0.653681 0.565035 0.489816 0.469551 \n", + "FB 0.395071 0.363871 0.367420 0.514883 0.355301 0.354748 0.286661 \n", + "MSFT 0.549118 0.508484 0.473321 0.697806 0.483476 0.491629 0.427397 \n", + "WMT 0.329164 0.312359 0.344849 0.357891 0.214233 0.342883 0.353807 \n", + "VZ 0.372922 0.388611 0.351349 0.416289 0.310807 0.422008 0.484183 \n", + "MCD -0.003496 -0.030284 -0.067721 -0.037804 -0.026089 -0.043673 -0.072508 \n", + "SBUX 0.495134 0.495364 0.418371 0.616191 0.522496 0.480909 0.424887 \n", + "CLX 0.214301 0.215479 0.236235 0.276544 0.132908 0.356275 0.408573 \n", + "COST 0.410483 0.406834 0.436928 0.479576 0.325553 0.379260 0.350427 \n", + "PSX 0.448549 0.513460 0.401974 0.531838 0.570767 0.370054 0.345528 \n", + "BLK 0.559991 0.615458 0.528537 0.679808 0.625953 0.491559 0.425750 \n", + "TROW 0.514152 0.606187 0.578737 0.636718 0.532931 0.455217 0.377826 \n", + "JNJ 0.510207 0.519309 0.425231 0.520004 0.397181 0.494477 0.476430 \n", + "UNH 1.000000 0.483996 0.425047 0.526100 0.488578 0.458358 0.439364 \n", + "MMM 0.483996 1.000000 0.545729 0.580649 0.565495 0.380817 0.362916 \n", + "UPS 0.425047 0.545729 1.000000 0.496429 0.449299 0.364109 0.326873 \n", + "ACN 0.526100 0.580649 0.496429 1.000000 0.582935 0.543947 0.462775 \n", + "PPG 0.488578 0.565495 0.449299 0.582935 1.000000 0.410028 0.337895 \n", + "AMT 0.458358 0.380817 0.364109 0.543947 0.410028 1.000000 0.635249 \n", + "NEE 0.439364 0.362916 0.326873 0.462775 0.337895 0.635249 1.000000 \n", + "\n", + "[29 rows x 29 columns]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Here we are deciphering the correlation of the stocks amongst themselves.\n", + "correlation_of_all_potential_stocks = portfolio_daily.corr()\n", + "correlation_of_all_potential_stocks" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#We are using a heat map to quickly see if there are any noteable correlations that we should be concerned about.\n", + "image_2= sns.heatmap(correlation_of_all_potential_stocks);\n", + "\n", + "image_2.get_figure().savefig(\"Heatmap of all stocks and their Correlations\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Clean the data for the S&P 500" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
Date
2015-10-021921.7700201951.3599851893.6999511951.3599851951.3599854378570000
2015-10-051954.3299561989.1700441954.3299561987.0500491987.0500494334490000
2015-10-061986.6300051991.6199951971.9899901979.9200441979.9200444202400000
2015-10-071982.3399661999.3100591976.4399411995.8299561995.8299564666470000
2015-10-081994.0100102016.5000001987.5300292013.4300542013.4300543939140000
.....................
2020-09-253236.6599123306.8798833228.4399413298.4599613298.4599613792220000
2020-09-283333.8999023360.7399903332.9099123351.6000983351.6000983946060000
2020-09-293350.9199223357.9199223327.5400393335.4699713335.4699713651880000
2020-09-303341.2099613393.5600593340.4699713363.0000003363.0000004722530000
2020-10-013385.8701173397.1799323361.3898933380.8000493380.8000494070530000
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1259 rows × 6 columns

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" + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2015-10-02 1921.770020 1951.359985 1893.699951 1951.359985 1951.359985 \n", + "2015-10-05 1954.329956 1989.170044 1954.329956 1987.050049 1987.050049 \n", + "2015-10-06 1986.630005 1991.619995 1971.989990 1979.920044 1979.920044 \n", + "2015-10-07 1982.339966 1999.310059 1976.439941 1995.829956 1995.829956 \n", + "2015-10-08 1994.010010 2016.500000 1987.530029 2013.430054 2013.430054 \n", + "... ... ... ... ... ... \n", + "2020-09-25 3236.659912 3306.879883 3228.439941 3298.459961 3298.459961 \n", + "2020-09-28 3333.899902 3360.739990 3332.909912 3351.600098 3351.600098 \n", + "2020-09-29 3350.919922 3357.919922 3327.540039 3335.469971 3335.469971 \n", + "2020-09-30 3341.209961 3393.560059 3340.469971 3363.000000 3363.000000 \n", + "2020-10-01 3385.870117 3397.179932 3361.389893 3380.800049 3380.800049 \n", + "\n", + " Volume \n", + "Date \n", + "2015-10-02 4378570000 \n", + "2015-10-05 4334490000 \n", + "2015-10-06 4202400000 \n", + "2015-10-07 4666470000 \n", + "2015-10-08 3939140000 \n", + "... ... \n", + "2020-09-25 3792220000 \n", + "2020-09-28 3946060000 \n", + "2020-09-29 3651880000 \n", + "2020-09-30 4722530000 \n", + "2020-10-01 4070530000 \n", + "\n", + "[1259 rows x 6 columns]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Reading csv files \n", + "SP500_data = Path(\"../CSVs/SP500.csv\")\n", + "\n", + "raw_portfolio_data = Path(\"../CSVs/raw_portfolio.csv\")\n", + "# Reading csv as df\n", + "\n", + "SP500_df = pd.read_csv(SP500_data,index_col=\"Date\", parse_dates=True, infer_datetime_format=True)\n", + "raw_portfolio_data = pd.read_csv(raw_portfolio_data, index_col=0, parse_dates=True, infer_datetime_format=True)\n", + "SP500_df" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Close
Date
2015-10-021951.359985
2015-10-051987.050049
2015-10-061979.920044
2015-10-071995.829956
2015-10-082013.430054
......
2020-09-253298.459961
2020-09-283351.600098
2020-09-293335.469971
2020-09-303363.000000
2020-10-013380.800049
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1259 rows × 1 columns

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" + ], + "text/plain": [ + " Close\n", + "Date \n", + "2015-10-02 1951.359985\n", + "2015-10-05 1987.050049\n", + "2015-10-06 1979.920044\n", + "2015-10-07 1995.829956\n", + "2015-10-08 2013.430054\n", + "... ...\n", + "2020-09-25 3298.459961\n", + "2020-09-28 3351.600098\n", + "2020-09-29 3335.469971\n", + "2020-09-30 3363.000000\n", + "2020-10-01 3380.800049\n", + "\n", + "[1259 rows x 1 columns]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Dropping columns that are not needed\n", + "SP500_close_data= SP500_df.drop(columns=[\"Open\",\"High\",\"Low\",\"Adj Close\", \"Volume\"])\n", + "\n", + "SP500_close_data" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "#Here we saved the output of the dataframe into a csv file for later uses \n", + "\n", + "\n", + " #SP500_close_data.to_csv(r'SP500_close_data.csv', index=True, header=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Combining S&P data with the portfolio containing all our stock picks" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CloseORCLSQNVDABABAPFENFLXCRMGDAMT...PSXBLKTROWJNJUNHMMMUPSACNPPGNEE
2015-11-192081.23999036.10859713.07000030.45826377.87000327.049994120.22000180.639999130.62629799.63...92.38359.0976.38102.49110.63158.38104.10107.28103.37100.99
2015-11-202089.16992236.40472812.85000030.72252579.94999726.957846123.83999680.989998130.896194100.49...91.67362.4676.37102.48112.97158.95104.10107.97104.62101.02
2015-11-232086.59008836.21963912.12000030.26252481.30999826.245783125.02999980.779999130.07753099.94...92.17363.2576.15102.77112.16158.65103.59107.84105.47100.49
2015-11-242089.13989336.51577012.02000030.50720680.86000126.781923123.30999880.389999130.92317299.26...93.13356.8175.62102.04113.19157.75103.40107.35105.4999.41
2015-11-252088.87011736.33070011.90000030.46805481.70999927.535873124.16000480.410004130.60829299.09...92.77360.6276.01101.96114.41157.63103.49107.10106.4698.88
..................................................................
2020-09-253298.45996159.799999157.720001514.950012271.08999636.049999482.880005242.740005138.210007239.81...52.88547.81125.22145.66302.50160.27166.12214.63120.25281.82
2020-09-283351.60009859.580002160.759995521.400024276.01001036.389999490.649994246.669998140.919998240.00...53.98558.65128.55147.11303.23161.66168.90222.78121.74284.14
2020-09-293335.46997159.470001164.809998529.030029276.92999336.169998493.480011247.449997138.550003240.12...52.19554.80127.49147.06304.15159.81168.50224.08120.33283.12
2020-09-303363.00000059.700001162.550003541.219971293.98001136.700001500.029999251.320007138.429993241.73...51.84563.55128.22148.88311.77160.18166.63225.99122.08277.56
2020-10-013380.80004959.680000168.490005544.580017290.04998836.369999527.510010253.449997138.220001242.15...50.28567.91128.04147.32313.07158.79167.65225.18121.78282.76
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1225 rows × 29 columns

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" + ], + "text/plain": [ + " Close ORCL SQ NVDA BABA \\\n", + "2015-11-19 2081.239990 36.108597 13.070000 30.458263 77.870003 \n", + "2015-11-20 2089.169922 36.404728 12.850000 30.722525 79.949997 \n", + "2015-11-23 2086.590088 36.219639 12.120000 30.262524 81.309998 \n", + "2015-11-24 2089.139893 36.515770 12.020000 30.507206 80.860001 \n", + "2015-11-25 2088.870117 36.330700 11.900000 30.468054 81.709999 \n", + "... ... ... ... ... ... \n", + "2020-09-25 3298.459961 59.799999 157.720001 514.950012 271.089996 \n", + "2020-09-28 3351.600098 59.580002 160.759995 521.400024 276.010010 \n", + "2020-09-29 3335.469971 59.470001 164.809998 529.030029 276.929993 \n", + "2020-09-30 3363.000000 59.700001 162.550003 541.219971 293.980011 \n", + "2020-10-01 3380.800049 59.680000 168.490005 544.580017 290.049988 \n", + "\n", + " PFE NFLX CRM GD AMT ... PSX \\\n", + "2015-11-19 27.049994 120.220001 80.639999 130.626297 99.63 ... 92.38 \n", + "2015-11-20 26.957846 123.839996 80.989998 130.896194 100.49 ... 91.67 \n", + "2015-11-23 26.245783 125.029999 80.779999 130.077530 99.94 ... 92.17 \n", + "2015-11-24 26.781923 123.309998 80.389999 130.923172 99.26 ... 93.13 \n", + "2015-11-25 27.535873 124.160004 80.410004 130.608292 99.09 ... 92.77 \n", + "... ... ... ... ... ... ... ... \n", + "2020-09-25 36.049999 482.880005 242.740005 138.210007 239.81 ... 52.88 \n", + "2020-09-28 36.389999 490.649994 246.669998 140.919998 240.00 ... 53.98 \n", + "2020-09-29 36.169998 493.480011 247.449997 138.550003 240.12 ... 52.19 \n", + "2020-09-30 36.700001 500.029999 251.320007 138.429993 241.73 ... 51.84 \n", + "2020-10-01 36.369999 527.510010 253.449997 138.220001 242.15 ... 50.28 \n", + "\n", + " BLK TROW JNJ UNH MMM UPS ACN PPG \\\n", + "2015-11-19 359.09 76.38 102.49 110.63 158.38 104.10 107.28 103.37 \n", + "2015-11-20 362.46 76.37 102.48 112.97 158.95 104.10 107.97 104.62 \n", + "2015-11-23 363.25 76.15 102.77 112.16 158.65 103.59 107.84 105.47 \n", + "2015-11-24 356.81 75.62 102.04 113.19 157.75 103.40 107.35 105.49 \n", + "2015-11-25 360.62 76.01 101.96 114.41 157.63 103.49 107.10 106.46 \n", + "... ... ... ... ... ... ... ... ... \n", + "2020-09-25 547.81 125.22 145.66 302.50 160.27 166.12 214.63 120.25 \n", + "2020-09-28 558.65 128.55 147.11 303.23 161.66 168.90 222.78 121.74 \n", + "2020-09-29 554.80 127.49 147.06 304.15 159.81 168.50 224.08 120.33 \n", + "2020-09-30 563.55 128.22 148.88 311.77 160.18 166.63 225.99 122.08 \n", + "2020-10-01 567.91 128.04 147.32 313.07 158.79 167.65 225.18 121.78 \n", + "\n", + " NEE \n", + "2015-11-19 100.99 \n", + "2015-11-20 101.02 \n", + "2015-11-23 100.49 \n", + "2015-11-24 99.41 \n", + "2015-11-25 98.88 \n", + "... ... \n", + "2020-09-25 281.82 \n", + "2020-09-28 284.14 \n", + "2020-09-29 283.12 \n", + "2020-09-30 277.56 \n", + "2020-10-01 282.76 \n", + "\n", + "[1225 rows x 29 columns]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Now we will conacat the Newly Created SP500 DataFrame with the combined_2 Dataframe\n", + "\n", + "SP500_and_general_stock_picks = pd.concat([SP500_close_data, raw_portfolio_data], axis='columns', join='outer')\n", + "\n", + "SP500_and_general_stock_picks.dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SP500ORCLSQNVDABABAPFENFLXCRMGDAMT...PSXBLKTROWJNJUNHMMMUPSACNPPGNEE
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1225 rows × 29 columns

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" + ], + "text/plain": [ + " SP500 ORCL SQ NVDA BABA \\\n", + "2015-11-19 2081.239990 36.108597 13.070000 30.458263 77.870003 \n", + "2015-11-20 2089.169922 36.404728 12.850000 30.722525 79.949997 \n", + "2015-11-23 2086.590088 36.219639 12.120000 30.262524 81.309998 \n", + "2015-11-24 2089.139893 36.515770 12.020000 30.507206 80.860001 \n", + "2015-11-25 2088.870117 36.330700 11.900000 30.468054 81.709999 \n", + "... ... ... ... ... ... \n", + "2020-09-25 3298.459961 59.799999 157.720001 514.950012 271.089996 \n", + "2020-09-28 3351.600098 59.580002 160.759995 521.400024 276.010010 \n", + "2020-09-29 3335.469971 59.470001 164.809998 529.030029 276.929993 \n", + "2020-09-30 3363.000000 59.700001 162.550003 541.219971 293.980011 \n", + "2020-10-01 3380.800049 59.680000 168.490005 544.580017 290.049988 \n", + "\n", + " PFE NFLX CRM GD AMT ... PSX \\\n", + "2015-11-19 27.049994 120.220001 80.639999 130.626297 99.63 ... 92.38 \n", + "2015-11-20 26.957846 123.839996 80.989998 130.896194 100.49 ... 91.67 \n", + "2015-11-23 26.245783 125.029999 80.779999 130.077530 99.94 ... 92.17 \n", + "2015-11-24 26.781923 123.309998 80.389999 130.923172 99.26 ... 93.13 \n", + "2015-11-25 27.535873 124.160004 80.410004 130.608292 99.09 ... 92.77 \n", + "... ... ... ... ... ... ... ... \n", + "2020-09-25 36.049999 482.880005 242.740005 138.210007 239.81 ... 52.88 \n", + "2020-09-28 36.389999 490.649994 246.669998 140.919998 240.00 ... 53.98 \n", + "2020-09-29 36.169998 493.480011 247.449997 138.550003 240.12 ... 52.19 \n", + "2020-09-30 36.700001 500.029999 251.320007 138.429993 241.73 ... 51.84 \n", + "2020-10-01 36.369999 527.510010 253.449997 138.220001 242.15 ... 50.28 \n", + "\n", + " BLK TROW JNJ UNH MMM UPS ACN PPG \\\n", + "2015-11-19 359.09 76.38 102.49 110.63 158.38 104.10 107.28 103.37 \n", + "2015-11-20 362.46 76.37 102.48 112.97 158.95 104.10 107.97 104.62 \n", + "2015-11-23 363.25 76.15 102.77 112.16 158.65 103.59 107.84 105.47 \n", + "2015-11-24 356.81 75.62 102.04 113.19 157.75 103.40 107.35 105.49 \n", + "2015-11-25 360.62 76.01 101.96 114.41 157.63 103.49 107.10 106.46 \n", + "... ... ... ... ... ... ... ... ... \n", + "2020-09-25 547.81 125.22 145.66 302.50 160.27 166.12 214.63 120.25 \n", + "2020-09-28 558.65 128.55 147.11 303.23 161.66 168.90 222.78 121.74 \n", + "2020-09-29 554.80 127.49 147.06 304.15 159.81 168.50 224.08 120.33 \n", + "2020-09-30 563.55 128.22 148.88 311.77 160.18 166.63 225.99 122.08 \n", + "2020-10-01 567.91 128.04 147.32 313.07 158.79 167.65 225.18 121.78 \n", + "\n", + " NEE \n", + "2015-11-19 100.99 \n", + "2015-11-20 101.02 \n", + "2015-11-23 100.49 \n", + "2015-11-24 99.41 \n", + "2015-11-25 98.88 \n", + "... ... \n", + "2020-09-25 281.82 \n", + "2020-09-28 284.14 \n", + "2020-09-29 283.12 \n", + "2020-09-30 277.56 \n", + "2020-10-01 282.76 \n", + "\n", + "[1225 rows x 29 columns]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Fixing the df column so that it reads SP500 instead of Close\n", + "column_names = SP500_and_general_stock_picks.columns.values\n", + "column_names[0] = 'SP500'\n", + "SP500_and_general_stock_picks.columns = column_names\n", + "\n", + "\n", + "SP500_and_general_stock_picks.dropna(inplace=True)\n", + "\n", + "SP500_and_general_stock_picks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# General Calculations of the newly created DataFrame" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculating Daily Returns" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2015-11-23-0.001235-0.005084-0.056809-0.0149730.017011-0.0264140.009609-0.002593-0.006254-0.005473...0.0054540.002180-0.0028810.002830-0.007170-0.001887-0.004899-0.0012040.008125-0.005246
2015-11-240.0012220.008176-0.0082510.008085-0.0055340.020428-0.013757-0.0048280.006501-0.006804...0.010416-0.017729-0.006960-0.0071030.009183-0.005673-0.001834-0.0045440.000190-0.010747
2015-11-25-0.000129-0.005068-0.009983-0.0012830.0105120.0281510.0068930.000249-0.002405-0.001713...-0.0038660.0106780.005157-0.0007840.010778-0.0007610.000870-0.0023290.009195-0.005331
2015-11-270.000594-0.0020380.0126050.008352-0.004039-0.0024340.010309-0.0054720.0026170.005954...-0.000108-0.006184-0.0007890.004021-0.0006120.0022840.0066670.003361-0.0023480.004956
..................................................................
2020-09-250.0159770.0084320.0355200.0425780.0050420.0081100.0207150.0218480.0095690.015370...0.0005680.0238480.0145020.0068430.033623-0.0009350.0355960.0009790.0109290.015421
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1224 rows × 29 columns

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" + ], + "text/plain": [ + " SP500 ORCL SQ NVDA BABA PFE \\\n", + "2015-11-20 0.003810 0.008201 -0.016832 0.008676 0.026711 -0.003407 \n", + "2015-11-23 -0.001235 -0.005084 -0.056809 -0.014973 0.017011 -0.026414 \n", + "2015-11-24 0.001222 0.008176 -0.008251 0.008085 -0.005534 0.020428 \n", + "2015-11-25 -0.000129 -0.005068 -0.009983 -0.001283 0.010512 0.028151 \n", + "2015-11-27 0.000594 -0.002038 0.012605 0.008352 -0.004039 -0.002434 \n", + "... ... ... ... ... ... ... \n", + "2020-09-25 0.015977 0.008432 0.035520 0.042578 0.005042 0.008110 \n", + "2020-09-28 0.016111 -0.003679 0.019275 0.012526 0.018149 0.009431 \n", + "2020-09-29 -0.004813 -0.001846 0.025193 0.014634 0.003333 -0.006046 \n", + "2020-09-30 0.008254 0.003867 -0.013713 0.023042 0.061568 0.014653 \n", + "2020-10-01 0.005293 -0.000335 0.036543 0.006208 -0.013368 -0.008992 \n", + "\n", + " NFLX CRM GD AMT ... PSX BLK \\\n", + "2015-11-20 0.030111 0.004340 0.002066 0.008632 ... -0.007686 0.009385 \n", + "2015-11-23 0.009609 -0.002593 -0.006254 -0.005473 ... 0.005454 0.002180 \n", + "2015-11-24 -0.013757 -0.004828 0.006501 -0.006804 ... 0.010416 -0.017729 \n", + "2015-11-25 0.006893 0.000249 -0.002405 -0.001713 ... -0.003866 0.010678 \n", + "2015-11-27 0.010309 -0.005472 0.002617 0.005954 ... -0.000108 -0.006184 \n", + "... ... ... ... ... ... ... ... \n", + "2020-09-25 0.020715 0.021848 0.009569 0.015370 ... 0.000568 0.023848 \n", + "2020-09-28 0.016091 0.016190 0.019608 0.000792 ... 0.020802 0.019788 \n", + "2020-09-29 0.005768 0.003162 -0.016818 0.000500 ... -0.033160 -0.006892 \n", + "2020-09-30 0.013273 0.015640 -0.000866 0.006705 ... -0.006706 0.015771 \n", + "2020-10-01 0.054957 0.008475 -0.001517 0.001737 ... -0.030093 0.007737 \n", + "\n", + " TROW JNJ UNH MMM UPS ACN \\\n", + "2015-11-20 -0.000131 -0.000098 0.021152 0.003599 0.000000 0.006432 \n", + "2015-11-23 -0.002881 0.002830 -0.007170 -0.001887 -0.004899 -0.001204 \n", + "2015-11-24 -0.006960 -0.007103 0.009183 -0.005673 -0.001834 -0.004544 \n", + "2015-11-25 0.005157 -0.000784 0.010778 -0.000761 0.000870 -0.002329 \n", + "2015-11-27 -0.000789 0.004021 -0.000612 0.002284 0.006667 0.003361 \n", + "... ... ... ... ... ... ... \n", + "2020-09-25 0.014502 0.006843 0.033623 -0.000935 0.035596 0.000979 \n", + "2020-09-28 0.026593 0.009955 0.002413 0.008673 0.016735 0.037972 \n", + "2020-09-29 -0.008246 -0.000340 0.003034 -0.011444 -0.002368 0.005835 \n", + "2020-09-30 0.005726 0.012376 0.025053 0.002315 -0.011098 0.008524 \n", + "2020-10-01 -0.001404 -0.010478 0.004170 -0.008678 0.006121 -0.003584 \n", + "\n", + " PPG NEE \n", + "2015-11-20 0.012092 0.000297 \n", + "2015-11-23 0.008125 -0.005246 \n", + "2015-11-24 0.000190 -0.010747 \n", + "2015-11-25 0.009195 -0.005331 \n", + "2015-11-27 -0.002348 0.004956 \n", + "... ... ... \n", + "2020-09-25 0.010929 0.015421 \n", + "2020-09-28 0.012391 0.008232 \n", + "2020-09-29 -0.011582 -0.003590 \n", + "2020-09-30 0.014543 -0.019638 \n", + "2020-10-01 -0.002457 0.018735 \n", + "\n", + "[1224 rows x 29 columns]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Calculating the % daily change of the SP500 + our stock picks\n", + "daily_returns_of_SP500_general_stock_picks = SP500_and_general_stock_picks.pct_change()\n", + "daily_returns_of_SP500_general_stock_picks.head()\n", + "\n", + "daily_returns_of_SP500_general_stock_picks.dropna(inplace=True)\n", + "\n", + "daily_returns_of_SP500_general_stock_picks" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SP500\n", + "ORCL\n", + "SQ\n", + "NVDA\n", + "BABA\n", + "PFE\n", + "NFLX\n", + "CRM\n", + "GD\n", + "AMT\n", + "HD\n", + "FB\n", + "MSFT\n", + "WMT\n", + "VZ\n", + "MCD\n", + "SBUX\n", + "CLX\n", + "COST\n", + "PSX\n", + "BLK\n", + "TROW\n", + "JNJ\n", + "UNH\n", + "MMM\n", + "UPS\n", + "ACN\n", + "PPG\n", + "NEE\n" + ] + } + ], + "source": [ + "for col in daily_returns_of_SP500_general_stock_picks.columns: \n", + " print(col)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculating Beta for each stock " + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "#Calculating covariance of the our stock portfolio of daily returns\n", + "\n", + "ORCL_covariance = daily_returns_of_SP500_general_stock_picks['ORCL'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "SQ_covariance = daily_returns_of_SP500_general_stock_picks['SQ'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "NVDA_covariance = daily_returns_of_SP500_general_stock_picks['NVDA'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "BABA_covariance = daily_returns_of_SP500_general_stock_picks['BABA'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "PFE_covariance = daily_returns_of_SP500_general_stock_picks['PFE'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "NFLX_covariance = daily_returns_of_SP500_general_stock_picks['NFLX'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "CRM_covariance = daily_returns_of_SP500_general_stock_picks['CRM'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "GD_covariance = daily_returns_of_SP500_general_stock_picks['GD'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "AMT_covariance = daily_returns_of_SP500_general_stock_picks['AMT'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "HD_covariance = daily_returns_of_SP500_general_stock_picks['HD'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "FB_covariance = daily_returns_of_SP500_general_stock_picks['FB'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "MSFT_covariance = daily_returns_of_SP500_general_stock_picks['MSFT'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "WMT_covariance = daily_returns_of_SP500_general_stock_picks['WMT'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "VZ_covariance = daily_returns_of_SP500_general_stock_picks['VZ'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "MCD_covariance = daily_returns_of_SP500_general_stock_picks['MCD'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "SBUX_covariance = daily_returns_of_SP500_general_stock_picks['SBUX'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "CLX_covariance = daily_returns_of_SP500_general_stock_picks['CLX'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "COST_covariance = daily_returns_of_SP500_general_stock_picks['COST'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "PSX_covariance = daily_returns_of_SP500_general_stock_picks['PSX'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "BLK_covariance = daily_returns_of_SP500_general_stock_picks['BLK'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "TROW_covariance = daily_returns_of_SP500_general_stock_picks['TROW'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "JNJ_covariance = daily_returns_of_SP500_general_stock_picks['JNJ'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "UNH_covariance = daily_returns_of_SP500_general_stock_picks['UNH'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "MMM_covariance = daily_returns_of_SP500_general_stock_picks['MMM'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "UPS_covariance = daily_returns_of_SP500_general_stock_picks['UPS'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "ACN_covariance = daily_returns_of_SP500_general_stock_picks['ACN'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "PPG_covariance = daily_returns_of_SP500_general_stock_picks['PPG'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])\n", + "NEE_covariance = daily_returns_of_SP500_general_stock_picks['NEE'].cov(daily_returns_of_SP500_general_stock_picks['SP500'])" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.00014785817616144565" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#calculating Variance of SP500\n", + "\n", + "variance = daily_returns_of_SP500_general_stock_picks['SP500'].var()\n", + "variance\n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "#Calculating covariance of stocks used to determine which stocks will stay in our portfolio and which will be dropped\n", + "\n", + "ORCL_beta = ORCL_covariance / variance\n", + "SQ_beta = SQ_covariance / variance\n", + "BABA_beta = BABA_covariance / variance\n", + "PFE_beta = PFE_covariance / variance\n", + "NFLX_beta = NFLX_covariance / variance\n", + "CRM_beta = CRM_covariance / variance\n", + "GD_beta = GD_covariance / variance\n", + "AMT_beta = AMT_covariance / variance\n", + "HD_beta = HD_covariance / variance\n", + "FB_beta = FB_covariance / variance\n", + "MSFT_beta = MSFT_covariance / variance\n", + "WMT_beta = WMT_covariance / variance\n", + "VZ_beta = VZ_covariance / variance\n", + "MCD_beta = MCD_covariance / variance\n", + "SBUX_beta = SBUX_covariance / variance\n", + "CLX_beta = CLX_covariance / variance\n", + "COST_beta = COST_covariance / variance\n", + "PSX_beta = PSX_covariance / variance\n", + "BLK_beta = BLK_covariance / variance\n", + "TROW_beta = TROW_covariance / variance\n", + "JNJ_beta = JNJ_covariance / variance\n", + "UNH_beta = UNH_covariance / variance\n", + "MMM_beta = MMM_covariance / variance\n", + "UPS_beta = UPS_covariance / variance\n", + "ACN_beta = ACN_covariance / variance\n", + "PPG_beta = PPG_covariance / variance\n", + "NEE_beta = NEE_covariance / variance" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'ORCL': 0.9769549555886817,\n", + " 'SQ': 1.5733357802790633,\n", + " 'NVDA': 0.9769549555886817,\n", + " 'BABA': 0.9259970212008787,\n", + " 'PFE': 0.7086025412089901,\n", + " 'NFLX': 1.0012252752845145,\n", + " 'CRM': 1.1741466397375553,\n", + " 'GD': 0.9164540496291751,\n", + " 'AMT': 0.8211519138482752,\n", + " 'HD': 1.0441345895014473,\n", + " 'FB': 1.0632491001241937,\n", + " 'MSFT': 1.1997107974053545,\n", + " 'WMT': 0.5377679951870248,\n", + " 'VZ': 0.5170806353266986,\n", + " 'MCD': -0.031713051802039975,\n", + " 'SBUX': 1.001966415362131,\n", + " 'CLX': 0.34932730372514326,\n", + " 'COST': 0.652210226608838,\n", + " 'PSX': 1.210976849419251,\n", + " 'BLK': 1.2445144852629633,\n", + " 'TROW': 1.2107585898939726,\n", + " 'JNJ': 0.6636170131399196,\n", + " 'UNH': 1.0346792426874538,\n", + " 'MMM': 0.9011592323738653,\n", + " 'UPS': 0.8359317125085839,\n", + " 'ACN': 1.0574321882503792,\n", + " 'PPG': 0.9746945125982714,\n", + " 'NEE': 0.6773761086824459}" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Sanity check of our Covariances by creating a dictionary to read the data\n", + "\n", + "beta = {\n", + " \"ORCL\": ORCL_beta,\n", + " \"SQ\" : SQ_beta,\n", + " \"NVDA\": ORCL_beta,\n", + " \"BABA\": BABA_beta,\n", + " \"PFE\": PFE_beta,\n", + " \"NFLX\": NFLX_beta,\n", + " \"CRM\": CRM_beta,\n", + " \"GD\": GD_beta,\n", + " \"AMT\": AMT_beta,\n", + " \"HD\": HD_beta,\n", + " \"FB\": FB_beta,\n", + " \"MSFT\": MSFT_beta,\n", + " \"WMT\": WMT_beta,\n", + " \"VZ\": VZ_beta,\n", + " \"MCD\": MCD_beta,\n", + " \"SBUX\": SBUX_beta,\n", + " \"CLX\": CLX_beta,\n", + " \"COST\": COST_beta,\n", + " \"PSX\": PSX_beta,\n", + " \"BLK\": BLK_beta,\n", + " \"TROW\": TROW_beta,\n", + " \"JNJ\": JNJ_beta,\n", + " \"UNH\": UNH_beta,\n", + " \"MMM\": MMM_beta,\n", + " \"UPS\": UPS_beta,\n", + " \"ACN\": ACN_beta,\n", + " \"PPG\": PPG_beta,\n", + " \"NEE\": NEE_beta\n", + "}\n", + "\n", + "beta" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MCD -0.031713051802039975\n", + "CLX 0.34932730372514326\n", + "VZ 0.5170806353266986\n", + "WMT 0.5377679951870248\n", + "COST 0.652210226608838\n", + "JNJ 0.6636170131399196\n", + "NEE 0.6773761086824459\n", + "PFE 0.7086025412089901\n", + "AMT 0.8211519138482752\n", + "UPS 0.8359317125085839\n", + "MMM 0.9011592323738653\n", + "GD 0.9164540496291751\n", + "BABA 0.9259970212008787\n", + "PPG 0.9746945125982714\n", + "ORCL 0.9769549555886817\n", + "NVDA 0.9769549555886817\n", + "NFLX 1.0012252752845145\n", + "SBUX 1.001966415362131\n", + "UNH 1.0346792426874538\n", + "HD 1.0441345895014473\n", + "ACN 1.0574321882503792\n", + "FB 1.0632491001241937\n", + "CRM 1.1741466397375553\n", + "MSFT 1.1997107974053545\n", + "TROW 1.2107585898939726\n", + "PSX 1.210976849419251\n", + "BLK 1.2445144852629633\n", + "SQ 1.5733357802790633\n" + ] + } + ], + "source": [ + "#Sorting Beta from lowest to highest\n", + "\n", + "sorted_beta = sorted(beta.items(),key=lambda x: x[1], reverse=False)\n", + "\n", + "for i in sorted_beta: print(i[0], i[1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Calculating Correlation of S&P500 to Our Stock Picks" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SP500ORCLSQNVDABABAPFENFLXCRMGDAMT...PSXBLKTROWJNJUNHMMMUPSACNPPGNEE
SP5001.0000000.7172140.5673020.6197050.5505550.6308650.4770130.6616070.7182110.610404...0.6781140.8204460.8000110.6438080.7082310.7055860.6335690.8080550.6986290.562373
ORCL0.7172141.0000000.3869580.4405050.4014090.4896460.3686660.5196280.4914600.449295...0.4695040.5747670.6185540.4999770.4623370.4939650.4879370.5912310.4657080.397040
SQ0.5673020.3869581.0000000.4976700.4352550.2667980.4069670.5228060.3527060.308892...0.3521320.4319330.4096160.2428640.3781670.3195260.3338390.4596970.3715280.277875
NVDA0.6197050.4405050.4976701.0000000.5112040.3029710.4328340.5180640.3818140.317262...0.3375030.4805090.4463150.3216770.4099630.4288780.3948180.4824390.3817510.273910
BABA0.5505550.4014090.4352550.5112041.0000000.2719290.4241420.4591820.3516600.256468...0.3243860.4545190.4110060.2813820.3225090.3698620.3505880.4434880.3867160.163250
PFE0.6308650.4896460.2667980.3029710.2719291.0000000.2552310.3432710.4712870.426877...0.3984280.5051230.5355800.6038700.5055400.4743530.4262250.4772710.3944580.411663
NFLX0.4770130.3686660.4069670.4328340.4241420.2552311.0000000.5175180.2699760.224412...0.2086100.3439550.3360510.2332850.3374980.2687990.3026490.3782770.2369550.150619
CRM0.6616070.5196280.5228060.5180640.4591820.3432710.5175181.0000000.3907460.385774...0.3642460.5176190.4828990.3506790.4265610.3807710.3606560.5731530.3976260.297884
GD0.7182110.4914600.3527060.3818140.3516600.4712870.2699760.3907461.0000000.433965...0.5754440.6326790.6377200.4638090.5156480.6128090.4924060.5857830.5815160.422481
AMT0.6104040.4492950.3088920.3172620.2564680.4268770.2244120.3857740.4339651.000000...0.3660280.4875500.4497160.4918960.4696920.3752330.3619740.5405750.4055840.637052
HD0.7853530.5416720.4502870.4984250.3657000.4745780.3569240.5336270.5631250.492019...0.4828090.6441940.5853380.4557670.5573550.5440810.4974120.6581390.5700220.475322
FB0.6321760.4573220.4368000.4833700.4710060.3245690.4728480.5595510.3464510.354050...0.3625570.4529980.4639540.3349780.3969610.3640970.3677970.5172540.3558630.290893
MSFT0.8358360.6467690.5437340.6057230.5436350.4856010.5247010.6895520.4996360.499342...0.4799770.6448170.6205360.5196890.5640420.5150090.4787630.7040620.4883880.440207
WMT0.4618160.3959120.1878750.2778490.1866340.3803530.2399780.2604760.2930140.348438...0.2125990.3380670.4065920.3998550.3325210.3178870.3492540.3604910.2186430.367207
VZ0.5128570.3868230.1394780.2071640.1495800.4292500.1292820.2195090.3810990.416023...0.3352140.3911620.4141180.4799110.3828850.3842240.3491150.4114530.3069640.484738
MCD-0.032453-0.0036820.0277550.0102670.017631-0.038825-0.0160890.010782-0.054651-0.045105...-0.006914-0.029351-0.044150-0.059683-0.009430-0.030565-0.067445-0.037118-0.026569-0.073236
SBUX0.7113530.5271040.3904640.3845160.3432420.4016400.2853260.4572960.4943610.480262...0.4983750.5899110.5219280.4353210.4985970.4959050.4174400.6147690.5219760.428090
CLX0.3097050.2604730.0756740.1622120.0618950.2912190.1245400.1628810.1898590.350655...0.0843400.2294080.2631700.3667330.2156920.2094130.2323190.2723670.1276190.409847
COST0.5857110.4263800.2922540.3588690.2672410.4127930.3125320.3629220.3793360.375531...0.2861910.4421510.4871090.4728840.4195670.4038510.4363470.4777490.3242100.351795
PSX0.6781140.4695040.3521320.3375030.3243860.3984280.2086100.3642460.5754440.366028...1.0000000.5481500.5703400.3738610.4597190.5130940.4021710.5318340.5712920.346682
BLK0.8204460.5747670.4319330.4805090.4545190.5051230.3439550.5176190.6326790.487550...0.5481501.0000000.7755320.5382970.5733210.6152390.5299920.6799910.6247270.430124
TROW0.8000110.6185540.4096160.4463150.4110060.5355800.3360510.4828990.6377200.449716...0.5703400.7755321.0000000.5098980.5316810.6034280.5804350.6345100.5313710.380660
JNJ0.6438080.4999770.2428640.3216770.2813820.6038700.2332850.3506790.4638090.491896...0.3738610.5382970.5098981.0000000.5178970.5172490.4231470.5193260.3923770.479065
UNH0.7082310.4623370.3781670.4099630.3225090.5055400.3374980.4265610.5156480.469692...0.4597190.5733210.5316810.5178971.0000000.4972790.4340740.5354680.4969140.454074
MMM0.7055860.4939650.3195260.4288780.3698620.4743530.2687990.3807710.6128090.375233...0.5130940.6152390.6034280.5172490.4972791.0000000.5447380.5777080.5640330.362342
UPS0.6335690.4879370.3338390.3948180.3505880.4262250.3026490.3606560.4924060.361974...0.4021710.5299920.5804350.4231470.4340740.5447381.0000000.4963210.4480700.328822
ACN0.8080550.5912310.4596970.4824390.4434880.4772710.3782770.5731530.5857830.540575...0.5318340.6799910.6345100.5193260.5354680.5777080.4963211.0000000.5817410.465686
PPG0.6986290.4657080.3715280.3817510.3867160.3944580.2369550.3976260.5815160.405584...0.5712920.6247270.5313710.3923770.4969140.5640330.4480700.5817411.0000000.338004
NEE0.5623730.3970400.2778750.2739100.1632500.4116630.1506190.2978840.4224810.637052...0.3466820.4301240.3806600.4790650.4540740.3623420.3288220.4656860.3380041.000000
\n", + "

29 rows × 29 columns

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" + ], + "text/plain": [ + " SP500 ORCL SQ NVDA BABA PFE NFLX \\\n", + "SP500 1.000000 0.717214 0.567302 0.619705 0.550555 0.630865 0.477013 \n", + "ORCL 0.717214 1.000000 0.386958 0.440505 0.401409 0.489646 0.368666 \n", + "SQ 0.567302 0.386958 1.000000 0.497670 0.435255 0.266798 0.406967 \n", + "NVDA 0.619705 0.440505 0.497670 1.000000 0.511204 0.302971 0.432834 \n", + "BABA 0.550555 0.401409 0.435255 0.511204 1.000000 0.271929 0.424142 \n", + "PFE 0.630865 0.489646 0.266798 0.302971 0.271929 1.000000 0.255231 \n", + "NFLX 0.477013 0.368666 0.406967 0.432834 0.424142 0.255231 1.000000 \n", + "CRM 0.661607 0.519628 0.522806 0.518064 0.459182 0.343271 0.517518 \n", + "GD 0.718211 0.491460 0.352706 0.381814 0.351660 0.471287 0.269976 \n", + "AMT 0.610404 0.449295 0.308892 0.317262 0.256468 0.426877 0.224412 \n", + "HD 0.785353 0.541672 0.450287 0.498425 0.365700 0.474578 0.356924 \n", + "FB 0.632176 0.457322 0.436800 0.483370 0.471006 0.324569 0.472848 \n", + "MSFT 0.835836 0.646769 0.543734 0.605723 0.543635 0.485601 0.524701 \n", + "WMT 0.461816 0.395912 0.187875 0.277849 0.186634 0.380353 0.239978 \n", + "VZ 0.512857 0.386823 0.139478 0.207164 0.149580 0.429250 0.129282 \n", + "MCD -0.032453 -0.003682 0.027755 0.010267 0.017631 -0.038825 -0.016089 \n", + "SBUX 0.711353 0.527104 0.390464 0.384516 0.343242 0.401640 0.285326 \n", + "CLX 0.309705 0.260473 0.075674 0.162212 0.061895 0.291219 0.124540 \n", + "COST 0.585711 0.426380 0.292254 0.358869 0.267241 0.412793 0.312532 \n", + "PSX 0.678114 0.469504 0.352132 0.337503 0.324386 0.398428 0.208610 \n", + "BLK 0.820446 0.574767 0.431933 0.480509 0.454519 0.505123 0.343955 \n", + "TROW 0.800011 0.618554 0.409616 0.446315 0.411006 0.535580 0.336051 \n", + "JNJ 0.643808 0.499977 0.242864 0.321677 0.281382 0.603870 0.233285 \n", + "UNH 0.708231 0.462337 0.378167 0.409963 0.322509 0.505540 0.337498 \n", + "MMM 0.705586 0.493965 0.319526 0.428878 0.369862 0.474353 0.268799 \n", + "UPS 0.633569 0.487937 0.333839 0.394818 0.350588 0.426225 0.302649 \n", + "ACN 0.808055 0.591231 0.459697 0.482439 0.443488 0.477271 0.378277 \n", + "PPG 0.698629 0.465708 0.371528 0.381751 0.386716 0.394458 0.236955 \n", + "NEE 0.562373 0.397040 0.277875 0.273910 0.163250 0.411663 0.150619 \n", + "\n", + " CRM GD AMT ... PSX BLK TROW \\\n", + "SP500 0.661607 0.718211 0.610404 ... 0.678114 0.820446 0.800011 \n", + "ORCL 0.519628 0.491460 0.449295 ... 0.469504 0.574767 0.618554 \n", + "SQ 0.522806 0.352706 0.308892 ... 0.352132 0.431933 0.409616 \n", + "NVDA 0.518064 0.381814 0.317262 ... 0.337503 0.480509 0.446315 \n", + "BABA 0.459182 0.351660 0.256468 ... 0.324386 0.454519 0.411006 \n", + "PFE 0.343271 0.471287 0.426877 ... 0.398428 0.505123 0.535580 \n", + "NFLX 0.517518 0.269976 0.224412 ... 0.208610 0.343955 0.336051 \n", + "CRM 1.000000 0.390746 0.385774 ... 0.364246 0.517619 0.482899 \n", + "GD 0.390746 1.000000 0.433965 ... 0.575444 0.632679 0.637720 \n", + "AMT 0.385774 0.433965 1.000000 ... 0.366028 0.487550 0.449716 \n", + "HD 0.533627 0.563125 0.492019 ... 0.482809 0.644194 0.585338 \n", + "FB 0.559551 0.346451 0.354050 ... 0.362557 0.452998 0.463954 \n", + "MSFT 0.689552 0.499636 0.499342 ... 0.479977 0.644817 0.620536 \n", + "WMT 0.260476 0.293014 0.348438 ... 0.212599 0.338067 0.406592 \n", + "VZ 0.219509 0.381099 0.416023 ... 0.335214 0.391162 0.414118 \n", + "MCD 0.010782 -0.054651 -0.045105 ... -0.006914 -0.029351 -0.044150 \n", + "SBUX 0.457296 0.494361 0.480262 ... 0.498375 0.589911 0.521928 \n", + "CLX 0.162881 0.189859 0.350655 ... 0.084340 0.229408 0.263170 \n", + "COST 0.362922 0.379336 0.375531 ... 0.286191 0.442151 0.487109 \n", + "PSX 0.364246 0.575444 0.366028 ... 1.000000 0.548150 0.570340 \n", + "BLK 0.517619 0.632679 0.487550 ... 0.548150 1.000000 0.775532 \n", + "TROW 0.482899 0.637720 0.449716 ... 0.570340 0.775532 1.000000 \n", + "JNJ 0.350679 0.463809 0.491896 ... 0.373861 0.538297 0.509898 \n", + "UNH 0.426561 0.515648 0.469692 ... 0.459719 0.573321 0.531681 \n", + "MMM 0.380771 0.612809 0.375233 ... 0.513094 0.615239 0.603428 \n", + "UPS 0.360656 0.492406 0.361974 ... 0.402171 0.529992 0.580435 \n", + "ACN 0.573153 0.585783 0.540575 ... 0.531834 0.679991 0.634510 \n", + "PPG 0.397626 0.581516 0.405584 ... 0.571292 0.624727 0.531371 \n", + "NEE 0.297884 0.422481 0.637052 ... 0.346682 0.430124 0.380660 \n", + "\n", + " JNJ UNH MMM UPS ACN PPG NEE \n", + "SP500 0.643808 0.708231 0.705586 0.633569 0.808055 0.698629 0.562373 \n", + "ORCL 0.499977 0.462337 0.493965 0.487937 0.591231 0.465708 0.397040 \n", + "SQ 0.242864 0.378167 0.319526 0.333839 0.459697 0.371528 0.277875 \n", + "NVDA 0.321677 0.409963 0.428878 0.394818 0.482439 0.381751 0.273910 \n", + "BABA 0.281382 0.322509 0.369862 0.350588 0.443488 0.386716 0.163250 \n", + "PFE 0.603870 0.505540 0.474353 0.426225 0.477271 0.394458 0.411663 \n", + "NFLX 0.233285 0.337498 0.268799 0.302649 0.378277 0.236955 0.150619 \n", + "CRM 0.350679 0.426561 0.380771 0.360656 0.573153 0.397626 0.297884 \n", + "GD 0.463809 0.515648 0.612809 0.492406 0.585783 0.581516 0.422481 \n", + "AMT 0.491896 0.469692 0.375233 0.361974 0.540575 0.405584 0.637052 \n", + "HD 0.455767 0.557355 0.544081 0.497412 0.658139 0.570022 0.475322 \n", + "FB 0.334978 0.396961 0.364097 0.367797 0.517254 0.355863 0.290893 \n", + "MSFT 0.519689 0.564042 0.515009 0.478763 0.704062 0.488388 0.440207 \n", + "WMT 0.399855 0.332521 0.317887 0.349254 0.360491 0.218643 0.367207 \n", + "VZ 0.479911 0.382885 0.384224 0.349115 0.411453 0.306964 0.484738 \n", + "MCD -0.059683 -0.009430 -0.030565 -0.067445 -0.037118 -0.026569 -0.073236 \n", + "SBUX 0.435321 0.498597 0.495905 0.417440 0.614769 0.521976 0.428090 \n", + "CLX 0.366733 0.215692 0.209413 0.232319 0.272367 0.127619 0.409847 \n", + "COST 0.472884 0.419567 0.403851 0.436347 0.477749 0.324210 0.351795 \n", + "PSX 0.373861 0.459719 0.513094 0.402171 0.531834 0.571292 0.346682 \n", + "BLK 0.538297 0.573321 0.615239 0.529992 0.679991 0.624727 0.430124 \n", + "TROW 0.509898 0.531681 0.603428 0.580435 0.634510 0.531371 0.380660 \n", + "JNJ 1.000000 0.517897 0.517249 0.423147 0.519326 0.392377 0.479065 \n", + "UNH 0.517897 1.000000 0.497279 0.434074 0.535468 0.496914 0.454074 \n", + "MMM 0.517249 0.497279 1.000000 0.544738 0.577708 0.564033 0.362342 \n", + "UPS 0.423147 0.434074 0.544738 1.000000 0.496321 0.448070 0.328822 \n", + "ACN 0.519326 0.535468 0.577708 0.496321 1.000000 0.581741 0.465686 \n", + "PPG 0.392377 0.496914 0.564033 0.448070 0.581741 1.000000 0.338004 \n", + "NEE 0.479065 0.454074 0.362342 0.328822 0.465686 0.338004 1.000000 \n", + "\n", + "[29 rows x 29 columns]" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#calculating Correlation of portfolio stocks to the stock market\n", + "\n", + "correlation_of_portfolio = daily_returns_of_SP500_general_stock_picks.corr()\n", + "\n", + "correlation_of_portfolio" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Visualization of the Correlations\n", + "\n", + "plt.subplots(figsize=(20,15))\n", + "sns.heatmap(correlation_of_portfolio);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Creating a Formula that will help us determine which stocks we will pick in our Portfolio" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Beta
Stock
ORCL0.976955
SQ1.573336
NVDA0.976955
BABA0.925997
PFE0.708603
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" + ], + "text/plain": [ + " Beta\n", + "Stock \n", + "ORCL 0.976955\n", + "SQ 1.573336\n", + "NVDA 0.976955\n", + "BABA 0.925997\n", + "PFE 0.708603" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creating a df to compare beta and correlations\n", + "\n", + "raw_beta = {\n", + " \"ORCL\": ORCL_beta,\n", + " \"SQ\" : SQ_beta,\n", + " \"NVDA\": ORCL_beta,\n", + " \"BABA\": BABA_beta,\n", + " \"PFE\": PFE_beta,\n", + " \"NFLX\": NFLX_beta,\n", + " \"CRM\": CRM_beta,\n", + " \"GD\": GD_beta,\n", + " \"AMT\": AMT_beta,\n", + " \"HD\": HD_beta,\n", + " \"FB\": FB_beta,\n", + " \"MSFT\": MSFT_beta,\n", + " \"WMT\": WMT_beta,\n", + " \"VZ\": VZ_beta,\n", + " \"MCD\": MCD_beta,\n", + " \"SBUX\": SBUX_beta,\n", + " \"CLX\": CLX_beta,\n", + " \"COST\": COST_beta,\n", + " \"PSX\": PSX_beta,\n", + " \"BLK\": BLK_beta,\n", + " \"TROW\": TROW_beta,\n", + " \"JNJ\": JNJ_beta,\n", + " \"UNH\": UNH_beta,\n", + " \"MMM\": MMM_beta,\n", + " \"UPS\": UPS_beta,\n", + " \"ACN\": ACN_beta,\n", + " \"PPG\": PPG_beta,\n", + " \"NEE\": NEE_beta\n", + "}\n", + "beta_df = pd.DataFrame(list(raw_beta.items()),columns = ['Stock','Beta']) \n", + "\n", + "beta_df.set_index('Stock', inplace=True)\n", + "\n", + "beta_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SP500
SP5001.000000
ORCL0.717214
SQ0.567302
NVDA0.619705
BABA0.550555
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" + ], + "text/plain": [ + " SP500\n", + "SP500 1.000000\n", + "ORCL 0.717214\n", + "SQ 0.567302\n", + "NVDA 0.619705\n", + "BABA 0.550555" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#dropping excess correlations to show only correlation of Portfolio to SP500\n", + "\n", + "correlation_of_portfolio_only_to_SP500 = correlation_of_portfolio.drop(columns=['ORCL','SQ','NVDA','BABA','PFE','NFLX','CRM','GD','AMT','HD','FB','MSFT','WMT', 'VZ','MCD','SBUX','CLX','COST','PSX','BLK','TROW','JNJ','UNH','MMM','UPS','ACN','PPG','NEE'])\n", + "\n", + "correlation_of_portfolio_only_to_SP500.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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BetaSP500
ORCL0.9769550.717214
SQ1.5733360.567302
NVDA0.9769550.619705
BABA0.9259970.550555
PFE0.7086030.630865
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" + ], + "text/plain": [ + " Beta SP500\n", + "ORCL 0.976955 0.717214\n", + "SQ 1.573336 0.567302\n", + "NVDA 0.976955 0.619705\n", + "BABA 0.925997 0.550555\n", + "PFE 0.708603 0.630865" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#combining both df's\n", + "\n", + "correlation_beta_df = pd.concat([beta_df,correlation_of_portfolio_only_to_SP500], axis='columns', join='outer')\n", + "\n", + "correlation_beta_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "#creating our formula to decide how we choose stocks\n", + "\n", + "correlation_beta_df['Beta/SP500'] = correlation_beta_df['Beta']/correlation_beta_df['SP500']" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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BetaSP500Beta/SP500
ORCL0.9769550.7172141.362152
SQ1.5733360.5673022.773364
NVDA0.9769550.6197051.576484
BABA0.9259970.5505551.681935
PFE0.7086030.6308651.123225
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" + ], + "text/plain": [ + " Beta SP500 Beta/SP500\n", + "ORCL 0.976955 0.717214 1.362152\n", + "SQ 1.573336 0.567302 2.773364\n", + "NVDA 0.976955 0.619705 1.576484\n", + "BABA 0.925997 0.550555 1.681935\n", + "PFE 0.708603 0.630865 1.123225" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#implementing our formula\n", + "\n", + "\n", + "correlation_beta_df.dropna(inplace=True)\n", + "\n", + "correlation_beta_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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BetaSP500Beta/SP500
MCD-0.031713-0.0324530.977200
VZ0.5170810.5128571.008236
JNJ0.6636170.6438081.030768
COST0.6522100.5857111.113536
PFE0.7086030.6308651.123225
CLX0.3493270.3097051.127936
WMT0.5377680.4618161.164464
NEE0.6773760.5623731.204495
GD0.9164540.7182111.276024
MMM0.9011590.7055861.277179
ACN1.0574320.8080551.308614
UPS0.8359320.6335691.319401
HD1.0441350.7853531.329509
AMT0.8211520.6104041.345260
ORCL0.9769550.7172141.362152
PPG0.9746950.6986291.395153
SBUX1.0019660.7113531.408537
MSFT1.1997110.8358361.435343
UNH1.0346790.7082311.460935
TROW1.2107590.8000111.513428
BLK1.2445140.8204461.516876
NVDA0.9769550.6197051.576484
FB1.0632490.6321761.681887
BABA0.9259970.5505551.681935
CRM1.1741470.6616071.774688
PSX1.2109770.6781141.785802
NFLX1.0012250.4770132.098947
SQ1.5733360.5673022.773364
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" + ], + "text/plain": [ + " Beta SP500 Beta/SP500\n", + "MCD -0.031713 -0.032453 0.977200\n", + "VZ 0.517081 0.512857 1.008236\n", + "JNJ 0.663617 0.643808 1.030768\n", + "COST 0.652210 0.585711 1.113536\n", + "PFE 0.708603 0.630865 1.123225\n", + "CLX 0.349327 0.309705 1.127936\n", + "WMT 0.537768 0.461816 1.164464\n", + "NEE 0.677376 0.562373 1.204495\n", + "GD 0.916454 0.718211 1.276024\n", + "MMM 0.901159 0.705586 1.277179\n", + "ACN 1.057432 0.808055 1.308614\n", + "UPS 0.835932 0.633569 1.319401\n", + "HD 1.044135 0.785353 1.329509\n", + "AMT 0.821152 0.610404 1.345260\n", + "ORCL 0.976955 0.717214 1.362152\n", + "PPG 0.974695 0.698629 1.395153\n", + "SBUX 1.001966 0.711353 1.408537\n", + "MSFT 1.199711 0.835836 1.435343\n", + "UNH 1.034679 0.708231 1.460935\n", + "TROW 1.210759 0.800011 1.513428\n", + "BLK 1.244514 0.820446 1.516876\n", + "NVDA 0.976955 0.619705 1.576484\n", + "FB 1.063249 0.632176 1.681887\n", + "BABA 0.925997 0.550555 1.681935\n", + "CRM 1.174147 0.661607 1.774688\n", + "PSX 1.210977 0.678114 1.785802\n", + "NFLX 1.001225 0.477013 2.098947\n", + "SQ 1.573336 0.567302 2.773364" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Reading the data in ascending order\n", + "\n", + "correlation_beta_df.sort_values('Beta/SP500', ascending=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "From here we decided to use our new formula to pick the stocks with the highest numeric value. We did however take the executive decision to replace 2 stocks PSX with PFE and SBUX with COST. The reason behind this was because we did not believe in the reliability of energy sector and Costco seemed to have better future growth capabilities. Our portfolio consist of the following stocks: AMT, ORCL, PPG, COST, MSFT, UNH, TROW, BLK, NVDA, FB, BABA, CRM, PFE, NFLX, SQ.\n" + ] + } + ], + "source": [ + "print(F\"From here we decided to use our new formula to pick the stocks with the highest numeric value. We did however take the executive decision to replace 2 stocks PSX with PFE and SBUX with COST. The reason behind this was because we did not believe in the reliability of energy sector and Costco seemed to have better future growth capabilities. Our portfolio consist of the following stocks: AMT, ORCL, PPG, COST, MSFT, UNH, TROW, BLK, NVDA, FB, BABA, CRM, PFE, NFLX, SQ.\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analyze the S&P500 with our Final Portfolio Positions" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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..................................................................
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2020-09-250.0159770.0084320.0355200.0425780.0050420.0081100.0207150.0218480.0153700.0212000.022787-0.0127380.0238480.0145020.0336230.010929
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1224 rows × 16 columns

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" + ], + "text/plain": [ + " SP500 ORCL SQ NVDA BABA PFE \\\n", + "2015-11-20 0.003810 0.008201 -0.016832 0.008676 0.026711 -0.003407 \n", + "2015-11-23 -0.001235 -0.005084 -0.056809 -0.014973 0.017011 -0.026414 \n", + "2015-11-24 0.001222 0.008176 -0.008251 0.008085 -0.005534 0.020428 \n", + "2015-11-25 -0.000129 -0.005068 -0.009983 -0.001283 0.010512 0.028151 \n", + "2015-11-27 0.000594 -0.002038 0.012605 0.008352 -0.004039 -0.002434 \n", + "... ... ... ... ... ... ... \n", + "2020-09-25 0.015977 0.008432 0.035520 0.042578 0.005042 0.008110 \n", + "2020-09-28 0.016111 -0.003679 0.019275 0.012526 0.018149 0.009431 \n", + "2020-09-29 -0.004813 -0.001846 0.025193 0.014634 0.003333 -0.006046 \n", + "2020-09-30 0.008254 0.003867 -0.013713 0.023042 0.061568 0.014653 \n", + "2020-10-01 0.005293 -0.000335 0.036543 0.006208 -0.013368 -0.008992 \n", + "\n", + " NFLX CRM AMT FB MSFT COST \\\n", + "2015-11-20 0.030111 0.004340 0.008632 0.009976 0.004635 0.001658 \n", + "2015-11-23 0.009609 -0.002593 -0.005473 -0.003448 0.000000 0.002146 \n", + "2015-11-24 -0.013757 -0.004828 -0.006804 -0.011314 0.001107 -0.007709 \n", + "2015-11-25 0.006893 0.000249 -0.001713 -0.003121 -0.010323 0.001233 \n", + "2015-11-27 0.010309 -0.005472 0.005954 0.000379 0.004470 0.007328 \n", + "... ... ... ... ... ... ... \n", + "2020-09-25 0.020715 0.021848 0.015370 0.021200 0.022787 -0.012738 \n", + "2020-09-28 0.016091 0.016190 0.000792 0.007849 0.007795 0.020550 \n", + "2020-09-29 0.005768 0.003162 0.000500 0.019352 -0.010409 0.007208 \n", + "2020-09-30 0.013273 0.015640 0.006705 0.000420 0.014812 0.008122 \n", + "2020-10-01 0.054957 0.008475 0.001737 0.018060 0.010127 0.009746 \n", + "\n", + " BLK TROW UNH PPG \n", + "2015-11-20 0.009385 -0.000131 0.021152 0.012092 \n", + "2015-11-23 0.002180 -0.002881 -0.007170 0.008125 \n", + "2015-11-24 -0.017729 -0.006960 0.009183 0.000190 \n", + "2015-11-25 0.010678 0.005157 0.010778 0.009195 \n", + "2015-11-27 -0.006184 -0.000789 -0.000612 -0.002348 \n", + "... ... ... ... ... \n", + "2020-09-25 0.023848 0.014502 0.033623 0.010929 \n", + "2020-09-28 0.019788 0.026593 0.002413 0.012391 \n", + "2020-09-29 -0.006892 -0.008246 0.003034 -0.011582 \n", + "2020-09-30 0.015771 0.005726 0.025053 0.014543 \n", + "2020-10-01 0.007737 -0.001404 0.004170 -0.002457 \n", + "\n", + "[1224 rows x 16 columns]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Drop stocks that are not being used in our portfolio\n", + "#Keep the following: AMT, ORCL, PPG, COST, MSFT, UNH, TROW, BLK, NVDA, FB, BABA, CRM, PFE, NFLX, SQ\n", + "\n", + "Portfolio_returns= daily_returns.drop(columns=['GD','HD','WMT', 'VZ','MCD','SBUX','CLX','PSX','JNJ','MMM','UPS','ACN','NEE'])\n", + "\n", + "Core_returns= Portfolio_returns\n", + "\n", + "Core_returns" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SP500ORCLSQNVDABABAPFENFLXCRMAMTFBMSFTCOSTBLKTROWUNHPPG
SP5001.0000000.7172140.5673020.6197050.5505550.6308650.4770130.6616070.6104040.6321760.8358360.5857110.8204460.8000110.7082310.698629
ORCL0.7172141.0000000.3869580.4405050.4014090.4896460.3686660.5196280.4492950.4573220.6467690.4263800.5747670.6185540.4623370.465708
SQ0.5673020.3869581.0000000.4976700.4352550.2667980.4069670.5228060.3088920.4368000.5437340.2922540.4319330.4096160.3781670.371528
NVDA0.6197050.4405050.4976701.0000000.5112040.3029710.4328340.5180640.3172620.4833700.6057230.3588690.4805090.4463150.4099630.381751
BABA0.5505550.4014090.4352550.5112041.0000000.2719290.4241420.4591820.2564680.4710060.5436350.2672410.4545190.4110060.3225090.386716
PFE0.6308650.4896460.2667980.3029710.2719291.0000000.2552310.3432710.4268770.3245690.4856010.4127930.5051230.5355800.5055400.394458
NFLX0.4770130.3686660.4069670.4328340.4241420.2552311.0000000.5175180.2244120.4728480.5247010.3125320.3439550.3360510.3374980.236955
CRM0.6616070.5196280.5228060.5180640.4591820.3432710.5175181.0000000.3857740.5595510.6895520.3629220.5176190.4828990.4265610.397626
AMT0.6104040.4492950.3088920.3172620.2564680.4268770.2244120.3857741.0000000.3540500.4993420.3755310.4875500.4497160.4696920.405584
FB0.6321760.4573220.4368000.4833700.4710060.3245690.4728480.5595510.3540501.0000000.6290710.3331090.4529980.4639540.3969610.355863
MSFT0.8358360.6467690.5437340.6057230.5436350.4856010.5247010.6895520.4993420.6290711.0000000.5347790.6448170.6205360.5640420.488388
COST0.5857110.4263800.2922540.3588690.2672410.4127930.3125320.3629220.3755310.3331090.5347791.0000000.4421510.4871090.4195670.324210
BLK0.8204460.5747670.4319330.4805090.4545190.5051230.3439550.5176190.4875500.4529980.6448170.4421511.0000000.7755320.5733210.624727
TROW0.8000110.6185540.4096160.4463150.4110060.5355800.3360510.4828990.4497160.4639540.6205360.4871090.7755321.0000000.5316810.531371
UNH0.7082310.4623370.3781670.4099630.3225090.5055400.3374980.4265610.4696920.3969610.5640420.4195670.5733210.5316811.0000000.496914
PPG0.6986290.4657080.3715280.3817510.3867160.3944580.2369550.3976260.4055840.3558630.4883880.3242100.6247270.5313710.4969141.000000
\n", + "
" + ], + "text/plain": [ + " SP500 ORCL SQ NVDA BABA PFE NFLX \\\n", + "SP500 1.000000 0.717214 0.567302 0.619705 0.550555 0.630865 0.477013 \n", + "ORCL 0.717214 1.000000 0.386958 0.440505 0.401409 0.489646 0.368666 \n", + "SQ 0.567302 0.386958 1.000000 0.497670 0.435255 0.266798 0.406967 \n", + "NVDA 0.619705 0.440505 0.497670 1.000000 0.511204 0.302971 0.432834 \n", + "BABA 0.550555 0.401409 0.435255 0.511204 1.000000 0.271929 0.424142 \n", + "PFE 0.630865 0.489646 0.266798 0.302971 0.271929 1.000000 0.255231 \n", + "NFLX 0.477013 0.368666 0.406967 0.432834 0.424142 0.255231 1.000000 \n", + "CRM 0.661607 0.519628 0.522806 0.518064 0.459182 0.343271 0.517518 \n", + "AMT 0.610404 0.449295 0.308892 0.317262 0.256468 0.426877 0.224412 \n", + "FB 0.632176 0.457322 0.436800 0.483370 0.471006 0.324569 0.472848 \n", + "MSFT 0.835836 0.646769 0.543734 0.605723 0.543635 0.485601 0.524701 \n", + "COST 0.585711 0.426380 0.292254 0.358869 0.267241 0.412793 0.312532 \n", + "BLK 0.820446 0.574767 0.431933 0.480509 0.454519 0.505123 0.343955 \n", + "TROW 0.800011 0.618554 0.409616 0.446315 0.411006 0.535580 0.336051 \n", + "UNH 0.708231 0.462337 0.378167 0.409963 0.322509 0.505540 0.337498 \n", + "PPG 0.698629 0.465708 0.371528 0.381751 0.386716 0.394458 0.236955 \n", + "\n", + " CRM AMT FB MSFT COST BLK TROW \\\n", + "SP500 0.661607 0.610404 0.632176 0.835836 0.585711 0.820446 0.800011 \n", + "ORCL 0.519628 0.449295 0.457322 0.646769 0.426380 0.574767 0.618554 \n", + "SQ 0.522806 0.308892 0.436800 0.543734 0.292254 0.431933 0.409616 \n", + "NVDA 0.518064 0.317262 0.483370 0.605723 0.358869 0.480509 0.446315 \n", + "BABA 0.459182 0.256468 0.471006 0.543635 0.267241 0.454519 0.411006 \n", + "PFE 0.343271 0.426877 0.324569 0.485601 0.412793 0.505123 0.535580 \n", + "NFLX 0.517518 0.224412 0.472848 0.524701 0.312532 0.343955 0.336051 \n", + "CRM 1.000000 0.385774 0.559551 0.689552 0.362922 0.517619 0.482899 \n", + "AMT 0.385774 1.000000 0.354050 0.499342 0.375531 0.487550 0.449716 \n", + "FB 0.559551 0.354050 1.000000 0.629071 0.333109 0.452998 0.463954 \n", + "MSFT 0.689552 0.499342 0.629071 1.000000 0.534779 0.644817 0.620536 \n", + "COST 0.362922 0.375531 0.333109 0.534779 1.000000 0.442151 0.487109 \n", + "BLK 0.517619 0.487550 0.452998 0.644817 0.442151 1.000000 0.775532 \n", + "TROW 0.482899 0.449716 0.463954 0.620536 0.487109 0.775532 1.000000 \n", + "UNH 0.426561 0.469692 0.396961 0.564042 0.419567 0.573321 0.531681 \n", + "PPG 0.397626 0.405584 0.355863 0.488388 0.324210 0.624727 0.531371 \n", + "\n", + " UNH PPG \n", + "SP500 0.708231 0.698629 \n", + "ORCL 0.462337 0.465708 \n", + "SQ 0.378167 0.371528 \n", + "NVDA 0.409963 0.381751 \n", + "BABA 0.322509 0.386716 \n", + "PFE 0.505540 0.394458 \n", + "NFLX 0.337498 0.236955 \n", + "CRM 0.426561 0.397626 \n", + "AMT 0.469692 0.405584 \n", + "FB 0.396961 0.355863 \n", + "MSFT 0.564042 0.488388 \n", + "COST 0.419567 0.324210 \n", + "BLK 0.573321 0.624727 \n", + "TROW 0.531681 0.531371 \n", + "UNH 1.000000 0.496914 \n", + "PPG 0.496914 1.000000 " + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "correlation_of_final_positions= Core_returns.corr()\n", + "correlation_of_final_positions" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Visualization of the Correlations\n", + "\n", + "plt.subplots(figsize=(20,15))\n", + "image_3= sns.heatmap(correlation_of_final_positions);\n", + "\n", + "image_3.get_figure().savefig(\"Heatmap of correlation of chosen portfolio\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2015-11-20 0.006532\n", + "2015-11-23 -0.003925\n", + "2015-11-24 -0.000940\n", + "2015-11-25 0.002003\n", + "2015-11-27 0.001257\n", + "dtype: float64" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Use the `dot` function to multiply the weights by each stock's daily return to get the portfolio daily return\n", + "weights = [0.40,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,]\n", + "core_portfolio_returns = Core_returns.dot(weights)\n", + "core_portfolio_returns.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + " # plot the daily portfolio returns\n", + "image_4= core_portfolio_returns.plot(figsize=(20,10), title=\"Daily Portfolio return\"); \n", + "\n", + "image_4.get_figure().savefig(\"Daily Portfolio Returns\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2015-11-20 0.006532\n", + "2015-11-23 0.002581\n", + "2015-11-24 0.001639\n", + "2015-11-25 0.003645\n", + "2015-11-27 0.004906\n", + " ... \n", + "2020-09-25 1.474158\n", + "2020-09-28 1.508525\n", + "2020-09-29 1.507425\n", + "2020-09-30 1.536714\n", + "2020-10-01 1.555398\n", + "Length: 1224, dtype: float64" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculating Cumulative Product\n", + "core_cumulative_returns = (1 + core_portfolio_returns).cumprod() - 1\n", + "core_cumulative_returns" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting Cumulative Returns\n", + "\n", + "image_5= core_cumulative_returns.plot(figsize=(20,10), title=\"Cumulative Portfolio return\");\n", + "\n", + "image_5.get_figure().savefig(\"Cumulative Portfolio Returns\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SP500
2015-11-200.003810
2015-11-23-0.001235
2015-11-240.001222
2015-11-25-0.000129
2015-11-270.000594
......
2020-09-250.015977
2020-09-280.016111
2020-09-29-0.004813
2020-09-300.008254
2020-10-010.005293
\n", + "

1224 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " SP500\n", + "2015-11-20 0.003810\n", + "2015-11-23 -0.001235\n", + "2015-11-24 0.001222\n", + "2015-11-25 -0.000129\n", + "2015-11-27 0.000594\n", + "... ...\n", + "2020-09-25 0.015977\n", + "2020-09-28 0.016111\n", + "2020-09-29 -0.004813\n", + "2020-09-30 0.008254\n", + "2020-10-01 0.005293\n", + "\n", + "[1224 rows x 1 columns]" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#SP500 daily returns\n", + "\n", + "SP500_daily_returns= Core_returns.drop(columns=['AMT', 'ORCL', 'PPG', 'COST', 'MSFT', 'UNH', 'TROW', 'BLK', 'NVDA', 'FB', 'BABA', 'CRM', 'PFE', 'NFLX', 'SQ'])\n", + "\n", + "SP500_daily_returns" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SP500
2015-11-200.003810
2015-11-230.002571
2015-11-240.003796
2015-11-250.003666
2015-11-270.004262
......
2020-09-250.584853
2020-09-280.610386
2020-09-290.602636
2020-09-300.615864
2020-10-010.624416
\n", + "

1224 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " SP500\n", + "2015-11-20 0.003810\n", + "2015-11-23 0.002571\n", + "2015-11-24 0.003796\n", + "2015-11-25 0.003666\n", + "2015-11-27 0.004262\n", + "... ...\n", + "2020-09-25 0.584853\n", + "2020-09-28 0.610386\n", + "2020-09-29 0.602636\n", + "2020-09-30 0.615864\n", + "2020-10-01 0.624416\n", + "\n", + "[1224 rows x 1 columns]" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculating Cumulative Product for SP500\n", + "Sp500_cumulative_returns = (1 + SP500_daily_returns).cumprod() - 1\n", + "Sp500_cumulative_returns" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting SP500 Daily Returns\n", + "\n", + "image_6=SP500_daily_returns.plot(figsize=(20,10), title=\"Daily Returns of SP500\");\n", + "\n", + "image_6.get_figure().savefig(\"SP500 Daily Returns\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting SP500 Cumulative Returns\n", + "\n", + "image_7= Sp500_cumulative_returns.plot(figsize=(20,10), title=\"Cumulative Returns of SP500\");\n", + "\n", + "image_7.get_figure().savefig(\"Heatmap of all stocks and their Correlations\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Side by side comparison of Daily Returns\n", + "plt.plot(core_portfolio_returns)\n", + "plt.plot(SP500_daily_returns)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Showing side by side comparison of cumulative returns\n", + "plt.plot(core_cumulative_returns)\n", + "plt.plot(Sp500_cumulative_returns)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.013021605893950699\n", + "0.0008521218194888947\n", + "SP500 0.01216\n", + "dtype: float64\n", + "SP500 0.000471\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "#calculate Std Dev of Portfolio\n", + "\n", + "print(core_portfolio_returns.std())\n", + "print(core_portfolio_returns.mean())\n", + "\n", + "print(SP500_daily_returns.std())\n", + "print(SP500_daily_returns.mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0388130801041227" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Calculate Sharpe Ratios\n", + "sharpe_ratios = (core_portfolio_returns.mean() * 252) / (core_portfolio_returns.std() * np.sqrt(252))\n", + "sharpe_ratios" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SP500ORCLSQNVDABABAPFENFLXCRMAMTFBMSFTCOSTBLKTROWUNHPPG
2015-11-192081.23999036.10859713.07000030.45826377.87000327.049994120.22000180.63999999.63106.2653.94162.83359.0976.38110.63103.37
2015-11-202089.16992236.40472812.85000030.72252579.94999726.957846123.83999680.989998100.49107.3254.19163.10362.4676.37112.97104.62
2015-11-232086.59008836.21963912.12000030.26252481.30999826.245783125.02999980.77999999.94106.9554.19163.45363.2576.15112.16105.47
2015-11-242089.13989336.51577012.02000030.50720680.86000126.781923123.30999880.38999999.26105.7454.25162.19356.8175.62113.19105.49
2015-11-252088.87011736.33070011.90000030.46805481.70999927.535873124.16000480.41000499.09105.4153.69162.39360.6276.01114.41106.46
...................................................
2020-09-253298.45996159.799999157.720001514.950012271.08999636.049999482.880005242.740005239.81254.82207.82342.58547.81125.22302.50120.25
2020-09-283351.60009859.580002160.759995521.400024276.01001036.389999490.649994246.669998240.00256.82209.44349.62558.65128.55303.23121.74
2020-09-293335.46997159.470001164.809998529.030029276.92999336.169998493.480011247.449997240.12261.79207.26352.14554.80127.49304.15120.33
2020-09-303363.00000059.700001162.550003541.219971293.98001136.700001500.029999251.320007241.73261.90210.33355.00563.55128.22311.77122.08
2020-10-013380.80004959.680000168.490005544.580017290.04998836.369999527.510010253.449997242.15266.63212.46358.46567.91128.04313.07121.78
\n", + "

1225 rows × 16 columns

\n", + "
" + ], + "text/plain": [ + " SP500 ORCL SQ NVDA BABA \\\n", + "2015-11-19 2081.239990 36.108597 13.070000 30.458263 77.870003 \n", + "2015-11-20 2089.169922 36.404728 12.850000 30.722525 79.949997 \n", + "2015-11-23 2086.590088 36.219639 12.120000 30.262524 81.309998 \n", + "2015-11-24 2089.139893 36.515770 12.020000 30.507206 80.860001 \n", + "2015-11-25 2088.870117 36.330700 11.900000 30.468054 81.709999 \n", + "... ... ... ... ... ... \n", + "2020-09-25 3298.459961 59.799999 157.720001 514.950012 271.089996 \n", + "2020-09-28 3351.600098 59.580002 160.759995 521.400024 276.010010 \n", + "2020-09-29 3335.469971 59.470001 164.809998 529.030029 276.929993 \n", + "2020-09-30 3363.000000 59.700001 162.550003 541.219971 293.980011 \n", + "2020-10-01 3380.800049 59.680000 168.490005 544.580017 290.049988 \n", + "\n", + " PFE NFLX CRM AMT FB MSFT COST \\\n", + "2015-11-19 27.049994 120.220001 80.639999 99.63 106.26 53.94 162.83 \n", + "2015-11-20 26.957846 123.839996 80.989998 100.49 107.32 54.19 163.10 \n", + "2015-11-23 26.245783 125.029999 80.779999 99.94 106.95 54.19 163.45 \n", + "2015-11-24 26.781923 123.309998 80.389999 99.26 105.74 54.25 162.19 \n", + "2015-11-25 27.535873 124.160004 80.410004 99.09 105.41 53.69 162.39 \n", + "... ... ... ... ... ... ... ... \n", + "2020-09-25 36.049999 482.880005 242.740005 239.81 254.82 207.82 342.58 \n", + "2020-09-28 36.389999 490.649994 246.669998 240.00 256.82 209.44 349.62 \n", + "2020-09-29 36.169998 493.480011 247.449997 240.12 261.79 207.26 352.14 \n", + "2020-09-30 36.700001 500.029999 251.320007 241.73 261.90 210.33 355.00 \n", + "2020-10-01 36.369999 527.510010 253.449997 242.15 266.63 212.46 358.46 \n", + "\n", + " BLK TROW UNH PPG \n", + "2015-11-19 359.09 76.38 110.63 103.37 \n", + "2015-11-20 362.46 76.37 112.97 104.62 \n", + "2015-11-23 363.25 76.15 112.16 105.47 \n", + "2015-11-24 356.81 75.62 113.19 105.49 \n", + "2015-11-25 360.62 76.01 114.41 106.46 \n", + "... ... ... ... ... \n", + "2020-09-25 547.81 125.22 302.50 120.25 \n", + "2020-09-28 558.65 128.55 303.23 121.74 \n", + "2020-09-29 554.80 127.49 304.15 120.33 \n", + "2020-09-30 563.55 128.22 311.77 122.08 \n", + "2020-10-01 567.91 128.04 313.07 121.78 \n", + "\n", + "[1225 rows x 16 columns]" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "portfolio_5yrs = combined_portfolio_df.drop(columns=['MCD', 'VZ', 'JNJ', 'CLX', 'WMT', 'NEE', 'GD', 'MMM', 'ACN', 'UPS', 'HD', 'SBUX', 'PSX'])\n", + "portfolio_5yrs" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "portfolio_5yrs_daily = portfolio_5yrs.pct_change()\n", + "portfolio_5yrs_1 = (1 + portfolio_5yrs_daily).cumprod() - 1\n", + "portfolio_5yrs_1.plot(figsize=(30,10), title='Cumulative Returns of Each Stock in our Portfolio');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Predict the Direction of the Portfolio compared to the S&P500 Using Monte Carlo Simulation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Monte Carlo Simulation of the Portfolio" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "# Load .env enviroment variables\n", + "from dotenv import load_dotenv\n", + "load_dotenv()\n", + "\n", + "# Set Alpaca API key and secret\n", + "alpaca_api_key = os.getenv(\"ALPACA_API_KEY\")\n", + "alpaca_secret_key = os.getenv(\"ALPACA_SECRET_KEY\")\n", + "\n", + "api = tradeapi.REST(\n", + " alpaca_api_key,\n", + " alpaca_secret_key,\n", + " api_version = \"v2\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "# Set timeframe to '1D'\n", + "timeframe = \"1D\"\n", + "\n", + "# Set start and end datetimes between now and 3 years ago.\n", + "start_date = pd.Timestamp(\"2015-11-19\", tz=\"America/New_York\").isoformat()\n", + "end_date = pd.Timestamp(\"2020-10-01\", tz=\"America/New_York\").isoformat()\n", + "\n", + "# Set the ticker information\n", + "tickers = ['SPY','AMT','ORCL','PPG','COST','MSFT','UNH','TROW','BLK','NVDA','FB','BABA','CRM','PFE','NFLX','SQ']\n", + "\n", + "# Get 5 years of past data of portfolios\n", + "df_ticker = api.get_barset(\n", + " tickers,\n", + " timeframe,\n", + " start=start_date,\n", + " end=end_date\n", + ").df\n", + "\n", + "df_ticker.index = df_ticker.index.date\n", + "df_ticker.head()\n", + "df_ticker.to_csv('df_ticker.csv') " + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "# Configuring a Monte Carlo simulation to forecast five years cumulative returns\n", + "MC_fiveyear = MCSimulation(\n", + " portfolio_data = df_ticker,\n", + " weights = [0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.40,0.04,0.04,0.04],\n", + " num_simulation = 500,\n", + " num_trading_days = 252*5\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " AMT BABA \\\n", + " open high low close volume daily_return open \n", + "2015-11-19 99.87 100.26 99.22 99.62 1223026.0 NaN 78.06 \n", + "2015-11-20 100.20 100.87 99.53 100.47 1023837.0 0.008532 78.44 \n", + "2015-11-23 100.49 100.67 99.45 99.93 755145.0 -0.005375 80.45 \n", + "2015-11-24 99.28 99.45 98.32 99.27 1054663.0 -0.006605 80.85 \n", + "2015-11-25 99.15 99.60 98.90 99.07 622603.0 -0.002015 80.91 \n", + "\n", + " ... TROW \\\n", + " high low close ... low close volume daily_return \n", + "2015-11-19 79.150 77.403 77.910 ... 76.0100 76.38 521700 NaN \n", + "2015-11-20 80.785 78.400 79.965 ... 75.9100 76.38 671459 0.000000 \n", + "2015-11-23 82.190 79.970 81.310 ... 76.0200 76.15 425575 -0.003011 \n", + "2015-11-24 81.110 79.270 80.790 ... 74.9701 75.63 593463 -0.006829 \n", + "2015-11-25 82.675 80.820 81.630 ... 75.3400 76.01 631376 0.005024 \n", + "\n", + " UNH \n", + " open high low close volume daily_return \n", + "2015-11-19 109.74 113.71 109.61 110.61 13240076.0 NaN \n", + "2015-11-20 111.01 114.44 110.60 113.00 5609101.0 0.021607 \n", + "2015-11-23 112.97 114.49 112.10 112.15 3006888.0 -0.007522 \n", + "2015-11-24 111.70 113.45 111.06 113.23 2363542.0 0.009630 \n", + "2015-11-25 113.47 115.05 113.00 114.42 2408146.0 0.010510 \n", + "\n", + "[5 rows x 96 columns]" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Printing the simulation input data\n", + "MC_fiveyear.portfolio_data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running Monte Carlo simulation number 0.\n", + "Running Monte Carlo simulation number 10.\n", + "Running Monte Carlo simulation number 20.\n", + "Running Monte Carlo simulation number 30.\n", + "Running Monte Carlo simulation number 40.\n", + "Running Monte Carlo simulation number 50.\n", + "Running Monte Carlo simulation number 60.\n", + "Running Monte Carlo simulation number 70.\n", + "Running Monte Carlo simulation number 80.\n", + "Running Monte Carlo simulation number 90.\n", + "Running Monte Carlo simulation number 100.\n", + "Running Monte Carlo simulation number 110.\n", + "Running Monte Carlo simulation number 120.\n", + "Running Monte Carlo simulation number 130.\n", + "Running Monte Carlo simulation number 140.\n", + "Running Monte Carlo simulation number 150.\n", + "Running Monte Carlo simulation number 160.\n", + "Running Monte Carlo simulation number 170.\n", + "Running Monte Carlo simulation number 180.\n", + "Running Monte Carlo simulation number 190.\n", + "Running Monte Carlo simulation number 200.\n", + "Running Monte Carlo simulation number 210.\n", + "Running Monte Carlo simulation number 220.\n", + "Running Monte Carlo simulation number 230.\n", + "Running Monte Carlo simulation number 240.\n", + "Running Monte Carlo simulation number 250.\n", + "Running Monte Carlo simulation number 260.\n", + "Running Monte Carlo simulation number 270.\n", + "Running Monte Carlo simulation number 280.\n", + "Running Monte Carlo simulation number 290.\n", + "Running Monte Carlo simulation number 300.\n", + "Running Monte Carlo simulation number 310.\n", + "Running Monte Carlo simulation number 320.\n", + "Running Monte Carlo simulation number 330.\n", + "Running Monte Carlo simulation number 340.\n", + "Running Monte Carlo simulation number 350.\n", + "Running Monte Carlo simulation number 360.\n", + "Running Monte Carlo simulation number 370.\n", + "Running Monte Carlo simulation number 380.\n", + "Running Monte Carlo simulation number 390.\n", + "Running Monte Carlo simulation number 400.\n", + "Running Monte Carlo simulation number 410.\n", + "Running Monte Carlo simulation number 420.\n", + "Running Monte Carlo simulation number 430.\n", + "Running Monte Carlo simulation number 440.\n", + "Running Monte Carlo simulation number 450.\n", + "Running Monte Carlo simulation number 460.\n", + "Running Monte Carlo simulation number 470.\n", + "Running Monte Carlo simulation number 480.\n", + "Running Monte Carlo simulation number 490.\n" + ] + }, + { + "data": { + "text/html": [ + "
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot simulation outcomes\n", + "line_plot_1 = MC_fiveyear.plot_simulation()\n", + "\n", + "# Save the plot for future usage\n", + "line_plot_1.get_figure().savefig(\"MonteCarlo_5yrs_simulation2.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot probability distribution and confidence intervals\n", + "dist_plot = MC_fiveyear.plot_distribution()\n", + "\n", + "# Save the plot for future usage\n", + "dist_plot.get_figure().savefig('MonteCarlo_5yrs_distribution2.png',bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "count 500.000000\n", + "mean 2.915102\n", + "std 0.647488\n", + "min 1.593938\n", + "25% 2.469454\n", + "50% 2.834529\n", + "75% 3.238109\n", + "max 6.695623\n", + "95% CI Lower 1.850630\n", + "95% CI Upper 4.255804\n", + "Name: 1260, dtype: float64\n" + ] + } + ], + "source": [ + "# Fetch summary statistics from the Monte Carlo simulation results\n", + "summary = MC_fiveyear.summarize_cumulative_return()\n", + "\n", + "# Print summary statistics\n", + "print(summary)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There is a 95% chance that an initial investment of $10,000 in the portfolio over the next 5 years will end within in the range of $18506.3 and $42558.04\n" + ] + } + ], + "source": [ + "# Use the lower and upper `95%` confidence intervals to calculate the range of the possible outcomes of our $10,000 investments in Coca-Cola and Microsoft stocks\n", + "ci_lower = round(summary[8]*10000,2)\n", + "ci_upper = round(summary[9]*10000,2)\n", + "\n", + "# Print results\n", + "print(f\"There is a 95% chance that an initial investment of $10,000 in the portfolio\"\n", + " f\" over the next 5 years will end within in the range of\"\n", + " f\" ${ci_lower} and ${ci_upper}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## MC Simulation for SP500" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [], + "source": [ + "# Set timeframe to '1D'\n", + "timeframe = \"1D\"\n", + "\n", + "# Set start and end datetimes between now and 3 years ago.\n", + "start_date = pd.Timestamp(\"2015-11-19\", tz=\"America/New_York\").isoformat()\n", + "end_date = pd.Timestamp(\"2020-10-01\", tz=\"America/New_York\").isoformat()\n", + "\n", + "# Set the ticker information\n", + "tickers_1 = ['SPY']\n", + "\n", + "# Get 5 years of past data of portfolios\n", + "df_ticker_1 = api.get_barset(\n", + " tickers_1,\n", + " timeframe,\n", + " start=start_date,\n", + " end=end_date\n", + ").df" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "# Configuring a Monte Carlo simulation to forecast five years cumulative returns\n", + "MC_fiveyear_SP500 = MCSimulation(\n", + " portfolio_data = df_ticker_1,\n", + " weights = [1],\n", + " num_simulation = 500,\n", + " num_trading_days = 252*5\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running Monte Carlo simulation number 0.\n", + "Running Monte Carlo simulation number 10.\n", + "Running Monte Carlo simulation number 20.\n", + "Running Monte Carlo simulation number 30.\n", + "Running Monte Carlo simulation number 40.\n", + "Running Monte Carlo simulation number 50.\n", + "Running Monte Carlo simulation number 60.\n", + "Running Monte Carlo simulation number 70.\n", + "Running Monte Carlo simulation number 80.\n", + "Running Monte Carlo simulation number 90.\n", + "Running Monte Carlo simulation number 100.\n", + "Running Monte Carlo simulation number 110.\n", + "Running Monte Carlo simulation number 120.\n", + "Running Monte Carlo simulation number 130.\n", + "Running Monte Carlo simulation number 140.\n", + "Running Monte Carlo simulation number 150.\n", + "Running Monte Carlo simulation number 160.\n", + 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Carlo simulation number 240.\n", + "Running Monte Carlo simulation number 250.\n", + "Running Monte Carlo simulation number 260.\n", + "Running Monte Carlo simulation number 270.\n", + "Running Monte Carlo simulation number 280.\n", + "Running Monte Carlo simulation number 290.\n", + "Running Monte Carlo simulation number 300.\n", + "Running Monte Carlo simulation number 310.\n", + "Running Monte Carlo simulation number 320.\n", + "Running Monte Carlo simulation number 330.\n", + "Running Monte Carlo simulation number 340.\n", + "Running Monte Carlo simulation number 350.\n", + "Running Monte Carlo simulation number 360.\n", + "Running Monte Carlo simulation number 370.\n", + "Running Monte Carlo simulation number 380.\n", + "Running Monte Carlo simulation number 390.\n", + "Running Monte Carlo simulation number 400.\n", + "Running Monte Carlo simulation number 410.\n", + "Running Monte Carlo simulation number 420.\n", + "Running Monte Carlo simulation number 430.\n", + "Running Monte Carlo simulation number 440.\n", + "Running Monte Carlo simulation number 450.\n", + "Running Monte Carlo simulation number 460.\n", + "Running Monte Carlo simulation number 470.\n", + "Running Monte Carlo simulation number 480.\n", + "Running Monte Carlo simulation number 490.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "line_plot_2 = MC_fiveyear_SP500.plot_simulation()\n", + "line_plot_2.get_figure().savefig(\"MonteCarlo_5yrs_SPY_simulation.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dist_plot = MC_fiveyear_SP500.plot_distribution()\n", + "line_plot.get_figure().savefig(\"MonteCarlo_5yrs_SPY_dist.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "count 500.000000\n", + "mean 2.895847\n", + "std 0.589691\n", + "min 1.559500\n", + "25% 2.454324\n", + "50% 2.821701\n", + "75% 3.213398\n", + "max 5.025064\n", + "95% CI Lower 1.962128\n", + "95% CI Upper 4.251050\n", + "Name: 1260, dtype: float64\n" + ] + } + ], + "source": [ + "# Fetch summary statistics from the Monte Carlo simulation results\n", + "summary = MC_fiveyear.summarize_cumulative_return()\n", + "\n", + "# Print summary statistics\n", + "print(summary)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There is a 95% chance that an initial investment of $10,000 in the portfolio over the next 5 years will end within in the range of $19621.28 and $42510.5\n" + ] + } + ], + "source": [ + "# Use the lower and upper `95%` confidence intervals to calculate the range of the possible outcomes of our $10,000 investments in Coca-Cola and Microsoft stocks\n", + "ci_lower = round(summary[8]*10000,2)\n", + "ci_upper = round(summary[9]*10000,2)\n", + "\n", + "# Print results\n", + "print(f\"There is a 95% chance that an initial investment of $10,000 in the portfolio\"\n", + " f\" over the next 5 years will end within in the range of\"\n", + " f\" ${ci_lower} and ${ci_upper}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "metadata": {}, + "outputs": [], + "source": [ + "# Create Plots\n", + "def get_daily_sp500_plot():\n", + " SP500_daily_returns_1= SP500_daily_returns.hvplot(title='S&P 500 Daily Returns',)\n", + " return SP500_daily_returns_1\n", + "\n", + "def get_daily_core_plot():\n", + " core_portfolio_returns_1= core_portfolio_returns.hvplot(title='Portfolio Daily Returns',)\n", + " return core_portfolio_returns_1\n", + "\n", + "def get_cumulative_sp500_plot():\n", + " sp500_cumulative_returns_1= Sp500_cumulative_returns.hvplot(title='S&P 500 Cumulative Returns',)\n", + " return sp500_cumulative_returns_1\n", + "\n", + "def get_cumulative_portfolio_plot():\n", + " core_cumulative_returns_1= core_cumulative_returns.hvplot(title='Portfolio Cumulative Returns',)\n", + " return core_cumulative_returns_1\n", + "\n", + "def get_cumulative_joint_plot():\n", + " portfolio_5yrs_2= portfolio_5yrs_1.hvplot(title='Securities Cumulative Returns',)\n", + " return portfolio_5yrs_2\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [], + "source": [ + "# Create panels to structure the layout of the dashboard\n", + "\n", + "daily_column = pn.Column(\"Daily Returns\", get_daily_sp500_plot(), get_daily_core_plot())\n", + "\n", + "\n", + "cumulative_column = pn.Column(\n", + " \"Cumulative Returns\", get_cumulative_sp500_plot(),get_cumulative_portfolio_plot())\n", + "\n", + "joint_column = pn.Column(\n", + " \"Joint Returns\", get_cumulative_joint_plot())\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [], + "source": [ + "panel_test= pn.Tabs(\n", + " (\"Daily Return Comparisons\",daily_column),\n", + " (\"Cumulative Return Comparison\",cumulative_column),\n", + " (\"Individual Stock Return Data\",joint_column),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [ + { + "data": {}, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": {}, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.holoviews_exec.v0+json": "", + "text/html": [ + "
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SP500ORCLSQNVDABABAPFENFLXCRMGDAMT...PSXBLKTROWJNJUNHMMMUPSACNPPGNEE
2015-11-192081.23999036.10859713.0730.45826377.87000327.049994120.22000180.639999130.62629799.63...92.38359.0976.38102.49110.63158.38104.10107.28103.37100.99
2015-11-202089.16992236.40472812.8530.72252579.94999726.957846123.83999680.989998130.896194100.49...91.67362.4676.37102.48112.97158.95104.10107.97104.62101.02
2015-11-232086.59008836.21963912.1230.26252481.30999826.245783125.02999980.779999130.07753099.94...92.17363.2576.15102.77112.16158.65103.59107.84105.47100.49
2015-11-242089.13989336.51577012.0230.50720680.86000126.781923123.30999880.389999130.92317299.26...93.13356.8175.62102.04113.19157.75103.40107.35105.4999.41
2015-11-252088.87011736.33070011.9030.46805481.70999927.535873124.16000480.410004130.60829299.09...92.77360.6276.01101.96114.41157.63103.49107.10106.4698.88
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5 rows × 29 columns

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" + ], + "text/plain": [ + " SP500 ORCL SQ NVDA BABA PFE \\\n", + "2015-11-19 2081.239990 36.108597 13.07 30.458263 77.870003 27.049994 \n", + "2015-11-20 2089.169922 36.404728 12.85 30.722525 79.949997 26.957846 \n", + "2015-11-23 2086.590088 36.219639 12.12 30.262524 81.309998 26.245783 \n", + "2015-11-24 2089.139893 36.515770 12.02 30.507206 80.860001 26.781923 \n", + "2015-11-25 2088.870117 36.330700 11.90 30.468054 81.709999 27.535873 \n", + "\n", + " NFLX CRM GD AMT ... PSX BLK \\\n", + "2015-11-19 120.220001 80.639999 130.626297 99.63 ... 92.38 359.09 \n", + "2015-11-20 123.839996 80.989998 130.896194 100.49 ... 91.67 362.46 \n", + "2015-11-23 125.029999 80.779999 130.077530 99.94 ... 92.17 363.25 \n", + "2015-11-24 123.309998 80.389999 130.923172 99.26 ... 93.13 356.81 \n", + "2015-11-25 124.160004 80.410004 130.608292 99.09 ... 92.77 360.62 \n", + "\n", + " TROW JNJ UNH MMM UPS ACN PPG NEE \n", + "2015-11-19 76.38 102.49 110.63 158.38 104.10 107.28 103.37 100.99 \n", + "2015-11-20 76.37 102.48 112.97 158.95 104.10 107.97 104.62 101.02 \n", + "2015-11-23 76.15 102.77 112.16 158.65 103.59 107.84 105.47 100.49 \n", + "2015-11-24 75.62 102.04 113.19 157.75 103.40 107.35 105.49 99.41 \n", + "2015-11-25 76.01 101.96 114.41 157.63 103.49 107.10 106.46 98.88 \n", + "\n", + "[5 rows x 29 columns]" + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " # Set the file paths for the CSVs using the Path class from the pathlib library\n", + "Combined_portfolio = Path(\"../CSVs/combined_close_data_SP500_group_portfolio.csv\")\n", + "\n", + "\n", + "# Read the daily closing prices of Combined Portfolio, set the `date` as a datetime index\n", + "combined_portfolio_df = pd.read_csv(Combined_portfolio, index_col=0, parse_dates=True, infer_datetime_format=True)\n", + "\n", + "combined_portfolio_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\phila\\anaconda3\\lib\\site-packages\\ffn\\core.py:2056: RuntimeWarning: divide by zero encountered in true_divide\n", + " res = np.divide(er.mean(), std)\n" + ] + } + ], + "source": [ + "#Assiging performance object and calculating stats from combined portfolio\n", + "perf = combined_portfolio_df.calc_stats()" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "data": { + 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Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m#Histogram Plot for ORCL\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mperf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'ORCL'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot_histogram\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\ffn\\core.py\u001b[0m in \u001b[0;36mplot_histogram\u001b[1;34m(self, freq, figsize, title, bins, **kwargs)\u001b[0m\n\u001b[0;32m 557\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 558\u001b[0m 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\u001b[0m_get_plot_backend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbackend\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 74\u001b[1;33m return plot_backend.hist_series(\n\u001b[0m\u001b[0;32m 75\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 76\u001b[0m \u001b[0mby\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mby\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\plotting\\_matplotlib\\hist.py\u001b[0m in \u001b[0;36mhist_series\u001b[1;34m(self, by, ax, grid, xlabelsize, xrot, ylabelsize, yrot, figsize, bins, **kwds)\u001b[0m\n\u001b[0;32m 307\u001b[0m \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m 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1007\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1008\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mret\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\artist.py\u001b[0m in \u001b[0;36m_update_property\u001b[1;34m(self, k, v)\u001b[0m\n\u001b[0;32m 999\u001b[0m \u001b[0mfunc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'set_'\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1000\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mcallable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1001\u001b[1;33m raise AttributeError('{!r} object has no property {!r}'\n\u001b[0m\u001b[0;32m 1002\u001b[0m .format(type(self).__name__, k))\n\u001b[0;32m 1003\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mAttributeError\u001b[0m: 'Rectangle' object has no property 'normed'" + ] + }, + { + "data": { + "image/png": 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BAMBGFnKlrar2JPmpJJ9McjjJZ6rq8CJeCwAAYJkt6krbg0kud/e3k6Sqnk1yLMmLC3q9hRj16owPywOw0/yOBLh1FhXa7kny+szxlSR/fEGvtXJG/UUJsJuN+rNVCNkcfYRxOB+3z6JCW60z1v/fhKqTSU5Oh79TVS8tqJbR3ZnkN3e6CBZKj5efHi+/Hetx/d2deNWVtNAe6+MQ/KxefnP1eODz8Q/d6IFFhbYrSe6dOT6Q5OrshO5+OsnTC3r9XaOqLnb3kZ2ug8XR4+Wnx8tPj5efHi8/PV5+y9zjRX3l/1eSHKqq+6rqQ0mOJzm3oNcCAABYWgu50tbdb1fVZ5P8Uta+8v+Z7r60iNcCAABYZgv7O23d/aUkX1rU8y+Rlb9FdAXo8fLT4+Wnx8tPj5efHi+/pe1xdffGswAAANgRi/pMGwAAANtAaFuwqrqjqs5X1cvT9vYbzHumqq5V1TduZj07ZxM9PlpVL1XV5ao6NTP+t6rqv1XVV6d/n7p11fNBbtSzmcerqv7p9PjXquqPzbuWMWyxx69W1den8/bira2cec3R4z9cVb9WVW9V1V/dzFrGsMUeO493gTl6/Gemn9Ffq6pfraqPzrt2txDaFu9UkgvdfSjJhel4PT+b5OgW1rNzNuxRVe1J8lNJPpnkcJLPVNXhmSn/qLsfmP75LOgA5uhZpscOTf9OJvnpTaxlh22lxzM+MZ23S/kV07vdnD3+rSR/Ocnfv4m17LCt9HiG83hgc/b4lSR/sru/P8nfyfTZtmU6j4W2xTuW5My0fybJI+tN6u5fydoPlZtaz46ap0cPJrnc3d/u7v+T5NlpHeOap2fHkvyLXvPrSb63qvbPuZadt5Ueszts2OPuvtbdX0nyfze7liFspcfsDvP0+Fe7+79Ph7+etb8RPdfa3UJoW7y7u/uNJJm2d93i9SzePD26J8nrM8dXprF3fXa6pP+MW2CHsVHPPmjOPGvZeVvpcZJ0kl+uqheq6uTCqmQrtnIuOo93h632yXk8vs32+LEk/+Ym1w5rYV/5v0qq6t8m+b51Hvobt7oWFmMbelzrjL371a0/nbVL+T1t/0GSv7DZGtl2H9SzjebMs5adt5UeJ8nHu/tqVd2V5HxVfWu6a4JxbOVcdB7vDlvtk/N4fHP3uKo+kbXQ9ic2u3Z0Qts26O4fvtFjVfVmVe3v7jemW2qubfLpt7qebbANPb6S5N6Z4wNJrk7P/ebMc/3zJF/YnqrZohv2bI45H5pjLTtvKz1Od7+7vVZVn8/abTj+szeWeXq8iLXcOlvqk/N4V5irx1X1/Uk+l+ST3f2dzazdDdweuXjnkpyY9k8kee4Wr2fx5unRV5Icqqr7qupDSY5P6/Kez8f8aJJvrLOeW++GPZtxLsmfm75h8GNJ/ud0i+w8a9l5N93jqvpwVX1PklTVh5P8SJy7I9rKueg83h1uuk/O411jwx5X1UeS/EKSH+vu/7KZtbuFK22L92SSs1X1WJLXkjyaJFX1B5N8rrs/NR3/fJIfTHJnVV1J8pPd/TM3Ws9QNuxxd79dVZ9N8ktJ9iR5prsvTev/XlU9kLXL9a8m+Yu3+g3wfjfqWVX9penxf5bkS0k+leRykv+d5M9/0NodeBt8gK30OMndST5fVcna79Kf6+5fvMVvgQ3M0+Oq+r4kF5P8/iS/W1U/keRwd/+283h8W+lxkjvjPB7enD+r/2aSP5Dkqamfb3f3kWX6fVzdu/K2TgAAgJXg9kgAAICBCW0AAAADE9oAAAAGJrQBAAAMTGgDAAAYmNAGAAAwMKENAABgYEIbAADAwP4fjqU5IXRnYo0AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Histogram Plot for ORCL\n", + "perf['ORCL'].plot_histogram()" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'Rectangle' object has no property 'normed'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mperf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'SP500'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot_histogram\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\ffn\\core.py\u001b[0m in \u001b[0;36mplot_histogram\u001b[1;34m(self, freq, figsize, title, bins, **kwargs)\u001b[0m\n\u001b[0;32m 557\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 558\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 559\u001b[1;33m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mser\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbins\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnormed\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 560\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 561\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxvline\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlinewidth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m4\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\plotting\\_core.py\u001b[0m in \u001b[0;36mhist_series\u001b[1;34m(self, by, ax, grid, xlabelsize, xrot, ylabelsize, yrot, figsize, bins, backend, **kwargs)\u001b[0m\n\u001b[0;32m 72\u001b[0m \"\"\"\n\u001b[0;32m 73\u001b[0m \u001b[0mplot_backend\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_get_plot_backend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbackend\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 74\u001b[1;33m return plot_backend.hist_series(\n\u001b[0m\u001b[0;32m 75\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 76\u001b[0m \u001b[0mby\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mby\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\plotting\\_matplotlib\\hist.py\u001b[0m in \u001b[0;36mhist_series\u001b[1;34m(self, by, ax, grid, xlabelsize, xrot, ylabelsize, yrot, figsize, bins, **kwds)\u001b[0m\n\u001b[0;32m 307\u001b[0m \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m 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1007\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1008\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mret\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\artist.py\u001b[0m in \u001b[0;36m_update_property\u001b[1;34m(self, k, v)\u001b[0m\n\u001b[0;32m 999\u001b[0m \u001b[0mfunc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'set_'\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1000\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mcallable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1001\u001b[1;33m raise AttributeError('{!r} object has no property {!r}'\n\u001b[0m\u001b[0;32m 1002\u001b[0m .format(type(self).__name__, k))\n\u001b[0;32m 1003\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mAttributeError\u001b[0m: 'Rectangle' object has no property 'normed'" + ] + }, + { + "data": { + "image/png": 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\n", 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ou/56uu+9F8PrxTNGS3G+VN36oUkHllw1NYS3bs00QLmqh4JQ+WmEcs+dy6JHHsFTN/pNbQxvOgjVfjwIlezvJ9GZ+txVqSCUZE/MVhBKRGYWNUKJiIiIiIiIiIiIiIjIjBA/3ASGgecUrUuGy4VZUpK3IFSypwc7EiHe1IQ73VQ1FbjSQaj40aMFWb/nf39O+53/Ne7t+x7/JV0/+hHx1rYJrZPo7CTW0IBr9mxiDQ3EW1snOioAXffeR8vHP45v5UoW3HMPhtt9RscZYhYXY/f3j/l8KghVNqk1ZDjD78OORAs9hoiIiIiInIWOfOaztHzik2e8f/zwYRJHUu+/B555NktTHRfZvgPv0qUE33wFAN7lyzFche1RCGzYQPBNb5rUMVy1NSS7uzPncDJBqFDuG6HMQADD5cK7eBGGZ/TwienzAiMboZKdXQBYCkJJFsWSMTymglAiMnMoCCUiIiIiIiIiIiIiIiIzQqy5CdfsWWNeoDLEKivLWxCq8c8/SMPNtxA9dAhPuqlqKnDPmQNA/EhhglDdDz5A909+Mu7t401NYNv0PfbYhNYJbU61QVX+f3+V+vylibVCObZN2x130PrFLxK88krm/+D7uMrLJ3SM0VjBIuyBsRuh4keP4p41e9LryHGm14cdCRd6DBEREREROcvYkQj9v/kNoZdfPuNjDL64CQDXrFkMPPNMtkYDUm1Tke3b8a06l8D69RiBwKgtxmcjd20tALHGRgBcVVVAHhqh+gcw043ip5JphOocoxEqC+cPRIbEkmqEEpGZRUEoERERERERERERERERmRHih5vwzJt/2u3yFYSyo1Gie/cS3b2bZEfHlGqEsoJBzOLigjRCObZNdO8+kl1d2KHTX7xkh8Mk2tsB6P3FLya0VnjzqxheL2XXX49ZWsrgpvEHoZxYjCOf/Rydd32Psptvou5b38T0+ye0/ljMYDHJMYJQTjyeCkLNmzrBuenA8Plw1AglIiIiIiITFHplM04kQqK9fcz3caczuGkTrlmzKL/lFiI7dpxxW/FoEkeOkOzpwb9qFabPx8If30fVX/911o5fSK6adBCqoQEAq7wcTDMvjVBWcfFptxtqhEqe0AiVTDdCmaWlp71Rj8h4Je0kSSeJ25pcQ7mIyNlEQSgRERERERERERERERGZEWLNzeMKj1hlpXkJQsUaGsC2Kb7mGgC8y5flfM2JcM+eXZAgVLypCSecauaJt7Scfvv0Nv61a4nu2cORz/8DB95+LZFdu067b+jVV/GvXo3p81F04YWENm3CcZxxzdn61a/R9+ijVH/848z6l3/BsKxx7TceZnFwzEao+LFjYNt46qZOcG46MH0+nEik0GOIiIiIiMhZZvD55zMfxw4dmvD+jm0T2rSJoosuovjKNwMw8Myz2RqP8PYdAPjOPTf13/r6adNE5KqtASCa/rqbRUWYgUDuG6H6+sfXCOVLN0K1Hw9C2X39JDo7cVVW5mw+mXlidgwAj6lwnYjMHApCiYiIiIiIiIiIiIiIyLRnh0IkOzqmVCNUdP9+AKpuu41lz/+O4quvzvmaE5EKQh3J+7qR3XsyH8fGEYSKNTcDUHnrhzDcbnofeYTEsWMc/Yd/xEkkxtzPHhwksnMn/g3rAQhccjHxI0eINzaeds14ays9Dz5I2Q03UPXhWzEM47T7TIQVDGL394++dlMTgBqhsszw+bAVhBIRERERkQkaeOEF3HPnAmcWhIru2UOyp4fAJRfjWboU15zZDG7alLX5Itu3g9uNd8WKrB1zqnDXpIJQsUMNAJiBAGZRUc4boZLjbIQyvKlGqERHB6TPGyT7+0h2duKqqMjpjDKzxJKpIJTX8hZ4EhGR/FEQSkRERERERERERERERKa9WFMqLOMZTyNUaX6CULEDB8A08SxaiKu6OuthmslyzZlN4kj+G6Gie44HoeItLUQPHmLvxZcQ3rFj1O3j6e+tf80aFj5wP0uffILZX/oPIjt30nX3PWOuE962DZJJAutTQajg5ZcDMLBx42ln7LzreziOQ+Wtt477dU2EGSzGDoVwkskRz2X+LNcpCJVNpterRigREREREZmQeEsLsQMHKLv5JrCsTDPRRPQ/8wwARZdcimEY+M87j8jrr2dtxsiOHfiWLcP0TL+mGLO0FMPrzQTQzKJ0ECrHjVB2Xz9myemDUGa6ESrZ3Y1ZXJxqq+ofINHZiVVVldMZZWYZCkJ5rOn3cy4iMhYFoURERERERERERERERGTaizcPtejMO+22Vlkp9uAgTiyW05mi+w/gmT9/yl6M5Jk7l2RPD8m+vryuG9m7B8/ChRheL/GWI4Re2kSyp4fun/xk1O3jzU0Yfj9WRQW+lStxz51L8VvfSvCKK2j7+tdp/9adOPH4iP1Cm18Fw8C/di0Anvnzcc+bx+ALpw5CJTo66HnwQUqvuw5P3dzJv+BRmMEgkGqtOlm8uQncbly1tTlZe6Yy/D7saLTQY4iIiIiIyFlkIP3+sfjKK3HXzc00Ew1JtLfT/u1v0/XjH2OHw6Meo//XT+A//3zctal2I//qNcRbWkh0dk56PsdxCO/Yge/ccyd9rKnIMAxctbXYAwMAmH5/Kmw0ynvpybLDYY589nPEW9tI9vdjBcfRCJUOQgGYwSLMkhKS/X0kurrUCCVZFbNT5zDdprvAk4iI5I+CUCIiIiIiIiIiIiIiIgUS3b+fQzfeRKy5udCjTHuxw6kglGdcQagygJwHgKIHDuBZuiSna0yGd9kyYHhDUz5E9+zFW1+Pe+5c4s3NRHbuBKD/l7/CDo28q3OsqRlPXd2wRi3DMJhz+9cofce1dPz3f3PoppuI7N07bL/Q5lfw1tdjFR+/eKno8ssIvfTSKUNwgxs34kSjVLz/fZN9qWOyitNBqP7+Ec/FmpvxzJmDYVk5W38mMr0+nDEuTBQRERERERnNwPO/wzVnNp7Fi/EuXJRpJgLo+/UT7H/L1XTc+V+0/tu/s//Kq2j/7/8e1kAdPXiI6N69lLztrZnH/GtWAxDOQitUvLkZu7cX36pVkz7WVOWuqcl8bPr9qUaoUc4dTFZ0/356H3mE/iefxO4fXyOU4XZD+lyFFSzGKi4m2dmF3duLVVWZ9Rll5lIjlIjMRApCiYiIiIiIiIiIiIiI5FiisxPHtoc95tg2R//xn4hs28bA088UaLKZo/+3v8U9fz5maelpt80EoU64OCnbnFiMWGMj3iVLc7bGZHnr6wGI7M5fECo5MEi8qQlf/YpUEKqlhciOnVgVFdihEH1PPjlin3hz86hNX1ZxMXO++lXmfuubJI610vDu99D5ve/hJJM48Tjh17YROP/8YfsEL7sMOxQi/NprY84Y2bsXw+3GuzR33zszfWfpZPqu1ieKN43+emVyDJ8aoUREREREZPycWIzQi5sIXv4GDMPAs2gRsYaGzPmf7gfux1Vby5Infs2Ce+/Bv2YNHd+6k31XXkXrl79C/OhR+p/4NQDF11yTOa5v5UowTSLbJh+EiuzYkTrmqunZCAXgSgehDI8Hw+3OWSOUE08AEPrDH8C2sYpLTruPYRiZViizuBizpIRYY2Nq7goFoSR7FIQSkZlIQSgREREREREREREREZEcih48xP4r3kz3/fcPe7z7/vsJb90KLhehLa+O3O/AAVo+8xmSozTCyMREdu0ivHkz5bfcMqw1aCzZCkIlBwboffQxogcO4DjOsOdihw9DIoF3CjdCuWpqsMrKiO7NXxAqmm5t8i5fgXvuHGKHDxPZt4/Sd70T97x59Nz/wLA7OzuOk2pImlc35jFLrrmGxY/+gqI3vZG22++g8QMfYHDTJpxQiMCG9cO2DVx0EVgWAy9sPMWM+/AsWZK6s3OOmMF0I9SoQagm3Kd4vXJmTJ8PJxIZ8bMqIiIiIiIymtDWrdiDgwTf+AYAPIsX4USjxI8cxbFtIq9vp+jSS/AsWEBgwwbm/c//ZdEjj1D8lqvouvde9l99DZ0/+CH+detwz5qVOa4ZCOBdupTw9pFBqN5f/IJEZ+e4Z4xs347hduNLNz5PR67aWiD1dQNy1gjlJOIADL70UmqdcTRCAZheLwBWMIhVXEysKdVY7lIjlGRR3E79+fRa3gJPIiKSPwpCiYiIiIiIiIiIiIjItBVvbS30CHT+z//gxOP0PvRw5rG+X/6Stq9+jaJLL6XkmqsJb9k6Yr/BF16g7xePcuzf/j2f405L3T/+MYbPR9n17xrX9tkKQnXceSdHPv1pDl77DvZdehlNH/sYnT/4IeHXXyeyJxUu8i6ZukEowzDw1tfnrREq0dVF61e/ApaF79xz8dTVYff3QzyO/9xzqfjABwhv3cr+a95K1933YMdiJLu6cEIh3HNPHQxyVVZSd+edzP7Kl4lse53m2z4GgP/84UEoq7gY/9q1DG48RRBq3z68Ob6IzCpOBaFODkIm+/tJ9vbiqVMQKtuG7tLtxGIFnkRERERERM4Gg8+/AC4XgYsvBsC7aBEAsUOHiB08iD0wgH/NecP28a1YztyvfY2lTz5B+S234CQSlL3n3SOO7Vuzmsi216mIezEAACAASURBVIfdqCHR3c2Rz3yWzu98Z9wzhrfvwLtiBYZn+rbEuGrTjVABP5AOQuWgEYpEqhHK7usDGFcjFHBSI1Rx5jhWpYJQkj3RZKrh2m3m7qY9IiJTjYJQIiIiIiIiIiIiIiIyLXU/+CD733RF5k6rhRA7fJjexx7DVVND5PXXiTU00PWjH9HyiU/iW7WKOXfcjn/d+SSOHSN+5MiwfROdXQD0PfoovY8+Wojxp4Vkby+9jz5G6R//MVZp6bj2cWUhCJXs7aX7pz8j+JarmP3Ffyf4pjcR3bOXtq9+lYYbbuTIJz8FhoEnfaHUVOVbsYLovn04yWRO14kdPkzDLbcQ3b2Hum99E3dtDe65c4/PsXIlFe/7Uxbcdy/eRYto/dKXOPDWt2UuABtPQ5JhGJS9853M+5//C6aJe/583OkLpk5UdNmlRHbsINHdPeK5ZG8viWPH8C7PbRDKLE7dWdruH94IFW9uBsBdNy+n689Epi9112QnHC7wJCIiIiIicjYYeOEFAuvWYaUbfYfe30f37ye8LdXm5D9vzaj7uufOZdY/fJ76VzdT9u6RQSj/qtUke3oy7wEBEm3tqXWffW5c8zmOQ2THDnyrzh3/izoLuU9uhAoEchKEctIBpiHWBBuhzOLgsPCUS0EoyaJYMnVTF481fUOPIiIncxV6ABERERERERERERERkWxLDgzS/s1vARBrPIxnXmFCAx3f+Q6GZVH37W/TcOONtN5+BwPPPkvwLVcx9xvfwPR48K9bB0BoyxZK58w5/hq6u7AqKnDPmkXnd75L6R//cUFew9lu8MVNOJEIpe8aXxsUZKcRqvuBB3FCIao/9jF89fWUvec9QKqlLLx5M6FXNmOVlWL6/We8Rj546+txIhFijY14Fy/OyRrhbdto+vBHwLaZ/8MfEEj/TAwFocyiItzz5wMQWL+e+Xf/iNCmTbT953/S9aO7ASbUkFR0ySUs+t+fjbiIaUjwssvo+NadDP7+95Ree+2w56L79wPkvBHKLEpdSGcPDg9CDQU7PeMIfsnEDN2l245GsQo8i4iIiIiITG3xtjaiu3ZR/YlPZB6zKivxLl9O76O/wL9mDWYweMY3P/GvWQ1A5PXXM+e0Eh2pIFSssZHooUOZBqqxJNrasPv78S5ffkYznC1cmSBUUeq/RUU4kQhOMolhZe/d3cnnEIZuYHI6Q+81rWAxWMe7KxSEkmyK23EAPKaCUCIyc6gRSkREREREREREREREpp3O791FsrMTOH6hSL7FW1roffgRym64Af/qVQQuvJCBp57CVVPDnC99CdOT+sW0r34FRiBA+NUtw/ZPdHbhqqrCv379iLYoGb/wli0YXi/+CdwB2QgEMNzuYUGo8Guv4cRip903dvgwXXffQ9ePfkTRpZfiq68f9ry7tpaSt7+dWf/8T1T/zd+M/4UUiK9+BQDR3btzcvz+Z56h8QN/jhkIsOAnP86EoADc6XCT75xzMMzjv9Y0DIOiSy5h4f33U/d//3+qbrsNz5IlE1rXu2QJvhUrRn3Ot2oVZmkpgxt/P+K56N69qW1yfCGZVZwKQiX7+4c9Hn7tNeD410ayx0xfnOZEIgWeREREREREprqh94vBN1yeecwwDMrf+16iO3fR98tf4Vu9ath72YnwLluG4fVmmqUAkh0dmY8Hnjt9K1SitRUA96zZZzTD2cJVk2p6PrERCsDOctuvEz+pEWrcQaihRqjiTCOU4fNhpOcUyQY1QonITKQglIiIiIiIiIiIiIiITCvx1la6fvBDgm9+MwCJ9sIEoTruugsMg8q/+ksAyq5/F1gWc77yFaySksx2hsuFf80aQlteHbZ/sqsLq7IC96xa7MFBkgPDm2FkfMJbt+JbtQrDM/4LAQzDwCwrJZEOQoVf307DTTenvqen0XzbbbR+6UsYbjfVH//bM557qvAsWQIuF5Hde7J+7IHnn6f5to/hXbyYhff/ZMTdrK3ycqx0GHA0hmFQfMUVVP/1x8744rJRj2tZFF1yCYMbN+I4zrDnovv2YQaDuGbn9kIyw+8Hy8LuP/5zH37tNbp++CNK3v72YX+HSHYY3nQjlIJQIiIiIiJyGoPPP49VXYX3pJuflP7xOzCDQey+Pvxrzjvj4xtuN76VKwm/fjwIlehI3fDHPWcOA888S2TnTqL79o15jHg6COWqrTnjOc4GmSBUunF76PyPE49ndR0nkTqee0Gqsdoc5/tyM/1e0wwWYZakwlOuykoMw8jqfDKzKQglIjORglAiIiIiIiIiIiIiIjKttH/zW5BMUvsPn8cMBAoShIq3ttL7s/+l7F3vwp0OTJRcdx3LXnieoosuHLG9f91aorv3YA8OZh5LdHXhqqjEVVOb+jx9AYuMnx2NEt65k8C6tRPe11VWlmmE6r73HgB6HvwpTiIx5j5OIkH0UAMVH/wgy559Bv+aNWc2+BRiejx4Fy8msif7jVD9Tz6JVVzMgrt/hKuqasTzhmGw+KGfU/XRj2R97dMpuuxSEq2txPbvH/Z4ZO/e1J25c3zBkmEYqYvn0gHI5MAgLZ/6NK7aGmZ94V9yuvZMZfqHN0Ile3tJ9vYWciQREREREZmCnGSSwY0bCV52+Yj3hmZREaXXvwsA/3mTOyfgW72KyI4dmfMQiY4ODJ+Pkrf/EaGXXuLQ9e+m6WMfG3P/RGsbkGqmns5MjwervDzTBGW43QA4sewGoUh/H4ouuQQzGJxwI5R1QiOUVVmZ3dlkxosmo4CCUCIysygIJSIiIiIiIiIiIiIik2KHQjT86fvoffzxvK7rJBI4tj3ssciePfQ+9BDl73sfnro6XNXVJDs6xjxGsr+fvl//mmNf/A8GX3wxa7N13vU9HMeh8kMfyjxmGAau8vJRtw+cfz7YNuFt247P1tWFVZFqhAKIHzuWtflmisiOHRCP41+3bsL7WqWpIFSis5O+X/4Kz5IlJI4dY+C558bcJ97SAokE3qVLJjP2lOOtX0E0B41Q0YOH8C5bhllUNOY2rupqTK8362ufTvCyywAY2Lgx85hj20T37sO7fHleZrCCQZID/QC0fvGLxFtamHv77WqDypHjjVCpi4eOfPZztHzik4UcSUREREREpqDI9u0ke3spesPloz5f+Zd/RdnNN1F08cWTWse/eg1OJEL0wAEgFYRyVVVRdsMNBK+6Cv+6dSTaxr75T6L1GLjdWBUVk5rjbFDzqU9RfvNNwAlBqKw3QqWCUJV/8RcsfvzxzDqnc7wRKoh1QiOUSDbF7dSfd4+pIJSIzBwKQomIiIiIiIiIiIiIyKR0/Pd/E968mYGnn8nrug23vJe22+8Y9ljb127HLCmh6sO3AmBVV424KCTW3ELX3XfT+MEPsveSS2n5+N/R/ZOfcPiDf0Hb17+O4ziTmivR3k7Pgw9Set11eOrmjmsf/3nngWEQ2rIFADsWwx4YwFVZgat2qBGqbVJzzUTh9NfTv3bijVBWeRl2by89Dz6IE48z9/98A1dtLd0/uX/MfWKNjQB4Fi48o3mnKt+KFSRaW0l0d2f1uLEDB/AsXpzVY2aLe84cPIsXM7jx95nHBp59Fruvj6KLL8rLDGZxMXb/AL2PPU7vww9T9eEPE1i/Pi9rz0Rm+i7dTiQMQPzoUcJbtowI3AL0PfEkkT3ZDweKiIiIiMjUN/D8C2AYFF166ajPu2trmP2FL2Qais6Uf81qgMxNc5KdqSCUZ8EC5n37vwhecQVOOIydbrU9Wby1FXd1NYY5/S8TLnv39QQuuAA4MQgVy+oaTjwVhDK8Pty1NePez/Aeb4QyM41Q0z+cJpMXSx7/M9zY1zjs85MNxFON4j6XL+dziYhMFdP//3BERERERERERERERCRnInv20vnDHwEQ3bsXSF1oMfjSH3K6rhOLEdmxg74nfp0JLg28sJHBjRup+siHsUpLgVSbTOKERqhYQwMHrrmG1i99mURbO5V//gEW3Hcvy196idJ3vpPO795FZMfOSc3W+f0f4MTjVN36odNvnGaVlOBdupTwq6ngTrKrK/V4+YlBKDVCTVR461bc8+ef0Z12rbIyoocaaP+vb1P0xjfgW76cshtvYPCFF+j83vdHDczFGtJBqAULJj37VOJdUQ9ANIvBj0R3N8meHjyLF2XtmNlWdNllhF5+GTuaagjq+v4PcM2ZTfHVV+dlfTNYROzgQY594Qv4166l6qMfycu6M5Xh8wNgh1NBqGRfH3YolAk4nujYP/8z7d/4P3mdT0RERERECs9xHAaeeQbfmtVjtn5ni3v+fMzSUiLbXgcg0d6BVXX8/IZVXgZAsqdn1P0TrW2Zc0ozSa4boQy3a2LzpG+6YRYXn9AIVZXV2WT6uW/XfbzxgTcyGB/EdmxufPRG/v75vx9z+23t25gbnEuxpziPU4qIFJaCUCIiIiIiIiIiIiIickYc2+bYv/4rVjBI2Q03ED10CCcWo/0/v0nTrbfiJJM5WzvW3AK2TeLIUWKHGnCSSdpuvx13XR3l731vZjtXVTWJ9uONUKGtW8G2WXDP3Sx5/DFqPvUpAuvXYwWLqPrIhwGI7tl9xnMlurvpvv9+St5x7YTDMP7zzye8dStOMkmiszM1f2UFpteLVV5OvLX1jOeaiRzHIbRlK4F1E2+DAnDXzYNEgrL3vIe5d6Saxyo/+EGKr7mGtttvp+Xjf0dyYHDYPrHGRsyiIqwzCF5NZb76FQBEdp/5z8bJYgcPAuCdoo1QAMHLL8OJRAhv3kz49e2EXnmFivf/GYZrYhc9nSkrWJwJ4cy54/a8rTtTWaWpO3Mn+/oAsNP/jewcHo51bJtkXx+hl1/O+oV1IiIiIiIytQ089xyRHTsove66nK9lGAb+VasIb98OQKIj1Qg1xCpLB6HGaG9OtLbOzCCUJx2EimU7CJU63kTfm5veVEOPFQxiVVSA24177pyszibTS0e4gzu33MlgfJC2UBu90V5CiRBPNj7J04efHrG97dhsbt3MhtoNBZhWRKRwFIQSEREREREREREREZEz0vvQQ4RffZWaT3+awIUXQiJB9FADoc2bcSIREm1tOVs71tiQ+Xjw97+n9+FHiO7ZQ80nP4Hp8WSec1VXYw8OYodCAER37cLw+fCff/6IY7rnzcPw+4lMovUmvHkzTjhM+c03T3hf/7q12AMDRPcfINmVuojFqqhIvY7aWhLHFISaiHhzM8mODvzr1p3R/hV//gGWPv0Us//1C1glqYCEGQgw95v/Sc2nP03/b35Dw003EU0HeiAVhPIsWIBhGFl5DVOFq6oKq6qK6O7sNUINfd08i5dk7ZjZFrjgAnC76X/mWdq+8XXMYJCyG96Tt/XN4tRdfGd94Qt46urytu5MNfRzbvf14SQS2IOpoGN0165h29n9/eA42KFQ5oJEERERERGZ/pxEgrbb78CzYAHlN96YlzV9a1YT3buX5MAAye5uXFXVmeeGGqlGa4RyHId4Wxvu2pq8zDmVHG+EimX3wJlGKPfE5jmxEaq4mMUPP0TZO9+Z3dlkWvnWq99iMJ46J9Ed6aY7mjpP7DJc/Mem/6BloGXY9gd7DtIT7WF97fq8zyoiUkgKQomIiIiIiIiIiIiIyIQlurtp+9rt+Desp/Rd78S7fDmQCiXFDx8GIHa4KWfrD61hVVTQ/9Rvaf/mN/Gdt4bit71t2HZDd8pNdHQAENm5C++K5RiWNeKYhmniXbaM6J69ZzxXdN8+ALzLV0x430A6nBXe8irJrnQjVDoI5a6tHbMRykkkaL39duJHj57JyNNWeOtWAPxrz6wRyvR6cc8ZeYdewzCo/Mu/YP73v0+yu5uGG26k78kngXQQauHEmsDOFr4VKyYVEjxZ7MBBDK8X95zZWTtmtpmBAIHzz6f7nnsIvbiJms9+BisYzNv65TfeQO3ff47Sd1ybtzVnMsPvx3C7Sfb2Yg8MZB4/uREq2dub+Ti0aVPe5hMRERERkcLqffhhYgcOUP2pT044DHOm/KtXQzLJ4AsvAOCqOt5AbQ0FoUZphLIHBnBCIVw1M7ARKhOEynYjVDoINcFGKFdFJUYggFlUBIB3yRKME27iJHKitlAbD+9/mItmXQRAd7Sbnkgq7HjbutsYiA9w/SPX8+CeB3EcB4BXWl8BYMMsNUKJyMyiIJSIiIiIiIiIiIiIiExY2+13kBwcZPa//EsqQLRoIbhc9Nx/f2abeNPhnK0fa2zELC6m+JqrCb24iURbG7Wf+cyIJh5XdepOuYmODhzHIbJ7N75zzhnzuL4Vy4nu2ZP5RfJERfbuxV1XhxUsmvC+7nnzsCorCW/ZQmKoEaoydYGLq7aWxBhBqMiOHXR97/sMPPe7M5p5ugpv2YIZCOBdtiwnxy+6+CIW/fx/8SxZQsvf/C0DL2wk3tKCe8H0DEJ561cQ278/axcSRQ8dxLNoEYY5tX9dGXzzFQDU/vM/UX7DDXldO3DBBVR84AN5XXMmMwwDs7SUZG8fyf7+1GOBAJEdO4f9m3BiEGrwRQWhRERERERmit7HHsezdAnFb3lL3tb0rVoFQP/TTwPHb/gDYJWVAZAYpRFq6BySq1ZBqGxx4qkgFBMMQpW/9xYW//x/R70pk8jJ9vfsx8HhT5b+CQA9kZ5MI9Rlcy7joT95iNXVq/n3Tf/Orb+5laMDR3ml9RVqAjXUBdUmLiIzy9T+zYKIiIiIiIiIiIiIiEw5oZdfpvfnP6fygx/MhEwMjwfvokXEGhsxfD5wuXLaCBVrPIxnwQKKLrsMgOKr30Jg/foR27mq041Qbe3Em5ux+/vxnbNyzON6ly0n2dNDor39jOaK7tuXaceaKMMwCJy/jtCrW1KNUG43Zrp9xjWrlmRXF3YsNmK/yK5dADjRyBmtO12FtmzFv/a8nF5o4p41iwV3/whXdTXH/v3fwLbxTNMglK++HiceJ3rwUFaOFzt4CO/iRVk5Vi5VvP/9LP7VL6l473sLPYrkgVVaSrK3l2RvHwCB9etJ9vaSOHIks83Qc/61awlv2YId0d+9IiIiIiLTnR0OE968meAb3zTiJjy55K6pwTV7NoPpm98MC0KVlgKjN0INtYq7a2vyMOXUMtS2lJNGKJdrwt9/0+/Hs3BhVmeR6auxrxGAtTWphvvuaDfdkdTPeLmvnDnBOXz36u/yTxf/E1vbt/KuX7yLF1peYEPthrz+3SQiMhUoCCUiIiIiIiIiIiIiIuPmJBIc/dd/xT13LlUf/ciw54YCQP7zzsM9dw6xHDdCeebPJ/iGN1D+3vdS+7nPjbrd0AUiiY4OIjtTgSHfyrEbobwrVgAQ3btvwjPZsRixQw2TaiDyrzufeFMTkb17cVVUZH6B7a6dBUCirW3EPpFdu1Prh3Ux/hB7cJDonj34167N+Vqmz0fFn3+AeGPqz/t0DUJlfjb27J70sexolHhzM55Fiyd9rFwzLAvvoqkf2JLssEpKSPb1Yvenwk5FF18EHA+cAiR7U3dbL37rW3HiccJbtuR/UBERERERyavQK6/gxOMUXXpp3tf2r16daaa1TghCGW43ZnExye7RGqFS54/UCJU9TiKOMcE2KJGJauxrJOAKUBesw+/y0x3ppiea+hkv9abCj4ZhcOOKG/n5dT9nZeVKBuODXDz74kKOLSJSEApCiYiIiIiIiIiIiIjIuMUOHya2/wCVH74V0+8f9txQECqw/nw88+YTz1EjlBOLET9yBM/CBZg+H7P++Z9wz5076rZWeTlYFon2diK7doJlnbKxybs8FWKK7tkz4bliBw9CMpk5xpnwr0sFd0K/fxGroiLz+NCFK4ljx0bsE9mdukDfViNURvj118G28a9bl5f1ym66CbO4GGDa3uXXu2gRhttNZPfEfzZOFmtoAMfBcxY0QsnMkmmE6usHILBhA1gWkZ07M9sMXYAYfNObAAi/ti3/g4qIiIiISF4NvrARw+MhsGFkG3mu+Vavynzsqqwc9pxVXk6yZ5QgVFuqEWomB6HIchCKREJBKMm5hr4GFpQswDAMyr3ldEdSjVB+lx+/a/i5+LriOu665i7u+aN7uG7JdQWaWESkcBSEEhERERERERERERGRcUu0pi6kGK31xrdyJQCBCy/CM38esabcBKFiLS1g27jnzz/ttoZl4aqoINHRTmTXLryLF2N6vWNu7yovx1VTQ3Tv3tMe23Ec4ic0NEX3pVqkfKcIWp2O79xzMTwenHgc1wlBKPes1IUr8fTXPzNDMkl0T2pWR41QGUMNLf7zzsvLelYwSNWtH8JbX49VVpaXNfPNcLvxLFtKdHeqEcqJx7Gj0dPuF2ts5Mjn/2HYtpnvz7nn5mZYkTNklZZg9/ZlGqFc1dV4Fy8isuN4EMpOB6E8dXPxLFhAZMf2gswqIiIiIiL5M/j7jQQ2bMD0+fK+tn/1GgDMYHDETYms8jKS3d0j9om3tmKVlZ3yHNh0dWIjlGPbNP/1XzO4adOkj+vEFYSS3GvsbWRhyUIAyn3ldEdTjVDl3vJRtzcNk7U1a7FMK49TiohMDQpCiYiIiIiIiIiIiIjIuCXSwR93Tc2I54ouv4wFP/kxgYsuxD1vPnZf36h3pZ2sWGMjAJ75I8NYo3FVVxPZto3wy6/gW7XqtNt7ly8nMo4g1MBzz7H/jW+i4aabGXjuuVR4yu2eVCOQ6fFkZrQqT2iEmjULgMSx4UGoWEMDTiQVgLIj4TNed7oJbdmCZ+kSrJKSvK1Z+Vd/xeKHH8IwjLytmW++FfVE0m1prV/5Ko1/+r7T7tPxP9+h9+c/zwSoAEJ/eBlXdTXuUQKVIoVkDjVC9aaCUGZJCb6VK4ns2pXZJtnbhxEIYKT/vg5v31GocUVEREREJA9izS1E9+2n6LJLC7K+b9W5YBgj2qAArLLRg1CJ1rYZ2QYFJwWhIhH6f/NbQn/4w6SP6yQS4FYQSnInloxxZPAIC0pT58vKfGX0RHroinRR5pueN14SEZkMBaFERERERERERERERGTc4q2pIJRrlCCUYRgE1q3DMAw88+cB5KQVKn74MACeheMLUVjVVUT37ccsKqLqto+ednt33VwSR4+edruhBqhEVxdNt36Ynp8/hHfRoswFF2cqcP46AFzlx4NQVjCIEQhkgmhDIruOh0vUCJXi2Dbh17YRWLeu0KNMO776FSQ7O0m0t9P/zNNE9uzBse0xt0/29tL3y18CEGtqBlJNaqGXXyZwwQXTOjQmZyerpBR7YIBkTzeYJmYggG/lShJtbSTa24HUn2urtBQA3+pVJI4eJdHRUcixRURERETkDCT7+ogePHjKbfp+/QQNN94IbjfBN1+Zp8mGs4JBPEsWj3ouzlVWPuImRHY4TPj1bbjn1eVrxCllWBAqFgPAHgxN+rhOPI7hmtw5P5FTae5vxnZsFpSkznmXe9ONUJGxG6FERGYyBaFERERERERERERERGTcEq2tmMXFmIHAKbdz16WDUOnQUjbFDjdhFhVhlY/vF8CeBQswS0qYd9ddeOpOfxGIVVZGsq/vlAEPSLUzmSUlLH7sUYqvvppkZyfe5cvHNdOp+NMBHuukO/26ystJdHcNeyy6exeG2417/nzsiIJQALFDh7B7e/GvVRAq27wr6gHof+opEkeOQjxOsrMTx7bpffRRnHh82Pa9j/wi01gWb06FIuONjSTa2wlceEF+hxcZh6GAU7ylBau4GMM08a1cCZBphToxCOVPN/iFt28vwLQiIiIiIjOH4zhZP2br175Gw8234CSToz6f7Omh5ZOfxD1rFot++iDexYuyPsN4zfnyl6n9+8+NeNwqKyNxUhCq64c/JNneQeUHP5iv8aaUTBAqFsOOpoNQocFJH9dJJDBcaoSS3GnoawBgYclCAMp95XRHuumOdlPuUxBKRORk+ldZRERERERERERERETGLdHWhqt25B1oT+ZJ33U2noNGqERHB66amnG3ydR86lNUfeQjuMYZnLLKysC2sfv7Mxe7jyZ+7BjuWbMwvV7m/uf/ofu++whceOG41jiVwPr1WNVV+M45Z/hcFRUku7qHPRbZtRvPsqUYhpkJnMx04S1bgOOBMskeX/0KALruuTfzWPzoUWKNjRz59GfANCm99logdZFa9wMP4DtvDYkjRzPtcIMvvwxA4AIFoWTqsUpLAIg1t2CWpD72pv8ujuzcSfCNbyTZ14uVfs53zjlgmkS276D4iisKMrOIiIiIyHTX9NHbCG/dStHFFxG4+GKKLrkEd13dsPNC9uAgfb/6FU48Tvktt5z2mE4iwcBvn8Lu6yPWeHjUkFNo82ZIJqn9/N/jq6/P6muaKP/q1aM+bpWX44RC2NEoptdLor2dju/eRfHVbyGwfn2ep5wahjVCxbPYCJWIKwglOdXY1wjA/JL5QKoRKpQIkQglKPOWFXI0EZEpSf8qi4iIiIiIiIiIiIjIuMXbWnHXnD4IZQYCWNVVxA5nPwiV7OrCqqgY9/amx4Pp8Yx7e6ss9YvlZE/PKYNQiWPHcM2qBcCwLCr+7M/Gvcbp1l/+/PMjH68oJ9nRmfnccRwiu3YRvOIKYo2NaoRKC23dilVaimfRwkKPMu1YZWW4Zs0iduAAGAY4DvGjx7D7+wCI7t4D6SBU+JVXiB04wOwvfYmen/2MePrvgvArr2BVVuJZvLhgr0NkLJlGqKYm3LNnpx4LBnEvmE9kZ6oRyu7txbMwdZGkWVSEd8liIq+/XpiBRURERESmOSeRYHDjRtyzZhF6+RX6fvkrANxz5hC45GIC6zcQfu01+h59FDuUCrsEr7wSd23tKY8bevVVkukmpejuXaMHof7wBwyvF9+aNVl+Vdlz4jkss7aW9v/6Nk4sRvUnPlHgyQpnWBAqGgVSQblJUyOU5FhjXyMVvgpKPKmbrwy1QMXsmBqhRERGYRZ6ABEREREREREREREROXsk2tpx1Zz6YpIh7tlzSBw7mv0ZwZBnVwAAIABJREFUujpxVeTul78nXkRyKqlGqNk5m+NkrrJyEt1dmc8Tbe0ku7rwnXMOps+HHQnnbZapLLxlK/61a8fdGCYT41uRaoUquuRiAOJHjxBrPAxAZM/uzHbd9z+AWVxMyR+9Dc+8OmLNzUCqESqwYYO+PzIlDbVAJbu7Mx8D+FauJLJzZ+q5nl6ssuMhWd+q1YS3b8dxnPwOKyIiIiIyA8QaG3GiUSo//GGW/u45Fj/+GLX/+I/4zl1J/29+y9HPf57eRx6h+JprmPPVrwAw8PTTpz3uwFNPYXg84HYT2b1n1G0G//Ay/nXrJnRznXyz0u3nye5uovv30/Ozn1F+8814F40Mds0Y6bCSE4/jxNKNUKEsNELFE+BWEEpyp6GvgYUlCzOfl3uPn/9WI5SIyEgKQomIiIiIiIiIiIiIyLg4tk2ivR3Xae6qO8RdW0O8rS3rcyS7urHKx98INVGucQSh7FiMZGdnphEqH6yKCpJd3ZnPo7tT7SS+c+ox/D6csBqhkj09xA4cwL9uXaFHmba86SBU8dVXY/j9JI4eI3Y4FYSKpi8eS3R20vfkk5S+852Yfj/uunkkjh0jevAQiSNHCVxwQcHmFzkVq/T4hUXWiUGoc1YSb24m2dtLsq9vWEjKu2Qxyc5O7MHJX1gnIiIiIiLDRXanbrjhq1+BYRh4lyyh4n1/St2dd7L8xd+z6JFHWPa755jzlS9Tct11eBYsoP+pUwehHMeh/6mnKbrkErxLlhBJn185UbKnh+ju3QQunNrvX63y4+ew2u74OqbfT9VtHy3wVIVlGAaG2531RignkcBwuSd9HJGxHO47zPyS+ZnPy3zHz1FU+HJ3LlxE5GylIJSIiIiIiIiIiIiIiIwpOTBw/OOuLkgkcNVUj2tfV00tidbsBqEc2ybZ04NV4EaoRGsrAO7aWTmb42RWRTlOJJK5i21kV+piIO+KFZg+P3ZUQajwtm0A+NeuLfAk01fgggsw3G6KLr8c9+zZxI8ezQShEm1tJLq76X3oIYjHKb/pRgA88+eB49D7yCPpY2wo2Pwip2KVHg84mSXFmY99K1cCENqyBScaHR6YSv+bYff15mlKEREREZGZI7p7D7jdeJcsGfGcYVn4VizP3MTAMAyCV13F4EsvkezvH/uYe/cSb24m+Jar8NXXE921e8Q2oVdeAceh6KKLsvdicmDo/UjfE08w8OyzVN76IVzluTtndrYwPB6cWBw7m41QiQSGS41QkhuD8UHaw+0sKFmQeazcp0YoEZFTURBKRERERERERERERERGFdm9m70XXUz49e0AxDPhn/G1ILlqarD7+7NyscGQZG8v2DauisqsHfNk4wpCHTsGgHt2/oJQrorUnT8T6VaoyO7duOfNwyouxvB51QgFxA4dAsC7fFmBJ5m+gm+4nGUv/h7PvHm4Z80ifvQo8cZGPOmL0qK7dtH9wIMENmzAu3QpAO558wDoffhhrNJSvMv0/ZGp6cQWKKv4hEaolecAEHpxU+q50tLMc2b642SvglAiIiIiItkW2b0b7+LFGB7PuLYvvupKiMcZfP75Mbfp/+1vwTAofvOb8Z1TT6K9nURHR+Z5Jxaj74knMXw+fKtXT/o15NJQ6Knn/gdwzZ5NxfvfX+CJpobjjVDZDELFFYSSnGnsawRgYcnCzGPl3uNBqBNDUSIikqIglIiIiIiIiIiIiIiIjCqyYwckkwxu3AiQaXdy1dSMa39XbWq7RFv2WqGSXV0AWOlQUC6YxcVgGCROEYSKH0uFwlyz8tgIVZ56zcnu1NcgsmsnvnNSF+ebPj92REGo+JGjGD4flu5+nFNWMAiAa85sonv3YodCFF9zNQCdP/gh8aYmym6+ObO9u64OSDWp+TdswDD1K0qZmgy3GzMQAMA6oRHKVVGBa9YsBjcNBaFOCEwpCCUiIiIikjPR3bvx1a8Y9/b+tWuxKiro+9Wvxtym/6mn8K9di6uqCm996rxKZPcekgMDdH7/B+y/+hr6Hn2Ukre9DXOcAaxCydykwXGo+buPY/p8hR1oisgEoeLpINTg4OQPGlcjlOTOUBDqxEaoEk8JppE6h6ZGKBGRkfRbBhERERERERERERERGVWs8TAAoVc3A8cDTa5xNkK504GpeA6CUK6K3AVdDMvCKik5ZSNU/NhRYPztWNkw9JqTXV0kBwaJNx7Gd049AKbfhxMO522W8bBjMWJNTXldM37kCO45czAMI6/rzlTu2bNxolEAAuvWYVVXMfj881jl5ZlgFICruhrD601td8GGgswqMl5mWepCQvOEdigA38qVRPfsAYY3QlmlQy2CCkKJiIiIiGRToquLRHs73hX1497HsCzK3vMe+n/7FNGDh0Y8H29pIbpzF8VvuQogE7Jq/9a32H/Fm2n72tfwLFzIvO9+h9lf/lJ2XkgOGR4PZmkpvpUrKXnHOwo9zpRxvBEqdc7CDoVwHGdSx3QSCXArCCW50dDXgIHBvOJ5mccs06LUU4qBQam39BR7i4jMTApCiYiIiIiIiIiIiIjIqGJNqSBUeMtWHNsm0dYKpomrsnJc+w8FpoaapLIh0dUN5LYRCsAqK8M+RbtH4lgrZkkJZlFRTucYNlP6NSe6uonuTV2M761PXQxk+HypCzySybzNczo99z/Agbf9EeEdO/K2ZvzoUdyzZ+dtvZnOPev419ozfz6+9MVpZe++fthdsw3DwD0v1QoVuOCC/A4pMkFWSWn6vyODUJltTgxClakRSkREREQkF6K7dwNMqBEKoOIDf4bh8dD5vbtGPNf/9DMAFF+VCkJZpaW4F8wnsn07RW+4nIU//en/Y+++w+Mq7/T/v8+ZqplRt5p7NwZMS0gCBjs42YUkpCyEhd2EEEj5ZTedtF2+2Q1JFkiF9GSTkAIsKZBsyoZQkl1KMCR0GzDBDRurW6MyM5p2yu+PkUaSJcuSZkZjWffruriQzznzPB9jI9mjc5+bZT/+EZGzz54zD1lZfMP1LPraV9W+PEo+CJXJNULhugU/QMi1LAyvrwjTiYy3b2AfLeEWgt6xrW41wRqqAlV4TYXwREQOpT/5iIiIiIiIiIiIiIjIhLL79oPHgxOLkd65i2xXF976egzv1L7x6h1qhLKK2QjVm2uE8tSWPgg1eSNUx6y2QQF4aocaoXp7Se3YAUBw/XoAzGDum+RuKjWrM00mvXcP2DYdn7p61gJaw41QMjt8C4eCUB4PvoUL878fay66aNy1/iVLMSMRgsdN/UneIuUwHHIyKyvHHB8dhDKrRgWhhgJT9oCCUCIiIiIixZR6buxDYKbKW19PzZvfTP+vf0O2vX3Mudgf/4h/9Sr8y5fnjy39/vdZdffdLL7hBio2nFjw3LMtfOaZ+BcvLvcYRxXDnwtCOUONUJBrhSpELgilMIqUxr7+fSyrWjbueG2gltpAbRkmEhE5+ikIJSIiIiIiIiIiIiIi47iuS+bFFwmftRGA5OOPYXV25VuepsKMRDBCoVyTVJFY0VwQyltbU7Q1J+KpqcHq68Pq6WHvRX9PxzXXkt69e2SOjg68Lc0lneFQZiQCPh92b5TUjh14amvzvx7GUBDKOYqCUNm2Ngyfj9TTT9P705+WfD8nlcKORkfCOVJy3ubc/wO+hQsx/H7qrricZTffhH/Z+Bs3FrzvvSz80hcxPJ7ZHlNkWoaDTeMbodaPXFMzEoQygkEMv3/SFkEREREREZm+zL59eGpq8M6gFbz+issB6PnhD/PH7HiCwUceofKcLWOu9S9Zgn/xosKGlaOLz4ebyeBmsvlDTiJR0JKulVUQSkrCdV32DUwchNqydAuvWvqqMkwlInL001dlEREREREREREREREZx+7rw4nFCJ9xBulnd9D3q1+ReWEf4Ze9bMprGIaBr6GBbDEboaK9mJWVGH5/0daciKemhtTO5xl89DFS27fnwjw330zoZS+j9h8uIdvePqYdZDYYhoG3thYrGiX93F8Jrj8OwzAAMIMVADjJoycIZbW1Ez77bKzubgZ+81vq3vKWku6Xbcs95VmNULPH15ILnfmXLAHAW1uL9/TTJ7y24oQTZm0ukUIMh5w8hzRCeZua8NTVYff3Y4bD+eOGYeCprsZWEEpEREREpKgKaX32LVpE9fnn03fb7Sx4z3vw1tWRfPJJsG1Cr3h5kSeVo43hyzVCuUVshCKrRigpjWgqSiwbY3n18nHnLjvhstkfSERkjlAjlIiIiIiIiIiIiIiIjJPdvx8A/9JlVJx2GqmntuGprqbhA++f1jrepiaszmIGoaJ46mqLtt7heGpqsPv6Se/eBYbBqnvuoeHKK8m2ttL64Suxo9FZb4QC8NTVYXV3k965k8BxI+0kZkWuEcpNJWd9pom4rpu/YSmwciXZ7uL9HjicbHsbAN4WNULNFjMYxLd0KcETZjcUKFJK5lATlFlVPea4YRgEjz8eT1VVPoQ6zFNTjd2nIJSIiIiISDFl29rwLZr5w07q3/VO3FSK6M03AzD46CPg8RA65ZRijShHqXwQKpvJHys0COVaFvgUhJLi2zewD2DCRigRETk8fVUWEREREREREREREZFxMsNBqGVLqb/87fgWLWLBP71nXEPGkXgbG3NP3C0SqzeKt7auaOsdjqe2BndwkNSzz+JbtAj/4kUsePe7qH/HFST+9CcG7r6bqnPPLfkch/LW1ZJ84kncTIbg+uPyx41gLgjlpNKHe+mscmIxnEQC38KF2L29WN0HcV13XHigmLJtuSCUb+Giku0h46247ecYFRXlHkOkaHzNLRjBIJ7qqnHn6i5/O5nde8YdN9UIJSIiIiJSVMMPWImctXHGawRWraLy1a+i979upf4d7yD56GMEjz9+TMOrHJsMnw83lcYZ3QiVSBS0pmupEUpKQ0EoEZGZ0VdlEREREREREREREREZJ7N/PxgGvsWLMQMBKmb4tFxvUyNWV1fRQjB2tBffotIHXTw1NQAkH3ucipNPzh83PB4imzcT2by55DNMOFdtHU4sBkBw/ahGqODsN0Kl9+zBt2gRZiAw7txIKKkld5NINovd14e3tnRtXlZ7O5gmvqbGku0h43mqq498kcgcUvP3FxE+a2P+8+pokY0bYeP4GzE91TVkDxyYjfFEREREROYFu68PN5nEt3DmjVAA9e9+N7F7/kD0pptIbttG7VveUqQJ5Whm+P04sThupriNUIbXV+hoIuO8MPACXtNLS1gt9yIi02GWewARERERERERERERETn6ZPfvx9vcPGHIZTp8TU24mQx2X19R5rKjUbz1s9AINRSEsnt7CaxZXfL9psozFCQyAgH8y5fnjxvBXCOPk0zNyhxOJsPeCy6k53vfn/D8SBBqId7GBgCsru6SzpRtbcPb2Ijh000pIjJzZiBAYMWKab3GU1WlRigRERERkSLKtubeV/AWGISq2LCB8JlncPDb38HNZAid/tJijCdHOcPnw81mcdOjglBqhJKj1L6BfSypXILX1O8vEZHpUBBKRERERERERERERETGyex/Ef+SJQWv423MtfNYXV0Fr+W6LlZvL57a2QtCAfhXrSr5flPlqcsFoQJr1465+cKsyDWXOLPUCGVHo7ipFIN//vOE57Nt7QD4WlrwNgwFobpLHIRqb8fXoienisjs81RXYw8MlHsMEREREZFjRratFaDgRijItUKRzQIQOu20gteTo18+CJXJ5B+Y4yQKa4Qim8XwKagixbdvYB/LqpaVewwRkTlHQSgRERERERERERERERnDtSwye/fiX7a04LW8jU1AcYJQzsAAWFY+DFRKo4NQgdVrSr7fVHnrciGw4Pr1Y44bgVwQyk2lZ2UOq6cHgOT27biZzLjz2bY2DL8fT319UcNwk8m2tRXlBikRkeny1FTjDg7iTPD5UEREREREpm9003ShQi9/ORWnnkrwhBPGvN8jx66RRqh0/tfcGSwsCOVaFqgRSorMcR32D+xnedXyco8iIjLn6KuyiIiIiIiIiIiIiIiM0fuTn2L39RHetKngtXxNuRBMtqOj4LWsaBQYCQOVUv7GGMMgsGplyfebquE2rOD648Ycn/VGqKEglJtKkdqxg4qTTx5zPtvehq+lBcM0Z6URyrVtsp2dVCkIJSJl4KmuBsDp78cc+pwnIiIiIiIzl21rwwiFihJcMgyDJd/5di7IIvNCPgiVzWBGItDXh5NIzHg917bBdce0s4sUQ0eig4yTUSOUiMgMqBFKRERERERERERERETysl1ddH/1q4Q3bqTy1a8ueD1vQwMYBlZn4W1Adm8vMBIGKqXhG218ixZhVlSUfL+pCqxdg1lZSehlLxtz3AgONUIlU7Myh9UTzX88+Njj485n29rwLmwBwAwGMSsrSxqEsg72QDaLt6W5ZHuIyNElnokzkBko9xjASBDK7u8v8yQiIiIiIseGXOtzC4ZhFGU9T3U13vr6oqwlR7/hIJSTzuQay0OhghqhhkN0htdXrBFFAHhh4AUABaFERGZAQSgREREREREREREREcnr+uKXcNNpmv/tk0W52cTw+/EsqMfqLEIjVFcuSONdUPobV8xgECMYJLB6dcn3mo7AihWse+QvBFatGnN8OKzlpGYnCGVHc41QnoYFDD7+2LjzVls7vlHtTN6GhtIGobo6AfA1KwglMl989P6P8tY73krWyZZ7FEwFoUREREREiurQ9xVEpsPw+XEzGdxMBiMQwAiHCmuEyg4HodQIJcW1b2AfAMurlpd3EBGROUhBKBERERERERERERERASDx578w8NvfUv+ud+Jfvrxo6/qamsl2dE7pWru/n51bthB/4IFx5zIvvACAf+nSos02meq/exNVrz9/VvYqlBEIAOCmkvlj9sBA/om1xWb1RDGCQSJnbiT5+BO4rps/52QyWN3d+FpGBaEaG7G6Cm8FO5xsRy5o521qKtkeInL0iGVi/Lntz+zt38uvdv2q3OPgqVIQSkRERESkmHKNUApCycwMN0K56TSG34dZaCNUNjO0roJQUlz7BvYR8oZYULGg3KOIiMw5CkKJiIiIiIiIiIiIiAhuJkPHZz6Db/Fi6t/97qKu7W1uwuqYWiNUtrUVq62dzus+Ny7Ek96zG29LC2Y4XNT5DqflU5+i+nWvm5W9CmUYBkYwiJNKA+C6Lrtf81p6vve9kuxn9/Tgrauj4iWnYUej/PWUU3nu1NN47rSX8PwrzgCY3UaoDjVCicwnD7U9hOVaLKhYwHee/A5JK3nkF5WQp2YoCNU3EoRyLYv2f/8UrVdeWa6xRERERETmJGdwELuvD9/CReUeReaofBAqk8H0BzDD4YIaoRh+j1KNUFJkLwy8wLKqZRiGUe5RRETmnBl/VTYMYx3ws1GHVgL/DtQA7wKGv5t1leu6dwy95l+BdwA28AHXde+a6f4iIiIiIiIiIiIiIlI80ZtuIrN7N4u//S3MYLCoa/uamhn8yyNTunb4poTMnj30/+pX1Lz5zflzmT17CaxYUdTZjiVmMJhvhHISg9g9PcTu+QML/umfir6XFY3iqa+n6rWvxerswkklwQVcFxwHw++n8lVb8tcPB6Fc1y3JN/atrk4Mnw9PbW3R1xaRo8/9B+6n0l/JFzZ9gSvuuoJbd9zKOza8o2zzeKqHglADuSCUk8nQ9pGPELvnD/q8JCIiIiIyTdm2NgA1QsmMGT4f2DZOKoWnpgbTLbARaigIZfh8xRpR5jnLsfCaXvb172PDgg3lHkdEZE6acRDKdd2/AqcAGIbhAVqB/wYuB25wXfdLo683DON44BLgBGAh8AfDMNa6rmvPdAYRERERERERERERESlctr2d7m9+i8iWLVSec07R1/c2N+EMDOAkEkdscxq+KcFTXU33179B1fnn5wI+rktmzx6qL7yw6PMdK4yKCpxkCgCnvw+A1LPPYkWjeOvqirqX1XMQX0MjnkiEhve/74jXexsacNNpnIGBfGCgmLIdnXibmjBMs+hri8jRxXEdHmh9gLMWnsXpzaezafEmbnz6Rt689s1UB4r/+WUqzEgETBO7vx9ncJAD73s/ia1b8a9eRWbPXlzH0ecnEREREZEp6vvlf4NhEFx/XLlHkTlqOLDkJBIYgQCm10M22jvj9fJBKK+CUFI4y7E4/7/P57i642hLtHH+qvPLPZKIyJxUrHdbXwXsdl133yTXvBH4qeu6add19wK7gJcVaX8REREREREREREREZmhzmuvA9el6aqrSrK+r7kZgGxn1xGvHW6Eavjwh7A6O+m95RYArK4unMFBAivVCHU4ZiCQa2YC7P7+/PHE1oeKvpfdE8WzoH7K13sbGwCwuruLPguA1dGBt6mpJGuLyNHl2Z5niaainL34bAA+eNoHiWfi3Pj0jWWbyTBNPFVVZA+0sv+d7yLx8MO0XHMNNRe+GRwn/7VNREREREQml96zh+hNN1F94QUEVq0q9zgyRxl+PwBOPI7h92OGQgX9vczNDgehZtw9IZK3o2cHrfFW/rj/jziuw9LKpeUeSURkTipWEOoS4Cejfvw+wzC2GYbxA8MwaoeOLQJeHHXNgaFj4xiG8W7DMB41DOPR7hJ9Q0xERERERERERERERCDb2Unsnnuov+IK/IsnfNu+YMMBFauz44jX2kM3JUQ2bya86WwOfvd72P39ZHbvBsC/YmVJZjwWGBUVuKk0cEgQ6k9/Kuo+rusOtUxNIwjVUNogVLazE5+CUCLzwuOdjwNwxsIzAFhbu5bzV57PrTtupTPRCcCtO25la9vWWZ3LU13NwG9/S3L7dhZd/2VqLrwg34Bn9/XN6iwiIiIiInNV53Wfw6yooPHDHy73KDKH5Ruh4nGMgB8zHM630M+Ea2WH1lUQSgr3SOcjAFz5kiupDdRyUsNJZZ5IRGRuKjgIZRiGH3gDcNvQoW8Dq4BTgHbgy8OXTvByd6I1Xdf9ruu6L3Vd96UNQ98YExERERERERERERGR4svu3w9AxUtOK9ke+Uaojs4jXusO3ZRghkI0XnklTixGz/e/T3rPXgD8aoQ6LDMYHGmEGrrpPrBmNYkHH8R1J/yWzIw4sRhks3jq66b8mnwQquvIrWDT5bouVmcn3qHfZyJybDuYPIjf9FMfHAljvvfU92K7Nt9+6tts697GdX+5ji89+qVZnctTX48RCLDkG1+n6rzzcsdqhoNQ/ZO9VEREREREAKu3l8QDD1B36aV466f+8BWRQw0HodxsFrMIjVBYaoSS4nm041FWVK/g8hMv576L72NZ1bJyjyQiMicVoxHqNcDjrut2Ariu2+m6ru26rgN8D3jZ0HUHgCWjXrcYaCvC/iIiIiIiIiIiIiIiMkOZA60A+BcvLtkeR2qEclIprIMHgZFGKDMcJnjccVS9/nyiN91M4qGHMCsr84EaGc+sCOImU8BII1TV616H1d1NeufOou1j9fQATOumJF9jI4bPR/c3vknf7bcXNZhl9/XhptP4mtUIJTIfHEweZEHFAgxj5DmciyKLuHjdxfxq16/41NZPAbCzdyfP9z4/a3M1//u/sfznPyOyeXP+WL4Rql9BKBERERGRI0k++SQAoVe8vMyTyFw3HIQCMPwBzFAIN53GHQo0TVf+dQpCSYEsx+Lxrsc5vel0gDHvbYiIyPQUIwj1D8BPhn9gGEbLqHN/Bzw99PFvgEsMwwgYhrECWAP8pQj7i4iIiIiIiIiIiIjIDGUPHADDwNfScuSLZ8gMBPDU1pLtmDgI1X3DV3jh4ksAcBIJjEAg/4TVhg98ANdxiP/xj/hXrtA3hydhBCtwUkNBqKH2karXvAaAxINbi7aPHY0C4KmbeiOUGQ6z+JvfwFNdTfsn/434/91btHmszlzTmLdRQSiR+WA4CHWod214FwFPgF19u/jAqR/AY3i4Y88dszZX8LjjCK5bN+aYp6YGALu/b9bmEBERERGZq5JPPAleLxUbNpR7FJnjxgah/JjhMADOUBP9dLn5RijfEa4Umdxz0edIZBOc3nx6uUcREZnzCgpCGYYRAv4G+OWow18wDGO7YRjbgHOADwO4rvsM8HPgWeBO4L2u69qF7C8iIiIiIiIiIiIiIoXJHjiAt6kJw+8v6T7e5masjs4JzyUefphsezuu4+AkEvmbEyDXVFV7SS4kFVixsqQzznVmMICbGmmEMioq8C9bhn/VKhJ/+lPB61u9vQzccw/Wwek3QgFENm1i+U9uxdvSQvSHPyx4nvxcQ0EoNUKJzA89qR7qKsYHMesr6vn46R/nb5b9DVeceAVnLDyDO/begeM6ZZgyR41QIiIiIiJTl3z8cYLr12NWVJR7FJnjxgShAn7MUAgoIAiVHQ5CqRFKCvNox6MAvLT5pWWeRERk7isoCOW67qDruvWu6/aPOnap67obXNc9yXXdN7iu2z7q3DWu665yXXed67q/L2RvEREREREREREREREpXLa1Fd/iRSXfx9fURLZzfBDKjsdJP/88OA7O4CDO4GD+5oRhC/7pPXjq66k47dSSzzmXjWmE6u/P34Af3ngmg48+mj83U/2//jWt7/8A8f/9IzC9Rqj8jD4fdZdeyuAjj5B8+pmC5hmWHQrYeZubi7KeiBzdDtcIBXDh2gu5/pXX4zE9vG7l62hPtPNU91OzPOEIT1UVAHafGqFERERERCbjZrMkt28npPd+pAgMf7EbobK5tXwKQklhnuh6gmVVyw77voaIiExdQUEoERERERERERERERGZ2zKtrfgXLS75Pt7mJqz29nHHU9u2gesC4AwM4CQGxzRCAXjr6lhz373U/v3fl3zOucwMBnGTSWBsECpy1lm46TSDjz1W0PrDN/L3//Z/APDW1s5onZqL3owZDhfcCpXes5eD3/kO2dZWME28C3QDgcixznIselO9U7ph6BUtrwDguehzpR7rsAx/7snjjhqhREREREQmldqxAzedpuJyzaC8AAAgAElEQVTU08o9ihwDRjdCmYHASCNUIjGzBS01Qklx7I/tZ2X1ynKPISJyTFAQSkRERERERERERERknnIzGayODnyLZqERqrkZu69vXCvR4BNP5D+2BwZwEolxQSjQjQZTYVQERzVC9eWDUKGXvhTD5yPxpwcLWt+JD90s4jh4amrG3FQyHZ7KSmouuoiBO+8k29Y243m6v/41ur/yVaI33YR3wQL9HhGZB3pTvbi4LAgeOQhVH6wn4AnQFp/555li8NTUYPcpCCUiIiIiMpnk0PtDFaeqEUoKN/o9q9wDKoYaoRIzbYTKBaHQe09SANd1aY23sriy9A8lExGZDxSEEhERERERERERERGZp7Lt7eC6+BbPQiNUUzMAVmfnmOPJJ5/KfzxZEEqOzAwEcdNpXMfBGdUIZYZCVLzkJSQenDgINfjYYyQe/vMR13disdwTdE0TT319QbPWve1SAKI33zLpdem9e2n7xCdIPTe20cVJp4nfdz+eBQtwUym8zc0FzSMic8PB5EGAKTVCGYZBS7iF1nhrqcealFlTja1GKBERERGRCbmZDNGbb+Hgd/4T37Kl+Joayz2SHAPGBqEC+fcancGZNUK52eFGqJk9FEgEoCfVQ9JKsjiiIJSISDEoCCUiIiIiIiIiIiIiMk9lW3M3h/sWz0YjVFNuz46RIJTrOCSffJLgiScC4AwM4AwO5sI2Mm1GRRAAN53G7uvHU1OdPxc5ayPp558n29U15jWpHTvY/4530vHZzx5xfTsex7d4MTVvfjOh019a0Ky+hQupOvdc+m67DTsen/Aa17Zp+8S/0P/r37D3zRfR/bWv42YyACQefBB3cJCF111L3WWXUX3++QXNIyJzQ0+qB4D6iqmFMRdFFpW/EapaQSgRERERkUO5jkP/b/+H3a99HZ3XXENg7VoWf+3r5R5LjhGG3z/m4+H3GgtthDJ8aoSSmXsx9iIASyqXlHkSEZFjg74qi4iIiIiIiIiIiIjMU5kDBwDwLyp9EGqkEapjZP89e3BiMSKbNpF6+mnsgZgaoQpgBisAcJJJ7FGNUADhjRvhS18msXUrNW96EwBWby8vvve9uKkUmf37cW0bw+M57PpOLIZZWUnLZz5dlHnrLr+cgTvuoO+226m//O3jzkd/fBOpbdto/tS/M/jEExz81reI/eEPtFx7LbG77sasqiL88pcTOfvsoswjIke/6TRCASyMLOTZnmdLOdIReaprSHc+X9YZRERERESOBuldu+i77TY8tbUM3HU36R07CKxfz5LvfY/wWRsxDKPcI8oxYkwjVMA/0giVmGEjlJXNreXVLdcycwdiuffiF1eqEUpEpBjUCCUiIiIiIiIiIiIiMk9lD7SC14u3ubnke/maGnN7jmqEyrzwAgChl74EACc2oCBUAbxD/40zu3fjZjKYo4JQgXXr8NTXk/jTg/lj/b/8b6y2dmouuRiyWbJtk7em2PEYnkikaPNWbDiR0EtfSvTmm/JP1h3mpNN0f/3rRM45h5pLLmHRF77A4m99C7uvjxcuvpiBO++k8pxzxjzhV0SOfcNBqKk2Qi2MLKQ33ctgdmZP/S4GT3U1dl9f2fYXERERETla9N12O9Ef30T3V76KMzDAwi9+kRW/uJ3I2WcpBCVFNToIZfr9mOGhRqjBGf7dcLgRSkEoKcCB2AEMDBZFSv9QMhGR+UBBKBERERERERERERGReSa9Zy8Hv/Mdktu24WtpmbQFqFjMcBizqgqrY6QRyh6IAeBbtAgMA7t/KAgVCpV8nmNRYM0aAAYffRRgTCOUYZqEzzyTxNatuI4DQPr55/E2NlJ9/vnASDDtcJx4ArOysqgz111xOVZbOwN33TXmuNV9EDeZpPLVr87fDFW55RxW/s9vqX7jG3HTaare8PqiziIiR7+eZA9hX5gKb8WUrh++uagtPnnQs5Q8NTXY/f24rlu2GUREREREjgbZzk78y5ez7vHHWHXP3VS//nwMU7ewSvGNbYQKYFYMtajPMAiVf4CPglBSgBdjL9IUbsLv0YOdRESKQX+KFBERERERERERERE5RriOkw+5TCZ6c+7pu4MPP5wLIc0SX3Mz2c6RRignngtCeaqrMSMRrO5ucBw1Qs2Qf+lSjECAwUceAcBTXTPmfOSsjdjRKOnnngMgvWsXgdWr8a9YAUBm7wuTru/EYpiVxWuEAoi88pX4ly8n+sMfjQkJ2NEeADz1dWOu91RVsfDaa1j7yF+IbNxY1FlE5Oh3MHmQBRULpnz9wshCANoSZQxCVVeDbeMkEmWbQURERETkaGB1duJtasIMhRSAkpIaE4Ty+zE8HoyKihn/vczNWuPWFZmuA/EDLI4sLvcYIiLHDP1pUkRERERERERERERkjnNtm75f/je7ztnCi+95zxFbJzJ79hJYt46mq/6Vhg+8f5amBG9z04SNUGYkgqeykuzQOTOsRqiZMDweAqtWMfjEk8DYRiiA0BlnABD/04O4jkN6zx4Ca1bjqavDrKyctBHKdV3seBxPpLhBKMM0qXv7ZaSefprk0NwAVk8uCOWtq5vwdZ4iN1OJyNHt83/5PLc8ews9qR7qg/VTft1wI1RrvLVUox3R8Odiu6+/bDOIiIiIiBwNsp0deJsayz2GzANjg1ABAMxQqOBGKEONUFKAF2MvsqRySbnHEBE5ZigIJSIiIiIiIiIiIiIyxx38z/+k/aqrMHw+Evc/QN/Pb5v0+syePQRPOIG6t72N0GmnzdKU4Gs6pBEqNpB7CrDXi1ldTbY919ihRqiZC6xZg5tMAuCpHdsI5WtsJLBuHYkHHyTb2oqbTOJfvRrDMPAvX07mhb2HXddNpyGbxYwUP4BUdf7rweslfu+9+WN2tDf3c6ibeuBBRI5d/7v/f/nmk9/kxdiL02qEqg/WE/AEaI+3l3C6yXlqhoJQ/X1lm0FEREREpNxcx8Hq6sbX1FzuUWQeGBuEyn1shsMzb4Sysrm1FISSGUpaSQ4mD7K4Uo1QIiLFoiCUiIiIiIiIiIiIiMgc5mQy9P7XrUQ2b2bV3XcRevnL6frCF8i2Ttx+YcdiWN3dBFaumOVJc41Q9sGDuJnM0CxxzKFmH09lJVb7UCNUSI1QMxVYuyb/8aGNUADhszYy+PjjJLdty12/ejUA/uXLSU/SCOXEhtq7KovbCAXgiYSpOPlkElu35o9Z0eFGqNqi7ycic0/KThHPxulIdEwrCGUYBi3hlvI2QtXkQql2n4JQIiIiIjJ/2dEoWBbepqZyjyLzwOgglBkovBEKNUJJgQ7EDgCoEUpEpIgUhBIRERERERERERERmcNid92N3dND7aWXYpgmLf/xWQD2XXEF2Y6Ocddn9uwBwL9y5azOCeBrzj31N9vVDeQaoTxVQ0Go6qr8U1nVCDVzgbVr8x9PFISKbNwI2Sy9t/4kd/2aXHDKv3wZVls7Tio14bp2LJ5bs7L4jVAA4TPPIPXMM1i9uSYouyeKUVGhUJyIAJCxM/mPpxOEAlgUWURbvK3YI03Z8Odip7+/bDOIiIiIiBwq29lJ8ulnZm+/jlxDuLepcdb2lPlrbCOUHygsCOVmc0EoFISSGRoOQi2OqBFKRKRYFIQSEREREREREREREZmD7IEBsp1d9N56K75lSwmfeQYA/iVLWPK972Ef7GHf2y4j294+5nXpPXtz160oQyNUUy4IZXXmAlq5RqgqgPy/ATwKQs3YcLDJ8PsxgsFx5yte8hKMQIDkY4/hbWnBE8k1PPmXLwcgs2//hOs6iVwQyowUvxEKIHzmmeC6DD78MAB2bxRvXV1J9hKRuSdlp1hetRyYfhBqYWQhbYnyB6FsBaFERERE5CjS9fkv8OK7343rurOyn9WVC0INPyRHpKRGBZaM4UaocDj/EKbpcrNZ8HoxDKMo48n8057IvUffEmkp8yQiIscOBaFEREREREREREREROYYN5tlz/mvZ9fmzSSfeILaS/4Bwxx5yz902qksvfH72NFoLgzVNnIDeGbPHvD58C+e/adP+pqbAPJNVc7AAGZlLljjqRoJQqkRaua8TU2YVVV4qqsnvDnDDAQInX46AIHVq/PHA0PBuMwLL0y4rhOLAaVrhKrYsAGzspLE1q0AWD1RPPX1JdlLROYW27GxHIvzVpzHp8/8NK9e9uppvX5x5WKiqSg7enaUaMLJKQglIiIiIkej5FNPYUejWN3ds7Kf1TnUCNXYNCv7yfxmGEa+FaoojVCWhaE2KClANBXFwKA2UFvuUUREjhkKQomIiIiIiIiIiIiIzDGDjzyC1dVF7dsupfETn6D2kovHXVNxyim5MFRvby4M1doKQHrvHvxLl+ZvBphN3qGn/loduZtf7Hgcz3AjVNVIwMYMhWZ9tmOFYRgE1qzBU1Nz2GvCZ20Exgah/MuWAYcPQtmx0jZCGV4voZe/jMSDW3FdFyvag7dWNwaICKTtNAAV3gouWHMBlf7pBTLfuOqNNIWa+OD/fZBoKlqKESdl+P2YoRB2b9+s7y0iIiIiMhErGs2/T5TZtWtW9sx2dILHg3eBHnoisyMfgBr+dyGNUApCSYF6U71UB6rxmJ5yjyIicsxQEEpEREREREREREREZI4ZuPMujFCIxiuvpP7yt2NWVEx4XcXJJ7P0hz/A7u9n39suI3OglcyevQRWrpzliXM8kQhmOEy2c6JGqOr8dWqEKkzTxz5K47984rDnI5s2gWEQPOGE/DEzHMZTXY019GtzKCeea4QyI6VphAIIn3462bY27J4e7GivGqFEBICMnQEg4AnM6PX1FfV89ZyvEk1Fue7P1xVztCkzwiGcZLIse4uIiIiIHCq1fXv+4/TOnbOyp9XZibehAcOjEIDMjvxDoIb+XVgjVFZBKClIb7qXumBduccQETmmKAglIiIiIiIiIiIiIjKHuJZF7A9/oPKVmzGDwSNeX7FhA0t/8APsWIz9b3sbmf378ZcpCAW5ViiroxPXdbFjsXwjlEeNUEVTccopRDZuPOz5wMqVrPzd76h67WvGHPc2NpLt6prwNXYsF4TyVJamEQrAvyrXUJXeswe7pwdvnRqhRGSkEWqmQSiAExacwDlLzuHZnmeLNda0mIEgbjpVlr1FRERERA6V3P40mCZmZSWp2QpCdXXibWqclb1EIBeEMgIBDMMARhqhXNed/mKWBT4FoWTmoqkotUG91ykiUkwKQomIiIiIiIiIiIiIzCGDjz6GHY1S+bfnTvk1FRtOzDVDJRJgWQRWrijhhJPzNTWR7ezATSbBtvONUGZlLghl+HwYfn/Z5psvAitXYJhjv03kbWzE6uqe8HonngDAjJQuCBVYlQvoJZ96CjebxVOnRigRKU4QCqA53ExHomNmN70VyAgEcNKZWd9XRERERGQiye3bCKxaRXD9+llrhMp2dOJrbJqVvURg/HuMZigEto2bmf7fzdysheH1FXM8mWd6U2qEEhEpNgWhRERERERERERERETmkNjdd2EEg0Q2nT2t11WccALLfvgDwhs3Enr5y0s03ZENN0KNNAwNNUJVVwO5p7NKeeSCUBM3QjmxGGYohOHxlG7/5maMUIjBRx/N/bheNweISHGDUBknQzQVLcZY02IGArgpNUKJiIiISPm5rktq23aCJ20gsGYNmZ27sPv7ab/66pKGoqzOTrzNzSVbX+RQw41Qw4Yb6J3BwWmv5VoWhleNUDJzvaleagNqhBIRKSYFoURERERERERERERE5gjXthm45x4imzfnv3k/HcHjj2fpjd/HV8YbT3zNTVjd3dh9fQB4qnJNUJ6hRigFocrH29iI1d2N6zjjztnxWEnboAAMwyCwYgXJxx4HwFOnIJSIFDcIBdAx2FHwTNOVa4RSEEpEREREyi/b2obd20vFhlwQyhkcpOMzn6Xvpz9j3+VXkN67t+h72vE4TiKBr6mx6GuLHI7h92H4R1qcht9zdBKJaa+lIJQUwnZs+tJ91AYVhBIRKSYFoURERERERERERERE5ojk449jdx+k6ty/LfcoM+ZtagbHIbNnDwDmcACqSo1Q5eZtbADbxo6Ob0txYvH8r1Up+VetxInHAQWhRCQnH4TyFikIlShDECoYwE1nZn1fEREREZFDpbZvAyC4YQOBNasBGPjd7wi94hXgOOy//AoyB1qLuqfV2QkMvSckMlt8Pkz/BI1QiVwjlJPJ0H711VgHDx5xKdfKKgglM9af6cfFVRBKRKTIFIQSEREREREREREREZkjBu66GyMQILxpc7lHmTFfcxMA6Z07gZEmqOFmqJk0XUlxeBtzT2a2urrGnXPiMTwlboQCCKxcNTJPfX3J9xORo1/aKk4jVEu4BShPEMr0B3BTM2uEit17Lwfe/wFc1y3yVCIiIiIyHyW3P43h9xNcu5bA6lwQCtOk+d//naU/uBEnmWT/299Odii8VAyZoZYp3+JFRVtT5EgMnw/D78//+NBGqPTOnfT99GckHv7zkRfLWuBTEEpmpjfVC0BdUA99EhEpJgWhRERERERERERERETmANdxiN19N+Gzz8ITmbutSd7m3NN/0zt3ASONUEYwiOHzqRGqjHxDQajsBEEoO56YtUaoYWqEEhEY1QhVYBCqNlBLwBMoUyNUECeTntFr4/fdR+yee8ju21fkqURERERkPkpt20Zw/XoMnw9PdTWBNaupuegiAitXEDzuOJZ+77vYvb20f/LfirZn8qlt4PUSXL++aGuKHInh82EERjVChYcaoQZzjVBuOvd3tOFg1GRcy8Lw+kowpcwH0VQUQI1QIiJFpoiyiIiIiIiIiIiIiMgckHzyKayuLqrOPa/coxTE1zS2ESofhDIMzKoqBaHKaNJGqFgM36KFJZ8hsDIXhDIjEcxRT+0VkfmrWEEowzBoDjfTnmgvxljT2zvgx03NLAhldXcDMPjEk/iXLy/iVCIiIiIy37i2TfLZZ6m54IL8sRW/+AV4PPkfV5x0EjWXXEz0ppux44miPIwnuW0bwXXrMIPBgtcSmarAqtX5sBOMtNAPB5+GW3unHoTS7dYyM8ONULUBBaFERIpJjVAiIiIiIiIiIiIiUnZWdzeuZZV7jKNa7K47MXw+Iue8styjFMSsrsYIBsns3w+Ap6oqfy6yeTOh008v12jznnfBAgCsru5x5+x4DE9kFhqhli4Fr1dtUCKSNxyE8nsKD0c2h5rL0ghlBoJjbsCbjuEgVPKJJ4o5koiIiIjMQ+ndu3EHB6k4aUP+mOH3Y4wKQgFENm2GbJbBhx8qeE/Xtkk9/TQVJ59U8Foi09Hy6atZ+Lnr8j8efvjScCOUk5pmI5RPjVAyM8NBqLqg3u8UESkmBaFEREREREREREREpKzSu3ez62/P5cV//mdcxyn3OEcl13EYuOtuwmedhScSKfc4BTEMI9cK5Tjg82EERho+Fl57DXWXvrWM081vhs+Hp77+MI1QccxZ+L1n+Hz4ly7FW6snpIrMJd/d9l1+ufOXJVl7OAgV9BT+9PimcFNZglBGMIgz0yBUl4JQIiIiIlIcqe1PAxA8ccOk14VOOxUzHCZ+3/0F75nZswcnkSC4QUEoKa98I9TgUCNUZigINRSMmoxrZdUIJTMWTUcBqAnWlHkSEZFji4JQIiIiIiIiIiIiIlI2TiZD60c+Co5D4v4HOPid75R7pKNSavt2rI4Oqs47t9yjFIW3uRkAT2UlhmGUeRoZzdvYOC4I5WazuKkUZuXshPAaPvhB6v+/d8/KXiJSHLc9fxu3P397SdYuZiNUS7iF7mQ3ljO7LZRmwD+jRijXdbEOHsTw+0nv2oU9MFCC6URERERkvkhu34ZZWYl/+bJJrzN8PsJnnkn8gQdwXbewPbdtA1AjlJRdvhEqMdwIlRr68ZEbochaCkLNE67rFvx571C9qV6q/FX4TLWKiYgUk4JQIiIiIiIiIiIiInJEL/7TP9Pzgx8WvI6bydB53edI7dgBQPcNXyH93HMsuuEGqt7weg5+/RvE//Rgwfscawbuuht8PiLnnFPuUYrC19wEMGvBGpk6b2MDVnf3mGN2PA6AJ1I5KzNUnfu3VG7ZMit7iUjhbMeme7Cb3X27i36zEIxqhPIW3gjVHG7GcR26B7uPfHERGYEgbjo97f8+dl8fZLOEN24E1yX51LYSTSgiIiIi80Fq+9METzwBwzzybaORzZuwOjpIP7+zoD2T27YPha+WF7SOSKGMQABMc6QRKjXUCDWFIJRrWeBTEGo+uP6x63nX3e+a8vV3vnAnNz1z06TX9KZ6qQvWFTqaiIgcQkEoEREREREREREREZmU67rEH3iArhtuIL1nT0Frxe69l+iPf8yB976Pgd//nugPf0jtP/4DlVvOoeXqqwmsXkXbRz9Ktr29SNPPfa7rErvrLsJnnoGnqqrc4xSFt7kFAE/lsfHzOZb4DmmEci2Lgd/8BgCzcnaCUCIyt0RTUWzXZtAapD1R/K/f+UYos/BGqOZwrpGwFHNOxggEgFwgfDqGPx9XvvpVYJokn3ii6LOJiIiIyPzgpNOk/vpXKjZMrZkpfPYmAOL331fQvslt26jYsGFK4SuRUjIMAzMUyjdCuemhRqjBwSO+1rUsDK/afOaD53ufZ2ff1AOgP//rz/npX3866TXRVJTaYG2ho4mIyCH0p0sRERERERERERERmZQ7OAiWBdksHZ+6uqC2h/5f/wazuppsdzetH74S/6pVNH7sYwCYoRCLvvo13GyWAx/60LRvFj5WJR99lGxrK1XnvabcoxSNGqGOXt6GRqyeHtxsloE772LP+a+n87rPUXHKKVRuOTYayUSkuLoGR8KTu/p2FX39tJUm4AlgGEbBa7WEc0HcjkRHwWtNhxkcCkKlUtN6ndWVa67yL19O8IQT6P/tb6f0tHIRERERkUOln3sOLIvghhOndL2vqZHA+vUk7rt/xntmDhwgvWMHoZedPuM1RIrJDIfzjVDONBuhDK8aoeaDvnQfA+mBKX8PpDXWSiI7+e+haCpKbUBBKBGRYlMQSkREREREREREREQmZQ8MABA8+SQGH3mE/l//ekbrWL29xO+7j5oLL6TpXz6Bp7qaRV/6ImZFRf6awMoVtFxzDamnttH5hS8WZf65rvfnt2FWVlJ13rnlHqVovE25Rg41Qh19vI2N4DjsveBCWj/0IfB6WPytb7LsJ7fiqa4u93giMkssx5ryTT8dgyOhot19u4s+S9pO4/cU3gYFI41Qo2eeDYY/F4QavtFuqoYbobyNjTR9/GNkDxyg84v685GIiIiITF9y23YAKk6aWiMUQOTssxl84gnsWGxGe/bddjuYJtVvetOMXi9SbGMbocYGoVI7dpDasWPC17lWVkGoeaIv1YflWsSz8SNem3WydAx2HDEI1ZvqVSOUiEgJKAglIiIiIiIiIiIiIpMaDkLVX3YZFaecQtfnv4DV25s/n/rr8zhTaG8a+N0dYFlUv+mN1L3lLazZ+iDB9evHXVd13rnUXXYZvbfcwsCddxbvJzIHWb29xO66i+rXv35MYGyuyzdCVVWWeRI5lG/RIgDseJyWa69l5a9/TeWWLUVpYhGRucF1Xd5x1zv4zMOfmdL1w41QQU+wNI1QdpqgJ1iUtcK+MJX+Strj7UVZb6qM4UaozDSDUN25RihvQwOh00+n7vLL6fvpz4jfP/6p/E4iQdf1N+AMDhY+sIiIiIgcc5Lbt+FtaMDX1DTl10Q2bwLbJvHg1mnv52az9P3yF0Q2b8bX3Dzt14uUwphGqHSusXc4CNVxzTV0fPY/Jnydm81i+BSEmg9607nve/Sn+494bUeiA8d1SNtpsk52wmsc16Ev3UddsK6oc4qIiIJQIiIiIiIiIiIiInIEdn/um36e2lqaP3019sAA3ddfD+SelLn3TW+i77bbJl8jnqD3llsIrF9PcO1aAAyP57DXN370I/hXryJ6yy1F+lnMTf2//jVuJkPNxReXe5Si8g7dAOOJKAh1tAlvPJOlP/wBq+78PTUX/N2k/5+KyLFpa9tWHu96fMrtTl2DXXgNLyc3nMyevj1Fn6eYjVCQa4Wa7UYoMzAUhEqlpvU6q7sbs6oKM5gLgjV88AME1qym/f99Eruvb8y1A3fdTc93v0viz38uztAiIiIiMqe42eykofjU9qcJTqMNCqDi5JMxq6omDOKPlu3qIrF165h/oj/+MXb3QWouumhae4qUkhkK5f8/cYcae4d/bPdEsTrG/10x29qK3X0Q//LlszanlEfKSpG0ksDUglCt8db8x4PZiT//xjIxbNdWI5SISAkooiwiIiIiIiIiIiIik3KGGqHMqiqC69ZR9/bLiN74A6rf9CZ6/+tWcF1Szz572Ne7rkv7VVeR2b+fpTd+f0p7Gj4f4TPOpO/223EtC8M7/97OtuMJoj++iYqTTya4bm25xykqT20tFaecQsXJ07sBR0rPME3CZ5xR7jFEpIy+vz33tbo31XuEK3M6E500hBpYU7uGX+z8BY7rYBomd+69k/50PxcfV1iYt5iNUADNoWY6ErMbhDICufmd9JEbNEezurrwNjTkf2wGAiz8/OfZ+/cX0/GZz7Lo+i/nzyUefggAu6enCBOLiIiIyFzT9eXrid9/P6vu+N24c/bAAJm9e6l+4xumtabh9RI5ayPxB+7Hdd3DtkUfeN/7SW3bNu64t6WFyKazp7WnSCmZoRDZzk5gfCOU3d+PE4uN+70e+9//A6DyVa+a5WlltvWlRx44MqUgVGwkCBXPxqkOVI+7Zm//XgAWRhYWYUIRERlt/n3nWERERERERERERESmxe7PBaE81blv5DW8970M/P73tP3rVWQPHAAgvXPXYV/f893vEbv7bho//vFpBSwqTtpA7803k969m+C6dQX8DOam7htuwOroYNGXv3zki+cYwzBY/tOflHsMERE5xJNdT/Jo56OEfeEp3fQDuUo767YAACAASURBVEaoxlAjq2pWkbSStCfaifgifPqhT2NgcNG6izANc8YzFbsRqiXcwvaD24u23lQYgdz8bnr6jVDexoYxx4LHH0/D+95L91e+SuRVW6h+3etwXZfEQ7kglHXwYHGGFhEREZE5JfaHP5A9cAC7vz//Ht6w1DPPABDcsGHa64bP3sTAHb8nvWMHweOPH3feSaVIPfMM1RdcQM2FF4w551u8ZF4+3EiOXmY4jDOYCz65Qw+qcAYHcR0Hu78fbBu7rw9v7Uh7T+yPf8S/apUaoeaB0UGo0R8fzoH4gfzHiWxiwmu2dedCoict0APBRESKbebvOIuIiIiIiIiIiIjIvGAPNUJ5qqqA3JMzmz/5SbL792N4PFSedx7pXbtwHWfca+MPPED3V75C1WtfS93lb5/WvhVDN2ckJ3ii7LEu+dRT9N56K7VvfSuh004t9zgiIjJP3Lj9RmoCNVyw5gL6M/047viv7YfqHOykKdTEqppVAGzv3s6PnvkR8WycWDbGrr7Dh6WnIm2nCXqL2AgVbqYv3UfSShZtzSMxg7n53XR6Wq87tBFqWP0730nw5JPo+MxnyXZ2ktm1C7s7F4CyuhWEEhEREZlvMi++OPKwol27cG2b6E03YfXmWl6T23IPAqg48cRprx05+ywA4vffP+H51I4dYNtUbjmH0EteMuYfX1PjTH46IiVjhkI4iUEA3NTQgypcN/f3KNsGcg+kGGb39zP4yCNqg5onRjdj92em1wh12CDUwW20hFtoCI3/u72IiBRGQSgRERERERERERERGSPb0YE79I1fAHugHwwDMxLJH6vcsoW6K66g4UMfJLzxTNzBQbJtbWPWyezbR+tHPkpg7Vpa/uOzGIYxrTl8y5ZhVlWR2ja7rQ1Hg/h99wHQ+KEPlnkSERGZL3b27uTeA/fyj+v/kZZwC47rEMvEJn2N67p0DnbSGGpkXe06msPNXPWnq7j52Zs5tTEX5H2y68mC5kpbxW2Eag43A9CR6Cjamkdi+AMAOKmpB6Fc18Xq7sbXOP7mUcPrZeHnPoebTtP2sY8Tu/deAMzKSqyenqLMLCIiIiJzR2LrQ/mP0zt3MfjII3Reex1t//IvuNks8Qfux79s2bimqKnwLlhA8MQTid93mCDU9tz7dsENajuRo1+uESoXhHJGNfZa7SPva1tdI0Go+H335YJ+r9oye0NK2Uy3Eao13kqFtwKAeCY+4TXbu7ezYcH02/hEROTIFIQSERERERERERERkbxsVxe7//Zcen/y0/wxp78fs6oKwxz7lnLTxz9G/TveQXDNGgDSzz+PHU+QbW/HSSQ48L73YxgGi7/5DcxQaNqzGIZBxYYNJLfPvyCUHY9jRiKY4XC5RxERkXnixqdvpMJbwT8e94/UBGqAI9/4E8/GSVpJmkJNhHwhfnb+z9i4aCMGBp8+89M0VDTweNfjBc2VttMEPIGC1hitHEEoM5ib381MPQjl9PfjZrMTNkIBBFasoOUzn2bwkUfovuEr+JYtJXjccVgHuye8XkRERETKq+8Xv2Df2y7Djk98s3whEg89hLepCTMUIr1rF8kncw8jSNx3P3v+7u9IPvoYtZdeOuP1I5vOJvnUU9h94/9+kNy2HW9jo9qfZE4wQyHcwUFcx8Ed9aCK0Q/4Gt0IFfvj/+JtaCC4QUGW+WB0I9RAeuCI1x+IH2Bt7VoAEtb4RqiDyYO0Jdo4qUFBURGRUlAQSkRERERERERERETy4vfei5vJEH9g5Cmvdv/ApE+M9a9eDUD6+Z20feQj7DpnC7vOPY/07t0svP7L+BcvnvE8wZM2kN65M/+kzvnCiSfGNHCJiIiU0oHYAe7ceycXrb2I6kB1Pgg1+iagbz/5bS75n0t4vHMk2NQ12AVAYyh302NdsI6vnfM17r/kflZUr+CUxlN4ovOJgmY7FoJQRjAIgJNKHeHKEdmu3H/bwwWhAKrf8AZarr0WXJfIWWfjWVCP3X2wsGFFREREpCT6brudwb/8hbaPfwLXcWa0hmvbZFtbxx0bfOghwmeeiX/1atK7djH4xBP4V60i8spXktm1m8aPfYy6t75lxrNHNm0CxyH+4IPjzqW2byd4kkIiMjcMP3TKGUyOaYSaKAjlpNPEH3iAyJYt4x4QJsem/nQ/AE2hJvrSffSn+/nIvR/hu9u+y57+PWOuHcwOEk1FWVe7DoBEZnwQant37gFvCkKJiJSGvjqLiIiIiIiIiIiISF78/+4FIPnoY7iWBYA9MICnquqwr/FEIvgWLmTg7ruI33cf4c2b8C9ZQtP/u4rIxo0FzVOx4SSwbVI7dhS0zlzjxGJ4ImqDEhGR2fGjZ36EYRi87fi3AVAbrAVGbgICuGPvHTzT8wyX3XkZV2+9mv50P52JTgCawk356wzDoMJbAcBpjafRlmgrKHRU7CBUU6gJA2N2g1D+oUao1NQboeyDuUDTZEEo4P9n786j46rv84+/7519RvtiSbYl29gCyxu2WYwxEEgKAUIgIUBDCIStze9kI2uB9DRAk0Bom6RNQxsSSlISIKwlkJglAcJiYzBgvOAFG7zI1i5LGs2+3d8fI8kWkixLmtHY0vM6h4N053vv/Qx4Gc3c5z4UffpTHPPUk0z51jexl5WTaG8f/aAiIiIikhVJv5/whg0458wm8MIL7L/33sPet+Xf/o3Oxx7r+frHvH/e+f1apSJbtpLs6sJ36nJcc+YQ3b6d8Dvr8S5dwrSf/oSZDz9E6XXXjml+98KF2IqKCL78ct/zabztNkJvvkls9+70+3ciRwHT5wUgFQpiRWOY3vT38YbGvjWJnptShNaswQqFyP+bj43/oJITHdEOCpwFlHpK6Yp28VbzWzy3+zn+c91/ctETF/GpJz7Fz9f9nG37t9EQSIfnjivpCULFBwahNrRtwG7YqSupG9fnISIyWdhzPYCIiIiIiIiIiIiIHBlSkQjB117DPrWKREMjkc2b8SxaRNLfdcggFICrtpbASy9huN1M/dGPsBcXZ2Qm93HHAhB9/328J5yQkWMeDVLBAGZefq7HEBGRSaAt3MYTO57gotkX9QWaCl3pJsiOaLoRqivaxS7/Lq5feD3xZJzfbfkdL9a/yMmVJwMHGqE+bEnFEgDeaXmHc2edO6r5Mh2EctqclHpKaQqNXxDKdPcEoWKHH4RK9AShbGVlw6519bRz2svKSAUCpMJhTI9nFJOKiIiISDYE16yBVIqqW2+l7b9/wf7f/o6Sa67BsNkOuV/ozTdpv+d/wG7HsNvZ/9vfQiJBvL4eW136wvrga6sB8J1yConWNroefxwAz+IlmB4PnkVjDykZNhu+M06n+8W/kgoG6Xz4YTof/D2djzyaPtfCBWM+h8h46A0+pYJBrEgEW2kpqVCorxHKzM/va4Tq/svzmD4f3mXLcjavjK/OSCdFriKKXEV0Rbuo764H4LELH2Nt01r+svsv/Grjr7h7w919Tdq1xbXA4EGoja0bqS2uxW13j9+TEBGZRNQIJSIiIiIiIiIiIiIABF97DSsSYcrXvw5A6I03AEh1+TELhwlCHZv+wK/woosyFoICMHsCWKnAwA8SJ7JkIIiZl5frMUREZBL43ebfEU/FuWbBNX3bil39G6HebXsXgJMrT+bbJ32bBz/xIFW+Kp7Z9QwwdBDquOLj8Ng9vN3y9qjny3QQCqDSW0ljoHH4hRliuNLzp0bQCJVoSzc7DdcIdTB7T2hKrVAiIiIiR5bgqtWYXi+e44+n6JLPkGhu7nvf7VBaf34XtrIy7KWlNNx4E1gWALG9ew8ce/VqXMcei728HFftnL7tniVLMvocii+/nJTfT+djj9Hx0MO45tXhqKwEmw33AgWh5Ohg+nwApEIhUtEotpL0z77xffuA9E0mEi0tWKkU3S++iO+M0zGdzpzNK+OrI9pBkbuIQmchndFO6rvrKXAWcGzxsVxRdwW/PvfXvHDpC3xv+feYVzqPmQUzqS2qxWP3DAhCJVNJNrVvYlG5GvNERLJFQSgRERERERERERERIRUM0vX4/2F6veSfey7OObMJvp6+ICPp92MrKDzk/p6lSzFcLkq+8IWMznXwXTonk1QggJnny/UYIiIywXXHunlo20OcPeNsZhTM6Nvuc/iwG3Y6IulGqA1tGzAwWFCWvsCxrrSO+8+/n5tPvpm/W/h3QwaV7KadReWLWNeybtQzRhNRXPbMBqGq8qrGtRGqNwhlRUfWCGW4XH0X6h0Oe1lpet+eO5iLiIiIyJEhuHo13lNOwXA4yDvrLMy8PLr+8CSBl19m79duILZnT99ay7KINzfT8cgjhNasofT666i6/Ydgt1N+ww0AxPemQxupSITwW2/jW74cONAUaissxDlrZkafg3fJEjyLF9Py038nXl9P6XXXMfORh5n54APDNsmLHCk+3AhlL0n/DBVvaMDwenFMn06itZXw+vUk29rI/+jHcjmujLPOaCfFrmIKXYV0xbrY499DTX5NvzWlnlIuPfZS7j77bp769FPkOfPwOXwE4oF+63Z27SQYDyoIJSKSRfZcDyAiIiIiIiIiIiIiuRPbu5eO+x+g89FHSXV3U3zVlZhOJ76TT6bziT9gxeM9QahDX9CQd+aZHLvmNUyPJ6PzGTYbhsczKYNQNjVCiYhIlj207SEC8QDXLbiu33bDMChyF9EZ7QRgY9tGjik8hnxnft8am2njc3WfG/YcS6cs5e4Nd9Md6+63/+GwLItYKpbxRqgKbwWv7nsVy7IwDCOjxx6MYRgYTidWNHLY+yTaWrGXlY1oPltPI1RSjVAiIiIiR4zYnj3E6+spuTp98yDT7Sb/3I/jf+qPdP3pTxCPE1yzhsJPfpLoB+8T3bKVZGf6dbijupriz34W0+1Ov+/m89H+y18S72mECr/9NlYshu/UdBDKXlmJmZeHe/HxWXmdW3LtNez72g3YSkrIP/tsTKczo83wItl2cCOUFY1iKy1Jfx8MYq+qwl5eTqKlhcDzz4PdTt5HzsjluDLOOiIdHFd8HIWuQvxRP7v9uzl+yvHD7udz+AjFQ/22bWjbAMDCsoVZmVVERBSEEhEREREREREREZmUwpvepe0X/03ghRfBMCj4+DkUX3klnsWLAfCedBIdDzxI+J13IJHAVnToRijDMDAyHILqZfp8kzIIZfoUhBIRkeyJJCL8dvNvWTFtBXWldQMeL3Klg1CWZbGhdQNnVp85qvMsmbKElJViQ+sGVkxbMaJ9o8l0g1Kmg1BVvirCiTD+mJ9C16Ff42SK4XaTisYOe32yrR1bT8PT4bKXlQPpNikREREROTIEV60CIG/FgdfCRRddRNejj+E+fhFVt95K4/duofPRR3HV1pJ/9t/gOm4u7rq5uOvqMN1ugL4b5jimT+8LQgVfew0cDrwnngik35+beuePcEyblpXnkv+xj+E58QTyz/ooptOZlXOIZFNvI5QVCpGKRvsF+WyFhdinlGPFYnQ9+RS+k09S29kkYllWuhHKXUyRqwgLi4ZgAxfkXzDsvoM1Qm1o3UCBs6Bf+7aIiGSWglAiIiIiIiIiIiIik4yVSFB/Xbr5ofT66yn+3OU4Kiv7rXHPmwdAcM3rAJg5/NDX9HknVRDKSiZJhUKYaoQSEZEsemLHE+yP7Of6BdcP+nhvEGpv9146o52jvovxovJF2Awb61rWHTFBqEpf+nVPU7Bp/IJQLidWJEK8sZHwunUUnH/+Idcn2tpwVFeP6Bz2kmIwDBKtCkKJiIiIZJtlWRCPYwwTCAqsWoVj2jQcMw5cDO896SRqfn0v7oWLsOX5mPXIw1ipFIZpDntex/RpxHbtAiC4ajXe44/va7mBdFgpWwybjZm/+13Wji+Sbb1BqKTfD8kkpteL4XZjRSLpIFR5z80lWloo/eLf53JUGWfhRJhoMkqRq6jf+wQ1+TXD7utz+AjG+39+sbFtIwvLFmIaw/+5LiIio6M/YUVEREREREREREQmmcimTSS7uqi87VamfPMbA0JQAI7qakyvl+DrawCwFYzPRcKDmWyNUKlQCAAzzzfMShERkdF79L1HWVC6gBMqThj08SJXEV3RLja0bQDSgabR8Dl8HFt8LOta1o1431gy3aCUrSBUY7Axo8c9FNPlxopF6fj9Q+z71rdJxQ7dDpVoa8NeOrJGKMPhwFZUpEYoERERkSyzEgn2ffObvH/ueelA1FDr4nFCa17Ht2IFhmH0e8y3fDm2g977OZwQFIBz2nTi+xpIdHQQ2bIF76nLR/ckRCah3tBgor0dAMPl7gtH2QoLcUyZ0rc2/6MfHf8BJWc6o50AFLuL+wWhqvOHv0HJh4NQoXiIHZ07WFg+uhvKiIjI4VEQSkRERERERERERGSSCb72GgDeZcuGXGOYJq65cwmvT1/8bCvMXSOUzTvJglDd3QDY1AglIiJZ8n7n+2zr2MYFsy8YcEFmr0JXIR2RDt5peQev3cucojmjPt/SiqVsaN1APBUf0X6RZATIfBCqylcFpBuhxovhcpGKREm0t4FlkezoHHKtlUiQ7OjAXlY24vPYy8rS5xARERGRrLBSKRq++126n36GeEMD8X0NQ64Nb9xIKhDAd+qpGTu/Y/p0rHAY/59WgmXhW64glMjh6muE2t8BgOF29YWjDm6Ecs+fj6OqKjdDSk70BqEKXYX9G6EKDq8RKhAP9H3/bvu7pKzUqJu1RUTk8CgIJSIiIiIiIiIiIjLBWfE4+x94gPov/j8S7e0EX1uDa14d9uLiQ+7nrquDePqCZVtB7oJQps9HMjR5glDJQPpDU1NBKBERyZKVO1diGiYfn/nxIdcUu4vpinaxrmUdC8sXYjftoz7fkilLiCQjbG3fOqL9+hqh7JkNQpV6SrGb9nENQpkuF1Y0SrJ9PwDJzqGDUIn9+8GysJePIghVXkayVUEoERERkWywLIumW27F/+RT5J97LgDRrVuGXB9ctRpME98pQ9+MaKQc06cB0PnII5h5eXgW6kJ7kcNlOBwYTifJjvTPZabLfSAIVVSIvaICw+ul4Lxzczmm5EBnpKcRylVMkasIAI/dQ6l7+KbmPEceoXio7/sNrT3N2mWja9YWEZHDoyCUiIiIiIiIiIiIyARmxWLsvOxvaf7n7xN46SWaf3Qn4XXr8J0y/N1i3XVz+742CwoPsTK7TN8ka4QKpJ+rmZef40lERGQisiyLlR+sZFnlMso8QwdtilxFJKwE2zq2sWTKkjGds3f/t1veBuA7L32HX2745bD79TVCmZkNQpmGSYW3gsZgY0aPeyiGy0UqGiGxvx2AZEfHkGuTbekgk610+AuuPsxWVkaiTUEoERERkUyzLIvmO+6g85FHKP3iF5l6x+1gmkS2bhtyn+CqVbgXLsBWVJSxOZzTpwMQ3bYN77JlGPbR37BAZDIyvV4SQzRCmR4Ps59eSck11+RyRMmBjmj610SRq4hCZ/qzkOr86iFbtA/mdXj7NUJtbNtITX4NRe7M/dkvIiIDKQglIiIiIiIiIiIiMoGF332X6JYtVHz3Zkq+cBX+p57CisfxLT9l2H1dc+v6vrYV5ToIFRp+4QSRCqY/NLXl+XI8iYiITESb2jaxN7CX8485/5Dreu+ADLCkfGxBqCneKUzLm8Y7Le/QGenk2V3P8kbjG8Pul61GKIBKX+W4NkIZbhdW5DAbodrTYSl7WfmIz+OYNo14QwN7v/ENYvX1oxtWRERERAZo/ff/oOO+31Lyhaso//oNmB4PzhkziAzRCJX0+wlv2EDeihUZncMxbVrf177lw9/oSET6M71ekj0/c5luN6bXC9AXWHRUVGDYbDmbT3KjO9YNQIGrgHxnPgYGNfk1h7VvniOPeCpOLBnDsiw2tG5gYbna+kREsk23AxARERERERERERGZwEJr3wSg4IILMOx2up58imQggPeEE4bd11U7B+x2sKy+O2PmgunzkQpNoiBUIB2EMvPycjyJiIhMRO+0vgPA6dNOP+S63iCUgcGi8kVjPu/SKUtZ1bCKNU1rsLBoCw/fWhRJ9DRC2bIThFrXvC7jxx2K6XKT6PKT2H8YQajW9H8be9nIG6FKr7sOKxaj44EHsaIxqv/rrtENLCIiIiJ99j/wAO13303RZZcx5aab+hpC3HVzCW/YOOg+wTVrIJXCl+EglOn1YistJdneju9UBaFERsr0+Uj0NPQazgONUGZh7m4EJrnX2+iU58jDZtpYPGUxJ1edfFj7+hzpX0PBeJBoMkpruJVFZWN/H0VERA5NQSgRERERERERERGRCSz05lqcs2djLykBYOqdPyK2a3ffnS4PxXS5cB1zDImWlr4LPHLB9PmwQiGsVArDNHM2x3hJKgglIiJZtNu/mwJnASXukkOuK3Kng1C1xbXkOcf+d9KSiiU89cFTPLT1IQBaw63D7tPXCJWFIFSVr4pnQ8+STCWxmdm/27fhcpHs7MTqCXcnOzuGXJto7wlClY48CGXLy6PiO98hvqee6I4doxtWRERERPoJ/OUvuGprqbz1ln7vkbnm1uFf+TTJ7m5s+fn99gmuWo3p8+FZlPmL4R3Tp2E4HDhnzcr4sUUmOtPrJfnBB+mv3S5MX08jlIJQk1p3rBu7ae97/+G+8+477H0PDkJtbt8MkJEbyoiIyKEpCCUiIiIiIiIiIiIyQVnJJOG33qbgkxf0bcs74ww44/CP4V22jMimTVmY7vD13pUzFQphmwThoFQgCCgIJSIi2bHLv4uZBTOHDTn3NkItmbIkI+ddOmUpAG82p9sq/TE/0WT0kCGnSDKLjVDeShJWgvZIO1O8UzJ+/A8z3S7izc193yc7hm6ESra1YXq9Y2rkdFRXE/jrXydNkFxEREQkmxKtbThm1Ax4XeWeexwA0W3b8J54Yr/HgqtX4z3lFAyHI+PzTPn610lFozm9cZHI0cr0+SCZBMBwu/t+7rIVFuVyLMmxQCxAviN/VH+uHhyE2ti2Eafp5Lji4zI9ooiIfIje8RQRERERERERERGZoCJbtpIKBvGeeNKoj1Fx4z8w439/k7mhRqEvCBUM5nSO8ZLqbYQ6jNYuERGRkdrVtYsZBTOGXVflq2LJlCWcN+u8jJx3VuEsCpwFACwoXQBAW7jtkPtksxGq0lcJQGOwMePHHozhdPVdbAfDNEK1tmErKxvT+Zw11VjxOImWljEdR0REREQg0daGfZDXZ665c4Ge9+Aikb7tsT17iNfX4zt1eVbm8S1fTv6ZZ2bl2CITXW8DFKSbe3vfg7UVqRFqMuuOd4+6DfvgINSG1g3UldbhsGU+BCsiIv0pCCUiIiIiIiIiIiIyQYXeXAuA96QTh1k5NMNux3A6MzXSqEzGIJTp86m9QUREMi4UD9EcamZm4cxh1zptTu477z5OqDghI+c2DbOvXerCORcCwwehstoI1ROEago2ZfzYgzHc7gPf2GwkOoduhEq0tw96oe1IOKZXA+mLcEVERERk9Kx4nGRHB/ay8gGP2cvLsZWU0Hz77WxbvAT/s88BEFy1CoC8FSvGdVYRGZ7pPdC8a7rdOKZNw8zLw1akRqjJLBALkOcYWxCqK9rF5vbNLCxbmMnRRERkCPoUVURERERERERERGQCSsVidD/7HI6aGhwVFbkeZ0x679I5WYJQyUA3Zt7oPnQVERE5lPrueoDDaoTKhsuOu4zLjr2MxeWLAWgL5b4RaryCUKbrQLDcWVND8lBBqLY27KWlYzqfsyYdhIrX7x3TcUREREQmu8T+/QCDBtUNw6Di5psouepK7BUVdD70EADdz7+AY9o0HDNy87pbRIb24Uaook9/mtnPPYvpyvzPnXL0CMQD5DvzR7Vvb4BqbfNaIskIi8oXZXI0EREZgoJQIiIiIiIiIiIiIhNMMhCg/u/+nvC6dZRef12uxxmzydcIFVQQSkREsmKnfycAMwtm5uT8Z0w/g39a/k+Ue9N3028Nt7KjYwe3rL6FeDI+YH0k0dMIZc/8BWkFzgK8du/4NUK5DjRCOWcfQ7Jj6CBUsq0NW9nYglCOqiowTWL1aoQSERERGYtEazq8by8fvLGz8JOfpOLmmyn6zMUE16whsGoVwVdfpfDiT2MYxniOKiKHwfQeCEKZLheG3Y69pCSHE8mRoDvWPeZGqEffexSfw8epU0/N5GgiIjIEBaFEREREREREREREJpBEWxu7r7qK0FtvMfVf7qT4sstyPdKYTb4gVACbglAiIpIFu7t2A1CdX53TOYpdxZiGSWu4lZU7V/L49sdZ37p+wLpsNkIZhkGlr3Icg1Dp52B4vTgqqw7ZCJUMhcb8WsBwOHBUVQ3bCBXZto2ORx4Z07lEREREJrJEWysweCPUwQovvBBSKfZ945sYHg/Fn/vceIwnIiPU+14zgOF2H2KlTCaBeIA859iCUOFEmMvnXk6hqzCTo4mIyBAUhBIRERERERERERGZIGL19ez63BXEdu6i+r/uSl+AMQHYJmEQSo1QIiKSDbv9u6n0VeJ1eIdfnEU200aJu4T2cDvbO7YDsLZp7YB10WQUh+nANLLzsXalr5L1reu59tlreer9p7Jyjl6mOx2EspeUYCsqIuX3YyUSA9ZZ8TjE4xgez5jP6aipJra3/pBr9t93H8233zHmc4mIiIhMVMm2nkaoYYJQzpkzcR+/iJTfT9HFF2MvLh6P8URkhA5uhOq9YYVIIBYg35k/qn299vSvKY/dw5XzrszkWCIicggKQomIiIiIiIiIiIhMAJGtW9n1uc+R6upixq/vJe+MM3I9UsZMtkaoZFBBKBERyY7d/t3MKJiR6zEAKPeU0xpu5b2O9wB4o+mNfo83B5t5dd+ro74Q6XAcU3gMreFW1jatZXXD6qydB8Bwpi+ws5Wmg1AAya6uAetSkQgApmfsYTXn9Griew4dhIrvqU+Hr0RERERkUIm2dgBswwShAIovuwzDgrZuDwAAIABJREFU7abkmquzPJWIjFbve82Gy4VhGDmeRo4EKStFMB4kzzG69+Rtpo2ZBTP5wvwvUOIuyfB0IiIyFAWhRERERERERERERCaAfd/4JobNzowH7sezeHGux8moyRaESgWCmHm+XI8hIiITjGVZ7PTvZGbBzFyPAkCZp4ydXTtpCDbgsXtY37qeSCIdAlrXso7P/umz7Onew/eWfy9rM3x1yVdZefFKZhfOJpqMZu08AEZfI1QptuKeIFRn54B1qVAYANPjHvM5HTXVJDs6SAYCQ66J7dkDiQSWZY35fCIiIiITUaKtDbOgAPMwmmMKL76Y2ldfxTl9+jhMJnJk6Y510xZuy/UYw+pthFIblPQKxUNYWGO6EcsTFz3Bl47/UganEhGR4SgIJSIiIiIiIiIiInKUs+JxYrt2UXTxxbhmz871OBlneDxgmiQnTRAqgE2NUCIikmH+mJ/uWDfV+dW5HgWAcm859d3ptqILZ19IPBXnndZ3eHjbw1z77LV47B7uP/9+PlbzsazN4HV4qc6vxmV39YWwssV0p4NN/RqhOjoGrLPCofR6j2fM53RWp/9fx+sHb4VKRSIkmpvT3ySTYz6fiIiIyESUaGvDfhhtUACGYWDTzW1kEoon41zzzDV85fmv5HqUYRk9QajDCTfK5BCIp28eMtpGKEi3QqlhTERkfCkIJSIiIiIiIiIiInKUize3gGXhmDY116NkhWEYmF4vqWCQzscep+3uX+Z6pKyxUilSwSCmT0EoERHJLH/UD0CxuzjHk6SVukv7vr587uXYDBu3rLqF76/5PsuqlvHgJx6ktrh2XGZx29zZb4RyHmiEshen/x8M2ggVSQeyjAwEoRzT00Go2BBBqIMDUlYiMebziYiIiExEibbWww5CiUxWd2+4m20d23i/831SVirX4xySzZcOKxrusbfwysTQHesGIM+p9+RFRI4mCkKJiIiIiIiIiIiIHOUSjQ0AOKqqcjxJ9pg+H6lgkI4HHqD97rsn7MW6qVAILAtTjVAiIpJh/ng6CJXvyM/xJGnl3nIACpwFHFN4DPNL59MQbOD6hddz10fvotBVOG6zuO3ucWiE6glCHdwINVgQKhROr89EI1RNbyPU3kEfjykIJSIiIjKsZOvhN0KJTEbvdbzHPRvvodhVTCQZoTXUmuuRDqmvEcqtRihJy0QjlIiIjD8FoURERERERERERESOcvHGRgDsEz0I1R0g+sEHpEIhIlu35XqkrEgF0h+6mnm+HE8iIiITTe8djvOdR0gQypMOQh1bfCyGYXDbqbdx78fv5YalN2AzbeM6i8vmIpLMbhDKcKUvsrOVlPYFoRIdHQPWpcIhIDNBKFtBAWZhIbH6Pf22R7dvJxUMEtt9YLsVj4/5fCIiIiITUaKtDXu5glAiQ3mt4TWSVpLvnPQdAOq7B2+kPVL0NUK51AglaWqEEhE5OtlzPYCIiIiIiIiIiIiIjE28IR2EmuiNUNHt27HC6ZaE8Ftv4lkwP8dTZV5vEMqmRigREcmw3gt7ClwFOZ4krcyTvpj02OJjAZhTPCdns7htbqLJaFbP4Zw1C9dxx+FZtBDD48FwuQZthLIi6UCW4R57EArAWV3drxHKsix2ffZyCi78ZP+FaoQSERERGSAVCpEKBrGpEUpkSE3BJjx2D4vLFwPpINSJlSfmeKqh9TZC9d6sQiQQS78nf6Q0aIuIyOFRI5SIiIiIiIiIiIjIUS7e0ICtpATTPXHvYmn6fMR27kx/Y7MRevOt3A6UJYGXXwHAMWNGjicREZGJpi8I5TwyglDT8qZhM2wsKl+U61Fw2V1EEtlthLKXlHDMH57AOWMGhmFgKyoi2TEwCJUKpUPfpjczQShH9XRi9QfuyJ4KBkkFg3Q//Qyxnbv6tlsKQomIiIgMkGhvB8BeVp7jSUSOXM2hZiq8FVTlVWE37Ozp3jP8TjlketONUKaCUNIjEE8HodQIJSJydFEQSkREREREREREROQoYlkWrf/5c6Lbt/dtizc2Tug2KEgHoXrlnXUmobfewrKsHE6UealwmPZ778V36nI88yde25WIiOSWP+oHIN95ZNzhuNxbzlOfforzZp2X61HGpRHqw2zFxSQ7OgZsT0V6glCeTDVC1RBvaOgLOvW2UCU7Owm9/joYBqAglIiIiMhgEq1tANjVCCUypOZQMxW+Cuymnal5U6nvrh9+pxzqvemEMYFvKiYj03vjmDyHglAiIkcTBaFEREREREREREREjiKR9etpu+suOp94om9bvLEBx9SJHoTyAmCvrCTvIx8huX9/vxaD8ZAKhbDi8awdv/Phh0m2tVH25S9n7RwiIjJ5+WN+TMPEa/fmepQ+1fnVmEbuP7J2291Zb4T6MMf0acT2DLxTuhVOB6EydVGeo3o6JBLEm5oB+rdQWRaOqVPTX8YVhBIRERH5sERbKwD2cgWhRIbSHEw3QgFUF1Szx39kN0IZponh9WK61QglaYF4AJthw2PPzA1JRERkfOT+XWURERERERERERGRSar5jjvY+ZlLaLr9dvzPPUd0+3b2338/Hb///ZD7dP3xTwDEdu8G0g1RiYZG7JOkEco1Zw7eE04EIPTm2nE7v5VKsfPiz9B4220j3/cwmqtSkQht99yDd9kyvCecMJoRRUREDqk71k2+Mx+jpwFIDnDZXESSkXFtm3TNmUNs1y5SsVi/7alQTyOUNzOBNWd1NQDx+vTFiL2NUM4ZM9L/nn1MemFSQSgRERGZmOLNzST27x/VvuH168Fmm/BN7CKjlUglaAu3HQhC5VVT310/rj9bjYYtPx8jQz9zydGvO9ZNnjNP75eIiBxlFIQSERERERERERERyYHASy+x/3/vIxUO0/nQw+z72g188MkLaf7+D2i69TY6Hnp4wD5WIoH/6acBiPcEoVJ+P6lQCEfV1HGdf7zZDgpCOWfNxFZURHjDhnE7f/idd4jt2oX/yadIdHQc1j6WZdF+76/ZdsKJ7Lri8zTfcQfvf+ICmu+4Y8DazocfIdnaRtmXv5Tp0UVERADojneT78jP9RhHJLc93b4US8WGWZk5rtpaSCaJ7dzZb3sqEgbTxHA6M3Ke3iBUrL4eOBCEKrn6CwB4FiwA0q8zRURERCaifd/8Fvu+/o1h1yVaW/H/+c99r4tSsRhdjz1O/kc/iq2wMNtjihyV2sPtJK0klb5KAGoKagjEA3RGO4fZM7em/ugOSq+7LtdjyBEiEA+Q58jL9RgiIjJC9lwPICIiIiIiIiIiIjLZJAMBGm+5FVftHGY+9hgGEN70LrGdH+BZvJjmO35E0w9+gBWL4aqdg2P6dByVlQRfW0OyvR3njBnE9tRjpVLEGxsBJvydafsaoWrnYBgG7vnziWzePG7n9698Gux2rFiMrv97gvyPnkVwzRqKLrsMwxx4z7FkZycNN3+XwIsv4l1+ConmFvbf/wA2nw//s89RcfPNfWtT0Sjt99yD96ST8J188rg9JxERmVx6G6FkIJfNBUAkEen7OuvnrK0FIPredtzHHde33QqHMd3ujN2J2l5ZCQ4H8Q8FofLPPZf8v/kbwps2pc+rIJSIiIhMUInGRuKNjcSbW3BUTBlyXfMdd+Bf+TSu2jlU/OM/kmhtI9nZSdFn/3YcpxU5ujSHmgEONELlp2/EsKd7D8Xu4pzNNRzf8uW5HkGOIMFYUO+XiIgchRSEEhERERERERERERlnLf/2byRaWpj+H/+O2XO3f+/SJXiXLgFg2o//jd2f/zzNP/zhgZ1sNkyXCzM/n+IrrqD59ttJNDURb+gJQk2dLEGo9EXD7nnzaP/Nb0jFYn3/DbPFSibxP/MM+WedRaK9nf2//S3tv/oVyY4OEvv3U/6l/i1OoXXr2Petb5FobaPiu9+l+MrPpx+Ix9n/29/S8q//RqKjA3tx+mKAzkcfJdHSwtR/uTOrz0NERCa37lg3Bc6CXI9xROpthIomo+N2TtfMmWC3E92+vd/2VCiM4fVm7DyGzYZz6lRi9XuBA0EoW0EBhs2GYXcAYMUVhBIREZGJKdnZCZZF93PPUdL7Hs2HJDo66P7zX/CdeiqxvXvZc8212EpKcNTUKDAhcgh9QShfOghVk18DwB7/Ho4vPz5nc4mMRHe8W41QIiJHIQWhRERERERERERERMZR8I036Pz9Q5RcfTWe4wf/MNhWWMis//s/4k1NxPfuJb53L7G9e4nv3Yd32ck4q9N31ozt3k28sQGY+I1Q3hNPJO/MM3H1NCa458+DeJzoe9vxLJif1XOH1q4l2dZGwSfOx4pGabjxJuxVVeR97GO0/efPcdfVkX/WWViWxf5f/4aWn/wER0UFMx+4H8/ChQcO5HTimjsXgOi2bdhPOYVULEb7r+7Bc8IJeJcty+rzEBGRya071s3Mgpm5HuOI5Lalg1CRRGTczmk4nbhmzSS6Y0e/7alIBNPjyei5HNXV/RqhzJ4QFIBhT//bSsQzek4RERGRI4EVi5EKhQDwP/vMkEEo/5NPYsXjTLnxRpw11TTf8SM6H36Y0r+7ftAmcBFJaw72b4Salj8NA4Pd/t2HfYyUlcLAyFgrrshIBWIBqvIm9ucrIiITkYJQIiIiIiIiIiIiIuMkFYnQ+E//hKO6mvIbvnbItYbdjnP6dJzTpw94LN6YboGK7d5NorERw+HAVlqalZmPFO5586j+xX8f+H5+OvwU2fxu1oNQ/pVPY3i95H3kIxg2G4n2/RSc+3FsJSXs/twV7PvaDVT843cJvPQygRdfJP/ss6n64Q+wFQxs3XD3BKEiW7biO+UUuh5/nERTE1Nv/6E+7BcRkazyx/zkO/NzPcYRyWVzARBJjl8QCsA5Zw6RTe/225YKhzDd7oyex1E9nfCGDUA6CGUrKup7zLD3XDKQUCOUiIiITDyJnjZMe2Ul4bfepvv55zF9PnynnNK3xrIsOh99FPfxi3AfdywAVf98G6XXX4djkPflROSA5lAzTtNJkSv9M4bL5qKutI61TWsPa3/LsjjvsfO4ou4Krpp/VTZHFRlSIB4g36H3S0REjja6XYGIiIiIiIiIiIjIOGn9z/8kvnsPVd///pju9G+vqMBwuYjt2k1o7Zs4a+dMurvTOqZPxywoIPLu5qyex4rH6X72WfLPOgvT48FwOim99hocU6diut3U3Ps/eJYsoenW2wi8+ioV//iPTPvZfwwaggKwl5ZiLy8nunUrVixG2y9/iWfxYrzLl2f1eYiIiHTHuhWEGoLbng4eRRPRcT2vq7aWeH19X0sBgBUKY3gz2wjlrK4h5feT7OoaEISiJwhlKQglIiIiE1CqqwuAoksvActi75e/wp6rryG2a1ffmvA77xDdvoOiSy7pt6+zpmbSvd8mMlLNwWYqfBX9bvC0YuoK1reuxx/zD7t/MB6kIdjAI+89gmVZ2RxVZEjdsW7ynHm5HkNEREZIr9RFRERERERERERExkF44yb2//o3FF16Kb5Tlo3pWIZp4qypIbhqFeH16yk8//wMTXn0MAwD97x5RDaPPggVWLWK6I4dh1wTfO01kl1dFHxi8P/GtqIiau75FVO+8x1mPvggJVd+fthmJ9fcuUS2bqXz/54g0dBI2Ze/rDYoERHJqngqTjgRpsA5eFB3snPb0kGo8W6EctXWAhB9//2+balIBNPjzeh5HNXpJoNY/d6eIFRh32OG3QGAlUhm9JwiIiIiR4JkTyOUd8kSZvzut1T98IcAhA9q5ex89FEMr5eC8ybf+2siY9UcaqbCW9Fv22nTTiNpJXm98fVh9++IdgCwy7+LLfu3ZGVGkUOxLItgPEieQ0EoEZGjjYJQIiIiIiIiIiIiIuOg+Yc/xF5WxpR/+E5GjuecOYPo9u1gGBR84hMZOebRxj1vHtFt27Di8RHvG970LvVf/H+0/Pgnh1zn/9NKzPx8fKedNuQaw+mk9Lpr8SyYf1jnds+dS/T992m/+27cxy/Cd9qKEc0uIiIyUt2xbgA1Qg3BZXcBEE2ObyOUuzcItf1AMDsVDmO63SM+ViKV4OFtD5NIDWx2ctbUABCv30Oyq6tfI5Th6G2EGvnrKREREZEjXaInCGUrKsJ74okUXvhJDIeD6NZ04CIZCOBf+TQF55+HLc+Xy1FFjkrNoXQj1MEWlS8i35HPqn2rht2/K9rV9/XTO5/O+HwiwwklQiStpN4vERE5CikIJSIiIiIiIiIiIpJlqVCI8IYNFF3yGWz5mflAzTljBgDek07CUVWVkWMebdzz52HFYv1aFA5HKhKh4cYbIZEgsmXoO42molG6n3+e/L/5G0ync6zj9nHNPQ4SCeINDZSrDUpERMaBglCH1tcIlRjfRihHdTWGy5UOt/ewwmFMr2fEx3q7+W2+v+b7vNn85sDzTPtwI9RBQSh7OghFYmCASkRERORol+pKhyx6X/8YDgeu2loim9PvB/lXrsQKhym+5JKczShytEpZKVpCLQMaoeymnVOmnsKr+17FsqxDHqMjkm6EKvOU8cyuZ0hZqazNKzKYx7c/DkBdaV2OJxERkZFSEEpEREREREREREQkyyJbt0IqhXvBwowd09FzZ/+CT16QsWMebdzz5gEQeffdEe3X+u//Qez99/GdcTqJpiYSHR2Drgu+8gqpQICC888f86wHc8+dm/73ggX4Tj89o8cWEREZTG8QqsBZkONJjkwuW7oRKpIc3yCUYbPhnH1MvyBUKhzGcI88COWP+QEIxoMDHrPl+bCVlhLbuZNUIDBoEMpSEEpERDIsnorzbvu7NAYaB20sFBkPyYMaoXq56uYS2boVy7LofPQxXLVzcB9/fK5GFDkq7fHv4Ydrfkg8FafKN/AmXSumrqA51Mz7nYe+gVVnNP179LJjL6Mp2MQ7Le9kZV6RwXRFu/jF+l9w6tRTWVa5LNfjiIjICNlzPYCIiIiIiIiIiIjIRBfZtAkA94L5GTtm/kc/SmTLFgozHNI5mjhnzMD0+Yi8uxk+85nD2if4xhvs/9//pejyz1Jw9tkEX36F6JYt2E89dcBa/8qV2IqK8J2S2Q9BnTNnUnjJZyi+5BK1QYmIyLjoDcmoEWpwbnu6ESqaiI7/uWtrCa55ve/7VDiM6Rl5EKo37DZUq5Vz+nQimzYC/S8Exu4AwIrrAnWRicqKxbBSKUy3O9ejyCTz5I4nufW1WwGwGTameKdQ5atiVuEs/uGkf8Dr8OZ2QJkUkp2dGA4HxkGvr9x18+h67HGCr75KZMMGKm6+Se/PiBym9a3r+c2m3/D8nuexm3Y+PefTXDj7wgHrVkxbAcCqhlXMKZ4z5PF6g1Cfrv009266l5U7V7K0Yml2hhf5kF+s/wWBeIBvn/ht/T0gInIUUiOUiIiIiIiIiIiISJaFN23CXlGBY8qUjB3TXlZG1S23YPp8GTvm0cYwTdx1dYfdCJUMBGm8+bs4qqup+M53cNXVARDZsmXA2lQoRPeLfyX/4x/HcDgyO7fNxtQf/ADP4sUZPa6IiMhQekMyCkINzm1LhwPGuxEKwFVbS6K5maQ/HVazwmFM78iDUIF4AIBwIjzo447qaqI70ndjt/drhLKlz6tGKJEJI9ndjf/pp0l2dQHQ/C//yvbTz6D7hRdyPJlMNrv9u3GYDm5ZfgvXLriWEytOJJ6K89j2x3ij6Y1cjyeTRKKzE1tRUb8L3N116abu5tvvwHA4KLhwYIhDRA5IWSme3/M8Vz19FZ9f+XneaHqD6xdez7OfeZZ/XvHPgwZbK32VzCmawyv7XjnksTsiHX1h2TOmn8Gfd/9ZLYJySA9ve5gbXriBlJUa03F2du3k91t/z2dqP0NtcW2GphMRkfGkIJSIiIiIiIiIiIhIlkU2vYt7wYJcjzEhuefPI7Jt25AX76aiUVKR9EXNLXfeSbyxkak/ugPT68VeXIy9spLIlq0D9gv89a9Y4TAFk7hxS0REJg4FoQ7NZXcBEE2OfyOUqzZ9wVV0xw6sRAIrHscYRWtLbxBqyEaommqwLKB/I5RhtwNgJeIjPqeIHDksyyK0di0NN97I9tPPYN83vkn7PfdgWRbdLzxPKhBg75e+TMdDD+d6VJlEmkPNVHgruOTYS/ja0q9x++m3c88592BgsKV94A1JRmpX1y7+e/1/j/lCaJnYUl1d/dswAddxxwEQ27mT/LPPxl5cnIvRRI4KKSvF1c9czddf/DotoRZuOvkm/nzJn/na0q9R7i0/5L6nTTuNt5vfJhQPDbmmK9pFoasQ0zA5f9b57I/s5/XG14dcL/LS3pd4of4F/vjBH8d0nJ+89RNcdhdfWvylDE0mIiLjTUEoERERERERERERkSxKBgLEdu7Es2B+rkeZkNzz52NFIsR27hz08YYbb2LHmWfR8uMf0/nII5Redy3epUsP7F9XN2gjVNfKldjKy/CeeELWZhcRERkvvUGoAmdBjic5Mrls6SDUUCGirJ67Nwj13nZS4XSbk+kZeEf14QRiwzRCTa/u+3qwIBRqhBI5KlmWxf777uODc89j95VX0f2X5ym86CLc8+YReOll4nv3kmhoZMo//APek06i9Wc/67tRRCbEW1rY+9Wv0nDjTRk7pkwczaFmpnj7N2N7HV5mFc5i8/7NYz7+4zse57/e+S/+sOMPYz6WTFzJjs4BQShbXh6OGTUAFF16SS7GEjlqrGtZx7qWdXxl8Vf446f/yBV1VwzaADWYFdNWEE/FWdu0dsg1HdEOilzp36OnTT+NPEceK3euzMjsMjE1BZsA+I+3/2PIn3+H83rj6/y1/q9cv/B6yjxlmRxPRETGkYJQIiIiIiIiIiIiIlkU2bwZLEuNUFninjcPgPC77w54zIrFCLz0EqlQiPZf3YPr2GMp++pX++9fV0ds586+C4979wu+/AoF53wcw2bL7hMQEREZB/6YH5thw2P35HqUI5JpmDhNJ5Hk+Aeh7FVVmD4f0e0HBaG8I///1NsINdSFYM6awYNQ2B0AWInkiM8pIrkXev11mm+/A1txMVV33EHtKy9TddutFHzifKLvvUfXH54EIO/00yj76ldItrfT+fjjGTl3dPt2dl54Ed1//gv+Z57BSurPEemvOdhMha9iwPa60rqMNELt6NgBwM/W/YxgPDjm48nElOzqxFZUOGC7d+kJOGfNwrtsWQ6mEjl6rPxgJR67hyvnXYndtI9o36VTluKxe3h136tDrumMdvYFoVw2Fx+r+Rgv7HkhJ229cnRoCjZRV1JHS6iFCx6/gE898Sl+t/l3xFOH13KcTCX517X/ylTfVK6cd2WWpxURkWxSEEpEREREREREREQkC6x4nK4//IH9/3sfkG4uksxzzpqF4fGkA2cfEl6/HiscZuq/3Enl9/+Z6f91F6bT2W+Nq24upFJE33uvb1ts3z6sWAz3QoXXRERkYuiOdZPvzMcwjFyPcsRy2V1EE+N/sZ1hGLjmzCG6YwdWTxDKcLtHfJxhG6Gqh2iEcqQvZrTUCCUTwKa2Tbzf+X6uxxhXwVWrwW6n+p57KPr0pzC96YYG3+mnA7D/3nuxlZXhnD0b70kn4Vm8mP3/c29Gfs93PPh7UpEIpX93PVY0Sry+fszHlInDsixaQi1UeisHPFZXUkdzqJn2cPuYzrGjcwe1xbW0hdv41YZfjelYMnElO7sGNEIBVN7yPWY+/BCGqcsnRYYST8Z5dveznFl95mG3QB3MaXNycuXJrGpYNeSag4NQAOfPOp9APMAre18Z1cwysYXiIfwxP+fMPIfvLvsuJ1aeSKGrkDvX3snFf7iYl+pfwrKsQx7jyfefZFvHNr5xwjf62qFFROTopFfyIiIiIiIiIiIiIlnQ9dQfabjxJgIvvojvtNOwl5TkeqQJybDZcM+dS+TdgUGo4GuvgWniO/VUii+9FOf06QPWuOfOBSCybVvfttju3QA4a2ZkaWoREZHx5Y/5yXfm53qMI5rH5snZXcddx9b2b4TyjPwiw95GqKFarezl5RhOZ/ofz4HGKcPeG4Q6vLtnixzJbn7lZn7y1k9yPca4Cq5ejef447Hl+fptd9XWYq+sJBUK4Tv5JAzDwDAMSv/+74nv20f3c8+N6bxWKoX/z8+Rd8YZ5J99NgDRHTvGdEyZWDqjncRSsUEboeaVppudt+7fCqQvan7q/adG9PdwIBagMdjI+bPO58LZF3Lf5vuo7x46jDfcRdEyMVmWRbKzc9AglOl2Y8vX62ORQ1ndsJquaBcXHHPBqI+xYtoK6rvr2ePfM+jjnZFOit3Ffd+fXHUyJe4SVu5cOepzysTVFGoCoNJXyeVzL+fOM+7kN+f+hrs+dhcAX3nhK/z9n/+e9zoO3PQsGA/2ha9D8RA/W/czFpUv4uMzPz7+T0BERDJKQSgRERERERERERGRLOh66kkcNTXMXf8ONffozsTZ5J4/n8iWLVipVL/twdWv4V64AFtBwZD7OqZOxXC5iO3c1bctvif9wbxzRk1W5hURERlv3bFuCpxD/30o6UaooUJEWT93bS3J/fuJ79sHgOn1DLPHQMM1QhmmiaO6GltRUb9mMMNmA8NQI5Qc9aLJKHu699AWbsv1KOMm0dFBZPNmfKcuH/CYYRjk9bRCeU9e1rc978yP4Jg+nY7fPzSmc4fXrSPZ2kb+x8/BNXs2ANHt28d0TJlYmkPNAEzxThnw2HElxwGwZf8WXt77Mp/6w6f47qvf5Zmdzxz28Xd0poN3c4rmcMPSG7Cbdn785o8HXbu9YztnPXwWm9sH3kBFJjYrFMKKxwcNQolMBpZlcf+W+2kJtYxq/5U7V1LkKmL51IGvNQ7XaVNPA+DVfa8OOl9HtINCV2HfNrtp55wZ5/Dy3pf7fsYR6dUU6AlCHdQ4aRgGZ0w/g8cvepybTr6Jze2bufSpS7nttdt4Yc8LXPh/F3L1M1cD8EbTG7SF2/jy8V9WY7aIyASgIJSIiIiKQE1fAAAgAElEQVSIiIiIiIhIhsWbmwmteZ3CT34Sw+HI9TgTnnvePKxQiNiuXX3bkoEA4Y0b8S0/9Af1hs2Gc+ZMYh980Lcttms3Zl4eNrV4iYjIBOGP+clz5uV6jCOay+YikshdEAogvH4DkG4oGKneRqhwfPAgFIBr9mzslZUDtht2OygIJUe53f7dpKwUnZHOXI8ybkKvvw6Whe/UUwd9vOAT52N4POSdflrfNsM0Kfrbywi98QbR998f9bn9zz6L4XSS95EzMX0+HFOnEt2uRig5oDmYDkJVeAc2QhU4C6jOr+b3W3/PV57/Cj6HDwODvYG9h338g4NQU7xTuH7h9Ty/53neaHxjwNqfvvVT2iPt7OkevI1EJq5kZ/rvBFth4TArRSamLfu38KM3fsST7z854n3jyTgv732Zj9Z8FIc5+ve3qwuqmVEwg1UNqwY8FkqESKQSFLuK+20//5jziSajvFj/4qjPKxNTbyNUVV7VgMccpoMr6q5g5cUr+dzcz/HE9ie44cUb6Ih2sMu/i+ZgMxvbNmIzbCyesni8RxcRkSxQEEpEREREREREREQkw/x//CNYFoWfvCDXo0wK7vnzAIi8e+DuzqHXX4dkEt/ywS8KPJjzmFlEd+7s+z62Zw/OmhrdFVJERCaM5mDzoBciywFumzt3jVBz5gAQ3pgOQhke74iP0Xu39EM9h8rv/RPTf/qTgQ/Y7VhxBaHk6PZBV/rGBh3RjhxPkn2djz3Grs9/no7f3Y+Zl4dn4cJB1/lOOYXj3noTx7Rp/bYXXXwxOBx0PDS6VqhUOEz3c3/Gd/rp2PJ8QDrQGd2hIJQc0NsINdTrj7qSOppDzXyk+iM8+IkHKfeW0xhoPOzj7+jcgcfuYWreVACumncVU31TuXPtnSRTSfwxP5vaNrG6YTWv7HsFSF/UL5NLsqsLQI1QMmmtblgNQFOwacT7rm1eSyAe4Kzqs8Y8x4qpK3ij8Q2iyWi/7R2R9Ou2Inf/36PHlx/PFO8UXtr70pjPLRNLU7AJA2PQxsleha5Cbjz5Rh6/6HG+feK3uetjdwGwsW0jm9o2MadoDl7HyH/mFhGRI4+CUCIiIiIiIiIiIiIZ1vXkU7iPX4Rz5sxcjzIpuGbPxnC5iLz7bt+2jgd/j620FM+S4e/u6Jo1i/jevaRiMaAnCDVzRtbmFRERGU/xVJzWcCtVvoF3TJYDXHYX0UR0+IVZYCsrw1ZURGTjJgBMz8gbobrj3QCEE0M3QtnLygYEIiDdCGWpEUqOcjs70zc2CCfCh/x9MBF0/+V5wm++RejNN/EuW5ZudRuCYQ68LMheWkrBOefQ9cQfSIUP/LcKb9zIBxdeRPSDnQP26RX94AN2Xfa3JJqaKLrkM33bXbVziO3ciRVX0ETSmkPN2AwbZZ6yQR+/duG1fOuEb/HTM3+K2+5mqm8qjcHhg1Bfff6r/Ovaf2VHxw7mFM3BNNK/xt12N9888Zu81/EeP3/n51z65KVc/qfL+eKfv4jPkQ7sxZKxzD1BOSr0NUIpCCWT1Kv7XgVGF4R6Yc8LeOweTqk6ZcxzrJi2gkgywlvNb/Xb3hVNhxWLXP1/j5qGybzSeWzv2D7mc8vE0hRsosxTdlgtZbMKZ/GF+V/ghIoTcJgO3ml5h41tG1lQtmAcJhURkfGgIJSIiIiIiIiIiIhIBiXa2ohu20bBOefkepRJw7DbcR13HJHN6Uao8KZ3Cb76KiVXfwHT6Rx2f+esYyCVIr57N1Y8TnzfPhw1NdkeW0REZFw0B5tJWam+xgQZnNvuHnCH8vFiGAau2lpSgXSrk+nxjGj/ZCrZF/yIJEbeapUOQim8IEe33kYoONAuMFHF9+4l7yMfYfpdP6fi5ptGdYziz/4tKb8f/9PP9G0LvPgi0ffeY983vkEqMvDPkq6n/sjOSy4l0dZG9a9+Rf5ZBxoiXLW1WPE4sT17RjWPTDzNwWZKPaXYTNugj88vnc/VC67GbqaDfFV5VTQEGg55zFA8xEt7X+K+zffxVvNbzCma0+/xc2acw9IpS7ln4z2EEiFuWX4Ln6/7PLcsvwWAWEpBqMlGQSiZzAKxAOtb1gMcVtB09b7VvNn0JgCWZfFi/YucOvVU3PaR36Thw06sOBGn6WTVvlX9tvc2eX44CAUwp2gOe/x71OY3ybSGWjnzoTNZ37p+0Mebgk1U+ipHdEynzUldaR1P73qa7lg3C8sGb1MVEZGjj4JQIiIiIiIiIiIiIhnU20rkWbQox5NMLu7584hs3oyVStH+y19i5udTfPnlh7Wv85hZwP9n777Dq6zv/48/77NH5klOFgEChL2XylBELGhttba14mq/ddRRV63V1v6Kq85qFat11w6tdddRqyhUhih7g4QZCNnrnJy97t8fhxyMmSckOUl4P67L64r3fJPFSfi87hf49x8geOQIhMMYBhd047RCCCFEz2lc9CaNUG0zaU34wvGHiLqKcfjw2NtKnEEoV9AVe7szTTiKTgfhcNznCdGb7HfsjwUq+nMQSlVVAkeOoB88iOR58zDk53fqOuZp0zAMG0bdv/4V2+bdth1Nair+3bupuO++2PaIz0fZ7xZR+qtfYRo9miHvvE3SqbObXM9QGA2k+Pfs7dQ8ov+p8FSQY+n4QuU8ax7lnnIiaqTVY4rqilBRSTemE1JDzYJQiqLwu1N+x+n5p/PXs/7KD0f8kNtPup3ZA6Kfr9IIdeIJO6JtM9rU1ARPIkTPW1O+hpAaYnj68HaDULtqdvHzZT/nyiVX8t6+93h///tUeio5Y9AZXTKLRW9hePpw9jn2Ndne+Jot3ZTe7JzCtEJCaoiDzoNdMoPoG3bU7KDGV8OnxZ+2uL/cE38QCmCifSKVnkoAaYQSQoh+RIJQQgghhBBCCCGEEEKIPitYUYH7yy9bfFp1oni3bQdFwTRmTKJHOaGYxowh4nLh/PC/NHzyCemXXIw2KalD5xoLCgAIHDhAoLgYAMNgaYQSQgjRPzQuepNGqLYZtcZOtSl12f1HHAtCxdsI1RiE0iiaTgWh0OtQg6H4zxOilwhHwhx0HIw93b3WV5vgibpPuK4O1ePBMGDAcV1HURTSL7wQ39ateHfsQFVVfNu2kXzmPDKuvpr6N97E8e67+A8c4ODCi6h/4w0yrrqKwX/7K/qc5otPjUOHgqLg3ytBKBFV6akk25rd4eNzrbmEIiGqPFWtHrOzJtoC/eS8Jzkt/zROyz+t2TGF6YX8ad6fGJY2LLZNr9EDEIxIq8iJQA0G8WzaRPWzz1H3ajTsKUEocSL6/MjnWPVWzio4i4ZAA66Aq8XjfCEfv175a9KN6UzOmsxvV/2W3676LQOSBjAnf06XzWM326n2VDfZ5vBHw4qtNUIB7Kvf12yf6L8OOg4CsLZ8bbN9qqpS7i4n29Lx1xeNJtijD60z68xNXiMIIYTo23SJHkAIIYQQQgghhBBCCCE6q2zRItzLV6AYjeTcdRdp538v0SPh274dw7ChaKzWRI9yQjGPHQtA2R13oMvOJuOKKzp8rsZqRZeTQ+DAfjQWCwCGQRKEEkII0T+UukoBOvXU5BOJSWfCH/In7P7Go20qKAqK0RjXuY2LGjNMGZ1shNKjhiQIJfquUlcpgUiAqdlT2VS5iXp/faJH6jbBkhIA9J1sgvq61O+dR+Uf/0j9a6+T8bOfEa6vxzxuHGkXXIB340bK7robRVFQDAYGPvcsSac1D5000pjNaDMzCFWUH/dcon+o8FQwM29mh4/PTYo2V5a5y1oNUH1V+xU2k43xmeN5at5THb62QWsApBGqv3OvWUvNc8/h2bQJ1eMBoo2b9ptuRDEYEjydED1vQ8UGpmZPZWDyQADK3eUUGgqbHffHDX9kv2M/z37rWaZkTeGlHS8xIm0Epw08LRYk7QqZlky2Vm9tsq3OX4dG0ZBsSG52fEFqARpFw956CVmfSBobwHbV7MLhd5BqPBZkdQaceEPezjVCZU4EYLRtdKxFVgghRN8njVBCCCGEEEIIIYQQQog+KeLx4PniS5LOnIdxxAgqH3kk4c1Qqqri3b4d89hxCZ3jRGQsLETR61EDAXLvvRdtcvN/QG/z/KFD8O+PNkJprFa0GRndNKkQQgjRs8rcZWSYMjBq4wvXnGiMWiO+cAIboY4GoTRmM4qixHVuYyNUpjmzU61Wik4nQSjRp+137AdgavZUoH83QnVlEEqbkkLKOd/G8cEHeL78AgDTuPEoOh15jzyCNjkZ46hRDHnn7TZDUI106TZCtXXHPZfo+1wBF+6gmyxLVofPybNGmysbA9wt2VW7i9G20XH/PalRNOgUnQSh+rnqJ5/Et2MHaeefz4DFixm++nOGvv8emddem+jRhOhx/rCfg86DjLaNJtcaDZqWe5qHlVeWrOTVr17l0tGXMjNvJiadiWsnXsu8wfO6NAQF0UaoOl8docixnzscfgephlQ0SvNlzEatkUHJg6QR6gRT7CzGrDOjorKhYkOTfeXu6Odw4+d0PHKsOYzLGMfpA0/vijGFEEL0EhKEEkIIIYQQQgghhBBC9EnuL9egBgLYLrmE7Nt+Rbimhvo330roTKGKCsLV1ZjGj0/oHCcixWAg+eyzsF1+OUmnzo77fMOQofi/+grHu+9iGDYs7oVVQgghRG9V6iolLykv0WP0eiadCX84cY1Q2rQ0dFlZKGZz3Oe6g24A7BY7gUiAcCQc1/nRIFQw7vsK0Vs0BqHGZ45Hp9FR5+u/YZxAyREA9AOOPwgFkL5wIarHQ9XiJ0CvxzhyRPT62VkM+/QTBr/yMvrcji021dpshGv7bwhNdNye+j0AsRaSjmh8rVLqbjkIFQgH2Fu3l9EZozs1k16rJxCRIFR/FfH78W7ZQur555Pzu/9HyoL56Gy2RI8lRMLsrd9LRI0wIn1ErD2nzF3W5JhaXy2/+/x3FKYVcvPUm7t9pkxzJioqNd6a2LY6Xx1pprRWzxmWNoy99Xup9dWy5OCSbp9RJF6xs5i5A+di1BpZV76uyb7GIFRnGqEUReHV77zKT8f9tEvmFEII0TtIEEoIIYQQQgghhBBCCNEnuZYvR2OxYJk6FfO0aZinTKHmxRdRA4lb2OLbvh0A87ixCZvhRDbg4YfJvu1XnTrXMi369Pik004l777fd+VYQgghREKVucs69cTkE41JGw1CRdRIwmYwDh+OphNBqIZAAxB9yjoQf7OVTgtBaYQSfdf26u3kWnNJNaaSbkynzt9/g1DBI0fQpqWhTbJ2yfVM48ZhGjOGUFUVppEj0RgMsX0agyGuB0TobOkShBJAtGFEq2iZnjO9w+dY9BZSjamUucpa3L+3fi8hNcQo26hOzWTQGqQRqh/zbduGGghgmT4t0aMI0SsU1RYBMCJ9BHazHa2ibfL9VVVV7lx9J86AkwdPfbBH2oMbf1ap9lbHtlV7q8kwZbR6zrC0YRxuOMxNy27il8t/2eRc0f+4Ai6qvFUMTx/OpKxJrC1f22T/8QShhBBC9E8ShBJCCCGEEEIIIYQQQvQ5qqriWr4c66yZKEcXZ2VceQWhsjLca9a2f4Fu4t22HXQ6jKM6tzBHJE7K2WczcstmBvzxjxiHD0/0OEIIIUSXiKgRylxl0gjVAY2L/xLZCpX58+vIuvWXcZ/nCriAaCMUgDfkjet8RadHDUkQSvRdW6q2MMk+CYB0Uzq1vv4bxgmWlKDP75o2KIg+HT/tooUAmMaPO65radNthOr6bwhNdNyqI6uYaJ9IqjE1rvPyrHmtNkLtqtkFwBjbmE7NZNAYCEak/fDr1EiEyscfp+zOu6h+9jnUYO9//3g3b6b66aebbfesXw+AZcqUnh5JiF6pqK4Is87MwOSBaDVasixZsRAJwJt73uSzw59x85SbGWkb2SMzZZozAajyVsW2lbvL2wy1FKYVElbDbK7aDECFu6J7hxQJVdxQDEBBSgEn5ZxEUV1Rk6bXck85OkXXZnhOCCHEiUWCUEIIIYQQQgghhBBCiD7HX7SHUHk5SXPmxLaZJ0wAIHDgQEJmUiMRXMuXYxoxAo3JlJAZxPFRNPIrcyGEEP1Lra+WQCQgjVAdYNJFX7/5Q+0HodaUreFww+Eun8EyZQopZ50V93mu4NEg1NGnrHuD8QahdBKEEn1WubucCk8FE7MmAtEg1NcXTPY3XR2EAkg95xzM06aSMn/+cV1Ha0sn4nT2iTCF6D5Vnip21e7i1PxT4z4315rbYiNUna+O14teJ8WQwoDkAZ2aSxqhmnO88w41zzyL88MPqXrsMRqWLkv0SG3y7drFoSuvomrxE4Rdrib7POvWYxwxAm1aWoKmE6J3KaorojCtEK1GC0S/v5Z7okGozZWbeWjtQ5ySewqXjrm0x2ZqfGhDYxAqHAlT6alsMwg1Mj0a0hqbMRaACo8EofqzYkfTIBTA+or1sf3l7nKyLFmxz2shhBBC/lVXCCGEEEIIIYQQQgjR57iWLwfAetppsW3ajAw0ViuBQ4cSMlPDRx/h/+orbP/3k4TcXwghhBDim0pd0VYFaYRqX2MjlC/sa/fY21bcxh0r7+jukTrMFXShVbSkGaOLf73hTgShwhKEEn1TY0NAYyOUzWjrNUGorx69l0PvvNpl11MjEYKlpegHdO33dI3FQsHLL2OdMeO4rqOz2QCkFeoEt+rIKgBOHRB/ECovKdoI9c6ed/jbjr/xp01/4v4193PJh5ewt24v98y8B43SuaVueo1eglBfE6qpoeLhP2CZNo0Rqz9Hm5pKw7KliR6rVYFDhzh01c+IeDwAhCqPNcqowSCeTZuwTJ+eqPGE6FVUVaWorogR6SNi23KsOZS5yih2FnPDshvIsmTx4KkPdvp7amc0tvhUe6oBqPHVEFJD5FhaD0INTRvKC/Nf4JE5jwDRsK3ov4qdxSgoDEwZyNjMsZh1ZtaUrYntL3OXtRmcE0IIceLRJXoAIYQQQgghhBBCCCGEiJdr+XJMY8agz8qKbVMUBf3gQQSKi3t8HjUYpGrxExiHDyflnHN6/P5CCCGEEC0pc0dbFaQRqn2xRqhw241Qqqri8DvY7NvMpspNTM6a3BPjtakh0ECSIQmzzgyAN9SJIJS7/SYsIXqjLZVbMGlNjLBFF/umm9Kp8/eOII7jX69xuCCTQedf1CXXC1VWogaDGLq4EaqraNOjQahwXV2Tn9XFiWXlkZVkmbOaLMDvqGFpw/CGvCxavQgABYVkQzJZlixeXPAik7ImdXoug9ZAICJBqEZVi58g4vGQc/ddKHo9SaefTsNnn6EGgyh6faLHayJUVcWhK66EUIjs//dbKu65l1BlJcahQ4BoU5Tq8WCZPi3BkwrRO1R5q6j31zcLQi05uIQf//fHKCg8febTZJgzenQuvVZPujE91ghV7i6PzdaWk3NPJhwJo1W00gjVzx1wHiAvKS/2kJIp2VNYV74utr/cXc4E+4REjSeEEKIXkiCUEEIIIYQQQgghhBCiTwnX1+PdtImMq3/WbJ9h8GB8O3f2+Ez1b79DoLiY/D//GUWr7fH7CyGEEELsr9/Pxwc/ps5fR72/nnpfPYcaok2Z0gjVPpM2GoTyhdpuhPKGvITVMAAvbX+JyWckPgjlDrpJ0h8LQrX3Z2hGr0MNSSOU6Ju2VG1hbOZY9Jrowv10UzoNgQaCkWBsWyJEIhEs7jC+moYuu2Zj+7G+twahbOkAhGtr2z1WjUQ4cP73ifi8WGfOJOuWW9AmJ3f3iKKbrS1by9JDS7l41MUoihL3+ecXns8k+yTMejMphhSsemuXtZUYNAaC4WCXXKuvUyMRGj79lJSzzsI4bBgASfPOwPHuu3g2bMR6yskJnvCYcEMDh676GaGaGgb/9SU0SUkAhKoqY8e4Vq0CRcEyTYJQQgAU1RUBNAlC5VpzCakhLDoLT817isEpgxMyW6YlM+4gFIBWoyXDnEGlp7LdY0XfVewsbvK5eVLOSTy24TGqvdXYTDYqPBXykBchhBBNSBBKCCGEEEIIIYQQQgjRp7hWfQ6RCMlz5jTbZxg0mIYln/ToE2wjXi/VTz2FefJkkuae3iP3FEIIIYT4pgfXPsgXZV+QbEgmzZhGujGdoalD+e6w75JskMXl7Wl86rQv3HaIqCEQDTXkWfP43+H/cdBxkILUgu4er02ugKtJECr+Rii9BKH6uX31+8hPzo99nvcXvpCPXTW7+MnYn8S22UzRVqJ6Xz12iz1Ro+GoK0cXgaS6OIOJrQhWVlJ+510oFgum0aO75JpdTWc71gjVHv/u3fh378Y4ZjT1r79BxO1mwMMPd/eIohtVe6u5feXtDEoexA2Tb+jUNbQaLYXphV08WZRBayAYkSAUgL+oiHBtLdZZM2PbkmbNQjEYaFi2tNcEoSJ+PyXXXod/3z4GPv005gkTCLtcQLQhr5Fr6TLMEyeiy8xM1KhC9Cq7a3cDMDx9eGzbgoIFVHoquWzMZaSb0hM1GnaznWpPNRBfEAog25ItQah+rtxdztiMsbH/PynnJADWla9jes50QpFQhz9fhBBCnBi65rEZQgghhBBCCCGEEEII0UNcK5ajTU/HNH58s32GQYMgHCZYWtpj89S98gqhykqyfnlLp554LIQQQghxvDxBD+sr1vOTMT9h9UWr+fD7H/LKOa/w5zP/zM8n/TzR4/UJJl20Ecof8rd5XGMQ6vzh5wOwrXpb9w52VCAcaHUBd0OwgSRD5xuhFJ00QvVnwUiQhR8s5L4v70v0KF1uY+VGQmqISVmTYtvSjGkA1PrabyXqqO3V2/nbjr+hqmqHz6mtOAiAxRsh4vEc1/3DTieH/u+nBCsqGPT8c712sb82PbqwOlTbfhDKvfoLAAY+/QyZ11yD8733cS5Z0q3zie718s6XqffV8+jpj2LRWxI9TjN6rZ5AOJDoMXoF9+erAbDOmBHbprFasc6YgfM/H+LfuzdRo8VEPB5Krr8Bz4YN5D3wAEmzZwHRORWLJRaECpaV4duxg6R5ZyRyXCF6laK6InKtuaQaU2Pb0k3p3DjlxoSGoAAyzV9rhPKUY9ZFGwA7IsuSJUGofkxVVRx+R+y1PMAo2yiS9EmsLV97LDhnkSCUEEKIYyQIJYQQQgghhBBCCCGE6DPUcBj3ipUknXYqilbbbL+hYDAAgeLiHpkn7HBQ/dzzWOechmXatB65pxBCCCHEN31Z9iXBSJBT809N9Ch9VocboYLRIFRhWrSxonEhX3e7aslV/Gblb1rc5w66SdYnx8JccTdCabWoIWnJ6K8cfge+sI93973L/vr9iR6nS32w7wOS9cmckntKbFvjAt86f/thnI56dsuzPLL+ET46+FGHz6mtOPYzqbe0pNP3ViMRjvzqVwQOH2bgM09jmTq109fqbtq0NFAUwrXth9DcX3yBoXAY+uwsMq+5GtPYsZTfeReh6uoemFR0hypvFVmWLEakj0j0KC0yaAwEIhKEAnCvXn306y+7yfbMG28AReHgjy7E+cknCZoOIm43hy6/Avfnn5N77z2kfuec2D5FUdDb7QSPBqEali0DIHnemQmZVYjeqKiuqNd+L7ab7dR4a4ioEcrd5WRbsjv8YDEJQvVv7qCbsBpuEuDTaXRMzZ7KuvJ1cTeICSGEODFIEEoIIYQQQgghhBBCCNFneLduJVxfj/W001rcbxg0CIBA8aEemafmxb8QcTrJ+sUveuR+QgghhBAtWXlkJVa9lSlZUxI9Sp8Va4QKd6wRKtuSjUVnocrT/UGocnc5Gys3svTQUpwBZ4szWQ3WWCNU3EEovQ6C0gjVX9X5ooGgiBrhyc1PJniaruMKuPik+BPOGnJW7OsXwGayAcf+3McrEA6wpnwNAA+seaDDTVMNVcdaimsP7en0/auffBL38hXk/PYOrCed1Onr9ARFq0Wbmkqoru33USQQwLN+PdYZM6Pn6fXkPfQgEbebsjvviqt5S/QeTr+TFGPHWj0SwaA1SCMUEPH7o19/M2c222ceO5Yhb76BobCQIzfcSNUTT6BGIqiqSvnv76P8nnt65OuzYdn/8G7eTN5DD5L2wx8226/LyiJUGX395Vq6FMOQIRiHDun2uYToCwLhAAcdB3tvEMpiJ6SGqPfXU+GuiCvUkmXJoiHYgCd4fE2bondq/Dn3mw1h03OmU+wsZkvVFkCCUEIIIZqSIJQQQgghhBBCCCGEEKLPcC1fDlotSbNnt7hfm5mJxmLpkUaoYGUltX//Oynf+Q6mUaO6/X5CCCGEEC1RVZWVJSuZkTsDvVaf6HH6LJM2GqTwhdpuhGpcoJVsSMZusfdII9SKkhUAhCIh/nfof832u4IukvRJnW6EQqdDDUkQqr+q99cDMCVrCp8Uf8KO6h0JnqhrLClegi/s47zC85psz7Zko1W07KnrfPjo6zZUbMAb8nLzlJtpCDaweOPiDp3nqS6Pve0s6VwTV8PSpVT/+WlSf/B90i68sFPX6Glam41wbcshNN/OnRy+5lrq//Uaqs+HdcaM2D5jYSH2m2/GtXQpjn+/21Pjii7kCDiaLV7uTQwaA8GItB961q5D9ftbDEIB6HNyGPyPv5P6/e9T/eenKbn2Oqr++EfqXn6Zun++ivPDD7t9xlBV9LVV0umnt7g/GoSqJOxy4167juR5Z3T7TEL0Ffsd+wmpoV4bhMo0ZwJQ5ami3F0eV6gl2xJtseupRl7Rsxx+B0CzUPXJuScD8J/9/8GoNZJmTOvx2YQQQvReEoQSQgghhBBCCCGEEEL0Ga4VKzBPnoQ2NbXF/YqioB88mMCh7g1CqZEIVY/+ETUUwn7jDd16LyGEEEKIthTVFVHhqeDU/FMTPUqfZtQaAfCF2w5CNTZCJRuSsZvtPdII9dnhzxiYPJA8ax4fH/y4yb5AOIDT78RmssXCXHE3Qun0qOFwl80repfGINSNU24kzZjW4SBPbxZRI7y15y2GpImSVW8AACAASURBVA5hQuaEJvuSDElMz5nOJ8WfdElzyaojq9Br9Fw06iJ+MPwHfLDvgw61Qvlra2Jve0tL4r6vf/9+Sm+7HdP48eQsWoSiKLF9gXAg9r2ot9Ha0gnXtvz+qfrTk7g++4yK++8HrRbLSdOb7Lf95MeYp02l4r77CJaWtngN0Xs5/U5SjS3/rqY30Gv1J3wjlGf9ekpvvRVtZibW6dNbPU5jNJJ73+/J/t3/w/X559Q8/wKp552HacIEKu79PaGamlbP7Qrh2hoUgwFNUlKL+xuDUL4dOyAUwtLL2/KE6ElFdUUAjLD1ziCU3WwHoMJTQZW3Kq4glN0SPbfSU9kts4nEcgSiQahUQ9PXEiPSR5BqTKXKW0WuNbfJa2IhhBBCglBCCCGEEEIIIYQQQog+IVhRiX/nLpLmzGnzOMPgwd3SCBV2ualcvJjav/+dw1dehePdd8n46f9hGDSoy+8lhBBCCNFR7+x9B52i47T80xI9Sp/W2KbkD/nbPK5ZEKqbn0juCXpYU7aGOflzmF8wny9Kv4g9LRug1FWKikp+cj6KomDWmdtttfomRRqh+rU6X7SdZ0DSAK4cfyVflH3B2rK1CZ7q+Dyx8Qm2Vm3l0tGXtrgYcn7BfA46D8YWAx+PVUdWMS17Gha9hYtGXUQgEuDtPW+3e16ovpYI4DRDsKwsrnuGXS5Kfn49itFI/hOL0RiNTfY/tuExLv3w0riu2VN06TZCdc2DUIFDh3B99hnpF19M8oIFpJ53HtpvhBwUrZa8Bx6ASITSO36LGon01NiiCzgDzl7dCKXXnDhBqFBdHaW/uYNg5bGwgOO99zj008vR2mwU/PMVNFZrm9dQFAXbJZcw+K8vkXHVVeTcew95999HuKGBulde6d75q2vQZmS0uthdl5WF6vfjXr0aANO4cd06jxB9ye7a3Ri1RgYl987fV+dacwH46MBHqKjkWDoehMqyZAHREJXofxp/xv1mqFqjaJiWPQ2AbGt2j88lhBCid5MglBBCCCGEEEIIIYQQok9wrVgO0G4Qyjh0KMGSI4Sqq7v0/rUvvUTN089Qcf8DeDZuJOeeu7HfckuX3kMIIYQQIh4Ov4O397zNt4d+m0xzZqLH6dPiaYQyaU0YtAbsFjvV3uouaZ1pzRdlXxCIBDh94OksKFhASA2x7NCy2P7DDYcByE/KB8CsM3eiEUoHwWDXDS16lcZFhWnGNBaOWki2JZvFGxd36+dtd3rtq9d4cfuLXDDiAi4YcUGLx8wbNA+tom3WoBavUlcp+x37mT1gNgDD0oZxcs7JvL77dUKR5uHBUlcpV358JTXeGtR6Jz6LhqpUUCs6HphUVZXSX/+awKFDDHj8MfS5uc2OWVO+hgOOAwTDve/rVmuzEa6ta7a99uWXQasl4+qryV/8OHn339fi+YaBA8n69e14vvyShqVLu3tc0YUcfgcpxt4bhDJoDQQiJ0YQyrtxI4533qH8rrtRVZWqJ5+i9LbbMU+eTMGr/4zrgT6WadPI+uUtaAwGjIWFmEaPxrN2XTdOD6HaGnQ2W6v7dVnRVhjXsqXo8/LaPFaIE01RXRHD0oah0+gSPUqLcpNyObvgbN7f/z5AXI1Q2ZZoCEYaofqn1oJQANNzoi2G8QTnhBBCnBgkCCWEEEIIIYQQQgghhOgT3CtWoMvNxTh8eJvHpXznOxAOU//mW11277DLRe0//kHSvHkM/2I1w5d/RvqPftTq02mFEEIIIXrCG0Vv4A15+fGYHyd6lD6vMQjlD7ffCJVsSAbAbrbjDXlxBV3dNteWyi3oNXqmZE9hbMZYBiQN4OPiY+GOElcJAAOTBwLRIFR7Ya5vUvTSCNWf1fnrMOvMmHQmjFoj1026jq3VW/nf4f8lerRmVpSsYOEHC1ttcvrfof9x/9r7mZM/hztOvqPVn8dsJhvTc6azpHjJcQW+1pStAWBm3szYtotGXUSZu6zFkNWKkhWsKV/Dl2VfojhdBJJM1Kfq0FbXd/ie3vXrcX26lKxbfoH1pJOa7fcEPeyr34eKSrm7vBN/qu6ltaUTrq+PtTmpqkrDsv/heOttUs46C312VrvXSD33XAAC+/Z166yi6/hCPgKRQK9uhDJoDL0yPNgdws5oe6Vr2TKKF15E9ZNPkvq97zHohefRpqUd17UtU6fi3baNSKD7QmXhmlq0mRmt7tdnRb+P+PfsxTR+fLfNIURfVFRXxMj0kYkeo02/Ofk32EzRAGM8QSir3opVb5UgVD/lDDgBWnwtcVJO9DVxPJ8vQgghTgwShBJCCCGEEEIIIYQQQvQJgYMHMY8b2274yDh0CJYZp1D3+muo4XCX3Lvun68ScTrJvOYadOnpaFObP5lQCCGEEKInhSIhXtn1CjPzZjLS1rsXu/UFiqJg0prwh9oOQjkDzmNBKEu0kaDK2/G2l3hVe6uxm+3oNXoURWF+wXzWlK6h3hcNVpQ0lGDUGmONYCatKe5GKHQShOrPHH4HacZjC9/PHXYuBSkFPLHxCcKRrvl56XipqsoL217g+qXXs6NmB89uebbZMduqtnHbitsYYxvDw6c93G7TwfyC+RQ7i1sNVXXEuvJ12Ew2hqUNi207feDpjMkYw8PrHo49ub7RrtpdAOys2Yne5SOUbMGTbsZU0/GwZMOnn6IYDKRduLDJ9kA4GjrYUbODiBoNGZW6Szv15+pOunQbRCKEHQ58RUUcvuIKSq67Dl12Npk/v65D19CYTGhTUwlWVHTztKKrNH4t9EQQqvq552n47LO4zzuRGqEizujHwzh8ON4tW7DffBO5D9yPYjAc97XN06ai+v34tu/o2Cxud9yB1FBNDTpb60EoXdaxQKV5/Li4ri1Ef1btrabWV8uI9BGJHqVN6aZ07p99PyfnnBx7mENHZVmyJAjVTzn8DkxaEyadqdm+wrRCbpx8I98Z+p0ETCaEEKI3kyCUEEIIIYQQQgghhBCiTwg7nGg6GEBKX3gRodIyXMtXdPp+ajhMsKKS6uefp+aZZ7CeeqossBBCCCFEr7GzZifV3mrOH35+okfpN4w6Y7shom82QgFUebo3CNUYcgJYULCAkBpi2eFlQDQIlZ+UH3tYgFlnjjsIpWh1EInEGlxE/1Lnq2sShNJpdFw/+Xr2Ofbx4YEPEzhZlCfo4bYVt7F442LOKjiLS0dfyqeHPuWw83DsmMPOw1y/7HoyzBn8ad6fsOgt7V533qB5aBVti81NHaGqKusr1jM1e2qTh3FoNVrumXkPTr+Th9c93OScXTXRINTWqq2YXUFITSKQmYLBGyLscnfong1Ll2GdMQNtkjW2/ZDzEHNfn8s/dv6DbdXbYttLXb0vCKVNTwegfNGdHPje+Xi37yD7jt8w9N1/YxwypMPX0WVnE6qQhc59RWOLQ6qxex8aE/F4qHriCepfez3uc/VaPRE1QijS/4O/YUf04zHory9R8Nq/yLzmmi5rNLdMmQKAd+OGdo+N+P3sOX0uFff+vsPXV1WVcE0Nugxbq8fo7PbY26Zx0gglTkwRNcLu2t24g8deXxTVRsPfvT0IBTBrwCxeWPACBm18Ac0sSxYVHglK90cOv4MUY8uBakVRuGrCVRSkFvTsUEIIIXo9CUIJIYQQQgghhBBCCCH6hLDTiTalY4tqks+Yiy4ri/q33+rw9R3vv0/JjTdx8MKF7Jl7Bl9NnMTeOXOoevSPmKdNJefORZ0dXQghhBCiy62vWA/AtOxpCZ6k/zBqjfjDbTdCNQlC9UQjlK+aDPOxVoQxtjHkJ+XHwh0lrpImT1I36eJvhFL00WYdaYXqn77ZCAXwrcHfIsucxerS1QmaKqrUVcpPPvoJHx/8mF9M/QUPnfYQl4+7HK2i5W87/wZAMBLkuqXXEVEjPHPmM02CgW2xmWxMz5nOkuIlsTYSX8jHi9te7NDXyBHXEcrcZUzPmd5s30jbSC4ffznv7XuPlSUrgWhj0576PSgobK3eSpIXNGlpROzRYFCoorzde/qLigiWlJB05rzYtogaYdHqRTgDTv66/a9sqtxEjjUHBaV3NkIdDS80LFtG+sKFDPv4I2w//jGKXh/fdXKyCZW3/z4TvUNjEKq7G6G8W7ZAKETg8KG4zzVooovtG9vV+rOw04kmORldRgbmiRO79Nq6jAwMQ4bgWd9+ECp4pJRIQwN1//wnda93LLwWcblQg0G0bTRCaSwWNMnJoCiYxo3t8OxC9CdLipfww/d/yIx/zuDW5bcCxFow+0IQqrPsZjs13ppEjyHiEAwHeWLjE+0G+B1+R7cHqoUQQvQ/EoQSQgghhBBCCCGEEEL0ehG/H9XnQ9vBRihFryfpjLl4vvgSNRhs93g1EqHi9/fh2bABxWLGetJJZFxxBdmLfkfBG68z6LnnMOTnH+8fQwghhBCiy6wvX8+Q1CEdDgWI9pm0JnxhX5vHuIKuHm2EqvHWNPkYK4rCgoIFrClbQ52vjsMNh8lPPvY61awz4wu1/Wf4JkUXDUIhQah+qc5fR5qpaRBKo2hIMabEHZrrSuvK17Hwg4UcaTjCU/Oe4vJxl6MoCnaLnXOGnsO7e98lEA6wt24vB50HuW36bXE/BX5+wXyKncXsrtsNwGeHP+PxjY/z/r73OzQftB42vXrC1QxLHcY9X96DO+hmb/1eQpEQM/NmElEjJHvBYMtAm5MFQLCs/VBPw6efgqKQPHdubNu/vvoXGyo2cPaQs6n0VvLZ4c+YbJ+M3WLvlY1QlmnTyLzxBob++x1yFv0O3dGGqHjps7MJVkojVF/h8DuA7m+EagzfBA+XxN1i2Ng6Eoy0/zuivi7S4ESb0n2hNPPUKXg2bWr3YxA8cgQA/cCBlN/7e4IV7be4hGuiAQddZutBKABdVhaGIUPQJiV1cGoh+pd1Zeuw6q3MyZ/DJ8Wf4Al62F23myxLVrPXff1JpjmTam91LOQuer+NlRt5ftvz3LDsBjxBT6vHOQNOUg0ShBJCCBEfCUIJIYQQQgghhBBCCCF6vbAjuqhGm9rxhRzWmTOJuN14t25t99jA/v2EHQ6ybrmFwS+9RN5DD5L1i5uxXXwx5vHjOz23EEIIIUR3CEfCbKrcJG1QXcykM+EPtd8I1dh4YdVbMevMrTZCvbPnHR7f8Hin5wlGgtT56pqF3RYULCCshnmj6A28IW+TIFRnGqHQSSNUf1bvr2/WCAWdC811hjPgZHv1dj46+BEvbnuRF7a9wJObnuRnS35GmimNf57zT07NP7XJObMHzMYX9rGnfg9f1X4FwAT7hLjvPW/QPLSKliUHlwCwqXITAB8d/Kjdc9dXrCfdmM6wtGEt7jdoDdw9624q3BU8tuExdtXsAuAHI36AIahiDIHZZkc3eDAhDTj+80Gb9wu7XDjfex/z5MnoMqNf8yUNJTy+8XFm5c3igdkPMCh5EADj7ePJs+ZR5i7r2DuiBykGA/brrsM4fPhxXUeXlU24pgY10P/be/qDnmqE8myIBqFUv59QVXwh5BOqEcrhRBPH78/iZZk6jYjDQWD//jaPCx4pAcB+800QDOIvKmr32qGjQai2GqEAbJddRsbPrurgxEL0P1uqtjDRPpELRl5ARI2wo2YHRXVF/boNCqJBKH/YT0OwIdGjiA7aWhX9t5k9dXtYtHpRqyE2R8DR7a8jhBBC9D8ShBJCCCGEEEIIIYQQQvR6EWd0UU08T7S1nnIKaDS4P/+83WM9GzYCYJk6pXMDCiGEEEL0oK/qvsIVdEkQqouZtCb84daDUKqq4gw4Y41QiqJgN9tbbISq8lTxwNoH+PvOv3e6faLOV4eK2iwINco2ikHJg3hl1ysA5Cc1bYSKNwil6PSABKH6o2AkSEOggXRj81aeznyuxOug4yBzXpvDRf+5iF8t/xWPb3ycxRsX8+zWZ5k1YBavfPuVFluexmSMAWBH9Q521+3GrDMzMHlg3Pe3mWxMz5nOkuIlqKrK5qrNQLRRr9LTettQMBxkTdkapmZPRaO0vqxmon0il4y+hNd2v8YbRW+QpE/i9PzTsfmjX1NJ9jxScgbyn+kKznf+jXfbtibn+3btomj2qVQ88ACHr7mGQEkJmddcDUS/39z1xV1oFA13zrgTrUbLRaMuit03Nyk37kao/+z/D1+WfRnXOYmiy8kGVY077CISo7ERKsXYfQuY1UAA7+bNGIYOBSB46FBc5zc2QgUiJ0AQyulEm9x9HwvTmNEA+HbvbvO44JEjoNdjmRL9XVuwpKTdazcGoXQZtjaPS194IWnf+15HxhWi33EFXOyp38Mk+yQmZEaD4hsqNrDfsf+ECEIBVHurEzyJ6Kit1VspSCngpik38fHBj/nL9r+0eJzD7+j2ZkkhhBD9jwShhBBCCCGEEEIIIYQQvV5jI5QmteP/GKZNScE8fjzuz1e3e6x34wa0GRnoBw/u9IxCCCGEED1lffl6AKblSBCqKxl1xjaDIb6wj1AkFAtCAdgt9hYDFU9ufhJvyEswEmR/fduNCa1pXOCXYW7aiqAoCgsKFlDrqwVoEhDpTMuP0tgIFZQgVH/TGE5IMzVvhDLpTPjC3dsItbp0NaFIiPtm38eb332TLy76grWXrOXTH37Kn874U5Ovpa/LT8onxZDCzpqdfFX7FSPSR7QZSGrL/IL5FDuL2Vy1md21u/nW4G+hosZaor5JVVXuX3s/FZ4Kzh12brvXv2HyDeQn5bOjZgejbKPQa/WM00Wbm1LsA8gwZfD2LA3Y0qi47/4mT8FvWLqMcHU1tS+/gnfjJgb84WGSTjsNgDf3vMmasjXcMvUWcpNyAVg4aiHPz3+e8ZnjGZA0gAp3BeFIuEPvhzJXGXesuoOrllzFQ2sfIhjuXECzp+izswEIVrQeWBO9hzPgRKNoSNIndds9fDt3ovp8pJ4fDb8EDh2O63y9NhpQ7O2f+10h7HTE9SCheBmGDAGtFv/evW0eFzxyBH1eLrrsbBSDgUAHglDh2uhrG21G241QQpzItlVvI6JGmJg1kTRTGoNTBvPevvcIRUKMTB+Z6PG6VSwI5ZEgVF+gqirbqrYxwT6By8ddzoKCBSzeuJhVR1Y1O9bpd0oQSgghRNwkCCWEEEIIIYQQQgghhOj1wo7GRqj4/jHMOmsW3m3bYkGq1ng2bMQyZQqKonR6RiGEEEKInrKufB2DkgeRZclK9Cj9ilFrbLMRqiHQANAkvJFlzmr2RPLdtbt5Z887nJ5/OgA7a3Z2ap7G636zEQpgQcGC2Nt5SXmxty06C+6gu0nYoj2KPhqEItT/F4efaGJBKGMLQSitqdsboTZUbCDHmsN3h36XkbaRJBmSMOvMZFuz2/zZS1EUxmSMYWfNTopqixhlG9XpGeYNmodW0fLo+kcJq2HOLzyfkekj+e/B/7Z4/Gu7X+PNoje5cvyVzB00t93rW/QW7pp5FwBjbKMJFBcz3jAEAKMtkwxzBl6jgvuK8/Fu3ozz/fdj53o3bsA4ahTDPvwPBf98hZRvfxuIhpYeXf8oJ+eczAUjLogdr9PoOCX3FBRFIdeaS0gNUeXtWGPSW3veQlVVzht2Hi/vepmb/ndT3KHJnqQ7GoQKVZQneBLREU5/tC2xs4HFjvBs2ABA6rnnglZL4HDbjVCqqhIJHGt/MmhOnEaoiLMBTWr3BaE0BgOGwYMJtBOECpQcwTBgAIpGgz4vj2DJkXavHao+2giV3rzJUAgRtblqMwpKrA1qQuYEDjdEw6H9vRHKbrYD0gjVV5S5y6jx1TA+czyKonDPzHsYnj6c21bcxiHnIf574L/88L0fUtJQgi/skyCUEEKIuEkQSgghhBBCCCGEEEII0euFndEFfNo4F3JYZ82ESAT3mjWtHhOsqCBYUoJ56pTjmlEIIYQQorNWlKxgRcmKDh3rCXr4suxLZubN7OapTjwmrSnuIFSmJZMqb1UseKSqKo+sf4QUYwr3zroXi87S6SBUjTe6GLilINSI9BEUpBSQZc7CpDPFtucl5RGIBFpsqWpNrBEqJI1Q/U2drw5oJQilM3VrEEZVVTZUbGBq9tROPXBiTMYYdtXuoiHYwEhb59sNbCYb03Oms6VqCwAT7BNYULCArVVbm32drC1by4NrH2RO/hxumHxDh+9xcu7JPPutZ7nUP4V9C85i3pbo9wNdejr5SfnoFB2LUpYRGDmYykceJeJ2o4ZCeDdvwTJlCobBgzFPmgRE3293f3E3ETXCXTPvavV91xiAXF26mrPfOpuZr85k7utzOeutszjv3+dx8X8uZvWRaDtyMBLk7T1vM3vAbH4/+/csmrGIVUdWcf3S6/EEPfG9Q3vIsUaoigRPIjrCEXCQaujexcve7dvRDxyIPjsbfW4uwUOHUUMh/Pv2Ea6vbxIADtXVUXzZZRy8cGFsm0EbDUKdGI1QzrgfJBQvY2Eh/qI9Le5TIxHgaCPUgAEA6PPzCXaoEaoGbWoqil7fdcMK0c9sqdzC8PThJBmiLXwT7NFAlF6jZ3Dq4ESO1u0am3IlCNU3bK3aCsB4+3gg+gCBxXMXo1E0XLHkCn698tfsrtvNkuJoU2uKoftCvEIIIfonCUIJIYQQQgghhBBCCCF6vYijMQgV30IO84QJaKxW3J+vbrZPDYdxvPsutS/9FQDL1KnHPacQQgghRGc8uelJntr8VIeOXVGyAn/Yz/yC+d081YmnvWBILAilPxaEGpI6BG/Iy5766GLglUdW8mXZl1w78VrSTGmMso1iV+2uTs3TuMAvw5TRbJ+iKPz6pF9z09SbmmwfkhptojngPNDxG2klCNVftdUIZdaZuzUIVewspsZXw9Tszv2cNSZjTOztUemdb4QCYt8vC9MKSTWmMmfgHABWlqyMHVPSUMIvl/+SwSmDefDUB+NutpmZNxNTWS0Ano+iizm1aWlkW7N5+ltPo9cbufvkEkKVlex94mF8u3cT8XiaPZBj5ZGVfF76OTdNuYn85PxW75dnjQahHlr7EI6Ag+8O/S5z8ucwJWsKw9KGUeer49blt3LYeZilxUup8lbxo5E/AuCCERfw+9m/Z13FOq799FpcAVdcf9aeoElNRTEaCVV0PNQpEscZcHb74uXA3r0Yhw8HwDBoIIHDh6l+7jn2n/Mdik6Zwe6p09j37XM4dMWVHPzRhXjXb8C/Z08slHOiNEJFAgFUnw9tSvd+PIyFhQQOHybiO/b3iKqqlN93P3vPPJNQdTXhmhr0A6Lfx/QDOxaECtXUos1o/rpHCBEVUSNsrdrKJPuk2LbGIFRhWiF6Tf8OEaYYUjBoDBKE6iO2Vm/FqDU2aSrLT87nkTmPUOmpZHLWZCw6S+w1uTRCCSGEiJcu0QMIIYQQQgghhBBCCCFEe8IOJygKmuTk9g/+GkWvx3LyybhXNw9CuVetovT2XwPRgJVp1PEtrhNCCCGE6Kxyd3mHG1OWFC8hw5TBlCxps+xqRq2xzUYoZ8AJNG2EOmPgGdz35X18dOAjhqYO5dH1jzI4ZTA/GhENHIzJGMObRW8SjoTRarRxzVPtrSZZn9yk8enrZg2Y1WxbLAjlOMApuad06D7SCNV/1fmjjVDppvRm+8w6M96Qt9vuvaFiA8BxB6E0iobC9MLjmmXeoHnc9+V9TMqKLhoenjacXGsun5V8xg9G/AB30M0Ny24gokb40xl/ijUsxCtU3rS9SJsWDaCdknsKb577Jq+NeI3Vm//A9JdfZ1n5dobS/IEcL257kRxrTiy01Jocaw4AnpCH3578WxaOWthk/xHXEX70/o+45MNLqPfXMzB5ILMHzI7tP3fYuRi1Rn694tdcteQqnvnWM71q8amiKOhysglVlCd6FNEBTr+TFGP3BW/UYBD/wWKSTp8LgD5/IN6PPqLun69injKFlAXzCZaWESyL/qexWkk971wc775HuKYGnd2OXhsNBwTC/TwIdfRBQpqU+H5/Fi/j8EKIRAjs349pzBjUSITye++l/tV/AVD32msAsUYoQ34+YYeDsMuFNunY91g1FMJfVIQ2NRVdTk704yVBKCFaVeurpSHYwPD04bFtw9OHY9aZj6tBs69QFIVMc6YEofqIbVXbGG0b3Sygd0ruKXxw/gfkWHK4+tOr2VSxCZAglBBCiPhJEEoIIYQQQgghhBBCCNHrhR0ONMnJKJr4S+6ts2biWraMwKFDGAYNim337tgBwJC330KbmYmi799PzBRCCCFE7+QNeWNhhUA4gEFraPVYT9DDypKVnFd4XtyhGtG+DjdCfS0IlWHO4OTck/nvgf+SZcliv2M/j899PLbgekzGGHxhHwedBxmWNiyueaq91WSY41sMbDfbSdInccDR8UYoRS9BqP6q3l8PtLyo0KQz4Qv7iKiRuNuPOmJDxQZsJhtDUoZ06vz8pHxSDClkmDMw68zHNYvNZOP5+c/HgoKKojAnfw7v7nsXT9DDHSvvYL9jP0+f+TSDUga1c7XWBSsr0NozMQ4dhr+oqMnPmHqNnkvHXErVI9Mp++4PGfrxTtwZFvQ5ObFjNlduZmPlRm6ffnu7jQ4WvQW72Y7dYueCERc02z8gaQAPnfYQD659kAtGXsDFoy5Gp2m6RGhBwQIMGgO/XP5Lrvj4Cl6Y/wJppubtYYmiz8omKI1QHaKqKq9+9SrzC+aTac7s8fs7A07yk1pvMDtegUOHIBjEWBj9e9QwaCARZzScnPnAAySdOrvZOQ1Ll+J49z2CFZXRIJTmxAhChRuir1W0Kd27mLyxncu/dy/GUaMov+ce6v/1GrYrLsfx9jvUHQ1ENQahGpuhgiUlaI8+iEgNBDh83c9xr1oFgOWkkwhWVmIaM+abtxNCHFXri7ZP2ky22Da9Rs9z33qOXGtuosbqUZnmTKq8VYkeQ3RAqau0xYd3AAxMHgjAhMwJrCtfB0CqQYJQQggh4tP1v80SQgghhBBCCCGEEEKILhZ2OtGmdu4fwqwzZwI0OMHkBwAAIABJREFUa4Xy79qFYfBgTGPGoM/KOu4ZhRBCCCE6o8xdFnu7wl3RxpGwvGQ5vrCPBQULunusE5JRa8QXji8IBXBWwVmUuEp4dP2jTMuexhkDz4jtG20bDcDOmp1xz1PtrY57QbuiKAxJHcJ+x/6On3O0EQoJQvU79b56TFpTi0Gixm1ttaB11gHHAVYeWcnU7Kkdbrv7JkVRuHDkhZxfeH6XzDQ9Z3qTr6c5A+fgDXm57L+XsezwMn417VfMzJt5XPcIVVSiz8pmwOOPMejFF1o8xj5oJHnX3QDA5hwfpa7S2L6/bP8LqcZUvj/8+x2635/P/DNPnvFkq8HY2QNm88H5H3DD5BtaDVXOHTSXJ894kr31e/nLjr906L49RZedTbC0lJIbb6LkF79I9Di92kHnQR5Y+wCv7369S68bUSO8sO0FrlxyJT947wec8foZfPvtb7O9enuT47q7Ecq/dx8AhsJoO5x+YDSwaCgowDqr5a9bXVY2QKxVrDFoHoj08yDU0UYobWr3fTwADIMHg16Pv6iI8rujIaiMq64i69ZbSZo7l3B1tK1Fn380CJV/LAgFoIbDHLntdtyrVmG/+SYyr78ez9q1BA8dQmeztXxTIQR1vpbbPidlTSLbmp2IkXqcNEL1HZ6QB6ve2uYxE+wTYm9LI5QQQoh4SRBKCCGEEEIIIYQQQgjR64WdDrQpnVvEYSgoQJ+Xh/vzz5ts9+3chWmsPGVWCCGEEIlV7io/9ranvNXjXAEXj214jIKUAqZkTemJ0U44Jq2JYCRIOBJGVVVCkabBoNaCUPMGz0Ov0eML+7h1+q1Ngh8FqQUYtUa+qv0q7nlqfbWdavYYkjokrkYodNII1V/V++tbbfgxaU1AtJWuK22t2sqP//tjNIqGqydcfVzXunHKjfx03E+7aLKmpudMx6wzU1RXxK3TbuXSMZce9zVDFRXocnLQpae32Whi+7+foJ97KssnaHlhWzQw5Q/7WXVkFecOOxeL3tKh+42yjcJusR/33DMHzGRG3gw+PvAxqqoe9/W6ij4nm1BZGQ1LluD6bDlqOJzokXqtPXV7gM6FblsTioRY9PkiFm9cjNPvJC8pj9kDZhNRI1y55Eo2VGwAom1UzoCTFEN3BqH2gKJgHDoUINYMlX7ppa02h+tzooGAYEU0ZG7QRINQwXCw2+bsDRqbsjr7O7SOUvR6jAWDqf3Hy9S/9hoZP/sZ9lt+gaIoJJ85L3qMwYAuM/o6xnA0EBUoKUFVVcruvJOGjz4i6/bbybzmGuzX/5y0hRdGZ8+Mrw1TiBNJYxDq641QJxoJQvUNqqriCXnafV0rQSghhBDHQ9f+IUIIIYQQQgghhBBCCJFYkXpHp59mqygK1lkzcf73I9RQCEWnI+xwEDxyJLbIQgghhBAiUb7eCFXubj0I9Yf1f6DCU8Hfz/57q+0f4viYdNFgiD/s594v7+WT4k8YkzGG8ZnjmWCfwOGGwxi1RoxaY5PzUgwpXDbmMhQUxmaMbbJPp9GRac6MLVqMR2caoSAahHpv33u4g+52n8ANoOj0AKhBCUL1N/X+etKMLQehGhuhfKHWW9DitaJkBb/87JfYLXaeOfMZBqUM6rJrdzWj1siiGYswaAzML5jfJdcMVlRgmTa13eM0RiOFTz/HiC/u5e29b3P1hKs53HCYYCTI9OzpXTJLvM4ecja/XfVbtlZvZaJ9YkJm+CZdXh4AprFj8e3YQeDgQYzDhiV4qt5pT300CLWrZleXXfO5rc/x7r53uW7SdVwz4ZpYyLfcXc5VS67imk+uYfHcxUywTyCshrt18XJg3z70+flozNHvW8Zhwyh44402H26jzcgAnY5Q+dEg1InSCHU0CKVJ7t4gFIBx+HD8e/aScfXV2G++KfY5Yp0xA8VkQp+TEwuqaVJT0SQlESw5QuUfHsHx5ltkXHsNGT/9v9j1sn/zGxSNhuR587p9diH6qlpfLdC8EepEkmnJpN5fTzAcRK/VJ3oc0Qp/2E9EjWDRtR2EyjRnkmfNo8JT0e6xQgghxDdJEEoIIYQQQgghhBBCCNHrhZ1OdHm5nT7fOmsW9W+8iXfbNiyTJ+PbFX0iv2m0NEIJIYQQIrFK3aVoFA0RNdJqEGpFyQre3vM2V4y7otcsUO+PGgNO/rCfffX7SDelo6oq//rqX/x9598BsJtbbl/5xdRftHrdFENKrE2qo7whL66giwxz/K0IQ1KHAHDQcZCxmWPbORoUvTRC9VfOgJNUQ8vhhK4OQr2z5x3u/uJuRtpG8tS8pzoV4utp3xn6nS67VsTnI+JwoMvK7vA5l425jNeLXufTQ5/iDroBmJw1uctmisfcgXPRa/R8dOCjbv97JhiJNvLoNW0vXk4991z02dno8/M5cN738O3cKUGoVuyt2wtApbey0yHarwuGg7y2+zXm5M/h2onXNtmXY83hr2f9las/uZrrl13PLVNvAejeRqg9e5t97M3jx7V5jqLRoMuyE6r4RhAqfGIEoTr7MKF4ZFx9NdbZp5J6/veatGFqzGbSL74YRXusrUtRFPT5+Tj+/W8iLhfpl1yC/cYbm1xPYzSSs2hRt88tRF9W569DQWn19d2JoPHvuBpfDTnWnARPI1rT+Nq2I02nE+0T2VCxocnfJUIIIURHSBBKCCGEEEIIIYQQQgjR64WdTrQpnf8HXsvJJ4Oi4P58dTQItXMnAKYxo7tqRCGEEEKITil3l5NlycIX8lHhqWi23+F3cNfquyhMK+S6SdclYMITR2MjlC/kwxlwMi17Gg+c+gDBcJCiuiK2VG3p1GK7ZEMyzkB0YbLD7+CA4wCTsia1eU7N/2fvPgOjKvO+j3+nz2TSJr0QCC0QehEb9rWtCmvHrmvdtd2ua3dvu+666lqeXSvuvcWGa12xYUERxAYKgQQSICGQXiZTMn3mPC+GGYjpyUwS4P95I5w557quiSmT4fqdn7sFgHTjwINQ22zbeg1CvVH+Bt99+zK/BpSAv99ziZHN4XNQmFzY5WORz3d30D3oeRaXLObJtU9yaN6h/OWov/SpiWxfEwlbaLP7HoQqTClkQuoEPt3+KQaNgQmpE0g1dt3gFW9J+iQOzz+cj6s+5qYDbopr8+Bdq+6iydXE4hMW93ieJjGRpF/8ItzsbDDgKS0jZcGCuK1rb1bRVkGmKZMmdxOlLaUcMeqIQY23fMdyWj2tnD3p7C4fTzel8+IJL3L1p1fz8PcPA5BsiE/wRgkE8FZVkXjUkf2+VpeVjb8x/LUZCd7t60GoUCQIlRz/IJRx0iSMkyZ1+Vj2LTd3OqYblY930yaSFy4g+847ZMO7EANg9VhJNaTu1w3BGcZwEKrZ3SxBqBHMFXAB9Knl6cYDbqTR1RjvJQkhhNgHqXs/RQghhBBCCCGEEEIIMVwURUEJhYZ7GcNKURSCNtugNnFoLRaM06bR/vXXAHjKytBmZ6NNS4vVMoUQQgghBqSuvY5ccy7ZCdldNkI99O1DWD1WHjrsoWibgYiPSCOUJ+jB4XOQpE8CQKfRMTVjKucVn8cxo4/p97h7BqFe2fQKv/7417228DS7mwEG1AhVkFSAVqWl0lbZ67nrmtaxyV4R/os0Qu1z7F57t+GEaBDKP7ggVLO7mSfXPslxY47jr8f8db8MQQH4dwWhdDl9D0IBHDvmWNY2rmVt41rmZM2Jx9L67JfjfkmTu4nVdavjNkezu5mPKj9ih2NHn69RabUYioqiNzQRHbkDbqrt1Zw09iRUqNjYsnHQY75R/ga55lzm583v9pwUQwrPH/8883LmAZBmjM/7K77qavD70Q+gDUybnU2gvmMjVKSRbLgEne3Y3n2X+vvuJ+h0xn58mx1VQgIqXc+Na8Mh9dRTsVxwAXkPPohKLVsWhRiIVk8rFqNluJcxrDITwg29kd+XxMjk8u8KQvWhESrHnMOMzBnxXpIQQoh9kPxWIYQQQgghhBBCCCHECNb8t6fZesKJKH4/SihE29vvEHQ4hntZQ0pxuSAQQJM68EYoAPOhh+Jet46gw4GnrBRjsbRBCSGEEGL41TpryTXnkmPO6RSEWla1jA8qP+CqmVdRnC6vXeLNqNndCOX0O6NBqMFK1idHg1DNrmYCoQC17bU9XhM5P9XQ/3YYnVrH6OTRlFvLez3X6rES2LVrQJEg1D7H4XeQpOv689ikNQHh4N9glLaEwynnTT4PnWbkbbwfKgNphAI4dvSxhJQQ7oCbOdnDG4T6RcEvSDem89qm1+I2x9KtSwkoAdoD7f26zjhlCp6yMhRFidPK9l7b2rahoDAzayZjksdEvyYHanXtalbXreb0iaf32jhi1pl5+hdP8+iRjzIjIz4bmG1vvwMwoPdwdDnZ+BsaUBQlGoQazkYoRVGoWrSI2ltvw/rKK7i++z7mcwTtdjRJsXn9EmtJxx5Lzh/uHJEhLSH2FlaPdb8PQmWYwo1QTe6mYV6J6Ik7EL7ZQl8aoYQQQoiBkiCUEEIIIYQQQgghhBAjVMjtpvXf/8a/Ywftq1fT/tVX1N1+O/YPPxzupQ2poD28CVQ9iEYoAPP8QyEYpP6++/Ft2UrCQQfFYnlCCCGEEAMWDAVpcDXsDkK5dgehmt3NPPDNA0xNn8pl0y8bxlXuPyINOa2eVkJKiGT94F5/RiTpk3D4wjczaPO2AbDTsbPHayJBqIGuYU72HNY0rCEQ6jncZPVYCe7a564EggOaS4xM/qAfd8DdbaBvz+DfYGxs2YgK1X4f1owGobL6F4QqshQxKnEUAHOz58Z8Xf2h0+g4s+hMVuxc0a/Gpr5SFIW3t7wNQLuvvV+hJmNxMSG7HX9NTczXtberaAu3+k1MnciU9CmUtZQNaBx/yM9Ta5/iqk+uojC5kLOKzurTdUatkRMKT+g1NDUQzq9W0vLCC6SedSbGSZP6fb02KxvF5SLkdKJTh8M3vtDQBqFc33/PlmN+QcBqxb99O76tW0k99xwAglZrzOcLOeyDalQXQoxsVo81bg18e4t0Y7gxt8klQaiRrD+NUEIIIcRASRBKCCGEEEIIIYQQQogRyv7++4RsNtDpsL23FOvr/wEg0NA4zCsbWkGbDQBN8uAaoRJmzUKVkID9vfcwzZ5N2gXnx2J5QgghhBAD1uJpIRAKRINQNq8Nh8/BPzb8g0VLF9Hub+fBwx6Mbt4V8WXQGIDddxePVSNUkj4Jd8CNP+TH5g2/tq1x9ryZ3+61D2oNB+cejNPvZEPzhh7Ps3qtBKONUP4BzSVGpmiYztD1hvhII1Tkbu0DVdpSSmFKIWadeVDj7O38DY2ozWY0if37OKhUKs6ZfA4H5RxEjjknTqvru7OKzkKtUvP65tdjOm59ez3PrX+ObbZtjE4aTUAJ9CuQYpwSDtp5SgfXdrQvqrBWYNQYKUgqYEr6FBpcDZz/wfnc8/U9vFT6Et/WfYvV03PgZodjB5d8eAkvlLzAaRNPY8kpS0g3pQ/RM4BAczPNzz5HYI9gkL+hgdpbbsFQVET2nXcOaFxtTjiYGGhoQK1So1Vrh7wRyrliBf7aWlzffIN7/XoAUhYsBCDYFvsgVNBmR50iQSgh9lWtnlYshv27EUqn0ZFlyqKuvW64lyJ64ArsCkJJI5QQQog4kiCUEEIIIYQQQgghhBAjkKIotL78CoaiIlJP/RWOTz7B+cUXAASa9q+7HQZt4Q18mpTBBaFUej3mQw9Bk5pK/l8eQ6WTDcVCCCHE/i6khPp9jdVj5a5Vd0XvcDwYtc5aAHITc8lOCG/WvW/1fTy25jHGJo/l+eOfZ3zq+EHPI/om0ggVubt4rIJQkVYnh88RbYSqcfQShOolxNKbg3IOQoWK1XWrezzP6rESiOwaCPTcHhVrvp078VVXD+mc+5NIC1m3jVC7Pt8HEoT6bPtn3PjFjfiDfkpbSpmSPmXgC90L+XbuJOTrGKYI1NejzRlYkOniqRez+ITFsVjaoGWbszli1BF8XPVxj+etbVhLs7s5+ndFUfjLmr+wurbz95yfGn/i5LdO5m8//Y3ZWbM5beJpADh9zj6vy1BUBFot7at7/p62Pyq3ljMudRwatYYF4xdwQfEFGDQGPqv+jIe/f5jLl13O0a8fzabWTV1e/8G2DzjrvbOotFXyyJGPcO+h9w5pe4Pj00/ZdvIpND3xBC3PvwCAEghQ8/vfE/J6yX/icdRG44DG1mWHX1v568ONbXq1Hn9oaEO/ntJwQ1f7d9/hXrceVUICphnTUen1BFpbYz5f0G4f9I2EhBAjUzAUpM3bhsW4fwehAPIS86K/S4uRSYJQQgghhoIEoYQQQgghhBBCCCGEGIHca9fiLSvDcv75JJ+yAMXjgWAQTVoagcaR1wilhELU3HwLtXfciaIoMRnTt2MHNbfcgqckfMdcTQzuaJv34IOMffdddLm5gx5LCCGEEHs3RVE46a2TeHbds/26bk3DGt7e8jYbWzYOeg317fUA0UYogI+qPuKksSex+ITFzM2eO+g5RN/FsxEKOgahdjp39niN3WfHpDUNuA0s1ZjKlPQpfFP7Tbfn+II+nH4nQU3478oQB6F2Xnc9df9715DOuT+JBKEiQbyfizRCeQKefo27qXUTt311G59s/4RXNr1Co6uRKWn7TxDKX1vL1hNOZMsRR9Lwp4fxbtsWPt7YgC47a5hXFxtT06dS117XbeD3ix1fcPFHF3PcG8fxh5V/wBv08kPDD/zfhv/jnxv/2eHcJlcTN35xI9nmbN479T3+9ct/kWnKBOhXoFhtNJJy6q+wvfEm/pqeg6T7E5vXxg8NP0RfL6QZ07j1wFv5+wl/Z8WiFSw/ezl/PPyPBJUgFdaKTtd/Vv0Zt351KxNTJ/LGwjc4sfDEIV2/EghQe/sdaHNzSTjoINreeouQx0PT//sr7h/WkHvvPRjGjRvw+Nrs3Y1QAHqNfkgboRRFibaYub7/HndJCaapU1FptWjS0gha22I+Z9BuQ5MsjVBC7ItsPhsKigShCAehemvYFcMr8jrPpDMN80qEEELsyyQIJYQQQgghhBBCCCHECGR9+WXUycmkLDiFhHkHoMvLw3zYYRinTh2RjVDWl17C/t572N56C8dHHw16PH99PdW/vhT7f9+j8YknAWKykUOTkrLPbE4TQgghxODYfXZqnDW8sP4Fdjp6DqXsqd3fHr7eax/0GjY0b0CFqkMQyqQ1cePcGwc9tug/oybcOBFpOYlVECrFEG5msHvt2Lw2gF437tm99m4DLH11SN4hrG9aH/2c/TmrxwpAcNeuAcU/dEEob2Ul3rIygnFow9gfrKpZ1aGNpyvxaIRy+BzcsPwGkg3JjEocxd9++hvAftUI5Skrg2AQw4QJtL70EttOOpntF1yIr7IKbVb2cC8vJgpTCgGodnRubLN5bdy7+l4mWiZy5sQzeXfru/ztp7/x4oYXAfih4YdouM4f9PP7L3+P0+/kiaOfiI6bqEsEwOnveyMUQOY11wDQ9LenB/K09jrdfW2GlBAbWzYSUkJ8XPUxgVCAheMXdjpPpVKRYcrgmIJjAGh0db6pzoqdK0jSJ/H3E/9OXmJebJ9AH7hLSgg5HGT85ioyrr6akM1G/d130/Lcc6SedSYpCxYManxtVvj9n0Dj8DRCBRoaCFqt6PLy8G3Ziqe0FNPMGQBoLJa4/AwM2R2ok2Pz+kUIMbJEXrunGdOGeSXDLz8xn/r2egKhob2Rg+i7SCOUWWce5pUIIYTYl0kQSgghhBBCCCGEEEKIEcbf0Ih92Seknn466oQEVGo1Y159hfzHHkWbmTniglDeigoaH32MxCOPxDh1KvUPPkTQZhvweL7t26m++BKCViuZN94Iu+5Mr05JidWShRBCCCFocoVfU/lCPh5f83ifr4ts3Lb5Bv56B8Jhm9fLX+fEsSeSqE8kJyGHHHMO/zPnf8g27xub6fc2kWBI5HMjWRebRoVIEKXJ3YQnGA4I1Dh6CUL57CQbBhmEyj2EgBLg+/rvu3zc6g1vpgxEglBD2AjlWPYJAEFn/4IQAvwhP9d8dg1P/9RzGMTuC4c1uwvU6dQ6tCpt9HOyL55d9yy1zloeO/IxLphyAe6AGxUqitOL+/4E9kKB5mZcP/4IhH//BRj17LNM/GI5WTf9Hn9TIyG7Hf2Y0cO5zJgpTC4EoMpW1emxP333J9o8bTw4/0HuPPhOzph4Bv/c+E9W1aziwJwDo+1QAI/88Ag/Nv7IvYfeS5GlKDpGgi4BoNuQZnd0ublYzjsX2zvv4NuxY2BPbi/h9Dk5+vWj+Xfpvzsc3+HYwWUfX8Y5S8/hrz/+lf9u/S8TUicwyTKp27ESdAkk6ZNocDV0emxtw1rmZM0ZcPvgYLWv+hpUKswHH0zCgfPQTxiP7d3/YigqIvvOOwc9vtpgQJOWhr+2FgCdRjekjVCe0jIALBdeGD4QCGCcEQ5CaS2pBK3WmM4XdLYTcjrRZmTGdFwhxMjQ6gmHJ6URKtwIFVSCXYZ8xcjg8rtQoYrebEQIIYSIBwlCCSGEEEIIIYQQQggxwrQtWQLBIJbzzo0e02Vno0lJQZuVSaClBSUYHMYVdtT2zjugKOQ+9CC5D9xP0Gql4ZFHBjSW68cfqTp7EUGbjYLFL5Bx5RVkXP1bdAUFqM1y90AhhBBCxE6TOxx2OTj3YJZtX8YW65Y+XRfZuN3mbRvU/ItLFuML+rhmVrjhQqfRseyMZZxffP6gxhUDZ9AagN2fG7FqhErShcfZ4Qhv3C9MLsThd0Tbobri8Dmi1w3UrKxZGDVGvqn7psPxHY4duPyu3XeVN2cAoASGriXDsWwZAB6bNEL1V6u7laASZFXNKhRF6fa8SBCqp89jk9YUbe/pTaWtklfKXuG0iacxK2sWvxr/K8w6M4Uphfv8nd6bn3+e6osvIeTx4K3Ygi4vD02iGW1GBumXX874Dz+k8M03SLv44uFeakyMSR6DChWV9soOxz+v/pyl25ZyxYwrouG3mw64iayELMw6M386/E8YNAZW1aziv1v/y6ubXuXiKRfzy7G/7DBOpBEq0hTQH6mLFkEohOu77wb47PYO5dZy2v3tPLvuWew+OyElxJJNSzjjv2ewqXUTB+UcxAslL7CuaR0Lxy9EpVL1OF52QjYN7R2DUM3uZqrsVczJnhPPp9Kj9pUrMU6fjiY1NdxgddVVaDMzyX/icdTG2GycNkyYgKe8HAC9Rj+0QaiyUlCpSD3jdFQmEwCmmTMB0FjSCLTFNgjlqwx/zRrGjY3puEKIkSHy2t1ikCBUpMWwt5ZdMXxcARcJuoReX6MIIYQQgyFBKCGEEEIIIYQQQgghRhDF58P6+uskHnEE+tGd7yatzcyEYDDmd40dDE9pKYaiIrTp6RiLi0n/9SXY3niT9m/7tzFJURTq778ftdlM4etLSJg9G4DM669n/LKP5R/NhBBCCBFTze5mAM6dHA6fb7Zu7tN1kSBUTyGW3tQ563h98+ucOuFUxiSPiR6X1zvDK3K36kgjVKI+MSbjRpqdIkGoaRnTANjp3NntNbFohNJr9MzNnsvq2tXRY4FQgLPfO5sXN7wY3Uw5LiPc1KL4h6YRyrdzJ56NG2k3gsbt7THMIzpr9oS/d9W213YKquzJ4XMAPQehjFoj7oC71zkDoQAPfvsgRq2R62dfD4S/Pu455B6um31df5a/V/Lv2Ini8+EpKcFbUYF+4oQOj6vUakxTp6JOSBimFcaWUWsk15zboRGqzdPGfavvY3LaZK6YfkX0eKI+kX+c+A/+fsLfyUzI5IDsA/io6iPuW30f83LmccPcGzqNHwnOOX39b4TTFxaiTkzEXVLS/ye2Fym3hoM7dp+dx9c8zpWfXMkD3z7A7KzZvP2rt3n62KeZnjEdjUrDSWNP6nW87ITsTo1QPzaGW87mZMUvCBVobaX13y/hWL4c3/btHW7qE7Tbca9fT+Jh86PHUhYsYMKXX2AYNy5mazAWF+PdXI4SDKJT6/CFhrYRSj92LJrkZBLmzkWbk4MuO9z6qbFYCLb2770954oVNL/wAkoo1OXjvsptAOhj+PETQowc0ZsYGNOGeSXDb1TiKABqnbXDvBLRHZffRYJ233htLIQQYuTSDvcChBBCCCGEEEIIIYTYmyiKEtcNqvZlnxBsbsZyQddNANrMTAACTU1oMzI6Pe5ctYr2r78m66abhmQjraIoeEvLSDr+uOixjGuuwf7xMurvuoux777T57v4ekpK8JaWkXP3XZ1CYLIpWAghhBCx8Nn2z/i/jf/H4uMXR1t/ZmfNRoWKant1n8aIRRDq2fXPAvCbmb8Z8Bgi9nRqHSpU+EI+ErQJaNWx+ef0SBBlpyMcfJqaPpWl25ZS46hhavrULq+x++xM1k8e9NyH5B3Coz88Sn17PTnmHGqcNTj9Tsqt5dFNlBMzJgNf4fX1v51lIBwfh9ugVk5RccJahVC7C03ivt0oFEst7pbon1fVrGJcStcb3u0+Ozq1Lhrw60okCNXqaWV59XJ+OfaXJOg6blgMhoLc8dUdfFv3LXcfcjfppvToYyeOPXGQz2bv4K8Nb7Jt//Y7fJWVJB5x+DCvKP4KUwqptO0O2j303UPYvDaeO+45dBpdh3PzE/PJT8wHYH7+fFbVriI7IZtHjniky++jkc+x9kB7v9elUqsxTpuGZ/2+HYSqsFaQpE/ikNxDeKP8DRK0Cdx9yN2cMfGM6Psjzx33HDsdO8k2Z/c6XrY5OxquiljbsBajxtjtz6FYaHjoj9iXLo3+XaXToS8sRD9hPJrEJAiFMM+f3+EalTq29/Q2FE9G8XjwVVaiV+vxB4eu/dBTVkrC7HDQLOeeuwk5HNHHNGkWQg4Hit+PSqfrbggAlGCQ+gceoO3V1wAIOdvJ+l3nkKF32zbQatEXFMTwWQghRopWb7hJNdWYOswrGX455hxUqCQINYK5/K5Ov1cIIYTLTzHMAAAgAElEQVQQsSaNUEIIIYQQQgghhBBC9EHAaqX60svYdsoCfDt2xG0e68svox8zptNGkIg9g1BdaXv9P7S++HfaV30dtzXuKVBbS9BmwzhlSvSY2mQi99578G3fTvMzz/Z5LOurr6FOSCB5wcJ4LFUIIYQQ+7mtbVu5feXtrGtaR5W9iiZXEyatCYvRQo45h+2O7X0ax+kPN1gMNAhVaavk3S3vsmjSInLMOQMaQ8SHSqXCqA2HRnpq0ekvo8aIVq2NNkJNzQhvOq9x1nR7jd1rJ1k/uEYogINzDwbgm7pvAKINL1W2Klo9rahQMcEykaAKXG77oOfrC9vHH7E9T0tVVngzf6i9/60w+7NIECpJl8Sq2lXdnufwOUjSJ/V4UwmT1oQn4OHN8je5Z/U9LHhnAV/t/Cr6eEgJcdfXd/Fh1Yf8bu7vOLPozNg9kb2Iv64OANu776L4/egnTOjlir1fYXIh2+3bURSFT7d/yoeVH3LVzKuYlDapx+uOG3McMzJm8MTRT3QIze0pURdu22v39T8IBWCaPh1PeTkhr3dA1+8Nyq3lFFmKuHnezVw45ULe/tXbnFl0Zoev5yR9EsXpxX0aLzshm2Z3M/7Q7hDQmoY1zMic0SnYFivujRuxL11K2sUXM+bVV8h98EEsF12IbtQo3OvW0faf/6BOScE0Y0Zc5o8wFoffr/KUlaHX6IesESpgtRKorcM4Jfz/SD9qFMbi3f+/tBZL9LzeuL79lrZXX8Ny3nmknnUmLc89R9ubb3Y6z7d1G/qCgl6DVUKIvZPVYyVJn4ROLV/jeo2ezITMHn+fEsPLFZBGKCGEEPEnjVBCCCGEEEIIIYQQQvTCX1/P9gsvItDQgMpopOrc8xj9/HMdwj8Rg2mMcm/ciPvHH8m+4/Zu74CrzcwCINDY2OXj3ooKAJqeegrz/EPj3qTkKSsD6LCZA8B86KGknHoqLS++SPJJv8Q4qefNUsG2NuwffEDKaafK3eCFEEIIEXNOn5Mblt9ASAkBUG2vpsXdQqYpHDIfnTyaHfa+hd0jjVBt3rYBreXpn55Gr9Fz+fTLB3S9iC+jJtyQE8sglEqlIlmfHL1jeX5iPimGlGhD1M/5Q35cARfJhsEHoYosRaQZ01hdu5pTJ5xKlb0KCLdTNbubSTWkkmPOIagBl8fR82Ax4K+rw7u+hJVHqUlIzQAaCTmdkN17o4kIa/GEg1DHFx7P0m1L8QQ80QDfnhw+R69hOqPWiCfoocHVQII2gWR9MresuIX3T3+fVEMq962+j/9u/S/XzLqGS6ddGpfnM9IFnU5Cdjtotfh33RTFMHHiMK8q/gpTCnEFXJRby7n/m/spTivmsumX9XpdjjmHl09+ucdzBtMIBWCcPg0CAbybNmGaOXNAY4xkISVERVsFC8cvJMecwy3zbhn0mNkJ2SgoNLuayU3Mxelzstm6mStnXNnl+bFoQ2967DE0KSlkXHsNmqQkEmbP7jC+vzrcxBnv0I5h3FhUej2e0jJ0s3V4Ap64zhfhjbxf1sV7hwCaXUGooLUNXVZWj2P5dn2s0q+6Em1aGv7aOuruvgddbi7mQw/dPWflNvTjum4JFELsXTa3bqbB1UCmKZPMhEwsBgtWjzXa6CrCv1PVtksj1EjlCrgwaU3DvQwhhBD7OGmEEkIIIYQQQgghhBCiF9YlS/DX1DD6n/+g8NVXUOl1bL/wItq/7ti6FGhpoeLwI3B88UW/51ACAZqeegpVQgIpp57a7XnazIzwXF00QoW8Xnzbt6MbPRrP+vU4v/yy3+voL09pGajVGLoIOmXdegua5GTq/vculGCwx3Ha3nkHxevFcs458VqqEEIIIfZTiqJw19d3scOxg0ePfBSAHY4dNLmbyDCFX1uNThrd50aoSBDK5uu6Eaq0pZR/bPgH7255l2Co42ugTa2b+KjqIy4ovqDbpgwxvAxaA0BM2pj2lKxPJqAEAEg1pFKQWBANJf2cw+eI2RpUKhUH5x7MN3XfoCgKlbZKAAJKgA3NG7AYLWQlZBFQg3sIglD2ZZ8A0DBvLOPzpgOEg1Ciz1rcLSRoEzh2zLF4g17WNKzp8rxII1RPTBoT7oCbBlcD+Un5PHrko7gDbp7+6Wke+vYh3qx4kyumX8FvZv4mHk9lrxDY1QaVeNhh4QMqFYb9IGhQmFwIwE1f3oTdZ+eBwx6IWQOFWqUmQZsQ/XnaX5EGIff6kpisZ6SpddbS7m+nyFIUszGzzeGwaYOrAYB1TesIKSHmZM3pdK71tdeoOOxwvNsqBzyfr7qa9q9Xk3b5ZWiSOn8fUqlU6MeMQT9mzIDn6CuVToehqCjcCKXW4wsOTSNUdzcOitBYwmGGYB8aofw1taDToc3MRKXTkf/E4xjGjmXn9f8TvSGSEgjg216NYdzYGD0DIcRwURSFKz+5kms+u4azl57N0a8fzdyX5vLp9k+xGCzDvbwRIy8xjxqHNEKNVC6/Kxp+F0IIIeJFglBCCCGEEEIIIYQQQvTCufwLTHNmkzB7Nobx4yl89VV0+flUX/UbbO8tjZ5ne/e/BJubcf/4U7/GVwIBam6+mfYvV5D1u9+hSe5+w6PaYECTktJlEMq3dSsEg2Redx26UaNoWby4X+sYCE9ZGfpxY1GbOt/dT2uxkH377XjWr8f68ivR445PP6XunntQQuFGBkVRaHttCaZZszBOnhz3NQshhBBi//Kv0n/xyfZPuGHODRxVcBQWg4Udjh00u5vJTAg3Qo1JHoPNa8Pm7TrctKdoEKqLc98of4NFSxfx2JrH+MOqP7Bo6SJ2OHY3Tf31x7+SpE/ikmmXxObJiZgzasLNOrFshILdoSaT1oReo2d65nRKmkvwh/ydzo1lEArgkLxDaPW0Um4tp8peFb0zd4W1AovRQqYpk6Aa3J74B5Jql75JVRacdMRlqHc1wQYdEoTqjxZ3CxmmDA7IPgCDxsDKmpVdnmf32Xv9HDJpTXgCHhpdjWQlZDE+dTxnFp3Jks1LWLJ5CZdMvYTrZl8Xj6ex1/DXhpsGkk85BQDd6IIuf//d14xNCYcpquxV/Hbmb2MaygEw68wDDkJps7PRZGbg2bBvBqHKreUAMf2YZyWEG4ciQag1DWvQqDTMzNzdqKUoCo1PPkn9PfcSbGnB9d23A57PvzPceGiaMTIau4zFxbuCULouf+7Gg6e0DG1eLprU1C4f11jCx4PW1g7HQz4f7p86vq/or6lBl5cbbY/XJCVR8NyzqExGqq+6ikBTU/hj7vejHzc+Ds9GCDGUmt3NtHpauWjKRTx+1OPccdAdXDrtUhaMX8AlUy8Z7uWNGHnmPBpcDQRCgeFeiuiCK+AiQStBKCGEEPElQSghhBBCCCGEEEIIIXrgr6nBu2kTSUcfHT2my85mzEv/JmHWLGpvvpmWf/wjHOZ5683wNbs2fPSVdckSHB9+RNbNN5F24QW9nq/NyuwyCOUpD2+WMU4pJnXR2bh/WIN327Z+raW/PKWlGIundPt48iknYz78cBqfeALPpk04Pv+cnTf8jrbXluCt2AKA69tv8VVVYTlX2qCEEEIIEVs/1P/A42se59jRx3Lx1IsBKEgqYKdjJ03uJjJN4SDU6KTRAGy3994K1VMQasnmJUxOm8znZ33OI0c+QpW9ipfLXgbgp8af+HLnl1w67dKYtw2J2DFowo1QsQ5CRcZLNYQ3Ps/Nnos74GZTy6ZO59q9diCGQajcQwD4pu4bqmxV0b8rKKQZ00jQJRDSqPB4BxZK6Ct/QyOaDeWsn2rmpHEnoUlMBCDgsMd13n1Ni6eFdFM6Rq2RA7IPYFXtqi7P60sjlFFrxB1w0+RqIjsh3Bhz9ayryTPncdGUi7hx7o2oVKqYP4e9iX9XI1TCAXPR5edjnNx1u8u+JjshmyRdElPSp3DptEtjPv5gglAqlQrT9Bn7bCNUubUcFSompE6I2ZiRr++G9nAQam3jWorTiqNNDUogQN0f/kDLM8+ScuYZqJOT8Wzq/POpr/x19QDocnMGufLYME4pJmSzYWkLDl0jVGkpxindv1+mTQs3QgV+1ghVf/c9VJ1zLr4du4P04SBUXofzdHl5FDzzLEFrGzt+ezWe0lIAaYQSYh+w1bYVgCNGHcGxY47l3Mnncv2c67lv/n38Yswvhnl1I0d+Yj5BJRgN+YqRRRqhhBBCDAUJQgkhhBBCCCGEEEII0YXaW2+j5uZbcHz2OQCJewShADTJyRQsfoGkE06g8U8PU3/vvfi2bAW1Gt/OHV0N2S37f9/DMHky6Zdd1qfztZmZBBo7B6G85RWo9Hr0Y8aQetppoNXS9p83+ryOQGsrlaefgfXVV/t2flMTgYYGjMXdbwRTqVTk3H03AJWnnsbOq69BPzq80dj13XcAWF99DU1qKkknntjntQohhBBC9KbKVsVNX95EQVIB98+/P7qZf1TSKCraKmj3t5NhygDCjVDQtyCU0xdur/EGvXgCnujxCmsFm1o3ceqEU8lMyOTEwhOZmj6VkqbwRu1XN71KiiGF8yafF9PnKWLLoB26IBSEWzl+zu7bFYQyxCYIlW3OZlzKOJZtX0aLp4WZWTOj64j8F40Gr9cVk/m6s33pElQKZJ3yKwwaA+qk8MfE52iL67z7mhZ3C+nGdADm58+n0lZJjbOm03l2n71PQSin30mLpyUaDE0zpvHRGR9x87yb9/sQFIC/tg60WrSZmYx+cTHZd94x3EsaEiqViuePf56//eJvaNXamI9v1plx+gfeBmeaPg1fZSVBhyOGqxo+ISUU/XNpSykFSQUx3TycrE/GpDXR4GrAF/RR0lTCnOw54bndbnZeex22N98i4+rfknv//RiLivBu2jzg+SIBQm3OCAlC7XrfKqumHV8o/kGoUHs7vqqqHt8v06SkABBs3R2Esr3/Pra33wbAU7I76OerrUGXn99pDNO0qeQ/9iiejRupu/seAPRjJQglxN5ua1s4CDU+VRreepKfFP6+WOusHeaViK5II5QQQoihIEEoIYQQQgghhBBCCCF+xltRge3dd7G/9x6Nf/kL+jFjutxIoDYYyH/sURKPOoq215agMhpJOuF4/Dv63gjl27kT97p1JJ90Up+v0WZ23QjlrahAP348Kq0WbUYGScccg+3ttwn5+rbJw/XNN3hKS6m/9z4a/vhHFEXp9lxFUah/4EHQaDAfNr/HcfWj8hn75hvk3HcvWTffxJiXX0KXl4fru+/wNzbi+OwzUk4/HbXB0Kd1CiGEEEL0pNHVyFnvncWCdxbgCrh4/KjHSdQnRh8fnTyaVk8rQDQINSppFGqVmmpHda/juwIuzDozAG3e3QGO97e9j0al4cTC3eHuGZkzKGstwxf08X399xyae6jcFXmEM2lMQOyDUJF2pxRDeONzhimDMcljeg5CxbA57JC8Q1jftB6AwuRCCpMLAbAYLeETtFq8vvg2QtW+9yY7M1QsOOa3AOiSws/PZ5MgVH9EGqEA5ueFfxdbVdOxFUpRFOw+e6+fQ0aNkWZ3MyElRFZCVvS4BKB289fVocvORqXRoC8sRJeV1ftF+4hpGdOiPydjzawz4/IPPHxpnDYdAM/GjbFa0rDZ1LqJg185mLtW3cVTa59i+Y7lzM/v+X2W/lKpVGQnZNPgamBD8wZ8IR9zs+cSbGuj+pJf41yxgpx77ibz+utRqVQYJk3CU16OEgr1PngX/PV1aDIzUOv1MX0eA2WYNAnUajJ3OIakEcqzuRwUpccGdZVOhzolheCuRijfzhrq77kX48wZqHS6aMNTyOMh2NSMvosgFEDSMceQffvthBwONJkZaJKldVSIkaCspYxjXj+GHfb+3TANYEvbFlIMKdHgu+havjn8fbGrGwKI4aUoCm6/W977EEIIEXcShBJCCCGEEEIIIYQQ+y33Tz/R/OyzeMrKOoR+Wl95BZVeT8ppp6F4PCQefXS3G8FUWi35j/+FxKOPJu3CCzFOLibY2kqovW+bCO3vfwAwoCDUz4NK3vJyjEUTo39PPessgm1ttK9Y0adxXT/9hMpoJPXcc2j9579oX7myw+Pu9eupvvRSthx7HDXX/w+Ojz8m84b/wVhU1OvYhrFjsZx9NumXXYbWYiHhwANxff89bW+8AYEAlrPP6tMahRBCCCF680P9D2xq3cRvZv6Gt3/1NhMsEzo8XpBUEP1zpAFFr9GTa86l2t5zECoQCuAOuMlPDG+6snltQLjJ4f3K9zk079BoQAHCm8j9IT/Lti+jyd3EvNx5MXmOIn4ijVCxDCFB50YoCLdCrW1c26EJBMDujX0Q6uDcg6N/LkwppDClEAi3/wCodTq8XnfM5vs5a10V6ZsbaD1kUjRYoUsMPz+/wxa3efc1/pCfNm9bdGPs2JSx5Jpz+br26w7neYIeAqFAr4E+k84U/fOeQSixm7+2Fl1e3nAvY59j1plp93f9vonT5+T3X/yeCmtFt9ebpk8DwL2+pNtz9hbPrnsWRVF4b+t7vFDyAgvHL+TmeTfHfJ7shGwaXY2sbVwLwOzM2dTefgee0lLyn3wCyznnRM81TJ6E4nLh39n3G/3sKVBbhy4nNybrjgW1yYR+7FjSqm34g/64z+cpC4eYjFO6b4QC0KamErS2ogQC1N5yC4RC5D/2GIaiIty7Qn7+2nC7VleNUBFpF11IxrXXYjlL3lsTYqRY27iWJncTb295u9/XbmvbxviU8RJM70WOOQcVKmmEGoH8IT8BJSCNUEIIIeIu9v3VQgghhBBCCCGEEELsJZqeeYb2L1fQ9MST6AoKSDruOBIPPwzbu/8l+eSTyX3gfkwzZ5J0/HE9jqM2mSh45mkA7B+Eg02+nTXocnNQfD60GZ3voOxcuQrf1i3Y3nkH06xZ6Ed1v6Hh57SZmSh+P8G2NrSW8B3cgzYbgYYGDBN3B6ESDjoQdDrc69aRdOyxvY7r/mkdpmnTyLn9dtpXfEXj449jnj8fX9V2mp54AseyZWjS0jAWF+P4/HPMRxxO+mWX9Xnde0o48EBs77xD6+IXMR96KPrCwgGNI4QQQgjxc1X2KlSouHz65Rg0nRsn9wxCZSTsfp02Oml0r0GoyKbtvMQ8yq3l0eaeNQ1rqG+v58a5N3Y4f0bGDAD+vuHvAByYc+AAnpEYSpHPmVg3QkXGizRCAczJmsNbFW+xpW0LRZbdNxeIfF7Fcg3zcuahVWlRUChILNjdCGXY1QhlTkDf7sTld8Xkzt3+oJ8Pqz7E7rVj0BoIvf0RMxSYftaV0XMMehNuPWic9kHPt79odYfb7CKBS5VKxfz8+XxY+SH+kB+dWgeAw+cAev8cijSggQShuuOvq8U8T0KssdZTEOr5kudZtn0ZEywTmGiZ2OU5mtRUdKNH4ynZu4NQFdYKPqv+jN/M/A3HjzmestYyFoxbEJfN71kJWayoWYHVY2V8yniUtz7AuXw52XfcTvJxHd/3Mk6eDIBn0yb0o0f3ey5/XV2H96dGAmNxMalfL8cfin+wwFNaiiYtDW12do/naSwWAlYrzc89h3vtWvIeeQT9qFEYp0zBvmwZiqLgrw1v8O8pCAWQee01MVu/EGLwdjjCTVBLty3l2tnXolb1ra9AURS2tG3hhMIT4rm8fYJOoyMrIUsaoUagSOunNEIJIYSIN2mEEkIIIYQQQgghhBD7LV/FFhKPPJKc++9DP7aQ1n//m+pfX4ricmG54HxUGg2WcxahTUvr85i6UaMA8NfspO7OP7DluONxfL68wzkhr5ea3/2Ohj/+CV9lJSm/WtivdWvSwpveglZr9Ji3vBwAwx7tTGq9HsPECXg2lvY6ZsjrxVNWhmn2LFR6PRnXXYu3tIwdl1/OtgULaF+5koxrr2X8smWMfnExRV+vouCvf0WlHthbjAkHhjcBh1wuUs89p5ezhRBCCCH6rspWRV5iXpchKOi6EQpgdPJoquxVndp59hTZ0JNnDreDtHnbAHhv63uYdWaOKjiqw/k55hwyTBlUWCvIMmUxOqn/m4nF0DJqjEDsg1DJhnD70c8boQDWNqztcK7D50Cv1mPUGmM2v1lnZkbmDAqSCtBpdLsboUy7GqGyMkhzKtS318dkvtV1q7lz5Z08/P3D3Lf6PpTlq2nJNFI878ToOUatEbcegg5HTObcH7R4WgA6NM8dlncY7f521jWuix6LBKF6axXb83NMglCdKYEAgYZGtLkjp9lmX9FdEGqHfQcvlb4E0GMjFIBp+nTce3kQanHJYhK0CZw/+XwmWiaycPzCuDWAjEsdh81rw+l3cuHo02n88yOYjzgcy4UXdjrXMGECqNV4N23u9zyKouCvr0c3wr5ujMXFmFrbMTi9cZ/LU1aGsbi41/+XmrQ0PKVlNP/taVJ+tZCUBaeE1zp1KiGbDX9NDf6a8AZ/aaYTQ6Gn34NE/1Tbq1Ghoq69jjUNa/p8XYunBbvPzvjU8XFc3b4jPzFfglAjkCuwKwgljVBCCCHiTIJQQgghhBBCCCGEEGK/FGpvx19bi2n2LCxnncXo55+n6OtV5D3yZ3LuuQfT1KkDGldXEN5Y6926FefKlSh+PzuvvZbWl16OnuNcvpyQw0H+E48z9p23ST377H7NoU0Pb1YMtrZGj3kqwhuE9gxCAZimTsWzcSOKovQ4pmfjRvD7Mc2aBUDKggUYJk6g/fsfsJx3HuM/WUbmtdegSTQDoElJQaXX92vde9KPykeXn482K4uko48e8DhCCCGEED9XZa+Khjy6km5Mx6Q1oVVrO7TzTE2fitPvpMpe1e21Tr8TCDdCAdi8NjwBD59s/4RjRx+LSWvqcL5KpWJaxjQA5uXOi9vmZhE7Bm18G6H2DELlJ+aTlZDVaXOk3WePBqdi6d5D7+XhIx4G4Ij8I7jtwNuiYSxDbh5pDqhtr43JXM3uZgDeWvgWH57+IdObjeQdeXyHrwGjxojLAEGnBKH6qsW9Kwhl3B2EOjD3QLQqLatqV0WPRVrFegtCRb5naVQa0ox9vwHI/iLQ1ATBoAQQ4sCsM0d/pu7pL2v+glatZXbWbMqt5T2OYZw+jUB9ffj/015ou307H1V9xKLJi0g1pvZ+wSBdPOViPjz9Qz4/63NO9BWheL2kX3JJl69N1CYT+jFjaF+9murLr6DxySf7PE+wrQ3F7UabmxPL5Q+acUoxAKPrg/hD/rjNo/h8eCu2ROfricaSSshmQ5efT/b//u/ute56T9KzsTQchNJq0WZJWFXEV4W1gsNeO4xnfnqm1/eRRe92OHYwP38+Zp2Ztyre6vPHdEvbFgAmpE6I5/L2GXmJedQ6Y/P7i4gdaYQSQggxVCQIJYQQQgghhBBCCCH2S96tWwHQj999d0VNUhIpCxZgOWfRgMfVpKaiNpuxv7cUxe0m709/IvHoo2l44AEa/vhHlGAQ2zvvhgNAxx2HcfJkVBpN/+bY1VAV2CMI5S0vR52cjDY7u8O5xilTCNpsBGp7/gdB948/AUSDUCqNhtH/+hcTPvuUnDvvQJue3tPlA5L74APkPfoIKq025mMLIYQQYv+kKApV9irGJo/t9hyVSsWopFGkG9NRq3b/c+nMzJkArG9a3+21kfaKUYnhFtA2bxtf7vwSp9/JKeNP6fKaGRkzADgw58D+PRkxLOLWCLUrkLJn+E6lUjE3ey5rGtZ02Bxp99l7DbAMRGFKIVPSpwCg0+g4v/h8dGodAEn5hSR6oL6pMiZzWT3h9tr8xHxyVamonW5SCid2OMegMeDWQ8jZuRVGdK2rRqgkfRIzs2ayqmZ3ECrSCNXb53GkESrDlNHh+6EI81WGvx50uRKEijWzzkwgFMAX9EWPfV//PZ9Wf8oV06/gkNxDqLZXRzfSdsU0I/zz1V2yIe7rjYcXS15Ep9Zx0ZSLhmQ+nUbHqKRRqFQqPJs2AWCYNKnb8w2TJ+H+8UfaV66k5bnn8WzuWztUoD7cLDjSvm6MxeFgUmED1Dji1x7i3bIF/P7ofD3R5eSCRkP+I39Gk5gYPW4omghaLZ7ScBBKl5vb7/cOheivf278Jw6fg6fXPc0dK+/o8P1Z9E8gFGCncydFliJOGXcKS7ctZdHSRXxb922v125tC/+bhTRC9U1eYh4Nroa4BlxF/7UHwr/fSSOUEEKIeJN3soQQQgghhBBCCCHEfslbEb67omFCbO+uqFKp0I0ahbe8HLRaEo86klFPPYnlogtp/ee/2PHb3+JcuZKUhQsGvIlBY+ncCOUtr8AwcWKnO/kap4Q3OrpLS3sc0/3TT+gKCjoEnrQWC7o43nHWfPDBmA+UDcFCCCGEiJ1GVyPugJvC5MIezzsw50BmZc3qcKwwpZAkXVKfglDppnT0aj12r52lW5eSlZDFvOx5XV5zVMFRTLRM5PD8w/v3ZMSwiARDknWxDSIVJBagUWkYm9IxpHdA9gE0uZvY6dgZPWb3xicI1ZOUUeMAsO7cFpPx2rxtGDQGTFoTgbo6ALS5uR3OMWqNuAwqkCBUn3XVCAVwWP5hlLWWRZu4Io1QfQ1CZSdk93je/qrl//6BJiUF0+xZvZ8s+sWsC7dNR36uBkNB/vz9n8kz53HhlAspshShoEQ3hHfFWFwMGg3ukvDPbU9pKTU33YziG/mb92udtby39T3OLDqTDFPGkM/v3VyOJjOjx5vepJ5+Okm/PJGxb72JJimJhof+2KdGE/+u7/m6vNxezhxamtRUyM5kbIPCptZNcZvHU1YG7H4/ridpv76EsW+/Fb0pUYTaYMAwcSLtq1fjrdyGLj8/LmsVIqLZ3cwHlR+waNIirpt9HUu3LeXKT67E5rUN99L2SvXt9QRCAcYkj+HWebdy76H30u5v56pPruKtird6vHZd0zpSDCmdXuuJro1KHEVICdHQ3jDcSxF7kEYoIYQQQ0WCUEIIIYQQQgghhBBiv6EEAuy87npca9bg3bIFlV6PfvTomM+jK/r2MdgAACAASURBVAg3BJhmzUSTmIhKoyHnjjvIvuMO2r9aCYEAyQsXDnh8rSUV2N0IpSgK3oqK8B1jf8YwaRJoNHg2buxxTPe6dZhmzhzwmoQQQgghRoIqexUAY1LG9HjebQfexqNHPtrhmFqlZnrm9B6DUE6/Ewhv4E4xpFBlr2JlzUpOHnsyGnXXIfeJlom8tfAtMhMy+/FMxHAxaAxA7BuhCpILWHXuKqZlTOtwfE7WHAB+aPgheszus8d8/t7o88LNHe0122MyXpu3jVRDKiqVCv+udlpdXsd2EKPGiNsASnv3jS+ioxZPCyatqdOmwkPzDgVgde1qANo8bQAkG3oO1EXu0i7fnzpzff897V99RfqVV3ZoahGxEQlCRX6uvrv1XTa1buJ3c3+HUWukyFIEQLm1vNsx1CYThgkT8OxqhLItfR/70qW0f/99nFc/eH/f8HdQwSVTLxmW+T2bN2Es6r4NCiDx8MMZ9fjjGKdMIeP663B9+y3Ozz7rdexoEConJyZrjSXz1GmMbYDS1p5vFjQYntIy1GYzuj6836hJTMRYVNTlY6mnnYpn/Xq8pWXo8kdWu5bY97y++XX8IT8XFF/AlTOu5OHDH2Z903pu/vLm4V7aXqnaUQ1AQVIBOo2O0yeezpJTlnBw7sHc/fXdPLX2qS6Dpdvt21lWtYwF4xZ0utmZ6FpeYvj7Y62zdphXIvbkCuwKQkkjlBBCiDiTIJQQQgghhBBCCCGE2G/46+txfPIJzc88i3fLFvTjxg24lakn+vxwECpx/vwOx9MuupCC558j66bfd7vRoS9Uej3qpCSCrVYAAnV1hByOLsdUG40Yxo/H00MjlL+hkUBjI6YZ0we8JiGEEEKIkaDKVgXQayNUd2ZkzqCirSJ6B+OfixyPBKFW7FxBQAlwyvhTBjSfGHnmZs/l6IKj4xJEimz839O41HGkGlJZ27g2eszus/caYIm1yIZ1f319TMZr84SDULBnO0jHjdwGrQG3AVQuT0zm3B80u5u7bI+ZnDaZNGMaK2tWAlDSXEK6MR2LwdLjeEZNuBEqKyF+TcB7q8Ynn0SbmYnl/POGeyn7pMj3Q5ffhdPn5Km1TzErcxYnFJ4AQH5SPiatiYq2ih7HMc2YjqekBEVR8GwIB6KcX34Z38UPUpOribcr3ubUCaeSYx76sJASCOCr2IJhcs9BqD1ZFi1CP2E8DX9+hFAvjVuBujpUOh2aHtqmhotpylRyWxW21G6I2xye0lIMkyejUg9uS17aRRdR+NqrJB51FMnHHx+j1QnRmTfoZcnmJRw56kgKUwoBOGncSVw962pW161mW1ts2kL3JzvsOwAYnbQ7EJmoT+T//eL/ccbEM3ih5AVu++o2fMGO30+fWfcMeo2ey6ZfNqTr3ZtFglA1zpphXonYkzRCCSGEGCoShBJCCCGEEEIIIYQQ+43Ark197atW4V63DsOECXGZRzcm/I+c5p8FoSB8R930yy8f9ByaNAvBXY1Q3orwxiBDN+Eq49SpeNaX0Prvl3Cv79xwEGmLMk6b1ukxIYQQQoi9SZW9CpPWRHZC9oCun54xnZASYmNL122aP2+ECipBiixF0eYKsfeblzOPp455qtuGr1hTq9TMyZrDmoY1QLjt1eqxkqJPGZL5I7TZu75mGptjMp7VayXVuCsIVVMLOh3azI6tQ0aNEZce1O0ShOqrFncL6cbO4QK1Ss38vPl8Xfs1wVCQHxp+YF7OvF7bBIxaCUJ1JdDaivuHNVjOPx+10Tjcy9kn7dkItbhkMS2eFm498Nbo56xapWaiZWKPjVAAxmnTCdps+KurozeAGelBqH9u/CdBJcil0y4dlvl9lZUofj/GSX0PQqm0WrJvvQ1/dTXWf7/U47n+2jq0OTmDDgLFg3HaVNQKuDdu7LKNZbCUYBDP5s0Yp0yJyXimWbMoePYZEo88MibjCdGVD7Z9QKunlQumXNDh+GkTTkOr1vJ6+evDtLK9i6IofLL9E1bsXEG1oxqjxtipcVOn1nH3IXdzw5wb+KDyA65YdgU2rw2ATa2b+GDbB5wz+ZwuQ++iazkJOahVamrbpRFqJHEH3IA0QgkhhIi/kfdbpxBCCCGEEEIIIYQQceKvbwj/QVEI2e1xC0KlLFxI3iOPYJwev4YlrSWNgDUchPKUhzcGdfd8EubNI9jWRsODD7L9/AtoX726w+OeDSWgVmMsLo7beoUQQgghhkKlvZLC5MJeN/93Z0bGDADWNa3r8vEOQahdQZVTxkkblBicOdlz2OHYQaOrkR2OHbgCLiZY4vO7SnfUBgO+JCOG1nb8If+gx7N5bdE2In9dHbrs7E6b4o1aIy4DaNxelFBo0HPuDxpdjd2Glubnz6fN28ay7ctodDVyQPYBvY6XqEsEGHB4dF8VaRYyzZ49zCvZd0WCUFvbtvKv0n+xcPxCpmV0vDlLkaWIcmt5j4GVSLO1belSQk4nxqlT8W+vxltZiev77wk6HPF7EgNg9Vh5vfx1Th53MgVJBcOyBs/mXe8h9SMIBZB4+GEkHnkkzc88E23664q/vh5dbu6g1hgvpl3v0+VUO6lr7/45DJRvezWKyyXvr4m9hqIo/Lvs3xRZijgo56AOj6Wb0jl+zPG8u+XdbttyRZjT5+S2r27jxi9u5MYvbuS7+u8YlTQKtarz1lyVSsVl0y/jkSMeoaS5hAs+uIANzRu4YfkNZJgyuHTq8IRk91Y6jY6shCxqHNIINZJII5QQQoihIkEoIYQQQgghhBBCCLHfCDSEG6EiASXDxPhsLtQkJpKy4JQBb8Dt0xzp6QRbrQB4yyvQ5uSgSen6rvEpp53KhBVfMv7TT9EXFrLzmmtxl5REH3dv2IBhwgTUJlPc1iuEEEIIEU8fVn7I75b/jpKmEgqTCwc8TqoxlTHJYyhpKunycZffhVFjRKvWkmpMRYWKk8aeNOD5hACigZW1DWvZ0BwOYExLH/q21lCmhTS7QkN7w6DHanO3MrbaB+wKQnWxKd6oMeI2hH9nCrlkg21vFEWhwdXQbRDqkLxDUKHirz/+FYADcsKfV0ogQPWll+JYvrzTNWNTxvLQYQ9x3Jjj4rfwvZC7pARUKoxTY9PqIjqLhPAi7UjXzrq20zmTLJOweW09tjwYJkxAZTDQ9p83AMi45moAaq6/nu0XXkTLc8/FYfUDt7JmJe6Am/OLzx+2NXg3bwKdDsPYsf2+NvuO21FCIWpvvQ0lGOz0uBIM4t2yBf2YMbFYasxp09NRcjIZX6dQ1loW8/EjrWTGKRKEEnuHb+q+ocJawQXFF3T5PvY5k8/B6XfyQeUHw7C6vcP6pvWc+d6ZfFz1MZdOuxStWsum1k2MThrd43Unjj2Rxccvxuq1cu7759LoauTxox+PNqqKvssz51HjlCDUSOIKhH+3M2qkWVUIIUR8SRBKCCGEEEIIIYQQQuw3/PUNqM1mMn5zFSqDAeO0od9cGCvaNAvB1nAjlLe8nP/P3n2Hx1Vdex//nukz6r3LsmS5V7mCwdh04wKGBAghtBtIgdASCOHm5g0xISQQkhBq6IlDCw6dgMGAKe42LsJdvXdpNEVTz/vHSDKKilVGGtlen+fhsXTOPvusMdZIM9q/vYzjc3sdqygK+sREDOlpZDzzNNrYWMquvwFXQQGqqtK2N/+4/rsQQgghhHg2/1m+rPwSv+pnQeqCIc01PX46e+r39NiBwuaxdXaxuHzC5dxz6j0khUknFTE0E2InYNFZ2F6znfyGfIxa44h3hALQJiYS16oOuUuGz+9j7IEWlvx2HfatW/FUVqJPTe02TqfR0dYRhBplXVtGI5vHhtPr7LV7U6wplilxUyhtLSXWFEt2VDYAjh07sW/chGPz5m7XKIrCipwVmHSySPGb2vK/xjB2LNrw8FCXcsLq+F5a2lrKaWmnkRLePSw5O2k2AFurtvY6j6LXY5o0CW91NYrBQPjpp2PMHYfr8BEUkwnnnp6DzaHS8fza8fUZCm0HD2LMzkYxGAZ8rWHMGJL/939xbN1KwzPPdp973z78ViuW+fN7uHp0CJs+g3FVKvsbgh+EchcWgEaDMScn6HMLEUw2t41HvnqEWz65hQRzAhdk97yxw8yEmeTG5PLKwVf67M53MvKrfp7e+zRX/+dq/Kqf585/jttm38YtebcAkBnZdxAKAl1h1yxdQ15iHqsXrmZGwozhLvuElBae1mdoWow8h8eBWWdGq9GGuhQhhBAnOAlCCSGEEEIIIYQQQgh8zc1U3HEnPqs11KUMK291NbrkZCLOOovx27aiTzp+F61qY2LxNjejejy4CwsxjR/fr+v0iYlkPvsM6HWUXvc/OLdvx9fUhGnqlGGuWAghhBBieDg8Dg41HeKqyVex6YpNXJx78ZDmm54wnXpnfY9hELvb3rl4e1LcJFblrhrSvYSAQCBoZuJMdtbu5Ov6r5kYOxG9Rj/idZhT04lthUrb0BYSWt1WkpoCi2Vt69fjralBl9o95KAoCh5zYCG+32Yb0j1PBrWOWoBeO0IBLExbCAQCJB2dHVrXfwSAt65umCscHqrfT93DD1P/1FM4duzA73IN7/1UFWf+XszTZLOQ4dTxvRTgktxLehwzLnoccaY4Nld1D/F9k2l6e9fviRNR9HqSf/Mb0h99hKiLLqRt3z5Uvz94hQ9Rtb2aGGNMSMOHnpJSDNkD7wbVIeriVUScfz51Dz/cpds4gH1T4P9V2ILRG4QKnz6DpGYoKt0d9Ll9zc1oIyNR9CP/PVyI/vD4PPxz/z9Z9voyntzzJIvSF/HC+S9g1Bp7HK8oCpdPuJwDjQfYU7+nz7lf+PoFntrz1AkfmDrYeJB7N9/LJW9dwl92/oUzM8/ktZWvMStxFgCXjr+UH0z/AStzVvZrvqyoLF5Y+gLLspcNZ9kntLSINGodtXh8nlCXItrVOmuJNkp3MyGEEMNPglBCCCGEEEIIIYQQAsfOr7C+/TbO3X3/QnOgVFWl7tFHceZ/HdR5B8tTU9MZftIMYufb0UQbGwMeD869+ageD8bc3jtC/TdDZiaZTz+N3+mk9PobADBPmzZcpQohhBBCDKv8+nz8qj9oO2hPT5gOwJ667j8b2732Lou3hQiW2UmzOdx0mPz6fKbGhyaAEZExlkgnVDeWDmmeJlcTcdbAItiWt94Gvx99SvcgFIDPEnhd5pMg1DH1Jwh1WtppAMxJmgMEXpPbPloPgLf2+AlCqaraGXhyHT5M/WOPU/fHhyj57pUcmjOX4u9cQc0DD+CpqQn6vb01Nfjq6jFNldfIw8miswCQYE5gUfqiHscoisL8lPlsqdrS58L6jvczzO0bvFhmzSLirLMwTZ6M32bDU1YW5OoHr9peTXJYckhr8NbXo4tPGPT1iqKQcs+v0SUkUPmzO/Db7Z3nHJs3YczNRRcfH4xSh0XH17brGO9VusvKBhzo8LVY0URFDro2IYbT5+Wfs/KNldy/9X5yonN4adlLPHjGg2REZvR53bLsZYTpw3jlwCtdjtvcNu7bch/1znqsbisP73yYh796mD9s+8MJG4Y63HSY6z64jrcL3ibGFMPqhat58IwHiTQc/brXarTcNOsmcmP6/169GJrUsFT8qp9qR3WoSxHt9tbtDdlrWiGEECcXCUIJIYQQQgghhBBCCHzWlsCfLS1BndddUED9Xx+h4rbb8DscQZ17MDo6Qp0IdLGxADi2BHbbNfazI1QH04QJZDzxeOATvR7jhAlBrU8IIYQQx6e1h9ays2ZnqMsYkN11gR39OwJMQ5Ubk4tJa+qc95tsbhvhhvCg3EeIb8pLzAPA7XeHbNGYKSUNgObywiHN0+JqIb692bCvqQkAfWpaj2N9lkAHAr8tsJC+bd8+Wj/5ZEj3P1H1Jwg1I2EGf178587OeK79+/FUVqIYDMdVR6jGZ57hyJln4Xe7aWvvODPmxX+S/ugjxFz1vcCYv/+Dql/+X9Dv3ZafDyBdk4eZVqNlXPQ4vjf5e+g0ul7HLUhZQENbA0eaj/Q6xjwrD7RazLNndzlumhL4f9i2b19wig6CKntVSINQfqcTv90+5KCSNiqK1N/fj7u0lOr77gvM7XLh2LETyykLglHqsDFNnYKqQHxxC/XO+h7HtB08RME552LfuHFAc/taWtBGRgWjTCGC6rPyz7j545sxao08dtZjPHPuM/3+eTNMH8by7OV8UPwBTW1NncfXHl7LSwde4ondT7CueB1uv5slGUtYs38N92+9/4QLQzU4G/jBhz/ApDWxduVanj3vWS4ad1FnB04ROmnhgdcZQ+1qK4KjwdlAua08aBvVCCGEEH2RIJQQQgghhBBCCCGEwG8NrFLrCEQFS+vHgQVsnrIyav/856DOPVCqx4O3rg59clJI6wgWbUwgCGXfvAW0Wgw5OQOew5KXR+bTT5H8y18e9x2yhBBCCDF0Hr+H+7bcx+2f3k6LK7g/Fw6n3XW7yY7KJsoYnIWneo2eyXGT2VPfvSOUw+sgTCcdoUTwTUuYhl6jB2BqXGiCUPr2TSOcleVDmqepLdARSo2LOTp3as8doVSLCQC/rZXm19+g+LLLhyXcciLoTxBKURTOGnMWJl3g77X1o/Wg0RBx3nl4jpMglOr30/TiS/gaGnB+tQvnnr1oIiMxz5xJxFlnkXTHHWS99CLxP/oh9s8/x1VQENT7O/fmg06HadKkoM4ruvv3yn9zzZRr+hyzICUQqtlStaXXMYb0NMat+4DICy7octyYmwt6PW1fj44u5QA19pqQBqG8DQ0AQenYFDZvHnE33EDL2n9jff8DnF/tQnW5CFtwypDnHk7a8HDUzFRyqlT2N+zvcUxHINK5u3sovi8+qxVtpHSEEqPLxoqN3P7p7eTG5LLmgjWcnn76gMM7l024DLffzRtH3gDAr/p55WCgQ9Trh1/nxQMvkh2VzV+W/IWrJl/Fiwde5Hdbf3dChaG2VW+jzlnHH874A+kR6aEuR3xDangqABW2ihBXIgD21gc2MQjWRjVCCCFEXyQIJYQQQgghhBBCCCHwtQSCUP4gd4SyffwxpqlTifnud2n6xxrcxcVBnX8gvPX1oKrokk6MjlDa2MCiQudXX2HIyhp0kMkyZw4xl10azNKEEEIIcZwqainC7XfT0NbAn3eGNsT+TdX2ai59+9IeF0Grqsruut1B3214RsIM9jfsx+1zdzluc9sIM0gQSgSfUWtkWvw0IvQRZEZmhqQGXVJg0whfTfWQ5ml2NRPfCoYFczo78upTeglChZkBqH/8Cap+8QvQavE1N59QC2eDpcZRQ6QhsjPk1B+OnTsxTZ6MacJ4VIcDX3vnrVBzl5bibWrq8ZxjyxY8lZXtH2/GuXcv5mnTUDRdl7fEXH45isFA49//EdTa2vbuxZibi8bU/79nMTiKohxzMX5KeAqZEZlsqtrU5zh9Wlq3uTQGA6bc3FHTEcrmttHqaSUlrOfnw5Hgqw90QNLFxwVlvoSbbsQ0fTqVv/gFFbfeClotlnlzgzL3cAqfPotxVSr7G3r+t9ERsHQdOjygef0tLWijJAglRo9/7PsHP1r/IzIiMnjinCcG3dk2NyaX2UmzefXgq/hVP5sqN1HWWsaNM2/Eq3o53HSYFTkrUBSFn835GddMuYaXDrzEfVvuO2F+pusIpI+LHhfiSsR/SwpLQqNoqLBV4PF5+OP2P/ba8U8Mvz11e9ApOibFyqYCQgghhp8EoYQQQgghhBBCCCEEvo6OUM3BC0J56+tx7t5N+JlLiL7026CqOEO4C6+nOrCY70TpCKWLDXSEUt3uwC7HQgghhBBDdLDxIACnp53Oa4de63WX/JG2vWY7+xv3c9P6m1hfup7ilmIqbBXU2GvIr8+n2dUc9CDU9ITpePweDjQe6HLc7rFLRygxbG7Ju4VfnfIrNEpofo2vbw9Caeua8av+Qc/T7GgkphXMqZlEnH02+vR0NGZzz4MtgeOuQ4eIufJK4n/8Y/D58NtHR2BnNKl11HZ2g3KXleF3uY55ja+hHn1KMrqEBAC8dbXDWmN/eBsaKFi2nMOnnErhihVU3XMPLe++i6cmUFvz66+jiYjAOHEirZ9+iuvQIUzTp3WbRxcbS9SFK2l5881eQ1UQ6DDlqarCvnlL5z16Hdv+voV56pShPUgRVIvSF7G5cjOt7tYBX2uaMhnn1/tGxUL8anvgfamQdoRqD0Jpg9ARCkDR60l78AHC5s8n/MwzSb3/d2jDBxe0GEkRM2YRbYfSI1/1eN5VcCTw56FDA5rXZ7WikY5QYpTYWbOTP2z7A4vTF7PmgjXEmmKHNN9lEy6j3FbOhyUf8lz+c8SaYrlu6nUsHbsUjaJhefZyIBByvX327Vw75VpePvgyD+14KBgPJ+TqnHUYtUYiDfI1PtroNXqSLElU2irZUbuD579+ni8rvgx1WSetPXV7GB87fkCbNwghhBCDpQt1AUIIIYQQQgghhBAi9PzWQADKF4SOUJ7KSprX/ht/mxNUlYglSzBkZYFGg7ugcMjzD5a3pgagc0fy45029ugvr43jJQglhBBCiKE70HgAo9bI6oWrWfzqYr6o+IJJcaHfxbeopQitoiUtPI1bP7m1xzEzE2cG9Z7TE6YDgUU8HR9DexBKOkKJYZKXlBfS+2ssFrzhJqKtLuqd9Z2hm4Fqq65Eq4I5LZ3oVauIv/HHvY5VwsPIz4vlnEtuJ/qSS2h+7TWgvavGcbCYfiTVOepIsiShejwUXXgR0ZddRtLP7+zzGm9jE+ZZed8IQtVhHDt2JMrtlWPLFvB4iPnud3GXlmJ9622aX3oZAH1mJt7qaqIuXoU2MoqGv/0NAPO06T3OFfO979H8r9dofuVV4n/4AyAQZmp8/gXa9u7BVVSMu7gY1ekMXKAohC06nbQ/PoQ2vPtzuaesDH9LC6ap3YNXInSWZS9jzf41fFTyEatyVw3oWtPkyTT/6zU85eUYMjKGqcL+qXaMniCULj4haHMaMjPJeOLxoM03EszTpgLg+nofXNL9vPtIoCOUu6QEv8uFxmg85pyqquKzWtFGRgW1ViEGa+3htYTpw/jd6b/DorcMeb6zM88m1hTLzzb8DIA75tyBQWvg7vl3c+n4S7s8tymKwm2zb6PWWcvLB17mJ7N+gkFrGHINodQRSD9WJ0MRGqnhqVTaKvm6PrAR32DC02LofH4fe+v3sjJnZahLEUIIcZKQIJQQQgghhBBCCCGEwNfS3hEqCEGo+scfp/lfgcVrupQUjBMnoigK+vR0XIWhC0J1doRKOjE6QmmMRjRhYfjtdkzjx4e6HCGEEEKcAA40HiA3Opc4cxzZUdl8VdvzLvkjrailiPSIdP5+wd/ZXLkZt9+N1+/F4/fg9XuJNkaTE50T1HsmWhJJDktmT92ezmOt7lbcfjfRxuig3kuIUSUhjtjWSiptlYMOQnW89jKkpARet/SxgNykM/Pqd1L59orASnRNVGABuc9qRZ+WNqj7n6hqHbWMixmHp6ICv8NBy9tvk/izn6JotT2OV/1+fE1NaONiuwShQs2+eQua8HCSfnEXik6H6vXSduAgju3bcGzfjqLREHPFFfjq678RhJra41ym8eMJO/VUml58kbjrrkUxGHDu2kXt73+PLjUF47hxhM2bi2HsWPRp6di/+ILGF17A/sXnRJ5/frf5nHv39nk/ERpT4qYwJnIM7xS+M+AglGXBAgBa3nyLhJtuHI7y+q2zI5QllEGoBgB0sTEhq2E0ME6ciF+rIaaonhZXC1HGo+Elv8OBp6IC4/jxuA4dwl1QgGny5G5z1D/xJG0HDpD+5z8FrrM7wOdDGyXdYkTo2dw2Piz5kGXZy4ISggLQa/Xcmncrn5V/xnVTr2NaQiA0HGmI7DHMrygK54w5h3cL3yW/Pj/kgf+hqnXUkmAOXohUBFdaeBpbqrbwdYMEoUKpoKUAh9fRZTMZIYQQYjhJEEoIIYQQQgghhBBCdAaghhqE8jscWN99j8hly4g45xz0KcmduyQas7NxFxQMudbB8lbXoJhMnQvrTgTa2Fj8djtGCUIJIYQQYohUVeVA4wHOzToXgFmJs/iw5EP8qh+NohmWe7p9bvLr87F77Di9TpxeJw6vg3B9OMuzl3f+HFnUUsTYqLFEGiI76xsJ0+Ons6f+aBCqrLUMgMyIzBGrQYiRpk9OJq6ogip7FTMZWKe1dcXrcHgdqLXtHUdSUo55jVFnpM3b1vl5RyeNjs06RIDX76W+LdCly10WeC7y1ddj37yZ8IULe7zG19ICfj+6mFEWhNqyGcvcuSi6wHIVRafDPHUK5qlTiLvmms5x/owMFL0ebUJ8Z/09ib3maspu+AHWDz4gasUKWt//AEWvJ/vNN9FGRHQZa5kzm8a//x1XL+9NtO3NRzEYMOZK1+XRRFEUlmUv4/Fdj1Ntrx5QRyXj2LGEL15M0z//Sdz3/weNydRtTLW9Gq/fS3pEejDL7qbKXoVG0ZBgCd1Cem99HdqYGBS9PmQ1jAYaoxF/dgY5VaUcaDzA/JT5nedc7d3sIy+4gLpDh2g7dKjHIJRtwwZcBw+iqiqKouC3Bt5T1URKEEqE3vvF7+P0Olk1bmDh0WNZlbtqQIHUOUlzUFDYWr21X0Godwvfpc5RxzVTrxlClcOjzlnHpNjQd0sWPUsLT6PWUcvuut0AWN3yWiIUClsC30MnxE4IcSVCCCFOFsPzWwshhBBCCCGEEEIIcVzxWYPTEcr6wTr8DgcxV3yHyPPPwzxjRuc5Q0427uJiVJ9vSPcYLE9NNfqkpM4FtScCbWwMitmMPn14F+sIIYQQ4sRXZa/C6rYyMWYiADMSZmB1WyluKR62ez7/9fNc/f7V/Hj9j/nphp/yyy9/yX1b7uPuL+6moDmwSN3r91JiLWFs1Nhhq6M30xOmU2GroN4ZCHWUtpYCkBGRMeK1CDFSwtIyibVC8LHffQAAIABJREFUpa1yQNepqsoD2x9g9abVuCsrAND3Iwhl0ppw+Vydn3d00ghGt+Ljic/vQ1XVXs83OBvwq36SLEm4SwLPRYrBgPWdd3ufsyHQ+UUbF4smKgrFYAh5EMpTVYWnpJSwBfOPOVZjNhO5YgWRS5f2OS7stNMwjB1L43PPo/p8WNetI+y007qFoDrm1Kel4S7ouVt1W34+xkkTT/qQyGi0bOwyVFReOfhKv8Z7/V5WvbmK1w+/Tux11+JraqLljTe7jFF9PhxV5Vz7/rXc/cXdw1F2F9X2ahLMCeg0oduz2ltfjy4+PmT3H00iZuaRU6Wyv25fl+OugiMANM7JQTEYcB063O1aVVVxFRbidzjwd2wu1f7eakegV4hQUVWVtYfWMi56HNPip4W0lihjFBNjJ7Ktetsxxza2NbJ682oe/uph7B77CFTXf6qqBjpChTDIKvqWGp6KSuD/E0gQKlRq7YG//yRLUogrEUIIcbKQIJQQQgghhBBCCCGEwGcNTkeoln//G8OYMZjzuu/waMzORvV48JSXD+keg+UuKenXjuTHE2POOCx5eSgaeZtPCCGEEIOTX5/Pd975Dv/Y9w8AJsYFglCzEmcB8FXtV8N27yNNR0iyJLHmgjWsXbmW9y5+j+fOew6Ag00HAaiwVeDxe8iOyh62OnozPWE6AHvqAl2hylsDP8dKEEqcyEyp6UQ7oKZ5YK/bDjYdpNpejdvvRlvXhNuk6zGI0u1+OlPXjlDtHXw7XqOe6Ipbirl3872c8tIprN68utcwVMeizkRLIp6yUhSLhchly2hdtw5/W1uP13gbGwHQxcWhKAq6+PiQB6HsW7YAYFmwoF/jU+/7LUl33NHnGEWjIf6HP6Bt3z4q77gDb1UVEef13j3QkJPdY0co1efDuW8f5qmhXTQuepYZmcnKnJU8s/cZNlZuPOb4/Pp8jjQf4e3Ct7HMnYtp6lQan38e1e/vHNP86qsUnbeUltqyzq6Pw6nGXjOgblbDwVffgDY+LqQ1jBbRM2cT5oLyA10DGu6CAlSdlkv33Io7MwnXoUPdrvU1NXUGoDyVgeBwRydD7QnUiV4cn7ZWbyW/IZ/LJlw2KjYEm5M8h911u7sE33vy1J6nsHvsePwePq/4fISq65+ODsaJ5sRQlyJ6kRae1vmxgiJBqBCpc9Zh1BqJNEh3RCGEECNDVkgIIYQQQgghhBBCCPwtRztC9bULdV/cJSU4tm0j6uKLe/wlqyE7sHjV1cvOy8PJU12Na99+wk45ZcTvPZxSfnMP6Y8/FuoyhBBCCHGcUlWV+7feT35DPmv2r0FBITc6F4AxkWOINkazq27XsN2/3FbO2KixzEiYwfiY8WREZDAjcQY6jY5DTYFFp0UtRQAh6Qg1KXYSOkXXGYQqtZYSb47HoreMeC1CjBR9UmCRvrWieEDXfVL2CQoKC1MXEmeFttiwfl1n1Bpp830jCBUZWDTnt57YixfbvG3cu/leLnrzIl4//DqTYifxr0P/4sk9T3YZ5/P7eGbvM6w9vBYIBKHcJaUY0tOJWrEcv92O7dMNPd7D1x6E0sbEAqBLSAh5EMqxeQvamBiMublBnTdy5Uoizj8f63v/Ab2eiCVLeh1rzBmHu6ioW7dqd2EhqsOBadrUoNYmgud/5/8vOdE53PXZXTS2NfY5dlPlJgC+qvkKu8dO7LXX4C4uxvbpp51jmjZ+jsbtZVqpQoOzAY/PM5zlU2WvIiVs+DbocezYgd/p7HNMoCOUdDQBMLWHHt35/9UR6kgBjpRofFqFqiQ9roMHu71X6i48+t5mZxCqPcDb0dlQiFB5cs+TJJgTWJW7KtSlADAveR4un6vzNVVPKm2VvHLwFS7MuZBYUywfl3w8ghUeW60zEEiXjlCjV2p4aufHE2Mn0upuDWE1J69aRy2JlsRREcIUQghxchhSEEpRlGJFUfYqirJLUZTt7cdiFUX5UFGUw+1/xnxj/C8URTmiKMpBRVHOG2rxQgghhBBCCCGEEGLo/G1tqG43mqgo8HhQHY5BzdP8+uug0RB10YU9njfm5ADgLuy+8/Jwa/1oPQAR55w94vceTopOh8ZgCHUZQgghhDhOfVz2MbvrdvPzuT/n4tyLWTp2aWfIR1EUZibMZFft8AWhylrLunVX0mv0ZEdldwahClsCC01DEYQy6UxMiJ3Anvr2IFRrKZkRmSNehxAjSZecBICrunJA120o28C0hGncMfcO4q3gTYju13UmnQmXz3V0kbnZDDodvuYTuyPUWwVv8crBV/jW+G+x7lvreP7851mZs5JHdz3Km0fe7By3oXwDf975Z9YeXotW0ZIaloq7rAzDmEws8+ejTYin5Z23e7zH0Y5Q7UGoxNAGofx2O63r1xN22mlB72qsKAopv7kHfVoa4YsW9dmRxZiTjep246mo6HLcuTcfAPM06Qg1Wln0Fu5deC9NriY2lPUcAOywqWoTFp0Fr+plS/UWIs87D11qCg3PPts5xrpzOwCrWsejolLjqOlzzvUl67nr87vwq/4+x/VEVQPzD1dHKOt771Hy3StpfOGFPmsIBKHih6WG440xJxufUUdUYR0OT+C9UFVVcR08SEV84DlqW1ob3ro6Gp/v+vfq6iEI1RHg7Qj0ChEKO2t2sq16G9dNvQ6j1hjqcgDIS8pDo2h4YNsD/PWrv/Kdd77DqjdX4fV7O8c8uutRFBRumnUTizMW81nFZ7h97hBW3dU3O3OK0SnJkoRW0ZIVmUVyWLJ0hAqyMmsZn5R+csxxtY5aEswSGBRCCDFygvHu0hJVVWeqqjqn/fO7gPWqquYC69s/R1GUycDlwBTgfOAxRVG0Qbi/EEIIIYQQQgghhBgCX3s3KENmZvvnA19wpvp8tLzxJmGnLUSflNTjGG1kJNqE+JB0hGr96CMM2dkY27tSCSGEEEKc7Lx+Lw/vfJisyCwun3g595x6D79f9PsuY2YmzqTYWnzMrguD0epupdnVTHpEerdz42PGd+kIFW+OJ9IQmkWl0xOmk1+fj9fvpay1rMd6hTiR6JMDi/T91XX97hZc66jl64avWZKxhJzoHLLdkaTnzOjXtSatCb/qx+MPdGJ5fM/j2E3gO8E7QlXYKtBpdNw9/27izHEoisKvT/k1C1IW8OuNv2Zj5UYA1h5eS4I5gfdWvcfalWuJMkTiKStDn5GJotUSdcEF2Dd81uPreF9De0eo6EAoLdARqn7kHuR/aXnrLfytrcRc8Z1hmV8bGcnYN98g7cEH+hx3tFt1101a2vLz0VgsGLKyhqU+ERyT4yYTa4pla/XWXsfY3Db21O3h0gmXEqYP48uKL1F0OuKuvhrn9h04d+/GU1ODsaEVvwLph5uAQMem3rx++HVu33A77xa+S42978BUTw40HsDlcw1LsNtdVkbVr/4fcHQjoJ747Q7UtjZ08XFBr+F4pOh0+HLHkFPl52DTQQDsX27EU1nJZ+mtGDQGXs2uxXT2EmoffBD75i2d17oLi1CMRhSzGU9Fe0eo9gCvpo8gphDDqamtiV9t/BXx5nguGX9JqMvpFGmI5O55d9Pma+Nve/5GQ1sDR5qPsLtuNwCHmw7zdsHbXDHpCpLDkjkz40zsHnufz/Mjrc4RCJJLEGr00ml0ZEdnMyd5DpGGSOkIFWQv7HuBWz65pXOjmt7UOevk60QIIcSICu42OwEXAh1bYbwAXPSN4y+rqupSVbUIOALMG4b7CyGEEEIIIYQQQogB8FsDv6g3ZAR24x9MEMq+cRPe6mqiL+77l6zG7BxcI9wRytvUhGPbNiLOOWdE7yuEEEIIMZq9VfAWhS2F3JJ3CzqNrscxs5NmA/BVzVdBv395azlAt45QEAhC1TpqaXG1UNRSFJJuUB3mJM3B6XWyuWoztY5a6QglTni6pEAQKrzF1e+d1DeUBzqznJF+Bo1//wdKYwvh4yb269qObgVtvjYA3i18F6vRj896YneEqnHUkGRJQqMcXbKh1+p5aPFDZEdnc/unt/NZ+Wd8UfEFF427iIzIDHKic/DW1KC63Z0bmUQuX4Hq8WBdt67bPbyNDWijo1F0ged4XUIC/pYW/C7XyDzIb1BVlcZ/rME0dSrmmTOH7T7a8HA0ZnOfYzq7Vf9XEMqZn49pyhQUreznO5opisK85Hlsrdraa1hzW/U2fKqP09NOZ37yfL6o+AJVVYm65FtoIiJoeO55nLsDC/BLZyShLakiyq5Sba/ucb41+9bwq42/ItkSeH7sKzDVm7cK3kKv0XNW5lkDvrY3npoaqn/zG4ovuxw0GqIvv4y2/Hw8NT0HtXz1gYX80hHqqIgZeYytgX01ewFoePpp1PhYPp7oYVXuKlQFSm5agSEri4rbbuvs/uQqKsQwdiz6lJTOYz6rFbRaNGFhfd5zfcl6Sq2lw/vAxEnH6XVy0/qbqLZX86fFf8Ks6/t74Ui7bOJlvHXRW2y+YjNrV65Fp+j4rPwzAB7e+TDh+nC+P+37ACxIXUC4Ppyn9z7dpWtUKHV0hJJON6Pbc+c9x51z7yTCEIHVdWJvqjDSmtqaUFF5es/TvY5RVZVaR60EoYQQQoyooQahVGCdoig7FEW5of1YkqqqVQDtf3Z8Z0sDyr5xbXn7MSGEEEIIIYQQQggRQh3BJ33m4INQzf9eizYqivAzl/Q5zjxtKm179lL310dQfb6BFzsItk8+BZ+PiLPPHpH7CSGEEEKMdm3eNh7d9SjT46f3uSB3StwUjFoj22u2B72GclsgCJUe3nNHKIDddbs50nyE7KjQdfU8Le00DBoDL3wd2AcyM1KCUOLEpg0Pw28xEWdVqbRV9uuaT8s+JS08jbh3t1Bz331EnHM2MVd+t1/XmnQmAFxeFyXWEspay2g1+gf1uvR4UmMPBKH+W4QhgsfOeoxwfTg3rr8Rv+pnVe6qzvPu0sCSC0P763fT1CkYsrKwvv1Ot7l8jU1oY2M7P9clBBbvBqMrVOvHn1B82eWo3v4tULZv3Ii7sJDY712JoihDvv9QaCMj0SUkdOlWrbrduPbvxzRtWggrE/01L2Uetc5aSqwlPZ7fVLUJs87MzMSZnJZ+GlX2Kj6v+BxteBgxl11K67p11L/1Bh4t2C8+E4DJJSo1jq4BIlVVeXz34/x+2+85O/Ns/nLmXwCotPfvubGD1+/lvaL3WJyxmChj8LoFNb34Ek0vvYxl7lwyn/obsVdeCYDt4487x7gKCqi+97cUnL8U24ZAaFUrQahOcbPmY/BC9d6tOPfm49i8mbILZuDVKVwz5RoMGgPbWvNJ/+tfUT0eym++Bb/LhbuwCGN2NvrUVDxVgWCcz9qCNiKiz+e45rZmbt9wO7/d8tuReojiJOD1e7nzszvJb8jn94t+z8zE4QscD1WYPowIQwR5SXl8XvE5O2t28mn5p1w79drO50ej1sgv5v+CHTU7eGL3EyGuOKDOWUe4PhyL3hLqUkQfooxRmHVmIo2ROLyOUROkOxE0u5oBeK/oPcqsZT2OsXvsOL1OCUIJIYQYUUMNQi1UVTUPWArcqCjKoj7G9vRKr8ftWRRFuUFRlO2Komyvq6sbYolCCCGEEEIIIYQQoi8+a2B3PENGYFGnr3lgC858zc3YPlpP5MqVaAyGPsfG33gjURdeSP2jj1J2ww/wNjUNrugBaP3oI3QpKZimThn2ewkhhBBCHA9ePPAitY5abp19a5+LNfVaPdPip7GzdmfQayhrDSyeSY/oHoTKjckF4L4t92H32FmRsyLo9+8vi97CqamnsrlqM4B0hBInBSUxntjW/i32d3gcbKnawuL0M2h87nksc+eS9qc/HfO1YYeOIFSbt40vKr4AwGZS8DQP/2vFUKpx1JAU1j0IBZAUlsRjZwfCUAvTFnbpnOcuDQQ/9JljgEB3nMjly3Fs24anums3G19DA7oeg1C1Q67f+s7bOHfv7nbP3jT9Yw3auDgili4d8r2DwZDTtVt12+HDqB4PZnnf4LgwP3k+AFurt/Z4flPlJvKS8jBoDZyfdT65Mbnc/untbKzcSMz3vgcaDa6PPqEoCTJPPQdNWBizKvRdOkKpqsqD2x/ksV2PsTJnJQ+c8UDnzwC9dY7qzcbKjTS2NbIiO7g/z3hra9ElJpL+lz9jnjEDQ04O+jGZtH74IdYP1lFyzbUULltO8yuv4K2vp/aPDwHSEeqbzNMD4Ud3/j4ann4aTUQEH8xQyYzIJD0inWkJ09hRswNj9lhS//B72vLzqfrl/+EpL8fQEYRq7wjlb7GiiYrs835fVH6BX/WzsXIjRS1Fw/74xIlPVVV+u+W3fFr2Kb+Y94ugdp0bTqennc7hpsOs3ryaeHM8353UNUC/Mmclq8at4m97/sau2l0hqvKoWkctCRbpBnW8iDQEnottbluIKzlxNLmamB4/HZ1Gx5r9a3ocI53ThBBChMKQglCqqla2/1kLvA7MA2oURUkBaP+z4120ciDjG5enAz2+c6qq6t9UVZ2jquqchAT5xiiEEEIIIYQQQggxnHwt7UGojo5Q1oEFoVreeRfV4yH6kouPOVZjNpPyu/tIvuceHFu3UnTxJTj37Bl40f3kt9uxf/EFEWefHfJdp4UQQgghRoMWVwtP732a09NOZ27y3GOOn500mwONB7B77EGto7y1nGhjNBGGiG7nEswJRBujqbBVcM6Yc5iRMCOo9x6oMzPP7Py4p+CWECcaY2oaca0qVbaqY47dXLUZl8/FmdrJeCoqiFh6PopO1/97aY0AtPna+LLiSwDsZvD20BHK29SEr7m533OPVqqqUmOvIdmS3OuY8THjeXvV2zy46MEuxz2lZaDXo085em3U8mWgqljffa/LWG9TE9q4uM7PjwahhrYZraqqOLbvCNRTXn7M8e6SEmwbNhBz2WX9DsgNN2NODu7DRzo7VbftzQeQjlDHiYyIDJIsSWyp2tLtXLW9mmJrMaeknAIEuqw9c+4zjIkcw80f38w2bwFRy5YBcDhVYVLiVMwzZzKhUukMOPn8Pu7ZdA9/3/d3rph4BasXrkan0WHRW4g2Rve7W16HdwrfIcYYw2lppw3xkXflbajvEmpSFIWIM8/CvnETFbfcgru0hITbb2fcp5+Q8pt7UN1uQIJQ36TPyMAdbiR3Rw2t69ahXLyUL5p3dP6MPDd5Lvsb99PY1kjEmWcS/+MfYX37bVBVjNlj0aem4mtsxO904rNa0Ub23fHrs7LPiDJGodPoeOXgKyPxEMUJ7m97/sZrh17jf6b+D5dPvDzU5fTb6emnA3Ck+Qg/mvGjHjst3TXvLmJNsfx5559R1R732h8xtY5a6XJzHOl4j8Hqtoa4khNHS1sL42LGMTV+KgcaD/Q4ptbZHoSS0KAQQogRNOgglKIoYYqiRHR8DJwL5ANvAVe3D7saeLP947eAyxVFMSqKMhbIBXrenkUIIYQQQgghhBBCjBh/e/BJn9neEaqHBWf/zbZhA0WXXoZz926a/70W4+RJmCZO7Nf9FEUh5rJLGfPiiyiKQvF3r6Tp1VcH/wD6qvPzL1DdbiLOPntY5hdCCCGEON48m/8sNreNW/Ju6df4vKQ8/Ko/6Dtxl7WWkR7ec6hIURTGx4xHq2j5yayfBPW+g7E4YzEaRUOUMYooY98LXIU4EZhT0olrVfrVEWpD+QYi9BFkH2oFIPzUUwd2L50ZCCxU3Fa9jbTwNGwm8Ftbu4xTfT5Kr7qKittvH9D8o1Gzqxm3391rR6gO8eZ4wg3hXY65S0owpKaiaLWdxwxZWZimTaPlnXe6jPU1NKCNjen8PFhBKE9FBd7awEJHd1nZMcc3vfgiaLVEX37ZkO4bTOaZM/E7HLTtDyzkdObvRRsdjT5dwq7HA0VRmJ8yn+012/Gr/i7nNlVuAuCU1FM6j8WYYnj63KfJisziJx//hNLls/DpFGomJxFhiMCQk018vZtqWxUev4e7Pr+LtYfXcv2067lr3l1olKNLq1LCUqiyHzsk+k07qndwatqp6LX6ITzq7rz19Wjj47oci7niO0StWkX6Y48y7sMPib/henTt3djCTj0VxWhEGx0d1DqOZ4qioEwcx5QSP14trM7YiUlr4oczfgjA2Zln41f9fFTyERDodB+2KBDgMOTkoE9NAcBTVdUehOq9I5TX7+WLyi9YkrGE87LO480jbwZ9owFxcnmn8B0e2fUIK7JX9Pu13WiRHZVNeng6mRGZrMpd1eMYi97CDdNvYEfNjs7n9lCpc9SRaJYg1PGioyNUq7v1GCNFf6iqSpOriShjFGMix1BiLelxXJ0j8BojydL3axwhhBAimIbSESoJ+EJRlN0EAk3vqqr6PnA/cI6iKIeBc9o/R1XVr4FXgX3A+8CNqqr6hlK8EEIIIYQQQgghhBi6jo5Quvh4FKMRfx9BKNXvp+nlVyj78Y207d1LybXX4dq3n+iLLxnwfc3TppK19jUss2dT/et7Onf2tm/Z2q8wVn+0fvgh2pgYLLPzgjKfEEIIIcTxrNpezT/3/5Pl2cuZEDuhX9fMTJiJVtGyo2ZHUGspby3vs7vSD2f8kHtPu5exUWODet/BiDHFcErqKUyI6d/fmRDHO31yMlF2leqWvrv9+FU/G8o2sDBtIW2btqJLTUE/ZsyA7tXREerLii9p87WxdOxS7CbAZkf1Hw04WN97D9fhIzh27e5y/HhU46gBBr5IUFVVnLt2YZoyudu5qBXLce3fj+vIkcBYrxdfSwu62KMhCW1sLGg0Qw5CObZv7/zYU17R51i/3U7z2n8Tef756BNHzwJiy/x5ADi2bAYCHaFMU6dKJ+njyLzkeTS2NXKk+UiX45sqNxFvjic3OrfL8Y4wVHZ0NjcW/4GbfxqFsnAOEAgT6t1+nNWVvFf4Hu8Xv8+tebdyc97N3f5NpISldHaO6o96Zz21zlqmxE055lhfayuOnTv7PbevvqFbdydDRgapv7uPiDPP7BKYVBSFtD89xJgXnu9yXEDynECnrg3TNOz2lXD/ovtJDgt03RsfM56syCzeL34fAEWrJe2hh0j700MYx49Hn5oKgKeiEn9LC9qo3oNQu2p30epu5Yz0M1g1bhU2jy3oP1+Lk8vfv/47E2Mncs+p9xx3378UReGRsx7hibOfQK/pPST6rfHfIjUslb9+9deQdYXyq37qnHXEW6Sb3vGioyNUizs4v2M62Tm8Djx+DzHGGDIiMmhoa8DmtnUb1/EaJ94sXytCCCFGzqCDUKqqFqqqOqP9vymqqv62/XiDqqpnqaqa2/5n4zeu+a2qqjmqqk5QVfU/wXgAQgghhBBCCCGEEGJofFYrmshIFK0WbVRUryEk24YNFCxdSvWvf03Y/Plkv/Um2ugoFIOBqOXLBnVvXUwMsVd+F/x+3GXl+Gw2Sq+9lsZ/rBnKQwJAdbuxbdhA+JlLUHS6Ic8nhBBCCHG8e3LPk/hUHzfOurHf11j0FibFTmJnbf8X5h6L1++lyl5FRkRGr2PmJs9lefbyoN1zqP54xh/505I/hboMIUaELjkJjQqtlaV9jsuvz6ehrYHFqYuwb9kS6DYywIW4HUGo9aXrMWgMLMlYgt2koKgq/tbALu6q10v9I4+CVovqcOAu7nkX8uNFjX1wQShPSQne2los8+Z3Oxe5dCloNJ1doXzNzaCqXTpCKVoturi4IQehnDt2oomMRJeagqe877Ccc88e/DYbURdeOKR7Bps+MRFDTg72zVvw2+24jhzBNPXYQRUxesxLDoTZtlZt7TzmV/1srtrMgpQFPT4XRZuieeqcp8iJzqFOY2NK/FQAjFlZAETUWHn9yOukhadx3dTrerxvSngKlbbKfi/I39ewD4DJcd0DjP+t7q9/peR7V+GzHbtLkOr3421oQBfX/8XG2qgozDNn9nv8ySJ80RnoEhJYctdfeOSsRzg19WhnQ0VRWDp2Kdurt3d2utCGhxO5dCmKohwNQlVWdr6/2pv3it5Dp9FxSuopZEZkAkcXjYvhV++sp7mtOdRl9Ghr1VauePcKXD5Xv6/x+r0UNBcwP3l+0LvNjZSc6BwyInt/PQhg0Bq4esrV5Dfkdwu+jpRqezUev6fP165idJGOUMHV7Ao8d0YboxkTGdj0orS1++vEOkcdEfoILHrLiNYnhBDi5DaUjlBCCCGEEEIIIYQQ4gTgs7agbf9FvTYqEl9z9yCUz2an8ud3oWh1pP3pITL+9iTG3FzGvvoqWS+/hDY6etD316cHOgF4ystwl5QEQlFFRYOer4N9yxb8NhsRZ5895LmEEEIIIY53Za1lvHH4Db49/tukhacN6Nq8pDz21u3F7XMHpZYqexU+1ddnR6jRJkwf1rmgSogTnT450AnDU91315NPyz5Fq2iZ1xyL32ol/NRT+xzfE7PODEBhSyFzk+eSaEnEZgqc81kD3Ytb3nobd0kJ8Tf+GIC2r78e8H1Gk86OUGG9B6E8NbWU/ejHVP361/jb2gCwbw0EPizz5nUbr0tIIGzBAqzvvIuqqngbAvvV6uLiuo0bckeoHTuwzJqFIXPMMYNQrsJCAIzjc/scFwph8+fj2LEjsBGLz0f4ojNCXZIYgJTwFDIiMthSvaXz2MHGgzS5mjgl9ZRer4s2RfPUuU9x3dTrOgPXhvYgVHIj7KjZwblZ5/Ya6kwJS8HhdWB1W/tV59cNX6OgMCl2Up/jVFWl9aOPwOfr13tivpYW8Pm6dYQSA2fJm0Xu558xZcZZLEpf1O38+Vnno6KyrmRdt3O6xETQavGUleKzWtFGRnUbo6oqD+98mH8d+hcX5lxImD6MeEs8Cgq1jtpheUyiu9s+uY27v7g71GX0aFvNNvbW76WwubDf15RaS3H73YyPHT+MlY0O52adi0bR8EHxByG5f3FLMQBZkVkhub8YuI6OUP39Xi361hEijTZGdwZ5ewxCOetItIyeDrBCCCFODhKEEkKyU3ukAAAgAElEQVQIIYQQQgghhDjJ+VqOBqE0vXSEavrnP/E1N5N6/+8Cu562d1jSxcdjmnzsXW370hGEcpeX4ykN/ALFXTL0Hb5b132IxmIhbBCL8YQQQgghTjRP7H4CrUbL9dOuH/C1eUl5uP1u8uvzg1LLocZDAIyNGhuU+YQQwaVLCgR0DA2tODyOXsd9UvYJeUl5KNv3gKJgOaX38EFvOjpCASxMW0iEIQJbIBuFr8WK6vFQ/9hjmCZPJv7730cxGGjbt2/A9xlNqu3VaBUtcaa4Hs/bPv+coosuwr5xI80vv0LJFd/FW1eHY+s2dAkJGMZm9Xhd5PLleMrLce7aha8pEITSxsZ2GRMIQtUPunZPZSXuwkLMs2ejT0/DXVHR53h3UTEaiyUQFhhlLAvmozoc1D3yCGGnn44lb1aoSxIDNC95Hjuqd+Dz+wDYXrMdgPnJ3bumfVOUMYrbZt9GnDnwNahLTkY16EltDHR5Oi/rvF6vTQlLAQKh7v7Y17CPrKisY3ZHcO3fj7cyMKe76NhhiI5Aoy6+5+cRETzZ0dnkxuTyftH73c4pOh2WuXNpevVf4POhjeoemn82/1me2vsUl+Rewv8t+D8A9Bo9ceY4CUKNoIKWArbXbMfj94S6lG46uo0VtvQ/CHWoKfB6akLMhGGpaTSJN8czJ2kO60rW9dqN75PST3hox0PcueFOrvrPVdy0/iYqbH3/jNJfRdZAOFVeux4/pCNUcDW5mgCIMcWQGdkehLJ2D0LVOGpIsCSMaG1CCCGEBKGEEEIIIYQQQgghTnL+FiuaqI6OUNHdglCe6moann2W8DPOwDx9etDvrw0PRxsdjae8AnfJ0SBUb7/Y7A/V56P1448JO2MRGqPx2BcIIYQQQpzAqu3VvFP4DpdPuHxQC1PyEvMA2Fm7Myj1bK3eillnZmrc1KDMJ4QIro6OUHGtvS/2L28t50jzERanL8b+5UZMkyahi4kZ8L1MOlPnxwvTFmLRWXCaAssYfC3NNL/+Op7ycuJv/gmKwYBxwoTjPgjVsUhQq9F2Oa56PNT+8SHKrr8BXUICY1//N+mPPYarqIjKn/8cx9atWObN67VTTcS556AYjVjfeRdvQwMAuv8OQiUmDrojlLepibIf/ADFYiHinLMxpKfjq6/H73T2eo27qAhDVlavNYdS2Lx5oCjg9ZJwyy2hLkcMwvyU+bR6WjnQeAAIBAPiTHF9dlvriaLRoM1II6URMiIymBzb+4Y/qeGpAFTZ+hmEqt/H5LhjbyDUuv5j0GhAq8VVcOwwhK/9a1wrHaFGxNKspeyq20W1vXunxMSf/hR/ewdDTWTXINS26m08/NXDnDvmXP7fKf+vy/N+oiWxs0OgGF5Wt5VWdytOr5MDDQdCXU43dc7A9+Wilu7d4ApbCvmk9JNuxw82HUSn6E6acM55WedR1FLE4ebD3c5Z3VZu+/Q21uxbw976vWgVLTtrdvLtt7/NpspNx5z7y4oveXjnw72eL24pJlwf3muAXYw+Zp0ZnaLD6pKOUMHQ7DraEcqsM5NoSaTE2n0jwzqHdIQSQggx8iQIJYQQQgghhBBCCHGS81mtaCOjANBGReGpqqJ69b2UXHU1h05dyJHFS/BbrcTfdNOw1aBPT8dTXo67vSOUv7UVX3PzoOdz7tqFr6GByHPOCVaJQgghhBDHrW3V2/CrflbkrBjU9TGmGHKicjo7LQzV1uqtzEqchV6rD8p8Qojg0kREoJqNxLWqVNoqcRcX43d07Qy1oXwDAGfEzcexezdhCwfXidekDQShUsNSGRs5FkVRUCPDgMBC//onnsA0YzrhZ5wRGD9lMm379lHVWsmfXr6Zxp1bOkM/x4saew1Jlq5BDU9lJSVXXU3DU08RfemlZL36CsbsbCLOXELSXXdh37gJb20tlnnzep1XGx5O+JIlWP/zH5pfehk0GnQJXcOvuoQEfA0NqF7vgGpWVZWKn9yMu6SUjMcexTh2LPq0QHdnTx9dodxFRRjGjs5F2troaMJOWUDUhRdinjol1OWIQZibPBeALdVbgEAQanzM+EHNZR6bQ1qTworsFX0G95LDAkHRgpYCfvLxT9hStaXXsfXOemqdtX0Gqzq0rl+PedYsDBkZuAv70RGqPtDZTSdBqBFxftb5AHxQ/EG3c+ZpU4lcEfgZu+P9VQj8/7/zszvJjMjkNwt/0+3fVaIlUTpCjZBvBheDtbFDMHV0hPrvIJTdY+fHH/2Yn3/+824bhh1qOkRWVBYGrWHE6gylszLPQqNoeOvIW93Obavehk/18dS5T/GfS/7Dc+c/xysrXiHeHM89m+7B6+/9Zx6v38vqzat5au9TFDQX9Dim2FpMVuToDHWLnimKQqQxUjpCDZHVbcXn99HcdjQIBTAmcky3jlC7andR56gjwSwdoYQQQowsCUIJIYQQQgghhBBCnOQCQajAjqWGzAz8Vistb7yB6nIRcdaZJP3iLrL+9S/M04Zvx359ejru8jLcpSWBHXABd3HxoOdrXfchil5P2KJFQapQCCGEEOL4tbtuN2H6MMZFjxv0HHlJeeyu3Y3P7xtSLfXOeo40H2Fecu+L+YUQoaUoCtqkJGJbobq5jMJVF9PwzLOd51VV5aOSj8iOyib2QBV4PISdOsggVHtHqNPSTutcYKpERADQ8PzzeCurSPjJzSiKgtVthfE5+FtbKfnhDzj/1x9Sc8U1FH/70iF1FB5pNY6uQSjV76f4yitxHTpE6h8fJOU396AxHe2UFX3ptwlfvBgAy7y5fc4dtXwZvsZGnF9/Tcrq1Wijorqc1yUmgKribWgcUM32zz/HsX07SXffTdiCBQDo09MAcJeX93iNv60NT1XVqA1CAWQ88wwp9/8u1GWIQYo3x5MTlcPW6q14/V4KmgsGHYQyjc0mpUXD9ydf2+e4OFMcBo2BJ3c/yadln7KueF2vY/c1BLrXTYnvO2jXdugQrgMHiDjrLAw5Objag1DWD9bhbWrq8RpvfXvXNwlCjYiMyAwmx03m/aL3ezyfePtthJ2xCPOM6UAgXPHzz36OzW3jj4v/SJg+rNs1SZYkauzSEWokVNgCgV2domNHzQ7cPje763aHuKqjOjpCFbZ0DUE+sO0BKmwVOL3OzjEdhhL8PB7FmeM4b8x5vLDvBZ7Z+0yXn/s2V27GrDMzPX5657GMiAxuzbuVClsFH5Z82Ou8/yn6T+e/jzcL3uxxTLG1mKyorOA8EDFiIgwRgdcOYlCq7dWc91rga67J1YRG0RBhCLxGy4zIpLS1fUND1c+z+c9yzfvXkByWzMW5F4eybCGEECchCUIJIYQQQgghhBBCnMR87Z2XtLGxAMRdfz3jPtvA+O3byHrlZVJWryb26quHfXdkQ0Y6nsoq3MUlmGfMAMBdUjKouVRVpfWjj7Ccegra8PBglimEEEIIcdywuW1U2iqBQBBqavxUtBrtoOfLS8rD5rFxqOnQkOraXh3oKiVBKCFGN1NKKvGt0HJ4P6rTSdv+/Z3n3ix4k+0127k492LsGzeiGI2Y8/IGdx+didULV3P99Os7j3WEd1z79mPOy+vsNnXjRzfyuDOwCD1qxxHenK/wyeJYPJWVtO3bN9iHOqJUVQ0EocKOBqHcxcV4K6tI+sVdRC1b1u0aRVFIfeAPZDz5BMZjhIrCFy8m8c47Gbv2NaIv6b4QsaNDlLe2/11IVFWl/rHH0aWmdJnTkN7eEaqsnOY33sBdVtblOndJCagqxuzRG4RSFEU6PBzn5qXMY2fNTgqaC3D5XOTG5A5qHkNWFni9qNV9f20oikJKeAptvjY0iobDzYd7HdvxM9PE2Im9jvG3tVF5x51oY2KIWrEcY3Y27tJSnHv3UnHLLTS9+GKP13nr61D0ejTtwVEx/JZmLSW/IZ8ya1m3c/qUFDKffBJ9cqBj2GP/n737Dqyqvv8//jx335vcjJu9Ewhgwg7IFFAUERy4oIq7rdpatdZJ6+hXbV11VPpzj2pbZ11VERBUhjIUWSEgK4TsvXP3+P1xycWYBBJMchN4P/4p3PM557xDJckNn9d5bX2Wb8u/5Z5J93QaVokzxdHobMTutvfq3ILAe6KpSVPZUrmF+9bdx+WfXR54PZjcXjc1thpUioqDjQcDD51YXbSa9/e+Hwj3FDUd/u+uwdFAeUv5CRWEAvjrKX9lTsYc/r757zz63aN4fV4ANpRtYHzc+HZtw6emnEpGeAav7ni1w8C8x+vhpdyXGBo5lBnJM1iyf0m7h35YXVbKW8pJD0vvtY9L9A6z1iyNUD/DY989RrOrmdyqXBocDYTrwgM/T0oNS6XWXktRYxG/++J3PPX9U8xMncm7575LalhqkCcXQghxopEglBBCCCGEEEIIIcQJrOF/H4PbjXnWLAAUtRptbGyfbwTSJiWDy4Wnutr/JHGVCldh4TFdy7FrF66SEsIOfUxCCCGEECeiv2/+O/M/mU+1rZo9dXsYHTP6Z11vfNx4AL6v+L5b531X/h2XfXZZ4GnMG8s3EqoNJSsq62fNI4ToXdr4BKKbVbgONZM49u0DoKChgIc2PsTJ8SdzedbltKxbh2n8eFR6/THf6/zM84kPiQ/83hQSgVvjf08ac7O/DepAwwG2Vm3lC90+jONyWHVOCm+druWNUQ34FIXmVauO/YPtQ43ORmxuW5tGKHteHgCGkaM6Ow212UzojBlHvb6i0RD1y2vQDxrU4fFAEKqqqsPjHbFu3Iht61air70WRXt4k7E6OhrFYKD62WcpW/RHDlx0Mc2rVweOOw8cAOjXjVBi4JsQPwGb28ZH+z4COOZggC4jHehaO/lJlpMYGT2SCzIvYE/dnk4b6cqay4jQR3TYBtSq8rHHcOzeTcLDD6GJiUE3aBC4XFQ//wIA9ryOQ56e6hrUMdES5OtDs9NnA7D84HLAH6JweV3t1q0pXsNLuS9x0ZCLmJc5r9PrxZpiAai0dj2Y2h1lzWW9ct2BqKS5BKPGyOmpp1PvqGdJ/pLA68FWY6vBh49sSzYur4vS5lJq7bX8ed2fGRo5lPun3A+0DULtrfMHMIdZhgVl5mDRqrU8Mu0Rrsi+gjd2vcEdq++gsLGQgsYCJiVMardepai4Zvg1/FD7A+vL1rc7vqJwBQcaDnDtqGuZlzmPSlslG8o2tFnT2nojjVADT5g+TIJQx2hd6TpWHFyBTqVjX/0+6ux1hOsPt8ymmdMAWPDpAjaWbeTuiXfzxIwnAo1RQgghRF+SIJQQQgghhBBCCCHECcZVUUn1Sy/htdmof+dtDCNH9nrj09FoDz1JGkCfORhtYiLOgmNrhGpauRJUKkJnzuyp8YQQQgghBpwfan+g0dnIQxsfwuvz/uwgVHxIPIkhiWyu3Nzlc+xuO39e92e2V21nc4X/vG/LvmV83Hg0Ks3PmkcI0bs08XGEN3nQHPBvEnYVFWFvaeTONXeiU+t4+JSH8VZV49y3n5Apk3v03madmcYwDaYJEwiZNBGAzw58BkCj14rquYd5+2QHs9Nn44sIoyo9nOZVq490yX6jrMW/Mf3HwS/7jh0oBgP6wR2Hl3rSsQShqp99Dk1sLOEXtm2YUhQFbVISnro6IhYsQJuYSNFvfkv1c8/h83oPB6HS0nruAxDiJ8bHjUdB4cN9H6JW1AyKOLa/R7r0dAAch8KfR/LotEd5fc7rZEdl0+JqobSl41aZcmt5m7/rP9W4/HPq3nwLy9VXYz71VIDA54HmL74ADgclf8pdXY0mKvqos4qekxCawOiY0Sw74G8mvH/9/Vy19Ko2a8qay/jT13/iJMtJLJqw6IjXaw1CVVgrunT/7oR2Nlds5sz3zwx8/32iK20uJSk0KfBgh9bmuO6G0HbW7OTVHa/y8f6PWVe6jr11e6m313cahuyKals14G+3A8hvyOfB9Q/638ed8hBpYWmoFFWbINTuut3+jyPi2BrwBjKVouLOk+/k9vG38/nBz7ly6ZUATEpsH4QCOHvQ2cQYY/jnjn+2ed3r8/Li9hdJD0tnVuosZiTPIFwfzr3f3Mvrea/T4moB/A8AAKQRagAy68yBh7GIrnN6nDy88WFSzalcnn05hU2FVFgriDREBta0fq9lMVh4Y+4bXHLSJRLMFkIIETQShBJCCCGEEEIIIYQ4wVQ++ihVTzzJgQsvwrF3H5GX/CLYI6FLORyE0qamoktLw3nwGINQK1ZiyslBY7H01HhCCCGEEP3Gl4Vfsqtm1xHX+Hw+8hv8G3lXHFwB8LODUAA5cTl8X/F9lzf7vbLjFYqailBQ2Fa1jfKWcgqbCgMb/YQQ/Zc2Lh6VF2J3HQrM+Hy8vvQhdtXu4sEpDxIXEkfLOv/T9UOmTOnRe5t1Zp65LIKkp/9+6NY+luQvIdbo3zS+rnQdtfZaRkSN4LzM81iV2ow9Nxd3dXW7a/l8PureegtXRdc2mve2kib/Rvbk0MPvgW15eRiGDUPR9H5AVBMVBXQ9CGX9/nus335L1K9+2WHrV+SC+UTf8Fvi7/8/0t96k7BzzqHq6cUU33QzttwdaBISUJlMPfoxCPFjEYYITrKcRIurhfSwdPTqY2unU0dGok1LpWXt10dfq1KjVWkD7VN7avd0uK6ipaJN+9uPOYtLKLvnHgwjRxJ76x8Cr/+4Qc0wciTuiooOP7e5a2rQREsQqq/NyZjD7rrdrCtdx8f7Pya3OrfNRvsXtr+A0+PkiRlPYNAYjnit1v82fhrGefuHt5n30Tzq7fWB11YVreKs98/iu/LvujRnbnUucPh9wEDl9Dh7JMhQ2uIPQqWEpfDirBd59vRnAaiydj0UDPDwxod56vunuPvru7l+xfVc+PGFTHtnGud9dB41tppjmq31//8J8f73Ry9uf5GVhSu5ceyNDLMMQ6vWkhCS0CYItbNmJ1GGqECY7kR01fCreHjawzQ4GogyRHUaCtOpdVyefTkbyjaQV3M4WLq6aDV76/Zy3ajrUKvU6NQ6njn9GTLCM3h80+PMem8WizcvZkvlFhQU0sIk1D3QhOnCJAh1DP61818UNBawaMIisqOy8fq87KzZSYQ+IrAmIzyD1856jXfOeUeavoUQQgSdBKGEEEIIIYQQQgghTiCO/ftpXLoU06RJOIuLUZnNhM2ZE+yx0CYkwKGnxulSU9GlpeIsLOz2EzWdBQU49u7FfOas3hhTCCGEECKoXB4Xi9Yu4rltzx1xXY29hiZnUyD8lBGeQbg+/Gfff1zcOGrttRQ0FvB9xfd8sv+TTtcWNBTwSu4rzMmYQ3ZUNturtvNt+bfA4Y1+Qoj+SxPv36CdWerFk+TfaLt14ydcMuwSTks9DYCWdetQWyzohw3r0XubdWb2RdjRRPqfPJ5bnUtRUxHXj74ejaJhSf4SAAZHDGbB0AV8N9j/vrF5dftWKOeBAsrvf4CGj/7XozMeq+LmYgCSQpMA8Hk8OHbuwjC8b1qaFZ0OdWRkl4NQ1c89j9piIWLBgg6PW666ipibb0ZRFFRGI4mPPUrcHxfRvGoVzV9+iT4jveeGF6ITrd9XtLa8HAtFUQg7czYtGzbgrqvr0jmt99tbv7fD4501QvlcLkpvuw18PpKefAJFpwscU5vNaGJjUQwGYm78HdBxK5S7uhpNdFSX5hQ9Z1baLBQUFq1ZhMfnAWBH9Q7AH9r5/ODnnJF6BqlhqUe9VkeNUEsPLOWhjQ+R35DP2pK1gddb22yWFyzv0pytD0RYXbz6Z7UVBdsf1/6RGe/MYNHaReRW5R7zdUqaS0gMTQRgcuJk4kxxGDXGLrdxATQ7m8mtzuWq7KtYcsESXjvrNf4242/cNu42ylrKuHPNnbi97jbnvJz7Mpd8egmPfPsInxd8Hmh/+rEqm//rcWZEJhaDhe3V28mJzeGq7MNtY8nmZIqbigO/z63OZWT0yBO+geWcQefw77n/5qnTnjrin8X8ofMJ1Yby2o7XAH9I/sXtL5IUmsScjMP/LjI6ZjSvzH6FN+e+ycT4ibyc+zJv/vAmCSEJRw02iv6ntRFqIH8O7GtlzWW8uP1FZqbMZFrytEDA0OV1tQlCgf9nQ6G60GCMKYQQQrQhQSghhBBCCCGEEEKIE0j1s8+hGI0kPfUk6W++Qcqzz/SLpzMrOh2a+HjUkZGozWZ0aWl4m5rwdHHzSaumlSsBMJ9+em+MKYQQQggRVFurtmJz2zjYeOTmzPx6/+bH60ZdR1JoEpMSJvXI/XPicgD4rvw77v76bh797tEO1/l8Pv6y8S8Y1AbuPPlORseMJrc6l3Wl64jQR/ysjcpCiL6hjfdv3lf5oGB0HF61Qkadlj+M8zeX+Hw+WtavJ2TyZBRVz247MOvM2Nw2XB4XAEvyl6BT6ZiTMYfBEYPZWrUV8AehBkUMImbkeKotGqpfeBFPc3Oba9m2bwPAU3tsTQ09raS5hBBtSCCc6iwowGu19lkQCkATE9OlIJQtN5eWr7/Gcs3VqIzGLl1bURQsV11F6quvoomJwTRBgq+i97U2TbY2NB0r81mzweOh+YsvurQ+RBtCcmgye+raN0LZ3DYaHA0dNkJVLV6Mbds2Eh64H11KSrvjYXPnYrniCozjxoOiYPtJEMrn8eCprUUtjVB9LtYUy7i4cdQ56picMBk4HIRaW7KWJmcTcwfN7dK1QnWhmDSmQCPQ+tL1/OnrPzE2dixRhijWFK8BILcql82VmzFqjKwqWtWlTf376vcBUNRUFAhFDTR5NXl8fvBzhkcNZ1XRKhZ+tpDLPruMpQeW4vK6unydRmcjTc6mQAAZ/F+rYk2x7dq4jmRTxSY8Pg/Tk6eTGpbKuLhxnJV+FlePuJp7J93Lt+Xf8sD6BwKz+Xw+3tr1FqXNpby/531uW30bp717Gud8eA7PbH0mcN0qWxUKClHGKAZHDMaoMfKXU/6CWqUOrEkxpwQaoZqdzRQ0FDA8uu++b+jPRkSPYGzs2COuMevMzB82n88Pfk5RUxHbq7ezo2YH1wy/Bo2qfRvnyJiRPHXaU/zv/P/xi2G/4IrsK3prfNGLwnRhuL1ubG5bsEfpVTW2Gq5fcT3lLeU/+1p/2/Q3fD4fd064E4CUsBS0Ki3gb+AUQggh+iMJQgkhhBBCCCGEEEKcIBz5+TR+9hmWhZeiiYzEOHIkppNPDvZYAfrMTPRD/ZtW9EP8m2NtW7d16xot6zegHzIEbVLS0RcLIYQQQgwwG8o2AFDYVNjuieM/1rrhcVjkMN4/733uGH9Hj9w/IywDi8HC89uep6S5hAZHAy2ulnbrPjvwGRvLNnJzzs1EG6MZFTMKm9vG5wWfc3L8yagU+SdKIfo7TdzhzfsbQysoi1QY2xKNSet/kIZjzx481dWETJnS4/cO04UB0ORqwu11s6xgGTNSZmDWmTnJchIAJo0pEDD4xUmXsHiuD2dxMWX33Ntmk7h9+3YA3DW1PT7nsShpLiEpNCnQXNDa9GIYMaLPZuhqEKr6uedRhYcTeenCbt8jZOIEMtesJur6649lRCG65eT4k5mTMYdZaT+vHdyQnY02JYXGZV1r3QF/+KqjIFRFi79p5qeNUNbNm6l56WUi5s8nbG7HgZm4RXcRe9utqEND0KWnY8/b2ea4p74evF40URKECoazB50NwA1jbiAjPCPQVPRZ/mdYDJZuPYAgLiSOSmsleTV53PLVLWSEZ/CP0//BtORpfFP6DS6vi3/t/Beh2lB+n/N7KqwV7KzdecRr+nw+8uvzOS3F3964qmjVsX2gQfbMlmcI14fz/BnPs/LilSyasIh6ez13rrmTSz69BI/Xg9vr5t5v7uXd3e/i9Xk7vE5ZcxlAoBGqVawpNtDG1BUbyzaiV+sZHTu63bF5mfO4btR1fLjvQ677/DoanY0caDxApa2Sm3JuYt3Cdbwx9w1uG3cbZq2Z57c9T4OjAYAqaxVRxig0Kg1/nPBHXjnzFVLMbQOSqeZU6h31NDmb2FmzEx8+RkT33fcNx4PLsy5Hrah5Pe91/rv7v5g0Js4ZfM4Rz8kIz+CeSfdwefblfTSl6EmtLV52jz3Ik/SubVXbWFe6LtCYe6zWlaxjxcEV/HrkrwPBUa1KS0Z4BgCR+sifPasQQgjRG+RfGYQQQgghhBBCCCFOENXPPodiMGD55S+DPUqHEh95mKQnHgfANH486vBwGpcu7fL5Pq8X2/btGMce+SmQQgghhBAD1YZSfxDK7XVT2lza6br8hnxCtCHEmmIJ0YagVWt75P6KojA2dmzgyeVAuzkanY089t1jjIgawfyh8wEYHePfMOjyupgQL+0gQgwE6ogIFIN/A+HWkBqKonwkVR3eZNzyzToAQqb2fBDKrDMD0ORsYkPZBmrttZyd4d94nhWVBfjboFrDRKennk5FpoXN559E07Jl1L35ZuBatm3+IFR/aYQqbS5t00phz8tDMRjQDx7UZzN0JQhl/+EHmr/8EsuVV6AODTmm+yiKEvj/SIjeZNQYeWz6Y6SHp/+s6yiKQthZs2lZvx77rl1dOmeoZSgHGw9id7fdaF1h9QehftoIVfvPf6KOiCDuj4u6dH3D8OHY8/Jw19XRsmEDNa+9RvkDDwKgkUaooLhwyIV8eN6HjIkdw8jokeRW59LkbGJ18WrOSj+rw4aZzsSaYtlVs4sbVt5AhD6C5894njBdGNOTp9PkbOLZrc+yvGA584fNZ27GXFSKiq8KvzriNSusFTS7mpmaOJUsSxbLC5b360YUl8dFQUNBm9fyavJYW7KWq4dfTagulFBdKJdlXcYnF3zCzWNvZk/dHvIb8tldu5uP9n3Egxse5MqlV9LsbG53/ZLmEqDjIFR3GqE2lG0gJzYHvVrf4fGbxt7EQ6c8xObKzbya+yobyzYCMClhElqVllExo7h6xNXcOv5WwB9eAKi0VhJjjAFgSOQQRsaMbHft1mBUUVMRO2r8DWTDo6QRqjtiTbGcO8U8Ch8AACAASURBVPhcPtr3EcsKlnHOoHMI0R7b9zdiYDCo/e9jHG5HkCfpXa2fx1pbBI9FRUsFD337EKnmVK4ecXWbY5kRmQBE6KURSgghRP8kQSghhBBCCCGEEEKIE4Aj/wCNn31G5MJL0VgswR6nQ5qoqMAmDkWnw3zmLJq/+AKvvWtP7XPm5+NtasI4ZkxvjimEEEIIERSNzkZ21OxgYsJEAAoaC3B4HGyt3NruCej5DfkMCh/UKxvQx8WNA+DioRcD7YNQizcvpt5Rz72T70WtUgOQFJpElCEKgAkJEoQSYiBQFAVtXBw+RaE0ClqSLSilFdh37qT+o49o+PBDdIMGoY2PP/rFuinQCOVsYkn+Esw6M9OSpwGQZTkchGqlVWuZlDiJV0fVEDJ9OpWPPIptRx5ehwP77t1A/2iE8vl8gUaoVtbNWzBkZ6Nour5x/ufSxMTgrq7G5+24PQOg+vkXUIWGYrniij6bS4j+IOLii1GHh3Ng/gIqn3gCr+3IAZIsSxZen5flBW1bpMpbyoG2jVCusjKavviSiIsvQmUydWkew/DhuMvL2Tt5CoVXX0PlI49i3fw9ITOmYxqX082PTvQElaIiM9K/MXxk9Ehq7DX86es/4fQ4OT/z/G5dK84UR3FzMT6fjxdmvUCsKRaAyQmT0ag0vJz7MkMih/Db0b8l0hDJmJgxLC9YTrWtutNr7q/fD8CgiEFcPPRidtXu4ryPzuOz/M/aNCb2B16fl9tW38Z5H53Xps1kc8VmAC7IvKDNepWi4oy0MwDYUb0jECa6JecWtldtZ/GWxW3Wl7eU81WRPziWFJLU5lhrEKorfybVtmr21e8LvA/rzLmDz+XU5FP5YO8HrCleQ1JoUrt2pxHRI9AoGrZUbgGgylZFjCnmiNdtE4Sq3kFSaBKRBmln6a6rhl+Fw+PA4XGwYNiCYI8jeple4w8tHu+NUK1BqK1VW6m313f7/I/3f8x5H51HeUs5906+t13YU4JQQggh+jsJQgkhhBBCCCGEEEIcJ7xOJ57m9k++BKh+/jkUvZ6oftoG1ZGwOXPwWq00r+7a0+xsW7cCSBBKCCGEEMel78q+w+vzcumwSwEoaCjg9bzXuWLpFVy65FLWlawLbOQ7UH+AjPCMXpljXuY87hh/B9eNug44/JT1Wnst7+5+l3d3v8ulJ11KdlR24BxFUciJyyHOFEdGWO/MJYToeZr4eHTJSYxIGsfw8bPB6+XAhRdRtuiPOIuLibzkF71y39ZGqAprBV8UfsGZaWeiU+sAOMlyEmatmVExo9qcMylhElWOGhx/uh51dDQlt9yC9dtvwe1GbbHg7geNULX2WmxuG8nmZAA8DQ3Yd+wgZNKkPp1DExMDbjee+o43Szav/ZqmZcuIvPwy1GFhfTqbEMGmS0tj0JJPCZ93HjUvvUz+efNo/uabTtfPSJ5BTmwOj3z7CGXNZYHXWxuhWoMtAHXvvAM+HxGXXNLlecLOnkvkZZcRe9ddpL76CkO++Zqha9eS+sIL/r/LIqhGRvvbe1YVreLK7CsDrYVdlRGegVFj5JnTn2nTaBaqC2VC/ARCtaE8eeqTGDVGAC7Pvpzi5mLO+fAcXt3xKk6Ps901W4NQmRGZLBi2gNfOeo1IfSR3rb2LK5ZewY7qHcf40fa8f+74J18VfUV8SDx3f303XxZ+CcCBhgNE6COIMka1OyctLA2zzsz26u3kVucSbYzmlyN+yaUnXcrbP7zNsgPLeGn7S1z66aXMem8WH+37iLGxYwnXh7e5TqwxFpfXRb3j6MGBTeWbAP/3GkezMGshdY46vi75usP1Ro2RrKisQNiryloVaITqTOv3Da1BqNb/7kT3DAofxNyMuUxKmMQwy7BgjyN6WaARynN8N0JV2apQKSq8Pi9rS9Z261yry8pfNvyFIZFD+HDehx1+zmr9uhYXEtfumBBCCNEf9N1jhYQQQgghhBBCCCFEr/E0NHDw6mtwlZSQ8MADhJ01O3DMceAAjZ8uwXL11Wii2v8Dcn9lmjABdVQUjUuXEjb7zKOut23bhio8HF16Wh9MJ4QQQgjRd9xeN2/98BYh2hCmJ08nXB/OwcaD7K7bTWJIIg2OBq5feT0T4ifwq5G/otJWyaDwQb0yS5gujCuHX4nP50Ov1lPaXEpxUzEXfXwRVreVweGDuXHMje3Ou3vi3bS4WnqlpUoI0Ttibr4Jb0sLr0+fjtdqpcYWhS4pCcPw4egyMlDU6l65b2sQ6pP9n2Bz2zh70NmBYyatieUXLydEG9LmnNaWhm9tu7jgySc4eMWVlNx+BwCh06fT8Mkn+LxeFFXwnhXbGhxtbYRq2bARfD5Cpk7p0zk0sf4N1+6qqnaN0a7KSkrvugv9kCFE/+Y3fTqXEP2FJjKSxL/+lfBzz6P8z3+m6Fe/Juy8c4lbtKjd3xm1Ss1fT/krF318EXd/czcvn/kyKkVFeUs5kfpIDBr/Rmyfy0X9f98jdMYMdMnJXZ5FGxtL/L339OjHJ3rO0Mih6NV6kkOTuSnnpm6ff83wa1gwbEGgCfHHHpz6IFaXlbSwwz/nnJU2i4/mfcTjmx7nqe+f4r0973Hb+NuYmTIz8D32/ob9WAyWQGPQuLhxvHX2W3y8/2Oe3vw0ly65lIuGXMR9k+9DpQTva+J35d+xeMtiZqfP5oEpD3DZZ5fx/LbnmZk6kwMNnT/UQaWoGBE1gh3VO7C6rIyKHoWiKNycczNfFH7BHWv8X/tHRY/i9zm/Z2bqzA7fF7WGFCutlUdtV2r9+t2VB01MiJ/AoPBB5Dfkd9ogNTZ2LG//8DZWl5Vae+1RG6FCtCFEGaJ4ftvzODwOLsu67KhziI49Mu0ReT96gmhtNrK7j/9GqCxLFhXWClYXr+bcwed2+dyvir7C5rZxS84t7drrWk1NnMobc99o86AbIYQQoj+RRighhBBCCCGEEEKIAc7T3Ezhtdfh3LcPbWIiJbfcwg9jc9gzZSpNX3xBzfPPo+h0RP1q4LRBASgaDWFnnUXzl1/irqs76nrb1q0YR48K6sY2IYQQQoje8Pimx9lYvpE7T74TrVpLWlgaudW55Fbncu7gc/n4/I9ZNGER++r3cf2K6wF6LQjVSlEUEkMTKW0pZWPZRqxuKy+c8QIfzPuAUF1ou/VRxihSw1J7dSYhRM8yjRtH6PTpAKhMJmJuuIHwefPQZ2b2WggKDgehvir6ijhTHOPixrU7/tPN20mhSSSHJrOhbAOmsWOJvfVWvA0NaOLjMWSdBB4P3sbGXpu5K0or96N1+w4HodavQ2UyYRw16ihn9qzWFhl3ZVW7Y5V/exyv1UrSU0+iMhj6dC4h+puQSRPJ+Ph/RN/wWxqXLiN/zlwaPvm03bpkczKLJiziu/Lv+PfOfwP+RqgftyfYtm7FU1ND+AUX9Nn8ovdp1Vr+3+n/j2fPeDaw6b471Cp1hyEo8Ad1ftwS1SotLI1/zPwHL8x6AZ1Kxy1f3cK1K65lb91eAPbV72NwxOB297lgyAV8esGnLBi6gPf3vs+Wyi3dnrenVFmruGP1HaSFpXH/lPsxaU1MT57O3vq9OD1O8hvyjxg6Ghkzkj11eyhsKmRkjL8dKUQbwj9m/oM/T/4zKy9eyRtnv8GvR/660/dErUGo1va2I6mx12DUGDFpTUddqygK14y4BpPG1GkQKic2B6fXybu738WH76iNUAD3T7mf+UPnM2/wPGanzz7qetExCUGdOFqDyB015x1PKq2VxJnimJY0jXWl67p17qf5n5IQkkBOXE6naxRFadfEK4QQQvQn0gglhBBCCCGEEEIIMYB5bTaKfvMb7Dt3krz4aUKnTaPurbdwlZVj3biR4t/fAl4vlquuGlBtUK0ifrGAujfeoOGDD48Y5PI0NeHYtx/znDl9OJ0QQgghRO9bVbSKN3a9wRXZV3DhkAsBSA9L5+P9HwMwNWkqOrWOy7Iu44LMC/j3zn+ztmQtY2LH9PpsiaGJlDSXkFudS5gujMmJk2VzmRDiZ2vdFO71eZmbMbfLjRWTEiex7MAy3F43lmuuxpG/H21sHGqL/72wu7YWdUREr819NFF3PM11Ji9JV7YGodZjmjABRavt0zkCQaiq9kEo+66dhE47BX1mZp/OJER/pdLribn5ZsLmzqX07rspvfNOTBMnoI2NbbPu/MzzWVW0iqc3P82UxCmUt5QzZZ+G/AsvJP0//6F5zRrQaPq8AU70vkkJk4Jy3ymJU3jvvPd4d/e7PLP1GS7+5GKGRQ5jT90e5g+d3+E5obpQbht/G//b/z+WFyxvFzTuCy6vi9tX347VbeXlM18ONDxmR2Xj9rr5vuJ7au21ZIQdIQgVPRKvzwvA6JjRgdezorLIisrq0hxxJn9Qscp6+Guh1+fltbzXKGws5P+m/F/g9WpbNdHG6C5/jOdnns9Z6WcFghg/NTrWP/MT3z9BQkgCp6acetRrzkiZwYyUGV2eQYgTXaARynP8N0KNixtHfEg8Tc4m7G47erWe/+75Lw2OBvRqPXq1Hp1ah1FrZGriVMw6MzW2GtaXrufq4VcHtR1QCCGE+LkkCCWEEEIIIYQQQggxQHmdTopvvAnb5i0kPf43zDNnAmC58krAHw4q+vW1OPbuHXBtUK0MQ4diGj+eurffxnLN1R22PXmdTmpefAl8PoyjR3dwFSGEEEKIgcnr87J4y2LSw9K5ddytgdfTw9IBMGvNjIweGXjdpDVx/ejruX709X0yX1JIEnnVeXi8HkZGj5QQlBCiRxg1RtSKGo/Pw9mDzu7yeRMTJvLenvfYWbOTUTGjSPzLXwBoWed/OrqnpgYG9W5bXmechYWE5lcwIlyFSWvCWVyC62Ahlssu6/NZjhSEcpeVEzJZghpC/JQ+M5P4e+6hYP4CbN9/j/YnD+JRFIU/T/kzF/zvAhatXURZSxmDixNw7NxFw6ef0rx6DaZx41CHtm/NFOJYaVQaFmYtZG7GXF7Y/gL76/dz4ZALWZi1sNNzTFoT05KmsfLgSu46+S7Uqt5reOzI098/zebKzTwy7REyIw+HbrOjsgFYkr8E4IiNUCOiRwCgUlQMjxp+THO0BpsqrZUA1Nnr+OPXf+Sbkm8AuHX8rYFgdq2tlihD9x4w1lkIqvXew6OG4/A4eP6M5wPtVEKIntMahHJ4HEGepPfY3XYanY3EmmKJ0Psf9lDvqMfj8/Dghgc7POe6Uddx09ibWF6wHI/PwzmDzunLkYUQQogeJ0EoIYQQQgghhBBCiAHI53JRcssfaPnmGxIeeoiwuXPbrVGbzaT9+194GhrQRHf9qZX9TeTCSym59TZavv6a0OnT2xzzOp0UzF+AY/duzGeeScjJJwdpSiGEEEKInre8YDl76/by2PTH0KgO/7NeWlga4N/0/+PX+1piaCL1jnoanY1depK5EEJ0haIomHVmoo3RDI0c2uXzJsRPAGBD2QZGxYwKvK4+1I7srqnt2UG7ofmrrwCIavDirqmhZb0/nBUype9DRyqjEVVoaLsglKepCW9LC9r4+D6fSYiBwJCVhWIyYf1uE2EdNJJbDBYemPIAN355IwARdn/7W80LL+IqKSH2jjv6dF5x4ogwRHDXhLu6vH52+mxWFq5kS+UWxseP78XJ/PbX7+f21bcToY9gU8UmLhl2Sbugc3JoMmG6MFYWrgSOHISKNkaTGJJIqC4Uk9Z0TDNp1VosBgsV1gq2Vm7l9tW3U2uvZVbaLFYcXEFJUwlhUf4gVLWt+ojzHIt/nvVPdCpdnwfRhDhRtIYR7e7jtxGqtdEu1hRLqNYftG5wNATCX38/9e9MSJiAw+PA4XFwxWdXBMKfe+r2YDFY2gRShRBCiIFIeg2FEEIIIYQQQgghBhifx0PpXXfR/OWXxN13LxEXXtDpWkWnCzzteaAyn3EG6pho6t54s92x5pUrcezeTcJDD5G8+GkUnS4IEwohhBBC9Dy3182zW58lMyKT2emz2xxr3awyLXlaMEYLSAr1b/D1+rxtmqmEEOLn+uWIX/KHcX/oVtOcxWBhWOQwNpZtbPO6xmIBwF1b06Mzdkfjl1/iOrTX2Z6Xh3X9ejQxMegGDw7KPJqYmHZBKFdZGQDaBAlCCdERRaPBNGYM1k2bOl0zI2UGFw25CIAQqw8AV0kJAKEzpnd6nhB9aXrydAxqA8sLlvfJ/b4t/5Z99ftocjYxO302d5zcPhSoKApZUVm0uFrQqrQkhiYe8ZqLJixq05h7LOJMcawqWsU1y65Bq9Lyn7n/4dqR1wJQ3FwcWFdjryHK2L1GqKMxaowSghKiF50IjVCVNn+oKdZ4uBGqzlFHnb3O/7opNvBwiaTQJKKN0dTa/Q+GqLXX9vjnNSFE93gdHtwNx+/nKCH6igShhBBCCCGEEEIIIQYQn9dL2b330fjZUmLvuB3LwoXBHqnXKTodkfPn07xmDc7i4jbH6t97D21iIuHnzwvSdEIIIYQQvePT/E8paCzgxrE3olLa/pPeoPBBvDH3DeYNDu73QD/eoDg8engQJxFCHG+uGXEN05O7HxqYmDCRrZVb2zz9XR0ZCYAnSI1QnqYmrJs28eVof6jLtj2XlvUbCJkyuVtBr57UURDKXV7uPxafEIyRhBgQTCePx7F3L576+k7X3Hnynfxm9G+w2NUYRo9CZTajTUwMWvBRiJ8yaU1MTpzM1yVf98n9ipqK0Kv1/Pfc//L4jMfRqTt+kFW2JRvwt98erfX2tNTTmJo09WfNFWeKo8Zew4yUGbxz7jtkR2WTbE4GoKTJH2B0eV3UO+olMCDEAHMiBKFaG6FiTDGBIFS9oz4Qdoo0RLZZbzFYqLUdDkJZDJY+nFYI8VONKw5S8cQmXJXWYI8ixIAmQSghhBBCCCGEEEKIAaTurbdo+OADon/3O6J+9atgj9NnIhYsAJWK+nfeCbzmLC6mZd16wi+6EEUlP+YSQgghxPHD5XHx/LbnyY7KZmbKzA7XjIoZFfSniLcGoRJDEok2Rgd1FiGEAJiUMAmn18mWyi2B1xSNBnVERNAaoVrWrkXxeNk+NhxtRjoNH32Ep66OkClTgjIPdNYI5Q9CSSOUEJ0zjR8PPh/WzVs6X6M18bsxv4OGJrSJiSQ89Ffi7rknaMFHITqSE5tDcXMxNbbe/9pY3FRMcmjyUf8OZEf5g1AZ4Rm9PhPAb8f8lkenPcpTpz5FmC4MALPOTLg+PNAI1RoaiDJIEEqIgaQ1CPXjhyMcbyqsFYC/+SnCcCgIZa+nzuFvhPpp0MlisASOSRBKiOBzV9vwOb3U/GcnXocn2OMIMWDJDhEhhBBCCCGEEEKIAaRl3Xp0aWlE3/i7YI/Sp7Tx8ZhnzqT+v+/hdfif4tfwwQegKERceGGQpxNCCCGE6Fkf7P2AkuYSbhp7U7/eNBtliMKoMTIiekSwRxFCCADGxY1Do2jYWLaxzevqqKigNULVfrGCRhMMm3YexhEjcR1qOjZNmhyUeeBwEMrn8wVec5WXgUqFJiYmaHMJ0d8ZRo1C0Wqxbtp01LWeujo0kZGEzZqFeeZpfTCdEF03OnY0ANuqtvX6vYqbi0kxpxx1XWsQKj0svZcnOny/uYPmtnu/lRyaTHGT/2t1tb0aQB76IMQAY9AYgOO/EUqv1hOmCyNcHw74G6Hq7HXo1XqMGmOb9ZGGyEBbVK29VgKeQgSZp9GBOkKPu8pG05eFwR5HiAFLglBCCCGEEEIIIYQQA4h9xw4MI0f26w2xvSVy4aV46utpWrYMn8dD/fsfEDLtFLQJCcEeTQghhBCix9jddl7c/iI5sTlMTZwa7HGOSFEU/nrKX/nt6N8GexQhhAD8TSyjYkYFglA2t41zPzyXRpMSlEYon9tN05rVbBmkcM6Q8zCOGA6Afkgm2rjYPp+nlSYmBp/djre5OfCau6wcTWwsikYTtLmE6O9Uej3GMWNoXLoUT3NLp+t8Hg+ehgbUEZF9OJ0QXZcdlY1Gpel2EOrHAdquri9uKibZnHzUtSnmFG4ffzsXDgnuQ6+SzcmBRqjWxqwoowQGhBhIVIoKrUqL3XP8NkJVWiuJMcagKApalZZQbSj1jnpq7bVEGiLb/RuixWDB5rZRb6+nxdUijVBCBJmn0YlhaCTaxFBc5Z2/rxBCHJkEoYQQQgghhBBCCCEGCHdVFe6KCgyHNk6daEyTJqHLyKD2zTdp+fpr3BUVRFx0cbDHEkIIIYToUe/ufpdKWyU3jr1xQITfZ6XNIjMyM9hjCCFEwMSEieTV5NHgaGBb1TYKGgsoUNcFpRHKtnUrmiYbxaPiybZkYxjhb9AzTQ5eGxSAJtbf+uSuqgq85iovRxsfH6yRhBgwYv7wB9zl5VT+7W+drvE0NoLPhzpSglCif9Kr9WRZsrochKq11/LkpieZ/NZk3v7h7S7fp8Zeg81t61IQSlEUrhp+VZfW9qbk0GRKmkvweD2BIJQ0Qgkx8BjUBpweZ7DH6DWVtkpiTYcfrBChjwg0QkXq23//0Rp82le/r83vhfgxr9ND8/pSfJ7uBZ9F9/jcXrzNLtRhOtRhOjyNx+/nKiF6mwShhBBCCCGEEEIIIQYIW14eAMZDG6dONIqiEHnppdi3bafy8cdRWyyYTzs12GMJIYQQQvQYq8vKKzteYVLCJE6OPznY4wghxIA0MWEiPnxsKt/ElootABxU1eEKQiNU6fJPcKtg8OyLUBQFw8iRhM2dQ8TFwX2ohybGv2nSXXk4COUuK0OTIEEoIY7GlDMWyzXXUP/OO7Rs2NjhGk9dHYAEoUS/NjpmNHnVebi8riOuq7ZVs3DJQl7f+Tp6tZ5Xd7yK2+vu0j2Km/zNSinmlJ89b19JNifj9rqptFZSYz/UCGWQRighBhq9Ro/dfXw2Qjk8DspbytsHoeyHglCGowehpOlOdMT+Qy31/9uPLa862KMMWI0rD2LdWnnENZ4mf/BJHaY/FIRy9MVoQhyXJAglhBBCCCGEEEIIMUDYd+SBomDIygr2KEETfsH5KEYjjr37CD//fBSdLtgjCSGEEEL0mP/t/x+19lpuHHtjsEcRQogBa1T0KIwaIxvKNvB95fdYDBYaTOBraMTnOvJm755W/8UKdqYqnDX8QgBUOh1JTz6JYejQPp3jp37aCOXz+Q41QiUEcywhBoyY39+MKiSEps8/7/D44SBURF+OJUS3jI4Zjd1jZ0/dnk7XWF1WbvziRmpsNbx+1uvcN/k+ylrKWFW0qkv3KGoqAgh6y1N3tM5a3FxMta2aUG0oBo0hyFMJIbpLr9bj8AzscIHb6ya/Pp/lBct5Zusz3LrqVs798FwmvjGRkuYSkkKTAmsjDIcaoRwdB6FaX5NGKHEkXqs/6GzdfOQgj+hcy3fltHxfccQ1rQ1QqnAd6jA93hY3Pre3L8YT4rijCfYAQgghhBBCCCGEEKI9n9eLomr7DBv7jh3oBg9CFRISpKmCT202E37uudS/+y4RF18U7HGEEEIIIXrUupJ1pJhTGB0zOtijCCHEgKVVaxkXN451peuoslVxfub5aGJWAmW46+rQxsYe9Ro9wVFQQEhpHVUXppMQ2r8CRpqYtkEoT10dPocDrTRCCdElKr0eQ1YW9p07OzzeGoTSSCOU6MfGxI4BYGvlVoZHDW933OFx8Puvfs+u2l38/dS/MyZ2DB6vh8SQRN7Y9QZnpJ1x1Hu0NkL9eLN+f5cceigI1VRMja1GWlOEGKAMasOAD0Ld8tUtrC5eDYBKUZFiTiEzIpMz088kMyKTGckzAmsj9BEcaDhArb2WSH3njVB76/a2+b0QP+a1+R8cYt9Ti6fZiTpUHkbZXV6HB0/tkdvoWhug1GF6vGHOQ6850VgkeC1Ed0kjlBBCCCGEEEIIIUQ/U/fuu+ydPgNncQkAzoMHcVdXY8/Lwzh8RJCnC77Y224l5ZWX0Q8aFOxRhBBCCCF6jMvr4ruK75iUMCnYowghxIA3KWEShU2F2Nw2cmJzyMyaAkDF7q19NsOeT98EIH3OxX12z65ShYaiGAy4K/1P+naVlQGgiZcglBBdZRiejf2HH/C53e2OuQONUBKEEv1XfEg8saZYtlVta3fM5XFx66pb2VC2gQemPMBpqacBoFapueSkS9hUsYn8hvyj3qO4uZhYUyx6tb7H5+8t8SHxqBU1RU1FVNuqiTJIEEqIgUin1mF3HzmM0N9trdrK9OTpvHvOu2xcuJFPL/iUv5/2d24aexNzMuZg0poCayP0EVRZq7C5bR2GnFpf29+wv83vhfgxr9UNCuAF69aqYI8z4Ph8PnwOD+46Bz6vr9N1ngZ/+EkdpkMd7v8eqTUcJYToHglCCSGEEEIIIYQQQvQjtrw8Kh78C57qaurffw93bS35F1zI3tNm4q6qwjBCglDq8HBCp04N9hhCCCGEED0qrzqPFleLBKGEEKIHTEyYGPh1TlwOCTmnAFCzZWOfzVD7xecUxyicOvEXfXbPrlIUBU1sbCAI5S4vB0Cb0L+aq4TozwzZ2fjsdpwHDrQ75qmrB0AdEdHXYwnRLaNjRrO9anub19xeN3etvYs1xWu4d9K9zMuc1+b4melnArC+dP1Rr1/cVEyKOaXnBu4DGpWGhJAEfqj9gRq7NEIJMVAZNAO7EarB0UCDo4EJ8RPIisrCoDlyU0yEPgKn1x+uiDS0D2IbNUYMagMNjgaMGmObEJUQrbw2N2qzDm1SKNYtlcEeZ8DxubzgA7w+PA2df/7xNDpBo6AyaVCH6Q6/JoToNglCCSGEEEIIIYQQQvQTnqYmSv5wK+qoKIzjxtHwwYfUvv4vfDYb4fPOQ5eeTui0U4I9phBCCCGE6AUbyjagoDAhfkKwRxFCiAFvaORQIvWRJIcmE2uKJSppEJXh4MrN65P72+tqsOyuoDZnMKG60D65Z3dp4+JwVVQA4Co7FISSRighuswwfDjgf6jRT3nq6lCMRlRGDLb9kwAAIABJREFUY1+PJUS3jI4ZTUlzCdW2agA8Xg/3fHMPKw6u4I7xd7Bg2IJ25ySFJpEcmsyGsg1HvX5RUxHJock9PndvO2fwOawtWUthYyHRxuhgjyOEOAZ6tR67Z+A2QhU2FgKQak7t0voI/eHwdUdBKEVRAi1Q0gYlOuO1ulGZNJjGxuIqacZV0RLskQYUn9MT+LW7tvPPP55GB+owPYqiHA5CNUgQSohjIUEoIYQQQgghhBBCiH7A5/NRdu99uEpKSHryCSxXXom7ooKal1/GfMbpJP7lLwxethRdenqwRxVCCCGEEL1gQ9kGsqKyiDBIc4AQQvxcKkXFzTk389sxvwUg1hjLvkQFzQ8FfXL/zZ+8isYLKXMu6JP7HQtNQjzusjIAXKWlKDod6ihpvRCiq3QZGShGI/adO9sd89TVoY6U7+lE/zc6ZjQA2yq34fV5eXDDgyzJX8LNY2/myuFXdnrexISJbCrfhNvr7nRNg6OBKlsVqWFd28Tfn1w78loGhw/G4/MQZZCvjUIMRAa1AYd74DZCFTYdCkJ18XPoj3+W1FnQqTUgJUEo0RmvzYVi1GAaEwMqsG6WVqju8DkOB6E8RwpCNTgDASjFqAGNCk/TwP18JUQwSRBKCCGEEEIIIYQQoh+oe+stmpYtI/YPt2DKycF82qmoLRbweIi69tpgjyeEEEIIIXpRrb2WbVXbmJQwKdijCCHEcePioRdz3uDzAAjXh3MgUY2+qgF3dXWv3M/T3Bz4dfXKZTSZFE4+/bJeuVdP0MbF46qsxOfx4CopQZuYiKKSLSRCdJWiVmM46STseZ0EoSIkCCX6v+yobLQqLVurtvLCthd4f+/7XDfqOq4ddeSfR09KmESzq5ldNbs6XfNNyTcAA7LxVqfW8cDUB9CoNKSFpwV7HCHEMdBr9Dg8AzdYUNhUiIJCsrlrrXptGqH07Ruh4HAASgKeojM+mxuVUYs6VIdhqAXrlkp8Xl+wxxowvI6uNUJ5Gx2Hg1CKgjpcJ41QQhwj+SmWEEIIIYQQQgghRB9p+HQJVYsXt3vdlpdH5cOPEDJjOpZf/hIARacj+sbfEbnwUoyjRvX1qEIIIYQQoo9YXVZu+uIm1IqauRlzgz2OEEIclxRFoTrDv/HPlpvb49eve/sd9k6ZiruuDoC4HWXUjklDq9X3+L16iiYhHtxu3NU1uEpL0SYlBXskIQYcQ3Y29l278Hm9bV5319ehieh4E7IQ/YlOrSMrKouVB1fyYu6LzM2Yy41jbjzqeRMS/OGmjeUbO13zVdFXWAwWRsUMzJ9tj4oZxaoFq5idNjvYowghjoFePcCDUI2FxIfEo1d37f1EmyCUoePvQQKNUEZphBId81rdqEwaAEw5sXganTjy64M81cDx40Yod42t4zU+H55GJ+qww3+31WYdnsaB+/lKiGCSIJQQQgghhBBCCCFEH6l54QXq3n6nzWuepiZK/nAr6qgoEh95pM3Tly0LFxJ/3319PaYQQgghhOhD9627jx01O3hs+mMMswwL9jhCCHHcsg9KwKsCew8HoTzNLVQtXozP6cRVUoqjpYkwqw9vamKP3qenaeMTAHBXlPsboSQIJUS3GUaMwGe1Uvfvf+PzHX5avqeuHnWkBKHEwDA6ZjTFzcWYNCbuPPlOFEU56jkWg4WhkUPZULqhw+Muj4uvS77m1JRTUSkDd3tiuD68S38eQoj+x6A2DOwgVFMhqebULq9vDUKpFTVmnbnDNa1NUK3NUEL8lNd2OAhlzLKgGNRYN1cGeaqBo7URStGrO22E8tnc+FzeQCMUgDpcj6dRGqGEOBYD952GEEIIIYQQQgghxADiKi3FsXcvnvr6Nk+JrX39X7iKi0l68gk0skFCCCGEED9SZa3ipe0v4fK6gj2K6CV19jpWHFzBVdlXMTN1ZrDHEUKI41p4RBzlcXps23s2CFX7r9fx1NYC4KmppqmiGABVVP9+j69NiAfAkZ+Pp7ZWglBCHIOws2YTMmM6FQ8/Quldd+G1WgHw1EsQSgwc42LHAXDLuFuIMkZ1+byZqTPZWL6RJflL2h3bVLGJZlczpyaf2lNjCiFEt+g1euxuO26vm7M/OJulB5YGe6RuKWwsJCUspcvrIwz+IFSEPqLTAGqgEUqCUKIDPpcXn8uLyugPQilaNaZRMdh2VON1eo5ytgDwHfpz0iaE4OkkCNUaeFKH/ygIFabD2+hs82AFIUTXSBBKCCGEEEIIIYQQog80r1nr/4XXi6ehIfC6deNGDFlZmHJygjSZEEIIIfqrzw9+zuIti/l438fBHkX0ktXFq/H6vJyVcVawRxFCiONejCmG/Diw7/6hx67prquj9pVXMWRn+39fU4u1shQAlaXrm8mDQRPvD0LZvt8MIEEoIY6Bymgk5bnniL75Jho/+ZSCSy7FsX8/3sZG1JERwR5PiC45LfU0Xj/rdS4ecnG3zrtu5HWMjxvPvd/cy9bKrW2OrSpahV6tZ1LipJ4cVQghukyv1uPwOGhwNFDYVMieuj3BHqnLGhwN1Dvqu9UIpVfrMWqMgbBTR1oDUBKEEh3x2twAqIzawGumnFh8Ti+2vJpgjTWg+ByHg1Beqxuv3d32uMdHy6GGLXW4PvC6OkznD6LZ2q4XQhydBKGEEEIIIYQQQggh+kDzmjWBX3vq6gHwOZ3Ytm/HNH5csMYSQgghRD9WZa0C4IXtL+D0OIM8jegNXxZ+SXxIPFmWrGCPIoQQx70YYwzFYS48VdV4bbYeuWbNCy/itdmIv///AHDXVAeCULromB65R29RR0Sg6PVYN7cGoRKDPJEQA5OiUhFzww2kvPgi7ooKDlw8H0AaocSAoVJU5MTloChKt87TqrU8depTJIYm8vuvfk9xk78R0elxsqxgGVMTp2LUGHtjZCGEOCq9Wo/H56HG7g9wNDubgzxR17V+Pk0N63oQCvxtUEcKOUUbo9v8rxA/5rW5AFCZNIHXdGlhqC0GrJsr2qz1eXw0rDiIq8rapzP2d97WIFR8CADuH7VCuSpaqHxuK81rijGOikaXEhY4pg7zh6Ja26IGGleVlapXcnEWNwV7FHECkiCUEEIIIYQQQgghRC/zOhy0rF+PLi0NAE9dLQC2vDx8DgfGHAlCCSGEEKK9KlsVakVNWUsZH+z9INjjiB5mc9tYX7qe01JO6/amQyGEEN0XY4qh4lBBi6ukpFvn+jwefO62T2d2lZVR9+abhJ9/PnkxDpw6FY7qShzV/iCzISa2R+buLYqioI2Px7l/PyCNUEL8XKHTTiHjg/fRDx4MgCZaNhmL41+EIYL/N/P/4fa6ufGLG2lyNvH5wc+ptdeyYNiCYI8nhDiBGdQGACpa/AGOFldLMMfploONBwG61QgFMC1pGpMTJ3d6fGLCRO6fcj/j48b/rPnE8clrbW2EOhyEUhQF09hYHPvqsW6rwtPsD+o0rSmm6YtCbNuqgjJrf9XaCKVLDAXAlluNz+Oj8asiKhZvwVNnx7LwJKIWZqGoD/8sWB2uAwZuEMpdY8extx6fxxfsUcQJSHP0JUIIIYQQQgghhBDi57B++x0+m43w8+dR9fRiPHV1ANgOPXXZNC4nmOMJIYQQop+qslaRHZWNSlHxzu53uOSkS4I9kuhB60vXY/fYmZk6M9ijCCHECSHaGE1luH+zkbO4GH1mZpfO83m95J99Ds6CAlRmM+rwcNRhYXhbWsDnI/KG33DDhpu4xeTFUFGCSx2ODjDGJvTiR9MzNAkJOA8eRNHpJLQhRA/QJiWR9sZ/aP5qFeaZ8j2eODGkh6fz1KlPcf2K67lt1W20uFtINacecTO+EEL0Nr3G37BSaa0EoMk1cJpKipqKAEg2J3frvHsn33vE4xqVhguHXHjMc4njm9fWPggFEDIujpb1pdS+9QOoFf/vv///7N1nYB3lmfbx/5ze1WVZzd0GGxsXegvVYEqAkFAS8iab3ZiawhLSCdnsZrNL2N2QApvAkhAgIUAoCb03gzG2wR13WcWS1aXT67wfDpIRkmw1+xj7+n2xfOaZZ+6RdWRpZq7nzgYM0+Hkfq/zQJZJpMFmYK/w4Z5dTPCVOiIrdpHuTuCeXUz+hVOw+hz99rMVZztoJuqCuKZ/8rrKZj4McPUEukT2J3WEEhERERERERHZx7qfexaL14v/nHMASLVnO0JFlq/AMWGCHjYSERGRAbVEWyhxl3DUuKOo6aohmdHN5YNFXbCOn7/7cwpdhSwYp+6gIiL7Q4m7hOYPnylK1tXvcWxixw52fvd7ZCIRYuvWkaipIXDuueRddBGeBfOxlZRgLSig5MZ/5qnIO2zt2kqXB1KtraTb2ok4wOcr3A9nNTr2srLsn+XlGBY9PiIyFixOJ4FzzsawaW1qOXQcM/4YfnT8j3i78W1Wt6zmshmXYTH0/4qI5E5vR6jIJ68jVHeiG7fNjdvmznUpcgjp7Qjlsfd53VboYvz3jqXk2iPxzCsl/G4TFo8Ni99BRkGoPsx4GovTimExKLziMPynV4HVyHaB+sLhA4agAKw+B/ZKH7GN7fu54rGR7o4DDHp+IvuSfusWEREREREREdmHzGSS4Asv4jvj9N4HjNIdnZiZDNGVK/GdeUaOKxQREZEDVUu0hQXjFjA5fzIpM0VdsI7JeZNzXdYh573m9/DavUwvmD4m823p2MLiFxaTyCS484w7sVvse99JRERGrcRTQpcH0k47yfo9B6G6nniCrscfx3PssSQbGsAwGHfzD7EV9F2dOZwM8+tHz6PQVUiXt4VMRwemG7q8UGH37svTGRO28R8GoSoqclyJiIh80l087WIaQg08sfUJLpx6Ya7LEZFDnNOa7QjVE4QKJUK5LGdYoqkoHpsn12XIISYTzYaaLJ7+sQLDbsFZHcBZHcB/cgWGzUL7Q5sUhPoYM57GcFgBMCwGeQsnkrdw4pD2dR9WSPdLtaRDiU9coCjdncDitWPYFIKX/U9fdSIiIiIiIiIi+1D47bfJdHUROGcRFrcbw+0m3dFBYvt20l1deObPz3WJIiIicgBKpBN0xbsodhf3hp+2d27PcVWHph+8+QNufffWQbenMinebHiTjJnZ61yrW1bz5ee+DMDvz/49s0tmj1WZIiKyF4WuQqwWG9ESH4m9BKEiy1cA0PXYY4Refx33nDn9QlAAv1/7e9pibXzrqG/R7QHau6Czmy4PeD8BQSj7OAWhRERk7Fw/73qeu+Q58px5uS5FRA5xTtuHQajwh0Go5CcnCBVJRfDYFYSS/SsTTYFBb5BnMPZxXmxFbixeu4JQH5P5sCPUSLgOKwQTYps6xriqfS/dncAa+GSFt+TgoSCUiIiIiIiIiMg+1P30M1j8frwnnQiAraCAdEc78W3bAHBOn5HL8kREROQA1RptBaDUU8qkvEkAbOvalsuSDkmxVIz6YD2bOzYPOuZ/V/0v17x4DUsbl+5xrqWNS/mn5/8Jv93PvYvuZVrBtLEuV0RE9sBiWChyFdFV5NpjR6hMIkF01SosXi+RZcuIrVmD79RP9Ru3K7yLe9fdy6KJizih/AS6vGDtCmHrCNLlNT4Rq7jb1RFKRETGmMXQ44giknsuqwvY3REqnAznspxhiSQjuG3uXJchh5hMJIXFbcOwGEMab/XaSSsI1YeZSGM4+3fUGgp7uQ+Lz07sg/YxrmrfS3fHFYSSnNFvHiIiIiIiIiIi+0gmkSD40kv4zzwTiyN7AdBaUECqo4NkbR0AjuqqXJYoIiIiB6jmSDMAxe5ivHYv4zzjFITKgR3dOzAxaY+10xZt67d9Tcsa7l5zNwCb2jcNOs9LtS9x7YvXUuGr4I+L/kiVXz8DiojkQrGnmOYCC8m6OkzTHHBMbO06zHickm98HdMATJPQUdlFTEzTZFvXNh7Z9Ag3vX4TaTPN1+d/nYAjQJfHwMiYuBs7ifhsWC0jWwl6f3JMmJD9c/KkHFciIiIiIjJ2nNZsR6ie62vBRHDMj1HbXUt9cM+dZkcikop8IhZVkINLJprC4rEPeXy2I1Rq0N+rD0WZeBpjmB2hbnrtJv604U8YFgPXjEJimzpItcf2UYX7Rro7gTXPmesy5BA1suihiIiIiIiIiIjsVfjNN8kEgwTOXdT7mrWwkHR7B4m6Wix5eVjz8nJYoYiIiByoejpClbhLAJicN1lBqBzY3rW99+PNnZspchf1/j2WivH9N79PsbuYZCbJ5s6Bu0Y9seUJfvTWjzii6AjuOPMO8pz6+U9EJFdK3CU0+pvJRCKkOzuxFRT0GxNZsRwA+9lnsO7Pt1LWmubmrf/C3NDfeK/5Pdpj2RWaC12F3HT0TVT6KwGI+h1ADEs6QzTwyXhw0TFxIpMeexTnDHWrFhEREZGDR08QqjvRDUAykySRTuCwjl3XkpuX3IzT6uR3C383ZnMCRFNRfHbfmM4psjeZSBLDPfRIgcVrh4yJGU1hDCNAdTAz4ykseUP/HtMUbuLZmmeJp+N8/vDP4zt+PNF1rTT/+j0KrzgM17T+1ysONGY6QyacxOJXRyjJDXWEEhERERERERHZR7qffgZrXh7e447rfc1akE+6o4NkXT2OKnUCEBERkYH1rFhb4vkwCJU/me1d28mYmVyWdcj5aPhsc0ffoNPtK2+npruGfz3xXzms8LB+25OZJL9671f8cMkPObrsaO5aeJdCUCIiOVbsLmaHLwpAsn7g1dsjy5fjmDyZl4PLuf0C6Pj5DeS58vmg/QNOqjiJHx//Y/520d949dJXueKwK3r3S+Z5ez+OB1z79kTGkOvwwzEsenRERERERA4eTlv/7iShZGhMj7Ersou6YN2YzgkQSaojlOx/mWgKy3CCUL5s+CkdTu6rkj5xzHgawzn0z+EbDW8A0BZrA8BR6af0+nlYfA5a71lL8PX6A77jVjqYBBOsAQWhJDfUEUpEREREREREZB/IxGKEXn6ZwHnnYth3r4RlKygk3dFBwmrFNWtmDisUERGRA1lrtBWrYaXQVQhkO0JFU1GaI82UectyXN2hY1vXNip9lYSTYbZ0bul9fVnjMu7fcD+Xz7ic48uPZ0nDEv78wZ9JZVLYLDYiyQiLX1jMqpZVXDjlQm4+/ube1YhFRCR3itxFLPeGAUjW1eGePbvPdjOdJrryPQKLFvG3rX8jr2wCF3zqq3zaWLzXuc2CAJB9gCmVpxXcRURERERyxWXdvTCB3WInmUkSSoR6r7ONhfZYO8lMkoyZwWKM3cIC0VQUt809ZvOJDEUmmsJWPPSvO6s3e+87E05Cyb6q6pMlE89gcVp7/57OpGkMN/Z2kf64N+qzQaj2aHvva/ZiN6XXHUnHw5voeno7iYYQBZdMw+KwDjhHrqW74wBY83TdW3JDy/qIiIiIiIiIiOwDoddfJxOJEFi0qM/r1oICMpEIyYYGHFXVOapOREREDnQt0RaKXEW9D1JMypsEwLbObXvaTcbY9q7tTM6fzLSCab0dn0KJEDcvuZkJgQncsOAGAKYVTCORSVAbrAXgv1f8N6tbVvMfJ/8H/3bSvykEJSJygCh2F9OUl11ROVHf0G97fPNmMsEg8SMms6xpGRdMuQDDMIY2eeHurn/pfAWhRERERERy5aPXYSp8FcDYdoSKpqJEU1FSmRTtsfa97zAMkWQEj10doWT/ykSG2RHqo0GoHIisaqHl7jWYaRMzYxJ8o550dyIntQCYpomZSGF8JAh1+3u3s+jRRdy77t5+nZ0S6QRLG5cCuztC9bA4bRR+4XACZ08kurqFljtWkWqL7vuTGIHMh59zq18doSQ3FIQSEREREREREdkHup95BmthIZ5jjunzurWgIPtBOo2juioHlYmIiMgnQUukhRLP7uU0e4NQXQpC7S/pTJqarhom52WDUFs6t5AxM9z67q00RZr46Uk/7X0wZVrBNAA2d2xmaeNS/rLxL1w580rOm3xeLk9BREQ+pshVRNxhQPk4Ov/6CKmOjj7bI+8uB2BVefZhrnMmnjPkue35haQ/fALD/EgoSkRERERE9i+XbXdHqJ4gVDgZHrP5O2K7f49oCjeN2byQDVl5bApCyf5jpjKYsWEGoXzZIFQ6lJsgVHjFLuJbOolt6SC2qYOup7YTfnds34vDkspABowPOzftDO3kgfUPkO/M57blt3Hru7eSzqR7hy/ftZxoKsr80vlEU1EiyUif6QzDIHBaFcVfnkWqM86uX79PbHPf6xcHgp7wmTVPQSjJDQWhRERERERERETGWCYSIfTqa/jPXohh63vR2FpY0PuxXR2hREREBPrcBO3REm2hxL07CFXkKsJr91Ifqt+fpR3SdoZ2ksgkmJQ3ian5U4mmoty2/DYe2/IYXzniKxxZcmTv2Ml5k7EYFla1rOKWJbcwMTCRr837Wg6rFxGRgRS5iwDo/u5XSDU2UX/tdWTi8d7tkRUrsJWPZ5s7iN1ip8o/9AVM/K4AYU/2oSdLUcFeRouIiIiIyL4yUEeoYCI4ZvN/tAtUY7ix3/Z7193L+83vD3vedCZNLB3DbXOPqj6R4Qi9vRNMcE4a+oIe1hx2hDJTGRLbuwCIrNhF+J3sezCxc+y6vg1XJp69vm/5sCPUr9/7NQB/Of8vfHHmF7l/w/3c9PpNxNPZ6w9PbHkCp9XJOZOyi68M1lnONaOQcV+bizXgoO3+DWTiqX19KsOS7o6DxcDisee6FDlEKQglIiIiIiIiIjLGQq++ihmNEli0qN82W8Huh6EcVZX7sywRERE5gLRF2/j2a9/mjIfOYN598/jSM1/igQ0P0BxpBrIdoYo9xb3jDcOgyFVEe3Tgm6IyMqlMirZo24DbtndvB+jtCAVw3/r7OL3qdK458po+Y102F9X+ah7Y8ACN4Ub+9cR/1UMrIiIHoCJXNgjVPKWA8ltvJfree+z8zncxMxlM0ySyYjmeBUdRH6ynwleB1WId8twBR4AuLyStYPerI5SIiIiISK70CUL5x74j1EdDCx/vCPVO4zvctvw2Htr40LDnjaaiAL0dyEX2tXQ4SfdLtTinF+CaNvQFPQybBcNpzUkQKlEfxExmsBW5iK5rI/ZBOxiQbMhdEMr8MAhlOK3sDO3kyW1P8oXDv0C5r5xvH/1tbjrqJl7Y8QKLn1/Mgx88yNPbn+ZLs77UG9Rsiw18fRrAVuSm4JJpmPE0kfda9sv5DFW6O4HV78CwGLkuRQ5RQ+9jJyIiIiIiIiIiQ9L9zDNYS4rxLFjQb5u1sBAAw27HNm7c/i5NREREDgBrW9fy9Ze/Tneim4UTFlLsLuaNhjf4j2X/wX8u+0/mj5tPR7yDUndpn/2K3EV7vCkqQxdJRvjx2z/mjfo3CCVDfKryU1w15ypml8zuHfNB+wcATMqbhMvm4ozqMzih/AQ+N/1zGEb/m7vTCqZR013Dl2Z+ibmlc/fbuYiIyNAVu7Mh47ZoG4Fzvkzyppto/vnPaa4op+BznyPd0ornqKOoD/2194HJofI7/LS7M3g84HP690X5IiIiIiIyBIZh4LQ6iafjvUGDUHLsQhKDBaHSmTS3Lb8NGLhT1N5EUhEALa4j+03wpVrMRJr88yYNe1+L1076Y0GoTCJNeGkj3mPKsLj2TUQhvrULDMi/aCqt/7cWDPAeN57w242kw8neblX700c7Qi3f9Q4mJhdMuaB3+/+b9f8o9Zby/Te+z8rmlcwtmcs1R17Dxo6NAIMu1NXDUeXHXu4lvHQn3mPLBrw2nQvp7gTWPEeuy5BDmIJQIiIiIiIiIiJjKB0KE3rtdfIvvRTD2n/laOuHHaHslZUDbhcREZGD312r7yJtpnng3AeYUTgDgH8+6p/Z1rmN53Y8x3PbnwNgUn7fG9CFrkJ2dO/Y7/UebEzT5Ja3buH5Hc/zmWmfocBZwEObHuLzT3+eE8pPYPGcxXjtXu5eczfzS+eT58x29fjFab/Y47xnTTiLcDLM9fOu3x+nISIiI+C1e3Fanb3B4sKv/APJhnra/+8eYuvWA+A5agF1y37BnOI5w5o74AiwbIZBTScU271jXruIiIiIiAxdTxCq0lcJQCgx9kGoUk9pn8DTk9ue5IP2Dyh0FY4oCKWOULI/mRmTyKpm3LNLsI8b/u+wVq+9T0coM52h/YENxDZ2YLis+I4ZP5bl9opv7cQ+3otzaj6OKj/WPAfuWcWE324k2RDCOn3ona3Gipn4sCOUw8rKXSvxO/xMyZ/SZ8w5E8+hyFXEH9f/ke8d8z1sFltv1+q9LX5mGAa+48rpeHQziZpunJMOjC7U6e449hJ9v5LcURBKRERERERERGQMhV56ETORIHDuogG3WwMBsFiwV1Xu58pERETkQNEYbmRW0azeEFSPyfmTuSb/Gq458hraom0UuPretC1yFbFy18r9WepB6f4N9/NszbN8c/43+cfZ/wjAP87+R/6y8S/cu+5evvzsl3FaneQ78/mvU/9ryPMumrSIRZMG/hlQREQODIZhUOQq6l1t2TAMxn3/+yR3NhJ69VWsBQVEK4oIJoJU+of3e7vf4eeF+RYAvq8glIiIiIhITjmtTgBKPCXYLfax7QgVbcdldTE5bzK7wruAbIjpl+/9ktnFszm67Gj+uP6PpDNprJahL4oYSaojlOw/ibogmXAK98zCEe1v8dpJd8WB7MJTHX/dTGxjB1gNEjuCsA+CUGYyTby2G9/x5RiGQcniOWABM5EBINEQwpWDIFRPRyjDaeW95veYVzoPi2HpN+7osqM5uuzo3r8XurKf+/Zoe7+xH+eeW0LnU9uIvNd8QAShzGSadEcc19T9//kW6dH/XSYiIiIiIiIiIiNiptO03nUXjkmTcM+dO+AYw2rNbp89vJWlRURE5OCxK7KLcd5xexxT5C7qd7O0yF1EZ7yTVCa1L8s7qKUyKX63+necWH4iXzniK72ve+1evnLEV3j2kmf5ztHfYVbRLH51+q8odhfnsFrcoONzAAAgAElEQVQREdkXitxFfVZbNmw2Kv7rNtxz5+I/80wawg0Aww5CBZyB3o99dt/YFCsiIiIiIiPSE4TKc+bhd/gJJ8NjNndHvINCVyFl3jKawk0A3LvuXpojzXzrqG9R7i0nlUnttcvLx0VS2SCUx6YOK7LvxT5oBwu4po0syGL5SEeormdriKxsJnBmNa4ZhSR2dI9lqb2Cr9VDyuyt2bBbMKwWLG4b1iIXyZ1jF3jskUmkaf39WhL1wUHHmB8GobqMINu6tjGvdN6Q5nZYHfgd/iF9r7A4rNjLvCSbI0MrfB+LvN+CmczgmlWU61LkEKaOUCIiIiIiIiIiY6T7ySdJbNlKxf/8N4Zl8PVnJv31EQybLsuIiIgciuLpOO2xdso8ZcPet9BViIlJZ7xTAZ0RWr5rOZ3xTj43/XMYhtFvu9vm5sqZV3LlzCtzUJ2IiOwPRe4idoZ29nnN4vUy4c9/wjAMVtU8C0Clb5hBKMfuIJRXHaFERERERHLKZXPhtrlxWp147V6CicFDDMPVFst2ch/vHU9LtIWmcBP3rL2HM6vPZP64+b3dpxrDjZR6Soc8b09HKI9dQSjZ92IftOOYEMDisY9of4vPTjqcJPhmA6HX6vEeW4b/jGpCrzcQW99GOpTA6nPscQ4znSHyfgueOSUY9j33dgmv2EX3i7V45pXinJbfb7uj3EeiYeyDUIkd3cQ2dpBJpClZPGfAa8o9QahVobUAzC+dP+T5P9q1em9sxW5im/bePSq2tZNUSwTfceVDrmM4TNMktKQBe5kX5+Tcd6eSQ5c6QomIiIiIiIiIjAEzmaTl17/Befjh+M8+e49jLS6XglAiIiKHqOZwM8BeO0INpMidXV1xqDdGpb8Xal7AbXNzYsWJuS5FRERyZLCHjHoeZqoP1gNQ5a8a1rwKQomIiIiIHDicVid5zuwD+j67b0w7QrVH23s7QpmY3PLWLSTTSW5YcAMAZd7sAkiN4cZhzRtNRQF1hJJ9xzRNYps6iG3pJNkYxn1Y4YjnsnrtkDbpenIb7llF5F84FcMwcEzM/m48lK5Qobd20vHwJkLL9vxeiW3ppOOvm3FOyaPgkmkDhpHsFT7S7TFS7bGRndAgEnXZEGViezfxrV0Djsl8GIR6v2sVdoudWcWzhjx/oauQ9tjew02QDUJlgkky8dQex4XebKDz79swk5kh1zEc8W1dJJsi+E4sH/DfQmR/URBKRERERERERGQMRNesIVlXR/FX/2mP3aBERETk0NYUaQJgnGf4QahCV/bGdFus78PbyUySu9fcTWu0dfQFHsTSmTQv1r7IyRUn47K5cl2OiIjkSJG7iI54B+lMesDt9cF6Cl2Fw16F3e/w937ss/tGVaOIiIiIiIyO0+ok35ntGuNz+Hq7NI2FjnhHNgj1Ycf3t3a+xeWHXU51oBqA8d7xADSFmoY1bySV7QjltrnHrFaRj4q8u4vWe9bSevcaAFyjCEJZvNlOUo5JAQovPwzDkg3EOMp9YDWI7yUIlQ4n6X6pDoDwsiZM0xxwXLIpTNv967GVuCm6ciaGbeD78J45JRhOK+1//gAzNboAkJnOkIkkgWwQylrowhpw0P1cTe/rfcb3BKHaV3FE8RE4rc4hH6vIXdTvev9gbMXZa9qp1j2HvVJtUUibJBrGrhNej3QwQefftmLx2vDMLRnz+UWGQ0/liIiIiIiIiIiMgcSOWgBcM2fmuBIRERE5kO2K7AJ2rww7HEWugTtCPbXtKW5feTvPbn929AUexFY2r6Q91s5ZE8/KdSkiIpJDRa4iMmaGjnjHgNvrg/VU+iuHPa86QomIiIiIHDg+PeXTfGbaZ4Dsz+ehxNgEoUzT3N0Rype9vud3+Ln6yKt7x/gdfnx237A7QkWS2SDUcBdlEBmKVGeMzqe24ZgUoOCz08m/aCq20pF/rbmmF+D7VCXF/28Whn13HMGwW3BU+kls78bMDBxuAgi+VIsZT+E7sZzUrgiJ2v6hnXR3nNbfr8OwWyn+h1lY3LZB57MVuii4ZBqJuiBdz9WM+LwAup/fQdN/rSCTSJOoC+KcGCCwcCKJuiA7/30Z7Q9v6u0UBdmOUGF7jHVt61gwbsGwjjVY1+qB2IqyIclUW3TQMWbGJNWWDUrFa/belQsgvHwX3S/u2Ou4VEeMlv9dRbo9lg2/2a1Dml9kXxn8O4KIiIiIiIiIiAxZonYHWCzYy8tzXYqIiIgcYEKJEA9ufJALp1xIU3gUHaHc2RU622Ptva+lMinuWn0XADvDO8eg2oPXWzvfwmbYOKXilFyXIiIiOVTsLgayweKejz+qPlTPkSVHDntej92DxbCQMTMKQomIiIiI5Ngl0y/p/dhnH7uOUJFUhEQmQaGrkHJvOYWuQq498lrynHl9xo33jR92ECqayoYbPDYFoWRsmaZJx183g2lS+LkZ2Apdo57T6neQv2jSgNucEwMEX6un4Qdv4juxgvzzJ/fZnmyJEFraiPfoMgILJxB+dxfhZU04J+xeYCQTT9H6h3VkoklKrjoSW/7ea/bMKSG+rYvQGw04J+Xhnlk07PMyTZPImlYy4SShNxvIhJI4qvx4jxqHvdxL+J1GIu81E1mxC3uFD0e1n/CyJtaNryFtpjmh/IRhHa/QXUh3optkOondat/jWFvxh0Go1sGDUOnOOKSzAbTEEIJQ8R3ddDy6CcNhxX9GNYZhDDgu2Ryh9e41ZBIZiv9pdp9/K5FcURBKRERERERERGQMJGvrsJeXYzgcuS5FREREDiAb2zdy42s3sqN7B9FUlO54NwFHYEQru/rtfuwWO22x3StEPrP9GWqDtdgMGztDCkLtyY7uHVT6K7WqrojIIa7I/WGHxVj/FZeTmSSN4UbOn3z+sOe1GBb8Dj9d8S4FoUREREREDiA+u49wMjwmc7VHswsUFboLcdlcvHLpK1gMS79x473DD0JFUhEMDJxW55jUKtIjvKyJ+OZO8i+aMiYhqL3xf6oSa4GLyIpdRN5vJu+8SX0CNl3P1GDYLATOmoDFacMzt4Twymb8p1VhL3ZjpjK03beBZFOYoi/NwlHhG/Kx88+bTKK2m/aHNzHuG/OGFKD6qFRLlHR7tqNS8JU6AByV/uyf5T4cF08jb9EkIu81E1raSPjtRtxHlrCushF3rZu5JXOHdbwiV/YaRXusnXHePS+eZnFYsQQcewxC9XSLsha5SNRmu3IZloHDTZlIkvY/fwAZMGNpMpEUVm//MFaiPkjr79eCYVBy1Rwc43XNQw4M/f/3FRERERERERGRYUvU1uKors51GSIiInIAeWzzY3zh6S8QSUYo95azqnkVTZGmvd7QHIxhGBS5i3ofuEhn0vxu9e+YXjCdY8uPVRBqL+qCdVT5q3JdhoiI5FjPQ0Zt0f5BqKZQExkzQ6W/ckRz++1+LIYFt809qhpFRERERGTs+Bw+QokQpmmOeq6eBRUKnAUAA4agYIRBqGQEj90zaEcWkb1JtkRINvUN/aU6YnQ9tR3nlDy8x4zfL3VYPHZ8x43Hc9Q4MqFkb7AIIL6tk9j6NvynVWL1ZxcYDZxRjWG30P6XjaS747T9+QPiWzopuGQ67hmFwzq2YbdQ9PnDIWPS/qcPMNOZYe0f25B9j3uPG4+ZzIDVwP6x4I/FZcN3fDnjvjmf8h8dR9EVh/FO6zKOLjt6r12dPm5Pi7UMxF7sJtUWG3R7TxDKO38cmUiKVEtk0LHdr9WT7orjP72qz74fFd/WRctdazDsVkquPlIhKDmgKAglIiIiIiIiIjIGkrW12Kv1YK2IiIhANBXl5iU386O3fsTc0rk8fMHDnFp1KqtbV7MztJNxnpEFoQAKXYW9N0Wf3/E8Nd01XDXnKip9lewMKwg1GNM0qe2uVRBKRER2P2Q0QBCqLphd7bnSN7IgVMAZwGvz6sFFEREREZEDiNfuJWWmiKfjo56rI9YBZDtC7UmZt4yueBeR5OAhhI+LpqJ4bOpkLiPX+bettP5xfW/ozzRNOv66GYCCS6YP2hloX3FOCAAQr+nO1pMx6XxqO9Y8J/6TKnrHWfOcFFw8lWRdkMafLSO2vo288ybjXTCy6+i2YjcFl0wjURuk67maYe0b3dCOfbyXwGlVYGS7QBm2geMWhmFg8dhpCDWwo3sHJ5SfMOxa97RYy0Bsxe49d4RqjWHYLbjnFAO7P/cflw4nCb+9E/ecEjxHlmRfa+8bsIp+0E7LPWuxBhyUXHMk9mIt+iIHFgWhRERERERERERGKd3ZSbqrC0f1hFyXIiIiIjlW01XDF57+Ak9seYKr5lzFb8/8LUXuIuaWziWairKpYxNl3rIRz1/kKqIt2kbGzPDbVb9lSt4UzpxwJuW+crriXYST4b1Pcghqj7UTSUWoDqiDp4jIoc5n9+G0OtkV2dVvW32oHmDkHaEcfrwOrY4sIiIiInIg8dv9AISSoVHP1R7LdmrvCS8MZrw323mnKdw05LkjqWxHKJGRSnfFSbfHSO7MXiMOv9NEfEsneedNwlbo2u/12Eo9GC4biR3ZME5kVQvJhhCBcyZi2K19xnrmlOA/vQrvMWWM++cF+E+u6DdfNBXlzlV3Ekr0fS+vaVlDIp3oN5/3uPGEXm8gsbPveDNjEl3XRvsjm+h4fAudT26j6/kaul+uJbGjG9fhhVjznAQWTsQ3QB0f9/bOtwE4fvzxe/+kfMyEwARsho2ljUuHNN5W5CYTTpLuTpDu6h/uTLVGsRW5sBW7sfjsvZ/7jwu92YCZyBA4var3a+OjAavY5g7a/rge+zgPJVfNwZbnHPa5iexrCkKJiIiIiIiIiIxSoi67YrRjgh6sFREROZS9VPsSlz91OS2RFu448w6un3c9Vkv2hu7ckrm940bbEao91s6LO15ka9dWFs9ZjMWwUO4tB2BnSF2hBtLT4UMdoURExDAMjio7iqe2PdUvQFwfrMdhcVDqKR3R3BP8E0bcTUpERERERPaNnsUKPh6eGImOeLYjVL4zf4/jehZCGk4QKpqM4rap44qMXDqYBCC6tpVUe4yup7fhnJqP95iRL8w1GobFwDnBT7ymm0wiTfez27FX+no7EH1c3sKJFFw8DXvJwIHAZ7Y/wx3v38HDmx7ufW1TxyY+//TnuW/9ff3G+z+V/f08URfsfS0TS9H8m/dpu2890XVtRNe2El7WRPCVOrqf3wEGuGdn6wucVoVnzsC1ftTft/6dCl8Fk/Im7XXsxxW4Cjhjwhk8tuUxoqnBOz31sBVnQ0tNty2n8WfL6PzbVjKJdO/2VFsUW5EbwzBwVPpJ1Pf/vpeJpgi9tRP37GLs47wYdivWPAepj3SECi1txOKzU/LV2Vh9jmGfl8j+oCCUiIiIiIiIiMgoJWprAXBUKwglIiJyqEplUnz/je9T7a/m4Qse5qSKk/psL/OW9T5UPZogVJG7iLZYG79d/VsmBiZy9sSzASj3KQi1J7XB7M9r1X79vCYiInDdkdfREe/ggQ0P9Hm9LlhHhb8CizGyRym+c8x3uOPMO8aiRBERERERGSM+uw9gTDqphxIhbBYbLtueu+v0BKW6EwN3YxlIJBXBY1NHKBkZM5XBjKYAiK5ppeORTWAYFHx2GoZh5Kwux8QAqeYI7Q9sIN2VIP/cyRiWkdXz/I7nAXh086OYpgnAE1ueAOC5muf6jbfmOzEcVpJNu9/7oaWNJBtCFHxmGuU/PI7yHx5HxU9OoOLfT6Li306k4l9OwDF+6J2eV7WsYmXzSq48/MoRf54vn3E5wUSQZ7Y/s9ex9go/2Cw4JgbwHltG6K2dNP/yPeI7ujHTJqn2GNbibKDSUekj1RIhE0/1mSO0pAEznsZ/2u5Fw6yFblJt2SCUmcoQ39yJ+/BCLC7biM5JZH9QEEpEREREREREZJSSHwah7FXqMCAiInKo2t61nUgqwhdnfrF3xdePMgyjtyvUQNuHqtBVSCqTYlPHJhbPWdzbcaonCNUQahjx3Aez2u5aLIaFCl9FrksREZEDwOyS2ZxadSp/WPsHuuJdva/Xh+pH1dHJYXVoBXcRERERkQNMTxAqlBx9R6hwMozXvveQRM+Y4Rwzkozgtuv3CRmZdCjbDco+3kuqNUp8Wxf5503Glr/n0F46k+au1XfxSu0rveGiseScEAAgtrGDvPMn45ycN6J5uuJdvLPzHar91dR017CyeSXJTJIntz2J0+pkQ/sG6oJ1ffYxDAN7mYfUrggAmUSa0Bv1OKcX4D2mDMNq9Blr2CwYdmu/417w2AU8u/3ZAev6w9o/EHAE+My0z4zovAAWjFvA1PypPPjBg3v9N7DlO6n41xMo+coRFFw8jeKvzsZMZWj531V0PLoZ0ib2ouz3EXulH0z6dIXKxFIEl+zEdXghjnLf7nmLXKTash2p4jXdmIk0rhmFIz4nkf1BQSgRERERERERkVFK7KjFNm4cFteeLySLiIjIwWtd2zoAZhXPGnTMvNJ5wO7Q0kgUuYsAqPJXsWjSot2vu4pwWp00hhtHPPfBrDZYy3jveOxWe65LERGRA8T1c68nmAxy77p7ATBNk/pgPZX+kQehRERERETkwONzfBiESow+CBVJRfDa9h6EGkkXqmgqqo5QMmKZYAIA73HjwQDn9AI8R4/b634/X/5zfvneL/n6K1/nyqev7LNYyFhwVPlxTAiQd8Fk/CeNfJGql2tfJmWm+JcT/gWf3cdDGx/izfo3aY+1c8OCGwB4cceL/fazj/OSbApjmibhZU1kwikCpw99cdO3d75NTXcNP1zyQ9a1raMz1sm7Te/ywIYH+PFbP+al2pe4bMZleOwjf+8ahsEVh13BhvYNvN/y/pDG93BNyWfcN+fjPbqMyIpdANiKs88sOCqz34eSHwlChZY2YkZTBM6o7jOnrchNJpQkE08T29gOVgPn1PwRn5PI/qB+ZSIiIiIiIiIio5Soq8NRXb33gSIiInLQWt+2Ho/Nw8TAxEHHXDL9EsZ5xzEhMGHExxnvHQ/AV2d/FZtl920ewzAY7x2vjlCDqOuuo9qvn9dERGS3GYUzOHvi2dy/4X6unHklBgahZIgqv7o9i4iIiIgcTEbSnWkwkWRkSIGHnjHD6giViqjDrIxY+sMglKPcR8nVR2If5+kTmBnIQxsf4oEND3Dl4VcyNX8qP1n6E3793q/5wXE/GLO6DLuV0muOHPU8z+94ngpfBQvGLeCCKRfw5w/+zHM1z1HoKuTSGZfy961/54UdL/APR/xDn/1s4zxk3k2RCSUJLWnAMSmAc+LQu1ItbVyKz+7D7/Bz5VNXkjJTvdvynHmcXHkyX5z5xVGf3/mTz+f2lbdz3/r7ehdUGyqLy0bBZ6bhmlVEdE0rjio/AFafA2u+k0R9EOjbEctR6e8zh60oG55KtceIbWzHOTkPi6Nvd6zBbO3cypT8KcOqWWQsqCOUiIiIiIiIiMgoJevrsVdqxWgREZFD2bq2dRxedDgWY/BbL26bm7MmnDWq48wvnc8fzvkDF029qN+2cl85jaEDryPUil0rWNa4DIDVLas5/7HzWdWyar/WUBus1YPtIiLSz7VzryWejnPPmnuoD9YDUOnT7/ciIiIiIgcTvz37wP9YBKHCyfCQglAWw4LX7h1WF6pIKqKOUDJimVASAIvfjnNCAItrz71STNPknrX3ML90Pt866ltcMv0SLp1+KQ9teohNHZvGpKZ4Ok4ynRz1PF3xLpY2LuWsCWdhGAY3HnUjPznhJyycuJBvzv8mdoudhRMXsqZ1Da/Xv95nX3tZ9j0VXrGLdEcc74K9d8n6qHca3+GosqO488w7uXTGpdy44Eb+98z/5aXPvcQbl73Bb874DQWuglGfo8fu4bPTP8tLtS+NeLEz94xCCj87HcO+O8DkqPL3BqHCSxuzHbHO6L9gmK0wG4SKrNhFqjmKa0bhkI751s63uOiJi3ip9qUR1SwyGgpCiYiIiIiIiIiMUiYcxhrw732giIiIHJRSmRQb2zcys2jmPj+WYRgsGLdgwNU8y33l7Azv3Oc1DNfP3/05N71+E4l0gvs33M+O7h184+Vv0BRu2i/H74p30Z3opjqgjlAiItLX5LzJnD/5fB7c+CArm1cCUOlXEEpERERE5GDS2xFqGKGkwYRTYbw275CPG06Ghzz3ULtNiQykpyOU1esY0vjaYC0NoQbOmXQOVks2OHPd3Ovw2X3cuuxWTNMcdg31wXo+/finWde6DtM0Wfz8Yr735veGPc/HvVr3KqlMioUTFgLgtDq5eNrF3HrKrVw87WIALptxGYcXHs63XvsWq1tW9+5rH/fh+//1erAYuGcW7fV4j25+lFveuoW67jrqQ/UcN/44puRP4XvHfo8vH/FlTqw4kVJP6V47bg3XFYddgYHBnzf8ecDtr9e/ztbOrcOa01HpI90RJ9UeI/h6Pc6p+TgnBPqNsxVlu9GF3mzAWujCM7dkr3Mn00l+9s7PqPZXc3LFycOqS2QsKAglIiIiIiIiIjJKmVgMw+XOdRkiIiKSI1s7txJPx5lVNCundVT4KmiPtRNJRnJax8fVBmtpj7Xz+JbHebn2ZU6qOIl4Os7XXv7afql1Q/sGAKr9CkKJiEh/Vx95NelMmjtX3QkoCCUiIiIicrCxW+04rc5hhZIGE0lGeoNVe+O3+4fchSqZSZLMJHHbdL9RRiYdSmC4bBj2waMB9cF6bl5yM3XddSxpWALAieUn9m7Pd+Vz3dzreKfpHV6ue3nYNdy3/j62d23nd6t/x5rWNaxsXsn6tvXDP5mPeX7H84z3jueI4iMGHeO1e7njzDsochVx3UvXsb1rOwBWvwOL104mksI5NR+Lxz7oHKZpcveau7nlrVt4dPOj3PDqDQAcW3bsqM9hKMq8ZSycsJBHNz/a7/uVaZp89/Xv8suVvxzWnI6q7GKuTbe+SyaUJHB61YDjLG4bthI3jio/pdceidW390DdfRvuo6a7hu8e810c1qEF8ETGkoJQIiIiIiIiIiKjYCaTkEphcbtyXYqIiIjkSM/N3P3REWpPSj2lALRF23Jax0d1xbsIJoJAtjNUPB3n2iOv5dZTbmVTxyZ+8OYPyJiZfVrDnzb8iTxnHseO3z83rEVE5JOlyl/FxdMuJpwMU+wu1oOHIiIiIiIHIZ/dN+RQ0p4Mp2uT1+EdcheqaCoKgMemjlCHskw0RdsDGwgv3zXsjkyZUBKrf/CQz7rWdXzh6S/w+JbHuW35bby18y0qfZVUB/ouHnXpjEuZmj+V2969jXg6PuTjBxNBHt/yOG6bm1fqXuG/lv8XAI2hRpKZ5LDO5ePzvrXzLc6acNZeOzAVu4v57Vm/xWJYuPqFq2mONANgH5d9X3lmFw+4X113HXe+fyfnP3Y+t6+8nXMnnct5k89jY8dGilxFTMmfMuL6h+vKmVcSTGY/lx/VFmsjmAyypnXNsL42HBPzKPjcdAJnVpP/6Sk4J+cPOrb0a/MoGWIIKpQI8bvVv+PUqlM5uVLdoCQ3FIQSERERERERERmFTDR7Y8Li1oNSIiIih6p1bevw2r1MCEzIaR0FzgIge1P0QFEXrANgXuk8YukYEwMTOaL4CE6uPJkbF9zIi7Uv8pv3f7PPjr+9azuv1r3K5TMuH/JDKiIicuhZPGcxDouDCl9FrksREREREZF9wOfwDTmUtCfhVHjIYSWf3TfkLlQ9XdN1/erQ1v3CDqJrWul4ZBOt96zFTGcXkIqubSXVtedQUjqYwDJIgOXVulf5h+f+AbfNzcVTL+blupd5a+dbnFhxYr+xNouNbx/9bepD9dy3/r4h1/7Y5seIpCLc9qnbsFlsrGxeSbG7mJSZoinUNOR5Bqo9lUmxcOLCIY2vDlRzx5l30Bnv5NoXryWYCGIv94HV4EnXK9y+8na2dGxhY/tGHvzgQa58+krOfexc7lx1J+O94/npST/l30/6d3547A+ZEJjAqVWn7jWANZbmlMxhTskcHtjwQJ8FxHZ07wCgJdrCrsiuPc6RzCR7w5WGxcC7YByBMyfgO6F8j/tZHNYBzzWdSfNq3assfn4xJ/75RGq6anhy25OEk2GumnPVcE9RZMzYcl2AiIiIiIiIyFiKb9tG293/R/FVi3FMyO2DqHJoyERjABguBaFEREQOJS2RForcRVgMC+80vsPckrlYjNyuP1foLgSgI9aR0zo+qicI9bV5X+MbL3+DS2dc2nsz9Yszv8jWrq38bvXvmJw3mfMmnzfmx7933b04rA6uOOyKMZ9bREQOHmXeMn560k/xOXy5LkVERERERPYBr907Jh2hwskwXrt3yMdsCu89ANIR6+jt8K6OUIeuRGOY0Ns78R5bhjXfRfdzNcS3dGIrdtN2/wZ8p1SQf+7kQffPBBPYK/r/TvvgBw/ys2U/47DCw/jNGb/BZXXxSt0rdMY7ObG8fxAK4Pjy4zmt6jTuWn0XF065kGAyyIs7XuSwwsM4puwYXDZXn/HpTJo/ffAn5pfO55TKUzh30rk8sfUJrp97PT9++8fUBeuoClSN6PPyfM3zlHnLmFM8Z8j7zCqaxf+c9j9c99J1fOOVb3DHp36Na04Rty/5NsFEkLvX3N07dmr+VG5YcAPnTjqXMm9Z7+s+h49HP/0oVsM6orpH44szv8hNr93E6/Wvc2rVqQDUdtf2bl/dsrpPrR/306U/ZcWuFTxx0ROjumfRFe/isc2P8eDGB2kINVDqKSWVSfGf7/4nTeEmZhbN5IjiI0Y8v8hoKQglIiIiIiIiB5XWO+6k+8knCT77LOP//d8JnHN2rkuSg5wZ6+kI5drLSBERETlYdMY6WfToIr4272ucNeEsarpr+Nz0z+W6LAqd2SBUe6w9x5Xs1hOEmlU0ixc/9yJu2+7wuGEY/PDYH7Kjewc/WvIjZhXNYmLexDE7dmu0lb9v/TsXTr2QInfRmM0rIiIHp3MmnZPrEhw56zYAACAASURBVEREREREZB/x2X2jDkIl00lSmdSQg1BDOaZpmnz275/tDUJ99NqZHDpM06TziS1Y3Dbyzp6I4bASfLWOyOpWbMXZe9Dp9tge50iHkrj8uztCZcwMv1jxC36/7vecWnkq/3nKf/Z2HLtu7nXc8f4dHDP+mEHn+9ZR3+KiJy7i5iU3s75tPR3x7OJbp1aeyq/O+FWfsa/WvUpDqIFvHfUtAG46+iYunHohVf5s+KnnGvFwhRIhluxcwmUzLht2V6YTyk/gluNv4eYlN/N625tMLZhKMBHkm/O/id/hJ+AMML1gOpMCkwad22EduMPWvnZm9ZmUecu4b/19vUGomu4abBYbBgZrWtcM2iErmAjy1LaniKVjrG5ZzdzSuXs9Xkesg3AyTKW/sve11+tf58ZXbySWjrFg3AL+ecE/c3r16Tyw4QFuW34bAD854SejP1mRUcjt0oQiIiIiIiIiYyjV0UHwuecInLsIx6RJNN5yC2Yymeuy5CCXifV0hFIQSkRE5FCxpnUN8XScRzY9wpKdSwA4sWLg1TP3pwJXAUDvTekDQV2wjmJ3MR67B4/d0++mst1q5wfH/oBEJsHatrVjeuw/bfgTyUySL8360pjOKyIiIiIiIiIinyxjEYQKJ8MAvWGSvfHavb37DKYz3klzpJnDCg9jRsEMZhTOGFWN8skUXdVCoqabwDkTsXjsGDYL7llFRNe1EVnZDECqIz7o/plEGjOexuLLBnfi6Tjfef07/H7d77lsxmX84rRf9Pm6vfywy3n1slf3GOqrDlTzxZlfZMnOJdgtdv766b9y2YzLeKPhDTpjnX3G3rfhPip8FZxWdRoAec48ji47mlJPKU6rk9pg7UCH2KtX618lmUly9sSRLX573uTz8Ng8vNP4DqtbVgNwWvVpXDrjUs6ZeA6T8yYPO2C1P9gsNq447AqWNS1jY/tGAHZ076DaX83hhYf3nstAnq95nlg6hoHBszXPDul4/7b031j8wuI+rz208SHynHk8csEj/OGcP7Bw4kJsFhufP+zzTAxMxO/wa0EZyTkFoUREREREROSg0fXEE5jJJEVXXU3xNVeT6eoivGxZrsuSg5wZ7ekIpRXaREREDhVrW7OBnZruGv6w9g+UekqZnDc5x1WBy+bCY/P0riB7IKgL1vWu/DmYYncxAF3xrjE7biQZ4S8b/8Lp1aczITBhzOYVEREREREREZFPHp/DRzix51DS3oRTHwahbEMLQvkcPsLJMBkzM+iYnoDI1UdezSOffoRyX/moapRPnkw8RedT27FX+vAeVdb7untOCWYsRaoliuG0ku4YvCNUJpgAwOq3E0vFuPqFq3m25lluXHAjPzj2B1gt1n77WIy9RwgWz1nMV474Cveccw/TC6Zz0dSLSJtp3mh4o3fM+rb1rNi1gisOu6LfcSyGhUpf5Yg7Qj1f8zylnlLmlMwZ0f52i50F4xawrGkZq1pW4Xf4mRiYOKK5xtKql+t4+GfvEulODDrmkmmX4La5uX/D/cCHQahANbNLZrOhfQOpTGrA/R7f8jiT8yZzevXpPFfzHOlMeo+1pDNp3m58m7pgXe/1+WQ6ybKmZZxadWq/cKbdaueOM+/g7oV3q4Od5JyCUCIiIiIiIp8wmUSCrr8/iZkZ/ILpocg0TTofehj33Lm4ZkzHe9JJGB4PwedfyHVpcpDr6QhlUUcoERGRQ8aa1jVU+Cpw29zUBms5sfzEA2blyEJX4X7rCBVJRvb4IAcMLQjld/gB6I53j1ltj215jO5EN1+e9eUxm1NERERERERERD6ZvHYvwWRwVHP0dHfaUxedj/LZfX32G0hPQKTaXz2q2uSTq/ulOjLBBPmfnoJh2X2N2TU1H8NlA4uB99gyMpEUmfjA4Zd0KAmA4bPzL2//Cyt2reA/Tv4PvnzEl0d13dpr93LDght6F5qaWTSTUncpr9S90jvmgQ0P4LF5+My0zww4R5W/akRBqHAyzJKGJZw14awhhbYGc+z4Y6npruG1uteYUzxnVHONlR1r22jeEeRvt79PLJwccEyeM49PT/k0T217ipZIC7XdtUwMTGR28WyiqSgbOzb2GR9Px/n71r/zfsv7XDj1Qs6ZeA6t0VZWNq/cYy0ftH9AMJH93tjTfer9lveJpqKcUH7CgPtU+auYWTRzuKctMuZy/24WERERERGRYel88C/svOkmoqtW5bqUA0rHffeR2LaNgs9fAWRDKb5PnULwxRcx03te5UZkNDIfdoQyXFrxSERE5FBgmiZrW9dy1LijOGvCWQCD3hDMhUJXIe3R9n1+nEQ6wdl/PZuHNz486JhYKkZzpHmvQSibxYbf7qcrMTYdoVKZFPetv495pfOYWzp3TOYUEREREREREZFPLp89253JNM0RzxFJRoCxD0IZGFT4K0Zcl3xyJZsjhJY04DlqHM7qQJ9ths2C/9RKfCeV46jILiSV7ogPOE9PR6g/tj7Ik9ue5Pp513Pe5PPGvF6LYeHUqlN5s+FN4uk4rdFWnt7+NBdNvah3sauPqwpUUR+sH9Z7L2Nm+OXKX5LIJFg4YeGoaj5u/HEAtERbRtxZaqy17wxTVOGlY1eYd/62bdBxXzj8CyQzSX75XvZzMSEwgWPKjsFtc3PzkpvpjHWyvGk5P37rx5z2l9P4/pvfp8JXwYVTLuSUylNw29x7vH4PsLRxae/HH7R/AMDbO9/Galg5puyYsTlhkX3ElusCREREREREZOhM06Tzr38FINXckuNqDhzRNWvZ9fPb8J1+OoELLuh9PbBwIcFnniWyYgXeY3SRRvYNs6cjlFsdoURERA4FO8M76Yh3MLt4NnNL59IcaebEihNzXVavQlchTZGmfX6cHd076Ix3srZtLZdx2YBjGkINAHsNQgEEnAE6451jUtsLO16gIdTAt4/+9pjMJyIiIiIiIiIin2w+h4+MmSGaiuKxe0Y0R08Qaqj7ex3ZwFQoEYJBslN13XWUekpxWp0jqulgYpom0TWtWDw2HOU+LB57rkvap0zTpPPvWzHsFvLOmTjgmMCp2euq8dpuAFLtMexl/b+YUp0x7it+kj9tfZpFkxbx1dlf3Wd1n1Z9Gg9teojX6l5jc+dm0pk0nz/884OOr/JXEUvHaIm2UOop7bOtK97Fs9uf5fwp5+O1e/nVe79idctqEukEK5tXcsVhVzCvdN6o6p1WMI0CZwEd8Y4DIggVjyQJd8aZfWoFO9a20b5z8KDkpLxJnFJ5Co9veRyACYEJlHhK+OXpv+S6F6/j9IdPJ5lJ4ra5ObP6TM6fcj7Hlh2L1WIF4MrDr+SuNXdx2WGXsWDcggGP8U7jO0zNn0pXvKu3y9SSnUs4suRIfA7fHs8l3BXH5bVjtakvj+SGglAiIiIiIiKfILF164lvzF58SP1/9u47sKr6/OP4+9y9b/Ymg71BhgxluBFcqK1117ZatdYO7a/W3aGt2lbauordtijWyXCgIAoIyJA9BLITspM7c/f5/XElSEngJgQS4Hn9Beec7/c8J7kEOOd8vk9jQw9X0ztEPR6qfvxjdGlp5Dz+2CGt3W1Tp6IYDHiXLpUglDhuYv54RyiNWTpCCSGEEKeDrQ1bARiePpxBKYN48cIXe7iiQyWbktnRuAOAT6s/ZUDSANIt6d1+nmJXfKXKcnd5h8dUeCqAxIJQTqMTV7DrHaFUVWVR8SJybDn8fdvfKXQUMr3P9C7PJ4QQQgghhBBCCCFOHQe6M3nD3i4HoXyReGDBokts/FfP2ZEKTwX5jvwu1XOqCZW5aZq3q+332iQj+mwr+hwb1jMy0KWdWs9i/Z/XEdzTgvPSvmhthiMeq0uOL8gZbQ60u3/R7oXMS3+HK/pdwSOTHznknYnudmbWmeTb8/nZip9h1BqZljeNAkdBh8cfuDdc4ak4JAi1vGI5P1/9cxpaG9jSsIVL+l7C3C1zybfnE1Wj3DvuXm4aetMxX4tG0TA+azxLypYwIm3EMc3VHZpr4oHKlBwbLTV+KnY1H/H4G4bcwCeVnwC0fZ0nZk9kzjlzeHPvm5ybfy7n9jm33Z9r3xnxHRYWL+TxtY8z/5L56DSHxkZC0RCf133OVQOvosxdxq6mXTQFmtjZuJPvjf7eUa/l1cfXUTg8lXNuHJLQtQvR3SQIJYQQQgghhBAnkZbXX0MxGlFDIaINjT1dTo9TVZX9Dz5EuLqagpdeQpuUdMh+jdWKeewYfKvXdDCDEMcuFogHoRQJQgkhhBCnhW312zBoDAxMGtjTpbQrxZRCU7CJ1kgr3/vwexQ4CvjPrP9g1Xew7GwXHQhCHQg7tadTQSiDE3fQ3eV6llUs4/6V97f9/pFJj6BRZCVKIYQQQgghhBBCCHFoKCmDjKMc3T5fOB6ESvQ+24FzHhjXngpPBdP6TOtSPaeaYGn83mDqDUOINLYSqvYRrvYS2NWE56MKbBOzcc4sQjkFus+E6/20vLUXQ5ED28Scox6vselR9BoizcHD9kVcQVb615CWlMLPz/r5cb8natAaeGnmS9yz/B7W167nxqE3HvH4fHs86LezcSdjM8fiCrp44rMnWFi8kIHJA5mSO4U3977Jx5Ufk2/P543L3+j2Dmm3jbyNsZljcRqd3Trv/2qp9WMw67A4Og62HegAlZJtpSHdjG9NDZFwFJ1e2+7xE7Mn0j+pP1XeKtLNBxc8m5I3hSl5U45Yj0Vv4SfjfsI9H9/D23vf5qqBV7XtU1WV1754jUA0wISsCZi0JtbsX8PLu15GReWc/HOOOHeoNYLfFWLXmhrGzSrCnmI64vFCHA8ShBJCCCGEEEKIk0QsEMC9aDH2Cy/Et2oVkcbTLwilhsNU3HUXtilTSbnhelrmz8fz/vuk3/NjLGPab4lunTSZ+t//nkhDA7q0tBNcsTgdqIH4ylsak9zcE0KIzgjHwmyo3UC9v56WYAvukJtZRbModBb2dGlCHNHWhq0MThmMXqvv6VLalWxKJhKLsLV+KxE1wj7XPn624mfMOWdOtz4EL2kpAaC+tR5/2N/uipNl7jLsBjtJxqTD9v2vJGMS1b7qLtUSjoZ5esPT9HX25daRt7K3eS+X9busS3MJIYQQQgghhBBCiFOPzfBlKCnUcSjpaPzheCeXRINQB47rqCOUP+ynMdCY0CJCp4NQqRtduhnz8EOf6Uc9IdwfluH9tJpYIELy1wYe145Hx1ukOUDjv3ei6DSkfGMwivbwa1lUvIgFexcw55w5WPQWFEVBm2xstyOU//Natlj2MCnrrBO2MFSKKYW5F86l1FXKgOQBRzw215bLsNRh/H7D7/GEPfx3939pCjTx3ZHf5bsjvwsK7G7ezY7GHTw19aluD0EBDEoZxKCUQd0+71fFYipv/m4j2f2dzLit485TTdU+dHoNjlQTji+7nLkbAqRkt/9zRVEUfj7555S5y7r0ub+g4AKGpw5n7pa5XNbvMvRaPZvqNvHUuqfY0rCFEWkjmJA9gWA0SCQW4S9b/8K0vGkMTD7yQnDelngoLxZV2by0grO/duTPgRDHgwShhBBCCCGEEOIk4fngA2IeD0lXXUVw1y4ijQ09XdIJ51qwAN/Hn+BbuQpFp6P28V9jnTKF1G9/u8Mx1kkTqQd8a9bivGTWiStWnDZirfEbzooEoYQQolPm7ZzHb9f/9pBtLYEWHpj4QA9VJMTRRWIRdjbtZHb/2T1dSodSTCkAfFbzGQDXDLqG+bvn88LmF7hz9J3ddp5iVzFaRUtUjVLhqWj3QXKZu4wCe0FCD2gdRgeuoKtLtbz6xauUuct49rxnmZo3tUtzCCGEEEIIIYQQQohT14FQkifs6fIc/kg8CNXegkDtsRvsQMcdoTrTTf1Up8ZUgmVuzMNSD9untRtInj0Ajc2AZ2k5+kwL9mkn59cssLeFxn/vBFUl9YYh6JyHh36WlC7hgZUPEFNjfFr9KecXnA+ALtlEpOXQjlCqqrJz82ZakjxMLJx0Qq7hAL1Gf9QQFIBWo+XPF/yZ2z+4nec2PceA5AE8c94zDE0d2nbMs+c9y87GnUzKObHX0J1qi1343SGq97SgqmqH98Sb9ntJzraiaBSc6V8GoepbOwxCAYxMH8nI9JFdqktRFO4cfSd3Lr2TuVvj4bX3St8j3ZzOL8/6JZf1uwyNomm7vx+JReIBtaPwfdmdzJluZvvKasbNLMRk7Z2Lx4lT18nfH1AIIYQQQgghThMtr72OPi8Py5nj0aalEm04vTpCqeEwDc+/gHHwYPRZWdQ8+ijapCRynvgNiqbj/96ahg5F43DgW7P6BFYrTidqoBXFaDzi51AIIcShYmqM+bvnMzJ9JAuvWMjKb6xkQPIAanw1PV2aEEdU7CqmNdLK8LThPV1Kh74ahNJr9Nx35n1c3u9ynt/8PEvLlnbLOWJqjFJ3KWMyxwAHX9r4X+XucgqcBQnN6TQ6cYfcxNRYp2qp8dXwzOfPMCl7ElNyp3RqrBBCCCGEEEIIIYQ4Pdj0X3aE6iCUlAhf2IdO0WHQGBI6vi18FWo/fCVBqIMi9X7U1gjGQkeHxzjOz8c0JAX3sgrUqHoCq+s+7vdL0Vh0ZN59BqYByYft396wnZ+u+Cmj0kfhNDpZVr6MaCzKQ6seYpP9i7aOUGo0hn9THXXPbOLz1i0AjM8cf0KvpTOcRicvXvgiT017ildmvXJICAogzZzGlLyT+95uyeb4QsatnjAttX7cja2sW1xCXZkbVT34eW2q9rWFng50hHI1tB7X2s7OPZuRaSN5YfMLLK9Yzh2j7mDR7EVc0f+Kti5i+fZ8rHork3MmMyK9445WBxzoCDX5qv4A1JW6j98FCNEB6QglhBBCCCGEECeBUEUF/rVrSf/B3SgaDbrUNFo3b+7psk4o19tvE66sJO/559AlJ1P9wINkP/oIupSUI45TtFqsE87E/+nqI668I0RXxVoDaKQblBBCdMqa6jVUeCr43ujvUegsBCDHmsN+3/6eLUyIo9jWsA2AEWlHfxDYUw4EobbWb6VvUl90Gh0PTXqIYlcxP1v5M/7j+E9CK3UeSbW3mmA0yLS8aayrWUe5p/ywY4LRIPt9+7nCfkVCczoNTmJqDE/Ig9PoTGiMqqo8+umjRNUoD016SP6tL4QQQgghhBBCCCHaZTPEg1DekLfLc/jCPix6S8L3oCw6S9u49kgQ6qBgWTxEYSjoOAilKAqW0RkEdjYRrvZi6GM/UeV1i1gwSqjKi31qHrpU82H7/WE/9624jzRzGn869088ue5JllcsZ2HxQt7a+xa15koe9n8L90cV+NbuJ9oSRJdmZufAajKjmeTZ83rgqhJnM9iYUTijp8s4bkq2NOBIN+Oub2X/Xhc1xS52frqfzxaWkJRpYdCETAqGp+FzhUjJiQehzHY9eqMWd/3xDUIpisLDkx5mcfFirh9yPZnWzMOO0Wq0/PXCv5JlzUpoTl9LPJSXPyyFW544C4NJIinixJOlioUQQgghhBDiJNDyxhugKDhnzwZAl5pKpPH06gjlfn8Jhr59sU2fjnn0aPotXoRlfGKrGlkmTiRcXU24rOw4VylOR7FAK4r58JvVQgghOjZ/93xSTClcUHBB27Ysa5YEoUSvt7VhK3a9nXxHfk+X0qFkU3wl0YgaoV9SPwCMWiNzzpmDTW/j7mV34wq6jukcxa5iAEamjyTFlEK5+/AgVIW7AhWVAkfiHaEA3MHEV45cXLKYVdWr+PHYH8sLI0IIIYQQQgghhBCiQwc6QnnDXQ9C+cP+ti5PidBqtFh0lg7PWe4pJ9mYjN1wcgV6jodQqRuNVY8u7cjPXI194/cQg8XHdn+zJ4TK3RBT267hf/1u/e8oc5fx2FmP4TQ6OTf/XNwhN79e+2sA1gU24dO04n6/FG2ykdSbhpLxozFsCm/jzKwzZZGoHtRc46Ol1s+oc/tgtusp39HI3g11DBiXwfTrB2FxGFi7oIRXH18H0NYRSlEUHOnm494RCmBQyiB+PO7H7YagDhiWNoxUc2pC83lbQphsenR6rYSgRI+RIJQQQgghhBBC9HJqNIrrzbewnn02+qz46ivatFRUv5+Y39/D1Z04oZISTIMHd+kGnn36dFAUWt5+u/sLE6c9VTpCCSFEp7iCLpZXLueK/ldg0BratufYcnCH3B2ujilEb7C9YTvD0oahUXrv45UDHaEABiQd7PyUYcng6XOeptZfy70f30skFjlkXEughduW3MbHFR8f9RwlrhIAihxF9LH3aVu99qvK3PFFCAqciQWhkoxJALhCib/E8N/d/6Wvsy9fH/T1hMcIIYQQQgghhBBCiNPPgQDTMQWhIv62Lk+JsultR+wIdTou7hNrjaDG1IO/D0QI7GnBUOA46rsAWrsBXbqZYMnJF4QKlrhAA4aCw4NvH1d8zKtfvMo3h32TM7PPBGByzmRMWhP+iJ9vDvsmETXC1gk1ZHxvNBnfHUV5VgN3LLuDpkATk3ImnejLEV9RsqUBgKJRaWT3S2LfxnrCwSjDp+cxbEous+8Zw42PTWLiFX3pNyaDnAFJbWOdaebj3hHqePA1B7AlG3u6DHGa671P6oQQQgghhBBCAOD79FMiNTUkXXVV2zZdahrAadMVKhYMEq6qwlBU1KXx+txcbNOm0fLf11BDoW6uTpzuYoEAikU6QgkhRKKqvdXE1Bgj00Yesj3bmg3Afq90hRK9UyAS4IvmLxiRNqKnSzkig9bQtsLtgY5QB4xKH8VDEx9izf41PL3h6bbtgUiA7y/7Pqv3r2Z55fIO5y51lfLop4+yuHgxKaYUkkxJ5NvzKfcc3hGqzPNlEMreuY5QiXarqvJWsbFuI5f2u7RXB9OEEEIIIYQQQgghRM/TaXSYdWZ8oa4vxOUL+zrVEQrAarDiDbUfvqr0VJJnz+tyPV8VaWwl6g52y1zHS8wfpmXBPqp/uRrvqioAVFWl6dUviPnC2Kcl9rUw9nUSLHGhRtWjH9yLBEtc6HNsaIyHds9paG3g4U8fZlDyIO4646627WadmfMLzmd0+mh+OOaHpJpSWe3cTHOKn4dXPczXFn6NbQ3b+Mm4nzCr76wTfTniK2r2uUjKtGBPMZHdP36f25lhJrvfwe5fjlQzY2cUMuO24RjMBz8DjnQz7obAIeHAk4G3JYg1SYJQomdJLzIhhBBCCCGE6OVaXnsdbXIy9nPPadumS4u3o440NGDoc+qvEhUqKwNV7XIQCiD5+uvw3nob7g8+wDlLbgSK7hNr9aMxSRBKCCESVeuvBSDTmnnI9rYglG8//ZP7n/C6hDiaXU27iKpRhqcN7+lSjirFlII37D2kI9QBswfMZlfTLv6141/sbtrN4JTBrKxaSbGrGKfRSYX78O5OByzYt4DX97yOgsJ5+ecB0MfRh4XFCwlEAph0B7tklrnLSDWlYjPYEqrZYXQAhwehwtEwK6pWMChlELm23Lbt7xS/A8DMopkJzS+EEEIIIYQQQgghTm9WvfWYOkL5wj4s+s51hLLr7e12hApHw+z37efSfpd2uZ6vavjHdnTpFtJuGnr4uWp9aJNMaIzabjlXZ6kxFd+6GtxLSon5I2jMOvwb67BPycO3ej+BHY04Z/XFWOBIaD5jXye+tTWE93sx5B3eXelEeuKzJyh1l/L8+c8f8Tg1HCNU4cE2KQeA7Q3bybHlkGRM4tFPH8Ub8vLXC/+KQWs4ZNzjZz9OVI2i1Wg5J/8cFuxdwIqqFURiEW4aehO3jry1bYEp0XMaq7xkfPn5PdDtacjk7KN2OANwppuJRmL4XKGTqsOSryVIZmFif2aFOF4kCCWEEEIIIYQQvVikqQnPsmWkXHctiuHgTS9tajwIFT1FOkKpqop/9WrMY8eiMR5+cydUUgqAoaiwy+ewnnUW+vx8mue9LEEo0a3U1gAaS+ceegghxOms1vdlEMpyaBAqy5oFxINQQvRGWxu2ApwUQahkUzJ1/jpy7bnt7r93/L0kmZJ4p/gd1tWuY3T6aJ6Y+gSfVH7C+tr1Hc5b7Cqm0FHIG5e9gVYTf3HiQMenORvncNvI20gxpQDx7lEFjsS6QQE4DV92hAodGoSav3s+T6x7AoAcaw7jssYxLnMcC/YtYEzGGHJsOQmfQwghhBBCCCGEEEKcvmx62zEFofwRP2nmtE6NseqteMKew7ZXeauIqTH62I990dOoN0SkvhU1FDtsX7jWR+0fPsfQx076bSNQtMe/s3osFMW9pAw1GsNY4MDzSSXhah+GQgdJl/UjuK8F1+ISwnV+3MsrMPZ1Yjs78Xt8xqJ40CRY7OrxINTq6tXUtdYd9bhQhQciKsYiJzsad3DdO9eRbc1mZtFMPq78mPvOvK/dBeIURUGnxF/1v6TvJbyx5w3OyzuPu8fc3W3dxMSxCbVGcDcEGHJW/DOcnm/n4ttHkD8sJaHxjrT44mKN1d6TJggVDcdo9YSlI5TocRKEEkIIIYQQQohezL1wIYTDOK+66pDturT4DdZIQyPud99Fn5uLeeTIniixW3iXLaPye3dhGjGCvD/9EX1W1iH7QyUlABgLC7t8DkWjIfkb36DuyScJ7N6NadCgYylZiDaxQKAtnCiEEOLoav21aBVtW1jigHRzOlpFS42vpocqE+LItjVsI8OSQYYlo6dLOar+Sf2x6CxolPZfbNBr9Nwx6g5uH3k7kVgEvVYPQKm7lEXFiw7r7nRAsauYfkn92o4HOK/gPC6tupR5O+fxxp43uGHIDdw87GbKPeVMyZ2ScM0HOkK1BFsO2f72vrcZmDyQqwZcxfra9ayoXMGCfQsAuGnYTQnPL4QQQgghhBBCCCFOb8cchAr7seg6tziizWCjzn94UKbCE+/K3h1BqFB5PGgVdQWJBSJoTPFXw1VVpWVhMWgUQmVuXO+UkHRpv2M+35FEWgI0/mM74Vo/aDX4Vu9H6zSQcu1gzCPTUBQFjVmHudYIIgAAIABJREFUa3EJTa/uJuYOYbtqQEKdcw7QOgzosyz4t9Rjn9ozYSA1quLeU0upq4QoMbwhLzaDrcPjg8UtoIC+wMavln+fJGMS/rCfF7e+yOScyVw7+NqjnnNs5ljWXre23fu2ouc0VMV/pqTlxb//iqLQd3R6wuPT+9gxWnS8+8JWzrykiDMuzO/Un4ee4HMFAU6a4JY4dR3/aK8QQgghhBBCiC5RVZWW117HNHIkpoEDD9mnS4m/OBwqL6f6p/fR8PwLPVFit3EvXozGbidUXEzJVVfjX3/oKvShkhJ0mZlorNZjOk/SlbNRjEaa573c5Tn8n39OxV130fD88wSLS46pHnFqUFtb0ZjkhrMQQiSq1l9LuiW9rZvMAVqNlkxLpnSEEr3WtoZtjEgb0dNlJOShiQ/x7HnPHvU4RVEOCTUd6O504EWMrwpHw1S4K+jr7HvIdqPWyONTHuety99iet50/rL1L1z0+kU0tDaQ78hPuGa9Ro9Vb8UddLdt2920m11Nu7hywJVcN+Q6fj/99yy/ZjlvXvYmT019iiv6X5Hw/EIIIYQQQgghhBDi9GY1WPGGuh6E8oV9WPSdC0JZ9dZ2w1flnnKge4NQAOEaX9uvAzsaCe5tIeniQmxn5eBdVU2o8vDuVN3J9W4pkaYgabcMJ+ehCaR9ZziZ94zDMiq9LdyhSzahz7MRrvSiSzdjGpDc6fNYx2cRrvQe9+vpiP/zOj5/eRlR4l24qtxVRzw+sLcFTa6Fv+z9O1sbtnLvuHv558X/5OqBV/Ors37V4YJW/0tCUL1PY+WhQajOMtsNfOOhM8kfmsLqN/exd8PRO4z1NG/zl0GoJPk8ip4lQSghhBBCCCGE6KUCW7cS3LOHpCuvPGyfotejdTpxvf02aijU1jHpZBTz+/F8tBzHJbMofHU+WpuNsm/eQtO8eaiqCkCwtARDUdExn0ublIRj1ixcCxcS9XT+pmikoYHKu+/G9+lq6v/4J/bff/8x1yROfrFAAMUsN/mEECJRtf5aMi2Z7e7LtmVT7a0+wRWJ42Fj7Ub+svUvPV1Gt3EFXZR7yhmeNrynS0mIVqM9JOCUqAJHPAh14EWMryr3lBNRIxQ52/93ed+kvjw57Ulev+x1JudMBmBU+qhOnT/JmIQr6Gr7/YJ9C9BpdMwsmtm2TaNo6J/cnxlFM9BrOn+NQgghhBBCCCGEEOL0ZNfb8YV9Rz+wA76wD6u+cwt32vS2ds9Z6anErDOTakrtcj0HhMrdaBwGAMI1fgDUcJSWRcXoMi1YJ+ZgPyceuAruc3U4z7FSozECu5sxj0zDNDAZjVGHqX8yGoP2sGPNw9MAsJ2Vg6LpfPcby9hMFL0G39qaY667K0IVbkrsB59lVOzb1+GxsWCEiupSvpv0EM9uepbpedO5pO8lFDmLeGTSI6RbEu8eJHqfhkovRqsOa1LXuyPZkk3MuG04GQV2Vsz/goA33I0Vdj9fSzwIdSzXLER3kCCUEEIIIYQQQvRSLa+/gWIy4Zg1s9392rQ0oo2NAIQqKlBDoRNZXrfxLl+O2tqKc+ZMjP36UfjfV7GddRa1v/gl+x98kFgoRKikFENRYbecL/naa1H9flxvL+jUODUaperenxBzeyh8+WUcl1xC5Muvvzi9xQIBNCZzT5chhBAnjTp/HRmWjHb3ZVuzqfH1zINL0b3+teNf/OnzPxGO9e4Hdona3rAd4KQJQnVVH0f8hYhy9+FBqGJXMRAPPB3JgOQB/H7671l3/TrGZ43v1PkdBgeuUPxljGgsyuLixUzNnUqyqfOrwgohhBBCCCGEEEII8VUddWdKRDgaJhwLdzoI5TA48IV9+MP+Q7ZXeCroY+/T1iWpq9SoSqjCg3lYKopR29YRyvNJFdHmIEmX9kXRKmhtBnSpJoJl7qPM2HWhMjdqIIJ5cMpRj7WdmYXjggKsY7O6dC6NSYdldAb+TXXEWiNdmuNYhKp9lCfXoRD//pWXdhyECha7eN+xivJoFb+b9jv+eO4fj/n7LnqPhkovaXm2Y/6earQazrlxCEFfhJX/3XNMc4WDUfZtrGPbJ1V4mgLHNFd72jpCJUsQSvQsCUIJIYQQQgghRC8Ua23FvXgxjosuQmu3t3uMLjW+OpQuIwOiUUIVFSeyxG7jeucddBkZmMeOBUDrcJD3/HOk3nE7rtffoPKOO4m53Ri7oSMUgHnEcEwjR9L88sttHacS0fDsc/jXrCHr4YcxDRqI1ukk6jp+K2YdD6HS0k5dc3tira3HPMepRm1tRSMdoYQQIiGqqlLjq+m4I5Q1m1p/LdFY9ARXJrqTqqpsrt9MTI1R66vt6XISEolF+PXaX7OjcUe7+7c2bAVgWOqwE1nWCecwOEg2JlPmLjtsX3FLPAhV5Ejs3+UmXef/feQ0Ots6QlV5q2gMNDK9z/ROzyOEEEIIIYQQQgghxP+yGWx4Q10LQvkj8SCTRWfp1LjxWeNRUfmk8pNDtpd7ysm353eplq8K1/pQwzGMBQ70WVbCtT4iLUE8yyswD0/F1P/gAkOGAkc8rNSNz3rVmIrrvVKCpS5adzWBVsE4IOmo4zQWPY7z8lH0XX+N3ToxGzUco2VR8TFfkxpTiXoSW3hWjcYI7/dSYq5icMpg9OiorC9HjbVfQ3BvC7utpQxIGsCFhRdKCOoUEoupNFV5Sctt/52ezkrLszFmRgG719ZQtr3ri/K+/+I23pu7jY/n7ebN320k4OveBeu8LQH0Ri0Gs65b5xWisyQIJYQQQgghhBC9kP+zz4h5vTguuaTDY3Rp8SBU6ne+DUCwuPiE1NadIs3N+D7+BMfFF6NoDv4XVdFoyPjBD8j4yU/wrVoFgKGbglAQ7woV2rcP/9rPEjreu2oVDc8/j3P2bJKuuhIArdNJzO1GjZ4cL2q7Fi9m34yL8a1c2eU5wrV17DnrbCq+/W1ClZXdWN3JS41GUUMhFLN0hBJCiER4w15aI61kWdtf5THLmkVUjVLfWn+CKxPdab9vPw2tDQBUe6t7uJrEvLHnDebtmseT655sd/+2hm0UOYuwG7rngWZvlu/Ip9xzeEeofa595FhzsOg797JHZ3w1CFXiKgGgyNl9/w8QQgghhBBCCCGEEKcvm96GL+wjpsY6PdYXjnda6mxHqDMyziDNnMaSsiVt22JqjCpPFX3sfTpdx/8Klcc7PBnyHeizLIRr/LjeKUZVwTnz0M7uhgIHMV+YSGOAlneKaVmwj5j/2AIS3pVVeJZX0PDPHbRubsDY14nGeGLCEYZcG/bz8vFvqMX3WU2X5lBVFf+WemrnbGT/r9cSqvQcdUykvhU1EmNfrIzBKYPJNGRSG6vvcKx/bxO7zaWMzBjZpRpF7+Wq8xMJx0jNs3XbnOMuLiQ5y8Ly/+wiFOh8t7P6cg9l2xoZM6OAy+4eja85yLJ/7eyWAGSrN8Syl3aybXkVqbmd+1koxPEgQSghhBBCCCGE6IV8n36KYjRiGT+uw2NMw0dgHDQI5+zZAIRKSk9Qdd3HvWABajiM88or292f8q1bSLr2G6DRYBw4sNvO65h5MVqnk+Z584i63TS99G/Kv/Vtan/9m8OODdfWUv2T/8PYvx9ZDz/Utl3rdAIQdbu7ra7jJdLcTO2vHgPAv3Fjl+dxv/MOMb8f/6bN7Lt4JqXX30DdH/6Ab80aYoHub6l+MlC/vG6NSYJQQgiRiAPdgTIsGe3uz7ZmA1Dj69pDS9E7bK7f3PbrKm9VD1aSGH/Yz3ObnsOsM7OhdgMbaw/995Kqqmxt2MqItBE9VOGJVeAooNx9eBCqxFVCUdLxDSU5DQeDUKXuUkCCUEIIIYQQQgghhBCie9j0NlRUWiOtnR57IAjV2UWCtBot5+Wfx4rKFfjD8a5Sdf46QrEQefa8Ttfxv0JlHjQ2PdpkI/pMK2prhNYtDdin5aFLObRju7HAAYBneQXeT6rwflpNze/W4/6onKg3sW5IXxWu9+NaUoaxrxNFgagriGlQyjFfU2c4zsvHODCZlgX7CFUcPcT0VbHWCE3zdtE0bxcAGpMO13ulRx0XqvLSrHPTEnUxKGUQOUm51BmaaN3ScNix/k11lDaX4FNaGZkuQahTzRfr4s+8svo6um1OrV7DOTcMxtscZM3bnV8MecN7pRjMOsZcVECfoSlMvqo/JZsb2LW6/eduakxl/TulfDL/iw67mgG46lt5/ckN7F5bw/Bpucz47unxvET0bhKEEkIIIYQQQoheyLtqFZZx49CYTB0ek/qtWyh66020dju6jAxCJ1lHKFVVaXntNUyjRmIa1H7ISVEUsh5+mP5LP0Sfmdlt59YYjTivvgrP0qXsu+BCah97jNbt22n6178O6XSkRiJU3XMPsUCA3Dlz0Hyl6482OQmAmMvVbXUdL7W//jVRjwddejqBbdsTGhOurcW9ZAkxv79tm3vhQkzDh9Nv8SJSv3kzaihE45/nUv7NW/jizAmU3XILkcaut2g/GcVa4w9KNOaO/6wKIYQ4qM5fB0Cmpf2/13NsOUC8o5DovVRVZXHxYio97XeI3FK/BZPWhEbRUO3r/R2h/rn9nzQGGvnTuX8ixZTC79b/jjs+vIMLX7uQm9+9mVuX3EpjoJHhacN7utQToo+9D7X+2rYXQlRVJRwNU+oqpa+z71FGHxun0Ykr5CKmxihxlZBiSsFpdB7XcwohhBBCCCGEEEKI04PVEO9g4gl1LjAD4I/En5l2tiMUwEWFFxGIBlhRtQKgbRGifEd+p+f6X6EKD4Z8B4qioM+Kh7S0TiP2aYeHrHQZFhSTFv/6WrQOA+l3jkKfY8P9fhn7f/MZTa/uTqgjEsTDE82v70HRaUj5xiBSrh+CPtuKeUTaMV9TZygahZRrBqG1G2j8z06ivsQ6XAXL3NT+YSOt2xtxXlxI5g/HYD83n+DeFgJ7m484NlztZZ81fm98YPJAchw51Jtb8G+qQ43Gu42pqop7eQVNr+xmb348gCJBqFOLzxVk04cV9B+bQXJW93ZHyu6fxIhpeWxdXklNcWLvo8SiMXavrWHf5/WMmJ6L0RzvzDby3DwyixysfXsf4VD0kONrSlwsfn4LaxcUs/WjSta/W9ru3PXlHl5/agMBX5grfjSGKdcMxOo0HvN1CnGsTkz/QSGEEEIIIYQQCQvX1BDau4+k2e13SfoqRVEAMBQVESw5uYJQgc2bCe7ZS9Yvf3HE4xRFQZ+d3e3nT772WppffgXTsGFk3HsP2pQU9p53Pi2vvELGvfcCUP+HP9K6fgM5Tz2FsV+/Q8a3dYTq5UEo74oVuBcsJO3OOwjX1eH9cCmqqlJ9709Qo1Fyf/87FE18nZSox4NnyQe4Fi7Ev3YtqCrGAQPI/eMfQFUJ7NhBxn0/RZ+dTcY998THeL3416/Hu3QpLf99jdZNm7Cfd15PXvIJdaATliIdoYQQIiG1/vjqeJnW9oNQWdYsQIJQvd26mnXct+I+DBoD3xz+Tb49/NuHrIS6uX4zw9KGUeWtosrTuztCNbQ28Pftf+eCgguYkD2BG4feyB82/oFUUypnZp9Jra+WQDTAWblncU6fc3q63BOiwFEAwLT504jEIkRiEVTiK0H2c/Y70tBjlmfPI6bGKHWVUuIqodBReFzPJ4QQQgghhBBCCCEgHA2jUTRoNdqeLuW4suvtwMHuTp3R1hFK17mOUABjMsaQakplaflSLiq8iApPBRBfkOhYRH1hIg2tWMbF77frc23oMi04ZxSiMRz+vVQ0CoZ8B8EvmnGcX4Ax30H6t0cQrvPj/bQa/8Za/BvrMOTbSf76IPRpHT//9K6uJlTqJvnqgWgdRrQOI6YfjDmm6+kqrVVP6g1DqHthM02v7CLtluEoGqXdY9WYimd5Be4Py9Ammci4YxSGPvHPhW1CNt6VVbg/KMfUP7nD89VVVfPnrNdIMiYxJGUI62vW00gzAZ+fwO5mTINSaFmwF9/aGsyj0inJb8Jebpd7naeY9e+UEgvHmHDZ8Vk8bOIVfSnZXM+yf+3kmgfORKNTWDF/D9n9nAwYf/AZWygQYeeq/WxeWoGnKUBKjpVR5x382aIoCpOv6s+bv93I6jf34Ug1Ubm7meo9LYQDUTRahWnXDmR/sYvPFpWQWeggf1hq2/jyHY289+dtGK06Zv94bLeHvoQ4FhKEEkIIIYQQQohexvfpagCsZ5+V8BhD3yLci99BVdW2cFRvFty3j5pf/grFYsFx8cweqcGQl8egNatRDIa2bfZzz6XltddJ+/738a1eTeOLL5J0zTU4L73ksPEnQxAq6vWx/5FHMPTrR+rtt+N64w1cr71OYMsW3O++C7EYTSNHYhk7hsa//wPvsmWooRD6gnzS7rwTQ2EhtY89RskVszH06wuKctj3S2uzYZ8+HdOQIbT89zUi9Q09dLU9Q5WOUEII0Sk1/vjKhxnmjHb3W/VWHAYH1d7e30XodPb2vrex6W1MzZvK3C1zeXvv29wz7h5mFM4gFAuxs2knNw29CVVVqfL27iDU85ueJxwN84MxPwDg5mE3MzR1KGMzx2LUnp4rGk7JncK3hn+LSCyCTqNDr9Gj0+iw6CzMKJpxXM89NnMsAOtr11PqLj1twmficLFQtN0XdoQQQgghhBBCCNG9vCEvN757IwOSB/Dk1Cd7upzj6kA3J2/Y2+mx/nDXO0JpNVpGpI9gT/MeACo8Feg0OrIsWZ2e66tC5W4AjPkOADRGHVk/GnvEMdaxmShaBcvYg0EKfYaF5Cv645xRiG9DLa53S/GuqiL58v5tx3g/rUabZMQ8NJVIYyvu90oxDUrGMrb9e/0nmiHPTvJl/Wl+Yw/uD8twXlgIQOv2BiKNAexT84iFojT+YzvBYhfmUekkz+6PxnTwNXpFr8F2Vi6uxcWE6/zoko14VlShhmOgUfDTytrQBv6pmUe9ppm/nvtXbAYb2bb4oq5NDi/2Nfvxrd1PYHcz9ul5OC4sZMuirYxIG4FG0fTEl0YcBy21fnasqGbolBySMjsfjvT7/Xi9XjIyOv7zYzDpmH79YBY9s5n175aSmmtj6/JKqr5oZsD4TEKBCBveLWXbJ9WEWiNk93cy5ZoBFI5IOywImNM/ib5npLP1o3gns6RMCwPPzCJ3YBJ5g5Ix2w0MmpRNfZmHj1/ezXWPTESr17B7bQ3L/rmT5Bwrl941CmvS6fnMRPReEoQSQgghhBBCiF7Gt2oV2rQ0jAMHJjzGWNSXmNtNtLERXVrX2s3HQiH23/8AjotnHNeOPv6Nn1N2881oLRZyHn8Mra3nVoz5aggKIPm6a/F88AHlN91MsKQE45AhZN7/s3bHtgWhWlqOe51dVT9nDpH9NRT85z9oDAZMw0cAUPf7pyEWwzRqJHW//S3EYmidTpK+9jWcl12KaeTItkCdZdxY6p95BtfbC7CefTb6zPZvxulSUkBRiNTXn7Dr6w0OdoSSIJQQQiSizl9HiikFvVbf4THZ1mxqfDUnsCrRGf6wnw/KPmBm0Uwenfwo1wy6ht989hv+75P/45Vdr6DVaInEIoxKH0W9v551tet6uuQOFbuKeX3P61wz6Jq2Lkh6jZ7JOZN7uLKeZTPY+NHYH/XIufPt+aSZ01hWvoymQBNFzqIeqUP0LPfSctzLykm9aSiGHBuNL+3AckYGtkk5PV2aEEIIIYQQQghxSompMe5feT97W/ZS5a0iGA12anGghtYGXEEXJp2JXFvucay0e9gMNiAe/uqsto5Q+s6HHiB+32t19WpiaoxyTzl5trxj7sAVKveABvR5toTHWEalYxmV3u4+jUmH/axc/JvqidT527ZHfWFaFhWj6DVk/Xgsza/vAY1C0uwBvWqRVuuZWQTL3XiWVWDIs2MsdND02h7UQATz0FRadzYSLHaRfOUALOMz263dMjod17vF+DfUopi07F32OWvsW1hj28JW6x4iShSH1sbj/R9hdMZoIP5MA2DTgFJ+W/83/JoA2tFGNCEdLII9zXs4N//cE/q1EMfX2gXFaPQaxs0s7NL4Dz74gO3bt/PjH/8Y0xHeMygYnsrACZlsfK8Mk02PRqvQVO2jucbH5qUVbF9ZTb8zMhh9QR+yipxHPOc51w9m4PhMMouc2JIP/zmvN2iZ8vWBLPjjJj7/sJxoOMb6d0rJHZTMxbePwGiWyInofeRTKYQQQgghhBC9SLi2Ds9HH+GYMaNTNw0NRfEXBIP7irschGqZ/yruRYvwvP8+fV58EevECV2a56jnee01NCYTfd9ZjC419egDTiDLxIk4r7yS4L69mIYNJfvRR9EY27/Zr2kLQvXOjlD+zz+n+T//Ifm667CMOQMA08ABKHo9/rVrMfTvR/7cuVT/9D5MI0eQctPN7YbS9NnZ5Dz2GBk/+hFKB18LAEWvR5ucTKTh5OwIFd6/n+ZX5pN25x0dfs/bEzvQEcpkPl6lCSHEKaXWV0umJfOIx2Rbs6n2SUeo3uDPm//MoJRBTO8zvW3bkrIltEZaubz/5QCMyRzDy7Ne5s29b/LcpuewGWzcNvI2puZNZUfjDupK6ghHw0cMv/WUP2z4Ayadie+O+m5PlyK+pCgK4zLH8X7p+wAUOgp7tqDTVMuiYtRoDPvZuehST+y/c1t3NOL+oAx0Gprm7ULrNBCpayVc48c8PA2t3XD0SYQQQgghhBBCCJGQF7e8yEcVH3Fun3NZVrGMz/Z/xpS8KUcc4wl5WFK6hAX7FrCxbiMAWkXLG5e9Qd+kviei7C6z6b8MQnWlI1Sk6x2hAAocBQSjQer8dVR6Ksmz53Vpnq8KlbvRZ9u6vau2Pt1MYM/BxUBbtzZATEUNR6l7YTPR5iBJV/ZH14XuMMFokA/KPmByzmRSTCndWTYAyZf3J7zfR9OruzENSkENREBR8KysIrCrCUORA+uZHXfi0toNmAam4NtYS7Fawd0Dfk2YMEXOIm7MvYlpuVMZlTYKneHg/e4ca3zxnj/6/oLTbGdUyki0toP3sAodhVzS95Juv1bRM2pL3ezdUMe4WYVYnV3rkFReXk4oFGLTpk1MnDjxiMee/bUBlG9vwu8OceG3h7Hkr9vZ/kk1u9bUMPSsHM65YXBC5zTZ9PQbc+QObn2GplA4IpW1bxcDMHhyNtOvHYRWL93MRO8kQSghhBBCCCGE6EXq58yBcJi02zv3MqZp6BAUg4GW+fOxTjiz0+eN+Xw0vPAC5jPOIOpxU3nXXfR9+y30ud27cpcaDuNduhTbOdN7XQgK4i9e5jz+WELHah0OAKKu3heEioVC7H/wIXRZWaT/6OBq/orBgHHwYAJbt+K4aAZap5M+Lzyf0JyJBOx0aWknZUeoSGMj5bd8i1BpKeYzRmOfPj3hseqXHaE0ZukIJYQQR1PiKmFT/SYmZU864nFZ1iw21G04QVWJjhS3FPPMpmdQUHhgwgNcM/gaABbsW0C+PZ/R6aPbjtVqtFw98GquHnj1IXPk2nKJqTFq/DX0sfc5ofUfzcbajSyrWMbdZ9x9XB64i64blzmO90rfA5COUD0g5g/jXVUFKvjW7if1pmGYB5+YPyPhej9N83ejz7WReu1g6v68hUhjgKTZ/Wl5ex/uD8tInj3ghNQihBBCCCGEEEKc6lZUruDZTc8yq+8sfj7550x5ZQofV37cbhAqGouyev9qFuxdwLKKZQSjQQodhdw1+i5y7bk8+umjvLTzJR6Z9EgPXEniDgShDnR36oy2jlC6rnWEOnB/tNxdToWnoq2bUFepMZVQhRfL2CMHG7pCn2nBv7GOWGsEjVmHf1MdugwLlpFpuD8sx9g/Cev4jsNE7YnGoiwqXsQzm56hxlfDtYOv5f4J93epPlVVO1xUVtFrSL1+CHXPfE7r5nosYzMhpuJbsx+ApMv6HXV+y5gMArua+CR9HTElxhuXvsGA5I7vSWVaM1FQMOlMzJ3xF4akDunSdYneT1VVVr+5F7Ndzxnn53dpDr/fT2NjIwDr1q1jwoQJR1wk2WwzMPOOkTTv9zFgfCZbPqpg87IKAEaf3/3PXc66egB+T5gR03MZPDG72+cXojtJRE8IIYQQQggheonWbdtxvfUWyTfdiCG/czdNdKmppN52G+533sG7alWnz9300r+JNjaS8X8/oc8Lf0YNh6l7ek6n5zka/7p1RF0uHBde2O1zn2iKVovG4eiVQSj3woWE9u0j6+GHDuvyZBo+DADHjIu6/by69PRe3xEquG8fqqq2/T7q8VB+662Ea2pAp6N14+edmi/WGg9CKWbpCCWEEEdS56/j9g9uR6/R88MxPzzisTm2HDwhD95Q51flFN3n/dL3UVCYkD2BX639FWv2r6HSU8m6mnVc1u+yhLqX5triofpqb891+Fpfs55frfkV/nB8xdb3S9/nb9v+xhPrniDDnMENQ2/osdpE+8ZmjgVAp9GRY8vp4WpOP8EyN6iQ8o1B6DMsNL+xh1ggctzPGwtGaHxpJ4pOIfWGIejSzGR8bxQZd52BbUI21glZ+NbVEGlsPe61CCGEEEIIIYQQp7pydzk/XfFTBqUM4pFJj2DUGpmUPYmPKz8+5Dmaqqq8uOVFLnjtAu748A5WVa/iiv5XMG/mPBZcsYDvjvoul/S9hEv6XsLCfQtpDjT34FUdndUQf27qCXk6PdYf9qNVtBi1XesAU+AoAGBz/Wa8YS/59q6FKA4I1/pRQ1EM+Y5jmqc9uvR42Ctc5yfSHCBU6sYyOh379D44ZxaR8vVBCd0fhvhn6JPKT7h64dU8uOpBUk2pDEsdxscVh37WEvW79b/jpndvIhwLd1x/iomUawdjKHLgvLAA29m5X16XGdMRFvyp9dXyr+3/YolxFRq7nvUZuxidMfqIISgAg9bA3WPu5tnznpUQ1CmuYkcTVbtbGDezEIO5a71oKisrATjjjDNobGykpKTkqGOy+zkZenb8XvmBrk6FI1JJzupah7ryE+ZIAAAgAElEQVQjScq08LX7xkkISpwUJAglhBBCCCGEEL1AYNcuKu64HW1qKmm3396lOVJv/Q76gnxqfvELYsFgwuOiLheNf/0rtnPOwXLGGRjyckm55Zu4Fy2idevWLtXSEfeSJSgWC9azz+7WeXuK1unsnUGo999Hn5eHrZ3ORik33kTmAw9gHND9K6nr0tKINPTejlD+jRspnnUJTX//BwCxQIDKO+4k+MUe8v74B0xDhtC6cWOn5lQD8RcxNRKEEkKIDnlCHu788E6ag808d/5z9HEceYW6bGv84UqNr+ZElCfaoaoq75W+x9jMsTx73rOkm9P5x7Z/sHDfQhQULut3WULzHAix9EQQyh/28+u1v+aW929h/u75LC5ZTGNrI/d9ch9Pb3iaHY07+P6Y72PWyd/hvU2/pH4kG5MpsBeg03TtYbLoumCJG7QK5mGpJF89kJgnhOudoz+MPxaqqtL82h4i9X5Srh2CLjnebVWXZMKQHX+Yb5uUA7Evg1pCCCGEEEIIIYToMn/Yzw8++gEaRcPT059uuz82rc80anw1PLjqQX624mdUeiqZt2sef/z8jwxMHsjT05/mo69/xIMTH2RE+ohDgjA3Dr2RYDTIq7tf7anLSohVF7/P4Av7iMai/G3b3xLuDuUL+7DoLQkHgP5XpiUTvUbPqur4oqYHOkR1VXh/fCExQ073ByH0GfEgVKTOj39z/NmvZXQGik6DfWoeWochoXlqfDV8e8m3+d7S7xGMBnlq2lO8POtlrh54NdW+ava07Dni+Hp/PU9veJqpr0zlT5//ifU16/nH9n+wqX7TUT9rpgHJZHx3FFqnEUOuDcf5+SRd1g9F0/7378OyD7nw9Qt5av1TPLr2UcpuiLEnVsK0vGkJXet3RnyH8VnjEzpWnJzUmMrqt/bhSDMxbEpuh8d5PB7mzp1LVVVVu/srKytRFIULLrgAk8nEli1bOlXHgHGZpOZaGTezqFPjhDgVSRBKCCGEEEIIIXpYqLKKshtuRNHqKPjH39Ha7V2aR2M0kvXww4TLyml88S8Jj2v869+Ieb2k//AHbdtSv3Mr2tRU6p76bafr2P/Io7S89dZh24N79+L54ENsU6eiMZk6PW9vFA9CtfR0GYeIejz4Vq/BfsEF7d6IN/YtIuXG49P5QJeRTrS+oUurdx0vaixGLBQCoPFvfwOg4c9/JtLURNUPf4R/wwZynvgNtqlTsYw5g9atW1G/PD4RBzpCnSqfaSGE6G6haIgffvRD9rXsY870OQxLHXbUMVnWLACqfT3XReh0t6dlD8WuYi4qvAiD1sC1g69lVfUqXt71Mmdmn0m2LbGVADOtmWgUDVXe9h/4HS/ratZx1YKrmLdrHtcPuZ6+zr4s2LuARcWLiKgR/j3z3yyevZjL+11+QusSiVEUhe+M+A7XDL6mp0s5LYVKXRjy7Ch6LYY8O7azcvF9VkPElfhiG53l+biS1q0NOC8uwtQ/qd1jdKkm0ChE6qQjlBBCCCGEEEII0RXekJc397zJ3cvupthVzJNTniTPnte2f2reVExaEx+UfcDS8qVcs+gafrv+t0zPm85z5z/H+QXnY9C2H4Dpl9SPSdmTWLBvwYm6nC7RarRYdBY8IQ87m3by9Ian+aTyk4TG+iN+rPquh460Gi197H3YXLcZOPYgVKTWD1oFXVr3L/SkTTGBTiFc56d1Ux2GfDu6lM49C93WsI1rF1/LjsYd3D/hft6+/G1mFM5AUZS2cNHHFR+3O7a4pZiHVz3MRa9fxD+2/4MMSwZzt8zl+8u+T64tl/FZ43lu03NUe6tpaE3s2bTj/AJMA5Lb3ecJeXhs7WMMSh7ESxe/hEFr4Cer/w8g4SCU6BmhQIRtH1fy9pzPqS/vfKe3zijeXE9DhZcJl/dFq+s4frF69Wqqq6tZu3Ztu/srKirIzMzEYrGQk5NDbW1tp+qwJhn5xkMTyCzq/m5wQpxsZCk9IYQQQgghhOhhvhWfEPN6KXx5Hsb+/Y9pLttZZ+GYOZPGuXNxXjILQ2HhEY+P1NfT9NJLOGbNwjRoUNt2rc1K6ne+Q90TT9C6fTvmYUd/aRkgVFpKy/z5uBYswDJuPIa8XAJffEHD88/jee99FLOZlOuvO5ZL7FWO1BFKVVX8az/DMuYMFENiq2J1B+/yjyEcxn7BBSfsnAfo0tJQw2FiLhfapPZfYDzR6p58Ctdbb5H1yMN4ly7DfsH5eD5cSskVs4nU1ZH16CM4Z80CwHzGGJr++S8CO3diHjUqofljrfEXMRXpCCWEEIeJqTHuX3k/n9V8xuNnP87k3MkJjZOOUD3vvZL30Cgazi84H4CvDfwac7fMpTnY3KnwkF6jJ9OSSYnr+HWTCUaDaBUtOo0Of9jPnI1zeHnXy+TZ8vj7RX9nXNY4/rbtbzy94WmqvdWMTB/JqPTE/p4XPeemYTf1dAmnpVgoSqjSi33qwZegrBOy8K6sIrC9EdvknG4/Z7C4Bff7pZhHpmE7wkqqilaDLs1EuM7f7TUIIYQQQgghhBCngwdWPsCyimXY9DZ+Ov6nh92vTTOn8dHXP8KsM1PtreZHy39EMBrkV2f/Co1y9J4LE7InMGfjHJoDzSSb2g+c9AY2vQ1f2EdDawMQD8Ekwhf2YdFZjunc+fZ8il3FKCjk2ju+D5KIcK0fXZoZRdv9/TAUjYI+zULr9kaiTQGSLu/XqfHvlb7HgysfJM2cxtwL5jIgecAh+9Mt6QxLHcbyyuXcOvLWtu3+sJ8HVj7Ah+UfYtQauXLAldw89GZy7bn8YvUveGPPGzw59UmyrFlcvfBqLnr9IgAGJg9kdv/ZzOo764ifvVpfLU+sewKId+jKtGSSac1kZdVKGlsbeebcZxiWNowbhtzAi1tfJM+WR5FTuu70VpFQlNef3EBTdbyrW+nWBtLzu7bocCLKtzdhtOgYMDazw2NaW1tZv349iqKwc+dOgsEgRqOxbX8sFqOqqoqRI0cCkJ6ezsaNG4nFYmg00ttGiM6SPzVCCCGEEEII0cNat21Dm5yM4RhDUAdk3PdTFIOBml/88pDVjxpefJGyGw99obDhhT+jhkKkf/+uw+ZJuupKFLOZ5nnzEj63+/0lbb/ef//9VP4/e/cdYFV17n38u0/vU8/0GWCG3kG6gAVUEMFec23JTTQxURMT741pvLnXGI2J1xhbitEYuwZUjIJgAaS3oXeY3uvpdb9/HBlEhqlnZijP5y88Z++11pZh5sze6/c8993PkQVX4vl8JSnf/jYDVyzHMvHsaQmvTUgg2th6EKrhlVcpvuMOmt7r3cpnro8/Rud0Yh7b+xt8dU4nAOHa2l6fuzURt4fGN98k0thI2Q9/hKLTkfHLX5KwYD7h6mqcP/whSTfd1HK8edw4AFwrPuHI9TdQ/M1v4duxk4jb09JV6utUfywIpfnKDUwhhBAxT2x+gqVHl/Kj837E/IL5HT4v1ZyKTtFR4anowdWJU1FVlWVFy5iYMZFUcyoAiaZErh18LQnGBGblzerUeNOyprGqbBXeUM+EF2778DauWHQFL+9+mWvfu5bX9r7GN4Z9g3cWvMOEjAkAXJF/BRpFQ7WvmqsHXt0j6xDibBAsboaoiuEr1UT1Tgu6NDO+nT3zGd+9rgKNVU/SdYNb7Wj7VXqnhXCNBKGEEEIIIYQQQojOago0sbJ0Jd8Y9g2+uPkLbhnWeuFKm8EW61zkyOXN+W/yzoJ3SDAmdGiO0c7Yxv4dtTvitu6eYDPYcIfc1PnqgI4Hobyh7nWEAshz5AGQbk3HqO3es8VQtRd9eveCWW3RpZmJ1PtBA+ZRqR0+7819b/KTz3/C8JThvHL5KyeFoI65IPcCdtTsaAmkAbyx7w2WFy/n26O+zbLrlvHzKT8n15GLRtHwq6m/Yvn1y5mRM4NBSYP4w4V/4McTfswD5z2AQWPg0Y2PcvFbF/Ojz37EytKVhKPhE+aLqlF+/sXPWVW6ikONh/jXgX/x+82/58GVD/Leofe4YcgNjEiNFYe9fcTtJBmTuKT/Je3erxJ9Z/17h6kv9zDnOyOxJhhorunZTvIVBxvJKEhA0Zz6a2LDhg0Eg0Hmzp1LKBRiz549Le+5XC42btxIMBgkNzfWEc7pdBIKhWhubu7RtQtxtpKOUEIIIYQQQgjRx/w7dmIaNTJuN9H0aWk477uPqocfxvXhhzguvxxVVWl8621CxcUEi4sx5OURLC2j4c03Sbz2Wgz9+p00jtbhIGHBApoWLybtxz9Gl9R+5S7X0qWYxowm4fLLqXrkt2hsNlK+ezcpt99+2nQIiidtYusdofy7d1P9aKyalGf9BhKvu65X1hNpbMS9ahWJV1+F0gcVg7SpsZvg4Zqabnc3i4fmJe8T9XrJfuIP1Dz5R6wzZ6BzOmNhqCuvxDJ16gnH69PT0GdnU/fnP6MYjWjMZo5efz0Q6/iUdPPNpHzrm+hSUlrOifr8oNej6PW9em1CCHG6C0fD/HPPP5mXP487RtzRqXO1Gi3p1nQJQvWRvfV7KWou4vYRt5/w+gMTHuDu0Xdj0Xfu4fr8gvm8c+AdVhSv6FQgriPC0TD76vehUTQ8tvExcu25LV2gvirNksbUrKlsqdrCnP5z4roGIc4mgSPNoICxn+OE180jUnF9XkLEE0Jrjd/nXjWi4t/fgHlkKhqDtt3jdWkWfHvqUMNRFJ3UehRCCCGEEEIIITpqRfEKwmqY+fnzO9TdCUCjaDBoDR2eY0TKCDSKhu0125mZM7OrS+1xNr0Nd9BNvb8eAHfI3aHzPCFPp++Nfl2ePRaEyrXndmucaDBCpN6Pvo3ONN2lT7PgA0yDktDaOvZ1cLDhII9ueJTp2dN58qIn2/z6mdN/Ds9se4Y39r3BPWPvwR/289Kul5iSOYV7x9970vGKopBmSWv5768W7Lpj5B3sb9jP4oOL+eDwB3xc9DFp5jRm5MygzF2GikqGJYN1Fev4xZRfcMOQG1BVFXfITZWnijp/HePSxrWMl2BMYMk1SzDrzB26btH7Kg42sm1FCSNmZFEwPo3CT0poqu25IJTPHaSh0suQKRltHrdjxw7y8/OZOHEia9asYcOGDVRVVXHo0CGqq6sBsNlsDBgQ6zTm/LLQbE1NDYln4X4aIXqaBKGEEEIIIYQQog9FfT4CBw9in925yvrtSbrlZpoWL6bqkd9inTmTcEUFoeJiANyrV5N8yy3UPv00iqKQes/32hjnFhrfeIPi225Dl5lJ6t3fxTJ+XKvHBktK8O/eTdpPfkLSrbeiz83Dct54tAkdqxJ2JtIkJBBpbkaNRluCRxG3h9If/hBtUhLGgQV4N2xAVdVeqRZV86enUQMBEm+8qf2De4Au9fTpCKWqKg2vv4Fx2DDsc+Zgn3N807PGasU6bVqr51kmT6bpvffI+eOTmMePp+n991H9Afx791D/4os0vPbaCYGoqN+HxmTqrcsSQogzRqWnknA0zMT0iV36GZhpzaTCLUGovvDR0Y/QKlpm580+4XW9Rk+iqfMP4saljSPbls37h96PexCqyltFRI3w0OSHyLZlMy5t3Ck3IyycupBqbzU2gy2uaxDibBIscaFPt6Axnfj40DwyFdenJfj31GGd0PbD/k7NV9yM6o9gGpLcoeN1aRaIQrjOhz69exWYhRBCCCGEEEKIc8lHRz4ix5bD8JThPTaHRW9hcNJgttds77E54sGqt+IJeajzd7IjVNhLsqlj9zBO5VhHqGOBqK4KV8c6ZvdoR6gvx7aMTWvnyJhQJMRDqx/CZrDxv+f/b7shugEJA7go9yJe3/s6d464k8UHF1Pnr+N3o3/XpfUOThrMgxMf5Ifjf8jK0pUsOriIj45+RD9HP/xhP+sr1jM9ezrXD/6yCKaiYDfYsRvsDOTkAp8Og+Ok185WQV+YN36zEaNZx8Dz0hg7OxeN9vQuQrRhyREsDgPTro393SU4zZTsro/7PNGoigJUHooVx80c2PYzkkAgQGJiIoqiMHbsWD777DOqqqrIy8tj9uzZFBQUkJ6ejubLvSWpXxaarampYdCg1runCSFOTYJQQgghhBBCCNGH/Hv2QDSKaeSouI6raLVkLFzI0RtuoObJP6L78gaKNikJzxdrsE6eTNO775J8++3o009dKco0ZDAp3/5PfIXbCezbT9Htt5Pxs5+RdNONJx3rWrYMAPtll6FoNNgvviiu13Q60iYkQDRK1O1G63CgqiqVCxcSKiml30svEjh4EM+aXxMqKSFUWQkqWCdP6pG1BA4epOG110i88QZMQwb3yBzt0aV9GYSqrumT+Y+JBgLU/eWvBPbuJWPhwk5twE//7/8i9TvfxtC/PwDJt9zS8l7qd79L7bPPtgSiHJdeinfjRglCCSFEK0rdpUDXK1tmWjPZXLU5nksSHaCqKkuPLmVK5hSSTO13A+0IjaLhivwr+MuOv1DlqSLdGr8qpeXucgD6OfoxOXNym8dmWDPIsMYvwCHE2UZVVULl7lZDSfosK9pEI76d8Q1C+fc1gEbBNKhjIUu9M1aFN1QtQSghhBBCCCGEEKI9qqryyp5XiKgR1leu51sjv9XjhRtHp47m30f+TVSNdrjzVG+zGWxUeauo88WCUL3ZEaqfox/Q/Y5QoapYEErXg0Eo87AUEq8ZiHl0aoeOf3778+yp38P/Xfh/pJhTOnTON0d+k1s/vJWHVj/E+or1jE8bz4T0Cd1ZNnqtnln9ZjGr34mFaEtdpaSaU3uleOmZZufKMpprfDjz7KxddAitTsOYWd37Gu1J9eUeSvc2MPnKfAxfFnRKcJrZ2xQkHIyg60Dn+Y6oONTEsr/tJK2fA0eqGY1OIa2fvc1zQqEQOl1sTdOnTyc/P5+MjAwMhtaDgVarFYvFQu1pUGhWiDPR6flJQwghhBBCCCHOEf4dOwAwjRwR97HNo0aSdPNNNLzyCg1vvI5p5Ejsl1yCd906qv/wBBqzmZTvfLvdcdIeeIB+/3iJ/PfexTp1CpULF1Lxi18SDQZbjlFVlabFizGNHo0hJzvu13K60n7ZnjzSFKsA1PSvf9G8ZAmp378Hy8SJWCZOBMD18XJKv/8DKn/96x5ZR9Tvp+IXv0RjteK8994emaMjNFYrisnUZx2hVFXFtXw5h+ddQe2f/oT90ktJuOrKTo2hdThaQlBfZxwwgOzHHiN/yRLsl8ym+eOP0TmdpN5zTxxWL4QQZ5cSVwkAOfacLp2fYc2gyltFOBqO57JEO3bV7aLMXcZl/S+L67jzC+YTVaP8+8i/4zpuqSsWuMuyZcV1XCHORVFXkKg7hCHr5ICRoiiYR6TgP9BANHD8+3LEEyJc5+vynP599Rj6OU7qQHUqurTY5p5jVY8BIs0B6t/eT+UTm4kGIl1eixBCCCGEEEIIcbY50nSERzc+yuObHkdVVeYOmNvjc452jsYdcnOk6UiPz9VVNr0Nd9Dd0hHKHexYEMob8mLVd68wS5Yti4enP8w1g67p1jihKi9oFXTJ5m6N0xZFp8E2KRPly85AR5qOUOtr/Rnw9prt/HXHX1lQsOCkAFJbxqaNZVzaOFYUr2B4ynAenv5wjwWVcuw5mHRS3PLrwqEIhStKyB2WxPU/nUDe8GQ2vH8Yb3Ow/ZP7yPbPStHqNYyYcfy5gCM19m+hudYflzn2rqtg8e+3EPJHOLy1hp2fl5KW50CnbztkFQ6HW4JQOp2OvLy8U4agjnE6ndTU9G2hWSHOVBKEEkIIIYQQQog+5Nu5C116Ovq0jrWU7yzn/fejTU4mXF6B7eKLsE4/n6jHg3vFCpLvvBNdUscr/WsTEsh99llS7rqLxrfeoujWWwlVVcWuY9s2AgcOknjdtT1yHacrbUICAJHGJgIHDlD5P/+LZcoUUu+6CwBDQQHa5GRq/u//iDY3EzxyhKiv6xsFv0pVVbxbtuLdvJnS++7Dt20bmQt/1am/03hTFAWd09knQajAwYOUfOtblH7/B2jMJvL+/gI5f3yyR7o1GfNjgaihWzbT/43XW+2QJoQQ57pSVyk6jY50S9e6/2TaMomokVM+WBU946MjH6HT6Lg47+K4jtvP0Y/RqaP54PAHcR233FOORtFIpych4iBYFtv0o8+2tfq+eWQqRFT8extaXmtacpjq5wpRo2qbY4dqfbhWlaJGjh8XbvATqvBgGtLx3180Bi3aRCOhai/RQJimZUep/N0mvJuqCFd5TwhICSGEEEIIIYQQ57rCmkIAXrjsBRZftZhBSYN6fM5RzlFALBhzurLqrbhDbup99QC4gq4OnRePjlAACwoWkGTq3vPccJUHvdOCoj0xNBSJRvjXgX9R5anq1vhfV9xczE1LbuLXa08u+tkUaOKh1Q/htDj5r0n/1emxH5nxCM/Meoa/XvrXLhdWE123d20l3uYg4y/rh6IoTL9hEOFQlLWLD3Vr3MYqLzs+K43TKo/zuYPsW1fB4EnpmG3HA0aOLzvJN9V2fy9G+cFGPn15L5mDEvmP/5lK7vBkwsEomQMT2jxPVVXC4TB6vb5T8x0LQqlq2/dYhRAnkyCUEEIIIYQQQvSRaCCAb9s2TKNG9tgcWoeDjJ89hKLX47jsMqxTpoBGgzYxkeQ7bu/0eIpWS9oP7yf7yScJHDjIkeuuw7tlC41vvY1iseC4fF4PXMXpS5sQ6wgVrqqk7Ec/QmOxkPXYoyjaWCUgRVGwTJyIGgqhz82FaJTAvn1xmbv+hRcouuUWir7xH3g+X0nGwoU4Lr88LmN3hy41lXAvViyKNDVR+fBvOHzlVfh27iL9Zz9jwKJFWKdO7bU1CCGEOFmJq4RsWzZaTdvV8U4l05oJQIWnIp7LEm1QVZWlRUuZljWNBGPbD/S64vL8y9nXsI8DDQfiNma5u5x0Szp6TeceLAohThYqc4MC+szWKxsb+jnQ2PT4dh0PqAZLXURdIYJHm085rm9PHdVPbaXpgyP498QqLatRlYZ/HUDRa7CMdnZqnbo0C4FDjVT+bhOuT0owDUsm5bbhAN3qTiWEEEIIIYQQQpxtCmsKsRvsnJd+HvkJ+b0yZ39Hf9LMaXEviBRPdoMdb9hLjS/2PNMdar8jVCgaIhgNYtV1ryNUPKiqSqjKiy795FDWk1ue5FdrfsWtH97K0aajcZkvFA3x36v+G2/Yy/qK9YQioZb3ApEA9316H2XuMh6Z/ggOg6PT42fbspmRM6PHOkGJth3cXEVylpXsL4sVJWVYGTMrl71rKqg80tSlMdWoyscv7GLl6/tprIpf4aJoVGX5C7uJRlTGzMo94b2EYx2harp3f7Bkbz0fPb8DR6qZuXeNxGTVM+u2YWQNSmTgeW0XNw6HwwAtHaE6yul04vf7cbs71p1OCHGcBKGEEEIIIYQQopepqkrTBx9weO7lhEpKsF90UY/O55g7l8EbN2AsKEDrcJD6ve+RsXAhWlvrlb47NOZllzLgjdfRWCwU3XY7zUuWkDDvcrS2vr/525u0ibFNwlW/eYTAgYNkPfbYSd297LNno01OJuuxRwHw79nT7XndX3xB9e//gP2SS8j9y19iXYluvKHb48ZDrCNU7wShwjU1HLriChpeeYXE66+jYOlHJN/6HyidvLkohBAi/kpdpd2q3phlzQKgwi1BqN5SWFNIpaeSOf3n9Mj4c/rPQato47oJotRVSpYtK27jCXEuC5Z70KWa0Rhb/yytaBTMw1Pw721ADUWJBiKEv6yw6ttVS6jWR/Uz2wgUxUJRalSleXkRdS/tjo1r0+PZUg2Ae3UZgQONJFyRjy65cx1c9ZlWou4QulQzzu+NIeWWYRgHflmgot7f1csXQgghhBBCCCHOOoU1hYx2jkaj9N42YY2i4fYRt7O+cj1bqrb02rydYdXHnmc3B2P3MNzB9sMH3lAszBGPjlDdFSx2EWkMYBxwYuhoyeEl/H3X37mk3yUEIgFu/+h2dtft7vZ8r+55lR21O7gi/wq8YW9Lp7FINMJPV/2UzVWb+c303zAhY0K35xK9z9sUJCnDckIQbcLl/bEkGFj1+v52O8G3Zs+aCqqLYp3WinbWxW2tG947TPHuembeNJiUrBP3uphsevQmbbsdoU7VdammxMV7f9zGe/+3DZ1By+XfHYXREivAZk00cvUD40nr13bQrztBKICaXiw2K8TZQoJQQgghhBBCCNGLvFu3UnTTzZQ/8GM0Dgd5f3+BxGuv7fF5Nabjm8uc378Hx5zLuj2mcdAgBrz1Ftbzp6GGwyTecGO3xzzTaBNiQahQeTkp3/kOtunnn3RMwvwrGPTFasxjx6JNSMC/u3tBqGBpKeU/egBjQT5Zv30E24zpmMeM6daY8aRLTSVcUUnE7SFcV0fZTx6k6d13e6SVe/0/XiZSV0//114lc+FCdElJcZ9DCCFE56mqSomrhFxbbvsHn0KGNQOQjlC9aenRpeg1ei7MvbBHxk8xpzA1ayr/PvJvomo0LmOWe8rJtmXHZSwhzgX+/Q2nDAuFyt3os9oulmEemYoajOA/2ECo0gMqKEYtvl11NH1wmGCxi/rX9hJu9FP38m6alxdjGZ9G2t2jsYxLw7+3Hv/+BpqWHsU0IgXrpIxOX4Pjwlyc3xuD867RGPNimw80Bi0au4FwnQShhBBCCCGEEEIIAFfQxaHGQ4xx9v4zxOuHXE+KKYVnC5/t9bk7wqY/fv/DoDHgCrnaPedYEOpYiKovub8oQzFpsYxLb3lNVVX+uOWPjHaO5tGZj/LSnJcwaA18a+m32FS5qVvzbaraREFCAQ9NfgitomVN+RpUVeWxjY/xcdHH/HjCj5k7YG53L0v0Ea8riNluOOE1g0nHtGsGUl3kYs+azj2j8btDrF10iMyBCSRlWDi6o7b9kzrg0JZqNn9UxPDpWYyYcfIzAUVRSHCa2+0I9e9ntrPo91vwNAUAaK7z8fHfd/HmbzZSXdTM+dcN5BsLp+6IofgAACAASURBVJCU0fl/68eCUHq9vlPnHQtCVVdXd3pOIc51UiJZCCGEEEIIIXqBGgpR/tDPaH7/fXROJ5kPP0zCVVeiaLV9vbRu0Toc5D77LOHqavQZnd/EdqbTOhyg12MeORLnvT845XHHKigZhw/rVkeoqM9H6fd/gKqq5PzpT2isfX+z/evsl15CwxtvUHL3XUSbmggcOEjz++/T8NZb5D79dEt4rLsibg8Nr7+O/dJLT6sgmBBCCGgKNOEOubvVEcqit5BgTGgJQi09upTp2dNPiwfNZ6OoGmXZ0WVMz56O3WDvsXnm5c/jp6t+ytbqrZyXfl63xgpFQlR7qyUIJUQHBUtc1L6wEwBdugVDtg19pg19lhVtgpFIYwDD1LaDUMb8BBSTFt/OOgw5sWNt07NxrSgm0hjAPNaJb3sNlb/bBCokXlmAdUomiqJgGZ+Oe1UZtS/tQmvVk3TNoBMqzXaUxqxrCUB9lS7ZJB2hhBBCCCGEEEKIL+2o3YGKypjU3n+GZtaZuXPknTy+6XG2VW9jbNrYXl9DW2yG4/c/8hx5HG46jKqqbd6n8IQ8QN93hAo3BvDtrMU2PRuN8fg+gzJ3GRWeCr458pvoNXr6J/Tn5bkv852Pv8Pdy+/mDxf+gZk5M7s056HGQwxPGY7dYGe0czRrytdgM9h4de+r3Db8Nm4fcXu8Lk/0skgkSsATPikIBTB4Ujq7VpWxdvEh8sc5MVnbD/eoqsonL+8h6A9zwc1D2Le+ksIVJQR9YQzmrscV6srdLH9pD+kDHMy8cfApj3Okmmmo8JzyfZ87yNGddaDCGw9vxJZopK7cjaIojL80j/GX9WvpAtUVoVAI6HxHKLvdjtVqpbKysstzC3Guko5QQgghhBBCCNELmpcuo/n990n+1jcpWPoRiddec8aHoI5RNJpzMgQFoOj19Hvhb+Q++wxKB25omYYNJ7B/P+qXN8E6Q1VVKn7xSwL79pH9+O8w9OvXlSX3OOuUKWT/7jF8W7YSLCkl7+8vkPE/v8ZXuJ3S++/v0rW3pvGtt4i6XKR865txGU8IIUT8lLpLAci1d70jFECmNZMKTwUHGg7w489/zL+P/Dseyzvrqara6Y5LJa4Sqn3VXJBzQQ+tKubi3Isx68wsObyk22NVeiqJqlGybFlxWJkQZ79AUTMAjtl5aBOM+A800PTBYWr/soOqx2OVgfXZbYdNFZ0G89Bk/HvqCJa60Vh02KZmggLaRCPJ1w4mYe4AtAlGnN8ehW1qVssmIkOmFX2mFaIqSTcOQduBzROdoUsxEalvu+KrEEIIIYQQQghxriisKURBYZRzVJ/Mf/3g60k2JfNc4XN9Mn9bvtoRqp+jH1E1ijfsbfOcY+9bdX1bqMuzthxUsE098Z7oxsqNAExIn9DyWoY1gxfnvEhBYgH3fnIva8rWtDpmOBpGVdVW3/OFfZS6SilIKABgatZUdtXt4onNTzC3/1wemPBAPC5L9BG/O/bc3mI/+T6doijMuHEwAU+IDUuOdGi8XavKOVJYy9SrC0jJttF/VCrRiErJnvoOr6n8YCOfv7qPD54upHh3HQFviA+f24HeqGXOd0ah1Z869pCQaqa51o8abf3ruXRvA6hw4TeGkJJlxWzXM/rCHP7j11OYevXAboWg4HhHqM4GoQDS09Opqqrq1vxCnIukI5QQQgghhBBC9IKGf/4Tfb880h54AEUjNSnOJpaJEzt8rGnYMNRgkMDhI5iGnLpaUWvqX3qJ5iVLcN5/P7aZXavY1Vscl1+ONjkZjd2OecQIrICi1VHx0ENU/vrXZPz6112q/h6qrCRUXoFr2TIaXn0Vy6RJmEf1zQMcIYQQp1biKgHoVkcoiD2oLXOXsbM21sGkxlvT7bWdC+5ZcQ9JpiQenv5wh88pdcXCa/0T+vfQqmIsegsX513MsqPLeGjSQ+i1XX+wWOYpA5COUEJ0ULC4GW2iEcfs4wUVIq4goQoPoQoPUW8IY//2u7eaR6bi3VaDb3sNhn4OtDYDiVcWoM+woug12GfkYJ/R+vf/pBuGEGn0YypIjNt1HaNLNuHdGkQNRVHa2BAhhBBCCCGEEEKc7SLRCGvK1lCQWNCj3d9VVSVY4kKfYUVjOLEAqEVv4fYRt/PE5ifYXrOd0c7RPbaOzrLqj4eZ+jli90lcQdcJr3/d6dARKhqM4N5QiXlECrok0wnvbaraRJIxiYLEghNeTzYl87dL/8bl/7qcD458wLTsaSe8X+Gu4Kp3rwIg255Nji2HHHsOObYc5g6YS6WnEhW1ZdzpWdN5ZtszTMqYxP9O/180ityDOZN5m4MAmB0nd4QCcObaGTEzm52flzFiehYp2afuJl9f7uGLtw6QOzyZMRfHiuRl5DswWnR8+s+9fPbKPqZfP5AhUzJPOYbPFWTJnwoB0Bu0fPCn7aTk2HDV+rnyR+OwJRnbvJ7EDAuRcJR17x5i0oJ8tNoTvz5L9tRjtOgYNi2TETPi/1yhO0GojIwM1q9fTyQSQXuWFFQWojfITyEhhBBCCCGE6GG+HTvxbdtG8je+ISGoc5xp+DAAfFu3dOq8pvffp/p3j2O/5BJS7vpOTywt7qxTpmAeMaLlvxOvuZqUu+6i8a23qX/h750er/Httzl44UUU3XIL9f/4B44rriD794/Hc8lCCCHipCUIZeteECrTmkmlu5LddbsBqPPVdXttZ7tQJMT6ivV8XPQxgUigw+cd+zvrbhevjpg3YB7NwWZWla3q0vn76vdx4RsX8o9d/wAkCCVERwWLXRjyTtz8pLUbMA1Own5BDglzB6Do2v991Tg4CUWvQQ1F0WfFNgjZpmR1KERlyLRiHpbStQtohzbFDCqEG/w9Mr4QQgghhBBCCHEmUFWV36z/DdtqtnHDkBt6bJ5wY4C6l3ZT80whVY9vwr22HP+BBqLeUMsxNw25iSRjEs8WPttj6+iKr4bD+jv6A7EgVFu8oS87QrURlupp3q3VqL4wtvNj90Mr3BVc99517KrbxeaqzZyXfl6rhShtBhtDk4dyoOEAANuqt/F84fOoqspb+9/CH/GzoGAB2dZsSlwlvL3/bR7Z8AhPb3uag40HARiYOBCAUc5R/PXSv/LUxU9h0LYenhFnDp/ryyCU/dR/l5MX5GM061j5+v5Tdg4LhyIse2EXepOWWbcPQ9HEvg41Wg1TriogZ2gylgQDK984gKcp9twi6Auzb30lHzxdyF9+uJK96yrY9OFRwoEI1/3XBG75f1NIz3dQU+xi+g2DyBrYfmGlwZPSGXZ+JluWFrPo8S001RzvHq+qKiW768kekoRG2zN7dkKh2Pc/vb7zBeAyMjKIRCLU1tbGe1lCnNWkI5QQQgghhBBC9LCGV15BsVhIuPrqvl6K6GOG/v0xFBRQ+fBvUCMRkm68EeVrFYEaXn+dmif/iGn0KIz5BYRra2l+/30sEyaQ+cgjXeqkdLpw3ncvwaIiqh9/HEO/POyzZ3foPN/OXVT++n+wTJlCyre+iWFAPoYc2fQshBCnqxJXCSmmlG5Xx8yyZuEKuVhfuR6AOr8Eodqzv3E/wWgQorCpchPnZ5/fofNKXaUYtUZSzak9vEKYmjWVZFMySw4v4eK8izt9/uaqzdT561hVtgqtoiXNktYDqxTi7BJpDhJpDGA4v/ufoTUGLcbBSfh31WHIOnUV2N6mS45VQg7X+9Gn9V11ZiGEEEJ0TtQXxvV5CdaJGehSzH29HCGEEOKMsqZsDYebDvMfw/+j5bWntz3Nm/vf5M6Rd3Lz0JvjPqcaVfFsrKTp30cgqmKflYd/Xz2N7x4CQJdqJv2H41G0Gix6C7eNuI0ntzzJjpodjHKO6vA8r+19jRxbDjNyZsT9Go6FmUxaU8u9RXfI3eY5nnCsI5RV1zdBKFVVcX9Rhj7bhqG/A4h1gdrXsI/7P72fSk8ltw6/9ZTnD0oaxBv73iASjfDy7pdZVrSMHHsOiw4uYkb2DH425WcnzHXfp/fxeenn2PQ2dBoduY7jBbQmZ07uuQsVvcrnigV3LG0EoUxWPZOvzOfzV/exZ00FBpOOBKcZ51cKLq1bdJi6Ujfz7hmNNeHErk0jZ2YzcmY2jVVeXv+fDXz8wi4MJh3Fu+qJhKPYkow4Uk2seGkPGkVh2LRMkjNj/84W3DuWmhI3GfmODl2PTq/l4luHkTssmc9e2ccbD2/ggpuHMGRyBo1VXtwNAc6bm9zZ/00d1p2OUOnp6QBUVVW1/FkI0T4JQgkhhBBCCCFED4r6/TQvW0bCvHlo7fb2TxBnNUWrpf+rr1D24INU/c//UvvMszguuwzHFfMwjx1L8GgRVY/8FkNeLqHiErzrN0AkQtKtt5L+4E9QulA96HSiaDRk/fYRisrLKfvJg/R7+WWirmbC1dUkXHllq+dEGhspu+8+tCkpZD/xB3RJSb28aiGEEJ21vWY7Q5OHdnucDFsGAEeajgDSEaojdtbsBECraFlZurLDQagSVwk5thw0Ss93L9VpdMzpP4e397+NK+jCbrCzsXIjhTWFpJpTuWrgVe2u1awzc93g62gKNKHTyGMOIdoTLGkGOKkjVFdZxjrx76nDkHv6/I57LAgVqfO1c6QQQgghTieulaW4PivFvbaCpGsHYRnt7OslCSGEEGeMZwqfobCmkMmZkxmUNIhX9rzC89uf5+qBV/PD8T+M+3zhWh8N/zpA4HATxoIEkq4ZhC7FjGNWHuEaL4HDTTS+ewhvYQ3W8bGN/DcPvZkXd73Ic9uf4+lZT3dongZ/A49teIxJmZOYkTODwOEmmlcUkXrHSBR99+9f2vSxwi4p5hRshtifO9oRqrvFv7oqcKCRcLWPpBsGtxTNPNp8FAWFSk8lABPSJ5zy/EFJgwhEAhS7iimsKQTgF1/8glA0dFLnMEVRuCj3Ij4t+ZSlR5fS39EfvebMfkYtWne8I1Tbf7/Dp2exe3U5n768F4CkTCu3/CoWiCvaWUfhJyWMujCH/qNOXWgtMd3CxCv6s27xYawJBkbMzGLQhHTS+zuIhKN8+NwOKg43MfGK/JZzdAYtmQXtd6H/ukET0kkf4GD5C7tZ/vfdHN5aQ9AfCynlDjs9g1CpqalotVoqKysZPXp0vJcmxFlLnhAKIYQQQgghRA/yfPEFqteLfc5lfb0UcZrQJiSQ++yzuD/5hKYlH9D4zjs0vPoquqxMNHoDislE7t/+hj7t7OxuoDGZyH36Txy58UaO3nwzfNkiPlxXT8o37zzhWDUapezBBwlXV9PvlX9KCEoIIc4Adb46DjcdZn7B/G6PlWnNbPmzUWuUjlAdsKN2B8mmZEamjmRl6Ur+e9J/d6ibZKm7lBx7Ti+sMGZe/jxe3fsqy4uWoygKv/jiFwDoNXrm589Hq9Ge8txiVzF59jwenPhgby1XiDNesNgFWiVuHZwso5wY+yegbaNabG/T2PQoBg3hen9fL0X0ElVVW/0ZF6rxEmkIYBosvz8KIURPC1V6cH1eSuLVA9EYTv0Z/lSi/jDuteUYByaiBiLUv7qXwOEmEuflx2WTs4gPz8ZKQrU+DNk2DDl2tEnGNn/PjLiDKHotGmPnvyaEEEJ0nCvoYmdtrCjSc4XPcVHeRfx2w2+5OPdifjn1lx26J9iewNEmIq4QpkGJeDZU0vxxEWgUkq4ZhGViesscikZBn25Fl2bBs74S12clWMamoWgUrHortw2/jae2PsWuul2MSBnR7rzLji4jrIY50ngYAN+uWgKHmggUNWMamNjt67LoLSgopJhSsOtjRV7cwXY6QoU8Lef2BfcXZWhs+hNC40eajpDnyOPSfpeyrGgZg5IGnfL8Y++tLltNlbeKuQPm8uGRD8m0ZnJ+1snFtI514ip1l3JZf9nncLbyNgfR6BQM5rajBBqNwqw7hrF3bSVBb4jdX1Tgbgig1SmseGk3yVlWpl1T0O584y/rx4AxTpLSLSia49+jdAYtV3x/DAFfGJM1PqE7R4qZq340js0fFbH5wyJMNj3DpmWS4Oy5LrShL/c96LtQ3Far1eJ0Oqmqqor3soQ4q0kQSgghhBBCCCF6kGvZMjQJCVgnTerrpYjTiKLRYJ89G/vs2UTcbtwrVtC05AO869aR9bvHztoQ1DE6p5Pc556j+rePYr/0Ujzr11H92GPoszJxzJnTclzts8/iWbmKjIW/wiyVj4QQ4oywqWoTABMzJnZ7rK8GoSZlTGJz1eZuj3m221m7k5GpI5mZPZOVpSs50nyE/IT8Ns9RVZUSVwmTMnrv8+qo1FHk2nNZfHAx5Z5yRqaMZM6AOTy+6XGqvFVk2bJOeW5xc3GbD/WFECcLFLvQZ1rjuqH4dApBQaxasS7ZJEGoc4CqqjQvL8a7tZq0e8ai/coGGd++eupf2YsaiuC8ewzGfo4+XKkQQpzd1HCU+tf3Eqr0YhyU2NL1oTPc6ypQ/RES5vRHn2GlaelR3KvKCBY1k/yNYehTe26TouiYSHOAhsUHIaK2vKZ1GLDNzME2OfOEz5fBMjdNHx0hcLARxaTDcWEOtuk5KNrub8QXQghxso2VG4moESZmTGRZ0TI+Kf6ECekTeOyCx7rdQT3cFKD+9b0Ej8Q6TKMAKpiGJZN01UC0CcZWz1MUBftFOdS/tg/fztqW0M4tQ2/hpV0v8efCP/PkxU8SjUZp9jSRaG+9gMUHB5cAUOGtxBf2cbjiIP92fsz3DmbFJQilUTRY9VaSTcktHaHcofaDUBpFg0lr6vb8rY6/sRJ9tq3VIjahGi/+fQ04Zueh6I7/7D3SdIQBjgHcO/5efjDuB22G3woSCtAoGt7Z/w4Atw2/jfPSziPTltlqUapUcyqjUkexo3YHBYntB1zEmcnnCmKxGzoUnEzJsnH+tQOpK3Oz+4sKSvbU01znw+cOceX949B1oDCCoigkZ1pbf0+jxC0EdYxGq2HivAFMmNv/hOBVT+lORyiAjIwMDhw4EM8lCXHWkxIqQgghhBBCCNFD1GAQ16efYb/oIpQuVH0R5watzUbClVeS95c/M2R74QlBoLOZafBg8l74G0k33UjWo49iGjGC6j88gRqNAuBetYraPz1NwpULSLzxxj5erRBCiI7aVLkJs87M8JTh3R4r1ZyKTqPDprcxLm0c3rAXX9gXh1WeeVRV5fnC53n34Lv4w61v8ncH3RxuOhwLQuXMREHhjb1vtDt2vb8eX9jXqx2hFEXhivwr2FK9hUpPJfeOv7fla6bYVXzK8yLRCKXuUnLtub21VCHOeKqqEip3Y8ix9/VSepwuzUKwqJmIJ9TXSxE9qHlZEa4VxUTq/Xg2VLa87l5XTt2Lu9ClmtA6jDS8vR81FO3DlQohBIQb/US9Z+fPJddnJYQqvShGLd4t1Z06t/mzEsp/vZbmj45iHJSIIceOotOQOC+flNuGE24MUP3UVoKlrh5avego95pyiKqk/+g80r4/lsSrCtClmmlacpjKxzfiXl+BGokScQepfXEXoQoP9otyMebZafrwKO7VZX19CUIIcdZaW74Ws87MYzMfw26wMyhpEE9d/BRGbeshpc5o/riIYImbxPn5pH57FLbzs0m+ZSgptw0/ZQjqGPMoJ/oMC43vHiLSHADAZrBx09Cb+LTkU4qai3h++VPMensWDTW1J51f1lzG1rpt5Ptj9yqLmopY4lvGG6lLKTwav0JZ/Rz9GJQ0CLshdr/EFWz7c4cv7MOqs8al09bXhSo9NLxzgKZ/H2n1ffcX5aBVsE4+XjgsEo1Q3FzMgIQBAO2uy6QzkWfP41DTIYxaI0OShnDj0BuZmTPzlOcce68gQYJQZyufK4S5k8WOkrOsWBwGinbWsXdNBXnDkknJjk8X+p7SGyEo6H4QKicnB4/Hw+HDh+O5rB4XjUYpLCwkGpX7cKL3SRBKCCGEEEIIIXqIZ8NGos3N2C+9pK+XIs4QPXHz/EygMRhIvuMOQsXFeNevJ1haRvmPf4Jx8GAyFi48Z/+/CCHEmWhT1SbGpY1Dr+l+CFyjaMiwZDAsZRip5lQA6nx13R73TFTlreJP2/7Ez7/4ObPfns3jGx+nuDkWGFJVlaNNR1lfsR4VlVGpo8i0ZXLDkBt4be9r7KjZ0ebYJa4SgF4PF83LnwfEun1NyZzSMv+x62pNpbeScDRMnj2vV9YoxNkg0hBADUTQn6La6tnEflEeUX+EpiVn1mYB0XHBUheuT0uwTszAODARz7py1HCUxiWHaVx8CNOQZJx3jSHp2kGEa3xU/m4jVU9tJVTl6eulCyHOQb5ddVQ+vonG98++n0vBCg/Nn5RgGevEPiObwKFGwo2BDp2rRqK4V5WiTTTimJ1H8vVDTnjfPDyF9PvGAeBeWxH3tYuOiwYiuNdVYh6Zij7NgiHHjm1KFs7vjCb1P0ehTTDSuOgglb/fTO2Lu4j6QqR+cyQJl/Yn9c6RGAcm4vqiDDUsGyKFEKInrKtYx3np55FqTmXxlYv5x9x/tHQ36o6IK4h3azXWCenYzs/GVJBI4hX5WEY7O/S8TtEoJN88FDUYof71fajRWFfBm4fejE6j4/FNj/PXin8Q1IQ4tGXnSecvXhkr7HSHeh0A+w/sYp8+FhD6wruBaCDc7WsEeHnuy9wz9h5MWhM6RdehjlAWvSUuc3+d6/NSgNhnqqYTP1NFvSG8m6uwjE07oTt3uaecYDRI/4T+HZ5nUNIgAEakjECvbf/+/YKCBZyffT4TMyZ2eA5xZvG5gpjtnXuWoygKucOTObS1GndDgOHTs3podWeeUChWBEPfxSLJY8aMITExkaVLl55RoaIVK1awaNEi9uzZ09dLEecgCUIJIYQQQgghRA/xrF6NYjRiPf/8vl6KEKc9+6WXoE1IoP7lf1J2332okQg5f3wSjdnc10sTQgjRQfX+eg42Hozrg9GF0xbykwk/IcWcAkCt7+QqoeeCGm8NAN8e9W0mZUzilT2vMG/RPP5z2X+yYPEC5i+ez/2f3Q/AyJSRANw//n6cFie/WvsrQtFTV6EvdccetOfYeq8jFMSqrv5m+m9YOC0Wek6zpGHUGtsMQh17L88hQSghOipUGQuA6DPO/iCUIdOK/aJcvFur8e+r7+vliB7g3V4DWoWEuf2xTcsi0hSk6qmtuFeXYZuWRcptw9EYtZgGJ5F49UAMAxIIlbnx7To3g9RCiL7j21tP3Su7IawSLGt7U+2ZRo2oNLy9H41FR8L8Aizj0kAF79ZYVyg1HMW9voJguRtVVU86P3CoiagnjGNWPxyz+6F1nFyBXpdowjwiBd+uWgnR9AE1ouLZUkXdP3ej+sPYZmSfdIxpYCLO744h5Y4RaExaQqVuEucXYMg6vgHfPiObaHMQb2FNby5fCCHOCRXuCo42H2Vq5lQA0ixpmHSmuIztXhvrBmg7v+vhBn26lcSrBhI43ETzitj9vFRzKvML5vNZyWcECQJQuu/gCZ8XQpUePipfygh1MBdffiUA+/fv5IApNsZ66w4CR5q7vK4T1qjVo9VoURQFm8HWbkeorgShwrU+qp/eRqjGe+pj6v14C6sxjUg54TNVy7ybqlBD0ZP+Po40xcJhxzpCdcSgxFgQaoxzTIeOz7Jl8dzs50gyJXV4DnFm8bqCWDrZEQogd1gyqGB2GOg/JrUHVnZm6m5HKL1ez+zZs6mqqmLr1q3dWsv+/ftZunQpLlfPdtldv349X3zxBRMnTmT48OE9OpcQrZEglBBCCCGEEEL0kGBREYZ+/dAYjX29FCFOexqjkYSrrsL9ySf4d+0i69HfYujXr6+XJYQQohM2Vm4EYEL6hLiNOTlzMsNShrUEoer85+ZG5mpf7AH4rH6z+MOFf2DZdcu4Z+w9VLgrSDYl8/PJP+fBiQ/y8PSHSTQlAmAz2Pj55J9zoOEAL+588ZRjl7piQahs+8mb23ra/IL5LZ2gNIqGXHsuxa5TB6H6qnuVEGeyliBUes9ULT7dOC7KRWM34NlU1ddLEXGmqiq+7bWYBiaisegxDU1Gm2wiXO0lYX4+iQsKUDTHq5PbJmeScvNQdE4zwZKe3fQhhBBf591chcZmwDo1k3Ct76wK87hWlhIqc5N45UC0Vj26FDOG/g48mypRoyqeTVU0LjpI9R+3UvXEFpo/LSZc728531tYg2LUYhrS9oZayxgnqj+Cf19DT1+S+IpoIEzdP3bR8OZ+QpVe7BfnYsxztHqsoiiYhyaT9v1xZPxkArbJmSe8bxychC7dgmtl6Vn1b0AIIbpCVdVWA8JdtfToUgCmZU2L25gA4cYAnnUVmIYmo3d27z6C9bx0LOPTcH1SjP9g7Of5bcNvQ6fRca33MgCqvdUEi2O/r6nhKJveXM5RYzkLxl6NIyeFtFAKq3zr8GkDDEkYzFFTOUUH9nfvIlth09va7wgV9mDVdbzIjKqqNCw+SLDE1WZxDvfqMlAUEhcUYOjvwLulquVrRY2ouNeUYxiQcELYGL4ShHJ0PAg1OGkw0PEglDi7qaqKrzmEuYtBKI1GYdi0TLRaiSEc090gFMCIESPIzc3lk08+IRA4uetuYWEhJSUlbY6hqipLly5l7dq1PPXUU+zbt6/L62lLY2MjS5cuZciQIcydO7dDXQOFiDf5DiSEEEIIIYQQPSRYUow+TzZpCtFRiTfegGIwkHLXXdhnzerr5QghhOikFUUrSDImMTJ1ZNzHTjF9GYTynZtBqFpvrBNWmjkNAKfFyd1j7uaDaz7gpbkvcePQG7l1+K0sKFhwwnkX5V3EJf0u4bnC5zjadLTVsUtcJS3dmPpanj2v3Y5QRq2RNEtaL65KiDNbqNKDNsmIxtT1B/BnEkWnwTQokcDhRtRo/DaZnY2igXBfL6FTQqVuIo0BzKOdACgahdTbh+P87hjs5586zGvIsRMsccV106EQQrQnVOXBkG3DkOeAqEq4ztfXS4qLULWX5uVFmEelYhl1vPK7whVtrgAAIABJREFU7fwsInV+fDtqcK8pQ58V6wKhsehoXlpE5WMbqX62EM/mKny7ajGPSEHRtb1dyTgwEY1Vh7ewus3jRPvUcJRwo7/d48KNAWqe3Y7/QAOJVw8k86FJJFzav93zFI2CLsV88uuKgmNWHuEqL9XPbyfcePJGTiGEOBdsq97GvEXzmPzqZBYsXsBdH9/FwjULeb7wed479B4bKzcSisS6ue+o2cGK4hVtjucL+3hx14tMyZzCwKSBcVtnqNpLzbOFqBEVxyXxKVSYeNVAdE4z9a/vI+IKUpBYwPJrPubOkvlo0FBnbMKzvgKApo+O8nFoJVo0zBl6OYpGIU+bxWFTrIjTPeO/D8Dnhz8j4gnFZX3H2A123MG2g1C+kA+rvuNBKF9hDYGDjaBRCBxuavWYiDuIZ2MllrFp6BKMWManEa720fDOAQJHm/BurSbSGMA+/eTuXEeajpBkTGopitURM3Nn8qupv+KC3As6fI44e4X8ESLhaJeCUBaHgRt/PolJ8zoexDsXhEIhdDpdtwJBiqJw2WWX4fF4WLVq1QnvRSIR3n//fV599VWam0/dHa+kpIS6ujouuOACbDbbSePEy+rVqwG4/PLL0WgkjiL6xrnx1EMIIYQQQggh4qDuby/Q8Prr5L//HhqTqc1j1WiUUHEJthkze2l1Qpz5jPn5DFq9Cq2j9SqjQgghTl/+sJ/PSj9jXv48dJr433ZuCUKdwx2hNIqGZFNyp8/96aSfsq58Hf9v7f/jb5f9DY1y/IFUg7+BHbU7TpsOS3mOPFaXrSaqRk9Y5zHFrmJy7bmtvieEaF2o0os+o+Mbdc4GxoJEvFuqCVV6TqqYLGJVYZs+OIJ7TRkp3xiOeURKXMf2bq7C0M/R7erhx0S9IQLFLnyFNaBVMA8/vl59evtf24Zce2zzWFMQXWLfh36FEGc/NRwlXOvDPCIVfVrse2Goytuh71kdFar1EWkMYBrY8Y2v3aVGVRre3o/GqCVxQcEJ75lHpKJzmmlYfAjVFybphsFYx6djm5JJuN6Pt7AG75YqGt6KdXCwjHG2O5+i1WAemYp3SzVRf/icCXXHQ7jRT7DIRbDERbC4mWC5G8Iqzu+Mwpgf+5pRoyqe9RWYBiehSzETLHVR+9Ju1GCE1DtHYhrUdseujrKMdoKi0PD2fqqf2kLyzcN69etWCCH62geHP+Bnq39GhjWDawddS5W3igp3Bfvq951wnzM/IZ9ZebP4+86/E1bDPDPrGWbkzGh1zHf2v0Odv47fj/l9h9agRlXC1V4inhDG/ISTNuhHmoO4PivBvaECjVGH8zuj4/a7tMagJeUbw6j+0zbqX99L6rdG4fBZ8UU1JOuSaMoI4N1SjRpR8RRWsXL4VqZlnd9yD7S/vT+bPDuwYuaC3AvIs+SyzrONa9/aT8rtw+PWfcRmsOEKtt1J2BPykGU7OZDUmqgvTOOSw+hzbBiybXi31qBGovh216ExaDENiV2fe005aiiK/YIcAKzj0gmVuvFurcb7ZadrbbIJ07CTf28/2nyUAQmdC6HoNXquG3xdp84RZx9vc5APn9vOqAtjX3dmh75L4yRnnVv3GzsiHA53qxvUMTk5OYwaNYq1a9dy3nnnkZQU+2xeXV1NOBwmHA6zaNEibr311lYDSNu2bUOv1zNt2jS0Wi2ffPIJLpcLu91+yjlDoRDhcBiz+eQCB61pampi69atjBs3joSEhK5dqBBxIHcKhBBCCCGEEKIDosEgdS+8QKSujqZ33yPpxhvaPD5cXY0aDGLol9dLKxTi7CAhKCGEOLM0B5vRKTrWlK/BF/ZxWf/LemQevVaPw+A4ZztC1XhrSDWlotVoO32u0+LkgQkPsHDtQhYdWMS1g68FYHvNdn7wyQ9oDjZz9+i7473kLslz5BGMBqn2VpNhzTjp/RJXyWkT2hLiTBDbiO2Na9DlTGAsiG2uDRxqkiDUV3g2VhIsd6MGo3g3V6GYddS/vhfnXaMx5Jx6I0RnhKu8NLx9ALSxDhD2i3JPuTFNDUVRVRWN4dQ/2yJNAWr+soNwbayTimlYMhpz5x5vG3Jj1xYscUkQSgjRK0I1PoiCPsOCPs0MSiwIFQ9qJIpnYxVNHxxGDUUxj0ol8coCtLaOVXGPBiMoOg2KpvObht1flBEsdpF80xC0X6sar2gU7Bfm0vDWfjQ2fSz88iVdsgnHRbnYL8jBv7+BUKkL48COhWysEzLwrK/Es6ES+8ycTq/5XOReX0HjooOx/9BpMGTbsE3Jwr22HN/ehpYgVOBQI43vHkJj02O/MJfmpUfRWPU4vzcmrqE9AMuoVPTpFur+uZvav+0gYU5/bDNz4rZ5XQghTleRaIQ/bvkjw5KH8edL/4zdcOLvXf6wnypvFXvq9vDE5if4y46/MDNnJpWeSh5a/RBvzX/rpPtjwUiQF3a+wMSMiZyXfl67a4gGI1T9YTORL7vyWadkkrigAEWjEHEFcX1eintdBUSjWMan45idhy6x7WKgnaVPt5J4ZQENbx/AtbK0pVhLmtlJg92HZUI63k1V7Msso0qt4f78H7WcOyCtAI7AMNMQNIqG6XkzeMf3Ds17qjBvTME66eT7h11h09soc5dR5YmFj9Kt6Scd4wl5sOg7VvCjaelRop4QqXeOJFznw7O+Ev+BRhre3I/GqifjvyaiBqO411ZgGp6CPs3CuwffZUjyEIZeMxTl4mRWbF9GwOUlmKji2b6BRn8jTYEmmoJNNAYa2d+wnwUFC+Jy/eLcsv3TEioPN9NYdQCgSx2hROviFYQCmD17Nnv27GH58uVcf/31AJSXlwMwffp0Vq9ezY4dOxgzZswJ5wWDQXbu3Mnw4cMxGo0MHTqUTz75hH379jFhwoRW54pGo/zzn/+fvTuPj7K89///umffZzKTSUJ2SFjDEhBEFgVUECxWcdeqtVVxaau1i/acntPFnvPtr4u2p6322KrVo9a6a8UNRcUFQdnXkEBC9mUyk0xm3+7798dAME0gCSQQ5Ho+HvmDzH1f93UPmXub6319niISiXDHHXcctV+yLFNZWcnHH3+MoijMnz9/CPZWEI6dCEIJgiAIgiAIgvClEa+tpeuNN4jX1ZNoaCDR1ISiyEha7cEfHZJOi/P6G7Av/8qg2u564w1SXi9qhwPfE0/guOJypKOUd47X1QGgLRADNQVBEARB+HLa3LqZ777/XbRqLTnmHJwGJzOz+/4iZSi4jC58Ud+wtT+StUXacJv6nzX9SC4deymrqldx/6b7OSf/HNwmN7/b9Ds0koZ/fOUfjHeOH8LeHrtCa3oSgdqu2h4DPdoj7bxe/Tq1XbXMzZ17sronCCedoihEdrTT9fYBDGUuHBeOOeryibZw90Ds04nGoUeTaSS2vxPr2XknuzsjQnRfJx0vVYFKgpSC+axR2M4tpO2hrbQ9tBXDOCem6W4ME11HDSb1J96QnkFbP9pO1+paJLWEdUHfz0U8f91OvCGILt+CZV4uxqnuHgOik/4Y7X/ZTiqYwHXdRCSDBu2owQ/M1o4yg1oi3hDANCXz2HZMEARhEJKtISA96FfSqtE4Dd2/+6JEWxiN04Ck6b/aqZJI0fHSPiK7vSixFPqxDvRFNrrerydeHyDzxrJ+K0Cm/DFa/7gF8xnZ2JcNrnpAoj2C/+1aDBOdGI9QzclU7ib0eQumae4+90lSSRgnODFOGHiVW12BFf0YO8GPG7HMzR3Qe3U6S7SG6HytGv1YB/alo9HmmJDU6fcs3hggtr+ze9nwljYkvRpUEv6DFSsyv17WK+Q2VLRZJrK+NZ2OFyvxv3mAWG0A88xs9MU2VKZjq0IgCIIw0n3Q8AFNoSZ+OOuHvUJQAAaNgSJbEUW2Is7JP4ctbVuYkzuHuq46rlp1Fde9cR2/PPuXzMqZ1b3Oe3Xv4Yl4uG/efQPqQ7zGT6ozhm1xEXIkSfDjRhLNIdQ2HdEKH0pSxjQ9C9t5hWhcA6sCcixMZ2QT3uYhtL4Zy7x0VaUsaw4N4QYyLh2LvtjGuuC7GBuNnFtwbvd6Y8dMghqYWjgdgLm5c/l7xd+pLGjGvN4xZEEoq86KN+Ll+jevp8BawKMXPNrjdW/ES1u4DZeh/4lm4vUBQhuasczNRZdnQW1Ln1s7XqpCScikOmPpqo21AZRIEuvCfDxhD//5yX/iNrl5dvmzfOfj77DTuzPdYDtISFh1Vhx6B3a9HafBydLipVw1/qoh2X/h9JGIp9j5YSMGi5ZoMAGASQShhkwikUCrHZprW7vdzty5c/nwww+ZPXs2hYWFNDY2YjAYOPfcc9mzZw8bN27sEYTyer2sWrWKeDzO9Onp46bb7cbpdFJRUXHEINS6deuora3tdx86Ozt55ZVXOHDgAFarla985Svd1aoE4WQRQShBEARBEARBEE55SiqF95FHaX/wQZR4HE1WFtr8fIwzZiBpNCiJRPdPvK6WpnvvRePMwDx3YIMoFUWh4/+eRFdaQuatt9L0w3sIfvgh1oULj7hOor4eAF2hqAglCIIgCMKXzyv7XuHnn/6cPEseKTnFds92rhh3BRrV8D1ydhlcp3VFqFxL7jGvL0kSP53zUy7752X88rNfcvu029nYupG7z7h7xISg4HAQqi5Qx4ysGXzY+CGv7HuFjxo+IqWkmOqeKr7gF05r/teqCa5rQtKqCH7ShHV+HmrbkSvcHKo+0d/A6C8jfYmd8BYPSkruHgB8ukoF4/ie3Ysm00jWd6ZDSumuquS+bVq6QsSWNnwVPiSdGuNkF6bpWehLHIOuGBJvCCLp1WR+czK+f1Tgf+sA2lwLhrE9B0UoKZl4YxBtrhk5msL3zF50nzaT+Y3JqPRqkp1RPH/ZkZ5B+6bJ6AuPvXKwpFGhzbUQrwsccxtHE6vxoyuyHVN1FUEQjl+8MUi8tgvj1MwBV0UabomWMKgkNJnpwcSabHOPilCprjidr1cT2ebBMi8Xx0UlR21PURQ6XtpHeEsbppnZGCc6MUx0IakkDBNdtD+xi7aHtmFdVIBlzihUhsP3ZEpCJlrVgTbXgu+ZCuRgglhd16D2R5EVOl6sRNJIZKwoPWIVH0mtIuu2aX2+djysC/Jp/9suwlvbMM8cmsHOX0ZJXxTfMxWo9GqcV/au2mUozaDr3VpSoQSSVkVkpxfj1Exs5xYS2dmO+axRxxWGHgiVXo3zmgkEC5rwv1VDdLcXlVlL1rfK0TiHtvqIIAjCSPBMxTPkmHNYWLCw32VNWhPz8uYBUGwv5m9L/8Y9H97DTW/fxMqpK7lt2m1oVBqer3yePEvegCcKiu73g1rCcnYeklaF2qYjvKWNeGMQ4+RMrOcWoHUP/+QpkiRhmpZFxwuVhLd5UJk0ZFuz2dy+GUkloZvu4p3n17CwYGGPqkuT3JMosZdwXun5AMzMmYlG0rA9v4bJ6wqJNwWHpBK0RWvBG00/dw4lQiiK0uOa56k9T5GQE1w+7vKjtqOkFDperkJl1WFbXASA2qpD4zaS9ETQlzqI1fgJb2kjutuLbrQdfaGNdyueQUHBG/Gy4tUVdMY6+X/z/x8zs2di1Bix6qyoVcN7nhZOD3s/bSYWSnLx3dN5/8k9dLVHRUWoITSUFaEA5s2bx+bNm3n77be56aabaGpqIi8vD5VKxRlnnMHq1atpbW3F5XLx8ccf89FHH6HRaFi+fDnFxcVA+vg7YcIE1q9fTzQaxWA4fN0dDofZtm0b7733HhaLhWAwiNfrJSen532Xoihs3bqVN998E4Dly5czffp01GpxXBJOPhGEEgRBEARBEAThlKDE47T+6tdIGjX6cePQjx2LvrQUNBqa7rmXwFtvYV2yhOwf/xhtdtYR20kFg9Recy0Nd32X0S88j66oqN9tRzZuJLp7Nzk/+xm2pUtpu/8BfI8/cdQgVLyuHjQatKNGHcvuCoIgCIIgjEgpOcXvN/+ex3c9zlmjzuK3C34LwBO7nuCycZcN67ZdRhcVvoph3cZI5Ql7KHeXH1cbxfZibpt2G3/Y8gfqA/XoVDpWlK4Yoh4OjWxzNjqVjkd3PMr/bP4f/DE/mcZMbii7gUtKLmGM4+jVbwThyyyy20twXRPms0ZhmZ9H6/0bCXzchOPCvis6KLJCtMIH6sMDsU8n+tIMQhtaCG/xYJ6Z3eM1JaWgJFLdA8WTviiJ5iCKrGAsy/xSBVqi+zroeKEKOZwg8xtlvQY4axx6HMtGY7+guHswVmRHO+HNbahsOhwXjsZUfuRnLP8q3hhEl2dBUklkXDaORGsY33N7yfn+zB4D85PeKKQULHNzMZVnEfq8hc5X9uF/swbrgnw8f92BHE7gvnkKuoLeM6cPli7fQnhTK4qsDOn/b7whgOfh7bium4hxsqg2JQjDKVbbRbw+QKorTqorhtwVJ9kZI+WLAtD1fj3Oq8djKHGc8L6lAnFiB7pINAQwlmeRaA2hcRu7qxdps01EK7woiRShz1rwr65FScloskyEPm/Bdn5Rd0C1L8GPGglvacO2uAjbeT0n3dLlWcj+VjkdL1XR9fYBAmvrsczNxTIvD5VRg++5vUR2tHcvr3EZSLaGew3uPZrQhmbiNV1kXD72qAHs4aIfl4F2lJnOVdXIsRSWs0ad9iHnfxVc30znqmokFbi+NrHPqk76Uge8U0usuhNSCko8hXlGFhqnAes5+Sesr5IkYT07D/PsHOK1XXif3oP3yd24b5827EEsQRCE4bSzfScPb3sYk9bEz+b+jJ3tO9nQvIG7Ztx1TBNHTXJN4rnlz/HLz37Jw9sfZkPzBm4vv53PWj7jzul3opIGdi6MVXeiK7R2H2Ot5+Sf0OP+FxknOelQSSQagugKreSYc+iKdxFJRtjQvAF/zM/yMct7rGPX23nlkle6/23WmpnqnsqmxHauVS8kvKm1RxAqFYzT9sctOK+diL5o4BNqWHSW7u35Y368US+ZxvQ9nj/m55mKZ1hctJjR9p7PYJKdUSRJQm1PXyMF1zeRaArhvHZCj3tg/Rg7SU8E+wXFdL1fT2h9MyiQcelYAFYfWE2JvYSvln6V3236Hd8o+wYXlVw04P4LwkAossLWNfVkFVnJG+fg7KvGsf29ekw2UZ1zqAx1EEqv13Peeefx6quvsmXLFlpbW5k/fz4A06ZNY82aNbzzzjt0dHTg9XopKytj6dKlWK09n6VNnDiRdevW8dprr7FixQoaGhrYtGkTu3fvJpVKUVhYyKJFi3jiiSfweDw9glDBYJBVq1ZRUVFBYWEhK1asEFWghBFFBKEEQRAEQRAEQTgltP72t3Q8/TSSwYASTX/BjSShtttJdXaSdc89uL75jX7bUVss5P/5z9RceilN99xL0dNPIfXzMKL94b+gdrmwX3IxklaL8/rraPvNb4nu2YNh4sQ+14nX1aLNze23bUEQBEEQhFNFMB7kRx/9iLUNa7l6/NXcc+Y9aFXpL8nunHHnsG//dK0IFU/F6Yh14Da5j7utGyffyJsH3qTCV8FXS75KhmFkfWGlklQsKFhAZUclC/IXcEHxBczNnTuslcYEYSRTUjKJ5hDxugBda2rRjjLjWD4GSaPCONVNaH0z5lnZaN0mFFlBDiVI+WOkuuKEN7US2eXFMj/vtBwsbJzoRDfaRsfLVYCCkjj4XjYF05U6gOzvzkDSqGj93SaUhAzwpQm0yPEU/jdrCH3ajCbTiPvWqUedJVtSSRhKHBhKHCgXlxDZ48P/Rg3B9c0DDkKl/16DWOamKxiq9Gqcl4+j7aGtdL1bh2P54TBrsu1gtbIsE5JKwjJ7FElPhODHjUR2tqMkFdw3DU0ICkBXaCP0aTOJltCQzBZ+yKG/pURL6EvxdyMIJ5siK0QrO4ju9WGemYMuL/15jTcE8Px5W3ohjYTapkdt06HLt6A/Ow9tjpmOF6to/9tOcr57xrAEgJWkTCqYQOPQo8gK4W0eYlUdxGq7SHmj3ctFKnwosRS6Lwy81WabQIbW328m6Y2iH+sg4+JS5FiKtj9uIfR5yxEHJEf3+vC/WYNxSrpiQ1/Udj2Z35hMvCFA4P16Au/VE/yoEV2BlVi1H+uiAiS9GpVeDbJC52vVyIEEalv/M78nfVH8b9agH5eB6YzsfpcfDpIk4bpuIh2v7MP/WjWhz1pwXFSCofTEh96GylAGc1OhBJ2rqtEXWsm4ajwae99hNV2+FUmvJrLVQ7IjitqhR1dsH5I+HAuVTo1hbAbOqyfgfWIXgffqsC/tO+AvCIIwkoQSITxhD8X2YgD2ePfw0NaH+KDhA2w6G4F4gKrOKg74D1BoLeSKcVcc87ZMWhO/mPcL5oyawy/W/4Jb37kVjaRhxdiBTWwkhxMkGoO9gtQni8qkTVdEquxIVyw2pe8128JtvFH9Bg69gzm5c/ptZ07uHB7a+hCxiVpUW9uwLxvdHUCPNwRJ+eNE9/oGFYSa7JpMqaOUW6bcwr0f3UuNv6Y7CPVMxTOEEiFumXpLr/V8/9iLHEqQffcZyIE4Xatr0Y/LwDil5/2hdWEB+tF2dAVWTFMzie72oh1lRj8uA0/Yw6bWTdw27TZuLLuRWdmzmOSaNOC+C8JAHdjRjr8twpKby5AkieIpmRRPEc8yhlIikUCrHdpg2bRp0/jss8948803URSFvLw8AMxmM5MmTWLHjh1kZGRw3XXXUVpa2mcbBQUFLF68mHfeeYd9+/YRi8XQ6/WcccYZzJgxg5ycHJLJJJIk4fF4utdrbGzk73//O9FolMWLFzNnzhxUqtPvObMwsolvDwVBEARBEARBGPG6Vq+m4/+eJOOG68m+914S9fVEq6qIVVYSr67Bet652C68cMDt6fLzyPnJT2j6wQ/wPvIImbfddsRlIzt2EPr4Y9zf/x6qg2WiHVdcQfuDD+F7/HFyf/WrPtdL1NWjKxwZD5YFQRAEQRCGwh1r7mC7Zzs/nv1jrp5w9QnfvsvoIpgIcvErFzPeOZ5fn/PrE96Hk6E9kp7B/dDggOOhVWm5b+59fO+D73H9pOuPu73h8MDCB052FwThpJKjSQIf1KcrSzQGuwM66gw9zqvHdw/usS4sILKzndb7N6Eya5EjCZC/0JAE9q+MxjI/7yTsxcknaVRkXj+Jtoe30/FCFQAqkwZtrgXLWaMIbWim651aVAY1iqyQecsUfP+oILSl7ZQPtMQO+PE9X0nKF8UyLxfbBcWDqrAgadWYprqJVviI7e8c8HqJ1jAkle7gAoCuwIp5Vg7BdY2YZ2ajzTEfXhbQZJm6l7VfUES00kcqkMB982R0+UMTggK6B8DFa7uGNAiV9BwMQnkiQ9amIHzZKLJCeFMrpnI3krbvY5GSSBHa3Ebw40aSnghIEPqsBfvSYizz8wisbUAyqMm5+wxUNl2flYzcK6fQ8ttNdK6qJvPGsn77JcdTyF3xAYemfM/tJbLLi+PiEuIHutKV88xadMU2LLNHoSu2kfLH8T29BwDtmYePb9pR5oPblHFeOwHjlMzufdCNthNc14RlXh6Suud+JTxhvM9UoM0xk3HFuH4rOOnyrbiun0SiNUTggwbC29ownzUK25Ki7nWjB4/ridZQn0EoRVGQgwnUVh2KohwMFEtkXFo64ApSw0HjMpL5zclEd/vofL2a9kd2kPnNyRjGHX1iByUlDygQnvRFQVZOSBXN0JY2/K/tJ+Oq8RjHO4+/vc+aISnjuLjkiCEoAEktoR9jJ7LLi6RVpf+mRkAVTOMEJ9occ/e1gSAIwkimKAp3vX8XG5o38NWSrxJKhFhTtwabzsad0+/k2onX8knjJ/zoox8xI2sG9y+8H7v++EOnF465kKnuqfzs058xxj6mO6DTn1hNFyigPwkVM4/ENCWzVxCqtquW9+vf5+LSi7sn3TqaOblzeHDrg+waXc+MndlEK3zd9/GHJt1INAYH1a9FhYtYVLiIllALANWd1czKmUU4EeapPU+xIH8B+XusRFw+jBMOn7+TbWHkcJLIznYiO9pRUgoZF5f0um7SZBjQZKTHGRgmutAWWLGdV4gkSbxb9y4KCkuKlqCSVExxTxlU3wVhoLa+W4/Fqadk+vFPuCb0LZlMotP1P+HEYKhUKi644AIef/xxAHJzc7tfW7x4MYWFhZSXl/cbwJo3bx5ms5nt27czZcoUysrKevRVo9GQkZFBe/vhisIffPABACtXriQ7++RMjCEI/RFBKEEQBEEQBEEQRrTw55/TdM+9GKZMIfsHP0BSq9EVF6MrLobFi4+5XfvyrxBYvZr2h/6M85vfRHWEBxLtDz+Mym4n45prun+nttmwX34ZHX9/Bvf3voe2j5v+eH099mlTj7l/giAIgiAII0lLqIUtbVu4+4y7T0oICqDMVYZJYyKWivH2gbf5tzP/bcRVNBoObeE2ANzGofmCcnLmZFZfvnpI2hIEYeh1vVdH8KNGtPlWzGfmoCu0oSu0onboewyk0Y0yk/P9mUR2e0m2hlFZtKhtuu4qGWqnAbV5aGcgPdWoTFqybptGvD6AJsuI2n74PZS0KgLv14NKwnxmDoYSB6ZpWQQ/bUIOJ1CZTs33LrSplY4XKlFnGHDfMgX9mGMf8KbOMJDqiqMk5e4A3tEkGtIDzXR5PQNMtguKiexsp+PV/bhXTkGSJBKeMOoMfY+AlqRVk3XbNJSUgto6tING1Bl6VFYdsdouLHNy+19hgA4FoA4FogRB6C1W7afjxSrkWArr/Dw6XqoiFYiTcdlYUCC4vpnQ+ibkUBJtngXnVePRlzroeHkf/tdrSHoiRHa2Y11YgPooIQ+1TY/t/EL8b9QQ2tiCqTzrqMeujheriO72kvOjM/s8X8rRJB3PV6IvdaDNNhHZ3o7KqqPzpX0A2M4vxHpw8OoXhSc6ie7xoc02d/9Om23GfetUtKPMqAw9h+hY5+fhfXI3kV3tmKYevt6XI0m8T+xGUqtw3TBpUIFWbbYZ51XjcVz3qdZcAAAgAElEQVRcgqRX9+ijNjsd0Eq0hDGM7X0vFdnRju+ZCty3TEWRZWJVndiXj0HjMAx4+8NFkiSMZS4M4xy0/G5zulJVqeOIYZ6UP0brn7ZgmT0K2/lFR2xXScl4Ht0BQM4PZg5r4CvREqLzpSqUlIz3yT1kfqMMw3EMTleSMsF1zejHOnr8zR2JZW4uklaFbUkx2hMQ+hoolVmLHEqc7G4IgnCaCifCeCNeCmx9V178olf3v8qG5g3My5vHGzVvYFAbuGPaHVw36TqsuvR90JLiJcweNRurzopKGrqqGfnWfB5Z8sig1ont70TSqoas0u5QMJa5CG5oRl/qIMuUBOCFyheIpqJcUHzBgNooc5WRoc/go8QGZlovJ7SptTsIFWr181D2s1zTvByXUjbo83q2KRuTxsR+/34Anq98Hn/Mz8qSm+h8uBokcF2briQthxPI4fQ+dP5zP3IwgW1JERrX0c+xKr2a7G+Vd/979YHVlNhLKM3ou5KLIAyFttoumqo6mXd5KarTsHL8iZJMJjGZTP0vOEjFxcWUlZXR3NyMzXa42p3NZmPWrFkDbqe8vJzy8vIjvu52u7srQgWDQfbt28fcuXNFCEoY0cQRTRAEQRAEQRCEESu6t5L6225Hm5tLwf/+GWmIZ0+xnn8eSjxOoq6uz9dD69YRfHcNzq/fgNrSc8Zg5w03IEkSjXd9l1Qw1OO1VGcnclcX2gJREUoQBEEQhC+Hz1s+B2Be7ryT1od5efPY8LUNPLDwAWRFZm3D2gGt54/58UV9w9y74eOJpL94GoqKUIIgjGyKrBDZ1o5hvJPsb5XjuKgE0zQ3mgxDn4N3NE4D1vl5ZFw2FvsFxVjm5GIsc6ErsJ72IahDVEYNhnEZaBw930PrgnxUJg2owLooPeDNND0LUgrhHe1Ham7EC2/zoHEZyb5r+nGFoCA9YzUKpDpjA1o+3hhAMqhRu3oOllebtdiWFBOv8RPZlj6nJVvDaLN6DwxRmbRDHoKC9OB5fbGN+IGuIW33UAAq6YmgyMqQti0IXxaJxgAAke0ekp1RQp+3EN3jo/V3m2n+/z4j8F4dukIb7pVTyPp2OabpWaitOlzXTcR0Rjahz1pArcIyt/8Qo2VuLtocEx0vVNF033oCaxv6/GzGG4NEtnlQEjLhzW29XlcSMu1P7Cayy0vnq/vxPrUHtV1PzvfPwHpeIRmXj8V2flGf52bHxaWYzshGX9Kz+oN+tL1XCArAMNGJ2mUg+HFjj+17n6kg6Yvium5id/WAwVIZNL36qLboUFm0JFpDfa4TrfCBAh2v7qPrnTrUNh2W2aOOafvDRdKqsS8pItEc6j6v/Kt0Nat9yIEEXe/Xk2g/cuW+0KZWUt4oKW+UeM3Qnie+2J/oXh/tT+5G0qvJvnMGGpcB7xO7iNUe+zYjO9qRA/EBVwA1jM3Ade3EERWCgnTVzkMDyQVBEE6kUCLE19/6Oiv+uYLartqjLuuL+vjtxt8yI2sGD533EGuuWMM7l7/D7eW3d4egDrHr7UMagjoWcjhBeLsH/Rj7gCa2OFFUJi3Z356OvtBGtik9sP6D+g9wGVzMyJoxoDY0Kg2LixaztnEtquk2ont9pAJxAPZ4d/Oacy1r1RuQu+KD7p8kSYyxj6HaX00sFePxXY8zO2c2JZ5RoIDGacT7TAWJllC6oiRgmORCDibQuI1Yz8nvbutXn/2Kd2vfPer2PGEPm1o3DTgEJgjHauu79WgNaibNG7rJYYTekslkv5WZjtWKFStYuXLlsLR9SGZmJl6vl1Qqxc6dO1EUhWnTpg3rNgXheI2cqxxBEARBEARBEIR/0bVqFXI8TuHfHkPjcg15+7oxJQDE9lf3ek2ORGj+6c/QFRXhuumm3uvm55P3uweI7NxJ/W23IocPz/4bq6lJL1PY/+xhgiAIgiAIp4KNrRux6WyMzRh7srvCROdEsk3ZvF/3/oCWv/eje7nhzRtIyqfmwKruilCmoakIJQjCyBWvD5DyxzBOE5/34aYyaHBeNR7nlePRHKwwos01o8kyEt7Se1D8qSLZHkGba0al7z3YfrDUGen3JdkRHdDy8doAujxLn8EA85k5aPMsdL5egxxJkvBE0PQRhBpOuiIbqc4YKX/vYJeiKHif3E1wffOA21NSMklvFJVZi5KQ+2xXEIZKoiWEkhoZYbtES4iW33xOZNfAQqPxxnS1uHhdgK536kAB1/UT0Y4yY56VQ/b3ziDz62Xoxzh6HD8klUTGZWOxnJ2HfWnxgEKSkkaF+45yXNdPRF9ix/9mDd4ndpEK9hwE63/7ACqTBu0oM6HPmlGUw++tklLwPlNBvMZPxpXjMJ+ZgxxOYv/KaFQGDfbFRZhn5hyxDxqHHucV4/oMPfXZZ5WEdW4u8boAsbou4g0BWv+0hVhlB46LS9CPtvffyCBps00kWntXslMUhWhVJ2qHnmRrmHhtF9ZzC5C0I29YkXGqG22uGf/qAyhJudfrka0eohU+rAvzkTQq/Kt6P/+HdOgssKYObZ4FSa8mtKkVgKQ/RrwxSHR/J5Fd7YQ2tRL4pJGuNXUE1zX1+JvpTyqUoP2xnbT/bRckFVzXTUSbY8Z90xTUNj3tj+0k3hAY9HugKAqBTxrRuI19Vvc6lahMWuSwqAglCMLQSspJZKX3OeKLr39/7fep6qhCLan5xae/6HF8T8pJWkItxFPp64hHdjxCIB7gJ3N+gkpS4TQ4segOT6KZSsm89fAO3vnbruHbqUHoXFWNHE5iu6D4ZHfliMxaM2atGQWF84vOR60aeAXMZaOXEUlG+DyvAmQIb2lDURQaA+lw+QFDU/d16GCNcYyhprOGl6tepj3SzsqpK4ns9qJ26HGvnAIphWhVB0lv+l7Zdl4hlvl5OK+e0B0629+5n6f2PMV/b/hvoskj31O/W/cuCgpLipccU18FYSACvij7NrUxaX4uOuPxPy8SjiyRSKDRDM97rNFoMBiGt1Kv2+1GlmU6OjrYtm0bo0aNIitLTNAnjGwj74mFIAiCIAiCIAjCQfH6enS5uWiHqdSyfszo9Haq9/d6rf3BB0nU15Nz332o9Po+17eefz55v/0Nkc1bqL/9DuRIemZJ/0svIen1GGcMbOYqQRAEQRCEkW5jy0ZmZM846bOZQnpmzoUFC/m0+dOjfpEMEE6E+az5M2q7annrwFsnqIdDyxP2oFFpcOiPr7KHIAgjV+jzFsLb2tJVDTQSxonOk92l04JhvBPT1MOhM0mSMM3IJn6gi0Rb7wHiI52SlEl1RNEMUZUHjTM9uGIgQahES4hESwjjpL4nsZFUEo6LS5ADcXwvVEJS7rMi1HDSF9kA+qy8Ea/pIrLLS7SqY8DtJX1RkBUMBz+vSc+Rq40IwvFIdkZp/f1mOp7fi6Io6c/bSTpGKbJCx4tVJL1RfM9WDqgf8cYg2vz0IOHwplb0pQ6MZZm4b55CxiWlaN1HPhZIKgnHV8ZgHWC1GwCVTo2xLBPXDZNwXFJCdH8nrf+zhej+znQftrYRq+zAuqgAy/w8kp4IsWp/ev8UhY6Xq4ju9uK4aAzmGdk4VpSSc++sHueLoWaamYNkUON9Yhdtf9qKHE7i+kbZsFVi0mabSbaGe1XLSraFkQNxbOcWYpjkQpNpPGro62SSVBL2ZaNJdcQIbugdYg2sbUCba8a2pBjbeYVEK3x0vLIPJdFzQHzo8xZS/jj2ZcUYp2QS2eHB90IlLb/8jLY/bqH9rzvwPrmHjucr8b9WTdc7tXT+cz+xfZ0D6mfSF6Xtwa3Eqv04LhpDzg9noi9Oh9vUNh2ZN09BZdTQ/thOEi19V+k6knhtF4mGIJZ5eUiq3iHkU4nKrEWOJEV1RUEQjls8FefZime54c0bmP30bBY/v5j7N97PXt/ensFnReG/N/w3nzR+wo/P+jHfn/l9NrRs4ObVN3Pt69dy3nPnccZTZ7D4hcVc8uolVPgqeG7vcywfs5wSR0mf2/7kuSr2b/FQuaEVT/3gA6699qUhQOoYKhoBRCp8hDe3YV2Yjy7X0v8KJ1GWKT3AfrAVkWZkzyDblM3b7WvQFVoJbWxFDiRoIx3WP6A/HISSFZlvr/k26xrXDajtMfYxtEXa+Ov2vzLNPY0znDOIVnVinORCbdOjsulINIVI+tL3gBq3EcfyMejyDr/Xq6pXISHRHmnn+crnj7ittw+8TYm95Ih/V8LpLR5NUl/hO+52tr/fAMC0c8UkvsMtmUwOWxDqRMjMzARg7dq1NDc3i2pQwinh5H9rLQiCIAiCIAiCcASJ+nq0hYXD1r7KZEKTO6pXRajonj14//Y49ssvwzz7zKO2YVu6lNxf/YrwZ5/R8K1vE29owP/KqzguuxRNxqk9E6MgCIIgCAKkKxLVBeqYmT3zZHel27kF5xJJRljfvP6oy21s3UhCTmDSmHhk+yPIikxLqIW3DrzFrz77Fde9cR2/3PBLwomRO+DdE/HgNrpHRAhNEITBU5Iy8foASX+sz8GdkV3tdLxYhe+ZvQQ/bcIw3jngKhLC0DPPzAa1RPDTpuNqJ+mNEPiwgcjOgVVMGQrJjigooHENTRBKbdODClId/Vc6Cm1sBbWEsfzIs8TqC22YZmYT3eUFQJN9YoNQ2lwzklZFbF9nr89icF161nA5MPCBhoeCT4fCX6dieE44NRz6Wwtv9eB5eDut/7MZ71N7TkpfQhuaidcHsC0tRtKq8D6156iVquRIkpQ3irEsE12hFQDzrOGZ8OpfSZKE5axcsu4oR2VQ0/7IDjpeqsL3fCW60TYsc3IxTc1EMmjoeqcWJSHT9dYBwhtbsZ5bgGVeXnc7mozhnXVbpVdjXVCApNdgW1pMzt0zMI4fvlC0JtuEEk+R6ux5fI9WpcM9+rEOXNdNJOvO6d1VDUYiw9gM9KUOAu/VIUcPV/9NdkRJtIQwlWchqSQs8/KwnJ1HaH0zbQ9tJdGe/kwpKYXARw3oimwYSjMwz8xGicuEN7ZimZ+H6/pJZN4yhazvTCfnhzMZ9Z9nkfvzuahsOrreq0dJygQ+bEgHY48gtKGZVGcM961T04Glf3k/NQ497lumgEaF55EddL1fP+DzSfDjRiSjBtOMU3+GdpVJA0r6mCEIgnAsEnKCFypfYPnLy/mvDf9FJBnhqglXUZZZxlN7nuLy1y7n0n9eyqM7HmVd0zoe2PQAL1S+wE2Tb+KKcVdw+bjLWVy0GG/Ei1VnZW7eXG6Zcgs/mPkDPGEPX3v9ayTlJLdNva3P7e9c28COtY2UnZ2LVq9my+q6XsvEo0nk1JErVH1RrNpP20PbaHt4G6nQ4CrmydEknS9Vock2YTt3+L5jHyqjzKNwGpzMyBrc5KIqScWy0cv4pOkTEuVGkm1hQptbadWm7zdrDc3EGtJh90A8wNqGtaypWzOgtsfYxwDQFmlj5dSVxKs6ISljOHjvp8u1EG8KpisEW7WodD0rWcmKzOvVrzMvbx6zc2bz6I5HiSR7T5zhCXvY3Lp50CEw4fSxc20j//z9VvZuaDnmNuKRJLs/aqR0hhurc3jva05F8fp62v/yV+K1tUPSXjKZRKvVDklbx8vn+4T6hicHtc6hINSOHTsoKipi+vTpw9E1QRhS4psUQRAEQRAEQRBGrHhDA/ZpU4d1G/oxJcSrDwehlFSK5v/8CeqMDLJ/+MMBtWG/aDlKIkHzv/87NZddjpJK4bzxxmHqsSAIgiAIwom1sWUjADNzRk4QalbOLDL0Gfxl+1+YnzcfjarvR92fNn2KXq3nR2f+iJ+s+wmLnluEL5qeRdGgNjAuYxzPVDzDuqZ1PHbBY7hNwzfT+7FqDbfiNo68fgmC0L9EawjfP/aSaD44w79GhcZpQOMyoHEaUGcY6Hq3Dm2eBdNUN11r6rCcOTIrL5wu1BYdpqluwpvasF9QPOhQmiIr+N+oIfhx48EGJbK/Mx1tjhklKQ/rgPLkwYHdQ1URSlJLqB2Gow7wBlBSMuEtbRgnOFGbjz7Yw760mMhOL0o0ecIrQklqFbpiG6HPWojsbEdf4kBf6kCbZSKyywsSpI4hCKUvtqEyaUh6RBBKGB6HPoOGiU6iFT40mUaSnjByLIlKf+KGeyQ8Yfxv1qAf68C6IB+N04Dv7xVEqzowTug7tHNoFn5dngWN00BAbsA4KfOE9RnSA1Wzvj2dzlf3EfqsBY3bSOb1k7qPxxkXl+B7di+tf9hM0hPBPDsH2+KiE9pHANuiAmyLTswM7dpRZgBa/7gFQ4kdfWkGhrEOYvs609coB4Nf0r8M6h2J7EuLafvTVgIfNmBfUgxAdM/B+72DFfskdbqymH60nY4XKmn7wxYyLisF0mFfx/J0BQZdkQ3ruQXoCm1H/JsGsJ6Tj39VNW3/u41EQ5BESwjnleP7XDbRGkbjNqIvtB2xPY3LiPvmKfie3UvX2wfoWlNLzvdnHjWAl2gNEdnlxbogv9fg61PRoesHOZzo91pCEITTUyKV4Dvvf4cNzRtQoUKSpO4Jg1SSipScIpqKMjVzKj+b+zPmjJqDJKWr5XVGO1ldu5pV1av4/ebfd7d54egLuXPGnd1tPLDwgT63XWgt5LsffJcVpSsosPU+VzdU+Pjw2SoKy1ycc814tHo1295r4KyLx2A7eG+WiKf4x32fodGpWPzNMtwHA+J9SfpjeP++B7VdR8ofw/f0HjJvmoykHti9pP/1GlKBOFlfuN4Zyb53xveIJCOoVYM/ny0bvYzHdz3OOvs25mrzCHzQQJs7fR0QlWLUN9fiVqbQFU9XBd7v3z+gdsc40kGoCc4JnJ13Nh3rKpEMGvSj0+dz7Sgz0Uofkk6Nxtn7/ntT6yaaQ818d8Z3yTRmctPqm1hbv5alo5f2WO7dundRUFhSvGTQ+y6cHhr2pqtWr/37XnLG2LAfpZrukexZ10w8mmLa+SM/GHmi+F9/nURTE7q8PFru+wWpzk48DzyAee5cHNdcjXXRIqRjrOqUSCRGTEWouvpH6ez8nPy867rPif0xGAyUlZVhsVhYsmQJavWpf68hfPmNjE+cIAiCIAiCIAjCv0j5/ch+P9r84f0CWF8yho5Nm1BkGUmlwvfkk0R37iTvgftR2+0Dbsdx6QqURIKWn/4U69Kl6IaxkpUgCIIgCMKJtLF1IxathQkZE052V7pp1Vr+bfa/cc+H9/DYzsdYOXVln8t90vQJM7NnclHJRaxrWgdAeVY55VnljMsYh1al5ZPGT7jt3dtYXbuar0382oncjX75Y362tm1lRemKk90VQRAGKdEWpu1PW5F0KhyXloKskPRGD/5E0lVpEjKSQYPr2gloXEYs5+QN+ItpYfhY5uYS3tJGeEsbljm5A15PScl0vFBFeEsb5tk5mGfl0P63Xfier0TjNhLZ0Y7r+klHHVx9PJLt6bDEUAWhIF2pItWRbldRFEKftxCr6kTSqNKD6jQSSjSFHEpgmtl/lRe1RUfGpaVEKztOSuUz1zUTiOztIFbVQWxfJ5EdByt2SWCckklktw9FUQb0OUx4wqgsWlQmLRq3iURb7xm+BWEopHxRUEu4rp+EHEoQbwzifXwXicYQ+jEDf3Z5PJSEjO/pCiSNiozLxyFJEsZJLlRmDeGNLUc8riUOBqG0eRbUZi2maScn3K/Sq3FeOR7TjGy02SZUpsNBC9P0rHTlhFf3Y5yaiePi0i/9uVhXYMX5tYlE9/qIVXUS2entfs181qiT2LPB0+VbMU5zE/yoEcucXNRWHZE9XjSZRrT/MlDUOMmF9s4Z+J6pwPfMXiS9Go3beDgwJUndYaqjMZ+ZQ+D9OhKNwfT5fbfviGHnRGsIXcGRB7sfos0ykf2d6STaI7T+bhOBD+rJWDG2z2XlWBLvU3tQmbXdlctOdYc+k3IoAWIOEEEQ+vD7zb/nk8ZPuHLclVh0FhQUFCX9I5OusjRn1Bzm583vdR53GBxcOf5Krhx/JQ2BBlpCLbiMLoptxQM65y8qXMSrF79KnqX3MbezLcxbf9mJI8vIkpvLUKkkpp1XwPYPGlj14HaW3TqZjBwzOz5oIOCLYrBoeeFXG5n91TGULy5Epeq9/cB7dSixFO6VU4k3BOh4rpLO16rJuCQd4lUUheBHjRjLXGhcxnS1W0VBUquIVnUQ+rwF64L8AZ1/RoLxzr7DxAMx0TmRYlsxbzW8zXllPyS81UOrzkeWKYu2cBs1qTqmR5IE4gEAqjur+2kxLd+Sz7LiZVwx/gqQIVrhwzghozuMps21gAyJhgCpcjOBeACr7vD7vap6FSaNiUWFi9CoNBg1RrZ6tvYKQr194G1KHaWUOEqO+T0QvrxSKZnmfZ2MnpZJU1Un7/1fBSu+P7jKaXJKZtuaekaV2skuPnIw/3SSCgRo/vF/oETTz7p0Y8aQ/9BDhNZ/Sudzz9P4nTvRZGXhuOpKMm+5BUmnG3Dbsiwjy/Kgg1CJpiZUVitq69Aet4PBSlKpMLFYCwbDwO/zrrjiiiHthyAMNxGEEgRBEARBEARhRIrXNwCgLcgf1u3oRo9BiURINjejKOD5nz9gWbAA67Jlg24r46orMUycgG706GHoqSAIgiAIwsmxsXUj07OmH9PMnMNp2ehlrKlbw5+3/Zlz8s9hgrNnUKs52EyNv4bLxl6GRqXhNwt+02c7c3PnYtVZ+/0y3B/zc//G+5k9ajZfGfOVIduPo3mj5g1iqRiXjr30hGxPEIShoSgKHS/vA7WKrDtnoLHr+1xGDiSQdKruQMiXfeD1qUJXYEWbbyH4aRPms0YN6P9FjqfSlVEqfNiWFGFdVIAkSTguKcX39B4SLSHUVh2+f1SQ9a3yXoOzh0LSG0EyaFCZhu7rX3WGgWhlB0oihe/FKiJbPagdelBJKEkZJSFDUkaTbcIwLmNAbZqmujFNPUlhCJMW8/QszNOzUBSFpCcdSpSMGuRAnMj2dpRYCmkAIa2kJ4LGnQ6dadxGohW+4e6+cJpK+qJoHHoklYTaqkOXZwEg3hg4YUGozterSbSEcN1Y1n1OkzQqTOVZBNc3E93XQcdL+0ACfYEVXaENXYGVeH0Xaod+xFR4MZQ6+vy9ZU4u+lIHGqcRqY8ByV82kiRhmpKJaUpm+ljojRKr6iBeF8ByigWhAOxLiojsaKdrTR32pcXEqv1Y5vYdZNY49LhXTqFrdS2BtQ3p8/Ug/89VOjWuG8rS58F4Cu8Tu4nu78Q4vmcgUI6lSHXE0M4ceLVPbaYR86yc9CD2RYVoHD2vIRVFoeOFKpLeCJk3TUFtHfjAzJHs0LWLHE6e5J4IgnAy+WN+NrZsxKQ1MSd3Tvfv3619l//b/X9cPf5qfnzWj49rG/nWfPKtg//eudhe3Ot3sUiSNx7aDhJceMdU9Mb0scySYWD5t6ex+pFdPP/LjcxaPprNb9dSWOZi8Tcn8cHTFXz68n5qd3o578aJ2Fw9J7JIeiJoR5nRZpnQZplItIYJrm1Am23CMieX6G4v/jdqiO7rxP3Nyfie3Uusxo/ruol0vFiFxm3Edv7xV7dUZIUubxS7e+gm2hhqkiSxbPQy/nfb/xKcqULaqtCm9bE87yJerHqRGn0jqVCCrmS6IlRHrANf1IfTcPTJSdQqNb9e8GsAYtWdyOEkhjJX9+u63HR1TRT4ufJ7jB9ZefC8BwGIJqOsPrCa84vOx6hJv3eTMyeztW0rACk5hUpS0R5pZ3PrZm6fdvuQvifCqSEeTZJKyhgtR76W89QGSMZlxs/OIW98Bh8/V0VLtZ+cQdwD7t/iIeCLMv/KvgP2pwM5HCa8cSOxqn1kXH0VXa+/jhKNkv/QQ4CCadYs1FYrphnTyVy5kuCHH9LxzD9o/+OfkMNhsn/4wwFvK5lMX8tqtQO//1WSSQ5cdTXaggKKnnoSSTU0lfySyQCxWDMA4XD1oIJQgnCqEUEoQRAEQRAEQRBGpERDPcCwV1bSl6TL28eqq/E9+SRIEjk//ckxD0AzTp06lN0TBEEQBEE4qdoj7dT4a7ik9JKT3ZU+/cfs/2BT6yb+7aN/49nlz6JT6/CEPVy16io8EQ+QDjodjSRJlNhLqPYfOQi1x7uHuz+4m8ZgIxuaN7Bs9DJU0tB8KXUkiqLwYuWLTHROZKJr4rBuSxCEoRXe3Ea8xo9jRWmfIShIH3vUti/H4NUvI8ucXDqeryS233/EgfNyOIHKpEWOJGl/fBfxui4cl5T2GERumpKJdN1ENNkmJI2Ktj9tof2vO7AtLcZUnjUkA+7leApJqyLZHkGTaRjSQJ3GaUAOxPG/dYDIVk865LVw8IPGRyJJkroHFwKEt7YBkOqK91utSlEUEq1hTNMyAdBmmwhvbCUVjKM+ykAmQTgWyY4oaqeh+99qqw61XUf8YLWl4Rbe0U5ofTOWs/N6VX4yzcwh+EkT7Y/uRG3To823EN3vJ7zV072M8QuDRkey4QiongokSUKbaUSbaYQ5/S8/EmlcRsyzcwhtaCbRFISUgnHikQc4S2oV9mWjsS7I71EdbDD0RekZ9ZWkjKRXE9ne3isIlWwLA+lzxGBYF+YT+rwF/2v7cV49AUl7+L4z+FEjkR3t2C8cjaGk7+uTU1GPilCCIJw2YqkYm1o2sb5lPRuaN7DHuwcFBYAlRUu4fdrteCIe7v3wXqZkTuEHs35wknt8WCols/qRnfjbIlx0VzmOrJ7H+oIJTq7891m8/1QF617cB8BZF4/BYNZywS2T2bu+hQ//Ucmz//U5C64Zx7gzD4dmk/4YuvzDVUHsFxSTbA3T+dp+NJlGut6tA5VErLKDzjdqiGzzgFrC89A2kMB927Qe545jVbG+hfee3MMVP5pJVtHIrSSzbPQy/rztz3ygrGdWVj4xKc7YjLHk6nM4oG9CDiUISIHu5as7q3HmDLxKc2S3D9RSj4k/1BkGJL0aJZZiX6qGZGuqu7LwBw0fEEwEuajkou7ly93lPLbzMd0GJn4AACAASURBVMKJMN/74HtEU1EW5C9AQWFJ8ZKheSOEk6pmm4dIMMGkef1XFe9sC/PaH7cR8EYpnuJizooSMnLMvZZrrOwAIHesA7VWxeeratj6Th1Lb50y4H5tW1OP3W2keGrmwHfmFKcoCtFt2wiuW0d43aeEt22DRPoaM1a5l9j+avTjxmFZtLDX8zNJo8F67rlYzz2X5p/+DN9jf8Ny9jmYz5o9oG0nDm5nMBWhQp9+StLjIenx0Pnc82RcfdWA1z2aYKjy8DbC1Tid84akXUEYiYb3m1pBEARBEARBEIRjFK9PB6G0ecNcEaokXW6+9f/9ktCHH5F1991oc/t/SCUIgiAIgnA62Ni6EYCZ2TNPck/65jA4+Pncn7Ovcx8Pbk3PvPl85fO0R9q5ecrN3Df3Pkodpf22U+I4chDq5aqXuf7N60nKSW4su5GmUBObWjcN6X70ZbdvN3s79opqUIJwCgq8X4+2wIp51sArAAgji2mqG5VJQ+jTpj5fj+z20nTfejyP7sDz8HbiDQGc10zos5KGcXImWrcJTYaBzG9MRmXV0fFcJW1/2EKkwoeiKMfcz1QgTvN/byD4UePBINTQztatzkgH+YLrmjCVu7GdW/ilCEH1RXUwwJQKxPtdNtkeQYkm0eWlByhqc9MVehInKJginF5SviiaLwShALR5VhINw//3lvRF6XixEm2BFfsFxb1e140yoyuyobbpcK+cQub1kxj172eS86MzcX5tAtaF+VgXFgx7PwXBdl4h2hwzigLm2TnoivqfKf9YQ1BfJGlUGCe5iOz2oiTlHq8lWtNBKM0gg1AahwHb4iIiu7y0PbSVZGcUgOj+Tvxv1WCc7MJydt5x930kUR2sGicqQgnC6aM11Mrl/7ycW9+9lSd3P4lBbeD2abfzxNInuGvGXbxf/z4r/rmCle+spMhexJ/P/zN6dd+TjJxoiqKw9um91O3ycc4148gf33dlXKvTwEXfmcbSWyez6PoJuAvT9w6SJDFhziiu+o8zcY4y885ju1n9yE52f9JExadNpDpjPSoCSioJ59Xj0bhNtD++i0RzCMclJahtOoIfNqDJMpH93Rloc8xYzy3sDusekkykePHXG9m/pW1Q+1m3ywsKbH67bmDvi6wQ8scGtY2hMNo+monOibx54E3i16QDTrnmXEqsJdTqm5CDCbpiXd3LH20irH+lKAqR3V4MpQ5U+sPBBkkloc01E1JF6Eh2EkgEqA+kxzW8vv91skxZzMqe1b18eVY5KSXFy/te5pOmT9jUuonfbfodpY5SShwlx/sWCCdZsCPKO4/tZt2L+1Dkoz/f6WgJ8dJvNhEPJ5m8II+mqk7e/utOUim517KNlZ04c80YrTp0Bg1lZ+dRvdWD3xMeUL8CviitNV2UnZ2H6kv6HKcvbb/6NQeuvqa7opPr6zdQ8OgjuG69Ff+r/yS6cyeOyy/vdxKh7HvvQVdURONdd+F7+mmURP+B/UMVofIOvAC7/zmg/natWkVqtAn92dNp++1vSbQO7lh9JKHgoSCUinB4/5C0KQgjlQhCCYIgCIIgCIJwUiipFPuXL6fzpZf7fD1RV4/a6URt6T0DzlDSOJ2oHQ7iNTU4rriCjOu+NqzbEwRBEARBONFkReaBjQ+w17f3qMvs8OzgD5v/wFs1b3X/fmPLRowa44iuSHRO/jlcNvYyHt/1OJ+3fM7zlc8zP28+d824ixVjVwyoMsZo+2h8UR8d0Y7u38VSMX7+6c/5ybqfUJ5VznMXPccd5Xdg1pp5dd+rw7lLALxV8xZalZYLx1w47NsSBGHopEIJku0RTJNdX9rAyOlA0qowzcohsttLsrPnYC5FUeh6rw6VRUuiKUTSFyHzxjJMU939tqvLt5L1rXKc10xATqTwPr4Lz1+2E68P9LtuX4KfNqHEUnStqSPlj6FxDW0Qqjt8oZKwLSke0rZHGrX14CDsYP9BqPjBAIru4GBGXZ6lx+8FYajI0SRyONkrCKXLs5BsjyBHhy80oCRlvM9UAOC6ZgKSpu+hJZnfKCP7+zO7jz+SJKFx6DFNcWNfOhpdgbXP9QRhKKktOrLvnEH2t8rJWDEWSX3irsFM07NQIkk8f91BquvwNUOiNQQa6ZjOzbaFBbi+PomkL4r3yT0kvRF8z1SgcRnJuGLckFZ/HAkknQrUEqmwqAglCKcDT9jDzatvpi3cxv0L7ueTqz/hiWVPcHv57czInsHNU27mjUvf4L6593HLlFv4y+K/YNf3H3A9UbatqWfPumZmXlhMWT/BVEmS/n/27js8jure//h7ZnvX7qp3S5ZkW5ZsGVeMDRhjCMWB0GsINbmEEJJAAjc/cu9NSCE9gCGhJJQEQkIJmGIbU40L7k1u6r3sStred35/LAiMZFluuHBez+PHj3bKnhlpZ6ecz/lSWpM5bJUYW4aBC79fw4yFY6jb0Ms7T+/kw6d2QkJBlbZ36EvWq0m/dgKyToU63YDppGysZxWDWsJ+4Vg0GakwlO3MoiHv424L0NXg5e2nduLvD6Moyn4H41CSCu27+5HVEg0bexjoGTl4EYskeO3hLTx190r6OgIjznsknDPmHLa5t7HWlRrQK9ecS5mjnDZdN2F/EF80db2tkTXUD4w+EBDvDpLoC6OfMLTCqTbHTKfGNfhzbV8tfeE+VrSv4Nwx56KSVYPTJmVMAuBPG/6ETqXjOzXfQUHh7OKzD2p7hWPLiuf3EIskiATj+/2sbH23nVg4wUV3ncTcy8qZd+143O0BNi1rQUkq+PvDtO/qp3ZFB511A+R9phJZ9en5SJJE7YrhB+z5vM66AQDyxw0f1jwR9T31FB3rnqDn9yr0L32Ton8/S+YPfoB59mwyvnMbxmnTkPR6rOeft991yUYj+YsWoSsro/unP6Pp8iuItbeT8HiINAwfqPwkCJVd/09Y+ScAEh4P3jffJFJfP+TYmwyF8C5bhvtWP97L+1FiMbrvu+8Q90KKP7ALlcqExVJJMDD6AKggHI9GX4NNEARBEARBEAThMEoGAkTr6un5/e+wnvMVZP3eD/Sjba1oCo5sNahPmOfNQwmHyf7JvSfcQ0RBEARBEIQmTxN/3f5X6gbqWDR/0eDrsWSMtV1rebvlbd5pfYeeYGq0ObWkJs+cR1VGFeu711OTWYNGPvTRso+kO6fdyerO1dy6/FZC8RBXjLvigJb/ZPTNBk8D7e3tLK5fTIuvhXZ/OzdW3ci3J3978AH2gqIFLGlawj0z7sGoObDRvQ/Eyo6VTMmcglVr3f/MgiAcMz4JtIiO38c/84wc/O+3EVjTuVcllEiDh1ibn7QLxmKckokSTaD6uJrQaEiyhHFSBoZKJ4G1XXiXt9Dz8GYybqkeMnr3SJRYgsCaTjR5ZmIdflBAc5grQqmdBpBS++LzQYwTjcrycUUo76edsJVYAiRpSAAk2uJF0sqoM1PnAbJejTrDQFRUhBIOs3hfqhKMyv65IFT+x+G7dj/60rTD8l6RJg/eZc0YqjLQ5pkJrO0i1urDcdW4ET//sl50ORG+3PTldhxXVND/7z10P7AR55Xj0Y2xEesOoskwHnQw3jDeieOyCtxP1dL9xw0AOG+u3qsixYlCkiRko4ZkQAShBOFoUhQFT8SDTWc7Ys9Kw/Ewt719G93Bbv585p+pyawZdr5sUzYXll14RNowHEVRRrXN0XCcdW80UVjpYPr5Yw7oPeLuEEpCQe3QD15fyCqZqeeMYcIpecSjCVb/ZSt4Iyimofdh1U4DWbdPSV2fqCRMJ2VhqEpH1qqGzPtZrrbUPYp4LMGrD2wmGopjtGq5+EdT97nNfZ0BQr4YMy8o4aPFjax+qZ5Tr6xAb9YQ9Ebx9YXxucP4+sL4+yK07+6nvzOApJLYtLyFedd8sQNqnT3mbH67/rc8Xfs0kApC5aflk5CSuLy9eLVeVJKKcnv5AVWECm13A6nv5M8znZyLRytDd+rnWnctfaE+4kqc80r3DlnYdDZKbCU0eBpYWLqQm6pvYnbebMrsZQe5xcKxYsfKDuo39lI+I4vda7rpbvJizx5+kF8lqVC/sYeiiU7SPq4YWjI5g5KaDD56pZG1rzWRiH1aGUqlkSmp+XTAHVOajpyxNpq3uZl14dj9tq2jzoNWr8L58bXjiSzuctH9q/vxvPoK/l8YSBqiNHT8kc7+/1Be9mOcztOQVCoKHv0L8d5e1PbRhcN0JWMofPopfEuX0fnf/03D+QtJRqMQj2P76lfJ+u97UFk/vY8Xi8VQKzHUUQ90bCLh6qb5pm8R2bEDAJXNhmHKFAxTatCPn0Bow3pihiBxY5z+5B4qb70D9+8exLd8OZYzzjikfeL378ZkKsdoLKK/f80hrWs0Ig0NuB97nKy77kSVdnjuUQjCaJ14V8iCIAiCIAiCIBwXkuHUg/xEr4v+557Ded11e02PtbZhmDz5C2lL7s8Pz8gqgiAIgiAIx6Ktrq0AfND+Ac3eZoqsRSSVJFe/fjW17loMagOzc2czr3AekzMmc8PSG7jz/Tv56eyfUjdQxzljjv2KRCaNiZ/O/ik3LLmBQkshs/NmH9DypbZUEGpn304e2fwIOpWOcns5P5z2Q04vPH2veReWLuSlupd4v/39IzZypyvkYnf/bm6fcvsRWb8gCEdOtMULEmjyRBDqeKd26NGPcxD4qAvrGYVIapmEN4r3rVQ1KNNJmUgaFeyn49m+SGoZ86xcjJMy6H5wE33P7iTrOzXIxtGFjwMbe0gG4jiuHENwQw/B9d2oD3MQSmXRkvHNSWhzT/yOM5JBnapG8ZmKUO7ndhFt8eG8Yhy6kk9HoY+2+tDkWfbq3K7JMxNt9HyhbRZOfImPg1CfDyJpPq5CFqkbGHUQKu4OIelU+wxuBtZ1E6n3EKn/9O/YNCsHY9X+q90JwpedcVImmiwT7md20PvoFmznlBDvDqIbc2iDWhgmOLGclo/v3TYcV45Dk3nkBuI42lQmNcngkatyJwjCvrlCLh7Y+ADvt72PK+Si1FbKwrELOa/kPDKNmaNeT6uvlc29m4e8nm/OZ1LGJOJKnHs/vJdady1/mvenfYagvmgbl7WwZ203F3yvBu0IAe9oh5+OR7diCieYdt6YISEiRVHwvdtGZE8/skFNIhAjGYihsutRQvFPqwBLoLLqUDv1qJ0GVB//b66wUzU9i8RbLeza5mbqMBWHVbbPVYoaxbWoq9WP1qBm9sVjeffvu3DkmOhp9tG+e4D8iuHDAG07+wEon55NLJxg/ZvNNG5xIUkSiXhyr3m1BjXWdD1f+VY1Ldvc1K7sYOZXSzFaRz9YyKHKNmUzJXMKG3o2YNFasGgtOE3pAPQFXHitXixaC6VppazuWD3q9YZ2uNEWWlANsy2adAO9eX7ohiJrEbXuWtZ3rafCXkG5vXzI/JMzJ9PgaeCS8ksAmOCccJBbK3zROja30Paj/0c0vZBk1Qx0FeMx2nQEfVHWvdZE/jg7p189jqbNLrobvIybmTPsejobPAQ9UUqn7H1cnXt5OVqdCr1Fiy3DMPjP7NAjfy5QX1jpZNVL9fj7I5jtex8PhrR7zwDZpWlD1nEiaWt7hsamBzC/q0O/vB/tXWcRtS1mQsVv0Gjt7NlzH5u33IjTMZeysh9jMpWiLSigpfWveDwb0emyKCq8GZ1u39e8kiRhPWsBuvIyXA88gCYvNZCz+4knCKxeTc7PfoZ5zikABB5+mDOXLCMxT0KS47TefAORuhZyf30/SjRGcMN6Qus34H/nncH1J0/TATGSsgLnFaN7tYzOe39CvK8P28KFyLq9f89KMknHnXdhnD4d+2WXDttmRVEIBHaTkX4mekM+XV0vE48HUKuHD+kdqFColUBgD3b7LFQqA133/Zz+Z55JVdv6ylcG94cgfFFEEEoQBEEQBEEQhKNC+TgIhUaD+7HHsV92GbIh1WFHicWIdXaOqiy1IAiCIAiCMLKtrq0Y1AZiyRjP7nyWH03/Eeu711PrruX2Kbdz9fir0as/7Vx5/9z7+caSb3D9kusBmJY97Wg1/YBMy57Gb079DdmmbGRJ3v8Cn5FtysagNvBM7TMMRAZYdMYi5uTPGXbeyZmTMWlMrOtad8SCUKs7Uw/lZ+XOOiLrFwThyIm2+tBkm5B1BxeOEY4t5lm5uHZsI7ixh0iDh+CmHlDAdn5JKgR1GMhGDc4rxtHzyGYGFjfguLRiVMsFPupCk2NCV2JDk21Ck2UcDEccTgdSpep4JkkSKouWpPfTIFS0xUvSF6P3sS1YFxRjmZsPSYVYZwDzKXl7La/NsxDa1EvCFx2sLiUIo6UkFXof2Yxs1mI7u3gw7BDvHz4IpTJrMUx04nuvFV2pDf3YkUe0TkbidP9hA0o8iSbPjL7cjr7cjrbAiqRKdYyLNnrQj3dgnVdIwhtBZdejyTk8HaUE4ctAk20i89uT6Xt+N57FqWoT6qxD/wxZzyrGPCt3SOf3E41s1JAMiopQgvBF8kQ8vLjnRR7d+ijheJgFxQsosZXwQdsH/H797/njhj8yN38uN1XdRHVG9Yjr6gn2cMVrV+CJDD8wQHVGNd2BbrqD3dw+5XZOKzjtgNsb2uYiGUlgrM5A0hzYfb99CQdirH2tkVg4wcoX6zntyuGvxRKJJK63W1GH4sywachwDh2Awv9hB94lTaizjCT8UWSjBk2mMXU+J0nYzhmDbNGScIeIu8PE3SFCO9wk/aljn/WsIswaGQ+wZU03ky8uQ32Qg258lqvNR3q+mQmzc6mYmY2SUHjy7pVsfbdt30GoXf3YMgxYHHpmXlBK2fQsdq/pIpkEi0OPxakf/F9n+LT7sT3LyLYP2tn6bhszFpYcctsPxDljzmFDzwbyzKnrNIfeAYAr6MYX9WFRmymxlvBK/St4o16s2pGvc+OeCLE2P9azi/c5T5uvDYfewdSsqSxuWEwkEeH7J31/2HmvHHcluaZcJmVMOrgNFL5Q615vpG59D1ljbLhffpXKxo+g8SNY+2/CujS6nBNxO6som1rJ6TePR61RkVlspevjwVGGqzJXv6EHlVqmqGrvCmMmm44zrhtdMK5oYioI1VLrZsLs3H3OF/bH6O8MUDEj6wC3/NiiKEmkEZ7ztHf8k3jMR9/JLlQzDGiMG9BL+WRlnY8sq3HYZ9PW9jSNTX9izUfnMnXqvzHoC6mvvx9ZNpJI+AkGG5hU/djg70tREgwMrMXd9wGJRAC1yozDeSrWwmryfvc7EokQ0Wgvqnnj6H7gt9T94gZMa09FV1xC5Pl/YlUkOlbbUZIQ6m4g7w9/wHrWAgDSLvoaAHG3m0hdPSp7Gs2bvoacUJAVBVfnS5T85jd0/OhHdP2/e+n9459wXH019ssvG6yy5HvzTTxvLia4aSNpl14ybGW/aMxNLNaP2VyBTpcNQDDUiNUy8aB/F4FAPT29b9LbswSffzsAanUahbZrCD/9NJaF5xK/vhhd6cjnC4JwJIgglCAIgiAIgiAIR8UnFaHsl19O/9NP0//scziv/wYAsY4OSCTQ5hcczSYKgiAIgiCcELb0bqE6o5p0Qzov173MtyZ9i5frXsasMQ8JQUEq6LP4wsVsdW0lFAsdVw9oFxQvOKjlJEmixFbCdvd2MgwZIwaQ1LKayZmTWde17mCbuV+rOlaRpktjvGP8EXsPQfgiBLf00v9iHebZuVjm5iHrTuzHUkpSIdrqx1idfrSbIhwmurFpqNMN9L+4BxQwz83HdFKq6sPhpC2wYKzJJLTNhZJU9qo0NJxEIEas3Y91flEqwGPSpEI6wiGRLdrBilDJcJykL4bl9ALi7hDeN5uINnowzcqFhIKuYO+qb9r8VAgt2u7HMM7xhbddOL7F3SGiLT6QILzDjWlaNtb5RcT7wkg6Vapi2efYLykntmgzff/YSeatk1EP0yH3E9EmL0osifGkLOKuEL53WvG93YqkV5F2fin6MjtxdxjTzBy0BRZAVDUUhIMh69U4rx6P7/02vMua96omeLAkSTrhQ1AAsklDrCtwwMuFd/fjWdKEfpwDU03mYa+OKQjHungyzkBkgP5wP/3hfvoiffSH+xkID1CTVcPMnJlDlqkfqOfvO/7O4obFhOIhZuXM4u4ZdzPGNgaAm6tvptnbzH/q/sPzu5/nqtevYkbODG6quonp2dOHrYR074f3EolH+NvZfyPdkL7XtJUdK3l257MUWYu4d9a9zMkbfuChkcR6grif3QkJBc8bjZhn5WKakb3PSpejtfXdNmLhBMXV6Wx/vx2rU48tw4DOqEZrUKOs7MDrCvF+k59TVQohBexqib7ndpJ+U9Xgvghtd+N5rQF9pRPnVeP3ez33WclInJ5Fm4k0eFA7DShamdBAjOZt7iGVYw5UMqngag8wYXaqQo1KJYMKxs/OYdNbrfj6wlg+F7iPBGN07O5n7LRPAxTOXDOzLhw7ZP2hUCsNjS/jdr9LedmPScuqoXiik9oPO5h23pjDWonG5XqHPXX3MfWkF9FohoaYziw+k1989AtyTKltdRpSYZO+SB/esBe9W0VuR+p7uWGggcmZk0d8v3CtG0hVZ9yXVl8rBZYCJjgn8MKeF5AlmXNKzhl23gpHBRWO0Q16Iuybry/MtvfasabrKa5Kx5R2+M+RIqE465e0oNWr2LGyk0nqXlCrGbv8LQIrV+F7+20MK1aQ37ECtkLjizYKn3qSrDFWNixpoWFTL28/tQNJljDbdZjtesxpOuo39lBY6Rix8tz+OHJNmNJ0tGwbOQjVUTcAQO7Y0VUPHq1oayv+d97Ffs3VwwZw9iceD6BSGfe7rLtvBW1tT+N2v0dG+nwqKv4PrXbv+yyhUCt+fy05vacTffoDpJ/MwO1fwfhxP0eWU/tYljUUFl5PVtb5rFp9Bm2tT5GWNp1kMsqUmmfxeDawp+4+enuXotfn0NX9Kj3drxGJdiNJGlQqE4mEn6bmhwE+/vkz56tXf9xelgPLUf+vnsQaGzmvparq5ZyfMxiC+iy104na6YSubfg0XixyLvreVlzq1YyfUsqYF18guHo17sefoPcPf8D1l7+QdtFF2K+8gq4HfkfPvXF0tS3kbdqEsWbv6orJZIzWHX8BQOsxYyxOfbcHAw1YLRNRYjHivb1ocvf99/NZAwPr2LnrxwQCewCwWWsYO/ZuTMZSmlv+QoPrIbJsKpTrJ1DfcR+WjCqczlNHtW5BOFxO7CdOgiAIgiAIgiAcs5RIBADTybOI1tfhfuwx7Jdfhmw0Ely3HgB9pSgLLwiCIAiCcCjC8TB7+vdw3cTrOLv4bJY0LeGH7/+QDT0bOLfk3CEhqE/kmfMGR9D8sihNK2W7ezvnl56PWh751vnUrKn8sf2P9IX7BkcYPVwURWF1x2pm5sw84MpWgnCsibb5UMJxfMtbCK7tIu2CsSN2IjnexV0hlHAcbaHoQH6ikGQJy6n5DLxSj/2ScozVGUfsvfRj0wiu6ybW4UebP/LfUKSuHxTQlR3eTi1fdiqLlkRfCIB4b+p/bb4F64IiAmM6GVjcQHhPqkOL9nNBKE2uGSSItfmGDULFeoOozFrkYQItghBt8QGQcVM1oW0u/Ks7CW7sQdKrUTv0w3YUk3Vq0q+dQPeDm3A9VUvmf03aZ+A40uABlUTaV0uRtSqSwRjh+gF877TieaMRPu6kqis+9NCGIHzZSbKE9bQCLHPzD6gj/JedbFSTDMYPeDn/6k5iXQFiHX58y1vQFqbC5YbqDFQmzRFoqSAcGxRF4d6V9/Kfuv+goOxzvvmF85mdNxuL1kJ/uJ/lLctZ3bkarazl3JJzuWr8VcOGM4qsRXxnyne4sepG/rX7X/xt+9+4cemNVGdUc3nF5YxzjGNt11peb3yd3mAvHYEOfjzjx5yUddKQdRXbirly/JWHtK0D/6lD0qhwXFFGYG0X3mXNeN9pxTQlE/14ByQUJL2KhEbFplWd9PUEqTqtgKIq5z473EfDcTa/3UpxlZMFN1bywq/Ws+ql+sHp4/Uy5XoVBqDarkXvj2I/rwSdBAOvNhBt8aErshJt89H33E40eWYcl1Uc8LFf1qnRjbER3NADkoTGYcAQSrJnXfchB6G8vSHikQTpn7u+nDg3j43LWnj+52uxZxmxZRiwZhgw23Wsf6OZeDRJ+bThK8nE4z56et6gs+slBgY+AiQkSUVb+zPYbDWUz8imaaubrvoBcstGrlp6IPoHVhMMNtLV/R8K8q8ZMt2hd3DPjHsothYD4NSn7j31R/vxhjyY4wZyO+0gQ6Oncb9BqFCtG3W6AXXGvgO2Lb4WpmVNo9JZCcCM7BlkGg/tdybsm78/wsu/24DXlRps12xv4uqfzkKlPnz3z5VolJ1L9xCPJPja96fgyDXR/s1/EC8rQ5OVRdqFF5B24QUkIxFCGzcSbW3F9acHaL/9u2T9759RkgpLHt2GLcNAbrkdf38YX1+YzvoBIsE442blHFL7JEmiqNJB3foe/P0RTDbtXseceCxBT5OXXWu6UKllMg9zhW/3o48x8PzzqNOdmOfPp+c3v0FlNmOcNg3j9OlIquGr2DWu+w2dwcWE4q3odDmkp59BdvZCbNYpex2jw+FOdu3+CS7XcjQqB1mZ59Ld8xr9A2soyP86eXlXoNWmPtu9vUsBUL/RhdFUQ/G0x0kmY8jy0PM/nS6D7Oyv0tn5AoFgHQZ9IVbrJCyWiXR2vcDWbd8GkkiSBqfzVMqy7iE9/QxUKgPxuA933wqCwQZi0T60Wic6XRayyoAs65BlHbG6ZvpXv0b3xAaS53Sj0sbIlCeTZt6IkoiTUELIsmEwoAVAIkbyvZ/jc6jJy5mPrel5ugnR17cSp3MOplmzMM2aRXjXLvqe+Cv9zz5L/9NP45+fIJGhEDxZoW/JC4NBKEVJ0t3zGvU77yec6EC7R8J9x71ETjsdFkp0dyzGap6E63v3EfhwJQWPJ098DgAAIABJREFUPIx5zsjB5GQySu2OH6Iko5SX3UtGxgL0+k//ho3GElatmkf00hzaPf/CbKrA4Zg7qr8lQTicxJ1WQRAEQRAEQRCOCuXjilCyXk/6t2+j+cor6X/2WZw33ID/gw9QZ2aiqxAjIwmCIAiCIByKHX07iCtxqtKrqHBUcOfUO/nFR78A4KulXz3KrTu2lNvLgdHtl6lZUwHY0L2B+UXzD2s7VnWsoifUM2JVKuHYF+sOoM7c/wiXJ7qEN4rKocdxeQUDL9bhfqoW2/klWGafWEHLZDhOYF03sc7UqKCfD0gIxzfTtGyMNZlIh7FzzXB0JalQU6Tes98gVHj3AJJBvd/5hAOjsmiINnuAVHAJQJ1hQJIkzLNy0RZYcP9jJ5I8tDqHrFOhzjDiX92JooBpSuZghZ5om4+eRzZjnpFD2vmlX+xGCceFaIsXSa9CW2xFV2LDfHIuniVNhLa6Rqwoo3YacF45DtcT2+h7fvc+KxBEGlLHFVmb6pgmGzUYqzKQtCrcf92Od0kTklZOBfoEQTgsRAjqwMhGDclgbFSVMT+hxBJE9vRjmp6N5bQCQpt6CGzoYeA/9XjeaCLzOzVoRIUo4QT1WuNrvFz3MueVnEdVehUOgwOHzoFdb8eut2NUG3m69mke3/Y4b7W8NbhcpjGT26fczkVlF2HX7z+kYtQY+Xrl17l83OW8vOdlntj2BPesuGdw+gTnBGqyarjCfgWXVlx6RLY1tM1FpN5D2gWlGCamY5iYTqw7gP/DDgLruwl81LXX/EWAQ4FlD2/Bmm+mZkEhY6dkIqv2vp6rXdFBJBDnpK8Uo9GquOSeqQQ9USLBOOFNPbCinWihBW1fmBx/FEkjY5+eDYBnWTP+D9tR2bS4ntyObNKQ/vXKwXOtA6UrthJY3UmkwYO+LI3SLBM7V3YSDccPqXpMb2sqbJ9esPc5njXdwNk3T6Rpqxtvb4jWnf0EVqf2o9Gm5YLv1ZDzuUoyAwPraGv/O729S0kmwxiNYygt+T7Z2RfQ0PB7enuXMfD6KxSedjZqjUzdup7DGoQKBZsB6Oj4J/l5w1ej+ezfoEFtQIeW/vgA3rCHgmQ69mY92lIt9QP1Q5b9RHBLL77324i1+TGfmr/vIF0iSnegmwJLAWX2Mk7KOonrKq87tI0U9ikRS/LKnzYR8sW46Icn4XOFWfr4dpq2uA44MKgoCtHGxtS/5haiLc3EWlqINrcQ6+xEm0wyM6scQ9P3kQvmEN6xA/PcvcMdsk6HaeZMTDNnoi0qouW6b2B+8RFgPiqNzDnfqiYty7jXMslEcshx6GAUVaVT+2EnT979ISq1jMWpx+LUozOqaa3tI/JxsLy4Oh2V5jCGxBQF/7vvAtB9/6/xvbUc7+uvgyzDoodRZ2WRdtHXsH3tIrT5qfu+iYEBWh65l4aTXkPbqaHopJsIJpro7Pw37e3PYDAUkZ19ITnZFyBJKtZvuJJY1E3aW2kYXvGTdr6OvNueorFnEQ2Nv6ep+SGysr5KQcF19PQuwaQtJbG6HstddwEMG4L6RF7ulbS3/wOvdzPFxbciSRKSpGbC+PtpbFpEuvNUMjLOQqPZ+/pbrbaQlfmVkXfO9FPInn4VsS1r6dvzdVrnK4R1Eu2tSQberiasSg0QLSsq1GhQSTp04Rg5/d0kMyzYnDNJN9ejj65l564fM33aq4OV7/QVFeT+6pdk3PFdXM8+Tnfl3zGbyvAHdtLpfZXc2E/o86ygvuG3+P070HSqSH8vg7E3P4j/qnfwvvoqhgwJ18nLca1Zji2uwpaeS9vt36Xo6acwVFbuc7Pa2/9BKNTEpOrHSE8/fch0uS2CbpvEwOQulECCCeN//aV/FiIcHSIIJQiCIAiCIAjCUZEMpy74JZ0e45QaTLNn437scdIuuYTAypVYzpwvLpQFQRAEQRAO0ZbeLQBUZ1QDcMW4K9jdv5smbxOTMiYdzaYdcy4pv4RJGZMoSSvZ77yVzkr0Kj3rutcxNm0sallNviX/kNvQ6mvlrg/uotRWytnFZx/y+oSjI9rqo+ehTVhOK8B2dvHRbs5RlfRGUVm06AqtZN42GdeTtXiXNmOclIHKrD1q7Qpu6SXeF0ZfmoYm33xI154JXxTXE9sGQ1CyVYs6w7ifpYTjzZEOQQGorFrUmQYiDQNYTt33d4qiKIT39KMfmyY6WR9msllLMhBHSSRTFaFkUDs+rZ6pzbeQfcdJKLHEsMvbLyrDu6wZ39stqaoUxVaMkzPwvdsGcYX4QOSL2hThOBNt8aEtsAx+ptXpBpxXjSfWE0Q2jtylQ19mx3ZuCZ7FDfjebsE6v2iv6clInGi7D8upBcMuq3LqSbjD6MrSkFTimCIIwtEhGzWggBKOIxlHV8kpXO9BiSUxjHeitumwnFqAeW4+sTY/PY9sJrCyg7SFIoAsnHg6/Z38Ys0vmJQxiZ/N/hkqefjwzS2TbuH6qutxBV34Yj4cegd2nX2f849Ep9Jx2bjLuKj8IuoG6tjTv4cxtjFMTJ94qJuzX6HNvahsOkzTU1UoFEWh0xVmQ5OP3r4oJlkigYJGksjJMVFe6cCyroszS62s9MVY9ngtq19qYNL8AsafnINWryYRS7JxWQt5FWlk5puJ94VRO/RYHHo0ff2EV3agK0sj77pKQtvc9D27E32FfTDoZJqWjf/DDmKdAZRYkowbq1BZDv4eh/aTqpzxJGq7nrLxDra9107TVhfl07IPer2uNj+ySsKRYxoyrbQmk9KaTwMk8WgCryuM2a5Da1CjJJNE6+vRjh3LgGcdGzdehUplJifnInKyv4bVOmnwXkq6fT6dXS/S+OidZDfuoPhkDX2RWtrazyQ352sjhhNGKxRqQZI0+P078Pm2YrVWjzi/JEk45DT6lAF8MR+mRAFyOEmxqYh6z76DUN7lLSjhBNYzizDPGTqIjz/q5ycrf8KZRWeioFBgLUCr0vK3s/92qJsojGDn6k76OwOc81/VZI+xkVlkxfxiHdtXdIwqCBWpr8e7ZAkJlwv/ig+JtbQMTlPZbGiKijDU1MDJC9i1toeSwAbav3sHY15+iYTbjX78+H2u2zR9OtZzziG46kOmfO8GcsvShoSggMMSggIYU53OwtsnM9AdxOcO43WH8blD9HcGKJroZOzULBw5JixO/f5XdgAiO3YQ7+kh7ZKLGfjXv/G+/joZ370d+9XXEPjwQwZe+Deuhx/B9fAjmE4+GeOMGbif/Bs9V/cgJ7U4HlKjm9ZG6QMPk0gE6Ol9k67Ol2hs/AONjX9ApUrdnx0n3Un/i7/ANHcO3sWLCW3ezMS/PkG0zEdL0xN0df2Hzs5/AWBfmwuAZcGC/bbfYhmP1VqD17uRrKzzP/N6JdVVDx2WfRSPq8jYrkepVPBme0im6bB6I+Ql00gmoySUCAnFT1waYMCmZUd5anAjq3Uyqvx6Jq5eyvoama1bv4XFUkk87iMW9xL/+F90Wi+JaIQJE+5n50c/wj+tlo/eOZuAugmdko79aR02dwmFjz6GJjsb09SpZN75A/K3baN90U/pmrABz1VJsgtuIHj747TccgtjnnsObX4+sVg/tTt+SCIeoKbmaeJxHw2ND+Cwz8bpPG2v7UxGo0R278G1aBGmLjWRqhg6XTZZWecdlv0oCAdKBKEEQRAEQRAEQTgqkuEQALI+NYJuxm3fpunyK+j40d0kvV7Mc0TZZEEQBEEQhEMRjAV5r+09ckw5pBvSgdRD4P85+X9QFEWEzj/HqDEyOXPyqObVqDRMypzEq/Wv8s+d/yTHnMPiCxcjS/t+oFnrruX1htf53tTvDTufP+rnO29/B0VReGDeAxg1IkhxvIo0ewHwvduKOtOAaUrWUW7R0ZPwRdFkpzrcSCqZtPNL6P79BrxLm7F/reyotClUm+rEhAJewDQzh7Svlg4eE5PhOJFmLwl3GOPkDGSjhrg7hKRVDenYFOsN4vrrdpL+KM7rKlOd2NWyCKcIB01XkkZwQzdKIom0j04y8Z4gSW8UffnhG11bSFFZU5/xpD9GvDeI2mEYEoKTNDLSPkZV1hVZybixivhAhOCmHoLruxl4uR5UEqo0HUl/7Ihvg3D8SUYSxLoCWOYVDpmmyRzd+aB5di6xDj/et1rQZJswTEwfnBZt8kKSYStLSbKEeWYOntca0RXvu/KUIAjCkSabUt3XEsF4KhQ1CuFaN5JWtdfxTZIktAUWDFXpBNZ3Yz2rGFl3cBVaBOFYEkvGqB+o58P2D3l066MklSQ/nf3T/YaaNLKGHHMOOeQclnaoZTXjHOMY5xh3WNa3P4qiEGn0oK9woAB167rZsKQZV6sfU5qOaReNxZFjom1nP5nFVkqnZCBJEoF8C/3/3s1Z1Rl4zx/DxnfbWfH8HtYubqTqtHxUGpmgJ8r8qyrofWQzsZ4QWd+eDLKE+5kdqDNSoXRJJWOoTsfaW4h+gnOwXeZZufhXtBN3h0m/vhJN1tCg0YFQp+lQpelIDERQpenIKU3D4tCz/o1mSmsyUR3EwByKotBZN4A9xzSq5dVaFY7cT7fD88ordP7obtTTyun8RisGYyHTpr6EWr13VeJ4fz+RPy5Fmgvhr5rZZf4LageY4lp27XqHluZHGDPmNrKyFiLLB9dVWVEUgqEWsrMvoLv7Vdo7nttvEArArrYzIPvwJfyYk6nz6mIpn20Du4Z/n3hqQAzL3DysZww9NwfY0beDpc1LWd6yHIACy9DBBo4md7sfjU6F9QSqiJhMJNmwtIXMIgvFVanPoSxLjJ+dy9rFjXhdof1ub/d99xFYuQrZbMZQXYXz+uvRV05AW1CAKu3T6mcf/nsPrf3tzL3iItpuuB7XQ4sA0I8f+ZinLSrC+9przDynAEl7ZAd+kmSJgvEOCsY7Dmr5ZCDAwEsv41u2jKz/vgd9efmolvO/9x5IEhm3344qPR0lGsV5yy2pCtpnnor1rAXEOjoYePElBl54gcCHHxK9LIdoRZLy8rsx3hyn59e/xvXgQ6R/+1Zycy4mN+diQqF2urv/Q1//SkpLfoDvJ0+iSksj/8EHCW/eTOs3v0XDeeenKk95PGQaFQKzVUQqkxjXacj88Y8HK1DtT9nYH9HXtwKz6cjck47H42QmA2T7KlBf9AokEzDc93QiTiTcyebabxOP+9Hr8yB/GjZfnLHWhdR5XsXr24JaZUGtsaJWW9Bq0zEax+Cwz8ZiqWRM1R1s3nYToYFmcvtPQfndRxgnTaHgmUWobHufGxuqqihd9E9y92xnu/cn7Gr7H7gTpCh0fTQfY3slkXgXkUg3oNDbuxSPZwPxuIdCzRV03HkX8d5e4i4XcZeLpCdVSR21mtzrbkCd2UJG+nxk+egNeiZ8uYkglCAIgiAIgiAIR4XySUUoferGlGHyZExz5uB/+21QqTCdPOtoNk8QBEEQBOG4pSgKS5uX8uu1v6Y72M13ar4zZB4Rgjp0M3NmsqZzDZXOSra7t7OifQVz8/cd5v/dut+xpmsNEzMmDqn2lFSS3P3B3TR6GnnkzEcosB5bD9GFAxPr8CObNWgyjfS/sAe1Q/+l7Vyc+FxYQ5NhxDwrB//KDvQTnBjGHdxD+4MRd4eINHgYeLUBTZ4Z51Xj8a9ox/9hB0ipoFak0UOsww9Kahn/qg6MkzPxvt2CbNKQeUs1amfqGjba6sP1t20AZNxUjbbAsq+3FoRR05XaCKzuJNrmR1dkHXaewPqe1LxlacNOFw7eJ5XqEr4osd4Q6oyD6zymTtNhPa0Ay6mpqhQAvhXtRNt8h62tw0l4Irj/vgPH5eP2qmQlHNuibT5QQFt48N8jkiRhv7CMeG+Ivud3kZluGAwiRxo8IEto93FMMU3LJtrqwzg546DfXxAE4VB9En5KBmPA/r9/laRCaEcf+gr7sJU7zbNyCW3qJbixB/PMwxMAEYSjZVPPJu56/y46A50AzMmbww+n/5Aia9F+ljz+xXuCJANx1IVWXvz1erobvaRlGZl37TjKp2cPBnwKK517LWeamkXCE8H7VjP6Fi/nXFxOvySxcWkz695oAgWyiizo13QS6Qog69W4/7ETJZ5EUsukX1eJrE91q5UkaUjFTbVDT9rCUlQ2HfqxIw9QEW1pIdrYiPnUU4dMUxSFeE8PkZ07Sfp2E2sPIOmLkGSJOZeX8/qiLax7vYkZC4dWr++oG2Dbe+3MvbwcvWlogHTDkmY66zzM+trBVcYLrV+PbDTSe3Ij8UiASud9gyGoWE8PvrfewrdsGcGP1kIigXVGBZ7CXchhNc7fgrpRpuPShai+Ukftjjtpan6YMcW3kZV1HtIIA0kNJxrtJZkM0b7VgcE5n87OFyku+hYGw8j3T+1aOy2aRqLEsBpsyCY1BaFslsbeIRgLDg5CtbpzNVOzpqK4I5BURgy2dQe7AVBJKhJK4pgKQiViSf7zh43ojBou/3/TBz8fyUSSPet62P5+O1Wn51M29fgasKl+Qy/e3hAn3zJxr2ca40/OYd1rjexc1cn084d+Rj6R8AcIrF2H4/rrybrrzhHfq6POQ2axBfOsGtTZ2XheeQUA3biRg1Ca3BxQFGI9PWjz913h+2iKtrXR/8zfGXjhBZI+H0gS7r88St5vfj2q5X3vvou+qgp1ejqZt98++Lrb/T6bNn8DtToNo3EMxnlFGM65kHhfCy7vi9jTZpKXeyXSN2Qiu3fheughoo0N2K+5BkN1NQZDHsXF/0Vx8X8R7++nY/lyGs9ZyIe9Xr4xbRqFTz1J39+eRGUxo87KRp2ViSYrC01ODppbig7oOVda2lTS0qYe8L4brXg8jhUfkvXjYNa+wsoqNTpTAdOmvkQiEUptQ95JoDVT2Bmn4Lwd+z1OpmfOo6bsCVw3/R+Jpo+wzJtH3u9+i6wf/l6QJEkYyydSE38Kt/sdIpFu/C1bGdjyBtFgPfpx5VRNfJDaHXdRV/8rwuFOcnIuJvK39/AtXYp+4kR0paWYZsxAnZmBJicH09y5qO12jq8jinAiEkEoQRAEQRAEQRCOCiUSBj6tCAWpqlCBDz7AUDMZlXX4h/OCIAiCIAjCvjUMNPDzj37Oms41VNgruH/u/UzJmnK0m3VC+vqErzMnbw4lthLOeuEsnt357D6DULv6drGmaw2yJPPnzX9mQdGCvapCPbjxQd5te5e7p9/NzJyZX9QmCIdBMhwnuLkX09RsJFXqwWu03Y8234Lj0nJ6HtqE++kdZN46+UvXKT0ZSaBEEsifq6JkXVBEpMmL+5kdZFw/cdgKFYeTEkvieaMR/8oOAFQOPenXTEBl02E7r4RkKE5gVSeoZXSFFizzCtGNsUIS+p7biXdZM7pyO7E2H72Pb8NxcRnJaJK+v+9AtmhJv34imuNgpN1oOM7a15qoOjXvhBoZ+ESjK0kDCQJrOocNQoV29uF/vw3jSVmo075cx5QvgmxJdSCMu0LE3SH0FYdWdeuTqhQAKrOGpO/IVoQK1w8QbfER3NyD9fThRzAXjj3R1lRATpt/aIFaSSPjvGY83Q9swvVULZm3TkZSywQ39aAtsiJrh++EJevVOK8cf0jvLQiCcKhkY6r7WjIwuu/KaJuPpC+Kfh/VELSFFjQ5JnwftGGsTh91lSlBOJrWdK5hWfMywvEw4USYcDxMKB5iQ/cGsk3Z/HLOL6l0VlJsKz7aTf3CRBpSVSfWfNRNT5OXedeOZ9zM7FFVYbaeUYhubBr9z+/C9dhWzCfncvYNlXj6wuxY0UFxf4hIvQf7peWozFpcT2xD0shk3FyN2r7/ay3zrNz9zqPEYrR+67+I1tfjuOF6HFdeSai2lnBtLeHt2wnX7iDhcu21TPutz5Jx262MufZaKmZks/7NZkomZ5DxmdB8684+Xl+0hXg0iTlNx8kXjd1rHXXre1j9cgNl07KoOfPgrgtCW7ehmltGqGIt1ves9K/8PVzRhW/ZMkKbNoGioB0zBueNN2I580zC+UH27Pkp4yb/DJU9QOt//w+212rpz/k1NRd00Nj0R7bX3kGv6y0mVv5xv+EFd7uf9W80kVdhJ7cqdT+nvVZPxDOH0nOWUt/wWyZW/mHEdTgNTtZo1wJgNdrQFlrJcznABo3eRiqdlezp38NNS2/iF3N+wTzfDADUWfuuytob7AXgofkPsalnE3bdsVOpuWFTLyFfjJAvxpa326g+PZ+dqzvZsKQZryuMJKXuDY09KfO4GSRNURTWv9mMPdtIyaS9B26wOPQ4cs30tow84Ehg5YcQiw0bRvysWCSBq8XH5AWFSLKM7bxzcT/2OJqCAlSWka/VNLmp40GsveOYCkIpikJo3Tr6nnoa3/LlIMtYFyzAce01eN94g75/PEvWD+9CnTHyoBjR5mbCW7aSftu3h0zr6PwXanUaWVnnEAw20t+/mq7IywDk5FzCuIr/G6wGl/PLX6IdU0LvAw/gff0NZJsN06xZmOecgq60FNcjf4ZYjJ9WTSfa3M11uU4MlZXk/fr+w79zjoB4JISFAIptdBWqJElGrf44eKnWQek82L0EidF9Ph0Fp2L+y1/xf/AB9ssuQ1LvPw6iVpvIyjov9UMheAPn0P7d72I+IxPrnyYxpvg2ttfegSwbKBnzXVpXXYb5jHnk//73o2qTIBwNIgglCIIgCIIgCMJRkRysCPXpzWRDdTWZP/g++gkTjlazBEEQBEEQjluPb32cBzc+iEFj4J4Z93BJ+SWoZXEL+EjRqDRUOCoAuKT8EhZtXsTyluUUWApI06Vh09nQqVKh/2d2PINBbeCOk+7g52t+zlvNb7GgeAEArze8zqNbH+Xi8ou5YtwVR217hIMT+KgLz+uNJAMxrPMKSUYTxHuCGCqdyEYNzusq6XloM64nt5P5rUmDIwp/GSR8UQBU1r2DULJOTfr1E+l9JLVfMm6qOuTO3/sS6wnS9+xOYp0BzCfnYpqRjTrDONhpSpIk7BeXYzm9ALVdP2Q0+cxv1xDr8KOvdBJr9+N6Yhu9f9kKgCbXRPo3JqL6XNDrWKMoCpIksePDTjYta6GnycsFd9SMquOY8MVTmTRYTivA904r+vEOjFWfdkaJ94Xp++cuNDkm7Bcc3Kjewsi0OWZUaTo8rzdCXEGTse8OcAdKtmhRogmS0cQ+AymHKt4dBCC8s18EoY4TiqIQrnWjzjCgGmYk/wOlsupwXjOe3r9swf3kdrT5FhKeKA4RdBIE4Rj3ScA73huCURyyQltdoJIwjHcOO12SJGznlaTO35/YRsaNVV+qazHh+LO7fze3Lr8VlaTCqrOiV+kxqA3o1XouKLuAO066A6v2yzWAZPvufrpfacCcVNhd28fcy8sZf/KBVXjTFVnJvH0K3jeb8K/sILy7H/OsHCqicUL1HmznjME0JVXLwnF5BSqr7rBWe+576imi9fWYTj6ZvsefoO/xJ1ITVCp0paWYTzkFfWUl+gnjkc02/Kt2E3j7n3T/8ldYzjqLUy4to3VnH8uf3MEld09FpZYJ+aK8vmgL1nQDtgwDW95to3pePuaPw1vdTV6W/62W7BIr864dN+rASyzmwe1+D493E+FAC0ntTpTZY5FlHeULf0/HC7fRc//96MaPJ/22b2NdsADd2E8DWAZg+rRU9RxmQcaVl6D85rdsW7kLW2YNMy94jYbGP9DU9BA9GWeRlXXusO3w9YX5aHEju1Z1oijQtNXNaY4WAMZOnoxOU0DDrvlIqlcpLLgeq7V6n9vkNDqJSwkAbJY0tA4reW+nglANAw1UOitp9bUCsKV3C3M8E0FmxOvAnmAPBrWBGdkzjrnBrLa9305V03Oo0jNZ+5qKzctbCHiiZBZbOeWSMgIDEd57dje9LT76OgO07ejnjOvGH9OhqOZtbtzt/lQ7h7mPlZZpwN0RGHEd/vfeQ7ZYME6pGXG+7kYPyaRC7thU9W3r+efjfuxx9OP3f2KiyUkdm2KdHfud90AkAwGCGzZinnPKAS0XXL8ez8svE9ywkWh9PSqbDeeNN2K/8go02dkAqNLS6HvyKXoXLSLhcqMpKBi2Yla8t5eWm25GZbViW/jVvaYlEkFcrnfIybmQcRU//czrIWKxfnS6nL3+viRJIv2bt2C//DICq1bh/2AFgRUr8L35Zmq6wcB7l19DY14hRGI0hCKUGo+fQYDkkAsJkEYZhBqi/GzY8Qp0bYGcSaNaRFtYiOOqqw7u/QDrWQuI/fAuen75K7yvvU7WeefS1fUSTudpSO0B4j09mGbNOuj1C8IXQVzlCYIgCIIgCIJwVCjhEACyTrfX684bbzwazREEQRAEQTiu+aN+Htz4IDNzZ3LfKffh0A8/KrJwZFxcfjGPb3uc777z3b1eN6gN2HQ2XEEXF5VfxKXll/Lszmf544Y/Mid/Dg0DDdy78l6mZE7hnun3HNMPnoXhhXf3A+B9qwV9hQMlkQQFtHmpjjOaDCPOq8bh+us2+p7bhfPaCUiyRCIQI+4KockwnLCjkye9qcEvPh+EglTYI/3GKnof3ozrr9vIuGUSmszDFzhQFIXgum4GXqlH0so4r6vEMG7446IkS/vs5KJ26AcreWnzLWT/aDrh7W6iXQGspxd8YZ0p96ztZt0bTWQUWsgrT0OjU5NbloZxmH37Waterqd5q4sL7pjClnfb0BnVdOwZYOt7beRXOAh4IgQGIgQ8EZIJhSkLilBp5BHXKRx51vmFhOsG6H+hDl2xDZVFixJL4v77DlAUnFePR9IcmSDNl52kkUk7rwT3MzsAUGccvuppKnPqWJ/0RZGdR6YqW+zjIFS0xUsiEDsswRrhyApu6CHa4sN+UdlhW6eu0Irz8nG4/76DaIsP40lZw1aYEwRBOJaorFrUmUbCu/uxzB25koKiKIS2utCPTUM27Pt8XF+ahvOq8bif2YH7mR2kf2PiYBVfQThc4sk4gVgAm86GN+rl/o/u52tlXxtSnb032MsW1xa29G5skP8TAAAgAElEQVShO9iNVWulwl7BnPw5+KN+fvDeD7BoLfzr/H+Rbkg/Sltz7Gjb1c9rD23mTKOKWIaRBZcWUDY1a1TLKtEo0eZmYh0dqBwO9BMmkLawFP0EJ/3/3s3Aqw0ggeX0gr2ON8bJmSOvV1GI7NyJrqICSd7/dXOsu4fehxZhPv108hc9hG/JEuJuN4bKSnQVFciGodcE+oqxWE+vpP6ss/G89BLp3/wmp101jtcXbWHdG03MOL+EXWu6iEeTLLixEo1Wxd//dwVrXq3ljGun4OsL8/qiLRisWr7yzWrUn7luVBSFRH8/asen90ZCoTZcrrfodb3FwMBaFCWOSmVETuqIfTMKyk7yci7HVnEauhf+jWwwoC0c3YALlrPPpuc3v6XK0sDaJU5sGUbGnfwd3O732bX7f4j5s2naYGXWBaWoNDLhQIwNS5rZ8k4biqIw6YwCSiZn8NJvN7Bt5XqsY1RUzppMNATr3jibzMrV7Nh5D9OmvogsD39vxGn+NCxrs9rRFVnJjWaiklQ0eBoA6Ax0ArDdtZ2YO4jaaUAa4b5IT7CHLGPWMXcP193hp2N3PxVd65HdaqRZ80jLtnLGNyaQX2FHkiQioTgr/l3Hqpfq6agbIBlXmHBKDrllx05Vq89SFIX1bzRjcegpmzb859+WZaRxs4tkIomsGvp7U5JJ/O+/j2n2bCTNyNfHnfUekCC7xMr/1XXQEtPys2uuGRJCCiaSrBzws84TYHaamVPsZtQfB6HinZ0HubXD6/7V/Qw8/zwli19FN3Ys3iVLMVRXDQavhhNYtYrWm29BMhgwTJyI49prsS08f8gxR1tcjGnOHAaefS71gkaD86YbUds//XtIeL203HQzcZeLor8+gTZ/74CPy/UOyWSIrMy9g40qlQGVat/3Pf4/e/cZGFWV93H8e6f3lknvISQk9C4gCggoIPaCBSzouuq69lVXH8uqu6uudS3Y1oYFFUVsVBHpCAiBACGk9z6TKZl+nxfDBmNCEVDQvZ9XMHPLuZOZO3PPPb/zl1ssmKZMwTRlSvTcuqcY386dlAwayoPlLVySaOP9ulZWtrp+U0Eohbcx+g/TEQahek8GBChadNhBqGPBNmsWzgWf0fTcc5hOn8ygQW8A0Dr3XQD0o0f/am2RSI6EFISSSCQSiUQikUgkx0VPFaEkEolEIpFIJEdmQ/0GQmKIq/tdLYWgjoNYXSwLz1lIlasKh9+B0+/E6Xfi8Dtw+B34w35m95uNXCbnvpH3MXvJbB5Z/wjr69YTo4nh6fFPo5RLg5V/ayKBMP4yJ7qh8fiK22idV4R+3415ZbKhczlNbyuWs3rhWFCCe3UNhrHJtLy9k0BFOwC6YfFYz+19VIPyxIiIe20tukGxyA0nRoWizopQB6iYpDCrib2mP41zttH82nZi/ziwM3R0NCKBMG0f76GjoBl1tgXbRbk9hrGOhEwlRzc4jmMX2To4MSKy8csyNn1ZjjVBR3lBM0Xr6wFI7xfDmX868E1xR4OXH5ZUIkZE5j+xmfamDiZf05fCVbWsmlfc4zp6i5r8MUm/yLFIDp8gl2G7KIeGpzfjWlmN5cws2j7bS7DGTcwV+Sh+oRCNJErTNwZ1bwv+YgcK+7F7rWX7zs1hd/AX+xsGGzwoYrWEmjrwFbV2zm4vObGIERHPulpEwLWiClWaEd3QY/u30vazYzknG8/GesxTMo7ptiUSieSXosmx4l5Xe8jqicFqN2GHH9Ok9ENuU5sfg/W8bNo+Lsb5VSmW6VJVTcmx4/Q7uembm9jdupvXJr/G3F1z+brsa5ZULOGh0Q/R5mtjS+MWCpoKOsMWCpmCeF087f523g++37ktmSDjlUmv/M+HoMLhCFsWVbDpq3KS7BpU/hC2XBFZWwGiOLEzfBLx+/GsXYtr2TIi7e2o8/IIt7bRsb0A/85diMFg5zblZjO6UaPQjx6F7ZJRyC1xyDQyZOqf1w/XvnAhtXfdjXbYUCznnIN75XfoRp2E7dJLe1ze+dlniF4v8XffhSAImM4447D2o0pPRzdyJI6P5xPzhz+QOcBOzsh4tnxdQdbAWHatrSM+00RMUrTfqc+0uQTZzLrFd1K5KY9gIMxZtwzqNnGKa9kyam6+heTn/41/gEh5+Qu0t28DQK/vTVratcTaJ2IyDaBl7lvsqfw7gTFq0lJnA6DJzf1Zr5cqJSVa7aphM2ljT2fle0UY7Rry8x5j06YLKKq4CG84h51rXqT38BQ+eHgjHqef3BEJjDgrE1OMFlEUyRmRgEuoRwzGYo03EYmIKFVGIo034I59hLLyF+iVdWuPbbCb9ofbrFY7qhQDCpmCVFkSJY4SABo8DQDsbt1NR4MTXZLloMfV1NFErC72oMscD9uWV6GJuBB8XkQfzDhfgfHUrhWQ1FoFvYbEsmdDA1qjknAwws7VdSdsEKpur4P6UienzMhB3kPICcASpyMSEWlv8WH5yQRLoijS/uVXhJuaMZx6aufjkYjI7rV1qLQKLPE6zHFalCo5tcUOYpINFAQDvFgVDbQ8csedGNRKSr1+lrU4+abFxTqnG39EBOCZigb6GbSMMOu5zGYjWHvoilBhUUT+oyCdIxji76V12JQKMrVqMrUqMnVqTNXVOObPB8C1bDmCUknNzTdjufACEh9+uMdt+3btourGPxFOS6PyuReYnJWGXBAIRUT2eDoodHWww91BobuDPR4/SeOnc45MTcpp48m8/17ef+cDTDNmMD3WAj4fVdffgL+khNSXXkI7sHsfZEPjl6hUsVgsww953AciCAKa3Bw0uTm8WliORSHnkexkVre5WdXm5uqUE+/zdiCh1oroP0xH2LdqiIWUYbBnEYy769g17BAEmYy4W2+h6ro/4pg/H+sllwDRUJ0yNRVVysEnKZBIjjcpCCWRSCQSiUQikUiOC9HvQ1AqEeTSLMYSiUQikUgkR2t1zWr0Sj2D4gYd76b8z0oyJJFkOPRNrhGJI5iRO4MPij5Aq9DyzpR3pPDab5S/1AlhEd3AWHQDY2n+zw7al1Qg0yuQm7sOODGclETHzlZc31Yht2oIVLRjODkZRBH3mloi3hC2i3KOuMJQR2ELzi+is9kaTz7CWSePsXD7viCUSX3AZRR2LfbZ/Wl6uYDm17cTe8Ogo65g4llfR0dBM6YzMjCekoIgO7Fm6T1cwUCY5W/uomRLI31GJzLu0lwQwN3qo2BFNQUrqnG1+jAeIDy2fkEJCqWM/uOS2bK4EoNVTdbgWJKyLezd3IjWpMRgUaMzq9Gb1cx/fDPblleRNzqR5io3Bqsa7QFCbJJfnjJWh25QHJ4Ndcj0CrybGjCOT0WbF3PolSVHRRAEbBfl4i9zHtNgaWdFKHfgmG3zxyL+EOG26KBw97pafLulINSJyrulIVqJAEAmYLkq+xf5rjKMTMQw8sAzhUskEsmJRpNrxb26Bn+p84DVXAG825tALqDNP7zfRfphCQTrPLjXRL8fNfkxmM/IlKpDSY5KvaeePy79I5WuSmwaG7MXz8YX9jEzfybratfxl+/+AkCiPpGBsQO5PO9yBsQOIC8mD7VcjSiK7Gnbw/q69Vg1Vvrb+5NpzjzOR3X8tNV72L2unqL1dXicAXoPj2egQsTzxQfUf/U5YiCAaepUjBNPw7VsGe5vVxLxepEZDMhjbLiWLotWP+nbF+vMmWjy8lAmJxOsrcWzZk00NLVoEQCCUokYDKJKT0c/diyGU8aiGzEC2UEm7hRFkZa33kIRH49/TzF19/0fglaLa+lSFHY7psmTu63jWrYMTf/+qNIPHdr8KcuFF1J7xx14N2xAP2oUYy/KoXpXG1++WIDH4WfcZdFQUmvrGiKq1chCZryKv2Hok0bWhCF0iDU4nfkYDH2Qy6PH5du2jZA1TEHJ9fgJodWkkZ19N7H2Seh0GV32H9ixG/vaBHrdvQy5/MB9OodiPP10mp56ign/tLHQ4WfRyzuYftNAYmQfsGvX88TkLmH72jU0lg/B2x7gvNuHkJgdDSKJosgPW2cSOyiJQHkTBmO0jTKZQEofK9Vbcxg281wqKl4i1n4aJtOA6HoRkcLVteSMiMf244pQMTEISjnKZAOpgYTOilC1bTXRY44EKPGUkmsfijfoRafseQqcRm8jA2N/vUoth6O1zsPutXUM6RWCVdHHXIsXYzz1lG7L9jslhb2bG5kwK4/y7S0Uratj7Iwc1PsqLIqBAO41a2j/6mvcK1YQe9OfsF1xBSVbGqnY0cK4y3ORHaQimhgK4d24Ed3IkUc9BmTz1xVojUpyh9pwr1yJZ916LBecjzo7u3MZS1x0khFHg7czCCWGw7iWLqX5lVfw79yFMjUV4/hxnetU7WplxdzdXfYlxKn5OlVOZpaBOUVVWBRyHKEwS5qd5Oo1nLd1L2EReuvUXJlkZ3yMkcFGHZ81Ovi4oY3361oZbbZhrD1wRShRFHlyVxlbv1pCSkYq54wezklJcXza6ODt2hbkAoSj+Spk4TAPvvE8wxVK2uMTUS9fjhiITjLsXr0GURR7rErW+MQTyLRabrvpHrZUtpHd7EUvl7Hb4+sMb6llArl6DafYDOhiBzM/J4dt7V7+k5iCdtHXXNd/FHO0tfz79ecIbtlC8lNPYjh5TLd9hcMdtLR8S1LSxQjC0Y/3cYXCLGp2cnGCDb1CzqlWIwub2ghFRBS/gb7dSCSCr3Hfdf6RBqEAcqfC8odg52eQf/ZRtaktGKLY4yPPoMWoOPjfSH/KKWiHDaXxiX+hiIvDMHYs3g0bME2ZclRtkEh+DVIQSiKRSCQSiUQikRwXEZ9fqgYlkUgkEolEcgyIosiamjWclHgSSplUVei34Naht9Lmb+OsXmeRa/t5M6qeKEq3NmFN0GFN0B/vphw3/j1toJChzjQhKOXoT0rEs74OVYapx5vR5snpND6/ldYPdiM3qzCfkYGgkKGwa3EsLKH+X5swn5GJbkhc54BoX4mD9iUVaHKt6IclHLCykXtNdOBGqKXjlzvgnynsCoBChqA5+I1WVaIe+6x8ml4poKOgCcOoo6tI5C1oQpliwDQu9ai2czy52/x89VIBTVUuRp+XzaBJqZ3vKXOsjoETUilYUc2utXUMnpxGZWELrhYf7lY/7jYfrjY/jeXtjJieybApGYBAQpYJuVyG3qJm4GndX5tBE1NZ/tYuVr5XxM7VtSTnWjn7lsHdlpP8ekwT0vBubaR9cQXqbMthVT2QHBtyowrdgGM767DMuL8i1M/lL3XgLWjGcnavHr9fAIINXgCUCXo0fWx07GhBjIi/2TDo71XEH8K5uBxVmpGYWfkQEQ8aGJZIJJL/JeoMM4JShn9P2wGDUKIo0rGjBU22BZn28Ie8madmobBp8O1pw72qBkEhw3x6xjFqueR/TamjlOuWXYcr4GLOxDkkGZK4ctGV9DP24/aht+Me4GZ93Xrybfmkmnq+LhUEgVxb7m+2T+hY6HAHKNnSxO51dTSUtSMIMCCwlniDh+Sh11Bzx98IVW/EOGkS6j65NL/wIu1ffYU8JgbTtGkYJ09CP3IkgkpF2O1GptEgKH5yXhgyGPOZ0xBFkUBJCZ61awk1NiKo1HTs2I7jo49omzsXRUICGe/ORZm8f2KZUFsb3u+/R2GPBUT8O3eR8OADGCdPJlhTizq7F5VXXkXtX+5CmZSMtl/fznWDdXX4CgqIve22I3ptjJMmIrdYaHjscdLfeRu1QcfwCxspKXobm0zAkjkbl9vFnuJH0GhSGTbkc9YsehZzzHa8wW8pKloAgCDIiY+bTl7e32n2rKHpvhCIYFsST7975qM093yu7dhRiLZf/6MKQQGYzogGoXzffcO0Gy9m/mObmf/4ZgCS+04FlhCRlbF7fRKDJqV1hqAAWlpX0ta2DgC1GWyxYzufS82zUbKliTjz7bS1raNw552MGL4QuVxNXamTle8VEQ5GsA/ZX2HNao+GotRpRlKKY1mj2Iw/7Ke+vZa4oI1GZSu7NeU875yP/ds45kya0+14RFGkydtEvO7EmnBi/YISFGo5mfE+WgHd8OG4li9HDD6IoOx6ryCxl5k/PHMqcoUMnUlF4Xc1FH5XQ25ME84FC3AtWUqkvR2Z2YzcbKb55VewXHwxmxdV0FzuIPmj+7CMGUH83T1Xq2l96y0an/gX8X/9K7ZZMw/Y5qA/TMGKKnoNietWyQmgYXsVgW++ZriqhNJTb0H0Rq93vRs3kvHRh50hK0t8dF1nYwdiIIDz889pefU1AuXlqDIySHz0EczTpyOo9ven1u11IMgEzrtjCK5WHzsbXdyvcNOkENkkhBA9Id7sl8mDJTUsbm5ncXM7FoWCr4b2Jl3b9TMxK9nOrGQ7z5Y3UG2xkXuAilBhUeThklp8r73OvV99AkCHWkPN+edRnZDBmTI5/1CGaN25C9/u3cjLSpEHAqw+72J2h+CahfMI1dUhqFSE6uoIlJR0CYQBeDdvxrN2HeFbbmWLWs/FCTZKvX40coGrku30M2jpa9CSrdOg/FE/gSiKLGlpRz19OpmvvMR/2msof3MBwQ2rsd1//wGDMA7nZiIRP/aY8Qf8O/8cXzY58EVELkyInpfG2gzMrWtho9PDaKvhmOzjl9TQ0IA+1EpEpkKmPYoqayddD0VfwSd/AGMSpB55ta37imuY39AGwEPZSVyXGnfAZQVBIPnJJ6m+8U9U3/gnBI0G0edDP6Z7CE4iOdFIQSiJRCKRSCQSiURyXIg+H4JGutEvkUgkEolEcrRKnaXUeeq4dsC1x7spksOkU+r416n/Ot7NOGJNVS6+nrMdgKTeFvqekkSvQXHIlftnBG2pcdNc5SL3pN9vJQJfcRvqLDOCMnrz3Tw1k2CdB21fe4/Lq1KMaPvF0LGjBeP4VARF9PUyjEpClWrEsbCEto/34N5Qh2V6FooYLa0f7EYMRAhUtNNR0Ez8LUO6bTdQ7SJQ3g5AqPkECkK1B5CbVAcctP9jqkwTcpMKf3n7UQWhQi0dBKvdmKf8dmfSdjR4WfDUFgK+MFOvH0DmgO7vJ5NdS2qejZ2raynZ0khrrQcAhVqO0arGYFUzcGIqgyalIcgERp3b65D77T0snrWfllC4qhatUUn17jaaKl3EphmP+TFKDo/CrkU/MhH/njZsM3KlQMtv3H+r3UVcP78ilGdzI97NDeiHxaNK6fqZ7NjRjBiKIAYjACgTdES8QbybGgi1+lDatUffeMkx41pRRcQVxDKr7zGtOCaRSCS/B4JShjrLTEdRK+ZwJoK8e8WJcKuPcKsP49hoWMET9LCxbiMGlQGr2opVY8WsNqOQdR0OJ8gFDGOSMYxJpm1+Ma4VVagyTGhzew4BhF0BWubuwnpeNsr4/93JP35PFuxdgEKm4MysM49qO9uatnHj8htRCAreOP0N8mLyAPji3C+Qy+TIZXLMajOnZ5x+LJr9ixIjIp7v64l4gxjHpRJq8O6buEWNKt2EKs2EOt3Y2edxtJxNHXz5wjYEmUA4FMHZGO2/sCXpGXNWKtavX8S7YhEhQaBiyWcgitj/fDP2669DEASMEycScbvRDhrUrdKM3HDwQfKCIKDOzu4WHIj4fHjWrqP2rruo/MN1xN16C95Nm/Fs2IB/924QoxVUFHFxyIxGzGedhUynQ2GLnjtSXniesosuovqGG8j46EOU8dGAjGvZcgCMEyce0WslU6tJeuJxKm6/nu0vnYtnTBCfvxpjQgwIMnbvublz2f79XkCtMTLhnPuAaKjB56vF7S6ktW0d1dVv4/EU4xpTiKbdSl7SQzR8cTf1zvtIeeF5hJ9U9wnW1xMoLcU09eirgKjS0lDn5+FatIiMq65kxv+NoHRrE3V7nQw5I4VtRWps6c1EXBqGT8vosm5lxauo1Qno9b1pbV2FVrd/YpCUfWHZ8q0+8k76B1u3XUVp2dP0zr6bxn39Y7V7HYwYvb9/yayNhqxU6SbSticQESNUtFdQ39FIP2823xsK+cD+NS0dTsr8FQTCAVTyrr/XnX4ngUiAWN2xnTTjaDRVuijb1szIs7IQt65B0OmwXTGL6j/dhGvZsh5DLPJ9/ZGxaUYSs83seHsFms2Pg1qDOGgMmgmTMZ96Msrq3dReczX1b8+jqTKVxIYNRIp34mysIe7227qFrCJ+Py1vvhlt17PPYjz9dJTx3YMXbfUeFr2yg9ZaDy3VbiZf06/zuboHH8S1dBnhlhbyAXlsHMazpmM87TRCLS3U3X0PbfPmYbv0UgA0BiVqrQz/5x+y9+EvCNXXo87PI/mZpzFOmtRjVar6Eif2FAMJWWaqYhTc42sE5Czsn0W6VkVFR4BhZj3rHG5er2kiJMKdGQndQlA/lqvXsMFmJ7hzW7dqTQUuL3cWVbHd6WHhxlXoRoyg6rwL2fTpQiZ99BEXBKOTpTQDcpsNa59c1KMuRdO3L+eeNpFpC5ZxzcJ5hJubib3tNpqeegr36tVdzmdiOEzTv59Hbrfz6diJKJraeSA7CZvy0PEAQRA43W4meOlF7H3tZTLvuoNM4PWzLsI1cBRzDlB9qq1tPYKgwGweesh9HI6P69vI0KoYaoqG28ZajRjlMmZsK+GiBBv3ZCUSozpx4w7l5eWkUUskYQCyw+gLPyClFi75AF47Dd6fAdcsA9vP7+cWRZHVbS5GWwzU+QMsa2k/aBAKQBkfT/rcd2ieMwexowPNgAEYJ552pEcikfxqTtwzg0QikUgkEolEIvldi/h8yDTSYAyJRCKRSCSSo7W6ZjUAJyedfJxbIvlfUbWzFYBhUzPYs7Gepa/vZJWhmD6jEhlyehpag4pVH+6htthJ9rD4zhvsvye+Egehpg4MPwp6yVRy4q4feND1zGdmRcMNwxK6PK5KMRL7x4F4tzbi/Lqcphe3IbeqiXhDxN04CH+JE+eXpYRaOlDEdL2Ocq+uQVDLUWeYCDadOEGoyL4g1OEQBAFVphl/mbNzwIAYEXF+XYa6l+WAM8KHHD6CNR7EcARlop6OwhYAtP17DqP9FmxfWY3PG+KCu4ZhTznwYK78MUksfnUHoWCYKX/sT1JvC2qd4rCCZz2RK2WMvbA31XvaGHFmJu8+sJ4fllYyeXbfQ68s+cVYzuoFkejgXclvm6CQIWgVR1QRKlgfDTt6tzV1BqEigTDOz0vxfF8PAvuCuTLkVg3K5HB0vRq3FIQ6gYTdAdxratENikWVKoVMJRKJpCfa/nZ8HxfT8PQWTJPS0fa3dwmD+/Y6WGPcSozRQ1+3wA3Lb2CvY2+XbQgIxOpimZk3k0vyLkH9k4omlrOyCFS5aJtXhPLPQ1BYug9s9hW1Eqhox7WqBtsFOb/Mwf6GbW3cyv+t+T8ePflRBsQOON7NOaTClkIeWPtAZ/DhhoE3HNF107KKZdyz6h5idbG8POllUo37qz1pFJpj2eRfnL+iHcdnewnum1Qj7Azg29OG6A8hRsBXVAGAzKDENCkd/bCEo74m2ba8CmdzBxn9otfreaMTScuPwaLuoPqmm/Duq6CkP3kc1Tc9jGHcWGJv2D/pkyb32FfPkmk0GCeMJ+X556m65hqq/3QTgkqFdvBgYv98E7oRI3CvWEHLf94gZvbVyHRdK9co7HZSX5pDxSWXUHX99WTMnYtMp8O1bBmq7F6os45skhZRFKlPWk/DP4KIQhna2hj6jX2O2LjJCIIMh2MTwWAbSlUMVkvXaiGCIKDVJqPVJhMbOxmDoQ+7d9+LepdAtvYqbOdNg7vaaHj0USouuxzDhPEYxo5FnZsLokjdX+9F0GgwT59+xK/rj5kmn07TM88QrKtDm5hI37HJ9N0XZtVXZ2PKbeO0c0ag0uwfxtzevp02x3qys+8mMeFciooeRFOspnjmeDI//QRzrJXMgXY2fVlOSu5gkpJmUFn5GrGxk2goj57Ta4sdmFV5yJChQolSHg3tqDNMpPmjfXLFbcU0h5uJE4eRb8ljg2sTOoUOb8hLYUshg+O6Vslu7GgEIE538DDBsdQUCKKWyTApeg4kFm2oR6YQ6D8umYZPylBnZKA/5RTUOTnU3nsfyqQktAN77qsUBIGzbh5E0TVvElGoWXfSwwQELawD1v0Aosip6bm0vfUmmuzryaldRFChBacTz8aNGH5SKcb56QLCTc0kPPQQDY8+SuNj/yT5qae6LFO8qYHVr23A4i5nQKSB+qWx+C/qhdqkJdLRgeOjj5Hn9mWv+WQSpo5j2I2nd56vRVHEueAzmp5+BkEQME0/C7lBT07lQoyFX6McNpTEhx9Gf/KYA57jw+EIDWXt5I9N4vNGB3/aVUGSWsl7A3qRqYu+d2JV0ffKZLuJl6ub0MoErkw+eD9jH4OGz212BL+fsMOBwmrFEwrzeHk9r1Y1EaNS8Ja7Hn1zE9b77iV58mT+aM/g/Y7ZyOvr+VeSheH981DExnZruyIzi9aEJOwuJ7aZl+P87DM8q1YTc+WV+IuLcX72Gc6FnxNqbCTunnuY7+zgFKvxsEJQP6ZMSCDjg/cJNTejiIkh3RzPo2X15Og03J6Z0G35trb1mIz9USj0RESR0g4/29q9FLg62ObyUt4R4PwEKzenxx/w/QvRv+sXTU7WONzclhHfefw2pYJlw3N5qaqJd2tbWNzi5MncVCbbzZ3rbnZ6WNnm4tb0+CPuDz1WakoKOYlGhN5XHf3G9Ha47GN4bSK8eyHMXgK6nvvGD6TCF6AhEOLWDAvbXV6+bnZ2C+n1RKbREHfLLUfTeonkVycFoSQSiUQikUgkEslxIfp8yKSKUBKJRCKRSCRHbV3dOjLNmSQafr+VdyQnlurdrdiS9Iw8K4sRZ2ZSvbuNwlU1FCyvwtHgZcz52dQUOQBob+7AmvD7mkFbDEVwfLYXuU2DfkT3G8EHo7BoMJ/R80AYQSagHxKPtm8Mrm+qcK2uwTwlE1WSAZlKjvPLUny7WzGMSdj9a24AACAASURBVO5cJ9zux1vQjGFUIoJaHh24FIp0Vpv6NYhhkUBlO6o0Y5dZ28OuAMqf8bdXZ5rp2NZEuNWHIkaLv8yJe1UN7lU1GEYnITOpiLiDRDxBwp4gYYePUOOPgl8ykGkUqFKNKGy/rUFoP1axo4XkHOtBQ1AAWYPsjL04h4z+MZiOUdCh9/B4eg+PzmCdf3ISBd9UY7CoScw2kznwxJnx+H+JIAhwbCZgl5wA5EYlEVcAz8Z62ldWkXDb0B6rXfyYGBYJNkQHqHYUNGGekkmouYOWd3cRavRiOCUF75YG/CVOlMkGBJmAMk4HcoFAjRud9Nk9YbjX1CKGIhhPSzveTZFIJJITlm5oPDKtEueSclrf341ypR7T6RlocqwIgsDCPZ/xj5RXYDPItsjQKrT869R/YVabcfgctPpaafO3sa1xG09ufpKlFUuZO3Vul0GfglKO7fI8Gv/9A63v7SL2DwO6XT/5y6IVRTq2NRGZloVM23V4XcQfxrO+DkElO6qKtr+U9kA77+58l3N7n0uC/uddsx6KKIo8vflpytvLue3b2/hw+ofYND9vcO4vJRQJ4fA7UMlVaOQalDIlYTHMQ2sfIkYTw6ikUczZNoetjVu5c/id5FgPL+Tm9Dt5YO0DLK9cTt+Yvjx/2vPYtb+dyTcigTDBGjeqdBMRTxDn12V4tzQiN6mwXdIHf7kTz7o6UAjEXTcQVaqRiDeIv6Id18pqHJ/uxb2vf0KTZzvgIGpHgxdBBuZYXbfn/N4gu9bVkTM8ntOuyO983LdrF+WzbiDsdJL87+cwTZqEd3sz2uHXYpt18IlmjiX9yBGkv/cuEY8H7eDByNT771/rhg7FOnMmipiYHtfV5OaQ9NSTVN9wIzV/+QuGMWPwbtyI/frrj7g9jY1fUVExh7j4aVi3JOD6+ztwRQHC3VMRBAGrdeRhbys56WJ01WbqXrwF/Zxo5R3r5ZchBgI4Fy6k6cmnaHryKRSxsaiye+Fdt56EBx9AlXZsfrOazogGodoXLybmyiu7PGfQ59LSuhr1T86xFZWvIpcbSE6agUJhpH//52l67jlC9fU4F3xGzFVXctoVeXz0j00semUH5999O62tq9m5806aKu9DrpThcwdxNviwaCwohP3bl5vUpGlTkSGwoW4DYSIkqOMwZ6ayoWATj578KLd+eytbGrZ0C0I1eZuAXzcIdVlBKc2BEAsGZ5P2k4pEYkRk76YG0vvGoNYpCZSWoh0yBJlKReprr1Jx2eVU/eE60ue+g7p37x63L7a2INuyEuulM7jm7ql4XQFcLT5cLT72fN/AjtYJDKx4idEtDwCwc+if6bv9FVyLl3QGoSJeL+2LFtP84otoBgzActGFhFqaaX7u3xhPPwPD+HG0fjCPqs9Wwt6dnORv69y/HSg941N6L5xPoLISwmF2mU7B2Wcwk64a3vX7WxBI/NtD1NxyK/UP/Y3GJ/6FbsQIYgu/pSFrAqe+83y381MkHMHjDGCwqhEEgd2lDiqMArUpcl4pLGeYSc+b/TN7rDQ00mwgSa1keqzlkJWI0jQq2mKi3wvB2lq+Ccu4Z081Nf4gs5JiuDcrEdftr+K1WjFOGI8gEzg/3srL1SF06ZkMPbkfSlnPfQPDLQZemHElL6XFINNqMZx8Mm3vv0/Z+RfgKywEhQLD2LGY772XPSNHU/PDXu7KOrL7RNoB+8PNfxJF9nT4eaK8nmy9mrPjrCwvX0xN9ZuM7Pc4LlcBaWl/YE5lI09V1NMeilap1sgE+hm09DdqeaGykZerGrEqFQw16fhzWjxDzPv7ire5vDxQXMN6p4c+eg2zkrp+t6Zr1fwzJ4WZSTH8aWcFs7aXcUmijb9lJxMRRWbvKKc+EGSIScc4m+mIjvlwBQIBli5dyqBBg0hOTu7yXCQSQVaxBgERssYdmx3ae8OM9+Cdc2De5TDzU1Ac/tiq9Q43ACPN0aDau3Wt1PmDJGmkytSS3x8pCCWRSCQSiUQikUiOi4jfh6D+7Q5Ok0gkEolEIjkRBCNBtjRs4axeZx3vpkj+R4SCYWr3Oum3b/ZWQSaQmm8jNd/G5kXlrF9QStAX6ly+rd77uwtCuVbXEGrsIOaKfATlsU8oyNQKzFMyMU1O7xwgr7BrUdi1dBS1dQlCudfVgShiGJ2Ev6IdRAi1+qKD4H8FkY4QLe/twl/sQG5WYRiTjH5EAjKNgnB7AE2O9bC3pc6M3rD2lzpRxGjp2NaEoJKh7R+Le20tAIJShkyvRGZQorBFK2upM80gF/BsqMOzsR7d0F9vQMqx5mjw4mzsYMD41EMuK5PLGDA+5Rdry+CJadTucbBtRRU/LK3k/L8MJSHLfOgVJRLJAckNKsLuIN7tTYRbfATrvaiSDx56DLV0QEhE3duCv9iB86syPBvqEFRy7Ff1Q5NjRZWop3VeEcr46LlfUMhQJuoJ1rp/jcM6Yh07Cql/+G+oMzJIeuyx492cX1SkI4R7bS3afnaUPQwOlkgkkt8zb9BLRIx0eUwpV3ar1AT7Kpn0jUGTZ8O7rYn2pRW0vFGIKtPM1lNreTz8EkPl/bnslKv4pvIbZubPJD8mv9t2AP6z4z88vflpSp2l9LL06rp/uxbr+b1pfW83zkXlWM7MIuT0I3aEUCbo8Zc5kcdqCDf58P7QiH5kIsEGD4HKdgIVLnx7Wol4QghKGfoRiSdc9c452+bwzs53eG/3ezw4+kEmpE44ZpUSNtZvZEvjFi7IuYCFexdy+VeXk2PNwaK2YNVYsagt5NpyOSnxJEKREE9uepItjVvwBr08N+E5Ms1dJwbxBD04/A6SDckH2OOh+UI+Ptj9Ae/seodGb2Pn4wICSpmSQCTAk6c+yaT0SfSN6csLW19gxhcz+ODMDw4rDPXi1hf5tupbbh5yM1fkX9FZWea3on1xOe41tcgtaiK+EGIwgvHUFIwT0pCp5Wj725HrlShTjDR5Q+gbvJjjtGjzYtD0seHb2YpzURktb+9ElWnCcmavbr9h60udLHx2K6FghH6nJjPizEw0+v2v087VdYT8YQZM2H+t275kCbV334PcZCLj3blo8qOfZX+pA0EpQ3WIyUGONW3//gd8Thkff9B1jePGEX/XX2j4xz9xL1uO4dRTibn2miNqhz/QTNGeBzEa+9M3/ymEvnIaqqD1rbdRxMVjmjqF5pfmYD73HHSDBx96gwAlbQiigDon+n4XBIGY2VcTM/tqgg0NeFavwb16FZ616zBMPA3LxRcD0eDjHq8fTzjMQKMO+RGcR1QZGaj79MG1eEm3IJTekENd/SfR6lbKaP9RR0cljY1fk5Y2G4VifxXVUFMzAI5587BdeQVqnZIpf+zPx49tYtnrZZxy1T/ZVnA5qoSP6dPnZgq/q6F2jwObxoYoil32a0y3k+CNZW3tWgASDAmcnH8mg+MGMyZ5DJnmTLY0bmE2s7us99/zS6z215lswhEMUeCKTgB04dYSPhvSmwT1/s9VXYkDjzNA72HxRDo6CNbWYj7/PACUcXGk/ed1Ki69jMrZ15D+3ruoUrr3IbV98D6EQtguvzw6QZNZjd6sJiHLTHr/GD6s97BRbWFwQj3J/eLQe4fgaFyPctkyzOeeg/OTT2n/6isiHg+qjAwS7v0rgiBgv/Za3N+soP6BB1C8moJ/xw5ETQyy3v2InToK3eBBqHv3ZtENr5C18VVcK1YQdkUnAGlWJjP9un5dziH/pUpLI2P+x/gKCmh7/wPav/6aUP5Idsaew8nBCAqVnPbmDip3tlK1s5Xq3a0EfGEMVjVZoxO4Ru/GOckMfhdnxpr5d1462gNMTqKQCawa2QdNDwElURRpc6zHZOyHQmFEJgho9oVjduwp4Z/rC5nc2siMoJuYulpaKirw792LbdYsBFU0iHJhgpWXq5s41WpEfYAQFMBws57bc/vTPLIPZsA4eRKtb70Fokj8X+/BNG1aZ1Dz9cJydHIZZ9iPvv9OEAT+lZtKRUeAm3dVEoqINJS9SK64g7VbriSNMP9sTOELXy0TbEamx1kYZNTRW6dBsa+a5zaXly8bHTQFQyxqcjK1uZhz4yz8OT2el6oa+ai+DZtSweM5KVyaGNO53k/1NWhZNCyHJ8vqeb6yke9aXeToNTQFg9iUcp4pb2CczYTH42GlJ8gbtc3cmBZ3TMNRBQUFfP/992zfvp1Zs2ahVqtpamqiqamJuro6MoN7CSu0yFOGHbN9kjEGzn4RPrkGPrsRznsVBAHCQRDkcJD3zQanB4tCTq5egysUrRq+w90hBaEkv0tSEEoikUgkEolEIpEcF6LPjyBVhJJIJBKJRCI5KoXNhXSEOhiRMOJ4N0XyP6K+xEk4GCElr3vAZeCEVHasrKFmj4PkHAs1exw4GrzHoZW/nFCbD9fySjT5MWjzep4N+Ocq3dpEwYoqRp2bTXzG/hu0P60Souljw72+lkggjEwlRwyG8WyoQ5MXgyJGS9gTjLaxueNXCUKJoQhNL28j2NiB8bQ0AmVOnF+V0b68Ev2weER/GLnp8G+uKuJ0yPQK/GVOdIPj6NjRjDY/BtuFOZinZCCo5MhUBw6eqc7tjfn0DATtb/fWV8WOFgDS+x2b99bR0FvUXPTX4QR8Ieb+3zo2fl7KWTcf5iAriUTSI5lBSaDSRWTf+TpQ1X7IIFSwLjoYzDQhjaaydtyra1BnmbHNyEVuivaraQfFYmzu6BI+VSUZ8G5vRhTFYzbw+ViJeL00PfdvWt9+G0QR345C4u6+G4X18MOzvzXu9bWI/jDGcYcOukokEsnvgT/sZ3H5YuYVzaOgqaDb81qFlhdOe4HhCcN7XF+QCegHx6Hrb6dq3S4e2/ocSzaspbcvjceHP0JcehaT0icdtA1nZp3J05uf5pvKb7oFoQB0A2IJlEe/WwW1HM+6WsSQSOwfB1DhruCunOe4xDCN6YvlOBeVIQaiYS6ZQYk6y8Jm/S4qdhdxRcNAVEk9f5+LokjNil1sKlrPmbMuo0MZ4NYVt9LH1oebh96MUnbsAzX1nnrm7Z7HuJRx1HpquWXFLWSYMpjRZwbTe03HpDryQcGhSIgXtr5AnDaOu0fczdjksczdNZeK9gq2+bfh8DkIidGJUZ4Z9wzV7mrm7prLiIQRVLuquWfVPbwz9R1CkRDfVX/H4vLFfFf9HWExzAfTPiDXlvuz21TQVMC9q++lvL2cEQkjuLrf1YQjYfxhP76wD3/IT7o5nUnpkxAEgUvzLmVyxmTOXnA2T256kpcnvdy5LX/Yz9bGrYQiIcYkRyudtPpa+aT4E87MOpNr+h9ZsOV4ivhCeDY1oMo0IchlCCo55ikZXYLZgkzANDGd2mIHC57cAoDGoCQh00T2sHhyRsSj6WPF83097csqaXq5gLg/D0a5rzJxS42bz/+9Da1JRUofKzu+rWbPhnpGTM+k7ynJuFp8bF1WSXKOhdhUIxGfj8bHH6ftvffRDBhAyvP/Rhm3f0ITf6kTVYbpkJVTTzTWWbMIO9uJeNzE3XEHgvLnfb6bm1ewc9edBINtCIKS/LzHkMmi/Rvx99xNqLmJxieeoPnFF4l4PLQvWkTG+++h7tX9/PZTvj17kBmNKBK6V4hTxsdjOf88LOef1+XaYUmzkwf21lDWEQDArJAzKcbE+fFWxlqNBwws9CRaFepZgvX1KH/UBoM++pl3u4uwWk8CoLLqPwiCnNTUK7tsI9QcDUIFystxf/stRCKYhwxhwqw8lrxWyM5lKRhSJxPO+o6s9L9SsV1N7V4HGb0yCEQCXbalTjeRtiWB9Yro91OiORmz2tz5uR8SN4QlFUuIiBFkwv734X+DUL9WRajN7dE+1XuzEnmmooELt+7l08G9se+rTlT8fSMKlYyMAXYCpXuix5aV1bm+KjWV1Ndfo2LmLCqvnk3Gu3NRxO4PcYmRCM6P52M49dQeK4CpNApOv6Yfqz5UkTX7YgxWNQmLyikx9sdWtZGKSy5F0GoxnXEGlgvORztkSOf7R1AqSXr8McrOPQ9fSRk7+l7LwDsvIfekrpWK7BecjX/rh9R8ugyvO4xSZWH0VSOJSz/wd5UgCGgHDkQ7cCAJD9xPcUEr4htFLH97F00VLpxN0fCYwaYme1g8tkQ9Vbtbea+gDudoA2ftCTD74nyGm/XIDnCtXF//Gf5AI+lp13Z7LhIJUlR0P7V1H6LVZjCg/4sYDLnEpEWDZspHHuYFz75JSZRK/CkpqNLTMZwylpg//KFzO30NWu7ISGCCzdhtHz82bF8Fpe+dHnrpNOiGDiVn0/fIDV1/exR7fCxodHBjWhwmxZFP3OXz1VFS8i/i4s7Abj+N//TLZMrmPTy4cyPPsANBGU9asJwQCuoV+TzVJ5lLEnquFjjQqGOgMfp980h2mBerGnm2ooFPGx2oBIEb0+K4OT0e42G0Vy2T8ddeSUy2m/nzrkpWtLr4U1ocCWol9xXX8HZpNZ9++x3rM/NQCjJWtZUyLdbMg9nJpB5l+EcURTZs2IDdbicQCPDKK690ed5kMnGGsh7SxsARhKXP+2Ev/Q1aHurdQyh8wIXgqIBvHgZrJvS/AN4+G/Kmw9QnDrjNDQ4PJ+tlyDzN5BuilTsL3R1MPgYhOYnkRPPbvRskkUgkEolEIpFIftMiPh9y0y9boloikUgkEonk9+77+u8BDjh4SCI51qp2tyGTCST1tnR7TqGSM/LsLJa/uYshp6fTWufB0fj7CkI5Pi8FwDI96xBLHp6V7xWx47saBAE+f24r59w2BPuPZj32OPzsXl/H4ElpaHKtuFfX4C9xoM2LwftDExFvCOPJSQAoYqKDkEItHcekbYfi+b6eYL2XmJl5aPvaAQhUu3B9V91ZwUlmOvzJLwRBQJVhxl/ixLstemzagdEBGnLD4d2wlumOzUBCMSLSWOkiLs2I8DMG9/SkrKCZH5ZUYLBqsCXqsSbqsCXqMcVqkf9kYFdFYQvWBB3mWO1R7fNYUmkUDJ6cztr5e6ktdvT42ZdIJIdHblARdvg7/x+odMFJB18nWO8BGahSjVimZiIGIxjGJnc5NwmCgHlSepf1lMkGxI31hNv8KGzHtyK7d9Mm/GVlmKZMoeOHH6h/4EGCtbVYLr4Y09SpVF5xBa6lS7FedNFxbecvJRII415dgybXesjgm0QikRxLoihS5apie/N2atw1zMyfiVbx839nBsNBgpEgOuWhJ1sQRZE3Ct/gjR1v4PA7yDBlcMOgG9Apuq77YdGH/HX1X5l/1vwDBnNq3DW8seMNFlQsIGgKcnHz6VzaPJWYyw6vKmqcLo7+9v6sqFrBhLQJ3L3qbq7udzVTMqd0LmOemom/sh3X8krkNg2RVh+t84pYal5Ha7iNFzRzaU11crX9ckwZdlRpJuRWNSExxBMf3URrfCvnVlyCvYcgVNDrZ+5HL/Nq6D1cOg9rlm/HrfPxfcP3bKjfQGFLIS+c9sJhva47mndw7ZJrSTIkMThuMGdknMGQ+CFdBuj/10vbXkJE5J6R92DX2llcvpgPij7gnxv/ybNbnmVq5lQu6XNJt9BRnbsOk9qEXtlzRWdP0MMdK+/gh8YfeHDUg6jlaiakTWBC2oTOZURRxOl3ct2y67h/7f0EwgHGpYzjuQnPsbxyObd+eyuzvppFibOEjlAHMZoYzs0+lyUVS3hg7QPMnToXhWz/UMZH1j/CkvIlDEsYxsiEkYxMHEm6Kb1zsHWVq4orF12JXWvnlUmvMCpp1CFfSwC71s51A67jiU1P8GHRh3iCHtbVrmNL4xb84ehvtXemvMOguEG8u+td/GE/V/e7+rC2faLxbGpA9IexTMtCldJ9sL1rxQr8RUVYLr6Ysm3NyBQCYy/KoaG8ndpiB8ve2Enx9w2Mu6wPhpOS0OTF0PjsFlrf3UXcDYMQlDK2Li1H4XczZWpflED/vwxlzWelrJpXzI6VNfi8IcSwyJgLeyOGw1TffDOeld9hu+oqYm+9BZlq//V+2B0g1OBFN+i3V+lZEARi/3zTEa3r9ZZRuPNW1OpE0lKvxmIZgcGw/zMqyGQkPfYYNR0+In4f9uuuo+aOO6m89lpS58xBk3Pwymb+PcWoe/c+5AQJ/33+3xUN/L20jjy9hn/mpGBRyFnR6mJRs5OPG9qwKxWcHWfhvHgrQ0y6Q27XODkahHItWYJt1qzOx/97jG7PHqzWkwgG26it/ZiE+LPQqLuGtkItLeiGDcNXXEz19TcAoB08mOy336JxYipbl1WRmD8Wc78lRDTLSeo9jOrdbfxt5t/gJ81TpZtIXZfAemM0CJVk7/q9MiR+CPOL57PXsbdL1bimjiYsagsq+a9TUWWT04NcgKuT7Qwz67l0WwkztpXwamIiVavr2bWuDvmwGEZs3s179cXRY9sXhKro8JOsVqHJySHt5TlUXD2bymuuJf3tt5Cbo0EIX0EBoaYmTNOmHrANsWlGzrtjaOf/E7LMbIzpj/z084gdMxDT1KndAjn/pc7KIuPDeSyeW0ZIbiFnZPcg3oDxqWxLH4C2YDNyhRZ1fl/yRif2sLWeybRaYtOi/VTlBc0k51oZMCGF1Dwblvj9782Bp6XywvIdmD1+LlTrGWk58HVZW9t6du66E5CRnDSjS2WyYNDJ9h030ta2jqSkGTQ3L+f7TeeT1+dRMhJOotlsQZTJ2XnFNVx97lSUiYkIip6H6AuCwB2Z3V+Tn+qtU2NRyPmkoQ13OMKZsRYSenjNn6loQCOT8cfUozt/1tZ+SH3DAuobFqDX9yY97Tre6nsa87d/AH6Bk4a+y7aC69CoE/li8IDD3q5eIefOzESmxlr4tKGNmUkxpGt//qTJw8x6lg7P4ZsWF6fbTYREeKa8gb9UNENmPn19LuZPHMXbtS08Xd7ANy27+HN6PNenxqE5woBtaWkpTU1NnHPOOaSnp1NQUIDJZCI2Nha73Y6mvQxefAiyT/vZ2672BVjrcLPe4ebiRBv5hh5+q4+9HdrK4bvHYePL4HPC5jdh7B1g7F6xsNEfpLTDz5tFj8PK7RhuKSBTq2KH+9e5ZyCR/NqkIJREIpFIJBKJRCI5LkSfDyHu1ykdL5FIJBKJRHIicvqdfFr8KbG6WKZlTTuibWys30iONQer5vc7g77kxBEORyjb2kR8pgmVpufbC7kjE0jINGOJ12GJ1/2uKkJ17GrBt7MF0xkZKKxHP6jc3eZnx3c15I9JZPDkdD575gcWPvsD594+BGvCvtk+vyyjcFUterOa3OHxCGo53h8a0fSx4VpTgzJRjyozOoBBrlciaBWEmn/5m5piMEL7iipUGSY0+furF6lSjMRcmkeo1UfHzha0fX9eZSPdwFhaC1to+2gPglaBpvevf27zeYIs/c9OKgtb6D8+hVHn9GL1x8WYYjQMPSOjx3UCvhC1xQ7S8m3IfnRTvfSHJha/ugO9VY271U/x9w2dz8nkApZ4HYYfvZdqitroP/7wBnb+mvqdmszWpZVsWFjKObcNPuGqyxytjZ+XktYvhoRMaVZUyS9LZtwX1hSig+8CVa5DrhOs86CI1SEoZBhGJx32vv5bmSJQ4z5uQaiI30/9/ffj/GwhAA1//wdiRweqrCzS576DbtgwRFFEmZ6Ga9Hi320QyrOxnognhHG8VA1KIpH8ckRRZHHFYho8DbQH2ilsKWRH8w6cfmfnMnatnfN6n/eztvtd9Xfcv+Z+WnwtJOoTyTJnkWJMQS1Xo5KrUMlUKOVK9Eo941PH80XpFzy75VlOTj6ZK/pewciEkT3+dhwSN4SZX8/kgTUP8Pexf+8S0CpxlPD69tf5quwrBEHg7F5nc1W/q4jZqSRY50FuPPwB6ONTx/PcD89xy4pbKG8v5y/f/YVWXyuX5V0GgKCQETMzH8/6OgwnJ9P2STHewia+zd7M6MTRJBgSeL/4E5YHN3CN5hrON5+PQhBYUraEel8DyGBzxUZOH5XRZb9bdm/k0dUPs0dZziBDP7IbkviYJdAG94+6H4Wg4P6197O4fDHn9j73kMfx/A/PI5fJidXFsrBkIfOK5pGoT2Ra1jSmZU4j25oNwKrqVXxa/CmX5V1GkiH6u2F6r+lM7zWdnS07+bDoQ74s/ZJP937Ks+OfZVzqOABe2PoCc7bNASDFkMKIxBGMSBjByMSR2LV26j313Lj8RkocJTww6gHOzzm/x3YKgoBFY+HxUx7nws8vRC6Tc+9J9yIIAhPTJ3JRzkUsrVjKtKxpnJFxBsPihyGXyRmaMJQ7V97J3J1zubLflQAsr1zOvKJ5DIodxPbm7SytWApAgj6BiWkTuW3Ybby2/TUEBN6Z8g7x+u4DgQ9mRp8ZvL/7fR5e/zAAvcy9uDDnQoYlDOPvG/7OI+sf4b6T7uP93e8zIW0CWZZjMxnKr0mMiLjX1fL/7J13eFRV+sc/d3rLJJNMei8khNBDF5CiFAEVC2JbFWw/u66rq66r7q5t17Wsrqsu6qqsXVApgigKCEgvgQQSSE8mZZJJJple7u+PUSCbAEkAUbyf55lnkplzzj0zc++559z7ft+vKtXYSQQV9Hpp+OvfsC1cCID1tX8jxgwlp88Q+iSlkjc6C+QKdn9bzfeLD/L+nzcx9tI+5IyKw3RpNk1vFWJ9ey/hM9PQvPkXRjbuobX+AlRZU5BvVjN5ShqNExJZ/8lB5HKBWXcNwRSvo+Gpp3CsWUvco49gmju3U589ZaExS53561ib+f1tNDSsoLziXwiCgkEDF6DVduEIAshUKpJf+deh/5NffYWqm26m/NI5xP/lz4TPmtVlPVEU8RQXH1PsciQVLg+Pl1qYGR3Oi7mpaH+4xnFhrAlPMMjqJjuf1NtYaGni9RorqRoVF8WauC01Br28a1cXdUY66uxs7Cs7CqFUqhgUigja2/cDUF29kGDQRUpKZ/c1v7UR/fARRMy5FNeu3ShiYmh87jkaX3iB0XffQ2Nln2ytagAAIABJREFUGzWFoEvNxFK/kJi0iRRvrkfmUqGP6Ci2UMbpSQ2ExkhtQEN4dMdrV0NjhgLw2IbHmJMzh8kpkzGoDNQ764nWndrYhpZ6Jzu+rGDotDS2tDrI02vRK+SMDNPxuNbEffYmLqko5urv28gbEsNHg7RYbHb27SmiryCgSk1lQXUjfyipYWS4nlfz0ogbPJjkl16k8sabaPznP4l78EFq3V5qlyxHr1BgOPvsbvcvJtWIqFTRPHEe2Rce343MEZZIdWMNZ12S0OV8QBumIveGmdTetw6V30H0hKt69H0BRMbrufovo9GHq5Eruxa6VLm97JT5uTEhirPGd72uFsUgzc3fsbfwtygU4fh8zTQ1rSU2NnTfxuWqZOeu63G5KumX+1fi4y/G47mTPXvuYG/hPeTE3sC8h/+GW6XiveG5qEzHdnrqLjJB4CyTgWWNray1tbOv3c0zfTuuLb9ttrO43sZNydGHHMN6S6N1FeHhQ0lKvIryilcoLLoXjSaRs4NuwkxnodOlM3zYJ71uP8+gJa8rsU8P0MvlzIoJCeBUwEeDMnjxk8WITY0kuh0Yzh3NHamxXBRr4tEDNTxdVseHdc18NqQPMeruJ9EKiiKNLS2sXr0avV5P//79USgUnP3jMeN1wvrnYP3zoNRDzvRjN9gF3zaHrgupZQKPHqjhg0GZnY8VQYCZz4G9Fup2I172X/jgKoQtC2DSQx2Kljo9PFRSTbS3iT4VKyHoh7oC8gxhkhBK4oyl16OeIAjJwNtAHBAEXhNF8QVBEB4FbgAafyj6oCiKy3+o8wAwHwgAd4iiuPIE+i4hISEhISEhISEh8Qsm6HEjU5/ejLQSEhISEhISEqeD8tZyFhYt5PODn+Pyu1DIFPQ39yfVmHr8ykfgDXjZ2bCTS7IvOUU9lZDoyM5VldjqnEy7qf9RywhCSNwBYIrVUbbb+lN175Qi+gK0LClFEaMlbGzXQSk9pbKwCYCBk5KJiNVxwV1DWPT37Xz23A5m35uPxqBk/+aQcGbL8nKyR8RiGB1P25pqHKm1+OudmC7N7nBzVGHW4m9yn5T+HYv2zRaCdi/Gy3K6DGRQRGp69T3pBkajjNXRvtGCMl6PoOhdps6jIQZFAv4gClXXwTmNlW188WoBjhYPKf0iKfimmoPbG3C2egFQqhUMPEKo5Hb42P1NNbtXV+Fx+skYEs3Eq/pStN5C8ZY6rFXtxGUYmXX7YFRaBV63n5Z6JzaLg2aLk2aLA0eLhx+/wtg0I7mju5/59qdCqZKTPz2VdR+UUL3fRnLfyNPdpZOGo9XDlmXllO22MufB4WecyEvi58WP7nbKBAOaHBP2lRUEnb5jutn56hyoUnvuqK6M04NMwFfbDgPMve7ziWBfupTWzz4n6oYbMEycQMuiRaiSkoicN+9Q5n9BEDBOm07TggX4m5tRRJ454wuA6A/SvrYaVXo46rRfR0CvhITET48oijyx6Qne3/8+ADJBRmZEJpNTJtPf3J8B5gHc9vVtrK1e220hlNPn5O9b/86HxR/Sx9SHy/peRoW9grLWMvY27cUT8OAL+PCL/kN1ntr8FEExyHnp5/HkuCe7dCv6kQHRA7hr6F38fdvf2ffZPkbEj6CqrYqqtirqHHVoFVquyL2C3/T7DXH6H9wSjuOi2BWTUibxjx3/oNxezjNnP8Py0uU8tfkpojRRTEufBoAiXE341DQAjJNS2Fa6mQZlE3dnzWJG+gymp0/n5Z0v88SmJ3i94HWuH3A9i0oWkWpMpba1hu9btjCVkJjX7rXz9Iq/sKR5BSaZkb/kPsL5wy+m+d19ZDekEZwayaXZlyKKIi/teIl1NeuOK4Ta3bib9bXruWvoXcwfMB+nz8nqqtUsK13Gm3veZEHBAvpG9uWclHN4q/At+pj6cPuQzq40/aL68eiYR7k7/25uXHUj9629jz+O/iNVbVW8susVpqVNI9uUzR7rHlZVrGJRySIgJBBq9bbi8rt4efLLjEkcc9zvPdWYyutTXidI8PDvBzw8+mEeHv1wp/JTU6eyNGkpr+5+lQuzLsQv+nlsw2PkRubyxtQ3UMgUVLZVssmyiQ21G1hYtBCLw8KaqjXMyZnTYxEUgEqu4sVJL7LPto8RcSOI0R120BBFkbu/vZurv7iaOH0cdwy5o8ftn25EX5DmD/cTaHITMT29w3veigpq7r4Hd2EhkddcQ/iFF1D3yusYv16Nsvw7Sle9CHI5qqQkIqKjOQc5TfVe6jeLtEXqSJ4xlvALp9K6pISKK58msn4XMnMm3r2LEFu2okgcRlPNQHR9+3DxtbkoE/XYP3yf0nffxVtejunqq7sUQQW9AZxb6xFUsjPaRTMY9NNs+446y2IarasIBj3odOkM6P/yUUVQXaHNyyPj08VU334HlkceJWzKFGTqzu4qnn37CLa1oenXr1vtbm51APDbtLhDIqgfUctkTI+OYHp0BHZ/gOWNLSyub+H5inocgSB/6nP0/odNm4r1xZfw1TegjA0db4IgYDDk0NKyCZ+vlarqt4mKmoDB0NHhShRF/I1WDuoMjJ01i/DzzwfAZ6mlacHraIcNY8r1Y/j46a1oPdNxOl8izPI+MAy71dVJCCXIBTJNIRFPtN+E0txRlJEUlsTvR/yehYUL+cP6P/Dn7//MxOSJlNhKSAtP69b32Btq9tv44tUCPE4/FSUtbJ+s42JTOFuXl7N3XQ3tNg9XZOtYOFjDN1cmckFeKss3FwEQKChAnZXF641tPHwgJILa3ebinC37+Ve/VMaNGYNhwtm0rfyS2N//nr+XWZi6ahX6/GHIjd1fbyrVcsxJBurKWo9fGChab0EmF8jpwg3qR/SjD7v5aQYc/ZrzsTCajy2s+cDSDMD1/RKQYWX79t/h8VqBAKIYegQCTnw+GypVNEOGvMP27VfQaP2K2NgZtLRuY/fumxHFAEMGv4XJNBIAtTqGIUPeYc/eO7E2voNbN4kotZ7Rx3Cc6g0v5qbyUIaPPx2s4asmO6IoHrp+tcHWznUFZeQaNNyV2vPz4ZG4XFW0txfRJ+tB4uIuIDb2fJqavqW84hVaW7eSmHg5QAeXrNPFkd+B3mYlpryE3NxcKou2YVv1DNGT7yBJo2NB/3S+brJz5e5SPqq3cWtKDFavH58YJF59dHF9icPN9TuKqWl3cHVDAxedOxbF27NgwCUwbB4UfgpfPgytVZB3EZz7J4joefKTb5rtJKiV3JwczR8P1PKupZkrE7pILCZXwpUfE/S7mbqrin8kTiB3ywIYezeodDj8AZ6rqOfVqkbUMoF3fesRgj/M0w+son/ylSxtbKXdH8Cg6Pq6uITEL5UTkX/6gd+KorhdEIQwYJsgCKt+eO85URSfObKwIAj9gLlAHpAAfCUIQrYoioET6IOEhISEhISEhISExC8U0e1B0PTc7lpCQkJCQkJC4pdGk6uJTZZN+II+vqr4ijXVa1DIFKHMvRkzuOubu/jblr/x0uSXut1mIBjg7cK3cQfcDI8bfgp7LyERotniYPPSMjKHxpA5JOb4FYCIWD2uNgtuhw+NvvvZFn+O2L+pItDsxnzDgJMmzqnc24Q+Qk1kQsj9KSJWxwV3Dmbxs9v57Pkd9BkWg98TYNiMNLYuK2f/pnqyxybSvr6WlqWlyAxKdIM6ZqJVRmnwlNtPSv+ORtAboO3bKtQZ4WgyI056+8pYPaYLs056u6U7G9n0eSkt9U5yRsVhMGmoL7PTb2w8mUNiKFxfy9r3itGGKbno3nxiUsP4+u0iyndbmXHLQArX17Luw2Lc7V5yRsWzd10Ne9bU4PMESBtoJipBz7YVFZTvthIMiMSmGxl9USb9xyceclBTaRTEpBqJ6YWo4XTTb2wCO76sZNNnpSTlmM4YwVBjRSjzqrWqnYo9TaSdJsGIxK8DmSF0LlRnRqBKDo0D3qo2NDldi3+CLj+BFg/KUfoeb0tQylAlGXBsqUM/LBZF1IllXO4Njg0bkUebib7nbgRBQDd0aJfljNOn0fTqq9TcfQ8RF83GMHFij4Lxfs44tzcQsHsxXZJ9/MISEr9iAoEgcvnJFcD/WihqKmJBwQK+rPiSa/pdw82Dbg45Nck7BnaOSxrH8tLl+AI+lPJjCHCDPlaVr+LlXS9Taa/k2rxruX3I7Z3a+5GgGMQX9FHvqOfTA5/S7mvnd8N+d0wR1I9c2/9a8sx5PLHpCb6t+pbksGSGxw6nj6kPF2ZdeFKcrzPCMxgeN5x+kf2YmjaVScmTmP/lfB5e/zCpxlRyo3I7lFclGtgwaD/qNjWTkichCAKj4kcxMm4k31u+5+WdL/P4pscBeHT0oyzdvpitnt0E3X5kGgV/WvYwq1q/5dLAedw5+36MkaHPoO4TwbiCwcSa84FQ8P+4pHGsLF+JL+hDKTv8mzQ6G1lSuoQdDTtw+Bw0OhuJUEdwed9Q8LFOqWNmxkxmZsykydXEivIVLCtdxks7XyJcHc4LE19Ap9Qd9TsJV4fzz8n/5KrlV/HAugcAmJA8gSfHPYlCFlq3BIIB9tn2scmyic2WzehVeh4Z/QjZpu6fzwZED+h2WUEQuGvoXVz0+UW8VvAa+5r34fQ7eWLsE4f211RjKqnGVObkzDnkYKWUKZnXf163t/O/ZJmyDrlpHcnklMnMzZlLQAxwd/7dhKlOf8B3dxBFkbY11Th3NCC6/ATsXsJnZKDtf3iNY//iCyx/eBgUCpJe/idhkyYBYJt5BxtdU5lzTSTKpho8paV4y8oJNDcj93kwh3lx+R14KyuxPbeB9otqUdVX4q/ehrr/pSgzz0GbVYdj3TKcWxaDuAj39iTav8mHQCXe4h1ohw4l/oYbCL/wgk5995S20vxxMQGbG+OUNIQz8JzQ3r4fi+UT6uo/w+u1olBEkBA/h7i4CzEaB/Vqja0wmzH/381U3XgTzs2bMYwb16lMy6LFCEolxilTutXm1lYHBrmMbP2xk5kaFXLmxkcxNz6KO4oqeKfWyu2pMUSruj7HGKdOxfqPF2n78ksirz7s+pOSMp/du29k67aL8fmaSU25sVPdoN0OPh8f+GQEbG1MiAytFWIfeADXzl1Y7v896Z8u5opHR9L09nb2mMH5/QKSq1qwW3OJz+p87SozKQcaQkIoubFzvMKVuVdyRd8r2NW4i2Wly1hRvoIWTwtjEjqKQb0uf8jxV3NiLjztNjdLX95NmEnN2Vfk8N/PinEGRdqXVrOp0ktSXxPjLssmbUAUo6yt3FpYwbRtxQRFuDHeRFrJPmzTp/Ong7VMNRtZkJdOqcvD9XvKmLPrIPelx3HdlCm0f/U1rl27qCm3ktxQx8pZs8ntoj+iKPJ1cxtDwnRE/Y/DUFxGOEUbLQQDwQ6u6EcS8AfZ8WUlu7+pJmtoNNpjuDkqoqNRZ2fjKS5G2793Qqjj8YW1hZHhepI1KvbseZpW+w7MUZNAkCETFD88KzFFjiEmegoymRqzeRKNjV9ita6mYM+tqNXxDB70OjpdR3GpTKYkIf5SGhtXcpaymPyEychP8jUznVxGhk7NdHMEK6x2CtpdDAzTsbXVwVUFpSRpVHwwKItwZe/2w0DABYg0Wr8CwGw+Bwidn83miZjNE/F46lGrT0xodbIoLy/ngw8+YPLkyeTn57N161aUSiXnTZlMa9EjRG+yQOliuOQNiM1jcpSRgWFalja0cFNSNDO2FVPh9pKuVTEmwkCeQUuTz0+tx0et20etx0u5y0swGCCg1jLs6usYULMYKjeEHhtfguZSiB0As1+FtLN69Tn8QZF1tjZmRkdwXWI0q5vauHd/FQFR5KqEKGT/ux/JZKxu81PQ7uIB82w+rfkG8d+T+H7onTzfqqEsqOGKxCTu6ZNJ7GsfQ9o4cLdAyVfk5Yac9na3uRhjOgVi42AQij6DvrNAfmLjoYRET+n1HieKogWw/PB3myAIRcCxZOkXAO+LougBygRBOACMADb2tg8SEhISEhISEhISEr9cRLcbmeanD8KQkJCQkJCQkPipeXLzk6wsXwlApCaSmwbdxGU5l2HWhgIRbhx4I89te453i97lspzLkMuOnZFtZ8NOntj0BEXNRZyVcBZnJfbuRouERHcRRZG17xejVMsZP7f7gU8RsaH5fku9k7iMn7cLghgUcbZ50YWpEGQdbzL6Wzy0ralGNyTmpAl/goEgVUU2ModGdwh2iUo0cP4dg/nsuR1sX1lJTJqRETPTKd9tZfc3VeSOiUc/Op72tTUYRsV3EmUpzFqcuxoRfUEE5akJHHJsshBs82G8vGcudqeTnV9Vsv7jA0TE6sgZGUfxpnoCgSDaMBUrXm0iMSeCmv0tJPU1MeX6PLQ/uLZMviaXYEBErpCR2NfE6reK2LKsnC3LyhEEyBoWS/60VKJ+yFYdHqOjosDK4HNTfvb7fE9RKOXkT09jzbv7zyjBUEOFHUEAfYSabV+Uk9o/6owReUn8/FDG6EAuoO0XGXJsEo4thPLVhbKxK+N6JoRqX7MG+/LliAEZPmskDf+G2FuHIj9G8NnJRgwGcWzciH7sWcc9ptQ5OZjvuJ2WDz6k9v7fg1KJae5c4h568Cfq7alBDIjY11ShTDKg7nPyhcMSEmcKdWWtfP7CTiZe1Zc+w34ewZW/FN7a+xbPbH0GjVzDLYNv4eaBNx91zB2fOJ6Piz9mW8M2RsV3tlZq97bzSckn/Lfov1gcFtKMaSyYsoAR8SOO2QeZIEMtV5NiTOGOoT13zRkeN5zFFyzucb3uIggCb0x949D/SrmSZyc8y9ylc7nzmzt5b8Z7RGlDWfdr2mt4cceLrLCvYGra1A5iIkEQGJ0wmlHxo9ho2cjWuq3MypxFU00dL3peoeZgGa54kS9bv+Ey3wwenPcEgvzwb6HJCgmi3MW20HyAkDjtk5JP2Nmwk+Fxw2n3tvPm3jd5p/AdXH4XacY0ItQROH1Obht8W5fipihtFFfmXsmVuVdSaa9ELpOTaDi+o4xZa+bjWR9T0lKCVqEl25TdQbwml8nJi8ojLyrvhIRGPSHLlMXMjJm8U/gOAI+PfbxLkRLALYNuISgGidRE9soN6ngIgsBDox466e2eSsRAENviAzi31qNKMyKP0aEbFI26Txj25ctpX78eX0Ulzq1b0Q4aROKzf0eZeHhfKd9tJTLZiPmsfCD/qNtptrRTeP1viVq0EK8gUDPiNwT6Tmb8eWnoBo/HfMMcfA0NtK38Evvy5bh2fAYyBbEP/RHTVXM7jVFBbwD7ynLaN9QiN2mIvmEg6jNoLR0IOLHZvqem5j2sTasRBCVm80Ti42YTFTUBmezE5+e6kSMRdDravv66kxAq6PVi//xzws49B3lE9+aj2+1Ohhp1PRJy3JEay0d1Nl6rauShzIQuy6gzM1Glp+P47rsOQqho82RSU26iovJVjGEDiYjofN7xW0Nu883GcJ4pq+NsUxiCICBTq0l6/jnKLrqYmnt+S+pb/6H9w6XIb1XCEDNZqz6ltXIujOrsvB2RHktmZTJ9hLRO1wF/RBAEBscMZnDMYO4bcR/b6reRFdFxXFr28m4UKhmzbh/cZRvBoEjZrkbSBpqPKfre8MkBxKDIzNsGYTRrCZd7oKWZi0YnMWxeNKYj1oQXxZpwBYL8dn8VM6LDuc7ditvt4tnIBBQCPJWdhFImkKPXsCI/m/uKq3m6rI5d0Wncr1TStGIleVUNACzI6s/olnZGHuFg5AwEuXd/FYvqbVwWF8kLuSkd+hqXYaTg22oaq9qJTeuYwKKxqo3lL++m3eYBoM+wGM6+su9RP/ePRFx8EY7vNyEPP/nHv8XjZW+7mz9kxNPaup36hqWkpd1KZsY9x6wXbT4Hi+Vjdu2+EYMhlyGD30Kl6nrtbjKNRCZT8UhsBTlpR3e/OlEmRYUhAKusoSRYV+w+SKxKwceDszCrei8+2b37ZlrtO1EowjDoc9DpOl/z/bmIoNxuN4sXL8btdrN06VI2b95MQ0MDI0aMIOy7vxCGhW26CeQ7C+G1iTD1cRh+PTOjI3ii1MK/qhqocHu5JiEKi8fHksYW/mtpRgBiVAri1Sqy9RomR4bh/OxD3h86gbVOPzO2v4OYMJS9cWOILfqYlolP0mfcTXCMe3mOQIDHD1r4oK4ZnVxGuEKOUSEnXCHHrFIwwKDF7g8yIdKIUibw5oB0riso477iap4tr2dWTDjnx5jIN+oOiaLerLYSrVJQEp3PH4c9w62FzzJ65c2M7qoDk/8I9Xth/QuMUPvRymS8X9d0aoRQexfBJ/NhztvQr7PgWULiVHJSpHeCIKQBQ4BNwFnAbYIg/AbYSsg1ykZIJPX9EdWqOYpwShCEG4EbAVJSUroqIiEhISEhISEhISHxCyfodkuOUBISEhISEhJnPK2eVlZXrubiPhdzbd61xBviUcs7zoGuyr2KtdVreXLzkyw+sJh/Tv4nMboY3tv3Hjvqd+AJeA49nH4nhU2FxOhieObsZ5iSOkUK2JY45ZQXNFGz38a4y7LRGbsfpBERGwrU+jkKoWr227CUtmKzOGi2OGipc+L3BRl3WR8GTkzuUNa9vxkCImH/8/qJUFdmx+vyk5oX1em9mFQjM28fzIrXCsifloogCKT0i2LnV5UEAkHCzk6GgIhhTOfgEkWMDkTwNThRJZ78m5ohN6hq1FkRv5jgpLJdjaz/5AAZQ6KZen0eMrmMMRdngQgKlYyv3izk4I5G8qenMmJWBrIjAmAEQUCuCP2vVMmZekN/Bk5soXq/jT7DY4mI6RiMmDsmntwxnQNszhRyx8SzfWUFm5eUnTGCoYaKNkzxegacncia94qxHGwloYts0RISJwNFlJbER8ccEqoqY3W4ipoJm5zS5fF0SAgV3z0hlCiKND73PE2vvYbcZAJBINDcjGfvFwTqLiPhyXnItT+NQ6OnpIRAczP60WOOW1YQBKJvuQXzzTfj3r2bpjfexPbOO0Recw2qpOMHc/9ccRU0EmhyE3FV7hkxXkpInCr2rKnB5w6w+u0iIuP1hwTmEsfG6rLy8s6XGZs4lqfHP41RdWwnvZHxI1HJVKypWoNCULCzcSdlrWVEaiLxB/2H3JzyY/N5YMQDnJ18drdcnX6JmLVmXpj0Atd8cQ33fHsPC6YsQCFTcO+393Kw9SBX5l7JDQNu6LKuIAiMSRhzyBFkXM4EXqx8hY/2fcSBg5Vog2quGzSvgwgKQBGpCSWt2NmApm8kSrOWUfGjUMgUrK5cTbGtmFd3vYrNY2Na2jRuH3I7Kcaexcv1tLxBZWBIzJBul/fVORCDIqqEU3eM3jL4Fr6q/IoLMi/g/Mzzj1pOEARuH3L7KevHL42gJ0Dzu0W499sIm5SM8dxUgg4ntoXvUDX/PwRaW5GbTChTkjHfcgvm/7sZQXl4TtjS4KT2QAvDZ6QfYyshIuMNjPj4RXbd/jiltnCsusGMHByDbvBh53BlTAyRV19F5NVX4dhWQtM7+9AMGInoDdD6ZQWyMBUKkxrRG6RtTTV+qwv96HjCp6cjUx07OdQvCZttEzt3zScYdKFUmshIv5vExCuOKqToLTK1GsNZZ9G++hvERx7pMO9sX72aQGsr4bMv6lZbjkCAQoeLO1J6JnjI0mk4PyaCBdWNVLu9jIgwMCJcT65e08HRRNO/P86tWzvVz8i4B0GQER09tct5s70+JNpRms1stTtZc4QrlCotjbg//4na395L1c03462oQK9Jx5/iRkDEWWkhEOjPx09tZciUFLKHh0Qq6pQwni2/F31295K8KGXKTkJit8NH7YEWZDIBr9vfpSvUnjU1rPugmHOu60fOyK4FMjXFNkq2NjB8RhpGcyiplFUvI6xNxjnjUrv8Tq5MiCJbryFLp0b88APcwOb0bG5OjiFeffjarV4h56XcFEaG63mopIbLBw8l+f33ucTjwT7zfOQxMTx6oJZl+X2QCQIVLg/z9pRR2O4mXatieWMLT2cnoTlCxJWYbUKhlLHkHzsZdWEm/cYmHLqWtvnzUnyeACNmpWNODiNtQPeuHUVecw2R11xz3HK94eumkBP45CgjJfvvQKWKITXlpuP3KXIscrkBjSaeIYP/c8xjVy7XERE+glbbus4uPieRaJWSfKOOj+qbeb2mEaNCzkeDs4hV936d73JV0Wz7DlGMIhCwIJdPOHkdPgWsXLkSu93Otddey9atWykuLmbWrFkMzYyB5y+nNuUCllRm4B5zHWMa3kFYfi8cXM2sc5/hCeDJUgt9dGqezE5CJggERJEGr48opQKV7PB+Xl5ezn/a7YzWKKg5uAEai3g7/4/cb5iMdtQcXEGRyQUVPJwVT199x+TPzkCQRfU2/llZT5nLy8WxJnRyGa3+AHZfgBZfgJ12Jx/V2ZAB438QJmnlMt4emM6yxlY+b2jh7dom/l1tJVGtZGZMBCPC9axutnN3WiyJahW/3T+cpSMX8ld9HZN0AWQeO7hbwW0PCbT6XQDGBPjuWcKrvuPy+HzeqW3iwYwE4k5gn+lEwAer/wKx/UOOUBISPzEnLIQSBMEAfALcJYqiXRCEfwF/BsQfnv8OzAO6GuHFrtoURfE14DWAYcOGdVlGQkJCQkJCQkJCQuKXiyiKiB4PMrXmdHdFQkJCQkJCQuKUsqx0Gb6gj8v7Xk5aeFqXZVRyFW9MfYOV5St5ZMMj/G7N75iWPo0nNj1Bgj4Bg8qAWq5GLVdjUpu4ceCNzO8/v8tswBISJ5uAP8iGTw5gitORN77rrK5HwxitRSYTsNU7T1Hvekf1vmY+e34nAAaTmsh4PYnZJsp2WzmwtaGTEMpzoAV5uBpFdO8cbb1uPyVb6ind2ciImRnEphup3NOEIBNI6mvqsk58ZjjXPnXYRSMyQU8wINJS7yQqwUDErMwu6/0YLO+ztJ8SIZRzSx1Bhw/jOb+MJHaNlW18+fpeYlLCOOe6fsh+CNwkG/9aAAAgAElEQVTQ6A/f7J16Y3+crV70Ed1L1BGfFUH8r1QoI1fIGD4jjdVv76Nsl5WMwdEn3Kbb4aN0ZyOuNi9OuxdXmw+n3YvPE0BnVJE+yEy/s7o39hRtsNBuczNs+tEzOh+JKIo0VNhJ7R9Fzqh4Niw+SNH6WkkIJXFKOdKtzzA2EdvHJbh2NXYIHv0Rn8WBoFUg76YI2bFhA02vvUb4RRcR98gfEVQq2r76ioan/077iucp3bWM+McfxDCmsxPIycaxfgMA+tHd35Ygk6EdPJiY++6j7csvaVvxBVHXX3+qunjKaVtTjSJGh6ZfZ9GzhIRECK/bz8HtDaQPMlNfZmf5KwXMeWAYat1PI9r8JfPKrlfwBrzcP/z+44qgAHRKHcPjhrOwaCELixYCEK2NptXTSkAMcG7quVyTdw39zf1Pddd/FuRF5fGnMX/i/nX389TmpxibOJY9TXt4bMxjXNSne4IBgJz4XDLEZN5sfw+Aq+3nEz8ko8uyhrEJtHxeSv0zW1GlGtH2N5Mfk3/o9xgZN5K78+8mz5zXqa4oivhq2lEmGLo1zz3ZBNq9NP67AEEuEHf/iE5Cr5NFUlgSqy9djV7ZMzfMXzOBNi/Wt/biq2knYnYWmiwVjf/4B7Z33yPY2ophwgQif3M1ulGjEGRdixsLvq1GJhPIG9e9dZdKq2L4gsdI2G+jYE0NfUcf3f1ENySL1i+acBU147e6aF9f2+F9uUmN+YYBJ819++dCIOChaN+DqNXR9M35CxERw5DJTl1yUMOkSbStWoVz02aQCbj3FuLeswfH99+jiItDP6ZLr5BO7LQ7CYiQH97zY/CRzAQEYGOLg8UNLQCYFHLGmsI4OzKM8SYD+pxs7EuW8MH+MqZlJBOuDIUuy2QKMjPv7dSmt6ICmcHAvsoazMD8QX3Z41Fw/Z5yxpoM/CEzgSydhvAZM3Bu2ULL+x8gMxoxJo+g1vIRoiDirqmjucaBtaqdXV9VHRJCyXRKwgcmoE4//jn0aFTvs4EIwYBIbUlLJ+dst8PH5qWlobJFzV0KoYKBIOs+KCYsUsPQqYddeCweHwka1TFFRMN/+J1qtm3HY45GmRDPLSmd15WCIPCbRDPftzr4tH8+d2zZxPqB+cz+82M82OLkzn2VfFjXTLxaxc17ywkCCwdmoBAELtt1kK+b7cyIPnyM6iPUXPLAMNa9X8yad/dTtL6W8ZfnoFDKKC9oYsSs9G4JK38qvm6yk6hWkqF08l3rVjIy7kGhOP4+LpdrGTH8c1SqSBSKsOOWj4oaT8mBJ3C7a9Fojj2eBoNefL5W5HJNt9o+knOjwnmyzEKcSsnHg7NI0pyYs1xt7SIAtm+biF6vxWoNolJuIz//6O6Ap4v9+/ezY8cOxo4dS2pqKqmpqQQCAeRyORz4CoDo8fMYsKuJVRt2sifuHK44awRh3z9Deu1kxg17lXXBcG5JiTkkWJMLQgfx4I+UlZURTjv3uNbjKfkIl1zLnzWjeSgjnvlJ0bxZY+WFijombd7PlQlR3JAUzTfNdpY3trKzzYknKJJn0PDx4EzGmjr/xs5AkPctTQSBCOVhGYdKJmN2rInZsSba/AFWWkOiqDeqrbxa1YhcgKsToohVKYlWKRgZridceYzfKmkEqMOhZBU3TpnGmzVW3qhu5MGjuPf1GFGE7W+BrQwu/wCOMteQkDiVnJAQShAEJSER1H9FUVwEIIpi/RHv/xtY+sO/1cCRdw+TgI6zWwkJCQkJCQkJCQmJXwWiJ2SHLmgkIZSEhISEhITEmc2nBz4lNzKXnMicY5aTCTKmp08nKAb5/brfs71hO2MTx/LSpJeQy86cbKg/EgwEDwkSAAKBIHUHW4mI0XVbjCDx01BV2ExLvZPpNw1ALu/ZjSy5XEZ4rI76Mvsp6l3v2LOmBo1eyZV/GtVBEKPSKtiyrAyn3XvI+UoMingOtqDJ7bn7TUOFnb3f1VKyuR6fJ3AoXdx5twxk/6Y6ErMjjhnkeeT2ohJDN+ibax1EHSMDtyJKi6CS4asNuYi4ippQxhtQnKTjyrGzEWW8HnXaz98Nqt3mYdk/d6ExKDnvloEoj5JZWhAEadzpATkj49i2ooKNiw/SUGEnKsFAn+E9yxZ9JN9/VsretTUAKDVytGEqdGEq1DoF1qo2qoqayRoag0p77FualXubWP1OEYjgbPUy/vLs4x6z7TYPrjYfMalGlGo5fYbFUry5jnFzso+7PQmJyutvQDdsGOabj59J+mjohsbSvqGW1i/K0eZFISg7jlO+OgfKOH23zz/OzVtALifuDw8hU4fGNeO55xI2cSINL7yDbeG/qZp3HcYZM0j469MI8lM3x3Rs3IgqIwNl3NEDY4+GKikRzaCBtC5fflwhlOj1YnvvPcRAkKh51/W2uycd0RfEZ3FgPCfltASs/xIQg0EQBMkt61fOgW0N+L1Bhk5NRQyKfPrsDla9UciMWwb+ao4db8DL5rrN7GjYwYi4EQyPG37IiamqrYqy1jIanY00OBtocDWEnp0NFNuKmZM956gJV7riytwrkQkypqVPY2LyRMJUYQSCATwBz68y0cp5Geex37afN/a8wcqKlaSEpTArs2dZ7GWCjPcu/oB1b3xGmauC2f1mdzqf/4hhVALafmYcW+tw7bHSuqyU2ROmQTxcl3cdYxLGIAgCoi9IoNWDwnw4EYdjk4WWTw+iHxlHxIVZP/nY2bKklKDDB4Qck7WnUORrUEmucN3FZ3VhfWMPwTYvxnPDaVvxGtWLFiN6PBjOmYz5xhvRDhx4zDa8Lj9FGyxk5cegD+/Zujgxx0RiTtfJXX5EkAlociJx7bXiLhbQ5EYSeVkOgVYPyAQUJg2C4swLmq6ofBWXq5zBg98iMvKsU749w4SzQSaj8tprD72miItDO2QwkVf/ptvz/m32UCKjocaenxMSNCpeyUtDFEUq3V42tzpYZ2tjbXM7SxpDwqiZopbfAm98u5EvfbAgL+2o41nQ7aZ87uXoRoygIjkDM5Cflszbai1vVlv5vNHGffurWTQkC4DYBx7AV1OLftRI3EYdQYuHgEmJr76Rhgo7yVWrsTr7Y6vrhykudI0t6vK+Pf6cR1JV1IxSI0cMiFQVNXcQQgUDQTYuPojX6cecbKBqnw1RFDt93j1ra2mqcTDtpv4ojrhuVevxkdBNxxbnjh1EjxjGltF5xzw/zI6J4Jr8MXjUGg4MHcb1Wg2XatS8XWvlDyU1OANBsvUa3uyfTrpOjT8oYlYqWFRv6yCEAohKMHDB3UMo2VLP+o8P8PHTWwmL1KBUyxkwIalb/f4p8ASDrLW1cXGsCbt9BwARESO6XV+nSz1+oR+IjBoPB57AYvmEtLTbEAQBj9dKa8s2Wlu3YW/bg0oVhVymodH6NX5/KwBZmfeTmnpjt7czJ95EocPFvWlxpGl7fz3T6/WiVCqprPqIlpZYZs++nrS0ND788EOWLFmC2WwmNbX7n/9U43A4+Pzzz4mNjWXChAmHXpf/OL5ZSwBQxvXj4qwY+vbty9KlS3n+ey8XDPsrAzbdzYOtX/O7+Cu5KNYEzWWw6RXwtIXck2QKEH54lslJ2bWBs9mJbF0QgH8lXcaf+udwRXxoDnRrSgxz4yJ5rqKO/9RYeae2CYCBBi3XJZqZZg5nZPjRr+fo5DLmJR07wVSYQs4lcZFcEhdJq8/PCqsdjfywcGuKuRvX5+UKyJwAB74m7XwV50WH80aNlVyDlgtjIk5sTvnNE7D2GRADkDwKsqf2vi0JiROg11fxhdAR8DpQJIris0e8Hi+KouWHf2cDe374+3PgXUEQngUSgD7A5t5uX0JCQkJCQkJCQkLil4vodgMg00jBZhISEhISEhJnLkVNRRQ1F/HAiAe6XWdGxgyKbcVsqdvC0+OfPiNFUM0WBx8/vZX4zAgGTkyisrCJki31uNp8KFQyhk5NZci5KR1u/v7a8XkDfPrsDrwuP2qdArVOGXrWKmi2OGiudZA9IpZhM9LQGk4sC+T/YiltRSYTSM6L7FX9rKHRbFleTluzm7DI058IwdHioXSXlUGTkzuIoIJOH0lNTkplAuUF1kMONL7adoJOP5o+3c9O7LR7WfbybhrK7SiUMrKGxZA3LpHKwma2LC1j+4oK2m0exl9+bIHkkZhi9QgygeYfBE7/i88bYP3HBxh8TjLKeAPe2nYC7V6a3i5EEaMj5tbByI5zTImiSPv6WjR9IlDGds6M6m9y4atqI3x6Wrf7fbrwuv0se3kXXk+Ai3+X3+OALomjI5PLGHVBJiv/vYdtX1SgUMpIH2Tu1ZgdDAQ5uL2BjCHRnHNdv05itbrSVj756zZKdzaSPSKW8t1NBAJBFEoZXncAn9uP1x3A4/Kzd20NUQl6knIi2bW6irCojtmUu6KhIiTSjE4NZWbNPSuewu9qKdlaT964xB5/njMdMRA4pcKZk4m/uRnrK6/gLthD0OEg+q47CZs06ajlxWAQ144dqFJTUZjNRy13qH2bDcd33+HcupWISy9BEdW7YGBBJhAxM4PG1wpoW1eDcdJhtz0xKOKrc6Af1n0hkWvbNjT9+iHTdQxcFBQKYn97HdpBZ9P44svYly3DUyUQ9+DvDjlRiaJI1fU3IHo8xD32KOrMrp0Hu0OgtTX03cye3es2jNOm0/D003jLy1GlpXVZxlNaRvUtt+AtLwdBwDjjPJSxvRdmnkwC9lASKPkvSGjrq6mh5dNPkWk0aAcPRncKM4D7bTZKZ8wk0NaG3GhEHh4eehiNyCPCkZsi0Y8bi37kSASFJEw9U/G4/OxZU4MpTkdsuhFBEBg7pw9r3y9my7IyRszq2lXnTMDhc7CuZh2rK1azrmYd7b52AF7b/RqpxlSuzbuWElsJ7+17DxHxUL1ITSSxulhidDEMix3G/w3+vx5td1zSOMYljevwmlwmRyf79YmgfuSOIXdQbCvmu5rvuH/4/ShlPXcj04WFMfnKi2n9spzw8cd2wJAbVRgnpWCclELjggKGbFEy/b5Xkanl+G1uHJssOLbUEXT4ibouD21OJEGXH/uqCmQ6BY5NdSATMJ6Tilx/9L6KokjQ7kX+P+ugQLuXtnU1+CwOoq7K7bRGdJfYaFtTjegPQlBEDIrgD81JwiYl49hSj2OT5ZQKoX4KRFEk0OTuIDb7uSH6g3gOtuAqagYgfEoqsiMSqYhBkaZ3CvFbDiI611Nz22qQywm/4Hyi5s1DnXH8MVQURbZ/WYHPHejkjH0y0faLxLktlFffODkFmUaBTHNmnt/dbgulZS9gsXxMbOwsoiLH/iTbVZhMxP3xjwRszWjy8tDk5fV4jeINBlndZCdTqyZS2fvfRxAEUrVqUrVqLo2LRBRFip0e1ja3sUPuB+BqZzP3NrayqN7GxXFdX2+0L1tGwGbDuW0bVoUOv1yBLtJEniDwTN9ksvVq/niglk0t7YyMMCBTq0n592u0+wM8vXsZUwF/nIjY0kxdQRV9Dn6C2mtj/6bhjLqg92udHxFFkarCZpJyTAR8QaoKQ8dqIBCkeFMd276ooLXRxYCJSUQl6Pn2v/tpqXceEmEBuNq8bF5SSlJfUyfHbYvHSz/D8d2qfLW1+C0WtPPmdRA0+P3tKBQdhaUTIo1EaFQsHzScW8JK2Lf/U3KyH+WJ7CRmbSthZkwEz+Uko1eEzg0KmcAFMREstDTR5g8Qpuh4zhAEgewRcaQOMLN5SSkF31QzZEpqh+utPzVWr58Sp5sSh5sDTg8F7U4cgSDnRBlpadmKIKgwhh1bINpb9LosIiJGUlr2PNamb/D5WnC5KgCQyVQYDLm02ffg87dgjpqIMXwItbUfUlP7PikpN3T4/ZzOciorF5CSMh+druPcIl6t4tW8tGP2JRj04HRW4A+04fcffgT87Xi9rVRU7qOhvgqTKQqV2oLXM52srJDQ+tJLL+XFF19k1apVzJ8//2eRuEIURZYtW4bL5eLqq69G0dUa0VoCmnDQh46lvLw8UlNTWbJkCYs27ces6cOg0s/4atZjsP4F+OZxEGSgM0PQHxLzBEMPUfST4A1QHT+NlNmPsNBlIE6jZ3ZsR/FvlErBX/okMS8xmuWNLUyMMpJnODVzi3Clgsvie3d/hqxzofAzqN/LI5l9uNFdwf8VVrCo3sZT2Ukk9sZVzFYO6/4O6eNDj0GXw89gX5H4dXIis8qzgKuBAkEQdv7w2oPA5YIgDAZEoBy4CUAUxb2CIHwIFAJ+4FZRFAMnsH0JCQkJCQkJCQkJiV8owR+EUJIjlISEhISEhMSZzMKihWgVWmZkzOhRvbvz7z5FPTr9iEGRb/+7DwGoO9hC5d4mZAqB9AFmMvNjOLitgc1LyihcX8uYi7LIyo/5WdxsO92U7WykodxOSl5UKFi7zUtLvQOPy48xSktCdgQF31azb6OFodNSGTgp+ajuNz2lvqyVqCRDr9vLGRXPlmXl7N9Ux7DTKKAJBkXam90UfleLGBTJG5tw6L1Auxfr63sIWhyMDFNwYFsDuaPjAXAfCGWtVWceWwjVbnPjdvgxJxnYtKQUa1Ub4y7LJmdk7CHXp7AoDdu+KGfzkjLCY7Sk9e9+UIpcKSMiRktTTXuX729fUcHetTXojCr6JOhxbm/AXdQMIvjrnbR8dpDIS7OPuQ333iZal5bijNcTc/uQTln4nbsaAdAOOna2ytNNMCiy6o1CmqrbmXHrIKISpYziJ5us/BhS+o2ntqSFZS/vpqakhdS8ngdDVu+34W73kTMirssxJjbdiNGsYf+mOtqa3WxeUtZlOzKZgDFay/SbB2A0a2m1utj6RTm5Z8UfUxzaUNGGTCZgTgrtI7FpRkzxegrW1JA9sus+/ZLxlJbh2LABz8EDqBIT0eTlASD6AyAGQRQRRRGCIiCCKKJKTUWZkkLDU0/R8skiIi6bg/mmm3ot/DnV+CwWWj5ZRPPbbxN0ONDl5yP6/VTfcScxd92J58BBfNXVCCoVglKJoFIiKJW4C4vwlpdjmDCB5Ff+ddztuAsKgFCin+Y33yTm3nt73Wd1RgSavCjavq1CPywWuTEUsBywuRG9QZRxnYWpXRH0enEVFGCaO/eoZcImp4PiTqz/9ODZvRTr6+mkvHgLAK4dO3GsXw8KBWUXzsZ8y/8RNX8+gqrnATFNb7yJ6HIRceklPa77I8ZpU2l4+mnqn3qaqOvnox06FEF22C0g6HRSfcftBOx24h59lLpHH8W+dClR8+f3epsnk4DdC9ApAP3nit9mo2LePHwVlYdeM0yahGH8eOThRmRGI3JjOPJwI8rERAS5HNt772F97d+oUlKIvOY3xxQb/i8t779PoLkZ02+uRnR7CLS2EmhtxdfYgKekBL/VSvN//oMyJYXUd95BGRtzKj72rxpHiwdduOq0rbUq9jTx9VuFuNp9TL4m91A/+p+dSEO5nS3LyolJNZI28Pji1F8auxt3M3/lfNwBN5GaSKamTWVSyiQGxwxmTdUaFhYt5LGNjyEgMLfvXM5LP49YXSxmrRml/PQFFp+pyGVynjn7Gb63fM/E5Im9bkdh1hJ1RW6P6hinpNL48i5aPj9I0OnDvS8URK/JjcJvdWH7qBjlbUNoW1NF0Okn5rYhOLbW4dhowbG5Dm1/M/rhcagzwjus3XxWFy2fHcBT0kL4jHTCxiURsHtpW1uNY5MlJHISwbmtHsPow+vioDdA84fFIIDSrAWlDJlMAJmAOisC4+SQYLvtmyr8NjcK0y/3/p5jo4WWJQeJu3/ESXNP/hHRF0RQdu1wFHT7afn8IP5mN9HXD+jkhBR0+3EVNeMubMJdbEP0BBCUMsSAiHt/M+Zr8g7NDZ07G3B8+z7e/UuRGQxEzbsO09W/6fY5s63ZzTcL91FV2EzGkGhi048vuOgt6j4mBKUMVXo4qqSwU7ad04UoBmhqWktN7fs0NX0DyElJnkd6+h0/aT9Mcy/rdd39Dje3Flawp93Fw5kJx6/QAwRBIEevIUevQUwyUxIZyURrHcOMOh4qqWGaOfyQ8OZHRFGk+e13AAhYrcQVF+GLjOwwb7kqwcw/Khp4vqKe9yIOX/fZ1OpgUYspJIRKkqMutFO/pYQEIAorhZvqGTkr44SdJ1sbXLQ1uxk6NQWfN8iGTw6wbUU5e9fW0tbsxpysZfAVL5OUOp0I3RUAVBXZ0BpUCHIBtVbB95+V4nMHGDeno6O1LyjS4PUTr1bS3r4fQVCg13ct3mr76msA9KNHHXrN46lnw8YJpKTcSGbG4fsMSpnAzOgI3q5tYrBvBTU13xIfdyGDwoewd2x/DHJZp7nhRbEmXq+xsryx9agiDLVWwbg52Qybnob6NIig7P4AN+wpp6DdSbPvcDi6ViaQpdNwZXwkZ0eGUVCxDWNYHnL5qVmjCYLAkMFvU1P7LjU176LX9yEx8XIiwvMJC8tDJuu8XblMQ9G+32Nv2024cRCiGKS65r8cOPA0waCLtvZ9DMv/EEHomXPe7oJbaGr6tsv3RFHA71cSZdYgCOV4vRoGDbru0G+vUqmYMGECS5YsYd++feTm9mx+cyrYs2cPhYWFTJ48mbijuU5bi8Gc3UGMYzAYmDt3Ljt27GDT53uZ7f4y5GD0zV+g70w4729g7Djm1dTU8MUXX1BdXc21U6+FmDSuOk7/MnRqbkvteVIW544d2Bb+l0B7GxGzL8I47RQ5KmWdE3o+sIqUsf1Zlt+HBdWNPFVax9mb9/FQZgLXJESxq82FXICBYd1IkrD2byEHrQv/xUGFiU0tDgrrq7kxKZqUE3Aqk5DoDb0WQomi+B3Q1Yxg+THqPA483tttSkhISEhISEhISEicGRx2hPrl3iiRkJCQkJCQkDgWdY46lpcu57K+lxGuDj/d3ek2jlYP+zZaKN9tJX9a2kkPPCtYU4PlQCsTr+5L2gAzloMtJGabDmWK7DMslpr9NtZ9VMKXC/ZS8G014+dmYz4DAyV6wv7v6wiL1DDz1oFHvVHfXOtg46cH+f7TUgq+rWHk+enkjIoPBS71kmAgSH152yFRUG8Ij9aS0CeCfRst5E9LPS3Blkc6NAEk5piIiA3d0Au0eWn8d8H/s3fe4VFV+f9/3el9Jr0npCeUBEKVKiAoTRARe1t7213X7q7u7le26NrL7qqrrqgoIoKNIiKgdJQW0gik9zaTmUwv9/fHYDSSQKjq/ub1PHngmTn33HPv3HvuOed+3p83vg4XposyaP/4MAPqrDQs2g5+EUEuQR6rQarvOxC8ucrKpy/uw+P0cc5F6ZRsbmDIuYnkTU7sUU5rVJJeEE35rmbypySdcNBFeLyOtlrbUZ93tjrY/Xkww2hzpZVBo2Owuxvp2tqAxKBAOyIG25e1KNOMaIf3/lJW9AfoXFOFoJTibbTj2NPSo2zA5cOxtxVFigGZ6ec9jyvf2UTV/jYmXpZFygmIzUKcGAq1jMScMKRyCTUH2olO0bPj40oKpidj6Gdm9UPftCBXSUke3HswzXfZhb9ZXUXDQQsZI6IZMXMAfm8AhUqGXCVFqZYhlfcM1jlnXjrvPbaDb9dUM35BZq91d7Y6KN3aSFSKHplc2r2/kTMH8PnrRax4cjczb8tDF/bLf3nvrqyk/T//oXPFSggEkOh0BLp6F1X2hkSvJ2CzoRkzBvM7S7CtWUvKkiUoEk+/a1bA5cLX1o6/rRVfezu+1jZ8bW0oUlIwzpnd6zai14tt40YsH3yA/evNEAignTSRmPvuQ5mRgd9mo/bGm2h58ikkBgOqrCwCDgei1xv883iQRkagTUmm6+uv8bW1HdcVyrlvPwgCusmT6VjyLsrsbNTDhqFITDzmdn1hmpFKU2kHnWuru0Wr3qagA6A8rn9CKFdREaLbjXp4QZ9lBEHAcG4S+nFPUzH3Uhyb/ouzbB6qtFja/7sYiV5P6ofLaX3mGVqfex7r6jXE/WUR6iFD+n0svrY2Ot56C8PMmaj6ETDlrrEiUcmQR/cMtJHHxRFx0410LH6Lro0bkcXEYLjgfAwzZiDRaml94UU8hytIfu0/aMeOpXPlSjpXriT8R5nQfyr8nUccoQyn16nzxNrQiausDHV+Po6dO2l85FEIBFBmpKNIz0CZno4iLRW/2UL766/ha2wiZckSlBnpmN99j/aXX6bryy+Pqlc1cCCmhQtpemwRqtxcPLU1NP7hEXSbJiDIjx/4GHC76XhnCdoJE4h9+OHey7hcdG3YQMPv/0DdHXeQ8PRTuIpLUGZmnJJbWYggdWVmPnp2D/mTkxh3ScZpvWc6W50oNbJenQB8AR+LixfzVe1XjPrqckw6E3PuGkpU8vdzPUEQmHRFNu0Ndta9XsSlfxjV73HFL4V3S99FLpXz8rSXyY/K7+ECPSd9DrPTZvNN8zfo5DpyI376wNOzgRgIAPQQvJ5NtHItU5OnnvX9KpMNqHKCTjkSnRz9uUloR8chMynxNtlpfnEPTX/fCYBmRAyKBB2KhAy0o+Jw7GrCvrsF575WpBEqtCNj0RbEYD1k5pGiGqZ3+hmTYqDzs0o8VVacZR0QENEMjUY/OQnz+wfp2lyPdnRc97y0a0sDAZuHqFvzUA7ofR1LOzIW24ZaujbXY5rzy+yPRVGka3sDiMHx1ukUQvmtbpr+8Q2GCwagH9dzrOyu6qRjaRl+ixtEgm6gP3BhcpWb6Xj/IAGbB4lejiY/CtXACFTpRjyNdtoXF2P5tIKoG4cg+gJYv6jB17ADzahRJL70IlJ9/9bNRFGkeHMDW5YfQhRh4mVZDJ54Zt1wJQopUTfn/aKcMo+HKIo4nTU0N39MQ8P7uNwNyOURJCfdSELCFajVJzcvONsERJHX69tYdLgBjVTCm0NSOT/yzK1jC4KAMjsLz8GD3DMglsv3V7DLaufc8J5CPMeuXbjLymieN5+YlR8y5NBB5AMH9iijkUq4NSmKRRWN7LbaKTAE502FNgddgj0cRkcAACAASURBVB4nYWhSvCj2diK1BhP7aO3BJCuNhy3EZ/Z0djlRKo4kC0rMDcfvDbB1OWxfWUFMqoGJl2ehiNhESekeqmuqSBx7JYZIFQc21bHj4wqUahljL86geEsD+VOSCI/vOedr9ngZXbibCW9uYf/NVbg9zeTnvUx4+Lij2mFZuQLVoEEoMzK6P2tv/5pAwENV1YtoNenExl7Y/d0VcRF82GzG4CnDD9Q3LMVoHHaU2xOAy9XAUF0kySoFK5rNx3WjUR9ZO+30+jCegqvYibKz084ms40Lo00MN2jI1KjI1KpIUMqRHBnn+v1urNYDJCVde0bbIpHISEq8hqTEa/pVPirqfErLHqW56WMU8khKSh/AbN5GePgEwsPGcujw49Q3vEdiwhX9boPTWUt7+0bi4hYQHT0DmUyPRNCyZ08ZX3/9DSqVgTlzLiQ7O5va2lpqaqrJyRnWo46hQ4eybds2vvjiC7KyspCeoDu4zWZjw4YNTJo0CaPx1PoUq9XKZ599RmJiImPHju27YFs5ZBw9nhMEgYKCAvbuGI+3ZQPyDYsgIgPHjOf5dM16hg4dSlZWFlarlfXr17Nv3z60Wi1z585lQB/u1KeLjsWL6Vr/JRKdjubiEvRTJp9UMprjYoiDmCFwaD2MvxupIHBLUjQXRBq5v6yOhw7W8VRlE21eHwaZhH1jB6OW9jEutzUhHvoC9r6LZ8QNPNMGz1eXEiDYL0+PMIaEUCHOOv+bPqMhQoQIESJEiBAhQoT4WRNwB4MBBOXPO4AuRIgQIUKECBHiZFlSuoQAAa7KPV6+uJ8P9QfNrH65ELfdh0It44s3i7nsD6NPSxB4c5WVHR8dprbETGJOGLlj4xAEgfRhR2eqTcgOY+HDIynZ0sCOjytY9vdvGHtRBnlTEn8Wga1nG7vFTW1JB8NnDDimcCY8Xsus2/NoKDezZflhvlxcStmOJqZdPwjtSQabtDfY8bn9xKadWmbgnHNi+XJxKfUHLSRmn1qgwXf4PH5KtzdRvquZjOHRDDn36CATURSpKzOz8Z0yHBY3Y+dnBEUXA4Mv7n2dbtpeLcRvdRN5/SBU6Sa6vAEcHx2mXRRIGBSOu7TjmA5I7fVdrHxmD2qdHF2Yki0fHEKukjJi5oBey4+cNQCpVCDnJMRlEQlaDu9pwevx93Cq2bzsEFKphMRsEy1VVmQXpQHgbbSjHRWL4bwUPFVWLCsPoUjUIY85OqjevrMJX5uTiGsGYv2yhs7VlbiK2/FZ3Pg6XIhOHwCmeT//YLfK/e1ojAoGTzqzwVwhQKaQkpAVRnVRO6IIRV/VY2m2M/e3w47bX/u9ASr2tpKWH9UtROqNrFExfLOqCqVezqTLslHpjh9kHx6vJfucOAo31tHRYEcmlyBXSpEppMgUEuQKKQd3NRPwi0y5umeAcebIGGRKKeteK2LZ33cx6/Y8olOCfWD5N814nD4GTfj5X1u+tjasq1bR+fEnuA4cALmc8KuvJvy6a5HFxuLv6MBdfghBKgGpLPh8EQSQSAChO4Ouc/8+HDt2Ypg9C8O0abiKi6m+7npqb7iBlCXv9OkMFXC7cezciaBQIo+LRZ6U1Oc14dy7l44lS+jauImA1drnMUm0WvRTvndq8Hd10fHGfzEvXYq/rQ1ZdDQRt9yM6eKLewiSpHo9yW+8jvPAATRDh/YZVOI+fJiKTbPp/ORTIq6/7pjn11m4H2VGBtH33kv1FVfQcN/9IJFgWrCAqF/fdVwh1Y+RRarRjYun6+t6dGPjUSTo8DbaQQBZTD8y8QLO3bsB0AwfftyyglxO7KI/U3PFpTT/9UlUQy6ka906jBcvRJGURMLTT2OYPZumP/2ZqksvI+ru3xJ5003HrddvsdD05z8jut1E3nVn9+e+DhfeFgfqnODzVxRF3IctWNfX4Km0Ik/QEXPXsKPqi77nHiJuuZWuDRuwrlmDecm7dLy5uPv7qLvvRnskEMo4by5Nf/oz7pISVD8KkvwpOBuOUM59+/DU1iH6vODzIfr8iD4fos+Lr7UVy9L3CXR1IdFoCDgcKDMzUQ0ahPvwYSzLlyM6HN11CSoV8U88gaYg+DtE3nIz4ddfh7+jA7/VSsBqxW+14q1voO3FF2n6059Q5uSQ8tZi7Nt3UHf77XRt3ox+8vHdVKyffIK/re2Y95lEpcIwYwaCUkndHXdyePr3mbEVaWnop01DP20aqkED+z0/cFg97F5bzYAhESTmHDuI838FvzdA5f42Wqqt5I6NI+yIi8i3q6sQBIF9X9aiUEsZNSet53b+ABvfKqWxopO0/CiSBoYTPcCAUn10eFFrjY3CTXWMnpOGzexi+dO72B+zieLEr0EiIhcUKCQK5IICJ3aavY0ASDQxPLbwwR4iqO+QKaRccPNg3n5kGyVbGxl9YdpRZX6pOH1O1tesZ2bqTApieheuCoLAyNiRZ7llZw5vY2PQKdDlDAqeAiIEAghKJaYFFyO63dTfex+6KZOJ++Mff+rmnnXCFmTiqbWhygzr4Q4kj9UScVkO7ioryjQjqh/MoxVxWhQXpmOcMQDngXa6djZhXVOF9fMqnstQ8kGqgqJMHeuHZ9G+uBhnSQeagmgM5yYhOyIs1E1IoGNJKc79rchjtXga7dg21aLKDe9TBAUgC1OhHRFL17ZGtGPikEf1b5zyc8JTZcXX4gTA1+KA0/hMcJWaEb0BOldVokwzoYjTIvpFrF/WYPuyBmmYiqjb8rFtqsP2ZQ2KZD2+difO/W24D1nwaWS0ZoYjxGpQGxSonX5U1TYEwBWvI1BuJuDw4jjQhq+pnYCtFe34q/stgvqhC1RClokp1+SeNbGpIunUEhyJokhj03IEpMTGXogg9D2HFEURl6uWzs49gIBWl4VWk9rDjcXj6UAuNx6znt7r9lNR8Qx19Uvw+ToBCA8bT0bmw0RFTkUi+elE8CdKk9vLb0tq2Gi2MTXcwDM5SUQrT93Nx+l0IggCqj6SoaqysjEvXcoInQqpANstRwuhzG+9hWAycfO5F7Js9SoUbhfq6KPX5q5LiOSlmhaerWpmcV5wvFDYFby/a0nCGH8YhceKyhV03KOjBaXUQ9n2plMSQtk6XHyzqorEnDCMUcF7aOJlWZhiNCTmhCGKPrZvfxGFIhKPp42mphUk5gyjeHMDUcl6rO1O1r56ALVBwcjZqUfV3+DyMG7fN+j3baHJ5UUQ5OzddyNDBr9AVNR53eVcZWW4iovR/fkqRFHsHhd3mDcjl0eg1aRRUvogGs0ADIY8AIYaNBSNjmfzlkakUg3NzZ+Slfl7ZLLv71Gns46Kiqdpav6IhPjLuSjmDl6saabV4yVKcexrZEljO/eW1vLiwBTmx5yeNeDjcdAeTMD7eFYiYX0IsGy2QkTRg8k44qy0qb/I5QYiIyfT2LSchsYPAJGc7L8QHx90eGvv+IpDhx5HLg8jOuqCfs19GhqXARLSUn+DShVPW1sbK1asoL6+nkGD8pg1axYaTfD5nZSURFJS0lF1SKVSzjvvPN577z327NnDiBH9P29+v59ly5ZRU1ODRCJh9uzek9oci5aWFiQSCZGRkaxduxafz8e8efP6FmS5rNDVBBEZvX8PDBw2muI16eRRhjjnBVZ8uoby8nJKSkrIz8+nqKiIQCDAuHHjmDBhQp992OnEc+gw2rFjCbvySmpvuonOTz/DNP+iM7OzzPNg6wvBc6UK9rkpaiXv5afxfpOZj1rMZCkFFtc1s7atk3lH7t/PmtvZuONDhrbtZFT7LjLtlQhAjSqW2dILaKlu5tLYcH6bEkOKWtEtPgwR4mwSEkKFCBEiRIgQIUKECBHirPO9I1QoG0iIECFChAgR4n+PzfWbea/0Pc5LPo9E/c8nA2hHg53yb5sZMikRzY+y05dsbWDjO2UYItVcdE8BUqmEpX/Zyfo3izn/psHYO91sfr8ciVRC5ohoUodG9RoI92Pa67vY8XEFlfvaUGnljL04gyGTEo770k4iERg0IYG0YVF8ubiUzcvKUenkZI+OPaVz8EukbGcToki/jz0+M4wFDwynZGsjXy89yHuLdjL12lwGDDlxd6/mimBQR2zaqWVuTC+IZtenVaz/bzGXPDTyqOvvZNi64jCFG+qQKSS01trIHBnTnXleDIhUFbbxzepqWqqsaI0K5t49rMdx+DpctP6nkIDdS+SvBncHe8WOT6BdhK/fKWNITjgTHz3nmO0o3tKA6BeZf+9wZAoJX7xRTNqwqO4sqD8mLFbL1OtOLkA7PF4LIpgb7d3CjKrCNqr2t3HO/HSUahk1Re04pQJIBAiIqHLCESQC4Zfl0Pz8btrfKSX6zqFIfiCkCrh8WL+oQZFqRJUbjkQrp31xEd4WB9IwFZokPbIwJbIINarcn3fgcMAfoK60g9ShUf9fCid/ClIGR/D10nYOtNZhitFQX2Zh7xe1RCRosTQ7sTQ7sDTb8XkD3Q5/NUXtbF5WjtvhI3vMsfu2sFgto+emEZ9h6pcI6jvGzE3D4/Rht7hxdPrxuv34PAG8Hj8+tx+VTs6cX+cflXkZIDUvkovvH85nL+1nxZO7mXrdQDQGOeteL0YMiHhcfoZNSz7hc9Uffhi8dDI49uyh7aV/Yt+2Dfx+lANziX7gAQyzZiKP/l58LIuI6FPE9EPUgwcRfsX3mYdVAweS9O9/UfOrG6i96WaSF7+JVKfreQweD3V33Il98+buzyQ6HarcXFQDc1Hm5qIaOBBFSgqtzz5HxxtvINHp0J8/HUVSMrKoSKQREcgio4L/1+upuvwKGh99FPWwj5GaTHR+uIKWJ5/EbzajmzwZ06UL0Y0fjyDrfWwi0WjQjhp1zGNVpqejGjKEzpUrjynQEEUR1/5CdFOnoExLJfPrr3BXVGJZ/gHmJe/SuWIF+mnnYVq4EM2oUQgSCT6zmYb7H8Awcyami+bhbWzEuWcPhpkzu+s1TEnG8W1zMNP/zUOCDgUR6h799bFwfLsbxYAB/fpdAbQFQ1CPnIVzx6c4d64FMYAoKSDg8SNRSNFPmYJm5EgaH/49rc88i27iRFTZ2b2fE58P89KltD3/An6bjahf/xpl6vcBfR1Ly/BUW9FPSUKZYggKoGpsSA0KFCkGPHU2RF+gRwD4d0h1WoxzZmOcMxu/zUbXhg2IXi+a0WN6uJIZLriA5r/8lZZnniXxhed/chd6f6cbQSFFojoz4Rje+nqqrrwKfL4+y+inTcMwcwb2rVuRmsKIvOP27vMiBgL4mppwH65AqtehHDgQyY9EghKFAklsLPLYnv20/rypdLz9NuFXXolEo0E3YTzS8HA6P/q4TyGU6PHgbW7G+tkq2l5+GWVuLppzjj3GAtBPmULC00/hbWhAXVCAq6QE27p1tP/nP7S//DKy+DjCr7mG8Kuu6vP+DwSCzhfbVx7G7fBRvKWBBfeP6LX//yUjiiK2DhctVTZaqq20VFlpqbbhdfsB2PtFLYMnxJNWEE1dqZlzLkrH0uxg12dVKNQyhp4XfK75fQHWvnqAyn1txKYZ2Le+lj3ragAIi9UQM8BA9AADManBsejHz+3F7fBRW9KB3xfg40HP06CuJMmajdYZjl/ixS/x4Re8KAQ5FzrmUGjYSlHi14SlBUUvdq+dV/e/Sqw2loERA8kKy8IQqSZ6gIHako6TFkKJosibRW+SEZbB+ITxp3qKTwsbazfi9DmZlTbrp27KWaPxkUex79iBLCwsKLiWCAiCBL/FguX994Pia6kUywfLibr9dmRRfSeh+F9EqlOgzu392a0eHIl6cN/zeEEuRTMsGs2waLytDtbsruMthYN0tZISp5utXQ7GXTeYgMuH9EcubepBkUhNSjreK+v+TKKVYbxgwHHbbJiegmN/K52rKom8dlD/DvRnhH1nE4JSChIBX6vztNbtKjcjOTJn6XinBO3oOJyFrXhqbGgKojHNTUeilCGdlUZT2Te0vVoIgFcp5ZDTzyGLF2m7B+8u/1F1m6QCk/QynCUddG2uR5C3AaDMyelX2zpbHax4cjdul7/bBepEXap/KgIBDwfLF1Ff/w4ANTWvkpHxIBERE39Qxoul8xva2tbT1roep6umRx2CIEWtHoBOm4Xb3USndQ96/WAGD3oejSalu5wo+nE6a7Dby+myl2O3l+P32ZHJDchlJmxdJVgsO4iKuoDw8HFEhI9HrT69c8MGl4ftnXYSlHIMMmkwXwUCkiP/6mUSIuWyE5o3dvn8aKVBJ+VSu5NXaltZ0WwBRB7PSuSa+IhTXkOpqqpi7dq1NDY2EhERwe23396raEGZk4PocqGor2eITsN2S0+3Yk9dPbb1X7Jv/kKcKhXqvCH4d+3qNdmETiblpqQonqhs4oDNwWC9hv02JzIBKgMJZIcXofd2ovR0dG+TmeDi4O5WJlyWdcykLH0hiiKblpQhBkTOvTKn+7z9MEFTY+MKnK4a8vJeobLyOWpq32D4jLlEp+jJGRuHudHOuteLGTkrtdf19Qa3l7i2VrzJIgBJddNpjzvA/sLbyNT8mpjIGUj0eizLPsA1QkJj1BvIm3KJi7sYUQzQ0bGFiPAJZGb+nl3fXMT+/bcycuQKlMqg83tXVxEAqQPu4tDhx2lo/IDkpOvxei1UVf2T2rq3gm7C+jzqG5Yye8gCnhNhWZMZk1xKrlbNMMPRQthGt4c/ltcDcE9pLblaFbk6Nc1uL/eU1WL2+pALArIjf0qpwG9TYnut60Q4aHcRrZD1KYICsFi+AcBo7NtB+aciLnY+ra1rMZlGMzD3iR6Ocrk5f6fwwO0cOHAnsTHzyM19HImk7+MMBHw0NnxARMRE/H4jW7ZsYcOGDcjlchYsWMDgwYP73a7s7GySkpLYuHEjeXl5KPrpVLRu3TpqamqIjo5m7969TJkypVt41R+8Xi9vvvkmXq+XCRMmcLBoL/NzlUT6miAQBpJe7tv28uC/kVl91jt48GD+vWYS9qyLsZXZKC8v57zzzqOqqoq9e/eSk5PD9OnTCQ8/O2vfos+Hu6oK3aSJaMePQ5mdTccbr2O8aN6ZWdPOPB82PwOf/x5mP9t9HgVB4NK4cC6NC0dccSvXl2/mofDlzIsJo8ntpfGzh/lHzXt4pUoqo4azLms+dfHjsEYO5HaplMF6NePDTk3sHCLEqRISQoUIESJEiBAhQoQIEeKsE3AdcYRSnZ1MYyFChAgRIkSIEGcaURQ50HaATys+5d3Sd8kKy+Le4ffS3tBFRLzu+BWcYb5dU8XOTyoJ+EWKvqpn8tW5pOZFIgZEtq08zJ7Pa0jMCeP8mwZ3i0kmLMxiw9ulvPngFkQRFGopMrmU9W+WIHmnlOSBEd2iqB+602xZfojSbY3ow1W01tpQKKWMmpNK/tQkFCcYDKrWKZh52xD+++AWqgrb/r8TQrVUW9mztobYNAOmfjpCQPAF1sBx8cSlG1n7ahGfvbSf/POSOGdeOtJegoz7CrxvqrCiNijQR5xaMLFCJWPGbUP48IlvWfNyIXPvHtbdji6zm+0rDzN+YWb3tdcfag60kzIkgjFz01i6aBeFG+sYPmMAh75t5tvV1XQ02DFEqph0RTY558T2CG4IOLy0vryfgNtP1I1DjspMPGhCAm11XRRurCN/SlJ3dtcfI4oiFXtbSRoY3u2cNvvO/BM9Pf3mu76koyEohPJ7A2x+vxxTjIb8KUl0NNoBaKnrwhitxtvmRJlhAkBqUBB+WTZtrx3AsvIQYZdkdf/mtk11BOxeTLNSEQQBZYqB+EeOH5z8c6S50orb4SNlUP+EACFOnZTB4Xy9FKQKKfN+N4zP/1PE1uWHur+Xq6SExWjoMrv58MndxKYZqS3uwBClZubteST1Q1w3YsaAE26X1qhkxi1Dev1OFEUQOWbgX0SCjgUPjmD1vwtZ++oBFCophkgVEQk6ti4/hNaoIGvU6Xsm+bu6qLvrLgSJlMSXXsR98CDtb7yBKicX9ZBgoIoYEINiFb8fiUaDOj8fifL7BDPOwkJqbrgRqU5HxI03YpwzG2VG39lwTxZNQQEJzz5D3R13UnfnXSS98nK3gCLgctHw0EPYN28m+sEHUOXk4KmtxV1SgquoGPPS97uT4yCRQCBA2BVXEH3vPUiOERgT//e/UXnJQipmzUYWG4O7uAT1iOHEPPBg9/k5HRjnzaX5sUW4iov7dBXy1tXht1hQ5wX7e0EuR5WdRezDDxN2+eVY3nsPy8qPsK5ajTwlGdOCBVhXr8ZdXIKvpQXTRfNofe55OleuRJGe3i0ukqhkGKalYFl5GOsXNbirrShT+ufI6C4vx7FjB/oLzj9+4R8Qde/dNP+fEnmiDFVuJu5qI52rKgmbF7xupHo9cY/9H46dO2n+299JfuP1o8YL9u3baf7LX3GXl6MZM4aYhx5Clf198JG7qhNPtRVZjAbbl7XYAKlJiWleBtoRMTiL2uh414q3xYHiOGNmqV6P8cILe//OZCLm4Ydo+r/HqLn+VyT+86Vg0P1PhN/qQWo8c44AHYuDzlgp7y5BFhERFAFJZQhyGYJMhqBQdIueDDNmHLW9IJEgj49HHh9/wvuWx8URc99939cll2OYPQvLe0vxd3YiNfYU0LsrKqm+/HL8nUGBvX7aNGIeerDfwV0/bL9m2DDCr7gCn9lM14aNdH78MS1/f5zOjz8m8dXX8Mm1PQT3rTU2Ni4po6XKSkK2ieEzBrDu9WJW/Ws/028c1C0s/6XTZXaz8unddB4J6JdIBSITdWSPiSU1P5KIBB3frqriwFf1FG6qR6GWMXhiAjKlFI/LH3Q0VUoZNCGB7SsPU7mvjQmXZpI3OQm3w0tzVVBY1VxppbqondLtTd371oUpmXJNLpuWlNEoraFBXcnvhv+O6wdfjyiKBHwifl8Avy+AucnOF/8tQTCr+Gjw86w8tJIrcq9gcfFiXjvwWnedUkFKmimNmOQU0rdNwu3IR6k5cYeKPS17eOrbpwC4KOMifl3wayLVJ54c4nTyWcVnxGhiGB5zfPe+/wW6tmwJjgkeeOAokbG/y4753SX4Gpswzp9P1YIFmJe+T9Sdd/w0jf2Fs8Lv4j6Vkxy1ihXDMhi/o5SXa1sZn6c/SgQFIEgFIq7MxV1lRWqQI4/RIovSIEiP3zdL9Qr0k5OwrqnC22RHHvvzFZYGXD5cZWb8XR40Q6NxV3TiKGxFOyIWb5Mdb6vj+JX0EzEg4jpkQT0wAs2waMwfHKTzswoElZTwy3PQ/MBpWhauIvK6wfhtHposbtYsLSdnbBzXzktHY1Dg8/pxdXlx2rw4uzyIAWgoN+Pc1oCwuhKxy4tUZwbg/XfMaL/aSXishrA4LWGxWjwuHxV7W0nNi2TQhAS6zG4+emYvPl+ABfcPJyLhp1+n7Au3uxlL527sR0RIdns5DkcVouglJflm9PrBHD78JHv3XR90Ysp4AK/XQnHJfbjdTUgkCsLCxpKU/CtMppEICHTZD2LvOojdXo6tqxipVENK8s3UN7zHzl0XkpvzV4zGAkrLHsFs3kog4O5uj0oZj0xuxGcvw+sNjmVyc/5GfPzC03K8oijyrdXB+nYr54brSVIpmLW7nEa395jbaaUSnslJ5sJo03H3UdzlZNa3B0lRKykwaFja1IFSImF+jInbk6NJ15zaml8gEKC0tJTly5djNBoZOnQoe/fu5cCBA+TnH71G9t1cofbWW7kreyB3XnQ1Ln8AlTS4Tmh+dwkIAk8UjOeKuHBMBQW079qFNLL3dZ4bEiL5V00Lz1Y384/sJGpdHuZEmWhuiUWU+1HIrSjEThxKFRq3iyS9lQM1Bqr2t5MxPBpRFKk+0E5Sbniva6Y/prXGRvWBdsZenNHremEg4KGy6kUM+jwiI6bg89koLr4Hv7SIQROCjo+RiXouf3R0n/todHvJamtBvDQdKMPz7Ofo/eC9TaQ8/VlaX34BzbbgOqf7jwbATXXNq8TGXkRXVwlebwfh4eNRKCLIy3uFb7+9hP37b6Wg4F2kUhVWa1CEmZBwOa2tn1NevgizeRsWyy58PhtxcReTlvpbpFI1W7dNwVf3NLmah/i/ww0AxChkbB6di172/VrrYYeLhw/W4xVFVg7L4KaiKq4urODtvDQeOljHXquD0UYdXlHEK4o4AgFKrS4kNPPGkKNdsXrDFxCR9bKOc9DhIus413F7x1dotZkoFD+/BE9RUecxetQqtNpMBCF4DdrtdrZu3crw4cMZMfxDqqpeorLqeRAEBuY+0V3uxzQ1fYjb04zXvIAnn3wSURTJzMzkwgsvRN9P98DvEASBadOm8frrr7N9+3YmTpx43G0KCwvZvn07o0ePpqCggH/961/s3LmTtLQ09Ho9Yf2Yo+/btw+73Y5Wq2X9+vWM09QxsGQllDwFCj0kjoCk0ZAyFlInBkX1bccXQul0OuKzhvL5wYPANvLy8hg3bhznnHMOFouFiH4mlTldeGpqwetFkZ6BIAhE/Op6Gh54EOsnn/S57nFKJI+BCffA10+BvR1mPwP6mO+/d3QgHPiQFL8bzaE1VOYM4KniAzxRt5KunHnoLn6ZLLmKvs9wiBA/HSEhVIgQIUKECBEiRIgQIc46ouvIS9mQI1SIECFChAgR4heMKIoUtxeztmotn1d/Tn1XPTKJjAvTL+S+oQ+weXElVftLmHl7Hql5P13AVU1RO9tXVpA+LIq8KYl8/X45q/65nzHz0miutFK5r43BkxIYvzATqfT7l2gDx8cTlaLnwKZ6RFFkzNx01Ho5zZVWDn3TwqFvm6naH8wUftE9BUikEuwWN/s31BIRr0OhllIwPZlh01JOyMXjxwiCQFJuONWF7YgB8ReTsfZkEUWRmqIOGg9Z2L+xDpVWftIOQmGxWhY8OJytHxxi3xe1NJZbmHbDIEzRGjoa7ez9ooaq/W0EAiKRCTrkKhmCEDznCFBfZiY+09SvQFW/zUPbm0Xo3DHDlAAAIABJREFURsehHXm0OCAqSc+Ua3P5/D9FfPXeQc69MhtBENi/oZayHU1EJOr67bBit7jpbHUyaGICkYl6BuRFsveLWsq2N9HZ6iQsTst51w8kc0Q0EunRL4Yde1vxd7qJui3/KBHUdwy/YADFXzewf0MtExb2/oqvtcZGV4ebUbNPLkv9iWKIUiNTSqkp7iDnnDj2rq+hs9XJnF/nI5VJiIjXIlNIaK60Ej8mDr/Ni8vlRykRkMokqDLC0E9Jxra+BmWaEe2IWPydbro216POj0KR+MvP3lhd1I4gEUjK/emC3/9/wxilIX1YFPFZYWiNSqbfOIiaonYMkWpMMRo0BgWCINBldvHpi/toOtzJORelkz8lCan8+EFGZ4Lv+rjjoTEomHf3MDYuKaViTysX3DyYsFgtHz27h01LyojLMKEP71/QmKu4mNaX/olhxgwMF5xPwOXCb+nE32nBb7HQ9vwLOA8cgECA2htvwlVcDIKAbfWavo9DqUQ7bhyGGTPwtbXR/soryMLCSHl3SQ/3pzOB/txzif/rX2h44EEa7rufhKefwr55M02L/oK3tpbo++4l4rrrANCOGdO9nejz4amqwlVcjKu0DHVeHoZ+iHdUubkk/etfWD/9BHf5IWJ+/3vCrrwCQXJ6ryHjrFm0/ONJOpYsIX7Rol7LOPftB0Cdd7TQTpmaSsxDDxF1993Y1q3DsvR9Wp96GkEuRzd1Kl3r1+OpqsL25ZcAmN9+m7jHHuveXjsyjq5tjdjW1yCoZahyNLQ8+yxSnQ5ZbByi1wuBng4BosdD6/MvINFoiLzpphM6Xm1+PMmvPYLUGLxPLR8fpmtbA7qx8cijg8I0qclE5F130bxoES1PPolx9my89fU4Cw/g3L0bx65dyBMSSHj+OfTTph01ZrBtqkOikRF9x1Acu5oQFEH3iu/cn+RHxE/eBvtxhVDHI+zyy5GGhdNw//1UX3ElSa++2sM16mzi73QjNZ7edU/34cOYl7yL6ZIFmJd9gGHmDDTDhp3WfZwsxrlzMS9+i8Y//YnYRx5B9oMs2ua33ybgcBC36DGU2TmnRbwoCwvDNP8ijBfNo+39D2n74x/44revUWMcwZRrcojPDGP3mqDwR6VXMO1XA8kcGYMgCMy8dQifvLCPZX/7hvSCaM6/adAv3kWycGMt1jYn4xdmEptmJDJBd9QzduLl2WSNjmXzsnIyR8SgOOI+MO1XA/G6/WxcUkZnq5O962sZNDGBvMlJACg1cpIHRpA8MBgY+J3zVHOlFUuzg6xRsRij1MRlGHl5/26EcoEL04OBe4IgIJUL3W1R6xVc+vuRtNTkUF3xFa/sf4UJCRNYUrKESYmT+P3o31PcXkxxRzEl7SVst2yiJamT+WXjSBvW0yWo1dFKlObYzkFvl7yNQWHg4syLebP4TVZVruLizIu5fvD1xGq/n6+UtJfwzLfPoFPoeHzi48glJz93PRZVnVVsqd/C1QOvRtJH8Or/EmIgQMs/nkSemEjYlVcc9b1Up+3x3NJOmoj5vfeIvPkmhH46DoQIBoU/VtHAy7WtjDPpeGXQAMLkMq5NiODpqmYKbQ6G6HsXmyuS9H3Oh4+HelAE1jVVeOq7fnZCKJ/ZhaukA2dJO+6KTvAHHVU6V1WCX0SeqMMwJQnrFzU4D7Sdtv166myITh+qLBPSFAHZDRaiFJOQKHt3iFRlmOhoCApEY1INnHtFdrcIQyaXoguTogv7fq4RPUDPN1/Xk9rlRaKT01FWhldhJGF4Gl63n6ZKK+XftHSXlykk1JWYicswseGtUlwOL/PuHvazFEF5vVZaW9fQ1PwxZvN2QAQE1OoktNpMIiOnYjKNJDLiXCAoGqirX0Jl5Yvs3BV85mg0qQwZ/BLh4ROQyXpekzpdNsRwFAkJV3Gg6DccKPo1EokaQRBIiL8cnS4HrTYTrTYDmexH7rfHcPD1iyJv1LfhC4j8KjGSMruLT1s7uTM5uodgBKDM7uLDZjMrms3UuDwAPFvdTJRChtMfYGl+On5RxOEPEABEREQxuA+zz8/Sxg4eKKtlrElHncuD2etjcsTRAm+XP8AdxdVopVIEYEljB1fFRfBwehzhx3DP6Q2Xy0VLSwvt7e3df21tbXR0dOD3+4mPj+eqq65CpVLR2NjIV199xZAhQ5D8aM6mzMkh8q47cezYSdq6NWQOGcXegizGmHQEHA4syz6gYvQ42sIj+U1KDOqhQTFVb45QAEa5jBsSo3iuupkxpuDvdWlcOK+2GkAEicKB0d9OUVoW+YdKCetqQGtMo2xHExnDo6k/aOGzl/Yz/pJM8qcmHfc8tFRZAcgY3vucu6HxA1yuenKyH0MQBEzGoPjZ6agizDTymHWva+skS6uiye5kgrkNV6IKlSqRrFXLCHTZ8FrbKLX8FcvVB9BdNAODOZWGmBfR6XLp6iqhvX0TdvtBAMLDxwGg1+UwaOBT7C+8jZLShxg08GmstkI0mjRkMj1Dh75JVdVL1Na9QVjYWDLS7w/eM0dITb2L8vJF3JNyiHe7BjE1Qs/vy+t5vLKRW5Ki+ajZzEctFgq7nAjAXzITGGXSsTgvjSv3VTB1Vxl+EZ7PTWZhbE8R0h/L63mjvg2z13dMNyeADe1Wbi6q4tGMeK6O//5aEEWRg3bXUXX/EJe7CYtlJ6mpvznmPn5KfnjOm5ubeffdd7FYLBw6dIgbb7yRtLTfgCChsvJZFIpIMjMe7LG929NGXd1iqqpeQqfLZ93nNtLT05k6dSqxsbEnPd9JTk4mOzubzZs3M3z4cLTavp/5LS0tfPzxxyQlJTF9+nSkUinp6els3LiRjRs3YjAYuO2221CrewoI6+vr2b59OxUVFYwePZq9e/cSHx/PZZddxqpVqxglt0KRDOb+E2p3QO1O+OoJEAMw5BK48MWgEEqQQtiAYx7PtGnTSE5OJisri+gj62ZSqfSsi6AA3IeDSaSUGekAGGbOxPz+MhofeRRFairqIb0ndzppBAGmPgraaPj8D/DCcJh0P4y+FWQKOLAc/G78KhM31i3jnB2TuL/yv2gCLpjyEMiPvf4pBgLYt2xBO27caV+rCxHieISEUCFChAgRIkSIECFChDjrfO8IdWpZpkKECBEiRIgQIX4K3ix6k5f2voQ/4McT8CATZIyJH8Ot+bcyOWkytko/q58ppqPBjkItY++6mp9MCBUIiGxZfghDlJppNwxCKpNw8f3D+eKNEravrEAQYMKlWeRNTux1+6gkPZOvyunxWWyakdg0I+MWZFC8pYGN75Sx94taCs5PYd/6WkS/yPk3De7TRedkSMoNp2x7E621tv+ZzO19Ubw5eE4FiUBcupFpvxrU7TZ0MsjkUiZenk1iTjhfvlXC+3/dxeCJCRRurEOQCAwYHIFcJaO9vguXwwXiEbcUQGtSknNO3HH3EfD4aVtcjLeui05zFer8KCQK6VHlMkfE0F7XxbdrqolK0pE7Lp7SbY0AlG5rZOh5Sf16MdtQbgEgISuY+XbkrAEsf/xblNFqZtw6hNS8yGMK5ux7WpDHaY/ptKELU5IxIpqSLY2MmpOGUn3065SKPa0IEuGs3d8SiUDeuQns/ryGrFExfLOqirShUd2BqRKphKhkPS1VVnQLs3DZvbz1+60YooLnxRChxjA1GU9VJ5aPDiOP1WL5tAJRBOP5A85o2zsa7Ph9AaKSz6zYqqaog9g0w0m5BoQ4eS74gfOS1qgkd+zRDiO6MBWXPDQSvzfQHXz9S0AqlzD12oGce1WgWyw89dqBLF20k/VvFjP3N8OOK9B1V1RQc8ON+K1Wutavp+G+++BIP9uNXE7ic8/ibWqmedEiFOnpJL/+OgCe6ioEqRQESXBfUim+tjbsW7ZiW7uWriOiGmVWFonPP3fGRVDfYZw7F5/ZTMvfH+fQ1H34mppQpKSQ/N//oh3Te3ZrQSZDmZGBMiMD4wkmuNVNGI9uwvjT0PK+kZpMGOfOpXPFCqJ/9zs8VVV0ff01/g4z/o4OfOYOPFXVCCrVMd22JCoVxjlzMM6Zg7uiEtHrQaJU0rV+PU1/+xsBqxVFaiqdH39C1O9+1+1cJEgFIq8dhK/NiSJJTe0tt+DYufO47ZbFx5HyxhsoUlJO+Jhlpu/HGPopSdi/baZzTRWR13wvwg677FLs27fR8drrdLz2+pGTJUWZmUnU3XcTft21PdzJvsPb6sBV0oHhvGQkCim6cUeLkmQRagS5BG9DF99FqFq/qMbbaCfi6hMXghsuOB9ZRDi1d9xJ1eWXkfzyy326e51J/J0elOnG4xfsJ6Io0viHR3Du2YP5nXcAiPjVr05b/aeKauBAIm+/nbZXXsG+dRvRv/sdpksWIDqddH70EfoLLsC0YMFp3aezy8Mnz++jtdrIRIkCXWc10XmTWfd6MRKpgBgQGTwxgdFz03qMC2LTjFz717FsXXGYoq/q6WxNwxTdf+fVs4Wtw4XGoDiuM4HP46docwOpQ6PIn3Ls4N3YNCMLHhjR4zOpTMIFtwzm0xf2sefzGgyRKsbOT++zDkEQgmPKiJ5zPbVOwdb2zeRH5ROh7juQUKmRk5QTzqMxj3LFZ1dw2WeXYfVYuXHIjcTp4ojTxTE1ZSoAj+94nHcCS9hTXNJDCPV28ds8vutxbs2/ldvzb+91/tDQ1cD6mvVcN+g67h5+NxdnXcxrha/xftn7vH/wfeamz2V+5nyWly9nRfkKdHIdNq8N4w4jj455tPtYTxcBMcCft/0ZtVzNNYOuOW31/pxxl5biLi0lbtFj3c6RxyL8qqupvekmzMuWEX7llWehhb98LF4ftxRVs8ls44aESP6UkYD8yLj0xsQo3mlo57biatYOz0IrO3p+firIItQgk+CusxFINfY7OcCZRPT66figHOe+VgBkUWp04xJQDwxHopLRtb0RqUGBfmIigkyCLEpDwOHDb/f26pr1HYGAj9ra12luWYXRMJTo6AswmUZ39xF+uxdfiwNnaQcIIE/Tsm//9XR2fktKym1kpN/ba71up49V/96PXCnlgpuHHLe/V+sUSNKNUGvDHqvFuaIY4tN7CHq9Hj+WJgcIoNErWPLnHXz4j29xO3xMv+Hn54RotuyitvZ12to2Iooe1OoUUgfcRWTkZLTaTKTS3tcVJRIlyUnXExc7n+qaVwj4XaSn34NUemLPc7U6geEF71JR+Rw2ayHZ2X9Cozm2M01fz4ZSu5O7S2rZYwu6jP2nvpUGl5cAUOV08++BKTS6vUHxU4uZoi4XEmBSuJ57U2OZFKbnuepmljV18PrgVCaEH3vtZGKYnqm7yli49xBljqDj7mcFWQw1BM9BQBTZbXXw79oWSuwu3s5LY2q4ni5/4ChR1g9paGigtbUVURRpa2vD4XAwZMgQLBYLq1evxuMJirYkEgnh4eFERESQmZlJZGQkgwYNQnlkTjBx4kSWLVvGli1bGDduXA8xlCCREHXHHfivvZaDY85h9IG9bJ8+mTEmHZ0ff0LAauX5sZO5Kj6CeJUC/8hRaMeORTtqVJ/tvikxilfqWvnL4eAaY4FBE3SBdEBAK6KurqUxIwOTrRPdoUNkzVzAvvW1OG0eKvcG+4ySrQ3kTUk87vO/tcaGUivrda02EHBTVfUSRsMwwsOD7jlKZXB+7nY3HVX+hxTaHFxTWMmsKCPG5kakgQBOfQcm/WjkMdEQE42SdAoC73Og6LfU8Sn62EHQJTJk8Avs2XMNpWWPIIpetNoslMrv1X9RUdNJT7uHwxVPoVLGYbMdIMwUnLPLZFoyMu4nI+P+XtuVmHAldXVvo2l9gbdGfYZEIuegw81/6tr4T11QTDpMr+HPGfFcGG0iThl85ufrNXw2PJNbiqoZadT0KlS6ODaMl+ta+bTV0kPc9GNWNJu5q6Qanwiv1LZyVVxE9+/U4PbS5Q+Qre37OdTS/BkgEhsz+5i/wc+B0tJSPvzwQxQKBVOnTmX9+vWsW7eOmTNnkjrgTjyeNmpqXkWnzUStTqG9fSPtHV9hsxUBEBc7n46Omfh8m5g2bRoxMb2oQE+Q8847j3/+859s2rSJ6OhoqqqqmD59OgbD988Ul8vF0qVLUSgUXHLJJUilwX5m+vTp7N27F5PJxJo1a1i9ejXz58/H7/dTXFzMjh07qKurQ6FQEBsby5dH1rcWLlyIwWDgsssug2VrwZgE+ZcG/wBcVtj5Mny5CFpKwO+F8NSgoOcYREVFERV17GQKZwvP4QoAFKnBBGuCXE7iC89TdclCam+7ncTnn0dTcAYSn4y5FTLOg7UPw7pHYPebcMHfYc/bEDME6dDLGbP2YZZ2rmBs80rEnFkI0TnHrbZr0ybqbrudhOeew3D+9NPf7hAhjsEv501DiBAhQoQIESJEiBAhziie6mosy5bhqa4m/oknkKhPX+DqjxHdwUXZ3oIkQoQIESJEiBAhfs50ujv5975/k2ZMY1TsKFKNqUxJnoJRaaS1xsamfx+itsSMLkzJrDvy6Wiws/XDQ7TW2M64AKA3Src20tFg5/ybBvfILHv+jYMo3GQkPE5LYk7fGROPhSARGDg+npqiDnZ+Uokoihz4up6M4dGnVQQFkJgTDBCuLen42QVunE66zC62LD9EQraJ2XfkI+tFTHSypA2LIipFz7rXitjzeQ1xGUbOv2kw2lN0KxADIuZlB/HW2dCfm4RtYy32HU3oJ/TuwDD6wjTa67v4emk55mYHTpuX1PxIKve10VrTP6FbQ7kFuUpKZKIOb6uDcKOS6/8xHqVG1mvAgiiK2DbV4WtxoBufgLfWhnHWsYNbAPKnJnFwZzOFG+oYMXNAj+9cXV4O72klPtN0So5nJ8qw6SkUfd3Aqn8VIpEKjFvQMxA/ZoCBwo31+Lx+Du5swuPyY2lxsuxv33DBzYNJyAoj/LIcmp/bTcu/9oFfJPzybGRnMHDN7w/wyQt76bK4KZiezKg5accN8jpRrG1Otq04TGuNjXMu6jt4N8RPi1QmOeXfvuPtd+j86COU2Vlohg5FnZ+PIj39jGcb/aFjojFKzfhLMtnwdilfLi5h8tU5vbrP+S0WzMuW0fHGf0EqJe2TT/BUHMZ54ABSgxGp0YjUFPxXnpQcDG4ClFmZqLKzkRqDIorvPv8x+smTiXnoQZz79yOPjUUed3zh6ukm4rrrCNi6sH72GbF/+hOm+Rf94l0cwq+5GsvSpTTcdz/2HTsgEEBqMiEND0MWFo6moADt2LEI8v71/cq07583irQ07Ju+QqLVEv/kP6i6eAEtT/yDsEsXoszNRaJUIgtXIdEKND7yCI6dO4n/xxPoJk3C19qKoFAERXE/QhoZ2a8g8+Mh1SnQn5uIdW017qpOlAOC16Agk5H04ot46+ux79qFIiUFVW4ukuMkOHJXdAKgKeg7+EqQCMjjtHgauwBwFrdj/aIGBBC9AYSTcI7TjBzJgHfepubmW6i+6moS//lSD2eyM40YEPHbTq8jlG31apx79hD567twFRUjNRlR5Rw/GOlsIQgCUb++C8PMGTT9+f9o+uMfsXy4HM2wAgJ2O2GXX3Za9+fz+ln9r0I6GuyMnpeBoiWXJGUb4+4exraVhwn4RYZOTcIQ2fucRKGWMXRqEkVf1VNX0nHSQigxIGJtd2FusmNucgT/bXTgsHnIGhlDekEUTquXiEQdGkP/79HWGhvv/20XMoWU/8feeYdHVaZ9+D5TM33SeyUVCCT0TkBAQZqii6KCup91rbtrWevu6rqWta29ix0BRSwgAZUmPYQkEEJCepv0NpOp53x/BIORAAmGZcvc15VMrsx73nnnzJy3nef3/CKSfIke6k/UYD+MARrqK9qpKmgmNSMCuULGkT0WHFb3SRNb9AWlSs6FNw9jx+dHSZkYiqoX55LTUWutJb8pnztH3tmn8gm+CTww7gEe2P4AI4NHkhaUdkKZa1Kv4eP8T/i88RPmesYiQ8aB+gM8vfdpAjQBvHrgVURJ5Ja0W05YA7yd9zYCApcnXw5AtDGav078KzcOv5G3897m88LPWV24GoVMwdLBS7l++PW8k/cOb+a+ydqitThFJwICcpkchaBAJsi6/w7Vh/LUlKeINESS15BHvG88GsWp17+fFX7GXste/jLhL12B2f8D2PPzAdCOGnWakl3oJk1EN2EC9U8/gyEjA2X4uXH0+0+hwGrn6txiKu0unkmKZElYTwGin1LBy4OjuTT7KHcfqeTFlKgBFfcJMgFFoIbq3bVs31jJhb8bdsZ7SwOBaHfT8HYezoqufQntyCCUgT37dt+FPdfOiqCu69Zdb0Ou6yleliSRQ4fuoqV1DyBgt1ei16dQXbOKyqr3MZvHEhd9B8rD4bRmliHZuxw7FRE6Civ/SmvrPszmsZSVvYJK6UtU1G971i9KbHznEO0Ndhbcmd7n5DdxF8Sw47n91O+qYrK1FtPieT0+V6VK3mPvcfxFg9i+5keSpxiJSTv3c3Sr9Si1tZ8THr4El6uF7OxlKBQGIiKuICR4PgZDar++p0qlifhBd/2qNslkypOK1fqCS5R4odzCs6UWDAoZrw6ORieX8VhxDcvCTZgUcp4rs9Di8vBjSwcuSWKkUcujCeEsCDITqDq+pngsMYK/JYT36Rwk6ny4JSqIZ8sszA00kdVm49b8Mp5IjGRdQwtf17dS7XChEgRujwxEdmAvDampJxUAdHR0kJmZyYEDB352bmQoFAqysrIAiImJYcKECfj7+2M2m7uFDr2RkpJCfHw8mzZtorCwkLlz53a7r/yEXK9HO2IEU/IP8EZLB7dLEk0fvE99XDyH45NZHh18rJyOqLffOuX58FcpuDosgJcr6ojwUeKnVBCjDzwmhAJBFLH4BaBx2IkrKiJpXAj7M8sp3FtHyYEGFEoZjVXWHvuSTru71zlRfUUHgZGGXj+nqupPcThqGZzyZPfzMpkapdIPh8Ny0vZLksRDRVVIwHdN7ZxfUYmok3DKmzAYe7rCyGRqhg55gfz8u6m1fIGv7wS02lgGDbqL0rKXUauCCA8/0YkxOvom7PZqyspfA8Bg6JtLq0ymIiH+XnJyb6S6egUREVfyp9gQ2tweknU+LAgyE63pvQ+L1qhZPyrxpHWn6jUkaNWsrm0+qRDqzcp6HiysYpxZxwJ9JQ9WaNnbZmO0qcuZ6Ii1K+Yk8RRCqFrLWgyGoacVOp5LJEli27ZtbNq0qdsNyWg0YrVa2blzJ6mpqYSHh1NdNQmtJpdD+V3CNUGQYzKOYFDcH/D3n4pWm8wLL7xAdHT0gIigoEs8lJ6ezu6fJWkpKSnh0ksvJSYmBkmSWLNmDU1NTSxbtqyHQCo4OJjzz+9yAbfZbGzevJna2lpsNhsdHR34+flxwQUXkJaWhlqtZu/evVRVVZH887Vuc+mJTk8+RphyFwQkweYnoKEAhg5s4o2zjePoURRhocj1x122FH5+RL7xOhU33EjZ0qUE3/VHfJcuHXgH44B4uOJTOLIBvv0TfHjs3F3wOKQtgR8eZ2r2c13uURn39anKpnfeRREaimH6tIFtqxcvfcArhPLixYsXL168ePHixQuduXmULlkCHg+IIi0rV+K39OxlJhTtXZtSwlkUW3nx4sWLFy9evJwN3jv0Hh2uDv4y4S8k+SUB0FJn49u1eRTtrUOtUzDxkniGTg1HoZQTEmdk99clHNhUwYxr/rXZ6CsON7F1xRFCB5kYNKLnjW5BJjBs2qkzhvcFQRCYuiSJL57b3+0wlX5+/90ITofOpMY/XE9FfhMjL4gZ8Pr/HZAkiR8+LEDySEy7MnlARVA/YfDzYeHv06kqbCEswdwjsP9MadtQRmduA6Y5sRimROAsb6N9SwX6cSEIyhPfgyATmHHtEFY/sZec7yrR+6qZvjSFd+/dTv6PNX0SQlUVthA6yIQgE6h/IxfR5saYEYEUroefTFak7l905jVi21/X9fehxq7syMNP75gSFG0kLi2Q3V+VEBJnJCDCQPGBeo7uq6PycDOiKJ0gkDrb+OiUpM+KYueaYkbMiTkhwDdmWADZGyvYv6Gco1l1BEUbmHHNYL55JZe1z2Uz6TcJDJ0ajt/lyTS8nYdxRlSfzsWvoWhvHR3NDiKSfcn6tpz2Jgczrx08YDdxm2qsfP50Fm6XyOgLY07rhvC/jiRJSDYbMp3u9IX/zWh8513qnngCVfwg2jM30rpqNQAyvR79lCmE/v2xM0640pmbS9Py99COGoVx7twegQi9kTIxlM79WXS8+Qh5L1Wi9jOh9jchM+iR6w142tqw7twJLhfa8eMIue8+1HGxqONiMcyYccq6T5Xp+pcIcjna9FNniG2t76S2uJXEMcEDHzwBBN56C4G33jLg9Z4r1IMGoZs8GevWrWhGjSTy1VeR6/UDUrdh+jQai4vRT5+OZsgQjPPm0fr557R+/jkolfgkJaEZlop1926cRUcJvP02TPPmASA3/muE4PqJ4XTsqKH1mxICbxreM7g2PBxzPwLTXbVWBLUc+WmCe5Vhemz763A32WlaeQRBKUNyibgaOlGFnllfpU5IIOaTjym/9rdU33U3gzI3nFa4NVCIHS4QQd4P4csp63M6sfzjH6hTUgi44YZexXD/Lqjj44l6bzltX36J5YknaTqQgzoxEc1p+qn+IIkSm97Np+ZoK+dfN5T4kUFYstNoXrECGSKTLknoUz2mIA16PzUVh5sZOrV3EVF9RTt1pW1YWxy4nCJyuYBfuI7Wuk5KcxporLbicYnd5TUGJRGuo0QfXMf+ysXs/abLvTQ61Z+5vxve5/d4cFs1CoWMpLEhlB9spDSnK9u+3ldNR7MD6FqHDc0IJ3tjBf7hesISzH2uvzdUGgVTlyT1+7jvy7/nyT1Pdot7MiIz+nzsgvgFqOQqUgNSe30+SBtEhmEWm4RvGPXBcTFNtDGajy78iGf2PsPrOa8jSiK3pd/W3V+9f+iLCUcoAAAgAElEQVR9VhSsYHHSYkJ0IT3qDNOH8cC4B7h+2PVsKt/ExLCJRBmjALg1/VYCNAFYbBZ85D6IkohH8uARPbgld9ej6CazLJOr119Nsl8yW6u2Mjt2Nk9OefKk79PutvPi/hcZGTySi+Iv6vP5+U/HfigfmVaLMiqqT+UFQSD0kb9SPG8+VX+8C98rrkAdF4sqNvasJu37T2RDQys3HypDI5fxWXp8dzD4L5no2+U082RJLcMNGq6PHJh1nyRJtDXYqW1xoHeJaM1qvn4p56yJoSRJOu0c1rbPgrO8Hb8rktGm9s3p4SehlLuus1v8/RMVFe9Qa1mDv39XMG/8oLsJCpqDKDqorl5BSfHLZB24HG3DEEIHLSUoLQO3xUpDwFfU1KwiNuY2YmNvITfvNgqLHsPhsBAffw+C0DWG711XSmlOA5MXJxCWYEbs7KTl00/pzM1DptVimjcXzciRJyR7CB1kZvJdoxBK8qnfKmFIP7WQwTxoC/FzHwBg6zYVCfH3EBGx7ITz6XBYOJBzHVpNLMnJj6JQGJAkEYejFrlch1LZu8ul222lsvI9rLajuF2tKJRG5HIdgiBHEBTdj5LoxO6oob7+WyTJQ1X1CuQyH5RKX8aM/gKV6j9TIJrXbuP2w+Uc7LCzMMjMowkRBKi6QnFnBnSdM1GSyGm3sa25gyvC/LkxMpCYk4hGoH9uhHfFhjAn0MRQvYbNze1cdqCYi7OLUMsEpvkZuC8ulFkBJvZv38b3W7aQn5/PDTfcgCRJuN1uNBoNHo+HPXv28P333+NyuZg4cSLp6ekIgoDJZOpKepWXhyAIDBs2rIez06mQyWQsWbKE7OxsMjMzefXVV5k4cSJTpkxB+bOEEvqpU4h46h8UlJRR1VqDs+goby+7kavCAwhR9y/p0I2RgbxdVc9wQ9e1HWMIhrouRyiAZv+uvkG+eztmE/hH6Nm3vhRbq5MJF8ez68ti9meWozGoKD3QQHuTnUEjgphxTQqKY/ubHrdIY1UHw887cd/J47FTVvoKZtNofH0nAGD3iKhkAmp1yCmFUN80tLKjuYN7dF/yhXUQzopanJFd7Tb2IliSyRQMHvwPjMbh+PqOByAkZD4hISe3XRYEgaSkR1AozZSXv46vb+8uzr0REDADs3ksxSXPERw8D5PSxMuDf/3+vyAIXBLsx99LarjiQDEzA4xcGeqPQiYgSRJPltTybJmF2QEmHjRtpqToEa4RZvFRzZ+OC6GOOaJFCxaamnLweGx4PDbcng48HhsuVwvt7XkkxPdNzPGvxOPx8OKLL6JQKDCZTBQVFTF06FAWLFjQfZ1MmzaN3NxcMjMzGTx4MFu2bCcx8QLGjp2AwTAUX98JKJXH9wqOHDlCS0sLM06z79RfMjIyaGlpYejQoURERLBixQo+/vhjbrzxRnJzczl8+DCzZs0iJibmpHVMmTIFl8tFU1MTgYGBDBs2jISEhB79yujRoxk9enTPA1vKIGVe75UOnt/101EHqoHZt/lX4ThahHrQiU7j6rg4Ylevovq++7D8/XFs+7IIfexvA7Yv1YPEWRCXAbtehaJMGLYYfExw41YQPeAXB30YlzrzDmLbvZuge+7pc9IgL14GEq8QyosXL168ePHixYuX/3Ekt5uahx5CYTYTs/JTqu++h8Y33sS8ePEJAUQuiwXbrl34pKaiju1b1pz6F17EVVmJOikJ38svQ6bRINm9jlBevHjx4sWLl19Pe5OdHZ91OTC5XR6GTYs8q04gVR1VfJj/ITOjZ5Lom0hrfSf7M8vJ31aNTCEwak4MaTOjUGuOb7uqtUqGTArjwHcVxAwLIH5kV+CJ2+WhobKDhvJ2fEN0hCf54rS7yd9eQ8qEUFSaX7d1W36okW9eycUcpOGCG/qXUbW/aI0qLn9oLHarC2en+6SZ138tkYP9yPm+ArvVhY/u199QkSSJ1rpONEZVj8/sXHFkt4WyvEYmXZqAKfDMstL3BZlcRuQABSdZ99bS/kMFujEh6I85QBmmRdLwVh6dBxvRpvUeaKXWKJhz0zA+ezqLtBlR+OiUxKUFUrjXwuTFichkJ/++drY7aa6xkjQ2GE+rE7HNidzfp8s94hQYZ0QhN6pp/qwQdaJvn4OTz1uWwqon9/H1yzmIbglRlDAG+JA2M4r4kUHnxOktbUYU5mAtMaknBguFJ/oSPzKIPV+XIokSGVck4Rui45J7R7Hx7YNs+eQI9RXtTL0sibCHxyM7C4K7nyNJEvs3lOMXpmP+7WnsW1/Gri+KCYw0kD6rb0GRp6KxqoMv/5mNTCaw+L7RmIPP3rXzn467qQnL449j3f4jnsZG5GYzquholNFRqKKjUSckYDjvvF4D7PsSfDjQiE4nDS+/jLO0DMO0DNo3bqI9MxPD+ecT/vQ/QC7HWVpK54ED2HbspPWLL9BPy8A4dy71zz6HJi2tT1lIJY+H1jVrqP3LX0EQaPvqKyx/+xuatDR0E8ajHTcOTWoqgqLnONHwyitoX3oBjdZAvSkZwerEx96JXt2OUipBkMnoGHkh7pHTSL5lZvf527e+lKJ9dQyeGEbSuJAzct3oD9ZWB188u5/2Jjsel8jgSWFn9fX+Wwi+525ak5MJuPmmAQ2+Npx/AY1vvY1p3lwAwp96kqA//oHOnBzsObl05ubS+sVaZCYjkW++iX7SxAF77b4iU8kxzYim+bNC7Acb0Qw988BUV40VZYjutP2HMlSHtNNDw9t5IEr4/iaJpg/zcdfbzlgIBaAMDibkoYcoX7aMlhUr8Fu27Izr6g+e1i6hykA5Qtl27cJdXUPIAw/+W4ugfkIQBEzz56PPyKDp3eXoxo8b0DFkx5qjFO2rY/zFg7rXVj5DhyAtt+M4WoxP0smzzv+ynZHJfhRn1yOK0gnzz4KdNWxano90TGSvUMm654IIEBpnInVqOL4hOnxDtJh8FdhWfUT988+DKHL+9LHYZyyh4mATBbstdLY70RhOP/90OT0U7q5l0IggMpYkIUkSLRYb5QebqC5sYehUAxX5Tez9ppSOFgfNNVZm33h213sno6Ktgvu23YdOqaOguYAk3yTiTHH9qmN27OxTPv/gBffg86EvDbWthCWZCYoycHHqQowqIw+NfwiZIOPN3DcRJZE7RtzBZ4Wf8eSeJ5kZPZN7x9x70nqDtEHdblE/IRNkXJFyxWnbfHny5VyXeR17LXsZHzqedSXrWDhoIRPCJ/Rafk3RGhrtjTw19alz8jmdK+z5+aiTk/vl2qkMDyf4wQepefBBOv943KFFGRaGKi4OVVws+ilT+zw+2g8fRnK50aT2zfXi3wGHKPJxTRMbGloJVCmRC1DW6aTc7sTicGFSymlwukk1aHhnaCzhPqfuV+6IDiavvZM/F1WTqPMhw+/UwmrRI+J2ib3OUSVRonCvhT1fl9JisRGnlpGqkXPxzcNY+0Zev8VQkiTS0VFAS8tunK4mQoLno9P13NPLz/8TtZY1aDTRaDUxaLQxaDUxmEzp6PVJuFwt5OXdhrIpCl/zzD6LoADkZjVun06qGnYg1OixNjXTXtNAZ1M9cr+PCQicwbBhr/a8bm0ytNvHEpMTTlviFhqjv+GodA9N7vEYYoZSXv4W/qoJRIddjyDIGTrkeQqLHqW84i06O8sZPPhpCne3svurEhLHBpOa0SXErX/uOZqWv4ciJASxrY2WTz9FGR6OacF8TAsWINPpaF2zBmVEJAGzZlL71jcA+KT0nnDJ6Wygru5bCo48jL//VEJDFlFbu4YjhY9QWfUBGk00PupQfHzCUKuDKS17Bbu9lo6Ow7S2ZaNUmLDaihHFTgRBib//VEJCFhLgPx25vGt+Y7fXcCDnejo6DqFWh6JU+uK2FuDx2JEkD5LkPvbjQRDkKJVmwsIuIyR4PocLHsBmK2XkiI/PqghKkiREQP6LvrfC7uRzSzP+SgUZfobTXke90epyc2n2UVQygXeHxnJBYO9iMZkg8G5qLDaPiFk5sGs/mSCQatBit9sZoaBbmDLT34hB0TVnrKurY8uWLYSEhFBbW8vq1aupqKjAZrORnp5ORUUFdXV1DBo0iNmzZxMQcOLnkX6GgnaZTMaIESNISkpiw4YNbN26lby8PBYtWkRERNd3Xzd5Mjz1DyZm7aG0+BBao4ntoyewLar/TjZBaiUrhg8i+JiAKlYfSCtdjlAAitBQrMcSwjiPHiVpbAg/ri4CAZLGhVBf0U7hHgsyuUBMagDRqf7kba6is93JnJuHodYoaKq2InqkHnuBrV9+iSCX05JqweG0MGTIMwiCQJvbQ8buwywO8eN8dfBJhVAOUeSvRdVc6JPHMOtyDEICpQ3DcRzTR5zMuUkQZERG9m99IwgC8YP+SEz0TSgUfV9nCYJAYsKD7N4zn+KSZ0lK/HO/XvdUXBsRQI3Txfbmdu49Uskn1Y0sDvUjq93GytpmloT68XvjHgoOP4JCYWCS+3vuqb2UZe3FxKk6qFIMZaw8n/x9DwFir6+hUgURHHwSIc05pLy8nObmZvz8/CguLmb69OlMnjy5x7ijVqvJyMjg66+/pqKiAoVCQWFhDfPm/R6D4cQ96e3bt2MwGHo6KvWHtmoo+xHaa2HE0i7nJcBoNLL0Z0mUr7zySl599VXee+89mpubSU1NZfz4LlEebgfkroT8r2DmXyCwK9mCXC5n1qxZ/WuPox1sjWA+jfBOf3aTfPUXm9ONWiFHLhPo2LqNuiefRDdpEsY5s/EZOhREEefRYnRjugSJrlorMq2y+36F3Ggk4oUXaHrnXeqefhrHogLC//k8Pkld59K2fz/KsPCTOsj3C4UKJt7W9fMTv3TgOg1N77yDTK/HfOl/liuXl/8ezv3dXS9evHjx4sWLFy9evJxTmt7/AEd+PuHPPYcyJISAm2+m/OqraXztdcyXXoKj6CjWbduw/rgdR2ERANrRo4l+/73T1t2xdRsNL72EzGSi9YsvcFVWEvLQg4j2Y5kr/0WZWL148eLFixcv/5k011pZ/3oeY+fFEZd+PJjB4xLZv7GcfetKQYKE0cF0drjI+rYMrVHVnZXRbnUhV8pQDkCg/0efriMrN58ZrmtJKEjhzTVbcNo9yGQCQyaHMXJODLqTBDuOWxBHXWkbG985RGluA41VHTRVWbuC6OhyeFn29wlkb6xgz1clHN5Zw7xb09CeYRb5soONrHslF3OIlgV3pKHRD0w2+tPho1MOiEDpZCSPC+HApgq2ry7ivKUpZ1SHxyNSXdhC6YEGSnMbaGuwEzs8gDk3DRvg1vYPW5uTrZ8eISTOSOq03jPS/7thP9pC82dFqOPNmBcM6r5Jqx5kRmZQYsttOKkQCsAcrOXqv09AdsyVKnZ4AIV7LNSVtRES23sAiSRK7FpbDEB4ki+uqnYA/BYnIdMokBye44V/dtNYplGg8OtaeygCNd1/9wWVRsGFN6fyw4cFBEUbiB8ZTECk/pwGMcoVMgaln/zcTro0gbKDjUjH+kc4Lj7b/VUJe78ppbnGygU3pKI7y0KoikNNNFZ1cN6yFARBYOQF0TRUtLPj8yI6252Mnhfb7z7a3uGiurCFo/vrKNxjQa1VsvD36V4R1DEkl4v2777Hum0rgkaDKiICn5QUah7+M66qKgznz0IdNwhXTQ3OsjJse/fS9uVXIEloR40i5OGHUEZGIvPxQRJFLI8/TuuaL/Bd/Bv8li5FEdj34MIzar/bTce2bdT/8584DuUj9/Wlff16BK2WgNtuJeC667pFSerYWNSxsZjmz8eWlUXLqtXI9HoaX38dZDJCH3kE08IFvQoHXJY6WlavomXlKtw1NWhHjSL8n8/jKi+n7dsNWHfupP75f8Lz/0Sm06EdPRrd+HEoI6Po3J9F4xtvYpw/j9C//IV4QUnhHgsHt1ZTX96OQiVD5aPA1uaEg6DfXEVqRgR1ZW3sWluCj07Blk+OsGPNUZLHhZKa0RVIP9C4nB6+eTmHzg4nQTFGtqw4giRJOGxuksaGoDN7k9OcDHV8PEF/+P2A16tJHUr85h9QBh3vw5XBwShnzsQ4cyYAkiiCIJzTcUY7Mpj2bVW0ri/FJ8UP4QwcJCVJwlVrQzv89MGtqrCuzMbuhk78liSjSfYFAdx1ttMe66zuwLq7Fplajmn2iUmbdGPHoB03jobX38B86aXItGd/rPC0HRNCDZAjVMf3PyBoNOgm9i6y+HdFbjQSeNutA1pn3pYq9m8oZ+iUcNJnHhdU+wzpChC15+X1WQgFEJniR/6PNdSXtRMce1wccGh7Nd9/cJjwRF+mX5WM3leNTC7D7fTQsCcPbVgQxthQADytrTR//AmVH3yAp6EBw/nn42ltxfHtlyTcfTt+oToO76zlaFZdt/OUJElUHGri0PYajAE+JI8Pxe+Y6O9oVh1Ou4fBk7rqFwThmNhK173OjUzxY+Xf95KdWU7C6GDi0s7e2NzubKe8rZxmRzMtjhZa7C1dj44WdtbsRCbIWD57Of4+/kjd1qwDh7/Oj79dezeZbx3k6Pf1AOwbXId6kRH/cD0PjHsAmSDj7by3KWopYmvlViaFT+KJyU+gkJ2dcKh433g+m/8ZoiSiV+lZtHYRj+56lFXzVqFV9uxjXKKLd/LeIS0wjVHBo05S438fkijiOHwY00X9d8AyX7QQ45zZOMvKcBYX4yguxllcgqP4KLZ9+2j+4ENa/u9J/CaMIHFsCCXZDZRszifY2EmQwY68rQFXTS32vDw6s7MRNBoSvv8OufnXuab9GtxOD/Xl7YQMMnWP7/vbbHxZ18JvIwII91Fh94h8VNPIi+V1VDtcxGnUHOqwIyIR5aNijElHsEpJu8eDr0LOnTEhaE4xPjfVWNn07iEmL07khZQo5mYVcsPBMtaNTCROe+IcUBIl8nfUsPebUqzNDqJT/UkeH0p0qj9yuQy3y8O6V3IpP9REQKSeKZclEqpTYF9diLzDyYI70vniuf1dYqhbhhOR5Nujfqv1KOUVb+OjDkEmU9HSspeW1r243W3HSgiUlr5IaOglpCQ/jiAIWOq+obrmU/z9pyEIcmydpTQ2bUYUnYCMYakvUWv5kqbmHaDbTtOITEzWD9DrTu8MKIpuqqo+4tCkp1HLOiD/2BMykAdAvRQE6jt7zMckSaLxvUM4azowZcQTkTENUXYPOXtepaVhLc3NO/DpDER5xx7Kk5YR8cI/UYaEkJT4Z7SaGI4U/o1N6xZSsukmQuOiybgiGUEQ8HR00LJqNca5cwn/x1OInZ20b9xI65ovaHj1NRpefgUUCnC7AVBGROCqrMR3yRKsugoqjn6Mw1GHw1mHw1GLw1GH290KgNk0mtShLyGXawgKmkNV9cc0Nm7GYa+hre0ALlczAHK5jvS0d5EkD0VHn0KpMGD2HYtWG0unrZRay5c0NGxEoTAQFDgbuVxLTe1nSJKH4cPfIsA/47Tn/OeMHrUGp7MBjaZ/+1+i1DXS/FLY9EusHg9rLC08W1ZLpd2FQgAfmQy1TIaPTKDG4eohl0jS+ZCq12AXRUSpaztJhoBMABmQ4WdkcWhPgd8L5XW0uD1sHJ3EEP2pEyeoZDJUJxGFtre3k52dTV5eHhMnTmTYsP7vT65atYrq6mpuvfVWNMeSOEiSxMGDB8nMzESlUnHVVVeRmZlJdnY2ISEhJCQkkJWVhdFoZPHixSQnJ5+19YdOp+Oiiy5i+PDhrFmzhrVr13LTTTchCALqhAQUoaHcunI5AG8uWMyS6LBuMVN/GWs+7pgSbwhgtyTDc+xfivBwNMFde2SOoiISZ8xlx2dFBMca0RpVjJ0fh1+olqRxoRiO7RuGDjKxaXk+n/8ji3m3Dqe+omsfMjDyuADF8v5LdAxuoV3vwtc8Dl/fcQA8XVpLtcPFztYO5muCaWs70Gub36xsoKKzk8d83gNkxEqFyAQdtikSfr4TT+rI9mvojwjqJwyGFMLDl1BZ+SFhYZdh0J+h0OaX9SrkPJ4YgSRJfFmZjbXw/9jbPpKVwtXcGhXE/xlyyMu7Fz/fiSQmPszOXbO5SfYGEe0HkePgTzzN7YqVqFQBDB3yLHK5DoVCj1yu7f75yY3v342CggLkcjk33HADSqXypI5rI0aMYOfOnVitVhYvXszy5cvJy8s7Ljw6Rnl5OWVlZZx//vkoFP2cBxdthK3PQtm24//LWg6XfQwBJ7oW+fr6Mn/+fFauXElkZCTz589H6GyGPW/B7tfBWgcI0FYF130H8jO8Z9RcduwFY87s+HOAw+1hzvNbMWtVfHTdWBrfeANXVRVNH3xA0zvvoIyIQDdxIpLDgTp+EJJLpO7VHNSxRgKWDemuRxAE/K+9Bs3wYVTdcSelv1lMyMMPA1Bz//1oRowg5sMPztXb7MZRUkLbunX4XX312XGt8uKlD3iFUF68ePHixYsXL168/A/jKCmh/vnn0WdkYDi/KwOL9qcAgZdfpuHllwEQVCq0o0ZiWrgQZ3kFLZ9+istiQRl88oxMktOJ5W9/QxUdTeyXa6l78imaP/wQ08UXdztCCV5HKC9evHjx4sXLKdj9VQlN1Va+fSOPmb8dQlx6IBWHmti64git9Z3EpQcy8ZJ4jP4aRFHi29fz2LaqkJKcenx0SkoONBAUbeCiP448pcPM6cgqyKP5OzXh6kSCQ/wwm/XoU3zwC9USOdgfU+Cpb3grVHLm3DSML1/Ipiy3kcBoA+mz/AmKNuLxiGx48yCHd9SQt6UKvzAdLRYbnzyyi0HpQaROi+gOiusLpbkNrHstF79QHQtuT8dHf/aESf9q/MP1pM+KImt9GYmjgokc3HdXI0mU2LriCAW7LTg73ciVMiKTffEN1VGa00BHsx2977kT6W/55Aguh4dpV6X8qu/qvwpPm5PGD/JRBPjgf0VKjwBpQSagGRqAdY8F0eFBpj75zWbZz46LTPYDAcoPNnULoSRJwt7horW+k9Y6G6W5jRTtqyN9ZhTBMUbaMstAAGWIrs/ORuqTiKxOhSlQy4I7ziwD7rlAZ1Zz/nVDcdk9PTJ5CzKBsfPjCIjQs3F5Pp8+toeFd6b3S4Dx02fSF0cDgKwN5ejM6m5BliAInLdsMGrNEfZnlnM0u55pVySdMmu4JEmU5jZSebiJqiMtNFZ1gNTlzJA2I4oR50f/V/V1Z4qzrIyWVato+exzPI2NyIxG8HgQrVYAZDodUW+9iXbUiUG4osNB29ffYHn0UYrnzQdAnZiIIjgY69at+AwbRuNbb9O0/D1MF12E/7XXoIo+TTbWfmIvKKD18zW0fvUVnoYG5AEBRLz8EvqpU+nMyUEVGYmil+zUAIJMhnnRxdQ/9zyu6mqUkZGoIiOouf9+ah58ENmxrM+IIhwLnpM6O0GS0E2cSPB9f8IwbRqCQoHCzw9NWhoA7uZmbLt2Yd2xE+vOHXT88EP3axrnzCbssccQFApUwJDJ4QyZHE5dWRsHt1TR2tDJ7BtT2ftNKdtWFWK3ujiaVYfGoGTJw2NpsXSS+0MlB7dVkftDJYPSA5l13dA+jwH2DhffvplHbXErSrWc6UtTerjESaLExncOUVfezuwbUgmJM7Hi0d388GEBAE3VVmZc03sGeS9nl5+LoHqjP84ZZwtBLmC6IIbG9w5h3VOLflz/ncQ8bU4kuxtlH8YYZYgWwUeBbkQQ2mFdgg65rw+u0wih7IXNNLyVd6zRoJ8UjryX8SnwttsoW7KE2sceI/Svfz3r59jT6gQGxhFKkiQ6fvgB3YQJyP7H91FLcxvY8nEB0an+TF6c0CNYVxUTjUynw34wDxZd3Oc6I5K7AvUr8pu6hVB5W6rY/FEBkYP9mHNjKopjc8zOnBxqHv4zjvx8Wg0GxHvuxlFYRPPKlUg2G7opk/H/7f+hHTOa9sxMqm67nY4tW1A5XYRqOziyx0LKxDAK91rIziynscqKj15Jcbab/RvKSRwTTNQQf/atK8MUpCE0/uSijaBoI8njQqgsaGbK4r4Lv/pLZXslS75eQrOjucf/BQRMahMBmgCemvIU4frws9YG6EoCcMENqbTW2yjaV8f+DeWs+Nse5t02nMhkP+4fez8CAp8UfMLokNE8m/EspfubsHe4ut1WBhpfn+Mij4fHP8x1G67jpo038cqMV3qIodaXrKfaWs394+7/lwlcnZWVNL39Ntpx49BPmYLsHCSjc5WXI9ps+Aw+swQmMrUan8REfBJ7fr+3vJOF4bnfofzgH3yXfy+5m6tQb15NfPEaABqPlZPUWpRRkfhfdx2Nb7xB88qVBFx33a95S2dMbXErm5bn02KxERJnZMglg/hbRzOZjV0CoJWWJpaFBfBBdSO1ThdjTDqeS45isu+vS75x4LsK6sraWfdaLpfeO5pXosJZeLiE3+wo4J4jIkq7yOwbUlFru9ZRP35+lOzMcoKiDcQND+TIXgslBxrQGJQkjQ2h2WKj/FATkxcnkjo1nA5R5N0SC5NVAqZaK4YEXxbckc6aZ/fz9YsHmHvLcMKPiaE6Oo6Qtf9KPJ72YyIm0GrjCAqajdk8BrNpNHK5mtKy16ioeBuNTyS+vuM4fPhBjMbhpA59GaldxFXZgaO1FaulhHL/Z8jNvQUJD8bg25DWG7Cnv8L+/VeRnrYcnS4BQThxvJckiZKiFVRbXsXhrKBINpTmhjlEKPzQBfhhCAtELdfyYm4TtTUOPgjpYKypy93SfrARZ0U7vosS0I0OQfSI7F5Tw/7MdCCdNM+XmHetwx03BnthHsVz56EZNgx5dBw1jSralLMxzMokad6TjBj1dndCkNbVqxGt1m7nSplGg2nePEzz5uGyWGj78kvczc2YFy3CunUrDa+9jv/dt1A/roza/VcgCHJUqkDU6mC0mhh8zePw0URgNAzDZEpHJuv6jAVBICJ8CRHhS7rPh8fTicNRi0JhRKXyB2D0qFUnnLf4+Htobt5Jbe0aLHVfI4pOAoFtp4AAACAASURBVANnERt7a5+EZ79ELvfptwjKKYrMyyokr6OTYJWSULWSMLWKMLUSrVxGu8dDaaeTAqudCnvX92yEUctlIf44RRG7KGEXRRyiRJhayZIwf6weD983tvNdUxs7WjrQymUoBAGR46KrZpeHdQ2tTPMzEHRMnFNld/JmZT2Lgn17iKBEUSQrKwu5XH5KFyVRFCkpKWHv3r0UFBQgiiJarZa1a9cSGBhIcXExHR0dzJgxA/lp3EArKyspKupKYrplyxbOP/98SkpKyMzMpLq6mqCgIBYtWoROp2POnDkkJyeTkJCAXC5n5syZqFSq/gsmzpC4uDgyMjJYu3YtFRUVREVFIQgCgb+7mYNbtvPXIaM5kjSY3dED4+xiVimxCQY0ZgduuYAxJJgQtRKHUkn7kUIiF6mZvDgRebAPF+47wtPJkYya0zOxQuKYEDR6Fetey2X1k/vwC9Oh9JF33wuQJAnLecU4EzwYfYaTmPRnAAqtdt6qrEchwKEOO2pzCC5XE6LoQCY7Pqevd7p4trSWG/U/QkcxycmPkV/wZyIz8pD0HqKjbxyQczFQDIq7E4vlK44c+Qsj0j/qMU45nU1YLGtxuppQyPVERl7T3f8AWK3F+PiEIZf3Pi9pa8vGXHodOlqYw9f8YcRNqN1HOZBzBybjcFJTX0Gh0BESMg9q16DRRNHpbOaPnicIdlcTHX9ftwjtPwFJkigoKCAuLg71qdZ5jUeRF23k6mVLcXtEfH19CQsLIzs7m5EjR+LxeHC73Xg8HrZs2YJGo2HkyJH9a0zhRvh4MRjDYdr9kDALOpth1bXwxnRY9CYknujkNGTIEHQ6HaEqG8pv74Hsj8DdCfEzYPwt4OyAFVfClqdg2n39PEPHaC7tevQd2D3IvtCba3Bf+HhXOaWNNoQmG396YR037t5N4B134Hv5ZbRv3ETb+vW0rF4NgDopGXtBE5Ldjb2wBdHpOeEeh3bkSGI//4yqP95FzX1d51EeGEDnvn3YsvajHTFw9yw6DxzA3dSEYdq0Ph/T8MKLCD4++P/22gFrhxcv/UWQpIHPyjKQjBo1Stq7d++5boYXL168ePHixYsXL/91SG43pUuuwFlWRtzatT2sk0W7nc79+3GUlKCKjEQ7ahSyY1mkHMUlFM+ZQ/Cf7u3emO+Nxrfeou6pfxD52qvop07F097O0dlzUIaFoR01iuaPPiI5e/9Zf59evHjx4sWLl/9MGqs7+OSR3aROjcBS2kZdaRsKpQy3S8QcrGXy4gSiBvv3OMbl9JC1vozi7HqsrQ7C4s2UHGhg0qUJ3dmz+4skSTz07AsEHRnMJX9NIzTo9FntT1ffLzPKrnh0Dy11Njwukbm3DkejV5L1bRlluV1hPFOXJJE8PvS0dZfkNLD+tVz8w/XMvz3trLoznSvcLg8rHt2D2+lh8QNj+vwe83+s5rv3DpMwKoj4UcFEpvihVMtprbfxwYM7GTMvlri0QMoONpI+Iwqhnze53C4PpTmN+Ifr+u3qcXR/Hetfy2PsgjhGzY7p17HniqZPC7AdqCf4jhEoA090VnCUtFL/Wg5+lyehHd73AIaVj+9FJoM5Nw3j2zfzqCtrx2U/7vIkyLochcbMi0UQBBreycPd4iDkzn7e4PVCY1UHa57ZjzlYy8V/HNHn73ze5kq2fHKEaVelkDIhFJfDg0Il6zVIr66sjZV/38uEi+NJnxV1wvOVBc388MFhWus7SZkYyoSL43u9prM2lLHjs6MolDJCBpkIT/QlPNFMUIwRueLcCwbONbasLOr/+QK2nTtBLkefkYH50kvQT56MIJfjqq7GtncvPkNTUced6Jbyc1zV1XRs3467vh7rlq10ZmcTcMstBPzuZlzl5TS+/Q6tn32G5PFgmDUL86JF6MaP63Zo6g+etjZaVq7EWVlJ54EDOA7lg1KJIWMqpoULu9qv6rubistioWjadBBFQh//O8bZs2lduxZXdTViewfIfnLYEUAQkBkNmC68sF+CLld1Ne7GJuQmI8rIyD4Fp9o7XHz5QjZ1ZV2Zo2ffmNrDucPW5mTf+lJyvqtk/u1pRKacXuTbYrHxzSs5tDXYGTwxlKKsOoJjjFz4u+HdZX5cXcT+zPIec6COZged7U7yt1eTt7WaKx8Zh9H/1GJuL/+7SJJE/Ws5uBs6CblrFDJ1/67zzsNNNL57kMAbh6GOOb0IWXR4EH42njS8k4en1UnwHSNOekzTqiN05jXgf9VgGt7IxffiBHRjQnotW/fsczS+9hq+S5YQ/OADZ1WQ0Lq+hPatVYQ/MrHfc8pfYj9yhJL5Cwh55K/4XnrpALXwPw97h4v37v8Rc7CWhb9P7yH0/omypcsQ7XZiP13Rr7pXPbGXtoZOLv3TaEoO1LN1RSHRqf5ccP1QFMrjQWill12Os6qSgOuuo/Xrr7EfyAGFAtOFc/C79lp8kpK6y0pOJ4XTpiO2tyM5nYiB4WxOuQetrwZrqxP/cB1pM6NIGBWMw+Ym57sKsjdW4HGL6MxqMpYkETPs1OtOSZRwu8UBcT/ujU53J1d9cxXV1moeHv8wwdpgTGoTvmpfDCoDctm5y6zf2eHks6eycDs9XPbgGNRaJZIksaN6B2lBaXTWiXz62B5Ej8TES+JJm3HiPPQnJElC7OhAbjCctExfWF+6nnu33Et6UDovnfdStxhq2bplNNmbWLtw7Vntd9z19aBQIDebqfi/67Bu3w6ATKtFP306xjmz0U2ahKwfc6tfQ9u6dVTd+XtiVq9CM2TI6Q/oA9ZWB+/d/yND/WsIWPEIrjGz2Ccbz9g9j3W5dl54CTXNakoroLbGgyATWHB7Gu6//x5nSQnxGzMRlEpEux3RakXh73/6F/0VuJ0edn1ZwoGN5fj4qVFNCmJ7YSMb41U4tXL+GBvCRF89Nx8qo7TTyTiTjj/EhDDpVwqgAJx2N+/es52gGAOW0nZEj4joligLVPBBhoGkZpFF37UxeFwI05emdAtAU6eGM/myxC6XIo9I+cEmDv9YQ2lOA6IoMeWyxG5x4ZMlNTxTasHglrjKoSQsLRiVICA5RHLWlyG2Obnkci1G60rqqtcil+sYPeYj1OogRNHZLbr5OZIkcejQH6m1dAnblEo/SniKbywGzJ0e/B0Sfi6JILWSdnsz/omPUycz8HceQBLkJApVPCQ8hOBpQRDkyBV+iAo/bIIZlzqW6Um3cmjPy1g9H9LeGs0bhssxmTN4f0gMck3Pdej+5/Zw9RAlFgVE+qj4R0IEScuPgADBt4/E3uliw5sHqTzczNCp4fjKWpA/fC2W4NHkJ1+J1lZHfMMPGDoqUDTVIPd0uUW6IkQab3YjqQXijl6EKWgkDa+/jjI0rM+uDjZbCQdyrqezs4yoqOuJjbkVufxfJ5b2eOxIkguF4tf1m/3lqZIani61sDTMH7soUuNwUeNwUWV3YRdFdHIZkT4qknQ+JOl8GGXUDcj1VGxzMGlXPjdGBnFLdBDPlNbyuaWFdreHbWOTidJ0nXuLxcLatWupqqoCYOLEicyYMQNBECgrK6O0tJSwsDBqa2vZt28fLS0taDQa0tLSGDlyJD4+Prz66qtYrVZ+iuVNSUlh0aJFJwiVHA4HGzZsIDIykkOHDlFRUUFcXBz5+fnExsZy9OhRjEYj06dPZ9iwYSd1mTkXOJ1Onn76aRITE1m0aFH3/61uD6N3HuLKUH/uG9T/JAwnY+UPGfgebEb2kYmcDz9lqEGLbfFviIkIY9i7bwOwo6WDi/YXcVdMCH+IPclaoqyNr148QGe7i7AEMxf9oWuN4m5qYuv3o1EfkZE282O0o0YhSRJLcoopqqjixZeeYL85gEkPTcFS8xgTxm/uIQK8q6CCz6sreUNxOwZtDCNHrODgod9jsazFpy2ACQt2nlOn4N6orPqIgoIHGTrkeYKD59LWnkdlxXtY6r7sFrsCDB36IsFBswFoadnLvqzFyOVa/P2nERQ0Gz/fyeTkFBAfH4/LlUVu3i2o1UEMGfws+7OXodXGYrUWodXGMCL9w25nLLu9mtKy14iN+R31DRspKHgQhcKXSRO3IJf/5zjF19XV8fLLL3PhhRcyevTo3gvZmuCNaV1ioN9mQuQYAHbt2sW6det6PWTatGlMnTr19A2QJCj7EUq2wI//BP9BcPXX4POztXtzGay4Amrz4LyHYNKdXZZ5HjdYcruOP/p9l5uUXAnDFsP430HQz4Twn90AOZ/AxDtg+gP9d4ba8RJ8ex/cXQLavifF+zVIksSbW0t4flMhTywaxoXDTn9fThQlShut+OvUnPfMZuKDdCxMCyf/0Se4rDoP00MvETQpHsUxtzl3czPO4mK0I0dS995BHPlNCBL4X5WCZkjv60DJ46HhtddwlZUTdO89FF8wG83IkUS+/FKPcp6WFpxlZV37oXYHqphotKcQ5/5Ey+drqHnwQZAkYj/7rNtp2dPSQmfewa5CQpewGkFAUCjwWK1U3ngT/jfcQNCdd5z2Nbx4+bUIgrBPkqQTsrx5HaG8ePHixYsXL168ePkfpfGNN7Dn5BD+zNM9RFAAMh8fdOPHo/uFpTaAOi4W9eAUWr/+5qRCKJeljoaXXkafkYH+2GaL3GAg8NZbqX34YRD4n89i6sWLFy9evPy7IUkS+T/WsOerEoJjjKTNiup2ZflXI3pEdq4pRqmSM2ZuLDKFQEl2PZbSdowBPqRmRPQa/K5UyRk7P46x8+OArvf09Us57PziKLHDAzAG9D/Y9/vy79GVhqOKdv5qERRwws1LQRAYNj2C798/jClIQ1SKH4JM4ILrU7G2Osh8+yCbludTXdTClMWJ3RnJf4nHI7Lp3UP4h+tZcEdad1bf/zYUSjkzrx3M6if3sWl5PnNuSj3tDWFnp5sda4oJjjUy89ohPQJSTYFaIpJ9ydtcxYFNFThsbgKjDF3uRH2kJKcrO31HswNBJpAyMZQxF8aiM59+vmu3utj88RECIvW9CkX+HXFWtGPLqkM3xoxc23uiNVW0EZlBhS2noV9CqKjBfuxbV8r3HxympqiVIZPDMQVpMAVqMAdpMfj7dF/7kiThrOrAJ9H3NLV66Q3/cD0TFsXz3Xv5HNpezZDJfcvkX5LTiCTBd+/lk/tDJfUV7YxbEMfIC2JOKLt/QzkqHzlDJvcexBKR5MtlD45hz9cl7M+soCy3kXm3pREQoe8uY2tzsu+bUqKH+jP7xlSv8OkYrpoabHv3Ytu9h5ZVq1AEBRF4x+2YLrr4hPW9MiwM0/z5fapXGRbWHWgfePPNiDYbMm1XIIkqOprQv/yZgN/dTPP779O84lPa169HGRFB8AP3Y8jI6HP7O7Zuo+bBB3HX1iI3m1HFxBB8//0Y516IwvfMrmllcDCGGTNwlhRjmjsXQaEYcNGAMiwMZVj/grJ89Eou/dNonJ1uOjucmH4hHtUaVYxfOIjDP9ZwZHftKYVQHo9IdmY5e74uRaGUMf/2NMISzMgUMnI3V+LsdKPSKMjbUsX+zHJSp4YzbPrxICu9rxq9rxqNIZqD26rJ3lDOsOmRyJUyDH7nzhXRy78ngiBgmhNL/csHaN9ShWlm/zIwu2q73OiUwX0TiP/SQVIRpMV+tAVJlHoVE0mihP1wEz6JvqjjTMjNajoPNfYqhJJECUXMhZgWtdH80UcY584dkKzJrtpa2r5Zh3pQXPf+J4DLYkNuUP1qERRAxw+bAdBP6UMw238xRVl1Xe6pVyb3KoIC8EkdSvN77yNarcedAPvA9KUprHpiL6uf3Ie1xUHs8ADOv25ojzmH/fBhOrOzCbr3HvyWLsX38svp2LoVn+TkXscFQaXC7+pltHyyAv306TS//z7hQbth8BymLU0harBf9xpGa1QxbuEghkwJp73RTsggU58yjwsyoVsEJblcdGzZ0u0CyS+SIcvNZnRTppxy3SRJEqIkIpfJaXW0cveWuznSfISXznuJyRGTT9uefyUavYoZ13StCbeuKGTGNYMRBIEJ4RMQPSJfLd+HWqsgONbE9lVFmIO0JxWWNbzyCg3/fAFlRATmSy7B/4brzyjg+IKYC5AkiXu33sst393CS+e9hMVqIasuiztG3HFWg5hFm42SS3+D5HLhd/UyrNu3E3TXXfikJNO2bj3tGzbQ9tVXyIxGgu/7E+aFC09bpyRKlOY1UlPUgtspkjIhlMCovose7IfyQaFAndA3pxiPW0QmE07Zb+ZtrkL0SKTevBCnXz2Nr7zKBMMO8FER9rdHUQYHEQaMBNqb7Kx5JosfPirgwiuvpOaWW6j6/R+QXC6su3YhORz4LV1K4G23ds91gW7xwf+zd95RUlRpH36qOucJPTlnGGCGMOQoIlGCGEFRkcWAefdzzahrXHcFDGvCALJiwAUlSBYEBiTHGZjE5JxD90zH+v5oHGBhYHAxrNvPOX3mTPetqtu3um7Vvff9vb8zz5erpQV3YyOKsHPHSy070nGUluJ74w043RL/qqxnhJ8BqdTKuiXHOSA4qLjazCEDNLks0EON2erm1q3NTE+Iw9+oY0NaEvmtNlL0mk79TuxtThqrWzGHdyzwyNlbicPmYsDkOFxONzl7K/EL1TE10khXuY3HT5aRMSkI4etyWhpsFGfWEdnNnyE3nHbbk8lEYlLMxKSYsTbZaaptbZ8jtLndfFJaywCTDmeFhbd1TsgpPV2Brgp8pGaG5d1HEzYsJT2pOzoJk1NBr6s6/h0JgkCXLi8ik+vRauN4r64vH9bZCDOAw19BDW7c7aXNRFpeYaRBx8t2GQ05dWzoG8/DzS8yRX0Eh6MWuaMek6MBE7VEWfez64evkOPEUTeaBT53U+RwsUzQnyOCAogKN/HZe+9TFavm+QHjuM1i4x27jRETk6gpbWHtu0exNtkZeasnQUjZY4/TqJQT+cyjDB6YwMmD1eTu70ZJfRt6HxUDRpnRuxtxlJUSUHGcbMVC8qOXo9vyDe4RIgkjH7zouQePAGDvvmsRBBm9ev4TX99+ndrucuJxc/llxw4ZLa28XljJtUG+vJp0dqKr8123l5NYrYrJgT4sKqthTXUDZTYHY80mZoWbidSocDgcbN++nR07dqBWq7nmmmsoLi4mPT2d0tJSYmNj2bJlC2caFURHR3PllVfStWvXs0RO119/PRs2bGDw4ME0NTWxbt065s+fT1RUFFFRUURHR+Pv78+yZcvIzc1l//79gEf40Lt3b3JycigpKWHUqFH0798fheK3NzesVCpJTU1l//79jB07Ft2pZzadXMbeAcloZJd3zkeQm2jxsVASk0CISkmKXsPnoeFEnMxtL1NldwCwr8nS4X4Co4xc++c+rF+YcVZiE3tJEW4TyGqh9dgxtGlpbKxtYldZNV+8Pw9DWSmDigppe/UEzACbraJdCJXZ0sqnZbU8b9iAu6mWhPj3weUi1OcaKstXEmK54jcnggIIC72RstLPycl5ieKST2hs3I8oaggJuY7wsBlotbHsSB9IdfWGdiFUYdFC5HIfggLHUVW9nqqqNYCSmppAamoVKBRF6PVdSE39CJXSTHTUXeSdfA2NJpqePRe1i6AA1OpQuiQ9116XpsZD+PkN7rQIym63I5fLL69AsK2J9d/vora2lunTp1+8PJCR4RGWJCYmep7dyw5AcyXYmqCtCWyNkLUOmspAlEPWt+1CqF69euF0OnG73cjlcuRyOTKZDKVSSZcuXS5+cEsNrHoQTqwGBIgcADd8crYICjwuTHdsgJX3webnoHg3CCLkbwe7J9kPPlEw7BHoNxv051kDmPg6KNSQvgAs1TDl7U61Tzv1BaA0gOaXmf93utzMXZnB0t1FmDQKHvriIAa1nGGJAectX97Yylf7SvhiXzEl9a0Igud0vnNLb/qEGchyWlCPeAr3znrKdu6l0CCjLEaPMskXvSacPcuPMi2znjU4GCsqac2s61AIJchkBMyZ0/6/7803U/P225Q89DCCXI69uAhHQSGuxsZztvWfPRtNr57YsrMxTZ3a7lQuOZ20bN1K/dLPsOzciXbAAGxZWVQ8+yzBz8yl9sOPaF6/HsluP2efPyLq9fjPvP0SWtmLl8uPVwjlxYsXL168ePHixcv/IK0ZGVT/422MEyZgHD/+krc3jR9P1d9fw7pvH9q0cxIuUPXa35EcDoIef+ys941jx1Dxwgu0HT6CPCjoJ9ffixcvXrx48XL52fZZNse2lRIQaaAkq56Th2u48cm++IfpL77xZaSh0srGjzOpKmhiwJRY1HrPom3SgBCSBlw8+9qZCILA8OlJfPbcbrYuzWLi/amdXkC0uWy8f+R91u3Yznj73QwbmXTxjX4iif2CyNhWSsrIiLMCf3QmFZMe7MWeVSfZv7aQqoJmxt7ZHZ8g7TnOUmVZDdisTtLGR/9uRVA/EhhlZNDUeHYsy2H3ypP0nxTb4XmVJIldK/JobbIzYU7KeQOrkoeEsuGDjPYg8OPp5Z0WQjVUWtmw8BimQA3Dbkqk5EQ9x7aVkv1DBalXRtBrTBQqTcfT8DuW5WBrcTDx/lRkl3mx/+ei4dt83C05VD6zgIonHMj8/VFGRKCIjEAZEYnPddeiCAlBm2Km5YdynPVtyH07FyQT2c2ffd8WkH+4hj7johgwOa7Dsu4mO+4WB8pfuI/6PdFlYDAndpWza0UeUd3N6H0vLN5zudyU5zbQdZCnL64ts+AfquPghiJ6jAhvD0y2Ntk5tKmIvANV9BodifIC14BcKWPgNfHE9wli9T8Os37hMa5/PK19X3tX5+Owuxl8XfxvVgTlam6m8etvsOzYQeD//anTAZ8/FWdtLflTrvEsbMtk+N58M4EPP3RJQd+d5czA0B9RBAYS+Kc/Yb7/flq2bKX6jTcoufseBI0GUasl5Pm/YBg5sr2822rFuncvtpwclDExtGz9noZly1DGxRG97Es0PXpctvqG/v1v4HT+JIeqnxulRt7htSBXyojtHUjegSqGT3OdV/RcWdDEln+eoLakhdheAQy7MbFdcBvXO5DDm4spOFqDWqdg2+fZ5wSznoneV01i/2COfl/K0e9LEUWBnldFkjYh+mdzFvHy34kq0ogmNYDmLcUewVGUsdPbOissyEwqxAvcAy6EIlALTglXfRvyU85lbTn1NG0sROanxjA4DHeLA3VXfwRBQJPsT8ueCtx2F+K//Y5teQ1Yd1cg6kcgKP9F07q1P1kI5bZaad60icavv8ay6wdPlJNcTsQ/3kI/fDiWvRW0Ha/DMOLS3Gh/zO5sy8rGbbXitlhwWyw4SkpQJyefI3L9XyNnbyW+wVrMER0/9+mHD6fuw49o+f77S5rv9gvRcdXMZL599yhxvQO5albyOc/l9Z9/jqBStQtIBIXirHvd+TDPno159mwkSaLtyBGSKzYSNmw8olCJPa8eQaVC1GiQmz2BbgY/dft4RJIkLOk7kQcEoIqPQ5Cdv2+WJImWzZup+tvfsRcWXvh73nYbgY89itVp5YusL1ies5xmezN2lx2H24HdZUdCIlwfjsPtoLatlmcHPfubE0H9SFC0kbRxUexdU0BMqpm43p5rJDO9nOqiZsbM7k50ij9Ln9nNse2l5xVCtR0/Ts3b76Dt1w9BLqN6wQJAQtOzJ5bduzFNnIgqNrbTdRoXMw635OaJHU9w3+b7SPBNQCbImBR3riDd1diILSeHtuxsbNnZ2LJzcFZXE/DA/ZgmTryktqhZuNAjLvf3p/q1eShjYvC7dQaCQoFu0CCC5z6N5Yfd1L73HuWPPU7r4cMEz53b8RjaLbF1aRaZO8oQZR5x0tGtJQTFGOkyMIS4FF8oycdZUY6johJnZQWOykqk1lb8Z89G3a0brQcPooqPv6ADldvlpiSrnuzdleQdqiYkzsSEe1KQKcRzyjVUtnLs+1JiUsz4BGnhwQcRtVqqX5tH0FNPndNHGvzUDJ+exKo3DpPZEEFISgqWH35AHhiIacpkcDqpW7SI5o0bCX72WfRDhyBJEuWPPY714EFCX3oRmclE3dKlNH2zErfVinHGDHwfeghR7blOZS4XFXPn4qisRD9sKF9KSv6UVYwagfByG0WDVNjlakxygTFmI6P9TXTXa/CxuFjx/QG2/PME1/65D0a5jFRD54K3XQ43q988THleI0azmsR+wST2C2p3pbbb63A52zi2rRS/UB1BMUYEQSDsjOQhM4HMNhtLympJjtFRlt1A2oRo+oyJQuxgTkJrVKI1nj6X31Q1UONw8o+oSLraDlO2ZzdupQF1agzKpAicoo7MrU+jM9h4THyVAFkgo3qqeelEKQu6+BAWce7zhKvJRv3XeeCWiB39CO85LHxYV84txQ5enpKCwqjCJUnUOZzU2J0gSZi/ysO2swaZQYWoVzGnTwIvndSzuyGWBF8VXXQaknRquujUHK/K4sCJV6mQBeDuej8nqhqZfLCN1qgWj3ru3xCUdQjH1hB0DN7cuJlnH3yUhwfG8KnFxt73jqHRK5j6SG8Co4zYTp6kcdUq/G65haCRHheMroNC2sfNpwlH070bRkZjsk7hwP5pNE+sBNyUmjbgz+SL/gYKCt7G5bIyoP9atNoLu/3+nlhQUIlBJuP5hHMFib+EUOSBqCBWVDXQKnPzTa94ept0uFwucnJyWL9+PTU1NaSkpDBmzBh0Oh0pKSkEBQXx3XffUVBQQHx8PJMmTaKmpgaj0YjZfP4g96ioKGbPnt3+v6+vLxkZGRQWFpKZmQmAXC7H6XRy9dVXo1QqycnJoX///qjVaubMmYNKpUKj+W27/qalpbFnzx42btzI5MmT28+hTn75x6JKhQ81IS28MOt+lqkUBKoU1IZHot6TjqvFgkyvo9ruBGB/kwW3JCF28JsyBWi54YmznXssZZmgBFmjSNuxDGxuN89lFfHXRW9izM3B/MYbTMuvZt7SZwCPECon92UEQcXcpklEyhqI4yFoigAAIABJREFUafmSgMAJGDXJ5I0dh6O0lGC1AvNLv81ECIIgIzFxLvsPTEOUqUiIf5KQkOtQKE737QHmUVRWfYvbbaO1tZSams1ER99LXOzDJCU9x779n3Pi+Kf4m0tpa1UTHTWTuLj7kcs9z/oREXcAEBw8BZWy48R0giAjOfnVTtfd4XDw1ltv0aNHD6666qqf2AL/xpEvkZbfiU45nD3OPrhcLmQdPLsD1NbWsnr1avLz84mOjsZkMsF3L8K283wPpQGmvAMHPoET38KoZz1vK5UMHjz4wvWqzQOnDYKSz37/+GqPCMrWBKOeg7SZ5wqgzqqDFq79EIJTYPNfwBgGKddD1GCIGgTGiyQLUqg9YigEOLQUxr584eP9O/WF4BvtcaL6mWluc3Dv0oNsy67mnmHRzAy0c9v2Rv6weB+PjevCzMHRCIKA2y2x6XglX+wtZktWFW4JBsf7c9fwOErrW/FViMT9UEV5RgaGlFm41E6Wx+oxlFvp3eAk5kgj1Ufq2YiDMEFEiYKSMA0/VNi48nhth8lg/h2/W2fQlpWFLSsLyW5HERGBYexYlNHRKKOicJoD+WBpHr2qSpCt2EjtBx+C5KZhxQrCXpuHZfs26r/4EmdFBfLgYAIefhj/O2bSuHoN5Y8/Tv6UaxB1Onyuvx7DVVchKJWABG43SBKS04mrsRFFRAQyH5+f/fx48XIhfnsrAV68ePHixYsXL168/I5wVlfjKC1FUKk8L6UKUaVE5uv7qwXmuG02yh59FLmfH8FPP/WT9mG8+mpq3l9I4S0z0PTpQ/hbb7ZnbbYeOEDTylX4330Xyqizs8XKTCZ0Awdg2bYdQe11hPLixYsXL15+K7TU2zi2vZTkIaEMn56Ezerg07k/kP5VDhMf6PmLZR+szG9i9VuHkZAY/YduJKT958Jpg5+agdfEse3zbLJ2V9DlAmIqp91FTUkL+44fZcvRncgbtIxpvQOFWiSh17nZ5S8XcoWM6x/ve97PRFFgwOQ4QuJ82PRxJl++vJeQOB/KsusZODWOlCs8QZYnD1cjV4pEJnfeyei/mZSR4dSUtrB/bSF2q5OhNyaes0AkSRI/fHOSY9tKSb0ygqDo8wfvxvYKYMj1CcT2CuDgxiIytpdSXRzpcXlqsCFXyJApROQKEblSpOugUJL6B+N2udm0KBOZQmTi/T3R+aiISQ0gZWQEu1eeZP+6QjK2l9FnXBQ9hofT0tBGY1UroYk+yBUyCo/VkvVDBWnjowmI6Hx27V+DH4V3zvo22jJO0rrrPRRRkZgmTsJRUoy9qBjrvn00rVyFs7aGkGefRT80nJbdFTRtLMRnUhwt6WXo0oKQmToeBwRFG1Bp5ai0ctLGRV+wTvbSFgAU4b/ttvstIwgCV9zShS9e3MPmxZlMeqDnBRdaqwubcdhcRHbzJ76PJ9iw4mQj/3p1P5k7yojrHcjBjUVk7ijD7XQTnxZE7zGdcxAJiDQw+o5ufLPgINs+y2bUzGQaqqxk7Cij+9DQ9uC+3xJtWdnUL11K46pVSFYrglJJ4R13EL1kCcro6J/tuFWv/g2X1UrUkk9Qd++O+CsFOYlKJcYxozFcMYL6ZctwlJRi+eEHSh96mJDn/4KjsgpLejqtBw4gORynNxQE/GbdQcADD1x2p2hRqYQLBNz+lknsF8SJneUUHK1tv77Ak/V/z8p8jmwpRmtUMu7uHmdloAYIjjGiMyk5uLGIhqpW/EJ1jJndrcNgVoD+E2NQqmX4heioONnIgfWF5O6vZNhNSUR19//ZvqeX/z58p8RjL2mm9p/HCXqgFzJD564xR4UFRchP77vlgZ6gcEeVFXerk8Z1BdhyGxDUMuxFzTirW0Gg3RlSnexPy84ybNn1aLqfHSxnPVwNchG3xY0yrifNGzYS9NhjCJ3MAt56+DBN336Lo6wcS3o6bqsVRXg45jlzEH27U7fwbxTfez+m657G7QhBFe+D8RIctCRJouLZ5zwi0ehoRIMBUadD4eODKjHRE7T/P0xLfRtluQ30uzrmguNSbZ8+yMxmmtatxzBqFDUffIBp/PhO3ZNjUgO47aXB6EznOnm5WlpoWrkK4/jxlxzgJUkSj25/lH5Tu9Lt2SMUnidDvN+sOwh65JGz3mvetInS+x8APKJkdUoKmp6paFJT0Q0YgKjRsGvzEmRvf4ohoxBZTBQnH7uB+lA9LsmNhBu35EZAoF9wP0wr06lbvJiPi7/i0/42APoF96N/cH+UMiUKmQKlqEQQBHLrc6lrq+O1Ea+RGpB6Sd/3l6bP+GgKj9Wy9dMsguNM6EwqMneUYY7Qt99LY3qaydhWhsPmQnGG85yzvp6yJ55E5uND2OsLkJlMlD32GNULXm8vU/ve+5imXkPAffehCO7cfMCE2AlISDy540n2VOxhePhwArRn37ebt26l5L77wekJvBYNBlSJicgMBsoe+TP2gkLMd915KtjQI5R0lFfgqq/H1VB/6m8DruZmRJ2Oug8/wnj11QT+8WEqXnwJ/ztmIpzhAiIoFOiHDkE3cABVf/sbdYs/Qde3L9qBA6l8+WVMkyejPxVMK0kS2z7PJnNHGb3HRNH36mhcDjcn0kspWrGFinXv4q45hMJxhmuGQoEiMBB3ayvN301HGRGBvaAA/zvv7LCdCo7UsOXTE1gb7Sg1ciK6+JJ/uIZNizJJ7B9MU00rtaUt1Ja0UFtmweVwI4gCvUaf7lvNs2fjM3Uqcv/zP7dEJvuTNCCYg5tKKO39CFe+3hW/M+5LpsmTKZ/7DMWzZ2OcNBFFcAiN33yDzGSicMatngBPpZJDA4ZQJIlMXrKEI5u+48WZ95IbEcPIw3t5uqwMgLpPl/L+sAkkatWE5VYjlucwzieOoV2SGBgWhOLMfkULAybHsmXJCXL3V11w3svpbEEU1YiiHEmS2PpZFuV5jfQeE0l1UTP71xaw79sCAiL1RPU7RqviTZzOVjCOpVdax05k90YGsqSsFtl1Ucww+6K7wBj9TErb7KytaeSz4gJmKDahytnK0dZc+DGvQRtw+FT7mqBi70yS9P5sSVZyGDeEa3g9r4JXzxBCSS43FXvLyUgvxq/VjdklUPD+IV4bomNEjZNn48NQGD31kwkCAUoFAUrP79s9vSvV7x3BUWZBneyHUhT5c2AATaKewGjjWe56NTk+iKvu4OhNwRytaqSPUcto0U1ZTh3utrZ2gZvklti3tgDhw4/QyZRo+t2D/cRnPPPRAq7903O8s6eFCZFaRvR34/j6Y/LTd9J29CiCSoXfrDs61Y4AWm0UgwZvxe22UVS8iPz8BTQ2HsRk6lio3dpaQln5MkJDb/qfEkHV2p2sq2lkZpgZP8Wvs67eVa9hRa94YjUqglQKDh48yIYNG2htbcVkMnHLLbcQHx/fXl4QBPr27Uv37t0pKCggMTERmUyG0dj5pAIASUlJJCV5EnPV19dTWFhIYWEhQUFBpJ1KUpqSktJe3ue/JBA9MDCQYcOGsW3bNsLCwujb9/xz4pcDndKPNstxAELVnr5DjPUkXbLn5aJJTaXS5pmvaHK6yba20UXX+TkWa002hEKdLhrfjAwWFlUx5aN3SDl8gODnnsN31JU078zAJvkC1VitBZSULMHpdpBNMs8b10Kzm/i4R2jetAlHSQmmqVMRtVp0Q4Zc3sa4jPj4pDFk8E6USn8E4dwxVUDAaMrKv6SufhfVVesRRQXh4TMAKC4uZd3ak0RE3EBy1xEsWrSIyMix7SIo8DjPRUfPOWe//ymZmZk0NTVx7NgxRo0adXnWvA4uAVHOEPtWNNRQXX0nwR08N1ZXV7N48WLkTgtjRw6ld7cE2PmWRwSVOh363wkqo+elNoL81P3ZUgPrHvWIm3yiPK5MFxvLfn0P1OTA/ftB6wdtjbD2MTi81CNqumbVuSKpjhAEGPIQ9L/bU6ef0m49p8P+jz2Crp7TOr9dfQGYL3/CqaqmNnKrWnBJEj0jfGhqczJr0V5yq1p4bVggaUtfoXbfPt7skcIH/W7kL6sz2Z5TzXOTuvPsqgy+O1FFoEHFPSPiuCEtgih/HZLTjaPCQv2KXKxlLch0DVj2fUvkx8/zQLBnjkJySTRn1uBKL2NaQROCBMpIA2l9/fj2X8e5wiqnLasOTdcLz8s1rM1HGaon4h9vnfOZ5JZoPVpDyfJspuGLK9AHWWAP3L5u/IdrKLnvXgquuw7AkzTh6afQDx/eHrtmmjKZtuOZyAxG/G6dgcx0CcI1L15+JbxCKC9evHjx4sWLFy9efiYcpaWcnDQZt+VcK3VBpULdpQuK8HBU8XH4z5rVvrD1c1M9fwH23DwiFi78ydk5FMHBxG9YT+M331A1bz7Fd95F1KKPEdRqKp5/AXlICOYOFrqMY8Zi2bYdUdW5rPBevHjx4sWLl5+f3P2VIEGvqyIRRQGNXknfCTHsWJZD4bFaont0nHkPPEG6rc0OTAE/PRi7OLOOb987itagYNKDPTEFdC4jbmfoPiyMnL2V7FiWQ2Sy/1mZbH/E3urki5d301TlCQyLElPRByoJTwiky8Dg87oz/JJEdffnhif7snnxcRoqLej91OxZlU9S/2CUajn5h6qJ7Ob/q9fzl0IQBEbO6IJap+DQxiJaLQ5G3Z58lmPM8Z3lHFhXSLehoQy+Nr7DfclkIqlXegRlyYNDObqlhK/+ug+5QkZsqhmn043T7sbldNNc28amRZ4srAVHa6jMb2L0rG7trhwApgANo2d1o9dVkez6Oo/0r3LZ920BNqsn0E2lleMTpKW+3IJviO6igp9fE3dbGzXvvEvdkiWeRS9BhbOyDFGtJOKtt84JLC26806s+/YBIPdRoR8cSsu2EuyFTThr27DlN2Ke1f2shWa33UVLehnqBB+U4QbG39MDtV550d+yvbQFBP6jIGsv4BOkZcj1CWz9NIvlfz9AY7WVAVPiSB58bkbP0ux6AMIST48jg2NNhCX6sGd1PrtW5IEESQOC6T0mypOt/RIIS/IlbXw0e9cUENsrgPxD1chkAn3GR/9H3/FyY92/n6p582ndvx9BpcI4YQK+06cjqlUUzriV/BtvwjRhPD433oQ6KZHGVauo/+IL1MnJ6AYNQpvWF5n+9O/WbbdT8dxzqOLi8b9jZvv7ksOBvagIW24e9pN52EtLEUQZjd98g/9dd6H9GYOFLgVBqcTv5psBT1Bx4YwZlD3qcYdWJSXhO2MGusGDUCcnY88vQGY0oIrvuE/+XyUs0RedScmxbaXE9Q7AYXOxd00Bx9PLsFmddB8WxoBr4s7rMiiIArG9Ajm6tQSjWc3E+1PbXdU6Qu+rZugNiQB0GxpGlwEhbF2axeq3DhPfJ5AhNyR0OijWy+8bUSPH/5Zkqt8+RMM3ufjfcvFgKVezHUd1K+ouP11Upzg1rmhYdRJXXRuiVo7p6lh0/YKpWXgUe3EzyigjMp0noFEVY0TUK6hblo2+uBn9kDBkBiWS003rsRq0KWZEvYL6ou44j++h9fBhtL0u7gpl2bWL4rvvAUFAERyMYfw4fKZMQdOnD61Hqqn7LAvdmP+jedULNC1/BZ/bnsdvWn8EWeeCw+wFBVS/+RZNa9bgf9ddBD780E9us1+SivxGVBo5pgDNBUWXl4OcfVUgcdEkGYJMhnH0VTQsX0HV669T9+FHNK1cRfRXy5DpL+4gej5nTLfdTumDD+FubcX31L3uUthXuY+1+WtJVxpZ+/UyxKo6JLsdyWbDbbdj2b6Dug8/QtOzJ8ZTWekll4uaN95AGR2Nec49tB46ROuhw9Qu/ABcLpwGDaURWqIya2nUwuLxajamVGAXlkP5eSpR+Rn+Cb7cnigwfkcbPrPuZnDkcHoEXD5Hxl8LmUzkytuT+fKlvWz95wn6T46luqiZITecDpaMSTFz5LsSio/XEdszAMnlouHLL6le8DqulhbC33yjPcFb6IsvoggLQxkRiW7QQGo/+oiGzz6nadVqfG+5GfPs2Z1aT7k69mokSeK5Xc8xrcvZgZ6S00nVq39DGRFB0OOPoUpMRB4U5Mkub7dT8fTT1PzjHzR+/TWa1FRsJ09iP3kSyW7v8HiiVkvg//0JRXDweYMhf0SQywn885+x7ttPxcsvowgJpe3IEZq+XUvwM3MxjhtH+poyjm0rpdfoSAZMiUVyOGhe9TW6998nvrQUVGrakvqSTQKy0AhG3D8En7hQBFHE1dRExQsv0HbkKGHzXsMwbtw5dfhRZLJnVT7mCD3Dbkokqrs/coWMA+sL2bUij9z9VQCo9QrM4Xq6Dw/DHK4nOMZ0zviiIxHUj4yc0YXQBB92/iuXH77OY/w9pwUD2rQ0Yr5eQe2771GzcCE4HBgnTCD4ueeo+/hj8iSBW2N6oPT14+ZQfw6MG0Pya3/lvb8+zckZM9Hu2U2ln5n8yGh6f/4FNXG9eDP3MAGLP0HubGs/Tr7JhCIsDHW3bgQ98TiiRkOXgSEc+a6YH77OIzY1AJlCRJJctLRk09Cwh4aGvTQ2HcJmK0ejiSKtz5dU5Aqc2FlO2vho+k/yOJVZGm1k7c2iov4VWsTdtFbG4rD6Y+62CslXB7x43naJ1qhI0Kr4rqmFOXGdE/k53BLXHsol1LqZh3gfLVbk6l4kJf4Fk08fXE4LlpwSmg/k43Q0IjeHciI/lkFCK10HhNA9zMg/NufxWYiV+9vsSJLEt0fKWFdRzz69gLO3Z70wUCHH1yGB5OK5mBB0fTtOZiSq5Jhndqfuyyy0KR7B4fdLszh5qBqNQUFMzwDiegUQmuDDkS3FxEYZWdE/kQWFlUwL8aM+fRN8+hpZ/6xEERmBIi6BEosf5Y1aumanI08ahTq5D0EPD6Xg5uksmP8CrXoTyeUFVHxoAVFEk5KCec4cjOPGogi8NPdGUVQiikoiI+6gpGQJObkvkZryPgqF7zll7fY6cnJeQBBEoqPuvqTj/LezoqoehyQxLeTXTfw00MfzLJGbm8vKlSuJiIigf//+JCQkoOxgfV+j0dC1a9fLcnxfX198fX3p2bPnZdnfr82IESMoLy9n7dq1dO3aFX0nntV+Cj5qP2w0AxCi8pwn/y4ecVlzjkcIVWV30iv3BIdjE9nXaL0kIVRbUyGEwi7fJCLyN9Iwbx7Xpm/B/5678b3xBgC6GbTkhCQQbK+hovIb3G4bIvCi+gO0TYeIiJyFRhNB1dInUEREEPLC851O2PBrolIFdPiZn98gZDI9x48/ht1eTXj4raiUZurr6/n8888xmUzccMMNaDQa/Pz8OHToEL06MTbrEFsL1o0vIQ9KQtllDBjOf2/bs2cPAI2NjVRWVnYoWOo0zRWQv53yhJupytlPD06QWV56zn4lSSIzM5M1a9bQ37GT4Y4t8N08+O5UgbgrYdIbIFOcewyApLEeIdTqh6F4D4x+HvrNPn9ZALsFSveD2wmbnoXuU+Hre6G5HIY9AsP+DPKfEJek+A9ie8L7gikSjv2r80IotxsaiiDhMrl3ncLpcjP1nZ2U1LcCoFaIqBUyXE43S6PqMM19hja3G79Zd9C4fAUz814k9S/v8swPNdz5t+8Zh5JHjP74KGSwvxFpdz2lDjeS0w0SCAoR/xnJVM9/HFFejjL49NqqIBMw9gjA2CMAyeUGweO+2re6gaexY9UbEZdlI78nFUUH66OOSgst35cg6hVokv0QFKfXUNpy6mlYm4+zzEIVLjbF6ZkwIYH33t7H3fUKstIh/o0Padv7PaZJV6OKOVtY7axrw211EPzEEz+tbZ3NyOXepHVefnm8QigvXrx48eLFixcvXn4GJEmi/JlnkSSJsDdeRxBF3DYbks2OZGvDXlhEW0YGrUeO0LRmDY6ycoL/8tzP5rZgLyzEXliI5HZTt3gxPtNuQj/0P8skJPPxwe+221BERFBy3/0U3nob2rQ+2I4fJ2z+PETt+QfnhitHUv6MHEHjFUJ58eLFixcvvxWy91QSGGU4K6ik+/Awjn5fwoYPMxg4JY5uw8LOyqYK0GZxsOGDY5RmNeB2S5gj9MSkmPEN1uETrMUnSIuiAzHDjw4zADn7Ktn0cSa+wTomPpB6TuCt0+2k2d6Mr/p0MIBbclPUVERGbQZyUc4VEVeglCnP+nzB/gUE6YK4uevNjDjlerL9y2zG/KG7Z78OF5k7yghL8mX7yuM0VLeyPf4LhqT15g+Dbker/HVcNjrC4KdmysOeRcHqoma+fGkvBzcWEZ1ixtJoJzb1woK13xuCIDD42ng0BgW7ludhszgYe1cPlGo5LqebvavzCYoxMnxa0gVdbs7EHK4nKMZIQ6WVSQ/2JDDq7GytDpuLr+cfZNPHmQgCDJgSS0Lf8wdlBkQamPRAT4qP15GZXkZApAG/YB25B6qwNNiI6mEmbVw0MsWvu7jd8K9/0bR+Pa7GRqQ2myc489TLbbHgtloxjBmDqFZhPVKKqlsSIU/dcd7s+tq0vlTPm4ezrg65nx/G4eFY9lTgbnWi6x+MZXcF1v2V6NJOLwi3Hq6maX0BTetBk2ImdHrngkTaMmpRRhgQ/0fEfz8nyUNCKc1uoCKvEUEUOPJdyfmFUFn1+IXq0PybG0i/ibGsffcoSf2D6TU6EqP/T+87+4yP5uSharYuzaKtxUHKyPBfRYzhrK2leeNGTJMmtY9tHZVV1LzzNg2ff4E8JITARx7BNPWa9uBZgKhPFlPzzjs0LF9B/edfoBswAMvOnSgiImg4eoz6T5aAXO5xdBg4EN2ggdQtWkzzhg0AKGOicdXVU7foY2z5Be1OAQAysxm31YoqIQHzPb/N4De5ry9Rixdj3bMHbVoa8oCAcz73cn5EUaD32Ci2f5FD5o4yTh6qpjizjrjegfQcFUlQzIWzh/cYEUZzbetPFjCFJfly01P9OLChkP1rCynKqGVAB89/Xv73UIboMIyIoGljIW25DajjLywEaNpcBJKEts+lBQSfiahVIPNV4W62YxgZgWFYOOIpgZ/vdQlUvnnoLOcnQSYSMLsHTZuLaN5WQvMpJ0pFgAapzYU2NQBllJGW7b1oOySned36iwqhWo9lUHzPHJRRUUQu+hi53+kAXGdtK/XLc1FGGQm4M4WAmV0omH4zTSteJmD2EKCDIDbA1dhI+VNP05aRgaO8HEGhwP+euwl44IGf3F6/JGW5Daz4+wEAjAEabnyy70XFlz+F1hY7GdvLOLih6JyxakcYxoylfulnHnFR7960Hj5M+ZNPEbZg/iXPu7taLJQ98giW9HRCXnwRTfdul/wdPjz6IUpRSZO9ie/lJ5k4dOJZnxvHj8deVET5E08iqlTohw2j6du12HJyCZv3Gs3DUklPamP7kGoOFRUTUWBh9ME2kvPbKL2mPyF334uiZCXTlCauS7yOEH0IoiAiE2QICFgcFv55/J9sK9lG9+nXo3j2bW4VB6P9HYigfsQvRMfAKXHsWJZDY3Urokwgsd/p8VlIgg8qrZz8w9UEu4qoeOFFbMePo+3Xj6Ann0SdlNheVlAoCHzwwfb/g594Ar9bb6PmzTep++hjGr5chv8f/oDfLTfjamqiaf16mteuQztwgMch7oxA+IlxExkbPRbFqYDWtqwsXPX12IuLsZ88Sdgbr6MfNuys7yIqlYS88grGqydS89ZbWA8dRBUfj27QIJQx0cj9zch8fZD7+iLz8UHU63HV14NMdlb/dCEEmYzgvzxHwfU34KqtQ37PE8j3baLi6blUPD0XvdrMkJg4Qgp7UvuBjvqln+EsL0edmkLgn/6IfsQIj/Aqq55v3z3K1wsLuPo+EwGRBmRGI2Gvvtrhse1tTjYvOs7JQ9Uk9g/iipu7nJX8otfoSMK7+CK5Qe+nQmtU/sfrZaJMJHlwKOV5jeQfrkZyS2fNDYhKJQEP3I9x3FiaNm7Ef+ZMRI0G9T33MGfPCYJlMtb2SUAnl0Hs1bhGDqH8ueeIX/QBAIqHHuJjjR8DXp7Ll0/chyhJVPv3IOD2GYSFy3GUlmIvLcVRXELDsmXIg4MIuPdeXK4GUsbVc2Dzbg7u3YRcV0Rj4z6cTk+wvloVio9PGhpNFEVFH3Dk6D00ZDyISuc+K5GK1b6dFtUTqM1NhAQ8SGPLODT+atThH1NSsoSI8NvQ6xM5H2PMJt4trqLJ6cIol9HsdPFxaQ2zws3oZOeOsT+vqGWQdSETWInJ2JvEpGcwGrqfVcanbx+kni4avs3HsqucEH8Rqxtu2FGH3N9KW63Ao0ESo3afoNHtBiBaKXCH3ki/GD/qHC421zWxqbaJx2NDSIq6uEu8zKAkYJanT3O53BSfqCMsyReNXkH2nkoyt5chV4o47W4GX5uAXi7jqbhQWrZtw/72I7SpfFFMvQWxupS6PUfxbanGDwm3KCMjZhTj7+hOG3Ai+VZCClZgUatRjBuPedgQdAMGILtEh5/zIZfriI/7M8dPPMqO9MEYDD2QJBeS5Gx/tbYW4nbbiYl+ALW6Y3HY7w1JklhaVkuqQUNX/a8/R5ufn8+yZcsIDAzk5ptvRnWZHY7/lxBFkSuuuIKcnBxyc3M7FHi1tbUhimKHYrOL4afxpwE7gTInjpbDOHUJxMbHYFMoqMg8QSBAbjbP75rLO7Y/sjfUzC2hnU/m0GrzqNCPmZO5gY1cu2EV4sRJZz3XJ+s17IuMY1L9TqzKk9hQUa69imjrauRyH6Kj5tCWnY113z4CH3nkv0IEdTFEUUWA+UoqKr8hOvpeYmMepK2tjaVLl+J2u5k+fTraU3NtqampbNmyhYaGhktyNauqqsJmsxEREUHdZ3fiV7DG88EaqFeG0mTujStqGNquo/ALjqCsrIzS0lKGDh3K9u3byc7OPr8QSpLA0QrKi489pIwVCEgclZJwqZrpaTtOS/4B6NWnvUxdXR1r1qwhLy+Pfj71DLNuhcRxEDUQ5BoISIKoQR2LoAB8oyGwG+R/7/m/9MCFK1ayzyPF7fpoAAAgAElEQVSCCukJBxZ7Xv4JMGsjhPe58LY/F4LgEWTtegsstaA74zpzOSB3M+Rvg8EPgiEIcjbBhqfA2epxsLqMfHusgpL6VuZenUxikIF1GeVUllTxp2Mrkb7cjKp3b0L/+grKiAh8b7qJkxMnMXT9EtYNnYPyQDVumYAmWI+okSMoRM9LLiKqZMgDtaiijIg6Ga0HDmCcNLHDeginEoq43XbK827g5h4R/NM5h7uLHFQvPIq+fwiaFPM5gijL7goQwN3iwLK3Ev2gUOwlzdSvzceR10i1KPEubRQFqVkyrQdmvYo7HujHyk+PMamyjaaVNmSm/lgPOXHb6lDHmRAUMpwNNqrePoTkcBPyRH9EVefXXNxuidra78k8/kdSeryDr2//n3ZyvHj5iXiFUF68ePHixYsXL168/Aw0fPEllh07CHrqKYyjR1+wbNW8+dS+/z7K2Fj8br/tsouh3HY7RX+YjaO4GABFVCRBjzxy2fZvGDmSsPnzqXzhBeoWf4K2f38MY8d2WF7m44Pp6qsRvBPEXrx48eLFy2+C+goL1UXNDL7ubHcGmVxk0gM92frpCbZ9ns2JHyoYcXMSARGnM3od/q6Y4uP19BodidaoJHtPJXu/LQDp9H70vip8grT4BmnpOjiUgEgDe1bnc2xbKVfdnkxjtZXvP88mJM7EhDkpqLTnLvosyljEGwfeYETECGJMMWTUZJBZm0mzo7m9jJ/aj6uirqJ/SH/6Bffjw2Mf8nHGxwgIxPvE0z+kP2njotmzKp/EfjXEpJg59n0p6V/ltu/jSMwm5t7+IN3N3c+pw2+NgEgD8WmBHNxYRGZ6OYIoEHUR567fK71HR6HRK9nyzxN8M/8gE+5N5eShalrqbVwxo0unRVA/cvW9qUiSdI7YA0ChkjFhTgq7vs6j68AQQhMuvkAb0dWPiK6nA9OiU34758mWm0v503NRhIejDA9HMAcgKBWISiWCUomgVGG4ahS6AQNw1rVR8epeTOOi0aREnHd/2rQ0wOOYY7zqKkStgqB7eyIoZYh6BY5KKw2r81En+SE71b62k42IOgXqLn5Y91finuJAPE8/cCb2shYcFRZ8Jsdd3gb5H0UQBEbP8gT3HtlSwvYvsqkpacEcfjojr6XRRnleI13PI5AKTfBh1mtDL0tdZDKRK27pyr9e3YcoF+l1VeRl2W9nkZxO6pcupfrNt3A3N2Pdu4/Qv75C1bz51C9ZguRy4XvrDAIffBBRd64bmSohgbB583A1NFD95lvUf/YZpuuuJWTuXCRJovXgQSzpO7Hs2kXNP/5BzVuerP0Bf/ojTd+upeT+B8DpRN2jB/4zZ6KKj0MZF48qNqbDZCO/NeT+/hjP4wDg5eL0GB7OyYPVbP00C4ARNyfRbWhYp7b1DdYx4d7U/+j4MoVI3wkxJKQF8f1nWWz7PJu6MgvDpyf9R/v18vvAMCwMy74KGlblEXRfz7OyDp+Jo9qKZU85un4hHWYw7iwBd6UgyEVk+rOfyRRBOkIe74f4bw5piiAd/tO74qhppeX7Eix7K8AlIeoUqOJ9EGQihmFxWHcl0/jNSsxz7vE4XnZA9TxPoqd/F0FJTje1n50AQcDvpiQEmYAiJITw1xdQcMONNK5chd8t53cPkpxOSh/+I5a9ezGOHYtPfDw+U685Rzj6WybrhwrkKhl9J0Sza3keOXsrO91XXQxJkig8Wsv+dYVU5DeC5Hl2vpC765lo0/ogM3uetcP/8RaNy5dT9be/U7d4Mf633w54HE8bV6zAOH58h+e/7cQJSh96GHtREcHPzMXn2qkXPbZbcrO3Yi+lLaW0Oj3ZxdPL0nmw94N8nfs1X2V/xcS4ibjcLkpbSsltyCWvIY+KaUFc8UYe7jvvQhkbi724GCkuipn2hWT/yzNWDdOHMabLJAaNHESyfzIBmgBkoucafD6qY4dIvVLP3al3c3fq3Thra8l59m2se/d1yg3tv4mUK8LJP1JDaVY9cb0D0JzRZ8hkIlEJWhSfvEph6W7kwcGEzZ+HYezYTq3DKMPDCP3rK/jdcQfVCxZQPX8+1fPnn/48Npbad9+jedMmQl9+GU2P0yIzhUyBJEnUffghVfMXgMsFgLp7dwxXnT+zvSAI6IcO6XQSuzP7jkqbg0WlNVwT5EuiruMkdJpu3Qh5+SWyDjWx73gYhtA7iL1uJI37jhGmq0ffVk7tBx4HMk2vXoQ8/zy6wYPOaq+wJF+mPtKb1W8eZsVrBxh7Z3ciu3UcON5QZeXbd47SUGllyPUJpIwMP6f9BUE4JxHJ5SIswYcTO8upK7fgH3au64gqIYGAhARsbjfptU18UlZDhc3B6t7RHhHUKWQ+PoTNm0fTyCtpWr+O0OnTeFWpZsPudKJ1anxTx3J0h5ubJw/AGHj2PbDkwYeo/eBDpDERZJY+hctlIaQvNLbK0IoxBAaOx8enHz6mvmg0p/tUvb4Lx47dhxB+GzFhcsoqHic4eCo5Oc9TXrEcvb4rvXp9gkHfBU5NZTkc91NRsZyc3JeIipyNw1GPKKoQRTWiTI1MVDHKoOMtCb6rbeIKTRHrcv+FpSGXeS1zeLrb2b+/Npeb5Se3ch8rCQ25kaSkvyCK5w83FBQyDEPDsewqZ9CgEPBR4Vh1EkellWFuiT/JFGwOljOkBcYnh9B9eOhZcza3hplpdblRiwLleY0c3FCIpcFGfFoQif2CLij4rypoxtHmosfwMOJ6B+K0uyg+XkfewWqcdhfRZyQPqlv8CfLgYPYkPEKQOYSqlibkI6cxZkYsfu5qyvNbKF1nY9vKfOorLNSHpBH12izuzSnghYQw/hB+/vu21eVmRWU9yyrqyLXaWJoaS4rh4s9DoaHXYTT2oKT0UyyWXGSiCkGUIwgKREGBn98QQkNu6FDY1hFHm608nVPKcwlhpHaiHr81jrS0kmlp45XE8F+1HpIksXnzZnbs2IGfnx/Tpk3ziqAuA8HBweh0ug6FUFVVVXz00UckJSVxzTXX4HK5aGhowP8iboBnojzlsNZVUcP+Aw8QHn4rPSL+zMGgUAJycgAwV+6i8RYXI/L38m7j8Ev6DjZ3DS6bjKjeA3GJb1LTqw/DX3rhrHtcN72azdHxXNMo4AqSOEYK5qA7kRd/T1zcn1AoTNR8tgBBqcQ09ZpLOv75aMvOxlFWhiomBkVk5M+WhPdiJCY+Q1TUXej1Sbjdbr766itqa2u55ZZbMJtP98ddunRhy5Yt5Ofnd8oVymKx8M0335CdnQ3A1K5yUgrWcMgwEqnrFORF2/GpO0hY2VrkZatx7pKRTwQrGINS6cPgwYPJy8sjKyuLYcOGYbPZyM/P52ROFgFZn5BCFqrWSrh+EXSZcN461NdUsX/7BroeeR2TPoajFXZ6RKRB7jdIp0RKTqeT9PR0tm3bhkp0MzOphcj8rxCCe8B1H3VKaHUWk9/yODrtfBMaCi9ctmgXIMBNS+GrmRDaG66ce+nHvAiulhYcZWUoIyIQNecXqzqrq2lcs4bWg4dQmrWYHU7EDU/C1QugNgcOfQZHvwRLtWeDiiOeun4+DXyiYOpC6H7dZauzJEl8sP0ksWYdtw+KRkCiR/Zuqr58FWddHQEPP4z/H2YhnBKFu1q0GK99AWdlG8oD1egGhGAaG92epKUjWo9l4LZY0PZJu2idysq/wmrNo29QGS/vv5an7hhGw6o8mjYV0rSxEEWIDk1KgMfl2qDEcqCSilAtPk6J5u+LsWbXYT9RT5Mg8TE2coPV3DUyhdHJQe2JjeIDDdz38ECe+GgvttwGHgz0wX2wyiOqUghYtRZodqMR9AgusB6uQt+vc8LrNoeLR5e8wvjIRZS1hCJW+jDUmwfLyy+MVwjlxYsXL168ePHixctlRHK7qV34AdXz56MbNBDf6Re3dg546EFseXlU/fWvtB48iG7QIBwV5TjLK3BUVOCsqMAwZgyBf3z4J9WpbvFiHMXFBD3+GK6WFgxXXXXZA6iMY0ajHzaUxtWr0Q8detFJtdBXXr6sx/fixYsXL168XDqWRhv5h2s4vrMcBM7ramM0a5j4QE9y9layY1kOy17eR+qVEfS7OgZJkji6pYSYVDODpnoC03qOisRpd9FQ1UpDpZWGSgv1lVYaKqwc/6GC4z9U0PPKCPZ9W4BCJWPlm4c8wW09/Bk9u3uH7lFbirZg1pg5WHWQ7aXbSfRNZFzMOLqZu9HNvxs1rTV8mfUlq/JW8UXWFwgISEhcm3At+yv388SOJ1g+aTm9x0SRd6CKrZ+eIDCqL4c3FxMcZ2S3ahNNTVbuu33af4UI6kcGTolDckmIcpGQOBNq3YXFI79nug4KQa1XsH7hMRY/no5MLhIcazxLgNRZ1PoLt6PWqOTKWzvnWvRbp+rvryFqtUR/8flFnVpaj9YAoOnRcaCupns3BJUK6969GE8F98nNpxdCfa9NoPL1AzSszMP/5q5IkoTtZCOqWBPa1ACs+yuxl1ku6jRhPVAFMgFNyn9P0PB/Cwl9A0lflkPW7grM4fFU5DdydEsJufurcLsl4nv//G0eFGNkxC1dkMlFdCYVtrw8at9fiGnyJLQDB/5sQRyWH3ZT+eIL2HJy0Q0ejDI2lvolS2jLzMSen4/p2qmY774bZcT5hYBnIvPxIfjppwj848PtgikB0A0YgG7AAABcDQ1YftiNoFZhGDEC45gx/D975x0mRZW+7bs6557pyTkzwJCGnBUBCaKCqKiwKmvA/FNX3aSirjmvAXdVXBMYQBExEkQRyUgYYIZhcs493dM5VH1/NBKWGRiC6du+r6uvga6qc05Xd1Wd8D7vU/N/t2M+byqWuXMPLbqH+d9BkAmcc2Uvlj65nV4jE86YsOBkiYjTccH/DWDVG/s4sK2R0bNykMt//1mpw5weglJOxLQsWt/ZR8Mz2zGfl4G2TzSCICCJEr4qO+59bbh3NyMoZJjGn76QVRHRdSC//Dj9XmW0lsiZORgnpOLcUIciXn8o27JhVCLteRfiWvsITU8/Q8I/Huq0DNePP+LcsIHYu+8+xmnFtrICf42DqDm9UEQebqO2Xz80eXm0L1lC5Owr8OzZg3f/foIdDsSODoKODnwlpTg3bCDh4X8QcfGZC+g6kwQDIn5vsNOxRdAvUvpjE5kDosmfmErx5gb2fl933PtVMCBS+EMdhRvq6WjzkD8xjb7jklD8l5iuqdLOho9KqC1uxxyjZei0DDL6RxOdbOyi5GMR5HJSXnoRQatFERmJ5Y9/xLVjB01PP4O2b190gwbR9vY7ND/7LNbF75Hy+mso4w6PgyVJov3DJTQ+8ghys5nUN/+DfujQ49bp9Dv5pOQT3it6j0r70UGJRpWRWbmzUAgKntn+DJesuIQKWwWeoOfQPgn6BL65VsvE9SITbDKsef14NmUPBOK4Z8g9jE4aTbop/bT7P4qoKFRZWbi2bYXrrzutsn4JvKWl1N59N5bZs4mYOfOobfavV9Lwj38g1+tRpqSgTElmaFQCuwWJfmcdKwpOKfkcsXYLsul/IOv+209pbUST24OUVxbg2r4dx/r1KOPi0A4YgKZnTxzr1lF/3/1UzLqMqGuuIfqWm5EdDJBvWbCAlhdfwjh5MqbJk3CsXUvknD+c0f6sKEm8Wt3MUxUNOIMib9e1snRA1nHdU4plfdlWX0HusHjqDrSzqyWFPlcOp//lPRAEAdHrJdjSgiIxscu2RiUauPjPg1nx0i4+e3k3oy7ORqNXotYpSD8iSUtDmY3PXtoFApx/W39Sep78GP10+SmBSW1xO5ZEPa6geJTACcAvSly2q5SN7U4A7k6PZ6D52MQHgiBgPn8a5vOnARAH/GHB8wCsXLgXncmKOSZ07iVJwu2uxN5RgGuuBWusk9ryO1BZtWSZb2NHSU9cVjOX3Tu8y7bHxU6hxbCAnd+tJ2tkFcUH/kFZ+fMEgy7S028mI/0WZLL/EgwrI0lPv5mSksdpa/u+i5JlXC6/jMoKJducbxGBgj6oCDbewgrNEyg0yRQ6g+xx+ilw+LnRvwCUceTk/L1LEdRPKCwa5JFqlFYPcsAhF4i/ewjVqyvJ+76OSzPSSLgwDaELd2ytXEbJ9ia+fm0Par0Cc7SWDR+VsPHjElJ6WcgdHk/GgJhj5hCrC9tACAn1ABQqORn9Y8jof/QY1ldTi3PDBqJvvplIewy1+63EZZiYfH1fDJFqIJGMfhJJ5TvYv7kBhVLGuCt70iM5gt51GhbWNDMl2kyS5ujzvriulYfL6mjzB8nRqVHKBC7fVcaKgTlk6k4smjEYcumZ23m/5FTY3eHi0p2ltAeC3HegluX52b+aIOJk6AgECUgSkUoF79W3oZEJzIjtvkvMz8HmzZtZv349+fn5TJky5ZTdicIcjUwmIzs7m+LiYkRRRHaEE5LNZuPdd9/F4/Ec2r5582ZWr17Nbbfd1m3nIIUytN9VEeVI9UEaG1cwMvPPfJ6YQkJ5SEhjdlQAEKeppdTtpdHrJ0594jl2SZIIKDvweHSMzEwl5sMP6ZWdhaA8+ti+Rh370zKR7RYAidhNDvrsWMXAO7YhkykIOhzYl3+KaerU03bRlvx+qq65hmDzwTncQYOIvfMOdIOOdQHyNzTgLSnFMHrUadXZFUqlGaUylHSgoqKCkpISJk+eTGZm5lH7xcTEoNVqqaqq6pYQavXq1ZSWljJhzDCi9r5BTuEa6oV40q9+lYioGOAqAIIeB+17vsZfvIrMko+4wbwB6/lvotFoyM3NZe3atbzxxhvU1NSgED3MEj4nS6qgjFQSItJRf3AlpUMeImfqzdDRAJ/eRqBpP2JHE5GiiwkH27PKMRoHDqJ7TiVQpkFrLcJms/H222/T3trE1IQ28u2rkO1vhKxz4IIXT02QlDQw9Hffp1Cx/vj7Vm6A+D5gToJrVp58Xceh/ZNPaHjgQaRgEPx+AASNBv3w4Sji4pCbjMiMJuQmI8H2dlpfX4jocKCIj6ejoQFHYm+iaj5Bt+NLZAEbyJUIPSZAv8sINldjf/1RAssvIXp4HPJrVoLu+P1GX1UVru0/Yp5+YZfPuKDdTuPi92la9Q07p1/DnmoPb9q+peLCZxBdbvy1tahzc0l+ZQHavDykoIS3rB3HxnrcBS3ITNEgFeItXE3c7fPx11dj//wLZFot8ggzcnPopYiJQZWeDhAacxFK1HE8gkEvFRUvo1LFgK+ZOPU2mnRnk3xDf4I2L66CFty7m7F/XYH96wrkEWokT5CHa5uJUMp52K/B7vDxPh5KUnRcO2EAY3OijzoXkiSxb903KDUabp3en4n//IEKr52bz5Yh37oHqcpLgjsTrdzAusYPGZ52Ic7NDd0SQgWDHr5Yfw8XpH9Oe7A/LZp7GRf964qXw/xvEhZChQkTJkyYMGHChAlzBpAkiZaXF9C+dCmBhgZM06aR8MjD3bIvF2Qykv/5PK1v/IeWF1+kY+VKkMlQxMWhjI9HHh190DEqA+PZZ+OrqEDbhUX8TwTtdurnz0duNGH/7DMM55yD5aqrztTH7RSZVkvkJZf8rHWECRMmTJgwYU4Pd4eP/ZsbKNvRTH1ZKMO2KUbL2Fk9usyqKggCPYbGk5oXxcZlpexcVcWBLQ3EpJnwugIMmpx+1P4KlZzoZMNRTiIQEl4tf24H276oIDbNyPm3DuCHj0tQquSMuiS7ywBbu8/OntY9XNf3Oub1n4ckSajkRy8455LLqKRR+EU/e1v2sql+E76gj5sG3ESxtZjZX8zmwY0P8sxZzzD+6t4sfXwbS5/YhsPqxTa8iC/bF/HU+U/RP+70nBR+aUzRWibP63viHf9HyOgXzaV/HULhhjpq9lsZedHvI8jj18K5aTOOb78l5s47u7XQ7jlgRRmvQ2HpOihZUKnQDhiAa9u2TrcrY3SYxqdh/7oC954WlIkGgjYv6sxklImhIDN/neO4QigpKOHa2YSmp+W4QdBhTg2tQUVqnyj2b6qnrthKU2UHSo2cPmOT6Ht2MhFxJ7dY76usxLb8Uyx//CNyw7GBhF3R+6DzVMBqpXreDfhrarAtX46mXz+ib7gBw7izz9j1HbTZqH/gATq+/AplUhLJL72IYfx4kCR8VZU4fzj1gPXOXKN+Qh4RgWnypEP/V6Wmkrns41P6DGH+/8EUreXqx0cdytr6ayEIAtkDYzmwtZGGUhtJPcLpXMOANi+KmOv70v5pGW2LilBnmpFHavAUtSE6/SATUGeaMYzJPuT8+GuiMKsxT8k46j25SY1hzEACdefSvmQJxnPP7dR5peWll5FHRRF5+WVHve/e34ZjXS364Qlo+xzr8hlxycU0PPAgzc8+S+vrC0E6bJUrMxiQGY1E33zzb1YEZW1wsuKFXXRYPcSmGknqEUl8lpmELDNao4rKPa14XQFyh8YjCAJ5Y5JY934xTZV2DJEafJ4AkighBkMvj8vPho9KaKl2EJ1iICrJwIaPSyjb2cSFd+SjUMqxt7jZtLyMA1sb0RqVjL2sB73HJJ6yAPPIeXNBEEh87DHKL76Y2tvvIO29xbS9+Sbq3Fz8NTVUXH45qa+/jjozk6DDScP8+dg//xz9yJEkPvUkiuM4DtR01LC4aDHLDizD4XfQL7ofT4x5gvzYfNQKNVaPFb1Sj1FlZHr2dFZVrcKgNDAkfgjZEdlkRWSRZc7CoDJQ76jnBsMNvGcrA2BU4igeH/M4EZozG/itGzIY+4rPkAIBBMVvN1TIX19P1TXXEmhspP7v9+La/iPu7dsR/T6M54zH+v77aHr0QJmWir+6BndBAaLNRhqAqQzp8ccP9RN9VVWw8iPaMkdRKpxFhkzF6dyddIMGHRNMbBg7lswVn9L4xBO0vvYaHWu/IfHRR5EZDLT+69+YzjuPxKefQhAETJMnn0btR9Ps81Pu8vJiVROrWu2MMxnI/r6NJb1hytZikpFh8oPBK6FziUR5JO4an41KENj2RUgENf7qXnidAeoOtJPR/3DQpEytRpZ0YkG2PkLNRX8ayFevFrD+wwOH3h8xI4uBk9LwOP0hMYtOwYW352OK7lqc9XNiitZisKipO2BldYaCJ8sbyNSqGWjSMdisZ7BJx5JGKxvbnTySk8Ql8RZMipNLSiBJEs0NBSTlN1FS+j0d9j10OPYSCPzkZC5DPkyDvtJIxCIVgcjvSbzmAjbvKcfj9B83sU3NriS8TecyZNgIyiufw2rdSI8e8zGbup7DSkmei0adiFJlQaWMQhS9iKKXoOhBDHpobPqMaY2LwQl242Tu7JjNQxlatBU3Yay8CYD+B18/0Td3AQpF98Z06swIPEWtyJrdqDPMKCLURJ+Tyhera4jXK0nsQgQFIIoSmz8tw5Ko5+I/D0aplmNtcFK8pZH9mxpY9cY+TNEarpg/HPkR5dQUtRGbauzyXNo+/5xgaxuBlpBAIOKiGQxuUtJc1cHgKelHlSUIAhfeng8SRzlWPZSTxNUF5UzZXsxbfTPJN4XGx80+P38prqGfUcvCPokMN+spdXu54McDTPuxmAeyk7gkLvJnn6OyB4JUuL0sbbDyZm0LMSoFVyVF88/KRla22pkU3bUT5hs1zWy1OfGKEhk6NX0MWvIMWrJ0auS/wNxaqcvD6zUtfNDQRoRCzteDe7Cs0crUmAjMyl/vmVVVVcXKlSvJzc3lggsuCM8znmGys7PZtWsXdXV1JCeHgufdbjeLFi3C4/EwfPhwNm3aRFNTE4WFhYiiyP79+xk2bFi3ylceFEIl+XfSAvh8LbTbNuPPyMCwZT1+h4MIfz0AakMjAGvb7FyWcGLXqWB7O0FTkI6AmQyVkrg+eZ3ul6RWYjSb8AfNgJVBK0pQqRwId/4fALZPP0V0ubqVXPdEdKz5hmBzC3F/+2soee/ChVTOnoPhrLOIueN2ND17AiAFg1TfeBPeoiIyv/gcdUbGCUo+PYqKilAoFAwcOPCYbTKZjNTUVCorT+ByRMglbOfOnQwbNozR7pVIbatoTpxAYOzfDoqgDiPXGIgYPBMGz4Td4zF9fC2mfQsg81ny8vJYv349Pp+PsYN7M6L0WVRt1fimPMdX2z3Ym6q4knZStzxAS8/RRGx/EaFkDUVSJh5ZT8wp2ST3GIA6KhV7QQey/SVkZGbjjuhBXFs9H37wASntG7nBsBNlfS2kDIdL3oD07jl+HpeIVOiog4APFJ30aoN+qNkK+X845Sokn4+Ob9ai6d0LVerhBCcBq5XGxx5HnZWFfuRIZEYjyoR43Dt24Ny0OdQnt9uRDgqkAPSjRxP317+gzsrC8d131N93P3UbI2EjwE9zzDsPvgDMIEh0WC0kjCk6bkIsKRCg5rb/w1tUhOh2EXn55XgK2/AUteFvciEpA7Ts+xFh53fI2quRvDYyn72Pe5J6E1OyEcXZMxGMwzBN12C5cjT+GhdtS4rxFLYiugIIShmmSWkYxybjq4yh4uIXqbrmWvz19UguV6dt0g0ejHnG9NAcc0oKyvj4457rqqpX8XobyB/wNrv33MOIhK0s31nHzeOykZvVGEcnYRydRKDdg3t3C67dzdTLJHa22dEgcYfWyy63l7um9mT+2Kxjz5EksWHJYjZ99F6ofeYIboyIp2ZjMzu+a8UnUxHMHsLgyankZ6XiXLiBPeXfMch7Lr6aDlTHSUpitW5mX+G9mKUy9tjO59YLn0ImC6/VhPl1+O3OboQJEyZMmDBhwoQJ8zvCs2sXLS+9hG7EcGLvvgvT1KknNRkqKBREX38dETMvQvL5UMTEHFqMlAIBqub+kYb5D9AASF4vSS/8E9O55+ItL0fy+VBnZCAczEAlSRL18+fTsXIVMoMBCYi75+6f4VOHCRMmTJgwYX5PSKLEpy/spKXaQVSygaHTMsgcEIMlUd+tfotGr2TcnJ70HB7PpuVlVOxuIblnJHEZpm7VrzermX7nQHauqqLfOcloDMpuuepsrd+KKBvcKisAACAASURBVIkMTxiO8gQT6UqZkgGxAxgQezj4rXdUb27Nv5Xntj/HJyWfMCNnBsOnZ7HhoxK0sTKet/6TmT1mMjnjzAUkhfn1sCTqGXVxzq/djN8FLS+/jCI2FsuVJ14YlQIi3go7hmHHX7yD0IJfy4IFtC58A0VMdGhsdESgpXFsEu7dzViXl2IcGwpyUGeYkRtUyM1qfLWOTssN2r20Li7CX+tA8ovo82O7+UnDnCy9RiZQsbsFtS4UjJw7PB6V5tSWk1r+9W9sy5bRsXo1Sc8+gzo7u9vHBh0Oam69lUBTE2nvvoO3pJTW116j5qabUOfmYrnqKiSfFwQZEZdecsoBSY1PPknHqtVE33oLUddcg0xzUOwnCKS8+CKB1laUCSfOghkmzJni1xZB/URyr0hkcoGKgtbfnBBKEiW87sBRga6SJFHYVsjqytVYvVbOTTuXnMgcZIIMi+aXd5/4/xV1ZgSxt+bj3FqPfWUlvjoHmlwL2t4WNLkWZKf4vPglUaebUGWdh+TaT/W8eUTNu56Ym246lL39kBvUPfcc5RwTtHuxfrgfZbyeiPMyOy3bNG0ajU88Setrr6MdNIjEJx5HbjYj0+u7lTDr16St3smyZ35EEGDQ5DTqitvZtbaaHauqgJBbnChKaI1KknuG7gk9hsWz4eMSlj39IwG/2Gm5WqOSKTf0JXNAKDixeEsoiP2bt4vQmVUUfFuDTBAYNCWNgeemodKe2d+Q3Ggk+YUXqJh1GRUzLyZos5H8wj8RtFqqr59H5RWzMU6ZjPO7dfgbGoi5/f+Iuv76435f31Z/yx3f3gESTEyfyJxec+gX0++ofY6870RoIlg0dVGX5SUYEnh/2vtU2CqI18cToY74WQKtdUOG0P7+B3gKi9D2/fmckIMOB01PP02gpQXR4TzkiCZ5vMQ/MB/juHFdHhuwWqm65lpEh4P0Dz+gdeEb2D7+GO3AgSiUSqzvvos2P5+U1147SmQftNloe+stWha8gjIpiYhZlxG0tdP0xJOgVJIx/x52/aearZ9XMGpm9/uj3UVuMpH4yCOYJk8OuUNddjnK+HgErZa4v/4FjyjR7POhkcmIVCpQnuKz3ieKfNli4+3aVn5oD42blILAI9lJxH1aS02pi2va/XyTLKdDK6NeI8Opk+GMFgjKBBpWFnGxVY5Kq2D0JTkIgoDGoCQz/9RdX1VaBefd0p/aIis6s5ofv6pg47JSWqo7cHX4cNl8XHT3oF9NBPUTSTmR7Cpv48VKkaFmPVFKBd+2dbC00Xpon6uTorkm+fC5EEUfdXUfYrVuQqNJRKtLR6dNQ6fLQK2OIxh0IQgKZDINhXseJ37E6wBUV6swGnoSF3c+RmMfTMY+6PU5h5ybWuVv0vT4E8Tp7CBB3YH2Q/fIIwkGRbZ9XkHpj030OSsZuUJBdlb31vpkMgVxced1uT06ejz6iLN4orSCTzrORqeQc1FKHnWWj9lZt5ZkNcQrQSEEEEUfGk0iMTHndqtuAHWmGdf2RkRnAP2gkPOeIVKN1qikqcJOa52DhlIbDWU2GsrsAJx3Uz8i4nSUbG+kvdHFpOv6oFSHBGmR8XqGXZDJ0GkZ7F1fx3eL91NX2n7IYcznCdBYZmfAuV07UjY/9zz+mhoA9GPGoExMJDORTs89hMRQ/NelOjrSyGeDcvjD7nJm7DjAP3ulcmFsJG/XtuKTJJ7vlUq2LjSezNZpWJ6fwx1FVdxWWMWShjae7JFCRjfcobqDJEl81GhlTaudCrePSo+XNn8QABkwK8HCnzMSiFYq+KypnYdL6xhnMaLq5Pl2wOnh7wdqiVUpMCnkrGq14z8o5s7RqXkyN4UREYZjjrP5A7xU1USd149eLuPm1FjStEd/Pr8oIRdA1slzTZIkvrc6eLWmmdWtdlSCwKRoM583t3PRjhJsgSCXx/96/XiHw8GSJUswm81Mnz49LIL6GcjKCgXuHzhwgOTkZPx+P++99x4tLS3MmTMHi8XCpk2b2Lt3L9XV1UBIVNN9IVSoz9revhml0oIk+WlsWI42J+T4WVe4nwhZKwABg500pZ81rR3dEkL5a2oJRkq0+qIZcRwHKUEQGGTSU9rcn/yF39MqjyOusRF/bR3KpETa33sPTV4emr6nn+ys/cMPUCQmEDl7NoJcTuSll9L27iJaX3+d8hkXYZo6leibb8K5cSPewkIQBNreeIOEf/zjtOvuCkmSKCoqIisrq0s3tbS0NPbv309HRwdG47HCC1EUaWlp4euvv0apVDJmzBh46yGE7AnEzll64kb0uwQadsGGFyHnXKJzJ/O3v/0Nob0K3r0IbDVw2SJUuVOY08vOzp07kSznI1t6AcIHc5B7q9koDMY/7j6GDh2KVnu4TzOjp8iEjg7MZjMdSQOJb3uH+LqvOJ81YOgHF/4TsifAmbp/RKaBJIK9BiydjEnrd4PfBWkjTrmK1v+8SfNzzwGgTElBP3Ik+pEjca7/HtHhIPHxx1DnHF5/MZ9//lHHi15vSBDl8x3lLmo46yyy136DZ88e3LsLkAKBUOIQSUQSRQS5AsPYMYhtDdT+ZT5Vf7wGVXo6lrlziZgx/VAs1E9YFy3CW1SEKiODxsefJGBNxlctIMklXB2NaAU1Zm1PGBISAOrkYNy7jJiSbzHP+huiPx2ZTomv1k/DY6GkboJGgbaXBU3vKDQ9IpEd7IeoMzNJePRRam+/He3gQSQ99RQyo5Fgu42grR3RZsNTtJ+2N9+k/u/3hr6qOXMA8HjqaG1dh1yuQ6EwolCaUChMtLZ8Q1n588TGTsViGUVy0nT8/ld5YMNmZuQnkRhx+HemiNBgHJuMfnQSlzz9LSMyo5jaL4H7PtnDpb0MjJFVU7i++mDfRUAQZHhdDkq3b6Fs+xbyzp5AztARFP2wDltTA6aUKKScyWyWpbO21MbrK6qBatTBXK53fkB+9ARcO5uPEUJJksSPFRUUFD5CimYtrZ5o3tp7I0/Nvj4sggrzq/Lbn4kMEyZMmDBhwoQJE+Z3gP2rr0GpJPmFF5B3MkHTXTrLMikoFCQ+/TS1t92GuldP3Lt20/DAg/gqKml+/nkQRVAoUKWnoenRA0GrpePLr4i5806irrsWyedDpj4zE+thwoQJEyZMmN8vpTuaaal2cM6Vveg18tQDuhOyI5jxp4E0V3VgsJxcH0NnUjHyJIOONtZvRKvQ0j/m1N2ars67mh9qf+CxLY8xKG4QA8an4HK5ebH1cVJMKdwz5J5TLjtMmN8jrh07cG3dSuxf/nxY9HEcfFV2CIios06cld4wdgwtL79M01NPAdD6xn9IfPQRNL17AyDIZUTOzKHp5Z3YvipHplegiA0FGSuTDPjrjhVCBe1eml8tIGj3oR+WgCJGi6b3iYMSwpwamQNimP3QcMzR2qOyX58sUiCAY+1aNH374quspGza+SiTktANH4Zu0GCU8XHIIyORWyzIIyORHZHcw1tcTO2f/oSvvILEJ59AN3gwusGDiZh5EbbPP6f1369S/7e/Ha4rGMByxRVIwSBtb76F7ZNP0PTujX7USPQjRqCI6Ty4zb13L7aPl2G5+mpibr75mO2CShUWQYX5n0WlUZDUI4LKgpaTDhr3eQJU7mklLS+qW6KG5qoOdq6uYvDUdCLj9bj8LppcTTS6GmlyNREQA2RGZNLT0pO2cjffLymmtq6ZsRfnIu/lYHXlalZXrabWUYtckKOWq1lafDgg6okxTzA1c+pJn4MwnSPIBQzDE9EPSQAkhFN07vm1UCUZERRqEh5agG3Zv2l95V84v1tH4pNPoM7OPuwGddksAHx1DtwFLbj3tSL5RCxX9ETowslCbjBguepK3Lt2nfY88S9N0cZ6fO4Al88fRsTBvlnAH6SpsoOGUhv1pTYay230PTsZ2cHvXK1VMGJGNg2l7cSmm9AaVcjkAjKZgCATkMkF4jPMaAyHg6J6DI3H1uxmy4pyEKDXiASGnp+JIfLnm7/W5OYS/8B86v/yV7SDB6EbPBiA9PcWUz3vBmzLP0Xbvx8Jjz+GfujQTsvwBr0UthZSZivj4U0P0zOyJ8+Ne454/YkTBXQHrUJLr6gTJwo5HXRDhgDg2rr1ZxVCtX/wIe3vf4A6JweZ0Yg8OgpVWhruggIaHvoH+mHDjhIZ/oTodFJ9Q8gJNHXh62j79iXp2WcI/PmeQ/0xX0UFioSEY9Y75GYz0bfeiq+yipYFr9Cy4JVD2+L++hcsw3LoXRxg15pqcofFH+NgfaYwjBlzyB3KtvQjEh7+B/KoKKb/eIBt9lDmeAFIVCuZGmNmVryFPsZjz4U9EEQO6A+6ElW6vSyqa2VxfRst/gDJGiX3ZMTTS6FEV+FCvd3O9oI2Rl2cTb9xyVzT6EZjUKI1KBFkApIkcd3WUr5I6yC7yM7M8zOPui5PF7lcRmpeFJIkkXdFDnVmOWXbWwi2+xk5M7vbCXR+LqrcXpqzdXyqcIAEr/ROI0mjQpIkqjw+ttmc1Hv9XJdyeMzgcBSzu2AebncVanUCLa3fIIreY8oWBCU6XTpO5wHay0Yz6ty7iU3OPW4wqGnKVJqeeBLVrnUolH2pLbaSOSAGl91H3YF26oqtNJTbsTY4CfhEeg6PZ/j0zgW4p4ogCGQkzeBybQef7CrlgpgI9Ao5OeYEcsxXnHb56ozDzkOag4J6QRCISTVRtKmBok0NQEgsG59ppr7UxoqXdjHqomy2fFqOJVFPVicCPUEmkDssnu8/LKZqTyspPS10tHnY8mkZoiiR0qtz0Yzk8+Gvq0M/Zgyi3U7Uddee8mfrqdfy5aAe/HFPOfP2VlLs9PBOXSvnWIyHRFA/kaPX8OnAHN6ua+WR0jrGbS3izvR4bkyJPWVBJITuCXfvr2ad1UGSWkmWTs20mAjStGrStSr6GrSkHiFImp+dyJUF5TxX0cifM48d375S3YRaJrB6SC4xKiU+UaTE5WWn3cVzlY3M2FHCnIQo7s1KIOKgO1Oj189lu0opdnlIUqto9vl5v76NASYd9kAQeyCILRDEGRTppdewdEA2FqWcIqeHXL2GgCTxh93lfGftIFqp4K70eK5KiiJGpeT+A7W8WtNMskbJqMif5359IoLBIEuXLsXtdnPttdceJXwIc+bQ6XQkJyezc+dO+vfvz6pVq6iqqmLmzJlkZobuexaLhY0bNwIh4VRZWRlut7tb38lPjlCBQAdRlrGo1HE0NX1JQs9LASgq2ItedXAeUoALjLW8ZVXjF6UTXqPe2nJEI9TbEohTHX/Mm2/S8Wb+NKwF8ZTNGM2t996Je/s2/HUJeA+UkPDII6cstJNEkY7Vq0EQcG7YSPRttyLIQ/0HmU5H9PXXETnrUlpfX0jbO+9g//xzBKUS3YjhqNLSsH30MZq8PKyL30MRF4du6BD0w4ah6d37jDiINjQ0YLfbGXccIXzqQdehyspK+vQJ9VGLi4spLy+nrq6O+vp6fD4fABMnTkSvkkNzEeSeRGK7c+6D0rWw4jZI/B7B1QLvzgyJhq5cDqnDATCZTIwdOxaA0p1XkVWyECdatJPuY+Tws44pViaTYTaHnnnazJEoCt5kCt8hpQxDmPsVnOlkGBFpob/Wys6FUKVrQn9TR55S8aLLRdubb6IbNgzjxIk4N2zA/tlntH/wAQCRV1xxlAiqM2RqNbIu5mEFuRxt//5o+x9vrS+bzC8+x/7VV1gXLaZh/nyan38eucWCoFQeenkKC9GPHUPcXx+m4amv8FULeMrW4C9Ygl2pZeeoSaRdOpv+ycmIzS7cBS3IgjPQ9JyO6BXQ9o0mcmYO/iYXnqI21Jlm1BnmLuc3TJMnoVm1EmVCwqFrQ24wQHLIRVU/ciSRc2bjr61FptMjRSo4cOBRamrfQRR9nZYZGzuVvN7PApAQP5OqqoXcN/QhPvn2W+ISr0OpTkajkKFWytEoZFS2uahqc3H3WVUMS5EIqDfQ9uVuvjjCifpIDJYohs2YxahLZyPIZGQNOlpEeiXg8QdZf6CFffV20qJ0LHn5RyZ6GxHK/ZTvfIjsrLtRanry2a46tha+y4iY90hUuSlxXUSxYyYzhsfSO/HX7euHCSNIXVwEvxUGDx4sbdu27dduRpgwYcKECRMmTJgwSJLU6SSUJEmUjB+PJqcHKf/+18/eDs/+Ysovvhj8fgxnn41p2jS8Bw7gLS7Ge+AA/poa9CNHkvL6a7/5TKNhwoQJEyZMmF8GUZR4/6HNIAhcdt/Q34zTQGe4/C5cARfR2mgApi2bRpopjZfHv3xa5TY4G5j56UzSTGksnLSQxzY/xicln/Dm5DcZGDfwTDQ9TJjfDdU33Yx7+3ayv1mDTK8/4f62VZV0fFNF4v0jkHUjoD1os4FMhvOHH2h89DGkYJCMjz9CGRd3aJ/2L8txfFeDNi+KqD+ERFL2NVXYV1eS+MAIZOpQPUeKoKL/mIc63dxpnaeLp7CQ9qUfoRs0EOOUKeFMv2cA56bNVF19NUkv/BNtv350rF6Da/MmnFu2Itpsx+wv0+uRWyxIPh+BxkbkZjNJzz+HfsSxWUylYBDPnj0ooqNpeOgfODZsIOqaP+L8fj2evXvR9O2Lv7qaYHs7AOrcXPSjRxE1dy6K6NDzRZIkKuf8AV95OVlff/W7ClYPE+aXYtc31az/8ACzHxp+SBjRHdYvPcCu1dUoNXIGnpvKoCnpXd5XJVFiyePbKG4+wNa0L2iILMGFs9N9tZKepJaetJpqsKobD72vEBQMTxzOxLSJjEsZh1ahZX3telrdrXxQ/AFOn5MVM1agkneegTrM/xaSX6R2/gaMZyVjnpSOfdUqGu6fj+h0EnHxxVgXLyb2nnuwXHU19jWVdHwbyj6viNZhPjcNbZ/oX/kT/DyseGEnrg4fs/7euRDoTCKJEoUb64lLNxGV9MsFONu//BJN336oDgarQag/gCgeChjtjILmAv62/m9U2CsAyI3MZeGkhZjVP0+/9Oek5NxJaHJzSX7xhZ+lfCkYpHTyFJRxcaS9+85R21zbt1M5ew5R8+YRe8ftRx/n81F90804N2wg+cUXMI4ff2r1BwI4N23GV1mBTKNBP3LkIRGVx+Fn0QObiIjVctFdg05L8N8dAlYrishI1rTamb27jGuTo8nSaWj1BdjncLO61Y5Pkuit13BJvIWZcZHEqpVUub1c8GMJKpnA8oHZLG9s58HSOgRgYrSJKxOjOdtiRC4IfLuoiL3f1wGQmBPBhXfkdznf0+oLMPKHvcR54JuJfVAouv7N/zdNXj8eUSRFo+ryee4XJW4urOTTplD/O0Or4t2cNLKiDo83RUliv9PDJpuTCpeX2YlR9NCfODHH6bDP4ea87cW4xVBs3BV+Dc+e2/O4xzgc+/lxxxwEQUGvXo8RZTkLkPB6G3C5KnC5K/B5m5DLDfj8LbS3b6Fudw7B1ku46O7B3WpX5dVzCdTXs2fyo7TWOdHolVgbQmI5hVpOXLqJ6CQDKb0tpPU5nATEtXUr9q9XYjjrLPTDhx1yMzxVfBUV7H3yaeIuvpjEc87G39REx1df4W9oJNDYSKCpCX9TI4JCSfx996Ef3j0XFoD6J7YgBSUS/jr00O+mdr+V0h+biM0wEZ9pxhyjRRAEGsptLH92BwG/iEqrYNJ1eaQeJ/nJp//cgaPdx7Sb+/HeP7YgBkTyRicyelaPTq8Bb1kZZVPPI/HJJzBfcMFJn6fO8Ioid+2vZklDyFXsvX6ZjIvqOhC4wevn7wdq+LzZxhCTnk8GZiM/yXkHSZJYWNvCI6X1yAW4LyuRPyRGdeq29N/csq+SZU1W3uyTQS+DFpNCjl4uo9kXYOjGfVyeYOGJ3JRjjnMGgzxT3si/a5qwKBU8nJNEjFLJrYWVWANB3uyTwViLkXqvj2crGil1eYlQyDEp5JgVcjRyGf+ubqK3QYtJLudbaweTo00YFXKWNFh5KDuRq5KiUR+xnu0MBJmxs4RZ8ZajXNp+SVavXs369euZPn06AwYM+FXa8L9CTU0N7777Ln6/n2AwyKRJkxhxxDzQihUr2L59O0ajkVmzZvH6668zY8YM+h9XSBEiGPTy7XehOce0tBuwRI5kx84ric56Gs6bz95zp5DU9yMECfzpEv64W7i6aRzL8rM7dUE7krq3nqIw5V8sDsxj4bnHT7K2wergop0lAMyNj+TqKy/BNHkyQUcHzg0byfl2LbJTFNvZPvucurvuCv1HLif7mzVHzb8eSaC1Fet77+P4fh2Jjz2OoFRQOmkyiCLqnBwkUcRXWgqE5ui0gwehHzoU/ejRaHJzT6l9a9euZd26ddx1113ou5iDDgaDPP744+Tn5zN16lQOHDjAokWLkMvlJCQkkJiYSGJiIklJScTExEDtj/DaOLjkLcib3v3GNBTAq+NA9INMAfoYmPMxxPXudHefx83+587HmzKGQbPvP/FccWspvDgQSZAjzFsH8SefeEAUg1jramksL6W9oY4Bk6ahMx0x5mivguf7wvkvwKCr/vtgeGFAyDXqqhUnXTeEEpo1PfkkaYsXoxuYD4Dk9+MuKMCzZy/mi2aExD9nGEmSsHsCmLXKY953rl+P/bPPEb1eJH8ASTKBPBlBkwhRsUj2IMhhh7+C2n0rsCb356r7byQ5PvKYslzbG/FVd6AfHI8q5dTmgdusG6mqeh1BkCOXaZHLdcjkGgRBjttdRSDQgUoVTWvrOoJBFwkJF5Gaei0CMgIBO4FAB4GAHQQ5MdETkckOr7U4nWWs3Po82sBXyJD4saovm4oG43Gq0Yhe1KIXY1SAyyd8SNCto/CDdAZPu5ScoSNQqFRIooQkiSGnLZkPSV2D11uPXK4jKuosVKrjuyw2t6zh8x9eJr9oJCZ3NmVj70IULLy2ezZnJX1BT0sJXlkfBvd7jFhL59dNmDA/J4IgbJck6ZgBV9gRKkyYMGHChAkTJkyY4xBobaXx0cdwbd9OsLUVeUw0ml69MYwZjX70aFTJyXgKCgjU1WO89bZfpE2a3B4kPvoIvopKom+84ZhsPKLLhaBShUVQYcKECRMmTJhDlGxvxNrgYtJ1fX7TIqgOXwdXfXUVdY46XpnwCr6gj0p7JbNyZ5122fH6eO4fcT93fXcX53x4Dg6/g7l95oZFUGH+p/AUF9P+/vs4vvmG6Ftu6ZYICsBb2o4yydAtERSEMrIDmCZPRp2TQ8Ull1L7f7eT9vZbCAddf8wTUgk0utANPrw4r0wygAT+eifqdDNBm5fm135eEZRn3z6aFyzAsXoNyGRYFy1C98GHpLyyoNNM9WG6T8fq1QhqNYbRo5HpdFjmzMYyZzZSMIivsopgWyuBtjaC1naC1jaCViuBNiuIIrrBgzCMH48yNrbTsn/KIAqQ+MTjlM+8mNZ//Rt1jx4kPvUUpmnngSTh2VeIc8MGnBs20Pb2O9g++pj4B+ZjmjyZji+/xL19O/EPPRgWQYUJ0wXpfaNY/+EBynY0M3BSWreO8br87Pu+DnUfNwWajazdbWWSZyJzpk9DcUSAx8a6jURpoxCLjGx0fseaAe+gklRkNg7E5LFgkixkxCfTIyMDrzPI+h+3URq5i5rYQvJiejMq6XKq9rRhK5TI6OjDIG0O+UNS0WtC2e8npE0AIMWUwrxV81hSvITZvWaf+ZMU5pRx2rzsWFmFOUZL37OTf7F6BaUMZZwOX00HAKaJE9Hl51N/3/1YFy8OuUFdfhmu7Y10fFONbmAsEdMykenOnHvKb5GWGgepvY8fGHWmEGQCvUcl/iJ1HYlpypRj2yII0IUIyuV38cquV3hn3zvE6GJ4cuyTJBuSybXk/m6Fldp+/XBt3fqzle/4/nv81dXE3nnHMdt0gwZhvvACWhcuJNDUhKZvH3wlJchMJrwlJTjXryfhkYdPWQQFICgUGEaPgtGjjtmmMSgZNTObNW8Vsu+HOvLGJOHu8FFb3E72oM77nN2loMNFnddPmz+A1R/E6g/gEUVmytU8U9FAskbJ/VmJqI5Ys7H6A3zS1M6H9W08WFrHw2V1nB1potTtwS2KOIIS47fup80f5LwYMw9lJ5GkOfy7E4MiZTubyegfzaiLczBGaY473xOlUnBvbhJ376/hB7uLsyzd6/96giJTthdT6/WTqFYyzKxngEmHRiZDLgjIBZALAl822/iyxcYtqbFk6dTML6llVnEFcxKiUMlkbLU52Wxz0OYPAiAXYGFtM5cnRDHOYiRF3o675jl6pl+DydTvFL+Jw0iShD0Q5Jo95ZgUcl7rmcr65aWkl7chTZA6FcJJUpCamncoLXsOhcLAwPx30ekyDm4V0GgS0WgSsRByWdi4rJSaojaGTLuWLVt2M25O9+9r5mnnUX/vfWT7dtEsZmGM0tJzRAKJORHEpBmRd+JG4KuupvrmWxDtdqzvvovMZMI4bhzGSeeiHzXqGKe0454fUcS6aDFNzzyDxuPBsWsn/t5Lqbr2WnwlpQgqFYq4OBRxsWjz+uDZt4+quXOJvvEGom+6iY7Vq2l6+hlElwtlfDxRN96AccKEo4LEzVNC5+7I95JyI0nKjTymPfEZZqb/aSBuu4+UXhbkXTgv/kRqXhQ/LC1h9Zv7QJS4/P5hRMR1PX73VVQCoErrXn+2O6hlMl7omUpvvZZ9TvcJr6l4tZKFfTL4T20Lfy2u4asWG+fFnNh1+0g+bLBy74FaxltMPJmbfNQ94UQ8kpPEhnYHfygo/6/PIRCQJG5M7fw+qJfLuT87kRlxEfxpfzXz9obOZYZWxbL8bPofdLVLUKt4qhMhFUB/o5Zr9lSglcuYnWDh/YY2ghLckRbH9SnH1qtXyFk5+NREF2eCoqIi1q9fz6BBg37bIihHE2z7D4z5E8h/vyHAycnJzJ07lw8++IC8vLyjRFAAGRkZbN++nR49epCYmIjBYKCoqKhbQii5XI1MpkUU3RgNvYiMHI5KFQu2r6iJW8jI3AAAIABJREFUTyR+62bEsyQ0JSZEXQcRkYUohHF802o/oRDK2VgIKeAznPi+0t+kRQaIQK5Jj3ZgPo516wi0tmKZM+eURVAA7UuXokxKIu7evyPT6roUQQEooqKIueVmYm457Iged+/fQZSIvGwWgkJBoKUF15YtOLdswbVlK03frYNnniX9vcUncPHpnKKiIlJSUroUQQHI5XJSUlIoLS1FFEU2btyI0WjktttuQ6lUInq9dKxcif3V13DNvRqdbC+ugIK9e5opeP0GDJEWBk65AK3JjN/jxu/x4Dvir1Ktpu/4ySji+8Ifv4byb8HVBsPmQUTIjUoUg9gaGzDHxSOThcYGKo2WvD+vxOtysv79t4lNzyK9/0DUXc0XWzIhMh0hb0a3RVBel4uqPTup2rObxvISmivLCXgPO1AqNVqGnH/R4QOMiSDIob3y2MIq1oXeH39/t+r+b0Sfj9b/vIFuxPBDIigg5CA2cCC6gWduHS0QFNlXb2dLeRvbKqxsq2yjxeHjkkHJPHBBHnq1Aoc3wPKdtSREZtP3ijvx7mtFKm5H5g4gyqDepKTU5qZZEnlL9NI/tZArJv6I2Sxh1tcjisajREaCIKAfHI9+8Mk5+oqiF0kKIklBrO1b2LPnFpSKSJSqKIJBF6LoIRh0IUkBNJpkFAoTdnsBFstIMjPuwGDo0e269PpMomrz2blmP7EDWhnUazeDUnbRtj+Cxh3R+J0qUgfWIIkicq2DEXN7M3Tc4Xkun6+F5uZVNDV9hbV9I5IUPKLsHAYP+giFovNr0WbfRUHBLaRERGDVtBNljaL0y8EkTtjNvL4vgMxIbs7DJCXOQhAO99O8Ze20LT2AIBfQ5kWjHxqPwvLzJjoIE+a/+f32gsKECRMmTJgwYcKE+QVoffVV7F9/jWnSJBTxcQSam3Fv245jTchWWpWeHgoeVCoxjj/nF2uX+fzzu9wWDtYLEyZMmDBhfj1sXhsPbnyQa/teS++o305GrIK1NZhjtWTl/zpZNLuDL+jj9rW3U95eTpw+jutXXo9P9JFiTGFKxrEBa6fCpPRJ7GzaSUFLAfP6zWN00ugzUm6YML9lRJ+Pjq+/xvr+B7i3b0dQKjFfeCGWq6/u5vFBfNUdGEcnnXjnTlBnZZHw6KPU3n47zS+9fCgoUlDKib4676h9VYmhIANfjQNFpCYkgurwEX1NH9RpXWdWPhU8+/bR/PICHGvWIDMaib71FiyzZ2P79FMaH30M26criLzs9EWY/6tIkkTHmjWhgLz/GqMKcjnqzAzIzOji6JNDHhFBxscfIfn9h9yeQhUJaPvkoe2TR/T11+EtLaXur3+j9vY7CD5go+XVf6Pu2ZOImTPPSDvChPk9Um2vptndTII+gRhdzFFCJQBzjI7EnAj2rKtlwMRUrPVO3A4/yZ0EsP7Enu9r+T5uGTuNa5ALcmQJMvZ0rOPfi55iQuY5TEybyK7mXby6+1VMKhOTiufyffaH9I/pxwvnvIAmoKd2fzvVRW3UFLZRsiPkjjBhyATumzEP45EBFf2gvcnF9i8r2L22hr3rask7K4mB56ahM6kQgyIxdVkMixvGgp0L0Cv1TMucdsznhFA/XqvQ/m7FDb8nPE4/O1ZWsvubGgJ+EaVaTq+RCShU3XcnOV2USQY8+1qRJAlBEFBER5O84GU6vv4aRXQ0Mq0Wd2EZ8kg1kZf0+P/eKdJl9+Gy+4hK/uXcmc4UATHAtsZtGJVGkgxJmNVmyu3lrKxYiYSEWWXGrA69ItQR5ETmoJYfXywgSRKrq1bzxJYnaHQ1MjNnJncOvhOT6sz2R38NtP36Yf/sM/yNjccEyopOJ4JOd1K/d9HtpmPNN8g0aiSfj9b/vIkiJgbjhAmd7h/3978j0+tp/2Q5tmXLkBkMiG43BIPE/OnOn71fljs8nsIN9WxcVkpG/xhW/2cv1YVWjFGDiUs/te/3rdoW/lxcc9R7CgEUgsBrNS0APNkj+SgRFECkUsHcpGjmJkVT7PSwpKGN92tbsfuDfJifRVAQmFNQxuwEC0/mphzjHFNXYsPd4afH0HjMMd0LoL403sIz5Y28WNnYbSHUO3Wt1Hr93JIaS7XHxw/tDpYddH36bx7MTmTeQVFDL53A4wWreK4sDa+gIU2j4twoMyMiDAyP0KOXy3msrI4lDW18WlvCvdxPInVsbFvPmKFLjxAgHYso+hAE5VG/VUmScDj309y8ipaWVbhcFazXzqPaM4qPB2QzNMJAbK8Kqowvs/bbOpKSLiU19Vq02uRDx+/d9ycaG1dgsYwhN/dhnM1mtMmdi6Z8ngC7v60h4A3yxSsFyJUysk5CUGc67zxsnyzH9Z8nOe+yWch9RsTNToJrHNQ5nMh0OhIeefiQuEl0u6m59TYQBDI/W4GvqoqOr1fSsXYttuXLkel0GM4+i8g5c44bqOxvbMK9exfWdxfh2rwZ/dgxWObMofrGmyi/cDpBu52UV/+NfsyYo86v6HLR8PAjtCx4BftXX+MrK0OTl4d+zGhcmzZTe+ttaPr2JfaO29GPDAnFdP1Obg7yZK7BtD4hIVR9iY0h56UfVwQFIecrOLNCKAgFVXclIOqKPyRE8a+qJl6qbGK42cBLVY1cntC1O1q7P4AzKKIQBO4vqWWYWc87/TK65QJ1JGalgq8G9WCTzYkjEMQeCNIRDNIREMnVa0jXHv/Z2Neo44uBPXizroV6r5870+LQd9NZbmpMBCsG5hCvVpKsUXFpvIVtdhc3pvz25qnb2tpYtmwZCQkJTJ48+eQOdrbCppdBFwUjbg45ctRsg/LvoH4XtJWBGARtBGgiQGM+/O+f/poSIH0sdCfZ6bePw7aFkDEW0o510v49ERcXx223dZ5wNjMzk/j4ePLz85HJZPTq1YsdO3bg9XpRd0MAqlRG4PW6MRh6Iwhy4uKmUVPzDvbsUWT88AP1RtDqU5AqCnEl7mKwUccP7Y4TlutuLwNApT6xqEIvl9PboGWPw02uXoPu/7F33uFRVPv/f22v2U3vPaGF0Am9CEgvoqKCfhHFAhbUexXsXjv2jg0FRJQioKIXKVKk956QAGkk2WRTt2Szfef3x2IUQwkIqPe3r+fZZ5PZM2fOzM7OnHPm8/68u3TF9ssmgD819+gqKaFhxw7CH5hG0IABF1VH6M03n/a/NDwc3YgR6EaMAMBtMJA/bDjmH/97wUKouro6jEYjQ4YMOW/ZTp06sWzZMr7//nsKCgoYNGgQvpISKhYtpvLHHzC5HVhVClwzi3HHqyg19kA4/j1xrTOoKy/j+zdePGf9Bft2M+bhJ5DFd4H4LoDf8al45zby9+6iYN8u7FYLqZ2zGDHtETZ9NRdzpZGe425mw7xPMRYcB0AskZLQth1pXbqR1qU7uojf3QNEIpi2D0Tn//0KPh+H1q1i01fzcNkbkCmURKak0X7QMKJS0ohMSePbV5/DmH/89BUlUtDH+52h/si++f7rSOtR593+r9Rv3kzV+x+Q+NlsrOvW462qJvzVV5u9/hn3TRDwWV24q+zIojU4G1xsn3sYmyAQPCqVDQXVLNldgs3lF+kkhKoYkB5OtCBm1t5SdudW8YxIRZDNg0bwEYsEJyIaENiOh0242e7z0GCCW7t6GJqymbYOIzi3odd3xWY7wa7dowERUqkeuTwEmSwElSqRFulPntcVyS8m+pmamo1YLIdwuoynfR6kbUunTl8gk519XuxiObBmJbtXLCOj7xBSu3RHonRg9fyIpO0qItrWExU5igrjUeoL0wmK9WHXrMZg6ITX56SqajV1dTsBHypVEokJdxIa2geNJh2zZT+HD9/P0dzHyGz73ul9PJ8Hk3k3OTnTUSgiyOr6HR8cPk46LtyVYRSvSqDrdS3p2P0/KOS/zbv7GtxYfimlflMp0jAVEr0C66YSlK1DAkKoAFecgBAqQIAAAQIECBAgQICz4LPbMX37Hbohg4l7843G5YIg4CoswrZlC/VbNtOwazdBgwYh0f3zH4QGCBAgQIAAAS4eQRB4bvtzrC1eS6wm9m8jhKo6aaWiwEKfG1qcMXjj74BP8PHUlqfYVbGLl/u8TM/Ynvx7479J0acwI2sGGlnzXGuaw6PdHr1kdQUIcCXxVFcjCQ5u4gh7NlwlJZgWL8a0bDneujpkiYlETp+O/rprkYY0/0Gdq8QKXgF56sW7MemGDaX+uuuo+fxzgoYMQZXZ9ozlJDo5Yp0c80+FWH4+CYJA+OQzi6B8dju++nqkERH4bDaqP/oIWXwCmh7dkSUlnTOA07J6DWUPPfSbAGrixMbxXMjEiZiWf0vdokUE33TjZQ18FgSB6g9mIYuNRX/t2L/U1ddbb8O+dw+e6hq0/fudLii6QHxOJ8YXX8RTXo7uoQcvYSvPzq8uZOdCkZZG0oIvKZ06lYpnnwUg9pVXEJ3FBSJAgP9F6hx1TP9lOrXO2kbnzV+RiCREqaOI0cYQq4klRhvDmLQxtLsqntWzj3B0q4GdKwpw1LsZencmaZ2aBn1WWqt48+grHI7byvUtruf+Tvejkqj5cP4itpk2sZo1fHfiOwBGpIxgS8lWvkl+F6VYyct9XiZE6b8/pXeJbHTnMFc14PUIhMacuT8YHKlm0KQMugxPZu/KIg6tKyF3ezljHuhIztZysjeVcf01dzAv6B2e3vo0H+z/gMFJgxmaPJT2Ee0Ri8Tkm/KZtGoSw5KH8VSPpy71Yb9iVNureWrLU4QqQ+kb3/eSJRO4VLgcHg6uK2H/2mLKpEVYuuSTJz+AtjSWq7MzSL2CSRvkcVoa9hjxmpxIQ/xBOiKRCN2pgFfB48OZb0LdOep/XgQFUH3KHSv8HySEqnXUcqT6CO/ue5djdccal6ulaho8DYgQISA0WS9UGco16dc0CqeGpww/7TsusZTw8q6X2VK2hVYhrXij/xt0jLx4NwiDwYBarSY4+MJcPy4Xqg5+px37wYPIfheUav7+ewxPPkX0f54h5IYbmlWXIAgYZjyKde3a3xaKxUT/5z+IZGd2UJPodEQ/8wwR//43PrMZaWwsgtOJ12xBFvXnXJmag0gkov/NrVj84i6+fXMfJqNfbJuzxXBRQqg6t4dXCsrpGazh2fQ4QqQSQmRStBIx9V4fH56sJM/m4KaYcwdcttQoeSQmgphPCzDZXAjWIHqNTeNon0wUZxkj5O+rRCoTk5QZ1uz2KsRipiRE8Fy+gS11VjK0KkJlZx9f2rxe3i02MkAvZkaCEpksBoBatxePIOD2OnE6SnHYi5B4TaRExuJy1VJU/BHm8m+4y2NlmiqZ2LRniVBHIQg2BMGM4PIgEst4o1UGzyT42Hfg33jddWxSz6Bj/cds330tSmUCLpEam6DE7FNQJQSzXX4jSUoYbX4YrTqZ9u0/xuWqoqR0PlVVa3E4SgERel1HrLI0eta/RZvgCrL0z2EoX0qV/VGkqnC81m6UGRZRZviaqMjRJCVNwWI9hNH4AykpD5KSPI3c7eWsn7+bHmNT6TIsucmxObG3Eo/TS9cRyexbVUxa5wgUzXRQBhCrVCTM+ZyKp5/GtGgxIpkMsVaLWKtFJJXiKixEN2I4QQMHIggCFc8+izMvj4RPPkaRno4iPd3/mcuFbecurGvWYP35Z6wbfyF1xfcITidVH3yALDoGSWgIjsNHsB86hKeiwr99rZaYF19Af/31iEQiwibfTs3szwibOgVtv35N26tWE/vyS2h69qTiuefQjR5NzIsvIFYoEDwezN9/T9UHszg5+Q7UPXoQ+fC/UbVr1+zjcaEER6nRhSvxun10GnJ+cZOruBiJXo/kb3Atlor94qnHjpXSf1cu1W4PSyrqWNwhlTilnPwGJ/stDey3NnDA0kCB3e8MohKLERB4q3XCBYugfiVSIWNM5MUfA6lYxJ3xF9df66r/rS/fPVhL9/O47VxJ6urqMBgMpKamsnjxYkQiETfeeCOys9zLmmCvg20fwM6PwXVKQCMIYDwCBxf6/w9Ng/AWIJaCwwzmUjBmg8METsvp9SX0gNHvQGSbs2+zvgoOfOX/23jkHy+EOhdqtZqpU6c2/p+Zmcnu3bvJy8ujffvzOwjKZMG43SbUav+1IjpqDCUlc1B28eHN8ZfRRmfg3Z6LqVs1g8SbeMfaDZ8gnPW3Jng81AeX4/OJ0Cib5wbYWaduFEIpu/gFq5revZEnJ/vrdLkofehf6IYOQX/NNc2q07R8OYhEBF97LfV1tZTlZuOoryc+I5OwuDM7tF0osthYNH36YF27lqjHH7ugucvc3FwAWrdufd6ymZmZHM3JJm/lt2jdTio+PMxCc51f/JTwWz9K6vWiq7GSlSymxW2vE90mA6/HTcmRQ/72KlXIlErkv3vP3b6JtZ98wILHHqJlzz4IPoGK/GOU5hzG6/Gg0GhI6diVoLBwdq9Yxif33IbbYUeuUrPomemIJVKueeQplFot+Xt3kb9nJ+vnfsL6uZ/Q64Zb6DluAsbCfKzVVSR37IJUdu55xlpDKWs+eZ+y3GwSMzvQ4/rxxLZsg+QPc/7RqS2oKDjetIKQJKj7gyNU3io4+iN0uQ1kzRehWNevx3HoENWzPsS2exeKFumoe17Y9UTwCThya3GVWnGX1eMqq8dX7/Z/KAKPAEkIyIGiL49yXORkVLsohkXqaOUEmcGG84gVPD6u14djsbsJcnnJ1UjooFbjDFGwRyfFGachWqdgqkbO42o5EVoFRSfuo6ZmMyplLBEJd5CWNgOPx0xl5Spcrmrc7jpc7hrc7jqMxh+QSYNp2fJpnM5KBMGLUunv2zocBiqrVlNVtQaTaQ/gQ6mMJySkB2p1KmKxHJFIiliiJCpyFDLZb+MGt9OBzWTC63YRGpfQOLYUBIHCA3uwVFXh83oJiY4hJDYeXUREo+vY7ynJPsT6uR+T2jmLofc+9LsyV+NwGCgq/giD4RskEjXDJy7E5api777xHM19HAC1Oo3k5HuJjByOVtPqtDFuZMRQ0tMe4UT+axxBRMuWz2Ax76eqag1V1evxeExIJH43VLk8lGk3ZGJ8ex/dx95Nzo45bPuoiISoamJb+p8X2HNrqV2Yi+Dyou4cRfCYVMQKKV6bG/EF9IcDBLhUBM66AAECBAgQIECAAAFOIbhcWDduxPLDD0ijopGnpuCzWAgeP/60ciKRCEVqCorUFEJvnYjgckEzgxEDBAgQIECAAP9srC4rJdYSItWRhCpDEZ/K7ub1eZmXPY+1xWuRi+UcrDp43rp+zT5+uTmyqQypTEyrHufPTvhX8fbet/mp6Cce6vwQo9P8zpfzh8//i1sV4O9Kzbx5OA4dImzqVJQtW/7VzbkiOPKOUTRuHNLYGCLuvRfdqFHnFG807NvPydtuQ/B6CRo4gODx49H07HlRQhtvrQMAWcSfc56NeuxRbFu2UP7EE6Qs/QaR/MyOG+ETM7AfqcZTY0fbLx5FYtOARGdBIaX33ou7spKkOZ9TO/9LLCtXNn4ujYlB06MHmh7dUffocVq2e/uhQxhmzEDVoQMJn37SJKGFSCQiZPx4Kp59FsfBg6g6Ng18dRUXU7d4CZaVKwm+7jrC778Pr9mM4HYji2x+AKdlxQqqZ80CwLRsGaG334a2f3/EZzk2lwvB7aZ44kScR48CEDR4MPHvv3dRdblKSyl74EEcOTmE3X03ulHNz0J6JRDL5cS//z6l06Yhi4tH063bX92kAH8DKmwVhChDzusQ8k9HEASe2fYM+yr3NbpiTmg9gSRdEhW2Cgz1Bgw2A+X15ew27qaysJJ1xetYOmoZGr2cjV/lIZWLCU8IYs3n2YyeJmt0hhIEgZd3vsySvCX4QnyMi76ZZ3o+1tjX/fdtt9H6oy4UbjcSeYODyDQtAxIG8PmX3/Gx5xUe7T2dBN2ZA7X0zbz/BEeqGXRbBp2GJvHjBwdZ/vo+vB4fIrEIV56SRQ8uYkPJBr498S2L8xaz4OgCojXRDE4azJqiNZidZvYa9zb7eG4q3YTZaaZzVGfitBfnmnip+anwJ7YathKmDOOHgh+IUkfROersrhCXG7PTzOeHP+fGVjcSp43j/feXsMe7hZIO2ZjFtUhEEsJl4eRG7mD/3uNXVggV73dCcZfVNwqhfo+z0Izg8qE8h/vZ/xLVpf6g3fD45jnEXGkEQeCHgh84UHmAfFM+heZC6px1AERropnZdyYqqYoyaxll9WXEaGIYlTYKvUKP1WXF7DRjdpqpslex4sQK5h2Z1yiSMtgM3NnuTlxeF3OOzOGzw58hEUmYkTWDCa0nnNFBrrlYrVbmzp1LfHw8kyZNuiTH4s+iaN0aZDIchw+jGzIEQRCo+ewzqt58CwDrqtXNFkLVLfgK69q1RDz0oN89RiJBnpKCVyxm27ZtyGQydDodQUFB6HQ61Go14lPjEYlWi0TrD4IXKZWIlVcua3hojIZOQxLZ+1MxcS2DCQpTcmy3kd7XpyO/wMC9NworMHu8vNwinjba012ZgqQSHk2NaXZd25adwGFxkdYqhL2ri5EqJPg8Plr3jEEXfnrdPp9Awf4qkjLDkClOHxd6vXZq67bhdBpxuWpwuapxuarw+VykpExjYmwm7xQbGXcgH4ABoUG81CKeVHXTftCnhbmMcn3EYM9GNm9xIJFoUanikUmDsTtKcTgMgK+xvCFfiliswOu1ExU1ktCQXhQUvkfBkdsoOMM+q5SJeLz1iAUvHTvOpZu2M7fuiqeTYxlqWz0qGlBSgxoHGVSR4NqO2SKnniqczjKWbhlLqK8EMQJuTTfKw24hW5JFnlPLfoeFp1ULSDd9zaHDldTWbiYkpBe22ic4sr6C0Q8/QYPvGwyGRVQYv0MkkhEc3J2U5PtwNnjYtjwfRLBnZRGtukej/cO9ImeLgZBoNd1Gp9CqezRq/YWP4cRyObGvvkrMiy+eJh4UXC6O9emLdc1aggYOpG7hQszfryB82v1NREoiuRxt3z5o+/Yh/N57KBg9BsMj03FXVOCzWBA8HgSXC1l8POrOnVF1aI+yfXuUGRmNblMAEdOmoe7WHU3PHudss370KHTDhp7WXpFUSvD116MbNQrTokVUf/wJRRNuJnnhQlTtMi/4uDQHkUjEsLvbIZaImvwGzoSruBhZ8qV1g/oz3BQdyltFFQjAxxlJPJdv4Oo9x04rE6OQ0TFIzfiYUNQSMTtNNgaH60hTB1wWLiVWq5V58+ZhNpuRSCR4vV5uueUWQs6VQMjjgspsUOjgyDK/CMpphoyx0H8GrH8R1jzpL9v/Ueg2BTTnEK16PX4xlMMEhZvh5//AJ/1hyIvQ7S6/y8wf2fUpeBwgVUHF4T93EP5hJCQkoNPpOHLkSLOEUCpVAjJZMCKR/1oRFJSJWp2CL7EMb4i/P6iNb49r13d4JqXS2vw+Ct9blDhcJJ3FKa0y7zvsXT3klHUlMqV5CdymJkSSeUqALLRrR9CQIYRNvr3x8+pPZ1O/fj3ukpJGIZTLYWfHskUYC/MRfD4Enw+fz4fg8+Ixm3GVlKLs1Ia8BZ9RuH8PPq/fYUeh0TDh+dcJi09sVtvOh27oEOrXr8dx+HCjK5TNVIdYKkWp0Z7u0Oj14jxxAkXLluTl5REZGUlo6LkF4f4VBeQnTyCz1KKTyqlwNqCLjaVFu/ZEtmxDZFIKYfGJlE+6Dc+RbIRsOXU/3oizWxbB115L0vDhZxXitxswBJVWx+4Vy9i5fAmIIDQ2no5DR5LWpTuxrTIaRUjB0THs+u4bBjzwCDEtWrPruyUktutIaqcsAOLbZNL//yZTayhl+9KFbPvmKwzHjlJ86ACC4EMVpCM8MRmZUokuPAJ9ZDT6yCj0kdEo1Gr2r/4vB1b/iFQuZ+jUB2l71dVnfUYYldaCYzu3Yq+3otL+bpwWnAjHTyUiqCuGVY9B3koIbwW97j//sf4dzmN+oVXt/PkgCEQ/9xwAPocHsfL8/WJBEKhbdpyGvUYQgThCjaxFMIq4IIwSgZVr8/E2eEgfmUb/MC0JS47xikMCh+qBenwi8MVo0HaPRhquwrbXiNzjI+z2dqSk/Jb06kxSOperhpqaX0hIuJ0W6Y81LpfLw4iPv6VJ+Zyjj1Fm+JqIiMEcPnI/bncdKlUSHk89bncNAFpNK1KS7yciYghabevG78blsJO7dRPHdmzB4zqIIAjYLSZspjpcdnvjNlI6dmHA7VMIjoph4/zP2Lfy+ybtkMhkhETHEpXaggG33YVCraG+toYf332NkOhYRj4wvYlQSqmMpXWrF0hOuhev145cHopcHkrfPjsbRV2/ij3PRmLi3QiCQH7Bm1RW/hcAqVRHeNhAIiIGExraF6nUfz2ThqlABC20wWQ+8xILHn+IH995lYmvvou4ykfNgqPIotSE3tASWfRv10CJppkC4gABLjEiQWiaBefvRNeuXYU9e/b81c0IECBAgAABAgT4/wbB68VnsyGSy/2vP5GR+s8E99qzs7Hv3UvILbc0CfBzGytxZGfjPJaHbtiwxkw5F4sj7xjm5cswr/gBb10dkrAwvDX+wa48PY3UH374/yLzZ4AAAQIECBDg3Hh8Hib9NIlD1f7sclKxlCh1FJHqSCobKimrL6NffD+SdEkszl3Mjpt3IJOceeLX7XMzZe0UQhQhvNrv1XMGV/m8Plx2L0rthU8im6saWPTCLlpmRTFg4jmySP6FLMhZwKu7X2VC6wk83u3xQL8rwDlxV1aSf/VgfzICkYiQm28m8pGHEatU51/5H4rg81H8fxNxFRQgjYnBefQo8pQUwu+7D93wYQgeD47sHFSZbRHJ5biNRgrHjUOsUpP0xTxkMc0PvjsT5jVFWDeUEPdib0SSP+dYZN2wgdJ77iX83nuJeGDab/soCLhPngSRCHni2R/SOwsKMX/rd2sSyWSI1Wo8RiOC203Ev/5F0ODBNOzcgW37Dhp27sRrNgOgaJFO+H33I1LIMTxElD1gAAAgAElEQVT2OBKtluQli5GGnTkQxWezcbxffzT9+hL35puIxGIEtxvrhg2YFi3Gtm0bSKUoW7bEkZODMiMD54kTiGQyEmbPRt2501n3wfLTT1Q89zwht9xC3VdfIU9OJviGcVS+8w7eqmrEOh26YcPQjxmNsn17ambPpn7DRuJnzbpsWfJrPp9D5euvE/3ss7hOnqR2zhxSli9DmdHU2dCyZg11878k/sNZTURk1o0bMcx4FASB2FdfJWjggMvS3gABLiV19UaGLh9KalAiHw+fT7Dyr88SfznwCT7mHJnDu/veZUbWDCZmTDzvOsuPL+c/2/7Dl8O/xLNHz84VhQyY2JrUjhEsf2Mf9XUOrv13ZyISg/gh/wee2PIEHer70N08hPsfH9ukT+d2efnhvQMYCywMv6cdiW3DmPfoFmJb6Rl25/kD2C4Ea62DHz84SHiCFnWQnEMbSrnjzb7ITwXyWF1WNpZsZE3RGrYYtqCQKOgV24t1J9exfcJ21LJzi69MDhMDvxmI2+dGhIi3r3qbQUmDLuk+XAx3rr6TGkcNX4/8mjHfjSFEEcLCkQuRnCHb8JXg4z2fMiv7fTQyLa3Ubdhn3o1cpKBPfG8GJg6kf3x/Ku2VXL/ievqdvIF3ZjzZrGDmS4Hg9lH2n21oe8QQPCatyeemHwuo324g9j89Ecv/N5wDszeX0WBxIVdKkSklyJVS5EoJ0Wl6fvk6D8NxE5Nm9v6rm3lG5hyZw9t730Yn15EenE6KPoW04DRS9al0juqMStp0LFBbW0twcHCj8Ob32D12RIh4dvuz/Lfgv3SO7ExpfSmVDZUMSx7GI10fIUoT1WS9C2XFihXs27cPgIcffpigoL+H0KzwhhsRq1Qkzp2D8eWZ1H31FbqRI5HodZiWLqPlzh3nHF+5SkqonvUh5hUr0PbvT/yHs0675q9evZrt27c3WU8kEiGRSNDr9dx6663om+HoebnwuLzsX3uS1j1jsJmdLHt1L/1vbkVmvzgEwS+TO5/jykFrAyP2HuOWmDBea/XnXBdythrY8GUunYcm0mV4Motf2o2lyh9UGZVxmLisVUilKnyeIBrq1JgrZDTUaenU9wZaZ3XAbN6HrSEfh8NAWdnCxmBOAJksBLk8HLe7Do/HSkab1yhWXMVBq51at4fZpVU0eH1002sYEq5n6CmhxV6zlV17x5POCeKir0GrbY3dUYLDXorbXYdSlYBalYRKnYxalYxYoqSi4ltcrhqSkqag1bQAwO22UFu7GQCRSIpILEUkkuB21WIo/waP20y7drNQq1MAyLM5+KKsmmSVnJYaJS3USmIVMsyWfRw6NAW328L7kidQ+Gq5S/iQ/XRmLlOoFfnHdrEKGUkqOZlaFTOSo6kq/YjCwndQKKLplvU9PpeexS/tQiwRceMTWYhl9ZSULqCubjttM95AqYxl41e55GwxMGxKO9Z8lk10mo64liF43D68Lh8uh4ej28rpPS6djldfmiDzP2J49FHqN/5C0sKvKbxmLOpePUn46KPzPrM1LV1K+VNPI9ZqSVrwJfLUVISGhivqhOQ1mSi4ZixijYaUZUv/FvM1xwcMRJ3VlbjXXvurm9KIweFCJRETIpNS4nCxtKIWrURCvFJGR52aGMWVTZDyT6C+vp6GhgZCQkLO6dbkdDopKiri5MmT6HQ6OnbsiELRVNDidDqZN28e1dXVDBs2jBMnTpCYmEjPc7mheJzwxRgo2fHbslYjYcDjEH3KBc3V4BcmpF8NGWMuYker4Pv74PhqiO0EWXdC2+tAfmqMYimHD3tAUm+/gMpth7vWXfh2LgXGHDi02C/CkKn8x2DYK6C4vH2e1atXs3PnTh555BHU6nOP3dxuCyAgk/3W7ygofJ/CwncJ+kGMdbSXrNTFlA2bSPCL08gJn8U2X1e6t3+PIeFN+yper5PtG/vhqarmWddM/m/ggIt2SvsVx7FjFF4/Dolej7e6mpTvv6dOIvDjO69iqa4iOjUdsVSGWCIGtwd3URG+mlrEajVCUgIOl4v0rB5k9B0AIhHfvvIsYomUrqPGogkJRRMcgiYkFLUuGFOFAWtNNSmduiCRNu95k9di4VjvPoTeOpHIhx9mx/LFbPvG70gmUygJCo9AFx6BVqMlYdcBRHv3o5s4kc/cLvr268fAgQPPWK/g8+GzWPBY69n8wzcc/GUdvUeMRf/6uwRfey0xLzzfZB3bmmUYHn0cTVYnpK26Y1mzGnfxSaSRkShatEASGoo0NARJSCiS0BCkoaHIEhJRtvInU3OYTbjyjuHOzgGf1y+ekkoRyWSIpDJEUikSXRDqrCzE5zm3fD4vqz58h6ObN9B+0DDSunYnZ/MGrDXVuO0NmKsqcdkbTltHJBLTpu9V9LvldjTB5066UXz4AEtffIrrn3ie5A6/S3Dyy+uw4UW46nHY8o5fLNn/UehxL0ibf+8QBIFj3bqj6dEd284DSCJaEn7f4zhyTHiq7ag7RqAfkYpE91udvgY39TvLcRVZQCTCJxPjOlzNFzj5AieuP2wjXKvgvfEd6ZXudxISPD4cJ0y4SqzI47QoknWI1aefh4JPQCQ+/zPCkpIvOHb8ebp3W4lW2+q85e32ErbvuBpB8CKThZCYMBmL5SBSWTBaTUvCwwc09kd/j81Ux8JnpmM2VhASE4c2xC/sU+uD0QSHoA4OQRMcQoPZxI7li3E77ARHxWAyltN5+Bi6jfUnmairMFBnKKPWUEptWQkF+/fQZcQ19L35NpY8/wRVRQXc8vJbl0zAeDbqTLuprfmFkJCeBAd3Qyw+83Wg/PXdyOO0hN3cBmPBCRY+/Qit2/SlnbsnEp2ciKkdAsKnAFcckUi0VxCErk2WB4RQAQIECBAgQIAAAX7PycmTsW373UMqqRSRXI4iPZ2I++5F069fs4JTLatWU/HCCwRffz2R//7XBbej6Kbx2A8eRNO/HyHjx+PIycFxJBvHkSN4qqoay8mSEklZuhRvTQ3eehuqzLbNqt9ZWEjN7M+wHzqI60Q+yGQEDRxI8HXXoundm/rNmyl/+hmipj/SbPvxAAECBAgQIMD/DoIg8P7+9/EIHu7reB8KiYLPD3/OO/ve4d6O96KX6zE2GKlsqMTYYEQqknJTq5u4KuEq1p1cx8O/PMzXI76mXUS7M9b/8cGPmXXA7wIyruU4nunxzBn7WG6nlx8/OIixyEKfcem07RfXbKFQbbmNFe/sx+sRuH5GF4Kj/pyby+VgVeEqZmyawcDEgbzZ/82/LEgzwD8H48xXqF2wgOSFX2P+fkWjkCT2lZlndO75PedL1OCz2XAWFaFq27wxxZVA8Pmo+/JLjDNfIeall9BfOxbrunVUv/8BzmPH/BnXTSa8dXUoWrRAN2Y0poWL8JhMpCxehKJFiz/dhtrFeTgLzcQ8dmmcc8pmzMCy8idSvlmCsk0bnPn5lNw9BXdZGWK9npZbNjfJ4Ok1m6l6913qFi4CsRht375EP/0UAMW3TkKZmUnc22+dFhQm+Hw4c3Ox7diJ+bvvcB7zZ1dWtGlD/LvvnFNwBVD55pvUzP4MdVYW8uQkrBs34q2qRhoTQ8iNN6C//nqkERHUzplDzZy5BA0ZTMO27birqlC2aIEjJwdV587ohg8naOgQpCEheOrqKBgx0p+AxGIBmYzU5ctQtGiB4PFg274D8w8rsK79GcFuR6RUIjgc/n0+Q5DppcBtMJA/chSaHj2I/3AWvvp6Tgy6GnWXLiR89OFpZT3V1eSPHIXPbCZs6hQiH3oIV1ER7ooKbFu3UTN7drOPb4AAfwsEgXmLx/CmswgZYpKCU5k3bB56xaULzLZ77PxU+BO5tblYXBbGtRhH1+gmz2sB2Fq2FbFITM/YcwTeXSBVDVVsKNnAwtyFnDCd4KqEq3hvwHvNupY0uBsYsGQAg5MG83zP56k8aSUqWYdIJKK+zsGy1/fidfvoNDWE+3beTaIimd5rJ3P1rW1p0+vMIlyX3cN3b++nrtxGr+vT2bToGIPvyKBl1qV3Lv31vl92rI7v3trPsCmZpHVqKii1uCy4vC6yq7O5f/39zB06t/E72m7YjrHByMjUkch+FxyyMHchL+98mTf7v8knhz7B6rKyYuwKlNLfMvQ7PA4OVB1gd8VudHIdt2bcelkF/1aXlX6L+nFr21v5V5d/sapwFdM3TeeRro8wqe2Vd6IRBIGRc6+l3llPsCYYg+8kXSoG88YDjxOk1p5WdvQ312A3+nij9Sw6Xp3Ir/ELzTlebp+bA5UHUEqUZx17nY3aRbk0HKom8v6OyGNPb1PFm3uQBCuIuOPC6vy7UpJTy4r3Dpzxs9BYDR63j5BoNaPu63CFW3Z+Npdu5r519zEkeQiv93v9nOeF3W4nPz+fXbt2cfLkSTIzM7nuuuvOKIYC//kzc+dM8uryiFRFckPLG+gV1+tPtbeuro6tW7eiVqvZvHkz6enpHD9+nGHDhtGjx7mdVq4UFS+8iOnbb9H27Yt19WpCb7+dyOmPYNu2nZI77yTh00+auM4AuMvLqf7oY0zLlyOSSAgZP57wafc3OjsBnDx5kjlz5tC1a1f69euH1WrFYrFgtVqxWq14vV527dpFq1atuOF3zlM2mw2FQoFUevEOXGdin8XGLpONSpeHibFhpJzB9UgQBBa/uJtymcCyq3QU2J34AIVYhEYiRiORnHr3v+KVcu5LjOTOI0XUuj380q01wbJzt9vlquFkyVwqypejD+5CetqjqFTxAOTuKGfdF0dJbBPKiHvaI5GJabDWYzYdo7pyC0bTe3gb4vDYg0FiRqKsR6qwIhJ7ABEyWQhud23jtkJD+5KYeCcaTTpyWShisbyxDYcO34vZvI/Onb4kJKQHTmcVpaZc1lcWs7VezW57EHWEkqpR08m5grGeT0luOZO0+Bsv2XfyZ3A4ynG6KpGqM/ECKqGeaq+KbJuDBKWcRKUc1RmSd1RXr0elSkajSQWgosDMt2/sI7lDOMPuzmy8rgiCwK4fCtmzsogOgxLoc0ML9q89ybblJ0AAsViERCZGKhej1im45l8dUWkvj1jF+vPPlN4/DVl8PN66OlJ/Wtks92FBEKid9wXqrl1Qtfvr7mG2bds4OfkOgm+6iehn//OXJj3yORzkdexE+LT7ibjvvr+sHZcDn8/vyPbH+1xDQwO//PILJSUlNDQ00K1bN3r06HHW++HfHa/Xy44dO9iwYQMejwcAvV5PaGgooaGhREVFkZiYSFVVFTk5ORw/fhyPx4NYLMbn86FQKOjSpQvdunUj+JQo0Ov1smjRIk6cOMGECRNo2RzHeUGAHx6AffPh6udAHeoX/sSePRnORSMI/u1snwXVeaDUQ4ebocNN8MODUJMPd6yF/V/C3nnweClcqXl1awUc/gYOLgbjYRBJILU/iMSQvwHSBsKERSC5tPf031NWVsbs2bMZPXo0Xbp0ueD1GxqK2L5jECIr+LRwVe+DHO+YRfgD0yjtm0du1S6q0r7jgaSmwniTeS97995I8BwZY2+dz0cdWzIq8uLFpoLXS9GEm3GXlJC04EsKxlyDdMJNrCnIRq7WMOL+h4lrnYHgdlP7xRdUzfLP1YXfew9hkyYhOoOrfGVRActefoYGs+ms223RrRcjH5zR6IR0LnxeL+tvn0iptQ5SkqkpK6FVVk9CFSrMJ4uxVFViq7diFvkItbvpF52MY8sW8lq1pOusWcTHx+OuqMCRcxTniRM4jx/HeeIEroICfE4nR2PDKIoIJqXGQlubB1wu0lavQhoe3rQx61+CTa/BvTshsjWCz0f9pk2Yly3HbTTira3FW1uLr+F0AVLEv/+Ntm8fSu67D4+h/Lz7LFIq0V87lugnnjir05Tb68Pj8WKvqyE0uumchiAIOGz1WCqNmCsrqK+rJaVjF0Jimuco7bDVM2vyePqMv5Xu1/r7Yj6HB1HeckTf3uUv1GYMDJsJ+vhm1Ql+oZHX5MRxvJSSydcTOf1JHEXRCA7/vVqeokMWpcG2uwKRVIzu6kS0vWIBESc/3I+kzEaNUozgEwh3CazARUWPSNIig3B7fbi8PtweAYkYbsxKIDLo8jgZ7to9FgQf3bqtaPY6eXnPYihfSufOX6HXnX/s63Y6WPL8E1SfLOaaR54kqX2nc/ZprLXV5PyynqJD+0jIaE/PcRPOWn71x++Rs2k9Lbr3Im/bJkY8MJ02vfs3e18uN9XzsvGanEQ95BfhHf52FaptIqQqBfEP90Sq/21ctXb2BwSFhtPt2huauFkFCHApCQihAgQIECBAgAABApwXn8NBXtcsND17os7KQnC5/C+nE+spK+7fTxQLXi/O/Hx/4JPBgKe8HLfBgKukFGdurj9rjdlM/KwPCBrU/Kyojrw8Cq8Zi6ZXL2w7d4LX688MnpqKKrMtyrZtUWZm4rPbKZkyFUVKCs6iIsRyOS137kDUjAmbk5Mn07D/AOqsrmj79EU3ehTSP9jc/xlHqwABAgQIECDAP4NaRy3Z1dkkBCUQFxTXGOC4JG8JL+x4AYDWoa3JDM/k+xPfc1XCVbzZ/81z9hGMNiNXL72aR7MeJelwN0qO1tJhUAJJXYMpaTjJ0dqjvLDjBQYnDiYuKI7PDn/Gm/3fZEjykNPq+VUEVX7CRGSyDmOhBblKilQmZuhdmcS2OPsDNrfTy9fP7sDnFRjzYEfC4rRnLftX4PV5+ejgR3xy6BM6R3bmk8GfnBY4GiDAmfBUV3Pi6sHohg0j9pWZANh27MTwxON4KoyE3XUXEffde8YHwJ7qagqvH4fPbkceH48sMRF5QgKyxATkCQng81H+7HO4T54k9vXX0I8efdr6giDgNZnwVFYhDQ9rdBK6mDGD21gJIs4bxGRZswbjzFfwlJejzsoi8Yt5jUIfwefDumYNtXPnIQkPR9O7FzWffIrHaETZvj1R0x9BnZV1Qe06G5UfHwQgcuqlCYz1mkzkjxqNNCKClCWLKX3oXzTs2oVu5AhMixaT9OX8xrYLgoD5u++pfP11vCYTIRMmED51CtKI3zKtCh4PSCTn/B4EjwfT0mW4jRWET52K+AyZgJusIwiYly3D+MqrAGh69UI/diza/v2auBb/iruyEsP0GQgOB8q2Gdi278BVWAgSCZpTga+2nTtJWbYMb20NgseDtm/fJvX4bDas69dj27KVoCGDcZ0sofLVV894bv5ZjK++Ru2CBaSv+glZnP9BfPXHH1P1zrtIwsJQpKQgT0tDkZqCbdt2bNu2oerQAXt2NuFTp1L17rtwKvhKf/11RD/9NGJl4Hoe4J+BsPFVRp+YS4jXx33h3ZhqO8LI1JG81OelP1232+vm69yvmXNkDrWOWrQyLRKxBLPTTMeIjnSK6kRmWCaZ4ZnEaGJYU7yGGZtmIBfLWTpmKUm6pIvedpG5iPUl61l3ch2HqvxOpmn6NKZ0mMLQ5KGIRc0PgHxu+3P8mP8jr/R7BYvTwoCEAegVenJqclh5dDUrs1dTrTKgEqu4reRp1OYQJr7UC4n07NtosLj4ZuZu6uuciMUiJr/RB4X68mWR9Xp9zJ2+hdSOEQy89ewOqdX2agYsGdAoHPL6vAxeOpgqexXx2nju6XgPI1NGIhFLGP/jeLyCl29Gf8Puit1MXj2ZSRmT6BbTjSPVR9hVsYtDVYdw+9yN9T/e7XFubnPzZdvPX4VP84fPp1NkJwRB4J5197C1bCtj0sbwRPcn0Mg0l237f2THjmzuyhtPv+qxZJzoj0/ipVO/VPrc2FSk/dmhz3l3/zv0LBqLI6GKYnUukZoIloxactb7e3Z1NkuOLWFN0Rrq3fWopWo23LjhvG5ev8drc2N8Zy8SjYzI+zshOnXeemodVLy2G/2oVIL6NC9I7Urj9fg4tstIVLKO0Nhzf6+CT2DJzN04GzyMf7obPq+Ay+HB7fBSa7Dx8xc5+DwCXYYl0WNsU3esP4vD4WDLli1kZWVdsAOQzW1j5PKRhKvCmT98/hm/3+LiYlatWoXVasVmsyEIAnq9nqSkJA4dOkSXLl0YNWrUFZnnN5vNzJ07F4vFgs/nQ6lU8sADDzB//nwkEgl33XXXJdtWVVUVZrOZ9PT0C2/nihV+F08g8rFHCbvtNgB8TifHuvcgeNw4op96srG8u7KSmk9nY1q8GAEIueEGwqZMaeJW6vV6+eijj3C73dx7771ndN8A2LhxIxs3bmTSpEkkJiaydu1aduzYgUgkIjg4mLCwMMLCwggPD6d9+/ZnredcmNwenjlRxpKKOgDEgFQk4p7ESB5IikTzh/78uoPl3G0w0Em+n8HhUpCGUCtriZkgbF4vNo8Pm9dHvddLTr0D+6n+7xftUhh6BreI3yMIArv3jMVqzSY0tA8m0258PicKRRS4YzDmq1EpE+k0oBdR0YNwe6zs3XsTdnsRAApxD47+MIm49GjSOkeS3D4cuVKCw2GgvHwpDfZCwsMGotd3QSbTIZWe3YXD46ln955r8XisREYOp7R0AeA7vb1IqBeHofCZUAZ15aqu8/8nn5PtX+MXOPW9qQXtB/gdvfauKmLHdwW06R3DVbe0RnzKjcDt8iKRiPxOHFcIn93OsV69Eex2IqdPJ+yOyVds25cK4+uvU/v5HCIeepDwqVMv23YEl4uazz/HsnIlYVOmohs54rRz1nHsGIVjriH2jTfQjxp52dpxObFarWzZsgW73U5QUBBGo5GKigpsNhsAKpUKtVrd+F5SUoLdbiclJQWv10txcTFRUVEEBwcTFBRETEwM0dHRREZGIpPJ8Hq95Ofno9friYqKwufzUVxczJEjRxAEgTZt2pCamorkLHMhlxO3282SJUs4fvw4rVq1IiMjg7q6Ompra6mpqaG2tha73d5YXqvVkpGRQevWrUlISMBoNLJjxw6ys7MBaNu2LSkpKeTn55OTk8OoUaPo2vXMiSpOw+eFNU/DjlnQ92EY9Mzl2uXTEQQo3gZ7PoecFeBz+wVHExZDyyGwf4HfPer+vRB+4X2CZuN2wNEVcOBrKPwFBB/EdYH2N/ndqrQRfnHFli+Rrp8G3e+B4a9ctuYIgsBHH32ESCRi6tSpF3Wf2r3nOiyWg4gEPQMH7SOva5Z/Xuytq8gv/oDvo1byQdumArnKylUcPnIfIfMSGXH72/zYuQVd9ecfZwmCQPnxXMqP5xGZnEpCW78rcs2cuVS+9hqxb76BfuRIjt1xBz+byxGFhjLhhTcIjoqmYfduyp97DteJfLSDBhH9xOONc3hn29auXbswVVfhtFpwWC24bPV47A207tARsdvF5q/n0apnX0Y+MP2cboOWqkpWvPUyxoIT6OxO1BGRpGa0Rz93AaJTwkRpbAzKlq04EaRg38kT2JJa0yH3GCkn8jENG4RKo0W99DvEp+LUpTExKNLTkaamsquqhPyyYtqmtqJjSBSu3Dx0o0YRfN21TRtj2A+zB0G7cXDdp+c83j6nE29tLZ7aWmrnzMXy3/8iksmQhIUR9dijqLOyECmU4HEjeDwI7t/ePUYjlpUrMX2zFO1VVxH3ztt4ZXKOGa0cLDFzqNTEwVIzx4xWvD4BrULKi2MzGdvp0o8d5zx0N2HxSVzzyJMIXoHyl3eg6aBD73gVOt0KLa4+z3Hw4q6w4S63nfYuOL2nPrciCdYhEkkIndAaeWIQYoU/1spdbcf8Qz6OvDqkkWrk8Voa9lUyV1vAWlk0CpmSFI2CG/skc3XbMye38XhsWCwHabAXoVYlERp6Zgdin8+Nw2EAfEilOuTysLOUc1JbuxVj5X+pqPiOFi2eIjHh9mYeTRAEHx6P9TSHuHOx5tP3Obx+DWMefoIWWZcuaRH4naY+f/Bu3A47HYeOYtDky9dXuhhM/y2gfns5cc/3wmtxUvXRIRxWK2tPfsHwJ6aTkOEX3NtMdXw8xe86n9C2PSMfmH5et7MAAS6WswmhLp/0OkCAAAECBAgQIMA/DkfOUfB4CBl/UxPhUuQjD1P6r39R+/kcQm6+GevatVS++hq+U5OsACKVCllsLLLYWHQjRxB6880UT7wVw+NPEPvKK8iioyh/6mmc+fl+sZJUiujUS5GeTtiUu9F064Zp8WJEcjlxb72Jp6oKr8mEok0GEm3TSaSoxx7D+OKLKDMy/K5RuXnndYXymkzYdu4i7I47zulW9b/4cCdAgAABAgT4/x2vz8usA7PoFtONNH0a/7fy/zDYDABIRVLig+JJ1iWz1bCV3rG9ubHVjby04yXWn1xPp8hOPNn9yfP2EcQ1amIVceQcK8C8IQaP3MXGrxqwLTFxMHYjOVFbidJH8UT3J9ApdHxz7Bu2lG05TQj1exHU1ZMzaNEliqPbyqkurSdvRzlHtxrOKYTat7qY+jon1z7S+YqIoARBwO6xNyvw0OQw8ejmR9lm2MbY9LE82f3JgAgqQLOoW7QYwekkbMrdjcs0PbqT+v33GGe+Qs0nn1D/yy/EvPjiaWMCQRAof+ppvHV16K+7FndpGc6jR7GuWwfu3wKUpbExKDu0p/zJp3AbynEVF+MuLcVtrMBTYURwOhvLyuLi8NbXI9jtqLp0Rj9qNPprx57zwTFAw969lNxzLyKRiPiPPkTdufNv7XS58FoseC0W6jdsoPKNN1FmZBD5yMMEXX31aXWLxGJ0w4ahGzascVnwNdfgrqhAnpp6Sccy3jonitRL544iCQ4m+j/PUDbtAQyPPkb9unWET7uf0FtvxfTNUuq3bEWdlYUjL4+K51/Avncvqg4diP5sNsqMjCb1NScRhkgqJWT8TRfUTpFIRPC4cejHjAGR6KzZP3+PLDKSpC/mNf4vCALO3FwsK3/C8tNPuEtLCbvrLpStzp1pWKzRoB89ulH0JHi9WH76icq33kY3cuR5z7PmIni9WP77X7R9+54WQBE2eTJibRCO3KO48guwrFqFz2wGIPyBaehHjiR/5Ciq3n4bTRFIKScAACAASURBVP9+hN1xBxK9HmWrVpekXQECXG7K6ss4mPcd7j3vUxwRwt0eKT18UiZnTmb24dkMTxlOn7g+563H7XWzuWwzR6qP4PF5cPvcja99xn0UWYroFduLu9vfTefIzji9ThblLmJ10WoW5CxoFMmEKkOxuCxkhmVSaCnk6a1PM3fo3At2yjTUG3h++/NsNWwFICMsg2mdpjEwYSBpwWkXdW8Y13IcS48t5aENDwEgF8vRK/RU2asQi8RkRrenVXZ3ko3tUciCuWpS63OKoADUOjkj7mnP8tf3EpOuv6wiKACJRExCRihFR2pw2j0oVGe+b4SrwonRxHCk+ggAe417qbJX8X9t/o+9xr08ueVJPjv8GdelX0d2TTaPZvlFBFnRWQxOGswXOV/wRc4XiBDRJqwNt7S5hazoLDpGduTJzU/y2u7XSA9Op1tMNzaVbuLr3K+Z2WcmIcpLEyCysXQjwYpg2of7A+pEIhHvD3yfTw5+wuzDs9ln3MfMvjPpGNnUQdNw3MSRA4WsjVxIQlA80zpNu+i+xMnsGrI3G/ix+ltIgGkTJrL1LSOOejcZfWPPuM7I1BG8f+A9tid/h8oVhL4ujFxnLgXmAtKCTxfmuH1u3t/3PnOz56KSqhicNJgUfQrv7nuXdSfXMTqt+YJhiUZGyHUtqPkiB8vPJ9EPSwbAcczvrKJs9fcM3inJqWXT4mPUGuuRSMV0G5lK5yGJZw3QP7bbSHVJPYPvyECu9J//So3/dxcWpwURrP08m+i0S9ff+z2rV69m//795OfnM3nyZGQyGWanmZm7ZlLV4L+W/PGlkqq4q91d/FT4EzWOGj4Y9AHV5dVYrVYEQWh8Wa1W1q9fj06no2XLluh0OlJTU4mLi0MikaDX69m8eTNyuZwhQ4Zcsj6y1Wrl0KFDWCwWGhoaGl91dXUIgsAdd9xBSEgIPp8PtVpNZmYmP//8Mzt27CAsLAydTodOp0OpVF5QmywWCyqVCpPJxJw5c3A6nTz44IMXLDDT9OyJskN7wiZNQjdiRONysUKBuns3bJs3Ny6r/vgTqj/+GMHtJvi6awmfOvW0fqPP58NkMhEaGsq+ffuorq5mwoQJ5xQv9e7dmwMHDjB//nxUKhUNDQ107twZrVZLTU0NNTU1FBcX43a7sdvt9DuDO9W5qHK5uW7/CQrsTh5KiuLO+Ai8gsAL+QbeLTbyTUUtz6bHMTpCj0gk4rjNwdOWXP4lf582ooNQ81tdanU6wfrO6MO7EKzvgkqVisHp5uWCciLl0vOKoADq6rZhtR6hdauXiIsbT0NDGQUFC6ivO0l15XF08QWIZVvJyV1IYXEyYrEcp9NIRpvXUKvT0Ona0eeqpn0ClSqO1NQHL+jYSKVa2mV+wO4911FaOp+42AlERo5AJg/F5azE4TDgcBpwOAx4PFb+H3vnHR9Fmf/x92wv2fTeCCGE0HtHIFQbYEM9UQ+sZ+/4s57l7mxY8BQ5ERUbAjZUikKQ3ktIg4T0kLpJNtneZub3x2I00q1X9v1iXht2n3memdnd2ad8P99Pj8w/1snnt2TA5BTqStvY9kkpcV3DCIvRs29tFV37R5N9dVan81Zrfn/xh0KvJ3TKZNyHDhN5zdW/e/u/BrH33YffbMb8ynw0XdMJnTrl9DudBlkU8VZVI3vcaLOy8JaWUnvvvXiOlKJKSKDu/vtpfecd9AMGoOvVE21WFr6qKgA0XX5+ooHfC7/fT1NTE+3t7Z220tJS/H4/ISEh2Gw2oqOjycjIwGQKCB9dLlen36L4+HimTJlCfHw8sixz4MABDhw4gMViobKyku8T0isUCmJiYnA6ndhsNgAyMzNpbGykvb0dzbFEQ/v370en05GVlUXv3r0JCQmhvLycbt26EX8CF5Qzxev1UldX1yFo+v43QJZl4k0mTLGx1DU0UFVVxQUXXMCQIUOOuyfJsozFYqG6upqIiAhSUlI6OV8lJydz2WWXMWnSJHbt2sX+/fspKAj098eNG3d6EVTTYShdD0e+gYrNMOxmyH7k1Pv8mggCpI0ObPYmOLgUwrsERFAAcX0Cj435ZyWEkmUZwdkCzUfA3hjYbA2BNjKnQK8ZPxTe81bAhcfVGmj7nPuh3+UQ/UOCA8njp/Wjw7iLu2JKeZHQnQ8g9L8SEo8fe/waCILAiBEj+PLLL6moqCA9Pb3T6zU1NSQlJZ3SBS0+bjpW60FMYV2BYwmAi4vRVQxHoZBptpYBx8/febxmAFwRgXFKnPbMxrPbl3/Azs+WAaDR67n2+X+id3kwz59PyIQJHX2ygggDHqvA6NIaWm++hVaFgKfoEOrERJIXLMA0Ifu0bVVXV7NmzRoEQUClUqFUKlEqlTi9MlGiwLQZlwGw5aN3iUlLZ9B50zi0dRMKhYKQyKiOzetysuzJh/A47Vx494Po16zHsXw58vYDGIcMIebOO9D26IEyNBRJkshb9TXyRxVEutpRTM3mO6OAv7YcAP2A7oRGhqJUgwIRQWzFXtqAxS4xauYsRlx65cn7HO21ULwadrwGIbFw3nOnvQYKrRZFQgLqhAQSn38OZVgYnopyEp977rTJybTp6YH+cq9eNDz5FMXZE1kd25dyXRRWjQEpJJReKXGc3yeeUEQOHKnniSVbqDAP5J4pv87cqOvgQazffkukwURDWQkA/lYXksOPbbcF4wOLOjnyfI/o8OE+3IqgEvCUt+PY1wT+gOhd0ClRxxsxDIpFnWDEsfU7XHltqKIGEj2nL5qkEJzOStrqduP2NBAWNoiIa4fgLXbQ9nU5zv1NVEXlM2rwi4xVmQgLG4xOl0RU5BgkKQpRtON0VnRsNvthLJbtSNIPaypRkWOJihqPUqnH6arC4SjF6SzH5apGlv3HSglEhA8nPv4iYmPPRZK8tLfvo6npG8zN6xFFOypVKIkJl5OYcHaupYKgOGMR1NFDBeTnfMOQaZf86iIoAGN4BBOv+wuVB/cz/trrf/X6fynqGAP4JZwHmrB9V4Pk8RN7Y39U8/WsevUFrnl2PsbwCOqOHAZg4HnTKNy4HktdbVAIFeR3J+gIFSRIkCBBggQJEqSDlnfepem55+i+ZXOnDNvf4yktpXzadELGjsW+bRuGgQMJv+xStN27o05MRBEWdtwEhbemhpqbbg5kwRYEVNHRhF54IUgisl8MZFbxerFv3YJobkbXpw/eigpCJk4g6fnnz+i4xfZ2JJeL0vHZxD38EJHXXnvK8m2ff0H9Qw+RtmI5+r59z/wCBQkSJEiQIEH+49l8dDO35dyGgECsIRar18rfRv8Nl99FpbWSyvZKKq2VmDQm5mfPP+vAxNoSC1+8dABPRButUjOR9kQ2nrOY/sJw4kt6Q60RtV5BjxHxRCWY6Novmof3z6XEUsKaS9cAx4ugMocGFpQ/LfmUBGMCzm/DqcxvZs4LY1CeINjN2uzioyd2kT4whinXn1og/msgyzJP73yaz0s/59pe1zKn9xzCdScWaZVaSrkt5zbMLjMPD3+YS7tf+l8bVBPk10UWRUonT0ab1pXUtxefsIxtwwbqH3scsaWFkEkT0ffth6DR4Ck9Qvunnx03VpBFEV99A76aavzNLYSMG4ssilReeSW+qmqUkZFo0tJQx8ehiosPPMbG4qurw1VQgDI8HEGpwrFjB96yMgzDhmGaNBFBp0Oh0wUe9XoUOh2yKOHYtpXW995HnZAAgK+uDk1aWkD81N6O/KMMtgCmyZNJfOH5P9RdRxYlah/dhik7hbApab9q3UfvuQfbmrUowsLIWL8OpclE5ayrkV0uEv7+NyouvwJlSAix999H2MUX/2rinz8KWZbxVlai6dLlZ51L+1dfUffAXLp89GEnAd0vwbFzF9WzZ5P00oudgmB/iizLiBYLvrp6dL16IigUtLz7Ln6zmdi77z4jkViQIP8O5JnzWFK4hPVV65GOuR+Eakzk2HXodGF4r1rGzK9mYnFbmDtsLhd0veCk/ZRd9buYu3kure5WFIICjUKDWqFGrVSjUqiI1kdz24DbGJt84uBtr+jliOUIBc0FFLQEMq3PHTaXjTUbeWTrI6gVanRKHRqlhghdBJkRmWRFZtEjogc9InsQpf8hO255WzkrSlbw2ZHPALip302c3/V8EkISfpXrtrV2K3qVHr1Kz+dHPsfisTA2eSxjk8YSrgunvrSNqsIWBkxK7RBXnAltjU40ehWG0OOdHE+7b1sbJSUlDBw4EPUZ3INqDrfy9asHCYvVc/4t/QiPO7F4/96N91LUUsTaS9fyxPYnWF2xmk1XbEKn1JFTncNrB16jrL0MlaAi5/IcInWRALR72tlRv4N4Qzzp4emEakI71evwOZj2+TQGxA7gpfEv8eDmB1ldsZqekT1ZPHUxJs3J3TtOhl/ys6t+F6srVrO3YS91jjqmpU/jH+f847iyB5oO8NCWh2hwNHBTv5u4qd9NHYITgEXzv+Zd3TxsulZkZC7tfimPj3z8rNzDAMoPmFm7qABjmIYvsl7FH+Lkq0u/ojK/maYqG8Mu7HrSfQ+aD2JQGQi3x/H5+9v4Z9Jc/tL9dm4bdXNHmVp7LXM3zyXPnMfMzJncO/heQjQhSLLE+Z+dT7IpmbemvHVWxwzQ+kkJzn2NxNzSH21qKM1LCvE1Ool/4Phg2z8St8PHxg8OU3bAjJTgYHnGC+h8IXSrHMZI7XguvHbIcUkwJFHiw7/uRKNX0eMGDV3CupxwjOtx+dHoTu2w2VGnLLG1ditD44eiV+lPWba0tJQPPviA9PR0ysvL6dOnD9nnZnPHpjs41HqIftH9EGURWZbxiT48Xg8er4cWfwuCQkCURSZ3mcxEz0S2bdt2wja6dOnCFVdcgcFw/PdalmXWrFnD7t27yc7OZty4cac9v1PR0NDAzp07yc/PRxRFtFotBoOh0zZs2DCSfpKhv729nQULFuD5UWIFALVazbBhw5gwYcIpXTbq6urYvHkzhw8fRqvVojzmhup0OhkxYgRTp0497bHbbDZyc3OprKzE7nJTHRJGqlpJF6O+Q5gVFhaGcdMmzP94hrTly5BFkao/XUXIxInEzX3ghCKCtWvXsnPnzg5xU1RUFHPmzDntZ6m5uZm8vDxaWlrIysqi70/WaWRZZvHixfh8Pm655Zbj9hdF8YTXrMbt5eq8cqpdXj7sl86oiM7fiV1tdh4+cpRCu5tR4SEMCTWwqqGGOz33EqNox1J0OS3lGST1lDDElIOmCEl9CAQ7AIIcgVE3ksHDn0WlOjOXvQO5s7HbDzF61GZAzWeffUZBQQGh7T1JS8rgwtv7o1R7sVh2UnLkb7jddfTv9yZRUWcnADsb2q0HEVAQGvqfvz4mSRKSJKE6gwQZP8Xt8LHs77sRBIGu/aPJ23CUKx8b9m/jqi6LIrIoojiB6/V/CrLPR/n0GSgjIkj76MOz3t9vsWBdswbP4WLcxYfxlBzpmDvR9uiBt6oKRUgICX97mpBzzsHy0VKsq1fjLi5Gdjo71ZW5ZzdK09n3uX4vWlpa+Oijj2hp+UGNqVKpCAsLIyEhgezsbMIkibpHHkUdF0fIuLGYJp3aCeREfC9gra+v79gUCgWDBg3i6NGj7N+/n6SkJPr370+PHj0QBKHDPam4uLjTb1laWhqzj7kKni1ut5s333yT1pYWVH4/OlEkSq8nSqcjorCQyL37MMfFsX3cWM6bMYOBAwf+rHZ+itfrxeFwYDKZTn3faC2H756B/BWADCFxASeo4TeffJ8/Ap8b/pEIY+6BiY+dtrho89L6cRFSUz3R4p0opaYfXlSoQKkBtQHuKQSVFjY9BxufgfTxgTa6jkPyivhb3Mc2F2KrG095O/5WF8pUJWKlCMZc4hJyUF//eUDM9Vucus/Hyy+/THJyMldd9YPzbmNjI2+88QbTp09n0CnmzzweM1u3jSI2ZiqZ+rspv/BYQoVz0qj7UwkLhPv4eNwtqBWdj//I4WepProIy66buGv0VMrH9kN7usRY1nYW3X4daf0GMvziK1jx9CPEdEljUFkd7pISUj/8AFVUFJV5B/jmjVcYlJ5FD6UOsdWC7PGg79+fqBtvQKE/dd/7e1atWsWBAwd44IEHOonTFy9ejEKhYM6cOciyzKpXX6Bkx1aMERHYW1uOr0gQ0OoNXPbo38BoYumSJQxd+SW+kBDO+fwzVMZAX8jv9/PFF19QUFBAulaBOXc3gkJBj5HnkGGpx2veT4XbjUdSgiwgA5JCi4BE/6hmsuZ+1klYBwREiIe+hMOroD438FxkN5j+z4Aw8Dei3GznjY1l/HlUGn2SwnDs3MWGZ14jrWQ/Klk65b7VYQmMe2/haRNgnQzJ68W2Zg2tH3yIOz8fBIGKqFAOJUVz8bkXEz9kGq0fFgNgHBZPxCU/XDNZkvHV2mn58BBi27H7tErAODAOXc9I1IlGlGHaTn302nvvw5WbS7ec9QiCgNvTwI4dE5Ekd0cZpdJARMRIosKyqdjdjC/8dbRRVxKhd2GzFeF21+D32xAEDbLs7dhPEFTo9alERp5DdFQ2BkM6ZvNaKipfw++3/qhMGkZjN4yGdPSGNBSCBqezgobGlbhcVQR8XQPXXaUKJzZmCrGx5xIRMRKF4uz7RyU7t1K4eQMZQ0fQfdgodMbj+3ySKGKuqmD1P+fh9/mYPe911H/g+swfhafainnBQQAEtYLo6/ugTQvDXF3JRw/fS2KPnlz2yNNs+fg99n39BXe8uxy/14su5N+jHx3kv5OTOUIFhVBBggQJEiRIkCBBOjh69z248/PJyFl/0jK1996HdfVq1KmpdP30kzOaNJZ9PizLluOtqCD69ttQRRy/2Cq53bR9+iltHy/DU1ZG2kcfoh9wdlmCSidMRNevH8mvvHzKcjW33Y67sJCM7zb8Wy1mBwkSJEiQIEF+e+7ccCcHzQcZlzyOr8u/5pXsV04aoNpYYcVl95KSFYlSffogQFmS+eS5vdha3bhcHvAraO1/mAdvugGNMjAp31DRzv61VVQVtCCJMmGxeuTLynj+wHN8c9G3RKqiWbMw/zgR1HuF7/HC3hfQq/S82vUd9r3XyPQ7B5DSK7Kjfb9PpGBTLfvWVOH3S8x6YjghEb/9BP2/Dv6L13Jfo290X/Kb8wEwaUwkhySTFJJEsinwqFfpeX7P82iUGv454Z/0ie7zmx9bkP8e7Fu3UXPDDacVbIg2G63vLqH1gw86HGxQKgmdOoXEefPOSIAitrcj2myok5LOaLwgyzJtn3xC0wvzkKzWkxdUqQgZO5aEv/8NgKbnnke021CGhqEMDUUZFooiNBRlaBiqmGgMQ4cinCIg8vfA3+qm4fk9RFzaHePQn5/l98R1t1I162oirrmayGMBC80LF2J+ZT66Xr3w1deT/vVXqKKiTlPT/wai3cGR0aMJv+wy4h979LjX3YcP0/D039D364dp8mS8FRWok5MxDh920jrrHn0U2+o1dN+29YyDKYIE+bemagfU7ILUkZA8BBRKxNp9bNg9n/esh8nFhUmSuMxqZ7LDSfHYO0juNoUR658HdxvcuIHy9nIe2fIIBS0FDI0fyiPDH+nkSCPLMjvqd3DXhrtINiVzz+B7GJU4CpXi7INvT4Qsy6wsW0lFewVe0YtH9GB2mim2FFPvqO8olxaaxuMjH6eivYJ/7PoHgiAwOXUydw++m8SQE7vu/Cfj8XjweDwYDAbcbjdvv/02ra2txMfHM3LkSNra2jplkTcajdxwww1otVrq6upISEigvrSdtf8qwO8VGTYtnf4Tk49z0Hm74G1e3vcyG2Zu4KKVFzEmaQzPjf0h27QoiXxb9S2iLHJh+oVndQ5zN89lX+M+cmbmcP5n56MUlBy1H6V7eHdenfAq8cbjf2cbHA08uu1RZmbOZGraVGRZJq85j9Xlq1lbuZZWdysmjYnRiaPJCM9gRsaME9YDYPPaeGbXM3xV/hVqhRpRFrlj4B3MSruWC9+7BJuuhamHbsAzuIY13k+Zlj6Np0Y/dcaf7cr8ZtYszEdMt7C/1yr2NO3m1gG3ckv/4wUMp8Np9XLBR9MIUYSy8oblKBQCOVU5PLb9MWRZ5q+j/sq5aed22mdB7gIWHlzIt5d9e9JrcDIkt5/GV/YjqBTE3tqf+md2YxgSR8SMM8+q/3uw6aNiirbW0e+CBF7yP0K9s55UUyqFLYUoJTUZLQO5NONSZl44FZVKyfba7azYsxLVrkSE0WbWtKwkRB3C9X2vZ1bPWceJmLyil1p7LV3DTi5YA5i3Zx5LipbQP6Y/CyYtOE74BwGRyv79+9mwYQNOk5OdsTuxu+343X68Si+SQuLOtDvpoexBXV0dtbW1tH/fdwc8Gg+74nZh19q5QXkDdcV1DBkyhKFDhyIIQsemUCgIDw8/ZbZ/SZJYuXIlBw8eZOrUqYwcefbZvH0+H6tXr+bAgQOo1WoGDhzI8OHDiTqLfqooitjtdqxWa8dWW1tLQUEBaWlpXHXVVR3OG40eHy9WNjBa8OPYu4OSkhJ0Oh1Dhw7FZrNRW1vLJZdcwvbt2ykuLuaee+5B/5O+nCTLtPlFCm0uDjtc7Ny+HWtbG8bQUPZFJWFWB4Jiw10OElsbSW4zk9TWTPfwMEZ/vAx1bAwKgwFvZRUZ36xFYTxe9FNYWMiKFSuIiorqCNy//vrrSUlJOetrfCJ27tzJ2rVrue2224j5UeK+8vJyli1bxvTp0+ma1ZMjTjeH7C52tztY0WBBJcD7/dIZE/HD2pXb04DP24pfdOD12djY3MA6cxMVYiwXCSvpJecyZNDHGHT9yF1fTdHWOnweEdEvIflFVCF16KPLMEQfITR1N1plf0aeswRZ9qJShSEcE45Kkg+HoxSbvRCnowx7m5cW67ukpd5DfMIc1q5dS35+PgpRg6CUufW2W4mK+WG9TJI8eH0WdNpfd+z1R+FyuTo5n7ndbiorKyktLcVsNjN9+vSz+h5B4Du9bNkyrFYr0dHRVFVV4XA4yM7OZuTIkacUFZ6IhvJ2Pp+3H0mS6do/mvNv6XdW+wc5PS2L36bphRdIX/U12m7dTr/DMWRJovKKK3Hn56MMC0OblYW2Rya6HlnIPi9ty1egio0l4emnUEZH49yzh9Z33sVXV4d+0CC06ekIOi2+mqMoDAaibrwBZBkUCtxFh/BVVxEyfjyKHwlpxbY2vNXVSHY76qQk1ImJvyjxx7p166iurqZv37707dv3uHs1QH1eHvUL3sBVWEhFr170/cvNxMTFERYWhsFg6Pj+yH4/1bPn4MrLQ9BqkWw2Ev72NOGXBZxdfI2N2Navx7ZuPX6zGcOgQYRNn4Zh6FA8FRW48/Mxjh79i+ZY/H4/ZWVluFwuGhsb2bFjB3fffTfh4YGEWJ7ycrxVVajj41HFxwcSCJ1gXs3X3MzWvz6Bfs8eQm02hJ/GriqVgaSsGzeiHzgQbbd0PBUVeKuqUIVHEDJuLCHjxqEfOBBBpUIWZTxVbfjNdiSbF9HhRbL7kJx+FAYVmpRQtOmRqBNMCMoTzPNZqqAhHzKngsMMm56HA++DQh0QPg3/C4T+OkkmfhNeHwERXeCqZSd8WXL6MP9zK3hdiG4FsqgCZJR6F6ahIYheE36nFr9NRjS3IzjqUCVGolS54ehO/MZBiPquCIKAaA9c2x8j6/z4Dc00pa/AHrGP8JoJxBZfhV9nxji2htjs+361U5Ukbyfxw3fffcemTZu4/fbbiY6OBuDA/v3sWLSIyDFjuHLWrFPWd7T2I4zG7rjnr6Zt2XIEtRpRctMw38cKruTe4Y+Raey8vpK//WaaG9azxvxXioaM4OvBpxe9bP7oXfZ8+Smz5y0gKjmFwk05rF1w4niWuPTuXPW3eSh+5pywxXKADz5YRlzcIC6/vLNbzsqVKykpKeGBBx4AwOt28fHjc0EQyL72BkzRsdhbm7G3tmBvbcFps5I1aiyxaeksXbqUmpoahgwezOYtW5g9ezZpaWl4PB6WLVtGeXk5kyZNYtiQwRzaspGuA4cQ2rwbll0NYSkw7KbAPE1oIoTEg0oDbTXw5njQh8NNm0B7TEBRvgnevyhwz04ZBj3Ogx4XQMzPExidDdcs3sWWI80IAlw5NIWLBiRxxZs7uXtcGrcNjkFsa/tha7eiNBoQtFp2bctH/+lHROIl5dX5hJwkAYMsSeQfKGF9i4BWreTakV0wKmRa/vUmlo8/RmxpQdO1KxFXzyJs2jQqv8nh6xWLibQ6OCc2G1ViNvr+UbjyWlAY1cg+CdkvgRi4jwomFTUh9STGqlF1iSNx1MnnhcunTUOdlEzKwjcC/y+fT0XlPxk86BNqHfGIrn34XdtxWLfg9dQCUNg6jNsv+bBj/CVJflpaN2Gx7ECnTcBgSMdgSEOnS0ahOP73U5ZFfL42RNGJVht/wjKBcjJWWx7N5nWo1RGYTH0ICxt00vJnQmNFGR8/Fvjs+31elCoVaQOGkNKrL6aoKBrLS6k7cpiGsiP4PR4EhYJLHvwraQMG/+w2/5ORZRlvhRWUAqooHcqQH+69B9etZv1bC7j0oSfZtXIFfq+XWX9/6Q882iD/KwSFUEGCBAkSJEiQIEFOy5HsCRgGDiTppRdPWsZbVUXDk08RO/cBdFlZv/oxyLKM1N6OMvzELgKnovb+B3Du2kXG5k0dE6vO/QdoevFFVJERJL38MrLXS8nIUYTPnEn8o7+jdX2QIEGCBAkS5A+n0dHI1E+nMrv3bO4efDde0dshUPoplgYHy5/Zi98jotYp6Tc+mUHndkGjOz4Q0O8VcTt8VOY1s2lpCRP/3BNjrJqtG/O4ZNYYtLrj25AkmerCFla9nkfKaCOry1bTt2EsICAIdIignD4nS4qWsCB3AWOTx3LQfJAUfSrjc26ix4gExl/VA0mUOLyjgT2rKrBbPKT0jGDkxRnEpP78LKfba7dT2FLI9X2vP2Um+HxzwKyJlgAAIABJREFUPletvopp6dP4+5i/U9RaxN6GvRy1HeWo/Si19lrq7HV4xEAWui6hXVg4aSHJpuSffWxB/jc5es89OLfvIGPL5jPOhix5PMheL4qQkN8lAYLs8yE5HIF2XS4ktxvJ5UL2eJB9fvT9+qIMC/vNj+PXxF3WRvOifKJv6Isu4+zHaKdDluVO740rv4DKmTMBiH/ySSKuuPxku/5PcvTOu3Du30/3TRs7ieRs69dTO/dBFGo1osMBfj8AgsFAtzWrUcfFdapHcjiwb9tG/SOPYpqQTeJzzxEkyH86cvkmlq+8hiYBrm+3YojMgO6TeaJ0GZ+ajCRLAldrErg4oj+GqG6QODAQUAOwYjY0FMAdgfVIURL59MinzN8/H6fPyTW9ruH89PNZlLeIrbVbcfqdZIRnsHjq4g5HoN+Ddk87xa3FHG49zLLiZVTbqgEYmzyWp0Y91ckl6o/G4XBQUFBA9+7diYz8+deorq6OtWvXUl0dOFe1Wo1Op8PlcpGdnc3WrVtxHXMFCA0NJTIykvDwcA4ePEjv3r0xGo3s2rWLKVOmMGrUKOwWN5uWllCZ10x0SgjZV2cR2+UHEceehj1c9811JBoTqXPU8dqE1xiX8sscZL7nw0Mf8uzuZ/lk2idc9tVl3D3obrpHdGfu5rnolDpeyX6FAbGdk0K9tO8l3il4B4A+UX2od9TT4m5Bo9AwLmUcF6RfwDlJ53Qa07TU2YlMMJ6075NTncOBxgMcthxmb8NepodfzueWpTzQ42FSSgdStLWOyqHbWKtazuQuk3nunOdQK08dbFRT1MqqBXk0px/hi9g3MaoN3Nj3Rq7IugL1zwxU+uvXf+cL83Iedr3G/pRvWd36Bb2iejFv7DxSQo8XWdTYajj/s/O5oscVPDL8kbPu+7lLLTS/VYAm1YS32kbU7N7os36/7/fpcFq9vPfIdsKG+vg29iP2Ne5jwaQFjEkaQ1FLER8XLmd1+So8gpsYXyLDuwxlVd2XgYzrQiCD9qyes6iz1/FdzXfEGmK5fcDtTO82HaUi0Kd4I/cNFuYtZMm5S477LH7PkoNLmJc7jzhnHGa9mURdIvMmzaN7RHdym3JRKVS4zW72btpLq7mV2C6xfGb8DAQYkzQGi82CzWzDUG8g2hEIVo2IiCAxMbFjS0hIoLm5mXeWvINTdGJUGJkwYQIjR4782X16URT55JNPOHToEFOnTmXEiBFnVJfP56O8vJxNmzZRV1fH6NGjGT169Andp86GZq+fja1WtlrsCJYWnDu3MGfUcEaMGE6Z080VuWUc9QSCjPs21XBffBjjhw9Dp9MhyTJ5Nhe9Q/S0NDWycOFCFFExbEjtQZtah1upwq1U4VEokU9yjt0NWu5Ni6fZ62ezxcZ2ix2HJKFAZnJpHhP27WTYxo0AxD32KJE/CiIWRZHy8nLy8vIoKioiISGB2bNns2fPHjweD+PHjz/luTv8IjvbHUyINJ32PbBarbz00kuMHz++o15Zlnlx8Tt8YYrFbIrAqjfyfcSTTiFwWUwYFyu8jM7KRBRFvv76CxISt2KzfXnKtnr0eJrkpKtO+rosyYiihOiTWL98IdqU+QhCoGWtJo6w8MG4XNXY7SUd2fAFQYUs+xE9BswVD1PRWobf7ydCzMBEPHXanaSlpTFr1qz/yoR9lZWVvPfee0RFRZGZmUlNTQ01NTXIstzh5vi9g1h+fj5Op7Oj7E/dHmVZRpIklEol+fn5fPrppyQkJGCz2Toc2IqLi0lMTGTGjBnE/WT8czoO5tSw84syLnlg8C+aSwtyYvwtLRwZN57Ia64h7sG5Hc9LbjeuAwewb9+Ot6wchU6HKjYWbWYmpokTsK1fT/0jj5Lw978TdsnFJ/2e2HJyaP7Xm7jz8lBGRKDN6oHrYF6HI5Qmoxvq2DhcublITieCVot8zNVIGRGBYdgwfLW1AQHUT5PbKJWoExLQduuGJj0dRYgRBAHZFZjvkVxOZJcLTXo3om+7FUmS2LlzJz179sTlcrFo0SIMBgNOpxOlUklWVhYDBgwgNjaWsq1bsb79DjFFRciCgDc0FH1bG8qICFRxcaiiowNbTDSCXo+7qAj7+hwSn3uW0AsuoOamm3Hu2UPkddfh3LkT18GAa4OmWzfUyUm49h9AstnQ9uqJ53AxSBIolWgzM1HHxgbaiI1FFRsDkoS7uBh1bCzG0aOR3G78DQ346uoR29qQnM4fztfpQhUTjfK881m4IYfs8dlk9cyiYtEiTMuWI4hix+UTNBpUcXGo4+JQxQec1mW/SMvSpQgeD77MTOInTkBpCkVhCkFpMqEIMaFN74o6MZG2z7+g4YknUBiNaNK7o0qehiyFIXtd4PcCfhQGHQghIPzQH5ZlCdljR/baUejCEDQBMa8sepHsdQhKN5q0VFSRIQieBji0DLVQgyEJlJ5KBNkHg2fD2PvB9PsKU2WfiH13A7LLjyk7BUF54nl5T5UVdZwBhU4Fn90EZRvgvhI4gTi8fdlWbAdEdMoDoDYQ2tuMlDyR5lUi+CUQQGnSoIzQoYrQIhevx+eLQRJ1oNCjSoxFYdKALCFq7Xi0R7EpC2iXduIx1CCp3KjqBEK1fUgcdxMR4cNoLyrC+akNWZDxTtpDt9EPo1RqT3AmZ05Dw0oOFz/O4EFLMZl6AWC323n55ZcZOHAgF14YSFSx6dlniX13CftHjuDKt946rUBWtNk4MnYc6uRkvEeOAND4tJctkWPo1/cVZsR2TvC7N2cGzppCHuc5zhsxmAez0k5Zv6PNwuI7byR98DAuvGsuss9H60dLyX9rIf4uKURdfQ2CQoFCoUBQKug2eDiG0LObP5YkCYVCgST52LR5OD6fnejoxxg08JpO5bZt28a6det48MEHO4SZsiSdNnGYx+Ph+eefZ8iQIUycOJEXXniB/v37M378eD788EMaGhqYPn16Z+e2I+sCIqjYXjD7a9CcxEmzYjMsmQYT/wrn3At+D7wxCmQJ5qwF09n9pp8JsixTUGtFq1aQEmFArwl8RjaVmPnz27u5Z1Imdo+PxVsrkIEQrYqtD04gTB8QHrkOt+Dc34S72EL49HRCRiRSUNvONS+s5p1DH2BwWum2evVxCaVlWWbnLfcSvnEtRZFpfJw5kfJu/Xmj4RtMOasIGT+eiKuvpq3XALaUtpBzqJHvis0MaN3HKMsupsfMQKuIQWz8jLBL/g9BowaVgOx0ILa34qurofnLf9GqcpObGocsQD+vGkNsFxxKLTaVlnZBQytqWiQ1f9rwDk3nz2TUs4/xztZS0qSrMRh78lbhbWw50vzjIyfe0ER6eCWjes/k9om/zFFU9Ptpa6wnIj7xZwv+zgZZljlalM/aN+YjSSLXPPMK7eZGDm/bzJFd27G1mAFQKFXEdk0nsXsWCZlZJPXohSkq+jc/vv9E/D4f/7rlzyRn9aYybz99J0xhwux/M8fEIP+VBIVQQYIECRIkSJAgQU6Jr7GR0nHjiXv4ISKvvfaPPpyfhWXpUhqefIpu674FQaDpxRexrVmLMjwcsa2N8CuvQLLasK5eTeqSJafMjB0kSJAgQYIE+e9j4cGFvJ77OqsvXt0RPFdT1ErpgSaMYVpCIrQYw7UYw7TkLCnC1upm3J96UJ5rpnRvE1qDivA4A2qtErfDh9vuw+3w4fdKHW1Ep4Qw86GhKBRnFsTy3fuHKNoWyO7vyqhnQt8xxHUNJTJdx7LDy3i74G0sHguTu0zmmXOeYcvRLdyz8R7uan4eoS6ErJHxVOa30NboJK5rKCMu6kZyj+PdN8+UwuZCFh5cyMajGwFOG/z54OYH2XR0EzkzczCqT7yYJckSLa4W6hx1ZIRnnLRckCAnw1dXR9nUcwm/8kriH3n4jz6c/ykcexuwfHKE+AeGoIr67R2DZEniyNhxqKKj6frpJ3+4I9a/G9a131B7992kvvsOxhEjkGWZlkVvYX75ZXR9+pD8+msgy7hyD6IMC6PmxhsJPf88Ep97Dl9TE/bvNmLbkINzx05krxdleDgpb72Fvk/vP/rUggQ5PX4v0p7FvFDxOSt9jcShIhkNKQoNKYKOPFsFXxsCgVXJmggesbrxt1VzR3wM12Zezr3DH+4I9j+Or+6Cw6vhgSOdnm51t/Lyvpf5ovQLAPQqPdPSp5EZkcm5Xc8lTPvHiVudPiev5b6GTqnjtgG3nfzc/gBkWeaDDz6grKwMgC5dujBy5EgyMzNP6dryY2w2Gzk5OeTm5mIwGBg2bBhGo5GmpiZqamqYMGECmZmZuFwurFYrERERHU4qAFu2bCEnJwcArVaLVqvlrrvuQqlUIssy5QfMbF5Wgsvqpd/EFIZd2BWNToVf8rMobxG55lwkWWLBxAWnFQGdKQXNBfxp1Z+4OONiPi/9nMVTFjMsYRhlbWXcueFO6hx1PDbiMS7pfgkAHtHDpBWTGBA7gJ6RPdlydAvp4ekMiRvCpC6TMGmOD9SuKmjh69cOMmlOL3oMP3XQZrunnRlfzKDF3UK0J4l113+NUqEkd10N2z8vpSxrB+vCP2Z88njmjZ+H9iSBi7UlFr7+50HKu+5hbdQH9IzqyesTX//Fwry9DXuZ880cDD4TTrWNfvXjuVhzNd36JKDRKzFX29CbNITHGVCpFUQlhfBq+TxWlKzg3LRzeWr0U8c5Hp0Oy8pSHDvqQSWQ+PhIFJrf9nvVUmdn95cV6EM1RMQZiEkNIa5rGEpV5++JLMu8/MlbrK9bR11ECQaVgbnD5nJRxkWdyjl9Tt7btJxPjnxCo6GKzPZBjC6eSdwlPrL6pDI4LpDJel/jPl7a+xJ5zXlkhGfw9Oin6RXVi/M+PY86Rx3pYemsmLaiQ2DndrspPFzIgoIF7BZ3k+BK4O60u9lRu4O1rMWj8qBX6XH6nT86aAjXhKNRabB4LLx33nudHIFFUaS5uRmTyXRSUVFlZSVFRUWMHj2asF8hmYDf7+eTTz7h8OHD9OvXj6ysLGJjYzvcA36MzWZj9+7d7NmzB7fbjV6vZ/r06fTs2fOs2nSLElceLEMCrkmMotrlJafVygGrExkIVymx+kUkINLjZFBCHJssdnSSSPbBbUgDh7Fa1hKnVfNsZjJTokKZW3KU9+taiFQruSwukt615bzgVdOk0pDhdaKXRHSiH73kR3A60DTVE+d2EB8Tw5WzZiECsRo1yh8JCnySzAGrgyfL6ih1uJm5fQ0X7t1LrMcT6JNrNDQ0NHDw4EHy8/Ox2+3odDp69+5NdnY2RuPJxZed3gNJ5uq8cjZabNyQHM3TGad34H377bex2+1MmjSJsLAwWiwW/nykgZbwKLq2mYly2vnTmBEMjIkkTadl44Yctm7dyhVXXIHd3kTN0QcJCzOTlHQNkZEjUSlDUKpCUCmNKBQaHM5yPG4b333Xhlqt4YorrjjtebjsXr5c+DYq0yHS+6ejNJZgs+ahN6RhMvXGFNILk6k31sYIPpu3l8gEHUe8WzGZQkkzDqKuwM0l9w2iuqWYNWvWMG3aNAYP/uWZ5kVRZNOmTajVapKTk0lLS/vDBFZOpzMg0lMo0Ov11NfXk5CQQLdu3cjIyCA5OZmysjKWLl2KRqPB6/V27BsVFcX48eNxOp2YzWbMZjNNTU14vV6ys7PZu3cvWq2Wm2++uaNfIcsyRUVFrFq1Crfbzbhx4xgzZgyNjY2IonhGLmU+r4j6N77v/y8hWq20vPMO7oN5SC4X3poaJKsVTZcuiDYbYns78jExOwAKBcqwMCSnE9njQREaCoKAJimJyOuvQ9+vH+rk5E6faVmWaX7tdZpffx11aipR180h7KKLUOh0yD4f7sJCHLv34Ny9G7/ZjH7QQFRR0QFxUM8s1HFxtL67BE95OZrUVNSpKWhSu6DpkorCGILv6FG8NdX4qqvxHCnFW13dIaAS1GoEvR6FXo+gUuGrrSXu8cc4nJpK7ocf4k5OQR8Zgd1u54477sBisZCbm0teXh4ul4u4+gZGb9uGAvBnjyf1zjuJ6NYN66pVOHfvwd/c3LGJzc3IPh+CTkfk1bOIvf/+wDVua6Ni5uX4amrQ9eqFacoUTJMndbhuSW43lg8/ov2LzzGOHoNp6hTsGzfhPnwIf5MZf1MT4jE3PwBFSAiS3X7ceykYDCgMBhTHzleh1+OpqDihI3p9QjxFvXqhdXswuJzonS5MHg9hfj9hfj/ysXOpSUnBPn0aF91222nHB7IoAgpaPijCfbgVw8BoZFHEV2/G39SCaGlH9thQJyrRJIciOKsQytegsFYiCCChQoyfhBg+CskXhuQ1ILsDGgtBE4Lw03GU4Ecdp0edHIk6wYg63og21YSgPvn9QXL68FS04ylrx1PRjjJcS8TFGShDA/1nT5UVV0Ezkt2HLB5bRxAECPwL/A2IDh++OnuH45I2I5zIyzM76vke16EWWpYUoYo1EH1dH5SVX8HnNyJctxq6dHa+FNs91D+7HYN6F5GP3tFJjCLavEhuP6oIHcKP+5+7F8Hq+8EQjf+mdRTVzKO5eQOy/IMTlKpRiaZYRlemJix8KCqXBse2baS+8zZVqb2wbNtOwpfLUaZchKxU0nLOMrJGP47R+PMdV4uKHqC+4TP0+lSGDlmJWh1IaLFy5Ury8/O599570avVHBg7Dr3FQnVKCllvLaJLly6nrNe5bx9Vs64m6pZbsH3zDYJOR132QSq7J7Gny/vM75naqfy2NaORjzSyc3tvVDot1/7jZSITk05YtyzLfPH8U1Tl53LNc68SlZTC0TvvwvbttxhHjSThmWeOS150ttTV1fHee+9x3nnnkZzcTu7BOfi8OjRakbS0W0lNmYNKFRg7FhcXs3TpUm644QaSk0+eqE6WZQoLC1m3bh0jRowgNDSUFStWdLhArVixgoqKCnQ6HVarlcsvv5zMzGNuTW3VsPoBKFkL0T1gzmownkZM8uFMOLoX7s6D7a/Bpmfh6s8gY+IvujY/ZnOJmYK6dm4Yk85r35Xyas4P8z8xJi0pEXrq2txoVArW3zsOjUrBvioLT3xZyMwhyVyZHIVjbwPOg83Ibj8KkwaFQYVocRN31yCsexp4fVMZ0Wkuxr/yIBHXXE3c//0fktWK32JBtFiwrlmL5f332d91EEN9TYhHj1KS0ovMmiJKJl1K3rlXsanETGlT4F6cGKZjWv9EdpY0MGTPQi5JuorwyBBsH96DOjERhcmEp6ys4/dUFhSs75aF1+jBpgxD5/egwUV0u4cYm5OEdiu6H4lVAZ4aNpvyzAy6hx5gTp+lvLL/Zo609+XeyZkkhuuxu/3YPX5sbj8+UeKmsemEG84sSd1P8Xk9bF/+IYWbcnBZ21Hr9CRl9SKlV1+Se/YhNCaW3V+s4Mju7XicTkxR0XQfNpJB5884qTjQ53Fja2khIiERj8NBVX4uiT2yMEVG43bYKdq8gYPr1tBaW4POFMol//dXEjJ6dKrDbmnF3tpCVEoqas0vE2z+L/HdkkXsX70SgAvufICs0b9OEqEgQU5FUAgVJEiQIEGCBAkS5JRYv/2W2jvvIu3jpegHnDjj47877uISKmbMwDB8OK79+0GlIur664m6bg7m+a/SumQJKBTE3HE7UX/5y39llr0gQYIECRIkyMm59MtLCdWE8s65gazq5mobn76wD0EAv0+Cn0yTnX9LX7r2jwGgoaKdoq112Frc+L0iOqManVGNNkTd8bfOqCY5KwKd8cyDJT0uPxs/OMwm7VfsN27iX5P/xeajm1mcv5gWdwujEkdx64Bb6R/THwgsQk3/YjoZ9gH0zZ+Kz+0nLMbAsGld6do/GkEQkGUZURZRKY53rzoVj2x9hC/LviREHcL1fa9nefFyEowJLDlvyQnLm51mpnw6hSt7XMmDwx48q7aCBDlTZEmievYc3AUFdP3ySzTJJ15YDvLb0L6uCtuGapKeHt05KOI3xF1SgjIs7BcHAvw3IrndgSy1cXGkLHoT88sv077yS0LPP5+Ef/wdhU7XqXzTSy/T8uab6Hr3xl1YCIA6ORnTxAmEZE/AMHgQgvrXCfAPEuS3Rtr0Ak/lL+BTUwjZkhYZmaOIHBVE3Memd27NupohXSbw5I4nqbJWoRZUdA1PZ+kFS0/qAgrAt4/B7jfh0cYTvpzblMvexr1clHER0fpgNtjTsW/fPr766iuys7NRKBTs3buX9vZ2oqKiGDFiBAMGDEChUJCfn09UVFRHcLLL5cLn85Gbm8uWLVsQRZERI0YwduxYdD+5v50OSZL4+uuvCQ8PJy4ujqVLl3LJJZfQr1+/jjIep48dX5RTuLmW6JQQLn9oKMIZJjP4OfhEHyOXjkSWZXySjx1X7ehIENDuaWfu5rlsr9vOVVlXcf/Q+1lbsZaHtz7MoimL0BUmsv/bamY9MRyt4eT37bVvFlC2v4nQaB1XPTHiOEHNceVLv+Whzf/HLfqHuOlPMzuer8xr5tvFhRTFbyMncSlT06Yyb9y8TvvKsszRwxZWLczjYPq3bA3/ijFJY3hx3IsY1L/MLQfAL/mZsHwCoixyX7eHSajLoiq/hZbaQFCY1qDC6xaRpcAgTqVRcNn/DeGLlmXM3z+fnlE9mZ89n3hjfMfxnm4uWPKKNP3zAKpoPdF//u1Fwl8t2ct3pZvIdPVHtAfeK61RRebQeLJGxhOTGnDMWX94I/fsuoMoKY7pfc9ndp/Zp3Sjc9t9bF9/CKldiUanZsxlGSiUx4ur1lWt4/k9z6MUlDw64lFuzbmV6d2m82XZl9zY90Ym6Saxf/9+CqsK2RG9gxZdC6P0o3h87OMkxSfh9/t5ZcErHNQdJCopCs8hDyqFipSeKRjiDJjdZsxOMxd3v5jJXSb/ptfyTJEkic2bN7PxmNsRwLBhwxg/fjwGg4GmpiZ27NhBXl4eoijSs2dPBg0aRHp6+mndBE7EQyVHeae2mSStmlqPDwEYGGpgYmQoE6NC6WfSY/V5WHpgHf+q1yFHxHBuRAjims85JyuTGTNmcMDq5N7D1RxyuOkXoifP7uJPCZE4RYmvzW2IMiiA9/qlMykqtFP7fr+fb775htzcXGbPnt3hnHMyDjtcTNpTzFjZQ+bG1Uy76CLetvooa7Ug2W1oRT/JERH0SE4kMzkJlVLJR/UtrGuxYlAoyDTquDw+kiqXl3Ut7YSqlCRo1SRqNSRo1RxyuFjeYGFUeAjb2+yMjzCRrNPgkSWcokS0WhUoq1OTqFWTotPQXFTAV199BYAoKNjdtScHU7rzz6wUxir8LF68mMjISObMmYPHU8EHH7yNw+HGGKIjNfU7tNo2iotHMyF7Lr16BdwjvF4vNTU11NbWotFoKCwspKamBoDrrruO1NTUk16j77E2u1j7ZgGNR1sYNT2LweemHVfm28WFVOU3c/59PVi0eCEh7d3RuxIYNDWVkRdnIEkS77//PrW1tdxyyy1ERPz8pDYAO3bs4Jtvvun4f79+/bjgggvQan95QKfP50OSpDOqS5Ikli1bxpEjR7jhhhtISEjA73Gi1h2fFGfjxo0cOnSIiRMnkpaWRmVlJatXr6atrQ0IiJljY2OJiYnBbrdTUlICwKxZs+jevftx9TkcDtasWUNBQQE6nQ63241CoWD27Nln9L7+OyOKIvv27cNisaDRaBg4cCDh4b+ua7PkcmHL2YDY1kboBeejOsln0ltdjeR2owwNRWkyIfv9eKuq8FZW4q2sxFNRgXP7DkSrFV2fPiiMRnx1dfiOOXxCQHSjSohHk5qKpmtXPIeLcWzdim7wIOLuv5+Wf72JY/t2FKGhiM0BVwplRAT6fv3QD+iPMjIK+5bN2NfnEHbpJSQ8+SSC6uzmQX8Ost8PstxpHC3LMjU33oRzzx7M4WFENzbh1us50q0bvUJDCXG7A24ryoBTn8vtRs7PR9U1jbRFi9AkJJy6TVkGv/+EY3e/xYLscqFOTPx55+P14j92fVUJCYjNzTj37UcZakIVn4A6IR6F/nhhueR0Yl37DdW5uRw6dAi9XsfgSZMJvWgGdocDu92OzWbreCwsLMTpdGIKCcFttRKTnMzs2bM7JTI46TGKMpY3v8FZZSRc9QYhqlU/vKhQIQsqiOyKMHAWlH0HZTkQmgTD/wJRGQExRu6HgAADr4Yx9yCbEnCvnI+44WWEqJ7I457EujUf5/YDKExxKEKTUYanIHyfeECwkvDwOJSmEAA85RV4jpQhq7rjLmrFV2cHGQS1Ak2KCW+NDUGjwDA4Htkn4thZD0oBZYgGQa3oWIOQZfmH9QhZRmFQo4rUYRyRgGjxYPn8CIgy6ngD2owItBnhqOMMNL2ei0KnQrR5QZKRRQmVXEvMiCKUM54KVCfJeMrbsa0rwVNlJ370HlTTznD+3mOHz/6fvfMOj6rK//9r7vSZzEx6rwRIiPQaOoKIIkhTsOu69r6KuuoWXdddXcsqruCqoGCjqEhRsYB06SGUJBBI78lMZibTZ+69vz8G42Yp4oq6+/vO63nuQ0LuPffcM3fOPeeez/vzvgV3v0vZ0/wyIakZuSyRqKp2NPUimiYLUQPPJ2biBKJGjkIZZUTyeKi87HICjU00Kg2kuNqwm2KJUerQj7oX9CrqhrxA9qBfk5p6xSnH5R22NqRQCIM5GvUp5n/f7LgQkPF6a4iLHUNPzX2ILW3YOzpY/cknDBg8mFyPB+sr8/HHxUFHB9bnn2PCxDOPQx1r1tLw4IN0+2Qt2txcrG+9Rfnxp+gYI/Br1TL2jjyPBE34+yeGQmz87Dz0xRKvh65icO1RTHHxXHLPg5Rt34wYDKLRG9DoDWgNBqz1texe9QHn33ALAy++lFB7O+UjRxFzzdUkPfLIOYlVWbNmDUVFO5FlNYMGH0KtPkgw8Acys7bR2roOlcpCVuZNpKdfh8Ph5+WXX2b69On0P008kMPh4JNPPuHo0aOo1WpkWSYtLY3W1lbmzp2LIAgAPdDkAAAgAElEQVSUlpaybNky9Ho9V111VXhOL4lw6CP45AGQRRjzYPh7qD6LuXzdXnhjPCSeBy2HofdlcNnCLrsEQhIf76/n/LxEEkw/bGxjdfkZ//wmHN4g2XEGqqweZg5IY1x+IrU2DzVWDzU2D01OH7+f0ovx+UmErF7kkIQ6ydjpHqxQC+jPi8MwMAlt92hEh5/mv+8FFMgBEa8Cnuim4rnGL2l/731QKuHfhEefZheieuAR7hmbTcuLL2FbtIj67AJu6Xs9Ko2aYTmxjO2ZwLi8BHITopB9IjVFTdz00TreELpR7i1B2V3EvGE9QrQFRWoKclISxV4lO4/X0KPjKLlDCuk55zaONNhxfb0cW2kRIZ8XhUIgKSeXjB55ZGTlkpCcxrrm94nhPQDU2nTqVW8xJCeB7olRP6iNz8S3DlDrXnmBpopj9Bg6nOy+A2mpqqCu9BDWuu/GBwpBoMfQEUTFxtFWU0ltySFiU9OZ/Ye/YLBEI4aCONtacTQ30Vh+hKJ1a/B2ODFYogl4PISCAVQaLVl9B1B9oIhQwE9K9zz6XTiZnsNHRYRO55DWmiqWPHgXADe9vBBLYmQtJ8JPT0QIFSFChAgRIkSIEOGM1N//AB3r19Nz9y6Es3jx+N+ILEkcHT4CyeHAMn06Cb+5rzN4Tg6FsC5chGHIEAwDB3xPSREiRIgQIUKE/9/whrwUvlfITX1u4o7ed9JwzM7Xb5chyzKXPzIErUGF2+HH3e7HZfejN2l+lLPSD+Xd0nd5etfTnb8PSx7GHf3vYGDSwJP2nbdvHosOLeLr2V8To/uujg6/g9XHV7P8yHJ8oo93Ln6HJOPZvXyu7ahl8keTmdVjFnMHzyVKE8XbJW/zt91/453J73QKsf6V+fvns6B4AWtnrCXLfObMihF+HtqXLgUUmKdMQRl1ZuetYHMLLc8/h2i1oYqPR5WYEP43IYGQ1Yb/6FHMl0zGWFh40rGyKBKoqsJ36BDew4dRRkdjmTIFzVkGFkkeD9Y3FmIYOhRj4TAkvx/v/mK8+/Yiud0gKFGolKBUEqytw/Hxx6Q89RTRs2b+J80S4UdgW34E/3EHKY9E3HT/W3Dv2EHtrbeBJCEHgyTce89pE31IbjdVV16FQqsNi5/Gj0fbo0ckKUiE/z6CPmg+DA37oHE/NBSDuyUcqFZ4B0ghViwczp9iori5z83cPeDuzvtYlmVava2EpBCpUeEAwIAY4P2y9/mk4hOeHPkkebF5Zzo7bH4ONjwJv2sB1f/fQRGSJFFaWkpOTs5pXVh+DFarlX/+85+kpaVx7bXXIggCoihSUlLC9u3baWxsxGAwoNfrsVqtGI1G7rrrLoqKivjiiy86y8nPz2fixInExf04VyEIX/P8+fMJhUKkp6eTmZnJ0KHfPddKtzewYUkZl9zRl+y+Zy90O7a3BYNFQ2r3sw9Cvu6z6yhqKaJ7dHdWTlvZ5W8hKcTf9/6dJSVLSItKwxvyYtaYWT19NZ+8coDqQ1aGXJLN0KndTlm23xPkzYe2EZNioK3Wxdir8ug95syih4Mb69iw7DCX3z+M1B5dr8Na7+LTBQdYb/yIvamfs2r6KrKjsind3khtqY2GcjvuDh87zvuIA+atzOg+g98P/z1q4dwJbKud1RjVxi4CxA6bD0mUMMfrEUMSzjYfAW+ITxccwGDWcNnDg9nWvJWHtzyMXqXnxfNfxBP08OjWR9EqtQxPHc5DQx46rVuU5BdRCJwx6/+5wO31MGPRlTRGVZBoSOSWvNsYJI6hYm8rFfvbEEMSMSlGug9M4Knq39Goq2LVpLWkZJxeAPWfsLtpNzd+fiMmjQlREtk4ZyN/2fkXVh1bxcimkZgNZrZEbyFAgMdHPM6U3Cldji8vL+fdd98FID09nSuuuIKoqHMXNPdT4Xa7cTqdFBUVsWvXLhQKBQkJCbS0tKBSqejfvz/Dhw//j/sgWZZ5t9HG3CO13JqRwGPZceyufJtoZRCzxoRKaUBQGpClIFXVC3C7j+L3W2hsHIC9vRfBYIg777wTkykcgB2QJF6paeHvVc3MTIrh7/kZKBQKKj1+/lHTzPDoKC5LPv29IYriWQu5njhWz4LaVrKcVpxKNe0GE2YxSFClxsvJY8gYlZJZyeH3ElvaXRxx+1AqYHS0CQmZRn+Qen8QzwkHjN/GHWFkYBkH1Bey0D2cDlmJVlCgFwSswRC2YNdg0RvT4rg3Vs9rTXaWtLnokGGaScM/B4dFTUeOlLB+/TN0y61Era7/t+tWkpnxDF9+WYcgCOTl5VFVVUVDQwOS9J2ztyAITJs2jc8//5y0tDSuvPJKmpubO4P43W437hOB/W63G51Ox6WXXkpbq5VFixahd6UzeuQYopMMdNj8dNh8uGw+6o/a6TsuHV03B2vXruWWm27HZLBgiv0uINhut7NgwQKSk5O5/vrrz9o58d+x2+288sorZGdnM3PmTHbt2sXGjRuJjY1l9uzZJP2IJBPHjh3jww8/xOfzkZaWRrdu3cjNzSU9Pf2U99XGjRvZuHEjF110EYWFhfDNfPj8EdDHQkwWRGeF/7VkgFofdovIGNJ5fCAQoLGxkZiYGEwmU5cx3549e/C01TCm7R0U2aNh9P2nrHNpaSnFxcXk5OSwY8cOQqEQt9566/9E/yTLMgcPHqSsrIyJEyd2CuR27NjBunXrUKvVhEIhAAoKCigsLDwrx6t/RfL7CVRXo8nKQtBqkYNB6l59lY6Fi1D4fAAodDosU6cSe921aE+Izjx79tD6yit4vtlx+vorFMgJCWjy88m47150JwSIAHIwSKi9HYVafUqRlX3lxzQ+8giWmTNJfOB+6h98CO/u3aQ+9xxiezve4mK8Bw4QOOE6qoyJIXrObBLuuScsNPqFsFqtHNq8mZjHnwBRJPrXvyawZQvBkhKUCQlou3ULz98lCUQRWZLQZGaS/Mc/oDSd7PD5v0QoFGLXrl306dOn85l1Knw+Hzt37sRut6PRaBg9ejRGrR7bsiMEWzxoMsxoMk1oMkyok4wolCe+96KE7a3deMsDmGO+xDxEE+43JBGkUHgTg1C1BRqKQB8Dox+AITeF9/sWew1sfRGK3g5bQWlN4G2HrFFw5XugCzuNuHftwne4BMnlQuxwIbr8SJ5oFLqBBOs+I+66cSDJtLzwNpr8yxAMcagSBLTdY9D3TkGbZUGhEgi2eGhfWU6gpgNEGWNhCpaLcxC0p34WO50HqKldhE6XRmzMSDpcJSgUSpLUM/CXdeA/Zsdf5YDQiRhfQYEuuxZNbndCNjMhaxOBKhGt+jjmGy7Dc8gadqDqCKIQgpiV72B68Ck8R+poW7AA48iRyL1iOeZ5GZ+yDQSQZbFzi40ZQV7e43yzZTYh0U7V5+m4mozIkkCDNpWKqAxsmlhculh00XEkmHUkmLR081pJXP0+KilEcv/zeELXj6DdwWutnxCfMBvZoKZ22N9I6jGRHgWPhT9jWab64H72rl1JVfG+zjZRabUYzNEYLBYGTJpCj+GD2bxlAPFHCzAPHkuFcwHGrwUsK04WQLYkJGCeNQvdq6+y76qruPoPvz/jfdz2+uu0Pv8CeXv3hIWbra0UPzoSx5Uid/MaN3c7j99kh5MrrF/0CnLGC2g26vnH5R/ztNzOyqefAEChEBBUSsRgsEv5OQMGM+PhP6JQKLB/+BGNjz1G9gcfnLU7u9vtRhRFzGbzSX8LBoMsePW3FBSswWYbjtm8C5VqIOePW4JSqcTZcYjKynm0ta1HrY4hI/3XvPNOE8OHj+aCCy7oUpYkSezZs4evvvoKWZY5//zz6dWrF/PnzycYDDJgwACmTZsGH92KpNSyxTydgt59SND4oegd2Pc2OOsgbRDMegNiTz1vPS3vzYHyL2DUb2Dsb0H1XbzSoXoHc1cUU9bUwWWD0nnu8pPXqs7E3BXFfFxUz8MX5TNvQzlDs2N59dpBqJUnPzvkoIjjqxpcW+tRqASSHxiMdWkpwVY3yfcPRqnvGkfl2tmIfU0FulwLviPt/Frr45MHhmF99Z8oNGpUsbEoY2JQRsewusbHowd8fP3g+eTEh9du/MeOoUpJocIlkR5jQP9v7pS2FUfx7G2mbXQK8Vsa2WLbQINj92mvtdcFU7jo1zcj/IvbnRgK0XTsKFUHiqg+WERT+VFkWSKhwEfa6EoSEycTGzsKi2UgUcaTheYAkihia6jDkpiEWnt2iWrEUIhN7yxk/7pPkGUJtVbH5HsepPvgYV32c9vbqSs9jLWumrzhY4hL/25cU3OomJXP/Amt0YhSpaKjrQ1Z/m4cnzNgMN0GDqXhaClag5HcwcMo2bSeqgNFdB9SSL+Jk0nKyT2r+kb44bz76G/osLZx66tLIusNEX4WIkKoCBEiRIgQIUKECF0QXS58hw6j6ZZD4Phxan51I/F33EHCPXf/0lX7UXiLi1Fotejy83/pqkSIECFChAgR/osoainius+u44UhL1G/WIPbEUCtUzLtvgEkZZ+8iPRz4xf9bK3fiifoIcOUQf/E0zt0llpLmb12Nk+MeIKZPWZyqO0Qy44sY13lOnyij77xfTlmP0aWOYtp3aexsnwlDw55kGEpw05b5usHXmde0Tw+n/V5ZxCxJ+hh4gcTUSqUZJgziNPFEauLJU4fR6Wjkg01GxiROoL5F8w/5+0R4YfjWLOGhgcfAkAwGrFMu5ToK65A17MnEE4aoBAEZFnG8fEqmp9+GtnvR9ujByFrG2JrG/K/LNQqtFrkQADLtGkEqqsJ2axoe/RAsjvwlZQgeTzh/fR6ZJ8PZJno2bNJuO9enJ9+huh0EDN7Nqr47wJXZUki1NZG3V134ztwAABNt24Ea2vD51YoUGg0yKIIJwJ7ACzTppHy9F8jiym/AC3/LAYZEm/7YQvMEX5aXFu30fz0X0m4+x7Mky78pasT4RfgbJxNfhQhPygEUP4MjmFF78Kae0E68QwyxEFKf1Bqwtm7lWo6LOlMifKTndCHt6YsPffXvut1+HQuzD0GUQnntuz/IiRJYvXq1ezfv5+cnJxOodLp+KH3WTAYZOHChTgcDm699daTXApkWaa6uprt27fT0dFBnz59+PLLL8nJyaGyspLc3Fzy8vJISko6564Nhw4d4pNPPkGlUtHR0cHkyZM7xVCiKPHO774hOsnAtPvOLnmSzxXkzYe2IssyhTNyGTAx87Rttf+rGtqbPIy9sicv7HuBxSWLmdF9Bn8a+adT7r+uch3rqtbR7mvnmoJruCDzAt58aCvejiAavYrrnhp+Sleokm0NfP12WVgI9GE5zlYv1/55BEr1qT/joF/knd9/gyVRz4wHBp6y/l5XgOULtvL3+AeY3n0GvRxDWVDzdyR1CI1ajaQO0Rpq5ta+t3Jn/zt/0bFa9WEra18uJndAAhNvPI9KVwV3b7ibZk8zkiyRY8kh25zNVzVfcXu/27mj/x2/WF19IR/3rpnLducmrk3/NcX+3RxoPcDAxIFcU3AN3Q09cZcqObKjmSMNx3i//1Ncn/sr5o7+zU9Sn4c2P8RnlZ8xvft0nhz5JN6Ql0veuwS7aEdSSmSYMnhh3Av0iDl1UNyaNWvw+XxMmzbtrJwd/ttoamrqdATKzs5myJAhGI1nTipxJqq9fp6qaGR1i52R0VEs7mWh7PAdOBz7Trm/TpdOevo1VFd/RDB4FI97EElJ2bg9azGb+5GWeiWJiZMQBC2ukIhRKfyk3zW/JPHP2lZer24iKEo82y2RqVlhUWVIkukQRZwhEUdIxBWS6GfWYzwhhpFlmRK3j3i1iiRtV7eUDlGi0babhpIbUShUiKIbvT6TXvl/RatNwuEsxqDPRmXIoyUo0OAPsLrFzuIGa6ej1kXxZq5PjWdsrAkx5KS+YSl1dUvw+5vweMy0tPRGDEUzbdoUjpaXEQwkMX78FRQXF7Ny5UoEQSA1NZXs7GyysrLIyMhAFEUUCgUGg4EtW7awfv16YmJiaG9v79IuGo0Go9GI0WikoaGBnJwcnE4nra2tKAU1MY1DUcjhdjBYNJhidcQkGRg+szuffrGa6upq7r///lN+dkVFRaxatYoLL7yQESNG/Eef27cOTHfeeWencKaysrJTwDR58mQGDBhwVveOx+OhuLiYkpIS/H4/LS0tJCYmkpeXR0VFBQ0NDciyjF6vp2fPnuTn55Obm4tKpWL37t189tlnTM10MXDwUBRJ58Fr48JB0Qn5YK+G9mpw1IIY+O6k4x6BMQ/B6cYlQR9UbISACzb+FazHwmPVm7+G1NO/PwNobGxk4cKF5OXlcfnll59x318aq9XKJ598QkVFBQAGg4E5c+aQnp7OvHnzsFgs3Hjjjdjtdnbt2sXevXvx+/2kpaVRWFgYdj3z+mh7eR5BhUBjtxz6TZ+ORqNBlmW8+/fj+HgVzk8/ReroAJUKVXw83o4O1G439WmpuCdMYMK0aXQsXYZj9Wpkvx/D8ELUKak4PvoIVUICMddcg5yUyIFvvqG1qgqT2YzbbKFNq6FNqUQ60Sdcc801dO/e/Qe1Qeu8ebTNX9D5e/ITTxAzZ3aXfUSnE7G9HXXm6cdfPxcHDhxgzZo1BINBUlQqBhcWMuiCC5AlCdFqRRkf/4vX8Qfjd4Gg7CokOldIErSUIMcXYH23FF+ZDW33aIINbiR3eD6o0Ajo8mKxTMrGvvYYvjI7FsP7mO5/4vRzNVmGtnIwJYPuDO/5HfXwzSvgtUGvqdDjwu+d88qyTNOz2wg1OfHufBVV2mA03c5HofHh3rwAsak0vKNajTopCXVKCpLbjb+8HOPoMcTeeCueXVuQ3G7ib74Z5b/MkbzuOo6V/ZUWxzqUsh5R9oHwXRyvXp9NSspMtJoEVMQjH/QR3NmGs2YDjsxtKFsVGGtjkevtaGOHox9wY/hAQUSvLkYvfY5O2Isw+na8SZdRc8MNyCoZV58OnDNEFCHQ7xFQqHVoUtLQpGeiSkuk3vohkhRElsCxNJGkUi2PD7iMMRzF4mpE9Hm++0iVavyGWBzaWMoNubTGdueNG4bSK8WMwxPk6XVlvL+rmrfFt8kRr0TUaqgd/Cx9xrxJfVklB776jPqyEowxsfSdcBHm+AQ8TgcepwOvw05D0V4cHheXPnY11S2PEjtPhe6IEseMIO4LJNJ0M8nQzqG+upavvviCrIx0il0urrnyStyz51Dcry/TFy8+o8Nw05+exLF2LXm7dnb+X/HlfWm73c2npqf5KtCL3cMLOPjZGrauWEDv68rxfJlMxS0fcG9OCvN+91sEMcj1Dz6CKTaeUDBIwOsh4PUS9PuIS8/oFKXU3nY7vqNH6L5+/Vn1DcFgkPnz59Pe3k58fHynGDk7OxutVsvhw4fZtesxMrMOdh7Tr+8bxMef36Ucp/MAFZUvYrVuwmodiCTOonfv3hw+fIgZM2YSDPr47LP7sdlcREfnMXbsFSQm5qFQCJ3jo6uvvpoeGUnwTFZYUNhjEigUYfGSLEHueBh0A+RdAsrvd+gLBu20tW0gNnY0Wm0C+JzgsUJsznf7iBKvfH2Mf2w4RqxRQ7cEI0U1dnY+OoFoQ3jeIcsyB+sdbDrSis0TwOMXcQVCuP3hzeUXKW10cvu4XB6+KB+PP4BGqUClOvm7L/lCtC0+TKDSib5/At6DbUixHQitUbT0fB9fr1LS064lJeUy1Orv+ho5JBFsctPyj/08hofLruzD4u1V6DVK0qL14S1Gz2ubKzAJChYWZOI9bEUwaYidk4fSeOp+KNjiCTtOySAYVEieEDUXp3PH6u1MyVLS7pPZ2+AhIcbErRcUML5vJgbTmdc6ZVmmpWkLleVv4vJvxWs1Mnbi55jjThbNu2xWKov3UrV/H9UHi/C73QhKJVl9+jP1N4+c0rkt6PPRVltNa00lpVs3UldyiPPGXUBqz3wyz+tHdPKZXRBPRc2hYrZ+/AHRFguWpGSik1KwJCYRnZzK0coqtmzZQmJiIjk5OXTv3p0jR45QW1tL3759yc/P/48TDUT4fmwN9fjdLlJ6fE8CqggRzhERIVSECBEiRIgQIcL/cYItLXj37cOzZy+evXvxHzkCkoRCq0UwmRD0erqtWY1whhdBESJEiBAhQoT/f2lyN/Fy0cs8NOQhLFrLL12dc847Je/wzO5neEZaQvVuOxN/fR6Z58Wi0X3/osx/G7IsM/mjyZi1ZnRKHfta9qFX6bmk2yXMyZtDfmw+m2o3cfeGu5GR0Sl1mDVm3p78Nn/Y9gfqXHXM6D6DGT1mkGhIBGDGqhmYNCaWXLyky7m2129n1fFV2Hy2zq3d145RbWRWj1nc0PsGYnXnNit5hB+Ov7ycyjlXoCvoReL992NfthznZ58hBwLoBw1CaTbj3rYNVXIyyqgofCUl6AcMIOUvT6HNCS8uyrKM5HAQam1FiIpCabHQ9NRTOD5aia6gAHVaGv7ycpRmM7revdH17o2+93lounUj1NKCbcnb2N56ixOFAaDQaFAlJiJ5vUgeD7LXG/5/rZbUp/9KsLkZ18ZN6AoKMAwZjOFEXb/l22y5CvXPEIgf4SRkSabpmV1ou0UTOyeymBUhwi+NK+BibcVaNtRsoLi1mLEZY3lm9DPnPrAu4MG6YBiGjmb08T0h4AG1AS55DjJPdgn8Ufic8FK/cKDLyPvCgayWDJzBDo7YjlBWswVX9RbKraV8pVezdMoyCuIKvr/cH8qB5fDRzXDXXoj/YcGa/20EAgEcDgcmk6lLsJfH42HVqlUcOXKE3Nxcjh8/zujRozGbzbS0tODz+fB6vV02n89H//79w1mfvwdRFFm9ejXFxcVceeWV5OWd3XPjs88+Y+fOnURHR3PbbbedMUDtXCCKIsuWLePo0aPMmTOHXr16AbB3XRU7Pq7git8PJS7tO7eI9iY3AZ94UuKEkq0NfP1OGak9omkot3PxbX3o1v/kwMz9X9Ww7YNjAPQek4ZvRBVzN83l94W/Z3be7JP2PxUdNh9LHt1OwehUSrY0kD8ihdGze5w0j1n5/D48zgBXPT6M2lIba+YVM+GGXuQXnjrQ6Ntrnjl3IClncLWyNbi59d17OZ5YhBBSYhCMFHYbgiiLiLLIhMwJTM2delbX8lNTvL6WrSvKSc+P4eLb+uDBxe+2/Q6NUsOfRvyJKE0UD216iA21G1g1fRVpUWd2zPqxVNgrqHZW4xf9+EQfATGAK+hiWdkyGtwNjGmeyctzHweFzMfHPub5Pc/jDDgBMGvM9IrrhcfnpdRewheXfUGCoes9VlVVhdlsJjb2x83Hmt3NPLT5IR4d9ih5sXk0Nzfzt9f/xrasbYzIGNHZdv9XkaQgNttWgsF2RNGDL9hBidPGMZcdH2pC6AkKBkIKAx6MrPL0QBQMPJiTzA1xTg4euJlAoIWCXs8SHz8eUXQjil5E0YMo+Ygy5qNUapFliYqKF6iqXgAoSEiYhKujBK+vBrU6hpSUWaSlXoHBkPO9df4+RNGPw7GHYMgRrofoxeuyYmuoIjv3SpKzhiHKMgL84HFGKOSmrm4J9Q1LEUUPIJ/I2i4hil50unQGD1qOs+MgR48+gddb0+V4hUJNVFQ+ZnM/zOZ+LHb14bUGL0/1TOOqlLBDl92+h/3FNyKKbmJiRpCR/iu++cbJvn37GTlyJBMnTuxSpizLNDU1ERcXd0axns/nY8GCBZhMJgYNGkR8fDxRUVEYjcYux+3Zs4e1a9cCMG7cODZu3MjowvMZPGgoUdHaLgJUWZZ5/vnnyc7O5rLLLjvleWVZZunSpRw7doxbb72VxMTEH9Lk1NTUsGjRIs4//3zGjh3b5W8ul4sPP/yQyspK+vbty6WXXopKdfJ7MFmWqa+vZ/fu3Rw+fJhQKERKSgoWi4W4uDjGjh3b2QZer5eKigrKysooLy/H5/OhUqkwmUy0t7czKsXPBY0nEuYotchaM4GL3yfkChFqs4YTsbRZEe2tqOMsqB270Vg3Q0I+Uu4l6Gfcg2A4IUYUQ7D/Xdj0DDhPOH7pLDDzdVh9N0QlwU3ru7hGnIoNGzawefNmbrvtNpKTk39Q+/4chEIhtm/fzqZNm1CpVEyYMIGcnByWLl2K3W6nT58+7N+/n6uuuoqeJ5LdAPj9foqLi9m1dSuu5mbilUqG7NqNur4eGRBkGW9uLhkXXYTzk08IVFWh0OkwXTgR4/ARBCorsZaXU1VRgfGCCShHjODLL7/EbDaj0+lQejykHj5M+sFDaF0umocOxTrpQkSVivLyckKhEBMmTGDUqFGdfUUoFMLlcvHee+/hdru58MILOXDgANHR0fTr1+97xe6yJGH/8ENkrw9tfh6GIUPO2Xzn8OHD6HQ6cnN/vDNEMBhk3bp17N27l8zMTGbNmoXF8v/B+/Qj62D5dSD6QaULOyzFdYecMeEtbdAZhUNy+WbEimIEXChkF4qQF4Je0BggNheK3yPYYKU9+mUCLVqip+cSVZiKLMuINh+B2g78VU48e5uRg2HHj2jVfKKuvQ7yLv65WuEkArUdtLyyv/N347BEoqf0IGRrxVdSQqipiWBDI8HG8CZoNagzMsNiwhPvQlEqUcbEYBg8mICtAWvuUZzDnKCAqA0CUZ8rERKiES7IRXHQidt1FPfNJvz69lPWSVDokWRv5+8qm4q0FYUkd7NjMB5A6D4i3GY9JtGx6xCNjzyCv49A+7V+gqKdKKEH+Qm/g4p23Fu34tq6DdFqBcCTDU3XKWgriiF2s5ZXJ9zG6NF9mXthT5SCAo/DTntDPbaGus6tpaoCd7sNS1Iyw2ddSa/R4zrFP7urbDzx4W6esz+NMfAbvDEt7JIX0bw/FlNcAkOnXUbv8Rei+rf3v76yMvasmUq9FIOgNxHbu4rjLxcycUABBoMG6+Q2Gps+ID7+AnrlP8trry2hra0Ng8HJsMKNmN82Yj+qJO/990hNTT3t51t7+x0EGupJX/4GMomIf3cAACAASURBVCI6bTJHr5lK7Y0lEHczV9su4rlgC82LXiZvTE/0+R8jL43FOuc5phQO5tlnn0WpVPLII490ecZKgQANDz2MYUB/Yq+/HtHlpnzECKKvmEPyo4+e1b23bds2vvzySwoLC2ltbaW6uppQKIQgCKSnp+P1eknPeJeUlASMxu44HEUUDluHIJz6uXjg4J00N2/h0MHriY3bTVxcKcHAHSiErZhM27veY4IOg6EbWVm34/X0Ijs7G8Wx9fDuLDhvJhz+KPwcHnANDLi2U8Akin4amz6kvf0bVMooevb8A0plWFgpyyI22zYaGlfQ2voVshzAYhnIwAHvIwhdxyclDU7mriimpNHJjAFp/HFqAY0OHxe/tIXfXdKLm0Z3o9Hh5eYlezhUH55DRWlVGLVKjFpV+GeNCqNWRWasgQcn5RH0HWZ/8U3IcpCY6GGo1TEoRDVKayzKlhhUFUkIDgPRl3fD2D+NyqVL0BR3Q9L44fo6Wuyf4nDsRRD0JCdPIz39WkxR4eTMot9Pw+O7WCz7eQM/SWYtyWYd9XYvba7vxN/vZ6aQUetGk2kmUO9CFa0l7voC1AldHbslfwjbsqP4j9kxDErE/U0jAKl/HM6jn5awdHctJp2Keyf04Lrh2WhUZxb7eL11NDatpKnxI7y+GpRKIxbjGLa9Wos5NpP4zGwsickUjDmfmoPFFH/5Ka3VleF2jYklu/8g0vIKaKurYe/alfSfNIUJN94GQFtNFd98tIzWquO0NzV2rg1pjUbGXXczvcddcNp6nQ3ffPMNn3/+Obm5uYwfP560tPA8PhAI8OKLL6LRaBAEAZvN1nmMwWDA4/EQFxfHyJEj6du37ynHwBEiRPjfIiKEihAhQoQIESJE+D+KddGbtC9dSrAmvKCk0OvR9++HYeAgdL3Po2Pd5zjXrSP9lVeIGjXyF65thAgRIkSIEOGXQJZl7tpwF5vrNvPs2Ge5KPuiX7pK55zfbvkt5UdrGb/n1/SfkMHIy06dzfp/hRf2vsCbh94kThfHzX1v5tLcSzFpTF322Vy3GY1Sg0lj4ppPrkEpKBElkb4JfdnXsg+lQsm4jHEMTxnOn3f+mceGPcYV+Vd877klWUKWZZQnFjMj/HSE2tsJ1tQgmMwozSYEsxlBo8G7fz/2lR+jNJtRqNVYFy1CMBjIWfkR6qSkzmMdH63EvmIFcjBI1NgxBJuaCdbWEHvDDVhmzEBxFtnw5EAAxVlmdnfv3EXH5+swT56MKj4e27vvITrsCHoDgsGAoNcjGPQYR42KOLj+lyMFRNpXHMV7sI3oGd2JGvbDszVGiBDhx+EOuiluLWZ/y36KWooobi3GG/KSa8klzZTG5rrN3NH/DoJikK9rvyY1KpVsczZZ5ixyLDnE6eM4bj9OSAoxJn0MdR11fF71ObPzZpNsPH0A6LpP7+APzZswKXXcSyxTdGkIjUVgrwln6h/zYNfsvpJ0+uz938fGZwhs/Avbpj9PmSJImbWMI+1HqHfVn7TrrB6zeHzE4//Zeb6PI+vg/Tlw84ZwcN//MCtWrODw4cNA2L3CbDZ3ip08Hg8XXnghw4YNY/ny5ZSWhrOXa7VaDAYDer2+y9bW1kZ1dTX33XcfZvOpswp7vV7a2trYsGEDlZWVjB07lvPPP/+U+54Kn8/HunXrGDp06BmD084lgUCAxYsX09zczHXXXUdmZiY+V5DFj2yj18hUxlxxwk1Tlnnv8Z3Ymz3kDkxgxMzumOPDAVyrXyrC2ebjqseHsejBreT0jWfCDV1Fet+KpXIHJmKK07H/yxqGX53Fp+r3ubP/ncToYs6qvseLWlj3z0Nc9vBgync3U7yhFr1JzeDJOZw3OhWlSqDyQBufzj/AiJndGXBhZjio/sldKAQFcx47OYA44Aux5NHtpORauOTO73d9XPzmpzwnPIwhYOGNsYvo8y9B2P9tlO1oZMOSMuLTo5hyVz8M5q7j2CZ3E1NXTmVM+hieH/f8WZVp89kISaHOJBIAVq+VzXWb2Vi7kYAUoGdMT3rE9KB/Qn/STen4Qj7GLhuLJ+Q5qbzu5h6ct3MSFw8e32Ve6hf9lLeXU2ItocRaQqmtlPL2cqbmTuWJEU90KeP48eO8/fbbKBQKCgoKGDVqFCkp52a8tnTpUioqKrjrnrswR/3y7sk/N7IsEwo58fubcLvLqaich8dzvMs+EgIhNKgIICB1+Ztb05OB/Rej8RZRWvowCoWGfn1fw2I5s2vNt1itW1BrYjCbeiPLErb27dTXv0db21fIskhMzHBSUi5Dr89Ar8tEq02gw1VGddUCNNoETKbemE19MBhyUCgEPJ5q7PbdxMefj4xMRcXfaW5eiyi6Tnl+KaTApJpKRt4wFAoVOl0KkhTA52/E728+sTXh9zcRCFgxGHKIisrH523A463G56tDlgMoQz2IiS9AazShUAgoEBAELenp16DThft7UfRSV/8OSkGPxTIIr7cGp7M4vHUcRBTdqFRm0tJvoFv27QiChkCgjZ27pqJUGujT+x+YTL1OlCWyf/9+CgoK0Ot/AheTf2Pbtm0AjBw5kjfeeAO3283dd999Usb5trY2/vGPfzBlyhQGDz4pXqsTl8vF/PnzsVgs3HTTTTidTlpaWpAkiZycnNMKhWVZ5s0338Rms3HPPfecUuglSRKbN29m48aNjBs3jnHjxnU5vrS0lM2bN9PU1IRGo6Fv374MHjz4rARDoihSXV1NWVkZTU1NDOudS8Gmm1AY4pCH3ILz7ZdpK7MQqG3ueqBKhWA0IjkcJ5WpjtGQ8MgTRCW7Ue54HmzHIW0wjH0YojPBnBIWQx3+GFZcD8ZEGHA1FN55WrcYr9fLSy+9RFZWFldeeeX3Xte5RuzoQPb5UCWcXL+WlhZWrFhBa2srBQUFXHTRRZ3jLo/Hw3vvvUddXR0pZjMzBIFAVTWh5uawK5LTgeRwIge+C7AOKZVsHzkCVUEBuTW1mL/ejEEEfd98LDNmYJo0CWXUd653ixcvxmq1cu+996JUKiktLaW4uBgICyEVCgWIIng8OCQJn8+HJElkZ2dTWFhIUtLJDhLfXtdrr71GKBTCbDbj9XoJBoPccMMNZGdnn8PWPTtsNhuvvPIKFouFu+++u3Ns1NLho9nhJzPWgOUUjpunwmq1smLFCpqamhg5ciTjx49Hqfxx70hlWSYYbEej+eHi5pAoUWX1cLS5g7KmDo42dZAZZ+DR4frwd0X/b2NOMQTOurA727cubUo1cmIfQh/+ETGqN2SPQhFwQMCB0l6Esm0LCoUMaiNkDYfcCXDejPD3EaC9mtAXL9O6fxii/G3fIaFQeBAELwIdCLITUZFISExCoQgQPasvxsGn7mdCNh/OtYfRHn8aY28jXP7WD26Xc43vaDuyKKFONqKKObvkDYG6elzrv8I4Zgyyz0fjU3/GkVqBfWw7oj6IxdaTdHEqxoReqJOT0PbogUKtRpZlmp98kvb33kdWyYgWBZphvdCM7ouydwaGmBxiY0fj9zfRbt9JKNRBRfkL0Ooh9lU1WpcJwRiFYDSi0GjwlZZin5CGb1YdASmFsp3d8NZpGDBmDOacfDY0yqw+3IaprooRtqOkaVtwB2wMm34tORdfSqpF972CREkSOb57JztWLqOl8jgJWTlMuv0+YlPTaDpeTk1pCfu2byPfnUiv6LEcHTCX6PJepF56Mcl955yyzPLfXk3NhTtAAp9dAwrY90FvtD3686ubriY+I4u6uiWUH3sKg6EbCsVdfPbpHvr124HZUk5UUzaGPzchvPcu5/XvT/vy5RiHD0eTkdH1PFdNpf6ackRdEFCQlnoFUR8pqTK9SyBfoGT9KPyVrcSpNAxKcdEy+Rhxz6lo7jmZjFtuZvny5QDcdNNNpKend5bb9Kc/0f7e+wAkPfoIot1B2/z5ZC5ZjPGEO/G/I4oeFAoNgqCipXUPKz96FaNxHNdccw0QFmHW1tZSUVHB8ePHaWmpZsTIFWRn3UZu7gPIsoRCcfr3M62tX3Dg4O2UlY6ie48dqFQhAgEdGo0PrWYiQ4Y8icdzHLenAo+nknbbNlzucrrnPojNtg2f7QADdteiu78aXM1gyegijgwGnRw4eBt2+0602mT8/hZiYoaRnXUHtvbtNDWtxO9vQqWKJjl5GlpNIscrnqVbt/vJyb6zs5yDdQ5mLdiOWa/mLzN6c+F53/UVly3YTkuHn9vH5vDyhmM4fSKPTu7F5D7JnS5R/04waKel9XPKj/yV2PpJGKUCAt4W1PYUtPY0FHL4HZff2Ehrz6W4Ew6i0cQR9NrJPfwcsUMHYhoRHr92dBymru4dmppXIUl+oqOHEm0ZTEPjB6Rvmss+dwzzLQoWD8whLt2ENstMQC1Qb/dir3GS9OFxogpTib40F3+Vg7bFJch+EUP/BJDD/V/I6kVyhV3yzBdkYhyeSuNfdyHoVaQ+NgxPIMTHRQ1c1DuZWOOZRP6N2GxbaWr6mHb7DoDwXCJ5FomJk1AqDZRt28SW9xcDCjraWk8kMICkbj3oWTiSnP6DiM/M7tIHbHjrnxR9tobxv7oVSRTZuvRtVFotGb16E5+ZTUJ2DgmZOVgSEs9q/elMeDwe5s2bh8lkwuVy4fV6ycvLY/z48ZSXl/PVV19x4403kpmZSWtrK8ePHyczM5Pk5GRKSkrYunUrTU1NmEwmRo4cybBhw/73nBojRIjQSUQIFSFChAgRIkSI8H+QjvXrqbvzLgyDBxM1YQKGQQPR9ep1UkZ1WZJ+9CQ0QoQIESJEiPC/y+dVnzN301wAbul7C3cPuPsXrc+376vO9oV0wBdCrVWecf/pK2Yyet81xIQSuPpPw9Hq/7ezfzn8DtbXrGdS9iSMauP37v/GwTd47cBrPDf2Ocakj6HaWc2H5R+y6ljY7UmpULJh9oaIu9N/ESGbjYpLpiC2d838qVCrkYNBFAZDONglFCLqggkkP/II6rSfNqt9hP8biA4/bUtKCDa4sEzOIWpUWmSBMEKEn5FDbYd4cseTlNnKkGQJBQp6xPRgYOJApnWfRu/43siyzNxNc/mi+gsAhiQPweF3dDqP/DsaQUNACgdIZpgyWDRpEYJCoMxWRmnrAcpqt1LVUUdIpabK10Y/hQExthuHrIfoE9+Hh/rdRf/dS6D4fcgYFs7Cb06FD34F1uPwq89Af3pHmVPS0YT/5cHckZHBLsmFAgVZ5izyY/PJi80jPzaf/Nh8zBozVq+VBEMCKuEnGr9VfwNvXgTXroTc8T/NOX4G7HY7L730EgUFBaSmptLR0YHT6cTpdKJSqZg0aVKnUMLn81FaWkp6ejrx8fGn7OdtNhvz5s3rIm6qqqri4MGDtLW1YbVacbnCgfRKpZKpU6fSv//ZBfr/0rjdbhYuXIjX6+XGG28kISGBVS8W4XMHmfNYOCittaaD5X/ZTWZBLA3H7EiSTP8JGRSMSuXdP+5k4IWZFE7P5YuFh6kttfGrv41CEMLtWL6nmS8WHiazIJbJt/dFEBQse2oXWoOaGQ8M/EF1/ebj4+z/ooabXxqDSq2kqdLBjpXHqT9qxxyvY/DkbHauqkAXpebyR4agPJEJumRbA1+/Xca03wwgPa9rAGzxhlq2Li9n1sODSM75fvcCe4uHP897lYE5/bjq1xN+UP1/CaoOtvH5a4cwxmi59J7+nQK2b3lp30ssPLiQLy774ozCUE/Qw4v7XuTDox8iyRLXnnctsdpYNtRuYH/LfmRkUowpmDQmKhwVhKQQWqWWlZeupKajhtu+uo0/DP8DAxMHolVqw5tKy4HVzRxYX8tVjxcSnWQ47fkBQlIIpaLrXNfj8bBgwQK0Wi15eXns3r2bQCBAbm4uo0aNCmdr/w/HbocOHeKDDz5gwoQJjB49+j8q46dAlmXs9l2EQh0ISh1KQYeg1CEIWgL+VgJBK/Fx56NSRZ14nyCjUAjIskQo5CQQsBEM2ggG2zudnaKjhxIVlYfXW4fNtoU269d4vTX4/U0nnIzCCNpM9hpvYoktDp3ayNi4JC5NTmZUTDgRiST5EUUXoZAbp7OYktKHUSq1hEIdREXl07fPP9Hr009zZWeP399CQ+MKGuqX4vM3fFs7oqOH4HAUoVRqkaQgkuQDQKmMwmDIoqOjBJARBC0KhRpJ8pOUOJX241Ec236YjjY7Wn00ecMnkNmvF2Wlj6KJbTxNLQS0mgS02iS02iTUmljs1mLc7uP4O5T47GoEKYHmgzLuZh2CUkm/iZMpnHUFBvMPc0qRZRGn8wDV1f+kte1LLOYBpKdfR23dElyuEgYP+rBTBPVLU1payrJlyxgyZAiTJ0/u8v371j3qrrvuIj4+/ozllJSUsHz5crKysqitrUWSwoGoFouFSy65hKioKAKBAIFAAL/fj8/no7GxkX379nHJJZcwZMiQM5a/YsUKjhw5wp133klMTAwOh4MPPviA2tpa4uPjGTZsGH379kWr1f5nDSHLyG9fTujwVoIXvkLrW6vw7N6NNi+PmGuuRpOVhSo+HlVsLILFgkKhQPJ4CNbXE6itA2Tkw2toe2cNfocaFDK6RBWG4aMxXnwF+kGDuwh4ACj/Eumbhfj3bEATrUI5+iYYcS8Y406q3ubNm9mwYQO33HLLTyq+DrW34y8txXv4ML6SEnwlJQSra0ChIG3eS5j/xbFMkiRef/11HA4H06ZNO6WjZiAQ4OtVq8h6azFyZSWazMyw27fFgtJsRmkxI5i/+1lTUEAgJoaoqCi8x9qpW7IHnajmUEodhj4ZdOvWjfT0dJRKJS0tLcyfP/8n6/MrKipwu90UFBQQCoWYN28eycnJXHvttef8XN/H8uXLKSkpQZbhsmtvpNwp8OnBJr45Vo0kS3hDBix6NVlxBjJjDRg0Sirb3AzMjGHupDzUyvD46siRI3z44YcolUqmT58OllS2lLciKBRcNzwLpaDgcIOT7olRKBTw+OrDHKhzMLxbHKN6xDMsJw69pqtoSpICHC55gJaWdWRl3ky3bvciCKf/HrpcRygpf50W616qOzKobDeiV7qJ0rgwqd2YtB70/gATqyuxSBaY9kpYJFi9HQ6ugMYDIIvfFagQCElJtAae/BcRU1cEgxJ1tA+NsgKNZwsa1waUig5kYxKiFE/IpcQeuhVRSMUyKRsZNZIvhOQNb7InhOT2IJj0qIUqoo7fjfLahdD9FONKew0c+wqK3oHWI3DX7vDc838YUfTQ2LiS2rq38HgqsFgG06PHo1jMXRMSNJYfYdvydxg2YzbpvXpjW/QmKAXMF1/cmfjqdDgcRezbczWSwo/KbUHXmIS+NhahXs2xXCuGQWUE3SrKV2fhC+hxqKOJ97d2Hh/UmYhOSSc5Pprju79h6PTLGX3l9T/4WmVZ5uiOrXz91mt4nI5wXy+G77fY1HSSTdH0CVxCS8+ltGevA2Bg5lvEdO/aB3n2FVG8djbeEQIKP0j6EL4DUXy6fzQZvnqiYyzc+soiFIKAzbaNg4fuAWQqK88jI2M7SqUB0R+i5PUsUvoNY+qtd1Exegz6/v3Jev+9Ls/q4hsG0nadg+ys2wmJHurr3yHG0Rf1Xw/R8lgQj0dL1QeZjPQoUQ720zquEuNTJjyKBDz33cu+ffuQJImLLrqIwsKwi7ZjzVoaHnyQ2OuvJ1BVhWvTJoDw+d95G8UpnGn8/hZ27pqCQiFgMfente0rQCYr81m6d595yvZuaFxHaemdDBzwLjEx3+/gLUl+Nm4aQjDoR6UKkZ//DKWljyMI8Ywdsw6lsqvITxQ97C++Cbt9J2p1DJLfgTYkMPD8LWi1iciyjNdbhcNRhMNZhNW6Cb+/hYJefyMpaSpNTR9TUvoghH0KiYsbTUrK5cTEjONIc4Di2nbydM/RYf+S3NwHycz4FZIsMP2VbTQ5fay7dzRxUd/1h35/K1/vexG3/VPMmg7a/XH0yHuBAbkjTwhKrbg9lXjcx/F4Kk4IuirwemtRuxNIP3wfGnsKCk24T1enRKHJNqPNMqPJMqPQK3A49mBr/wafrx6joTtZWbeecm4VDNppaFxBXd07+Hx1mE19MW4vxOgYjH5UdwJfnHA9VYA6yYAm20KwyU2w0U3yg4NRRoUFTGJHAOf6Gtx7mlEa1ajidChjdaji9agT9Oh6xaEQFHRsqUcOiJgnnNlZURR9NDevpa5+CR0d4SQ5el0mKSkzSU6eiV5/+vUjR0szR3dsJTE7l8w+/U47pwz6ffw/9s47Tory/uPv3dm+e7fXO9ePox4cIN0TFEFFUAFFxV6iRg22aJJfolHzMzFKQuzGGsUWbEix0KV3OOod13vbu+1lZmfm98ciiBTRYKL57fv1el7bnmfmmdnZmefZ+X6+n3m/vpvu5kYAevUbyOTZ92ONO7VkL6eKKIosXbqUrVu3ctttt2G329m4cSPr168nFAqh0+nIyck56bhCVVWqq6tZs2YN9fX138nBPEqUKD8+okKoKFGiRIkSJUqU/xJURUHxB479w/8bSO3t1E69CH1mJjnvvoP2FLO4R4kSJUqUKFH+/7CjYwcv736Zza2bybPnEQgHyLXn8vTZT/9Ly61317O1bSuXFF2CVqNlZ8dO3qt4jy1tWxiRPoJJuZMYljoMi/7YoC+/5GfmW1dz1fCZzOx32beuq/FAN4ufLadkfBajpxUet06P18mfH32HLHdvJt82iNySkwef/LciyRJ64WhBvCiLrGhcAfBf6QT2U0INh3EtXIRn6VKSbv85PfPewrVwIRl/fAzQIHvcKB4vstuFISuL2ClT0egEwl1dGLL+9cC6KFEAxCbP4UyUCVcUY+57bABZlChRfjgC4QDTP5lOSA5xSeEllKaUUpJccozrI0TGTC+Uv8D4XuMpTSkFIq6Nbb426lx1dAY6KYgrQJRFltYvJdmYQJ+OSu5tX0VQkQh/LfgtW5IoECX0qkpBWOHmKz5FSC5mUc0i5m6bS2egk7N7nc2d1t4UrvhTpFH6IKhbAxoBCifAzDch6ALbEccUVBVn7Uo+2/IUVZ4Gbpj8MhnpQyDkpeP18/mT0s5Si5HfjfwdF+ZfeNyx4b8DqXkX+pfKIpnG+1/yH+nD6WDZsmWsW7eO2bNnExf3HYVpJ2DevHm0tbUxe/ZsduzYwaefforBYCAlJYWkpKTDJT09/YSuUT9Wuru7eeWVV9DpdNx0003sXd7B9i8a+NncMnQGgQ0fVbFjaSPX/3kMsqSyaUE1Bza2oRU0KLLKzN8OJynLxsEtEdHTtF8OJb3ATv0eB0ueLyc1L5YpvxiM/lCw67oPqihf2chNfymjaX83u5Y3cva1fYlNPLlzyYK5Owj5w1z2myMB7qqq0rCvmw0fVeNo8qLRapjxwFBSco58B2FJ5o3frEeWFAqHplA8Mp30QjuqCm89uAFLrIHp95/YneSbOJq9xCSaMJh+GgklWqtdLH52F4Jey9RfDCYx03b4s0ZPIxd8eAG3D76dWwfdesJlPL/zeZ7b9RzTiqYhKzILqhcA0DehL+N7jWd89niK44vRaDRIisTerr1c/enV3Fl6Jz3BHuZXzmft5Wsx6Y4EFPrdIm/+dj35pcmce33/U9oWVVWprKwkMTERrVbLRx99RHNzMzfffDPp6ekEAgG2bt3Kxo0b8fl8ZGZmMmzYMOrq6ujq6uLKK69Ep9Px9ttvExsby/Dhw8nKyjomsM3j8fDcc8+RkJDADTfc8C+7W5wugsEWDlT8Dodj1UnrGQ2pJCWfS2fn54hiF4JgPSRoUk7YRqMRUA9dD83mXGy2PphM6Wj1qazzWXnPoWdXOBdVo+fmrGTuz0vDqjv5fnE4VlNV9TgZGTPJzLwSrfbUHEZOFVWV8Xj3I4kOnK5ttLcvIsbWj+Lih9Hp7Pj91bg9u/F49uD1VhJnH0Ji0nhaWz9EDnvJy5vN/hU7WT3vVXJKSik5ZxIFw0Yg6CL9VGSZFW/+iX1ffkl2yUCS85Ow2BIwWTKwWDMx2WIxWa0YLTac7a188NiDaAWB3iPHYjCbaa+pIjknj35lZ7Pz80XsXv4FepOJ4RdfypALpqI3fHeRTXv7YvYf+BWy7Eens1Pc+/ekpU09rfv1X+Xzzz9nw4YNnH322ZSVlR1+f968eXR1dTF79uxTEih++OGHlJeXM3jwYIYNG0YwGGTJkiV0d3cft75OpyM/P5+ZM2d+62/W5XLxzDPPkJGRwaBBg1i5ciWhUIhJkyYxePDgE7ZXgx58z9yC3NaMPjsfXUF/hMw+iM4woTY3YnMnodpaxL3bEdu6QY1spzYmhtQH7sc+ffp3Emeqm1/Fv+Dv+BmEr85HoLwcJAmNXk/cpTOInzULXWIi4Z4e/Fu30vXMs4TbI45TgknGGKdiLO6H8YxzMFKHKd2K9vyHCYoiTz75JIMGDWLKlCmn3J9TRWrvoOGaaxDr6w+/p8/MxNSvH6b+/fAsX0Goupqc11/D2Ls3GqORnTt3smDBAqZNm0ZJSclRywv39ODftBnfhg14V65ECWlI+NmjWAb3xphnR4g3nnC/qmEF1+d1eNc0I1l6COu7MbsKqE9dzUa5lZCYQXp6Bi6XC4/Hwz333IPV+u1Jlv5VvhKj3XLLLf+Si6GqqqiqeowDG8D2A7Us3LgfowBmHZgE0CGzdnc1daYi6jwKKlpGZ2zi8uKPsep9AISJwxvOoN2fSr0riQZ3OkHtQHY0BjizKIkHzuuDHR9PvzKPgDUdNbWYzfVuOjxHklBM6JuCSS+wqLyVzDgz6XYTW+t7KM2OY2+zG1FWMAhahubEc+GgdK4cnk047GTvvvtwOFYRHzeSHudGBMGKxZKH1VKAxZKHxVqA2ZyNToihuvbvtLe9h6ToqHIWkGdvxiT4ULWxGLQWLLKC1uUkpDGhkdKJE4Okt+4kxichqETmcIUTID4X4rJRY7IRvXF0v1OBHAwgDHdgzCnAq6kNDQAAIABJREFUaEpB0FhBibiTiE0epCYPUrs/omfQgCHehRLQEA4cGn/qIPmGgRjzv2UeEg7B3BJI7g3XfAJfHcfOBvjySdj5FihhMNrh/Mdh8L/fxe10oSgh2tuXUF39BCGxnZiYgeTm3EZy8sRjfr/ebgfzfn0XPmcPaDSMmn4Foy+98lvXoaoqGo2G6m2b+OylP2DLdGDP9WBL96PRQjggoDPL9LjSeHvdeZyfm84Vs6YR0lt5e/lOzJ52Cg1+gl2tdDc30d3aRN7gYZx/xz1otd9/LBjwetiy4H20gkBG776kFxVjjokFVaXt4feRFD+V9qehtIfkhqGUXPfPo7ap9sZZ1F22mbSkczA5U6jVvs2e1YOo7/cgu9es4rzOZVz6u/8le0BETBYINLCr/BZ8vkoErY3UuFto6Z5Dw4IMutvspGZkkZO7HNtaLflXP4F9amQcoQQCbL1/EJ5LZM4q24lOF8PBqj/SWPcPsv6QRnevLnzXB1gpnk939i+5JziPeuereOcUkdvQwsJLZ5Cdm0tXVxfZ2dnMmDGDUFUVtZfNhLw8lpedSWlJCcV19VhKB2MadHxxiaqq7Np1Az3OzcTHj8Lp3ExnZxExtmZsMQIjR3yOTmc7pl1F5SO0tLzHWWXbTyqg/Dq7yn9JV9eHxMaM4Ywz3iAkdiFozeh0x78OyLKfjo7PSIo/E++LJewcEIOqBZutL8FgC5IUGaMIgg177GByc287SpTlcu1Ekrpp9BaxtjrI5rpudjQ48YbCAAxMF/j9WR/g7F6BPbaUiuBs/meRm6euKGXqoAwCgSY6u5bS1bUcp3MzqqpiizsHgzEXn3MJotiB1VpIMNhMOOw+vF6t1hg5h1ryseqLMX1cihrUEj+tCMvA03d/UFVlRLEbozGZivfmYt0xFI1NQJ9oxT4ph1Ctm1CdC7HegyrK2M5NJdBvN8nJE9HpYr62HPWoY0NVVWTZi9u9G1n2k5R0NhqNFkWRjju/CAZbaGp+i5aW95CkHqzWItLTZ5AQPxqbre8pj8WCwSBOpxNZlklPTz/mWtvS0sLevXspGzsGZ1srOr2ehIys05p02+12M3/+fBobI0KroUOHHjV28/v9bNiwgT179nDppZeeksA9HA7z+OOPU1paygUXXHDa+nra8HeD3hwpUaJEOSFRIVSUKFGiRIkSJcpPkG9OeGWvj/qrriJ04AC6jHSMhYUYC4swFhZiGT4cQ1Ykg4cqyzRcfwOBPXvI++B9jHl5/6lNiBIlSpQoUaL8SFFVlQs/uhCv5GVC9gSuH3A9c7fPZU/XHj6b/tm3tldUhX2OffRL7IdWoz28zPcq3mPO1jkE5SDX9ruW3vHFfPzuGkJWLwklArVVrVhcCShCmMyEdHqnFDIgvR+DcvsTl2Djk9XLaXhHpb1XJY/+z89P2ofWahef/G0HqgpyWOHiu0rJLI5HlhTa61w0VThpqeyhpdqJKkP2VB1TLig76TKjRPlPoMoydVdcSbC8/LB7qypJJP7sZ6Tcc/d/uHdRfoqokoJzSQ1ydxBVVlHDCmpYgUPPNQaB+Bm9MaRbUUQZuTuI2OTFuaAKrVVP0nX90af98IFQUaJEidDqbaUj0MHimsW8c+AdXpn4CsPTh5/elaz7Gyx9kL0GAwtsVnLCEn20VorzJ2LrPx0yh0Ltl6AzQtGRTPV+yc8b+97g9b2vEwgHuDBrHLfX7CajaRt7z/wFfq2WM1bPBTSACoNnIY3/DV9ueYaF9Z+zWpAIazToVBWLVs8FRdPZVvkxB4kEDf5y2C+5pv8139r9cDjMzp07SU1NJTMz87iBj1/h9XoxGo3o9d8efO5yuXj7+Se4Lfg0vrP/iLXs5OPPHyuSJPGXv/yFnJwcLr/88uPW8bucaAQBs+1YYd2JqKys5O233z78unfv3kyfPv37u0X8yGhubub1119HEATMRivh+hSuvGMSaQV23vztBuLTLEy584jLVUe9m3XvV6HRwEV3l6LRaAj5JV65by2l52bTq288i58tJy7NwsX3DDnKhbZ+r4NFT+9iyi8GsemTWjrq3NjijUydPZj4E1xzVVXllXvXUDA0hfGz+hz7uaJStb0DjUZD4dCUYz7vavKwa1kjVTs6CYdkYpNMpOXbqdzczqSbBxy3zX8TjhYvC/+2E0Gv5cqHRiLoj5w3bvr8Jpq8TSyZtuTwfPbryIrMeR+eR749nxfPfRGAGlcNJsFEhu3EgVbXfHoNHtGDoiqkWdMOt4XI97nm3Ur2fNnMFQ+NOOH3/k3Ky8v58MMPAdBqtej1eqZMmcKAAQOOqidJEjt37mT9+vX09PRgMBgIh8P069cPk8nE1q1bMRgMiKJIRkYGw4cPp3///ofPlYsWLWLHjh3ceuutJCcnn1LfTjfhsI9gsIlAoJ5AoJEe52YcjpVoNHoK8u8lLm4YiiIiK0EUOYiiBNHrEwCVqurH8XoPkJg4HputD+GwB51gRW9IwKBPQK9PQG+Ix6BPAI2WbseX+P11mC052GNLsVqL8CsKrzc7eK6hA4cUZnxCDJenJzA6zkay4fQKmv5TeLsdvHr3rfTqN4BLHnjouHVUVWX9/LfZveJzfD3HF+B8RWxyCpc9+Bj2lOO7iDiaGvny7deo2bYZW3wChWeMIrFXDqgq5thYsvoOQBt04ln1LCEhFjEml5AxBVGUUeQwfcaOwxJrJxhsIRhsITZ20GkXl50OFEXh448/pry8nClTpjB06FD8fj9PPvkko0aN4tyvuQCdDFmWcbvdxMcfyagfCoWorq5Gq9ViMBgwGAwYjUaMRiM2m+24YyJVUVAlCVUUI0WSQKNhR309n376KaqqEhsby5VXXkla2kmc8VYtof3B+wl2yCesg0bFEKtijBEx5PRCP+lOhDg7liFD0H2LC9apoAQCBHbuxL3kU5wffQTh8FGfmwYNJWbi1chOL+HWNsKdnSghAVVREau+QFA7yL3/AvRXzOWDDz7g4MGD3Hvvvac0TvwuOD/8iNbf/Iakn9+G5YwzMPXti/A1YbrU3kHdjBmEOw85sAgCQYOBxrIypsz9K2owiH/bdvwbN+Bbv4Hg/v0Iib3RpRShz0pHG38G6teMX4VYQ8TFIs+OIScWfZoVjVZD2BHA8W4FUqMHBvqoTLmbgoK7UVbY0Vdl4EndQm3xEvZ1DqLBNZTM9CyGDShmzcEulu5rx+kXsRh1TOyXyuSSdEbkJSJoT49DdCAQ4K9//SuJiYmkpaURDocPF6PRyMCBAyksLDxKlOdwOKiurqanp4fu7m56enoOX+NuvfVWYmKOjGvL6zuZ+cJ6AurxRdsFiRr6mw+SHbOb0l4rsduHkZx0Dmg0+H1HnEO+CurXak34hUk8sHQsXtHIYQUQkGA1MKYwiTMLrJSmt7Ot3s2vF0OC0c0DYz5lffNgFlb24U/TBnLpsF4ERJnNdd2sPdjJpoomGju6uH5MB32sb4DqYUPXdeRkXUmivhyLugEjTahSPaLYctQ2KKqG5Q1noY25ntkThhLfWIG0bTXhxjbCARthNYswWajqkeSoYb0bb+o2Amn7MSflYpHz0Xba0bbHoOm0oAlrUQxBGoY8Rii24XA7QbBgMmVisRRgjy0hNnYQVmNf1A4IVvYQ3NeN1qrDPCAJXYoFfYoFIeYUk7JueA4+/zWceS8MuxHWzIHtb0REUUOuhZG3QUL+EZHUjwyXawdO11YyM65Ep7MiyyE8nt24XNtwurYjiQ7QCHi9+5BlPzExJaTG3YS/w0bA7UYKBQn4A7g9Xny+AAG/H09TLbLXRcwld9C8fhkxTbs44+b7KJsw7pj1H2hzM/udndR1eUkUu5hkaMJWvYHUvEKGXzwDVVEJh10EwuUElV1UuFJ4bMsEHppawjWjcv/t++ubeD4vx7XShc32CHtzqpFlgbEzy9GaIwIA77p17H/zetyXyZyxvQdb9oWs1vXh9i2FvHnrBJ5bdoDCZU8yYPQYptx5LwAddTVsWvAWPu0CfG0WAm3JFM8sx7JRQ2P9aLqEVvpeXgU+LcpLmWgvvJTujla6G+rILd6BeZCBsgk7gIiofeeuGxAXDyR3cQXu32Tgyarnj5qHeVBZjRxcTtOCSZzx5Uq+mHgupTNm0NbWRktLC7+4+WZqLr2MQEcHi885m6DZTHx8PL/4xS9OKkRpbHqTysrfU9z7YbKyrqKrq4tnnnmGc88tIBh6GKMxDb0+Hq1Wj1ZjQKPVo9UacLt3ERMzgNLBr5/y/ne7y9m2/UqGlL6J3V566l/cISdt7/Qnabe4cbq2YTb3wh5bit1eitVaiEZzfPHcqooOrnttCxoNFKfGcEZuAsNy49FqNMx+dwcT+qbw+3Obqah8mKAYoCkwjLI+vXE6N+H1HgDAai0iKWkCGekzsFhyAZCkHg4e/COi1I3JlHFIRJqPxVKAyZSB5tA8r3t+Jf7t7ST/rATjKTgif19ceyvwvNkReTG5m4ShgzCZMtBqDaiySqiji/LGG/F49yIINhISRqPR6AiHPUhSD+GwF1n2Hyo+ItedCCkpk4mPG05V9ROkJE+ib98/ARqczs00Nr1BZ2fEMT456Ryysq4hPn7Ud3YJ7uzs5JVXXiEYjDjMJiYmMnr0aEpKStDr9YTDYZ5//nkcDgcXXHABw4cPx+l00traisvlwmg0YjabMZvNWCwWLBbLUUJrSZLw+/3YbDYEQUCWZVpaWqivr6euro62tjaSkpJwOByEQiFGjx5NXFzcUXPWf4V58+bhdDq54447TrmN2+2mpaUFs9mMJEn4fD6KioqwWE5jIqfWXfDaZOg3FS5+7vQtN0qU/0KiQqgoUaJEiRIlSpSfGLLLRf1VV6PPzibjsf9FGxtL8y9m41mxgsQbrkdqayd08CBiTQ2qKKKxWOj13LNYR46k64UX6Jz7N9Ife4y4aT/dTLZRokSJEiVKlB+OHR07uObTa/jDmD9wUeFF+N0irz/3GfPi57D0hiVY9ScPynp9z+vM2TaHu4fezQ0DbqDD38GD6x5kXcs6xmSMIdWayocHPyTFk8O0PfcAYLLqCfqk4y5P0Sj0G5fG3g2NEBIQVB1j78hi0IDex63f2eDh47/uwByj58I7Slj0dDliMIw1zkhPmx9ZUkAD2iSRGstuyq0beO9nrxJnOj3Z8aNEOZ0E9+2jdtp0ku++m7hLZ9D6698gtbSQ+8/3Dt8EjhLlu+BcWI13XQv6TBsanRaNoAGdNvJcpyFU40Jr0ZM4qw9dr+1FdkYiqgw5sSRe3RfBFnUUjhJFUZXjBsd/Gz7JxyMbHqEr0MWI9BGYdWbCSpgYQwx2o51YQ+xRjwurF/LElicQFRGAGVnjeShoAHM8xKRBbAbEpEceLUnwfbKsejvgqSGQPRJKZkLH3kgm8OxRcIpZnnuCPbyy+xXeOfAOKiol9kK29exH0Ag8l30RNr+Lx3u2EfB30C4IuAWBRFXDhUlDmDJsNuatr3Ffy+ccNBoZGggwOncCZ464h6L4olNa/xdffMH69esB0Ov12O12YmNjsdvt2O12rFYrsixTXV3NwYMHMRgM9O3bl/T0dMxmMy6XC5fLhdPpxOVyATB16lTWrFlDc80B7pefYrkwjoG3vERKyn9GHPLVPdvvGqzi8/lYsGABlRUVjC/ph+r3YouLx5aYhC0hkZiERBr2lrPy9ZcwmExc8sBDpOYf30n1myiKwpo1a5BlmcTERAYOHHhSEdpPkYaGBrZv305FRQVhp4nJ51xCekEc7z++lbIrC+kzKv24QTcLFy7E4/GQm5tL2wYDHXVeZEkhLtXCJfcOwRJ79LVUCsm8fM+X5AxIpHZXF33HpFNX3oXJqmfm74YjCMfuV2eHn7ce3Mj4q/rQb+y3Zzk+EWIwTO3OTg5sbKOpooeYBBNXPTIS7XHW+d9G475uPnlqJyMvzmfoebmH319cs5hfrfkVL018iZHpI49p92XTl9y+/HbmnDWHibkTT3l9b+9/mz9u/iNwtNDT0exl9TsVtFa56DcmnfFX9z3cpra2lvLycurr67HZbOTl5ZGfn09WVhaSJPHMM88QExNDSUkJPT09hwPCToQsyzQ3N5OSksLGjRtZtWoVAKNGjWLcuHGUl5ezefNmOjs7sVgsTJw4kYKCAubOncvgwYN/EKeUb6KqMp2dy/B69xMINERKsBFR7DqqnsGQQnraJWRmXonZfHIXXFVVURQRQfh2oaY7LLPR6aXCF8QvKwgaDbKq8maLgy4pzLj4GO7LS2OY/b8nMYCzrZWaHVs4uGk9rQcPcN2c54lL+3ZHFjEYIOB2E/L7CPm8BP0+Qr5ICYsh+p45ntikrwnnwiEQDEeC1xUFqpbSuPhZNu520BqMQ5JP/TqX3KsXlz38BCbrsS4IPzZkWeadd96hurqamTNn4vf7+eSTT7j55pvJzMz8t/RB6uigc+7fcC1YAPKx4iVjnz7ETJ2CPHYs8Tk5GI1GZK+PUMUBlEDwkHAqhBoKEVi/nJ4FX6C3qiTddDXmSbMIt7Yg1RxA7qjHkGDCkCBgsIbRhLoBDYz7FViPiJ9UScGzuhH/7i6EGAOC3YgQZ0QXZ0SXaMKQY4/MVU8RsakZ/5YtKG4X2lg7QnwO3k0Scs/XFEI6DVo9KMEwaDSEds1D41hJzq8upr7Pdbzx7vvMmDHjGDHpv0rrQ7/HvWQJvTdtPMYVQZUVFJ+E7O7EuWwlTbt6MIYTsersiJteRJekRaytjQjW9HosQ0ajLzwfxZdwZLNSzRimgtVcgFQfIFTnRqx1IbsjcwiNScCQHYtY7waNim6iSKXyK3SGXuwP/Zk9LS6yq7uZ5tbjtbbQOfRJWhUtbx+YQXlXfyyClpszEpDTrdQGRFYc6CAgySTZDEzqn8b5A9IZlhuPQdDS5g6SFmtC+z0EUmvWrGH9+vVoBB3dqpWWsJVm0YxbhHR6mFRk4+fXXo4oiixbtoxt27ahKAo6nY74+Hji4+OJi4tj27ZtFBUVMW3aNHbseB5fuInN9Y3YdC76pAoY9EZkFeRIPhgEPGjCNXwVVG6znskZZ7x4XAcVSerB5dpJZ+cXtLTOR2/IpLYjixanQHavIRRlxGHTVuDxlOP1VvKV86AhdiZKcDNhsRaA+MQLyYkdhbn5IGFXNWFPA2FfM2Gxh9ZUI844Az5nLF94fs2ejmTqHP5j+pJolumX4kYjN3Gtdj520UT86N+T7MjGs64VNRyZy6mqQljnR4kREJKsfNjiwWmP5Rel8XRt2YW5KwVBPTKeVTVhgjENBOKqCMZVIaa0kNvnZuz2UoLBZgLB5shjoBGft5JA8CuBlAartZD4+FH0yroGnS6GQLCZ2JgBJxRAfBNVlWlrW0Bg19/J27gBjVYHaGDI1RFhlP3H7Xrv99exZeslhMNuDIYUzKZM3J69qGrkt2g252IyZaAqElZrEZ4mO7sXVdLTerSoTQUkjR5JqyOs0RPSGtgUP5w6Sw4ZMXrGV7yNKexjZ+l1xCQmkRRjIslmJMak462l2zijayO9gi1oQj4UtNTEFvE///s7slKOjBE73EFe/LKGV9bWctu4Ah4479jECqeVsAjd1ZDS96TVZLdI25ytqGGFgPl9GkYtZIDz16ROvwnV2UTtjGk03ejAZFEYXh8PQReP9V/I6+vr2f3wRPY0u3j2kT/SP1TNpb96iG2LP6Zm+xYMZguDJ01G0Olo2FNO/nlt+DrWEZo3CNMII/KQTQB07o6nfWMmSXn5BBwOUsdtIzU9n+HjFkb6J/tZtWoQ7TvjKT1YirLxS7r+Gk+bKqO6raQF6mnrvo9BTz/FzsGDGP344zQ1NbH0iy+4rKUF1q5j1bizyL/oIuLi4vjss8+49dZbTyg89vmq2bxlCnFxI9m/7xxyc/NQFIVly5Zx11134Q8sw+FYjaKIqIqIoogoqhR5rcrk5d1BSvKk7/RVqapyWCR0yqyZA8sfgftrwZLw7fUPEZRkJs39EkGr4cPbRhNnOXqe/OraWh5ZtI+LBmfg8bVTZP4HY7KbCUud2GMHkZQ8geSkCYfFT4e3Iaygygpa47HiVzWsEKp3E6pyEqxyIjV6iDm7F/aJucfUPZ3IXpHWP2wibOuhetQ9oFEBLSZTOmZTL6SwE5+vit5Fv8Pl2o7bsxdQ0Ak29IYEdIINQbAg6KwIggWdYMNmK8bj2U91zZOAisVSgN9fTVLSBILBJrzeA+h0djIzZpKZOetb50wnQpIkXnrpJbxeLxdccAGSJLFp0yba2tqwWq2MGDGCUCjEunXriI+PJxAIMHbsWFasWIGinNiBNz09nbS0NOrq6ujp6QHAZDKRnJxMW1sbkhS5X/yV03hXVxeqqnLxxRefVKx/DEE3aLRgtMH+hbD57xCXDakDILU/pA5g3Y79rFm6kNt/diM1nX4EQTjueDAcDlNfX8+ePXvYtWvXMdtns9mYPHkyxcXFp/b/WNAN9etAFkFVQJFBVSPP5RAsexj8XWCywy+rQfjxJX2IEuXHQlQIFSVKlChRokSJ8hNCVRSafn473nXrANAlJKAxGpEaGkh54AESr7/uSN1wmFB1DS333YdYX4+xqIjg/v3Enn8+GU8+8Z2DJ6JEiRIlSpQo/z94aP1DfFr7KasuW4VFb6F6ewef/X0PDfb9XHHvGAanHMl8rqgKrpCLeFMkI22Hv4MpH00hrIRRVIXbS2/ntT2vIcoi9w67l5nFM1FUhQfXP4hlQz6JDQWUXd6buvIuevVNIGdAInJYQQzKOL1uypt3s2btLoo7hxPWilSXrSRr3UisdiNlE0oIiwqKoqDIKoqiosgq+9a2oNNrGfPzLG7ZcAPXJt+KaUMuphgdXms3u/UbWSEtxi94KEku4br+13Fuzqll4I3y/ZHdbsJdDrQWM1pzpKDXf6cxqaoooNH8KMexoepqnP/8Jwk33Ig+9fQFSXe/8Qbtj/2RwpUr0KdHgtG+6Q4bJcqpEqzsoevVPdhGZxA3teCkddBq0JoE7JPzEWIMGPPtaHTfPyha8fnQmM1HAr9UFd66NHKD/OLnT1lwESXKv4O9jr08vvlxDFoD6bZ03CE33cFuuoPdOIIOQnKI6UXTuXXQrSSZT57NvtpZzZa2LZh0Jt458A4V3RXkx+VzsOfgKfVlbOZYLi++HKl5K2XL52BQ5SM3yL+OVg/pJXD+E5A19OQLDTih8jNo3wstO6BhA9y2AZKPLzI/Vdp8bbyw6wXWNq/l4sKLWd6wnDZfG5IikWBKoJ8pGZvfyaTiGYwacBW6r27g+xyoTw1GCrkxjL0bJvz+lNfZ2NjIq6++SklJCYWFhTQ1NeF2u3G5XLjdbrxe7+G6VquVIUOG4PF4OHDgwOFMtgAWiwW73U5cXBxtbW04nU5UVeW8SRMZ8cVk1mtH0lh07Qkdlf4VvF4vDQ0N2O12kpOTMRiODv4RRZF58+YhSRKXXXYZFouFzs5O0tPTj8qKHwgEcLlcBINBLBYLBw8eZP0nH6K4urEpYYKuHrSCDkUOf7MLZPUdgKuznYDHzSX3P0T2gJLTvp0/ZT766CP27DzAiF5TEHRaDm7rwDKsgc6uTq644goyMo4Ikb7K0G2xWPD7/QzqPQLXrhgGnJXJwPG9jnKC+jofPrmN1ioXGg1c+6cxdNS5WfL8bsZeVsSgs3sdU3/3qia+fLeSKx4aQUL66RFkeHtCaLRgtf9nXb0UJYwodhAKtQFaTOYsFDmIKHYSEjsQQ52ExE5QZbRaE1rBhKA1odWakMJOgsEmUpIvID5++CERoXrCYL4lz5fTeKCHqx4eiTUust0hOcSE+RNIMifx+nmvYzcenRl89orZ7OzcybIZy9B/h0CkrkAX58w/B0VVWHDRArJM2WxZXMeu5Y0YzAKjpxXSd1Q6be1tNDU1UVFRQVVVFUajkdzcXDweDy0tkUBZvV5PbGwsDofjewspZFnm5ZdfRhRFbrnllsPnHlVVqaurY+XKlTQ0NJCTk0NDQwN33nknCQmnHtj4FZLUQ23dc8cImUBFkpxIYjcmcyZWSwEGQzKtbR/h8ezm64GBZnP2oXLkuV5/ehOZuKQwc+raebW5k/ChMJlDfoYAlMXbuC83jeFxP37RzclQVZWqrRvZvmQB9uRUYpKS2frJh4QlEZ3RyJlXXMuQ86ee/hUrCjxdCuYEmPI3aNwEm14AR1VE1D1gOsreBfgc7Wg1Kh5THk0+G1pfO7ayWzBlD8LgrcforMTg2EP7wb0saOhDSkFvxl5+Ddn9S44RmPzYCIVC/OMf/6Cjo4P4+HgkSWL27Nk/2Nxe9noJHTyIRqvF/dnn9Lz7Lmo4TNz0aejT09EoITSBDjS+VhRnB+4ageD+CtDpMOblgU5HqLIiohY5DvH9taT85S20OYOP+/nJCDtDdL28m3BXAEOeHWSFsDOE4hEP/+iEOCOW0hT06VbEJg/Bfd3oM6yYihNAUVGCMmoojCLKqEEZJSSjSgqoKuHuIOEOP0KskfjLeqNPs6I1Cofns+GeID3zKwnVuAhseQFdaBfxZw3n85g8pKw8rrrqqpP2X5VV/OWdmPsmoDUd/7r+dWouuhhdUhLZr7yMqqhIrT5C1c5IqXWhigq6TCuujh6skoGQTcWkMaD6fYRr38Q0sAR9rzOQ3TbEBi9oIOasXljHZtDVuIKa7icJhGoxGlLJyLyc2JiBWK290QUSEOs9iLUuQnVuVItITe5vCRrq0GjNvLjnHjY1pZIcY2RARiwTjCbG7nOjMcg0lf2FINVYs/5JboUJaU0zaECfaQOTjk4pTI0nSKXTj1GB0egQgDWEybWZGJZkI64sC3O/xG/dP3tbXPxzSyN+UabZGWB7Qw9BKXLc5SdbSbAY2N7Qg5Ug/7yuhIr9e9m1axdDhw5lzJgx2O32o4KN165dy7Jly8jNq6VXr7VIsg63GEOMwU5aUiYqkQCtcZ4RAAAgAElEQVRjlcgYQRDMxMYORidk8/HHq+nujqVPn75cdNFFmE+SgMjp3Er57t/i8zVgMIh8dfDqdHZiD7kk2WMH4XB8SVPzm2i1JgaV/J2eng3U1/8dleO7qekwktKeSJ+KcjTnPoo6+k7a3EECokyPX6LFGaDFGaDVFaTZGWBEcC3XNj3MQX8hgnoXVn02nYE9VHtqEVL0dPs6cDs6j5oDOA3xJKo+ZEkkLaeIXil9kQMSbU0HaXfVYoqzUTxmDMWjRpOa1/ekQmJR7MbtKcftLsft3kl394bDwh+A5KRz6dPnf2lr/wSf7yCqEkZVwyiqhKrKiKIDv78GrdaARiMQDDYDUBQeRHYoG8beDfE5h5fn6F5Lfd3zJCaNJyf7JlRVxe+vxdG9GkUOfm2s0AudLg5VlfB49uB278bj2YvHuxdFkchIn4HN1gdRdCBKXYhipOh0dpKTJhAXNxyt9tt/318hSW62bb+MUKiTPn3+QHPz2yhKiDj7UOz2IdjtQzAYjvweVr35CtsWfURKXiG7rH1Y1W1m5MA8UuLtJMZZSLaZSLQZSLIZSbAa0Go16LQaUmKM1FQc5KOHf4lGkVE0AgGdFa/WjF9rIjvYjNGop3jEGDL79MOQP5CpL+9kXHEyT18xhBUHOpi/tZFVlZ3IisqlQ7N4fHoJWtTINdkUC4EeqFsLnlYIeSDkBfGrRy+IfjBYIKEAzv9TJFHLiVBV6KyAj34WcTYZcg2c93ik/QkIO0M4F1YT3OugbuSDWDcHGTx+Ep75L1PTasVxd5i+eb+lepODMw88yh0JL9Kq68UHPxsGOiM3Pv5P+m1/AwCTLYahF1zE4PMuPEo43dL6Pvv3PwAvpBMz2oKnpBqvoze2hEqSnzDR54XFVCxeQGvBM9g0oxg9KbI8d2cHq5ZNwGQzcfb4FdRNvQgxW6b5mma0KBgqNQjFLxP36KP0aDT0v+8+HG2tbFuyhIG793Bw+BkMevRRcnJy8Hq9zJkzh7KyMsaPH3/MflAUka3bLiUYbCYp8Wn++c/PgYjQIiYmhltuueWUj88fnLcug55auGPLd2r29PKDzFlayZs3DufMouO7zj63qoo/f1YBwJ+mDeTy4dnfem/E8e4Bgvsc2M/PwzwgCdkVIlTjIljlRKx1RcYLWjD0isXUJ4GYsqzvJL7+vvR8eBBjcTxSVgN+fy2BQGOkBBsQxW7y8+8iLfW7J55wOL5Ekpykpk6hpmYOdfXPY7P1ISvrGtJSpyII3z+ZnsfjYdGiRVRUVDBr1iyKiiIJi1RVpba2lnXr1lFdXQ1A//79KSsr44UXXkBVVYqKihg3bhxxcXGIokggEMDv9xMIBHA6nezfvx+Hw0FOTg6ZmZlYLBZaWlro6OggIyOD3NxccnJysNlOMv8Kh6BqOcSmQ3wemL8xR+yugdcuiJy/8sqgYnFEBCX6IwKjQyiGGLSiB4AOEtnOAEKDr2fEyFEYDAZqamo4ePAgNTU1CJKHBMFPZum5DCwZhCiK6PV6VFXl008/pb29HbvdTklJCSUlJcd3VFbViCBr9ePgd5x4+6zJESfE5Y/AdYshd+ypfXFRovw/JCqEihIlSpQoUaJE+YkgNjbS9cyzuBYsIPW3v8XUvx+dc/+GYLdjGTGc+CuvPO6kP9zTQ+vvfofi9WEuHUzijTch2P57MhZGiRIlSpQoUU4ffsnP2fPPZkL2BP4w9g8A7FreyNr5kWDd2EleZl00Ba1Ww37Hfh7d+Ci7u3ZTklTC6MzR7OjYwY72Hbxx/hvMXjmbdn87A5MG8tjYx8i156KqKmFRQaOF1+5fR25JIude3/+kfbp/9f3sKq9E1sj8eupdLP58DQXbyo5bV6vVEJNoYvLtJTxQfjcbWjdg1VtZcNECHtrwEOua15FkTmJKwRQuLriY/Lj807sDoxxDsKKCjj8/gW/TJgh/I/BWECKiKIsFU//+xE6ejCE3F11yMrqUZFRJIrhnD/5t2whs245/xw4Eu52suX/F2Ls3oaoq9Fm9EGxWZKcT+ZCLA1/7X1OXlobWZPrBtk8RRZzvvkfHnDmooRCGnByy3/gHgt2OxmD4l4Oxmu68k+D+AxQuW3qaehzl/ytKSKZ9zlY0Zh2pdwxGoz+x8Mj5aS3+be0k3TAAQ8b3C/ZURJHA9h341q3Dt349wX37iJsxnbRHHonMW5u2wctnRyoPuxEmzzmSHf6/HEmR8IgePKIHr+jFLboJhoOMyhiFSffDna+inBrvV77PY5seI94UT6ollXZfO3aTnQRTAgmmBBJNiXglLwurFyKrMgmmBCbmTOTeYfdi0plQVZUD3QdYWr+UZQ3LqHXVHl62STAxZ9wcyrLKcItuAASNgEf04Aq5cItu3CE3LtGFO+Qm0ZzI5PzJaFvL4eVzIKUfzJofcX/ytoOnDTwt4G4FdzOU/zMSrHTuIzDmF0dvWKAHDiyBfR9D9UpQpIgrg1YXya5ddt9p35dNniZmLZlFTmwOc8fPJcF0kgD6vR9HhFnjfn3KzlaSJPHiiy8iSRK33XYbpuNc78PhMIFAAEEQMJlMh4MkVVXF5/MRDAaJjY09SnwUCAT4+OOPUVWVyy+/HO2f82hKHMPLzb1Pm3ODJEns37+f8vJyqqur+fo92YSEBNLS0g6XLVu2UFVVdbiPiqIgSRIWi4WMjIzDwq9QKHTUOgxdLRg7WzBabaTmFVB63hQKhg4n5Pfj7e7C2+3A0+NAZzDSZ9SZ+N0u5j/6P3i7HVzx6JMkZh0rvvn/yrp161i6dCnp3rHIPi39x6WzumL+YReCSy65hP79I3OaVatWsWrVKu655x4+/vhjOjo6uOuuu9DpTh5IuXlhDVsW15HdP5Epdw5CVVUWPrWTjnoPsx4eiTnmaIHcJ0/txN0VYNbDI/9tAnlVVQkE6nC5tuN0bcfl2o7VUsCAAX875Uz/J6Ku/kU6Oz8nFGyLiJw4ceboCJpD5dh6Go0BVZVISbkAt3sn4bCbtLSLye510zFZsF2dft7+/Sb6jk5n3KwjmfA3tW7itmW30TehLy9NfAmLPhKs2env5Nz3z+Waftdwz7B7vvN23vzFzTR6Gnm+8E1Wv1OJzxmi35h0Rl5SgNlmoKGhgVdffRWIZMM+88wzGT58+GHnsUAgQF1dHTU1NdTV1VFcXMyECRO+cz++QpIkVFU9RoAJERHmP/7xD5qbmxk4cCDTp0//zsvv7tnA3r33IEk9mEzHOpfp9XHo9XGHggDrUVUZgyGZosJfk5JyPlrtyZ1I3Z0duDraMFptGMwW9EYjepMJvcH4rfMwSVHZ5fGz3ullfY+XTS4fQUXhyvQEpqXGMzjGgkXQIqsQVBRsup++aL/pwF7WvPU6LZX7saekEvB4EAN+Cs8YxbhrbiI2OeWHO5907IfnRkaysX8l5s4YAqNuh34XRbKbS0GoWgYd+yLFUQ3DrodhNxy7vHVPcfCDuXzuGEwoKJJTUsr03zzyo08Y4vP5ePXVV3E4HIwZM4Zzz/3uSXnCDgfhri50CQkEdu8msGMnSigI4TCqJKFKYeSeHnwbNqCKh8QIWi2xF04m+aLhGOreiwjhfZ2HlqiJzMOKJhIc+iiuTxYg1tejel2YvOux5CegzR2CRq9Fq4uIibSxsegm3A3Wbxe5fBMlFKbz+XLCPUESZ/XF1PtIAL0aVpDdImKzB9+GVkK1roi2RKvBWGBHavai+I/+X0mj16IxChGhk14LaBDijBiybFhHpp/Q0ViVFDr+Xo7U7EYJuNEa7aiqQqBjF7v7Spxx+aVkZ2cft613UyvOj6ow5MaSdMMAtIZjzw/BKieKV8RYaKVy+HCSbrsNa9lMnAuqDm+DLtmMsSAO1SrQtqYKSZIwnp1On3NLERs9dDy/C8FuQHaJoKjoUsxYBqdgGZRM0NjA/gO/we3eidVahCH2Mto7lmCQdxzug04Xg9VajM1WjMWSR13dcwiCmfSM3zD/3RXMD57Ji9ePZWjOke9AbPTQ8exOzGfFU26eSbJ+MnFLpmIqTkBI1hNq6EEj6lFDMkogjBIMowCNdh0a/GQ6BZyKgiroSJJBn2VDsOojLtT6iBO1LtFMTFkWIUXh4YX7eHdLAzGCgM2qJ8FmYFhOAiPyEhiaaSdeUtHoBVa19nDTm9s509JKgdLEqDFjCacU0+rYQ7q1gzhDKyZNC7JYh6JKtLQkYovZxF5HPz6oupU7B+mZNums4zp5fh2Xy8XWLZvYsW4FidnFXHXVVej1emRZPhzAbTabiYmJwe/38+yzzxITE8ONN16HJLUCGszmnGPORZ2dSzEYU7DHDoLNLyF/dh/OosGEhs9CH5uHThd7uBgMSWjRUfG3q9i2q5nhQ3MpOv8acDdFnCKS+0SKNREUGceTZXy0J47S+MtJMvVie88SWsQqJt52L0UjxkSOd0XB73bhcXTxxcpNbFuzllElBUy84goSMo6MjcKiSO2Orexbs4Ka7VtR5DCp+YWMvmwWnXW17Fy6hDGXzmLA+BOfu0KhTlpb30ejEVAUkZrauXw1ZjMYktBo9Gg1ejRaHRqNgE5nx2rJR1ElJMlJetoltLV/Qnf3lxQXP0pYcuEP1BPw1+EP1BEMNiMIVmTZR0b6ZXh9B3G7dxy3L4JgQ1UlFCUyT9LrE4mNHYAsB3A6Nx9VV6s1YNAnIUoOFCWEThdHctLZJCdPwm4fjCz7kZXQof+cVVRVARQEwQqolO++Db+/jsGDXiUhYfRJj7OKDWtZNPdPDJ40maWxo3l3axOPXjyAq0fmnLTd12mrPkjzgX34nN34nD34nD24u7tJyc7hrKtvICbhSMKWF1ZX86dPD2A363EFJFJjjUwfksWlw3qRl2SF9n2w6K6ISPmonaIDgw2MMYcebZFHgxVEX0QslT0Spj4FG1+IOD6FPMcWVQZLIhSfDzveirhCXfHuUQK3byK7Q7Q+tpmeXu/i4nMGbPbiqM2kY6aEOFCgx/Y+T81fwQrjfTwg3cxZRYlc0Poc3LmNVc3wypN/pWxwIdfeeCUG07EiEJ+vho2bzsX4vhWlL0gZQbZWXcGokYvQVHvI2Xw2wqAcDhS/jLdqCBf9bD7uzg4WzX0cTeIGUgZ3UnbmNsRt+2i47nq67+9PMHcH+u06Mi5ejHXePJzvvoeUroCqQd+mwd+nD/3feRvT1wSWr732Gn6/n9tvvx042gm6unoOdfXPMXDAc3z2Wfthx9b29nbGjx/PWWeddcrHyw+KqsKf86H4Arj42VNu1uEOUvbESsYXp/D8VSdP5vPBtiaqO738clLxccd6qqLi39YeuaaKMu1zt6ONMUQE1l9Dl2LBVBiHsTAOY779lMTMP0WCwRaMxvR/eVy8e/duFi1aRDgcZsKECYwaNeq49dra2ti3bx/Dhw/HZrOxefNmgsEgY8eO/eFdw1f8L3z55yOvzQmQkH+o5MHOdyJCzvxxsO8TGHQ5TP4L6E3g7YD2PdC+F7W7htW7ahGlMP2EerLkBppIYyf98GIlBQe99D1karqwiIfG0HHZkXmMJQl6jYDskYRlmX379rFr1y5qampQVZWMjAxKS0sZOnRoZH+oKnzxW9jwDOSdFflP1poUmSdptPS43FRUHqR0yFD08ZmsWb2aso3XoBl5G0z8ww+7P6NE+QkTFUJFiRIlSpQoUaL8yAns2Uv3q6/g/uxzEAQSrr6alF/e96O/qRMlSpQoUaJE+fHiFt0YBSOyInOg+wB7uvaw17GX8s5ymrxNvDrpVc5IOwOAdR9UsXtVE22mOpI9kSAAVR/Gq3UT1ovEphr5Mv89Krz70aDhrqF3ccOAG6jormBX5y6mFU1Dp9URFmVWvLGf6h2dZPWJp2FvN1PvGkyvPifPKv1/7J13mBXl2f8/c3o/23uBbbD0XqSDgHQsNBGjUaOoaTbyWvJqEks0RhORGAUrdlCUJgjS29JZWMr23ss5e/o5M/P7Y2AJUi0kvvnt57rmOrszz8w805+Z5/7e36KWIqZ/MR29Ws/W2VtZUbCCv219FVElElIFuC5tPI8MfIQwg72tfbT81HKe3PUkt3W9jaXHlxKmD6PB28CC/guY3Xk2mu+Q0bGd747odIJKjeRooXj2bJBkwm64Hn1WFpLXi+z1Inm9SJ7Tv62tuHfuJFRX17YMlcWCHAi0Be7o0tIw9u6Fe8dOxJYWVAYDYksLqFSow8IQm5ouWBdtUhIdl32KOuzHyRguSxLBsjK8R4/hy83FsWY1Yn0D5qFDCZ89i6oFv0Nyu5VtsFox9uyJsVcvjL17YezZE/WlMth9e12yTP7ga7CMHEnCc8/+KPVv5/9fWtYW49pSQfT8nuhTbZctL0syguoy75yhgJJJMWuC0oEIiEX7qf7VHbjKQsgBETQajL16og4Lw7VhI3FPPUX4rJmw4j449jn0nqtkQLz2KRj6mx9jU3/SHG04yl3r78IVdJ037ZbsW1gwYMF/oFb/GZwBJx+d+IjtldsRZZEBcQOY3Wk2sebY77QcSZZQXcTp43I4/A52Ve8irzGPnlE9yW3IZcnRJQxJHMJzQ58jzHDxZ0exo5iNZRs51XyKtcVryQzPpKOtI8caj1HpqkQlqOgX24+xqWMZljQMSZawaC1tLppXvoEiLL4WHBVwf86lsy37nPDFfXD8S5jzMaQMhOMrIe8LKNoMUgjsKdBlKnSZDol9r1h09H3xhrzo1frvfYwuxddff82OHTuYN28e6ekXdrn7UXi5O2LiQP5SlElcXBzz5s37QcEcLS0tLF26lIaGBmw2Gz169KBTp064XC5qa2upra2lpqaG5ubmtnkmTZpEWloa69atw2KxkJqaysmTJ2lsbGxzsjrzazAYKNizg6NffEL2sFFMuO+BK/6G6Kyv4/3HHkCt0dJ/2o106NEbS3gk2qsoKv+/QEFBAUuXLsXe1AOTHMGwX8TzyfIPmT59Ovv376e8vJzRo0czbNgwFi5ciMVi4fbbb2+bb9q0afTu3fuS66gpdrD8z/sZf1c3Mvoq7qJNVW4++lMOXYacK9Lxe0O8+dA2eoxOZsiNGVd120EJFCwpXURj4xaCQaXNrdFYMZsycDgPkp72EB06zP/ey3c4D7Nv3w1Yrd0wGjPx+4w4HCrq6kJER0fQqVMUarURnS4avT4GnS4arTYClUqDJAWRJB+i5EcSfWg0ZgRBR37BM1RXLyc8fBBajZ26+vWo1Qa6dvkrUVHnZlzf/MFJju+o4pY/DsYacfZc31i2kQc2P8CAuAG8OuZVdGodi3MX87cDf2Pl9JV0sHcg4A1RkttA0aEGLGF6Og2KIyrZctFrrsHbgMfnYe3vi7BFGxl1S2fi0hTHKVmWWbJkCS0tLdxxxx3nOVycQZYkmmuqqC3MxxweQXKX7ueJfiRRRFCpLnntu90FVNeswGTsQELCTRcp42bz5s0MGTKEsO/4PuXxlJCzdyp6fRzdur6M1drlkuUVV4gmfIKZF0ubaQiG0AoCOpWAVhDQqgR0rQ6M9dX0i7ChLjrJ3i+WIX472cZpNDo9Wr0eg8VCWp/+dBs1jqjkVMq8fn5fUMnWZhee00432WYDg8MszImPoLv14g4FPwV8Lhen9myntbEBj6MFr9OJx9mCx+lEEkOo1BosYeEkZndl8I1zUKnVNJSXsv2jdynctwdzeATXzLiZbiPHIokizoZ6wuMTrn5f0743YdVv4bY1ULZTCfpL6v/9EyGIQXhtGEFXI/v8fdl5zMXUu+8ic/S0H7feV4Hm5mY2btzImDFjCA+/8nah5PfT/N571L+6CNnrPTtBq0Wl1yNotQgajfKr02C+5hrMQ4eDAPrUJHS5f4OD74EtCdJGQHxPZYjtBgfegXWPwvTXoNccJWv+0huU4Pj52yG8w0XrFaz3EChrRXIFEd1B5KCIJtyAJsqIJtKAJsIIGkFxQcpvxnOonmCtm6jbup0jgrrgNgdEQvVe1DYdaqsOWZQINfoQdCpUeg2CTv2DHBxEZ4C6RYcQtCDXr0WqdyFFTSbUVMgmctAOH8LIkSNJTlbE4bIk0fL5F7h265REP/ow1IkWrL3j0CVY0CaYURk0+Isc1C0+AjKEjdNQMf/nJPztdZzbBTy6IA1JQfxRIFi0aLVa8vLyqKmpYcaMGWRnZ7fVr3V7Je7d1Ri6RmLqGY023tx2re7fPxu3p5CM9AUcbRrML5YeAsCo8ZBoqaZfQhN9EpuIN1UiBgoQRRc6XTS9en3InkX/w7WetTR2mkPknNfO3SmyTMO7efiLnQRnHCOwSsLoziA46wQVTW8SDDaj18cRETGMyIhhREQMwe9v5Pjxh3C2HgFZQCPZ6b6zllBoKmiGIBvjCKltBPwiYkDC4BNpzbDxVNBNoNTJ78LCSGgJoo0zo4kxIrb4CTX5kFxBpU4CRMztzKyvD5Nf66KHzYvH4GVmxpskWqqVc0UWaPRG0OCLwawLkWLJp94bwdd1z/HCzGFEmC8trCXgVpJFFH4Dx1ciexp5XZ5FqyW9TQSlIUR/DmMVvCTf/iZ79+3j6NGj3HXXXcSfdnBvQxIVd52qg8p7nMYACb0VIcnia5WA7NkfKCLQb1FbXMimt1+n8sQxNBoVUkhkUuJxsmxnHSNkGVrU8ZQFE9ldaKZH9GSSjdmE35SJuV8csiRdVBBc1eLlmue+4ckpXbhtSMeL7hJvq5OTO7exb9VnOOpqAbBGRtPaWM/wubfTf+r5AmlXcxNep4Pw+EQ0p0XW9fXrqatbR1LSLdjtl24PnyEQaGD3nokEg8o2azR2TKYOGI2phNn7Eh9/E6fy/0BV1ccYDIkkJ99OdNQ4tNowfL6K0w4r5Xi9ZQiChjB7P2z2nuh1sW3XkNtdSDDYjE4XiU4XhVqttN9E0UNj4zbq69fT0LiRUKj1iuqs0Vjp3m3RZUVQjRXlvP/ob4lK7UDYTb/m3g+PcO/IdB65rvMl5/vOBL2w/WUo2oxkjmG+/5cIKjWz+iczLDMKjfr0+VG5H96coIibhj8MGp1yvnYYpgT5X+o5feQT+Owu5W+1DmK7gt6mCKfafq2KQ0v3GWCNUwTPy36uiKxmvQ+pFxZWAJS9kIPo3U/R4L8Q/5geCYm6Z0WsUTdz2/LBdIm38l7zLWwVuzPcXIrBWQLj/oQ8+H6mvbqDZk+Abx4ciVZ97rVQ1ughKVzPlq+7oc8RCXSUCPjM7Ky4npmzkqmufoawd9Xo9bHUzqqiYGUKsQmjKT+WiyzLjLxrPPWBZ8nMeJTk5NuoeeqPNH/yMbV3aBFOaujx3AYsLhctq1ZyKnspqAS6h/4Xy8ChbYmKWxz7KSx8Ea+nCxs2hLj//vsJDzdz8OA8JDlEctLPyDv+CPFx1xMV9RCLFi1i9OjRdO3albVr1zJ58uTv3Db/3rTWwDtTIDITut0AWdcp97IzNBbCK30Ux8++t112cdUOL/F2I49+nsun+8rZ8MAIUiN/WAJnx7oSWjeVo7br0UQbCZS3EvdIf/xFDiRXAJVFhz7Vitr2n3U+/inR2trKypUr8Xg8GAyGtsFoNGIwGGhubmbfvn2kpKQwdepUoqKiLr/Q74MsK98sDXZIP98Z7YL4W0FQgxiAl7srgsw+P1Pcn9qGYnCUK/efeZ8rz+CgF7QXd8f69NNPOXbsGDNnzKCLdBxp7e9QeerbpssR6QjxPSCuh+LUdORjKN2piD0BkgbA5Jcgrhug7OPc3FwKD25Dqj9Jlz5D6N+7OxxdrjjjDvgFTHi+7T4ryzKHDx9mzZo1BAIB0tLSSE5OZsuWLdym/oLUMDXCL9u1Eu20czHahVDttNNOO+200047P1G8uUep++uLeHbtRmWxED57FuHzbkUbG/Ofrlo77bTTTjvttPN/FFESeeXgKyw5ugQAAQEZ5RtQjCmGbpHdGJo0lJsyb2rrGFy3+Cj1Za1s6LUYY2kc6oCWkFcmy5RNmiGTquMOMvrFMub2zoiyiE59fueyu8XPmn8coa6sleTO4ZQfb8YSoefWP11z+UB74OX9LwPwm76/wS/6WVu8lkRLIvtq9vHPI/8k0hjJH675A0MSh1DjrmH6F9PpFtmN18e9zov7XuTdvHe5tcutPNz/4R9rV7bzLWRZRnK5aP7wIxpefRVkGZXNhuz30+HDD9BnXDpIUxZFfHl5hOrqCNbUECgsQjAYMPXtg7F3bzQRimAu1NBA7TPPgiBgHjqUYHkZwdpa9GnpaKIiz3bQCgKSy0XNM89iGTGc6F/+ktaNG9ElJWHq3x/tt4MULlSnUIim95bi2rIFTUQ4oaZmfMeOIbUqneCCXo9pwAAib78N0+DBCIKA7/hxnF+tQ2U0EqyuxnvwIP78fKVTRxAwDx5E7GOPoY2PJ9TUhC4p6aLr9+fnUzRlKvFPP03YjTdc4ZFo5/9bZFlxgqk+AjW5yNW5YDAjRGYiBnQ4N1WjTQnHctMNSlbEH4ONf4BtL0LnyTDzXeS6E1TMuwFXhUB4hgdzihrT9fegHv5LZLWe8nvm4969m4SnHsee9yvoMRMmvwzLf664wcz+ADpP/HHq9iNS7ixnU/kmRqWMItn6/R1SRElkzuo5NHgbuKP7Hdh0NixaC1adlU9Pfcr60vWsnL6SJOvF7wv/LciyzP3f3M/Wiq10jeyKVqUltyGXSEMki65dRJI1iQZvA43eRhp9jbgCLiamTUSvPjdo4bP8z3gu5znmZs/lru53tTl2XGq9uQ25bK/czo6qHRxtOIokS+e0h2ZkzeDRgY9+J9H01oqtPLPnGTQqDR3tHRmZNJJRKaMu7YB0pZwJHL7hDeWauRxBLywZpwTeSSElMCC8g5KltMt0pfP/vyCxTlFREe+99x69e/dm6tSpV3dlrw0FWxJ7Mx9k9erV9O7dmylTpnxnMZTb7aagoIANGzYQCAS44YYbyMzMvOhyfD4ftbW1CIJwQUeChvJSKs54rusAACAASURBVI4fIyolleiUjuhNyvlfnpfL8qefICErmxse/QOay2S+/za1RQV8teglGspL28ZpDUYs4eGY7OGYw5Sh64gxxKZdfRHOT4HW1lZefPFFzM50hgwZjMdews6dO1mwYAEqlYqVK1dy5MgR0tLSKCoqYvLkyfTr1w9ZlnnttdcQRZF77rnnHFeo+vp6cnJyEASB6667DpVKRXONm7BY0zmChG2fnOLIpgpmPtqf6GQrAPn7alm/+BjXP9SHhIwfJwBOFH20tOzF4ykkFGolKnosFnMniksWUlz8d1QqPTEx1xFm74fd3gezOQMQOHbsN9TVr6V37/cJD+t/ReuSpCCi6EUQVGg0Fg4e/BnNLYcpKryTyspGZFlGEATMZjMej4cHH3wQs/m7B8fJsoRwWoTp9ZZxJPc+XK48Onb4FR07/rJtWmuTj6VP7CJ7SAIjb+50zjK+KPiCx3c8zrUp1/L8iOeZ+vlU4i3xvND973zz7gnqS53IMphsOnzuIJIoE5FgptOgODoNiMMcdn6wXV2pk0+f3XeO6A3g+PHjfPzxx0yZMoW+fc9mRZdlmdLDByjPy6WmMJ+awnwCXk/bdGtkNB169cESHkHRgb00lpcRCgbQm8zYY+MIi0sgLDaOsLh4wmLjscdEU1m3kKqaD08fEC3DR+xFq7Vedp9WVH6A251PSvLPMRqVNlGbGE30IUk+JCmAIKg4euw3eL3lDByw6oJuUBei2h/gliNFnHD7SEPEWlNOWE05kbXlRNVWYHE7z92XXfvS0H0AktdLulqmp0FNrCAT8vsI+v0EfT5amxooPXwAURSJGDKKlzpdg9dgYkZcBNeEWRgUZiFK99NMlFJTmM/eL5fT6ZphRCamcPCrlRzbupGQ3w+CgNFqw2SzY7KHYbTaUGs0iKEQrQ31VBecJL3fQMxh4eRuXI/WYGDAtJvoM3EqWv1/QNz62S+gaAs8eOLHa4dUHYKv/gfJUcE7B6KRgZ/1qEIdkwnX/RliLy2++7+A5PXi2raN1vVf49q0CcntxnLtGOwTJxJqaECflYWpTx+Ef3V12/I8bHpaySof30tpPx76AGpyYcivYeTvzg8ClUR4a6Ii2ug1R3H5aCyEGxdD9wsLJQG8J5poXHocQqddvjQCglqF7BfPFhJA0KnbxmnjTFhHJWPq+dPo55RDEqgF5dm7/E5a99bTIj+A1FTEQe9WDqWnkNqhA5GBAKlfrsTkj8TY706Ch18hFDKh63kTao29bXmaKCNiq5+AtxGNYAdLDa73n8J4xxtIjQFWWg7g04YIBoOETgs5tVotN910E506dbpYNc8hFGpl67a+pKb8guTUBxj30ha0ahWv39oPjUpg3bEa1h2rYV9pM7IMHaNMTOmqplNCErWHN/Pzot/iMiVj8ZTD2D8q50Pdcag/AXXHCYgdqXM+haAVkIIidV3epiVpKxFh1xAVM46W5j00Ne8gFHICKgRBjRot6b40tC4Hx8LLMHssFB1MYRiFJMlV1AtWVmgGsUXbjVHBDoxvTScoBNHKWiS9DzGjHqMrA9kloAk3oLKrEc1OAvpqyLVBvR7HpFQmfXmEQfH7uaPbUvT+DFIt9+BKTKLGH0VZs0hZk4e6Vj9auZruSbHcPqwvqst9d5ZlxX23cj9oTZBxLZRsx2XpyNroezAb9aQ7ttOxfBk6vyIIX6z9ORVBO8OHD2f06NNO12W7FbeJqoNQfRiC7vPXpdIqwdP3bG9zVPN73FSdOkHVyTwqTx6nPC8Xo8XK0Dm3ktFjEGte+jP1paX07Dqc6PAUXDU1uFs8yCEVGpWOOGMKWpUR6+hk7OM6XNE5NPz5TYSZtHx+7xDUl9k/oWCQU7u2YY2MIqFTNmsX/pWTu7bRf+qNDJ5xM5Un8ig5fIDSIwdpKCsBQBBUJHTqTPbQUXQfMw6V6ru7Kvp8Vfj9dZhMHdBqz2/vyrJMa2suFks2KtV3e9+5UiQpQHPzHjyeQjQaKyqVHgQVAioQBAQEQiEX/kA90VFjMZk68sya46w7VsuY7Bh6p4QTY9Urg82ATgrw/qMP4HO76P/rP3Dn8gJSIkwsn3/NeWKdH8zWv8A3f4SoLGg4BdP/Ab1uPreMqx5eH6EICu7aCJbvcV/euxhqjsKwBxTh1JXQUAAfzoLmUpjyMvS+5YLFWlYV4theTuGY+djfERGyo2keXMObJ58jr97O6lv6E7vzIdRFXyiO11qzUod7d7HxRB13vLOP52/qwcx+Z7/jFdW7GPPXLSyc04fIitvwtxQQigJ1WSc2Vwxg3Lix6HQv01pzGPM30DpZpHrjaMSAnvD4BIbP/Tm26HBy9k7D7c7HYEgmMWIGwXuXEaqqoTY2lmHfbEStVuN0HmHvvusB6JL9PPHxN+L311FQ+GdqalacdtRVsTdnAmPGzMVgeI/autVoNFZCIScGQxIDB6ziq6+2cPDgQR544IHv9U70g1m7AHLeUM6P1mrQGCFrvCKK6jQJcj+FFffA/F2XbXv9c0shz649wTXpkewpbmLeoFSenNr1B1XPva+W5mWnMHSJxF/kQPaFsI5Kxj6+ww9a7n8joihSW1uL0+lk7dq1eDwekpOT8fl8bYPX621zJuvXrx8TJkxArb5Kzrgt5fDV7+DEKkVMeeuXlxRHAsp9460JyrM7dbAiKrpnO8R1P79s6LSLn/bK3n1qamooLS1lwIABSrtQlsFZqYgBo7LAcIHEcrIMfqciDN36F0Wkde3/gs8BlQeUNoGr5rzZjhv6sUYzgesmTKBr1674fD5Wr15Nbm4uqampZGZmsmHDBgBiYmLoWLeOCWyGXx6AyEsngsrNzSUiIuJHcbNvp53/S7QLodppp5122mmnnXZ+IsiShCdnL6Y+vZEliYKxY0GGyNtvI2zmTNTWy3dGttNOO+2000477VwMh9/BI1sfYWfVTqamTyXVloooiWRHZtM1sivRpugLzvfZC/tRaQQOD1rJslPL6BTeiScGP0HP6J4A7F1dTM7KYrqPSMRk15PeJ5rwuLOdMvVlraxedAS/N8TY27uQ1iua+vJW1GoVEQk/vPPmWOMxHtv2GIWOQmZmzaTCVcHBuoN8NvUzkqxJ+EU/Oyp3MCJpBOrv0fH6n0QOhWhcvJjmDz5EcrmQz2S7FoRzBuH0OEGvJ+q+e4mYO/fc5ZwWKYUaGvCfOIFr6zZURgPmocMwDx2CSnfxzKiiy03VI48Qqq1Fn5VFsLKSUF0d2uRkVAY9ofoGQg3KIPt8AFjHXosmPh7P3n3ELngE86BBV2kPXZ7Gt9+m7rk/nzNO0GqJf/pP2C8ROO07eYrqxx/Hl5urOFn5faitNgzdumLs1g1D9+7o09IQriC4WHS58B4+jHf/AZref19xjJJlEEUibruNmEcevmCm1uYPP6TmqT+Qvn4dugsEQLfTDgCeJlj1G+TiHQjehrbRISkeQRNALTWeWz55INyx/oevtzYP/jlMEVU1nEKKyKZ+YxVNJ83E/vYXREwbqwRdnPoKrPEw7EHE8pOUv7Iabw3s6iWT+tBvGd33FwhBL7w9ERrylbrF/rBO8B+DJl8TXxV/xeri1RypPwJAtDGaN8a9QXrY93Oe+ejERzy952leGP4C13W87pxpte5aJn0+ibGpY3l22FkHuCpXFUfqjzAwfuB3dxL6CXMmsPyR/o8wr8s8AE41n+LeDfdS66m94Dx3db+LX/X5Vdv/B2oPcMf6O4g2RlPtribeHM+CAQsYnTwaQRB4L+89VhWt4pXRrxBjiiEgBnhy55OsLFqJgED3qO5ck3gNQxKGkB2ZzcG6g/hCPkYkjVA6vEMByPknHP5YydStM4POovyao2Dob5WMxt8FWYb1jysd431uVRyZLhYMLMuKW9q6x5Tspj9beeWBw82l8Pk9Spb/nrOUINj/g+Inl8vFiRMn8Hq95wRmNDQ0UFtbi91uZ/78+RiutlvRW5MAGW5fwzfffMPWrVvp378/EydOvKiDhsPhQBAE3G43p06dIj8/n4qKCgDCwsKYPXs2cXHf8fz5FzyOFt5b8CtczWcdMe2xccSkplF27DBmezhz/vgXDN/BifLbNJSVUFNUgMfRgrulGXdLM57Tv86Geow2G3f+fTGqqxUU8xNClmVeeOEFYsNTmDPvJt5d+jYAd955Z9v0bdu28c0336BSqc4R7pw4cYKPPvqI/v37M2HCBAoKCtizZw+FhYWoVCokSWLIkCGMHTv2guv2uYO8//vdRCSYmf5AbwRBYP2SY1ScaOK2Pw+9fHDvadxuN1988QVut5uIiAiuv346bvcJmpq209i0HYdjH5IUaCuvUumIjBxFff064mKnkZn5KDrd+VmgQ6FWcvZOJxhspm+fjzAaU3A6D9PSspeQ6EKtNqFWG1GrjKjUBhyOg9TWfokoegABu703DscBigr7IoqjyczMJDU1leTkZBwOB4sWLWL8+PEMHjwYr9fLqlWr8Pl83HLLLVfkYCOKIqIootPpEEUvJ04+QU3N50RGjqRrlxfbAmvPuELdtKAf0SnnfoNfmreUP+/9M72ie3Go/hDPDn0W37I4HPVeuo1IJLlzBPHpdvyeEAX7azm5p4aaIieCAOHxZsx2HWa7nvB4M73HppC3o4rN75/klj8Oxh6tiBGKiopYvnw5RqOR+fPntwWblR45xJalS6gvLUal1hCd2oG49Czi0jOJTcugsbKcEzu2UJF3FL/HTXxGJxI6d0FvMuFxOGiprcbZUI7PX4HW4kNnC2JPbcUS76U+Nxx3tY0O40pRtUxk1A2vXHJfBoPNbN8xFEnyASrUaiOS5EOWxYvO06P7P4iOHnfBaf/qWuVzudi2cztfbN+BqbmeZNFPoPFs9u3w+ARi0zKJz8jCkJjC1mYXh0NQFRGHJINagANODwFZJtmgY2pMGNNiwuhmMaISBLytTlZ+/AGlG9bgs9qZ+sjv6ZmZednz50pxNtRRU5iPGAqRkNkJe8z3v78DSJJI/p5dfPWPlxCDQWRJEZmoNRo6Dx1J7+umEJ3a4ZKB5QfXreKbt/6JSqWi59iJDLpxNiab/aLlrzovdYfEPjDznauy+MItq1ix6DWu6W5nsD4HRD/M+QhfZA8qjh+lsaKM7GEjsUXFKEGXB96B0l2KM9LQ317QleU/heR249q6Fee69bi2bEH2elGHh2O99lpskyZhHjTw4jNv+ytsfAq6Xq84N5xaqwig9Da4cQlkXfh6BKC1VhFQHf4QTJGKCL/jsAsWlWUZ994aWlYUoo03EzEzC3WYXnFoEgQkT5BQo49Qo5dQgxexNYAu2YYhK+yn7cbgd8EHs3DnyzSLjyA2l9Ic3MGRDokMPOjEkDwETGHoVVWIGZsJrTyG50QL2kgTdE3HlzIUW3hfgg01SF+9iLbTzajCOyK2FqON6snhmCpG3TMF02nxuizLhFxN4KpFG3/lwr36+vUcyZ1Pn94f8NmxGP64Ko+3bu/PqE7nihjqWn18nVfLV0dr2FXYiFrys1H/EDqDiZgHdsJ710PFXqWw3gYx2RDdGUq20Vh/MwEpjQjdIrTa4wTwYghIyrlhT0YKS8YZbqbJ6CHQWkLHQ0fRq+2gt1LZeyAnxE3IqGnyxROmbUSt/hcXMxkiiiej96YQSqjGG3cCT7AIgIiIYXg8hXg8JUpBQBU0k37webRyOGWTinA1/J4wy2ASNt+H2BRAMGow9YzG3DcWbdLFXRkvSuEmeG86jP0DDJyvOOLs+SesfQQG36+47baUQco1MPg+5E/msVM1iEMRk7l7+lA0Tflwah3kfqIIBOJ7KO9fCb2UJBThHSHoUQK9j30OI34HKQM5uXoTlVtyaWmqISj6CBHEEhtFTNcMet8wDTHPRfNn+Wd2QxuiLCKrJASdGo1Zjz7Oim1MKrrEK2/3f3Gokl9/dIhnru/OzQOv7HtjcYObxduK6JFoI+zQKo5uXItKrUYSRdQaDYmdu5Daow+26Bgaykoo2Lubxoqyi7pH/Tey8Jt83lq1i+4WP9VOP+qgD2uoFUvIhTXkIiLUgjHkobj/PL5qNBNh1vHJ3YNJi/7+72wXRJbhlb7K94qfrYI3x0FzieKK0lgItUcV8VLlfiWA/+frlPP134m3GT69TXGuHny/cv19q13jO9VMw5tHOdn9H5jNTQTDmqkNJPDQN3fywaSupKyrRB/hINo5B59uJE7tfKJct6L6xVrkhD5MXbgDpy/IxgdGtDlgLdtfwUOfHubmgSncGvkulaHPAIhpncU3JbHExsYyaXIvcnKmQFBCJWsZOf74efcVSQpS3/A1FRXv0dKSg+GUnoiXZeq7JdD/vbcxGpMpKPgzZeVvYjSmAjIJCTMpLl6IJAVITbmDhISZ5OydTkuLFqMxBrU6j/S0h4mLm0px8SskJt6MVpvBX//6V7p27cr06dP/DQfmWzgq4e+9le9Kk/8G5bsV4cmxFeBpgIH3KMl3cpchLyhBuETbdFt+PT97M4eeyWEU1rmQZNj88EhsziCuHVUIakFxgLTrTw86NDGmS97TfYUtNLx5FH1HO1G3dyVY5ca1o5KwqemoTD+dtt0PxeFwoFKpMJlM30uUJMsy5eXlrFmzhpoaRZRjNpuZO3cuCQkJ55UNBAKIotjWXvlBSBJU7gNnFbjrwdMI7gZoKlSuf5UGRixQ2p+eJhh8nyJKDnkh4FGenwG34gZrT1Ketd4WxempuURJzjb7/R9ezx+D1hr4aK6yvQgQlQkJfSChN4HwdDasXI7T5aJW14HoDl1oaWmhqamJiRMnsnXrVhwOByNHjmTYsGGoVCq2b99OWVkZN954I+++8jR3uF5B1XM2XP+Pi1bB6XTy0ksvYbPZuP/++9FepO9SkqQf5HTfTjs/RdqFUO2000477bTTTjs/AWRRpPrxJ3B8/jnhN9+MLjWF2mefI/W9dzH1v7Jsmu2000477bTTTjsXQpRE9tbu5cmdT1LnqeOxgY9xY9aVd0C+++hOEjLD6DojnEP1hxibOvYclwRJkln7jyOU5CrB9jqDmuvu6U5y5wgKD9Sx4a08DFYtk+7tQVTS1RF2+0U/Cw8u5J1j7yAj8+jAR5nTec5VWdfVRgoECBQX49mzh5YVK/DnHcc8fBj6jmkIOi3IspKVTUbp2DwzIOM7cRLPnj1YJ1wHkqyIlhobERsbkQNnAxvVdjtSMIjs8aCOiCBs1kyi7r4b1bcCiSWPh/K778Fz4ACmPn3wFxWhTUxEGxdHoKIcgkHUUVFooqLRREWhiYrE0KUL5sGXydz2b0SWZRpeeQWV2YJ9+jRC9fXUPvMsnpwcLCNHos/ujD49A31GOroOHQg1NNLy8cc0vv02aquVuMcfwzphwncPpLgIocZGGpe8iaDTIjY20vLpMkyDBmHq1w9BoybU2ITY2EioqQn/qVMIGg0ZWzb/aOtv578ESTwd0GZF/uR2qM3DExpBQE4npM1AldILdXQkrp1VCGofghwgck4m+uqlsOPv8FA+WC4sfr0S5Jrj+Bf/HNfxejyGYag8lfgKywk6wTJ9Au9Nj6TF70Cv0WPwtGAoz8HorGaix4c+ZTgfrj/OhByJUwlQsWA2943/X6VD9PVRSgbIu75R6ueshl0LYfjDSgfnvwFXwMXjOx5nc/lmRFkkMyyTydF96RKC/6leT0AKcX3G9UzLmEZm+IUDaGVZpsXfgl1vR0DgYN1Blh5fysayjfSP6sUbxCHIIhjsZwdTJC+7TrAk7x0GxQ8iOyKbPTV7yGvMA0Cv1jE1fRrzusyjo73jd96u443HyQjPQHuVMiVfiDOOHmcIiAH21e5je+V2Psv/jE7hnXjrurdQCWc7XmvdtSzPX45RYyTSGEmUIYpIYyRLcpewsWwjX17/JYmWRBq9jdzw5Q3YdDben/Q++c35PL3nafKb8xmaOJRrEq7h+b3PA5Adkc1v+v6Gfxz6B4fqD3FPz3u4JfsW7PpLBAO31sC705Ss6MkDQW9VOt7PDI5ysCXAvBUQcZnjIctKR78pErb/VXFSU+uUYJGYropTU8irBAKcCQjwNCpBJT4HZE1QOrmN/z1CuH/F4XCQn59P7969zwnoqKmp4f3336f1tAujSqXCaDRiMBiwWCxkZ2fTo0ePHycw43J8eDO0lML8HciyzNdff83OnTsZNGgQ48ePP+8ZffToUZYtW3bOuISEBLKysujl3409fznCxL8owaZ7F0PmeEjqy5VQW1SAz+0i54tlVJ3IY9ojTyCFQtSXFlNXUkR9aREqtYbrF/z+BwfiX4rC/XtY8fwfmfSrh+k8ZMRVW89PibfffptgMMitt97Kc889x9ChQxkzZsw5ZU6dOoXH46FXr3MDCdevX8/OnTux2Ww4nU4sFgv9+/enb9++bNq0if379zNjxgxSUgSqq1UcPHiYGTNmtAWmHN1ayZYPTjLuzq4kZIbx/u93k9E3htG3Zl9x/Q8cOMCXX35JbGwsDQ3ljBqyBz8lAJjNWUREDCUiYgg2a3dkZPKOPUBT8w4S4mfSufPTbe5JF8LrrWDf/hmIogdJCiDLAUBApdIhSf5zyqpUBmJjJ6PTdiS/4BBG42G8Xj+nTt7M/Pm/QvetBA1vvPEGgUCAqVOnsmzZMhwOBwD33Xcf0dEXb8vIskxubi4bN25EpVJx3333odFokGWZysoPOJX/R/T6OJISb8YfqMdqHMn6RSCGZG58uG+bQOkMrx56ldcOv4Zdb2dh4lJ2vF/Etbdl02nQhV1mW2o9nMypobHChccZoLXJh8cR4PoH+3ByTw2FB+q448VhyLLMli1b2LJlC5GRkcyaNYuYmBhkWWbvl8vZ/slbxGSZyB7Rh0595mCxdbjg+iRJJOD1ImjcNDZuo6UlB7enEK+3jGCw6ZyygmxF7xuPUbiGTkNGsHvXeNzNLhpzhmGPjcMeE4s9OhZ7TBw6kwm1Vkt8RifKK96gsOgv9Oz5Fk7HAUXopjKgUhlQqQ2nxW56VIIOWRYxGOIJD1cSYgR8XuqKC6krKaKuuIiakkKaKsrQmy1EJqVQefI4iCG8RgtJaelEh4URlZxKbHomcWmZVyTqdARDrG1w8EVdC9uaWwnJoBEgVqdldKSNjY1OouoqmL52KSGfj+jUjkhiCCkkIkkiUiiEz+0i6PORNXgofSZMJTq140Xfw2RZpuTQfvZ+uZzyvNy28RqtjiGz59Fz3ES0uisXfPg9bkoOH6ToQA7FB/fhbXUSl57JtIcep/LkcVob68keOhJz2JW3B6pOHcdotREe/x/OBu6ogJe6Ki5Ng+65KquQZZk1r/yFEzu20GvkCNT5ayhvhDq/uU1EYIuOYeYTz2BffgPUH1eEQg0nIa4HDJoPnScp7fIz+ByQu0zJ5J7QC/rfeVXq3rYNwSCNS5bQ8No/kX0+1JGRWMdei238eEz9+yNoLuNctnMhrH8Mus+A6/+pBJTLMtTlgSmSQIsZdYQBtfn89wFZks+6tXtbQKM/3zUKkPwi/qIW3Lur8Z1sRp8RRuQt2agMV9dVTZYlPJ5ijMZkVKqLJ/L5UQh44KOb8Zzy0hT6H8TmMgLFmzH2uR0sbgT/EcLVqzE98jmy3k7r8jepf20JgSoHOmuQyK4uPPV6HEVGbN3SkdN/B8AJey3DHpiCXq9XBAAn1kDeF1D4jeJkMvwRGPUolQ4fOwsaqHf5mTsgFfsFArkVUe8XdOyyjSmv7mZiXAvPyn9HaK0BvUVx6OgyDZL6w+m2hMMTxL/tZWJ2/Qn51i8R0kYoAcfVhxWXA1vC2cQJjkrkNydCoBVh3nKISIeCDUrAsaNcEQWdGUI+xX1s5KOKI8zpIHi3u4Cq6mV43IXo9bHoDfEYJD36UzswHFqBfvI/UXc763br81VTUPAcztZcLJZOWCxdsFqysVq7UFa2hIYju0nZ9zvqsj5E7tlEWtVTuHfUYZ+URqCyFe/RRghJaGKMWIYkYhl4eRf4M8jvzsRVEoPY59fokuxo480IKgn3P58l6IlE1kUi2zoia6zIQQm1J48Iy0uExj+L/pNZykLUOsVxbegDoLvw+4ksywTKWtFGG2nKr6D1/SK0FzqfBdAmWghWuNBnhmHsGgXIhMJkgvoAUampF0ym9F2QZZnZr+/mRE0r6387nFjbpRNLfHW0moc/PYI7EEKSIcyoYba1gk5GHz0HDiC5S3e0F0hO8dlzT1J16jh3/H0xRsvV6ROQJJm9JU2sz6tFlqF3Shi9U8JIDDMqwkxJZltBAzUOL4GQRECUseo1DMuKIt5+/n3uSggG/DRVlFNfWkx9WQkNZSVU1zXR0tiAWfSeW1gQUFvCkM1hBPQ2qiOyOKJJZXhWNL8dm4XdeIXfaCRJ+T5xdNnZa+5i50F5DiwZC9NeVdyWqg4q39vOPBAFlfIMjOumTE8f/b32ww9GDMJX/wN731DeiW9cfI7jihwUqXhyF7n2I+j7vQjAq4fuYFjKFGadcCO5gwDE6+bSZFmIvzGccP0izP3jYPJLfJ1Xy13v7uOFm3ow47Qr1JNfHuPtnSVkxVp4b1ITRyseAqBHzKvsKPBx8uRJHn74YQoKnqa84m0sZDBw9LqLboIsy1RV5VBa9jbS1m8QE0VCCTLpaQ9RWfURZnM68fE3cfToLwGIihxNZuZjmEwdAKiqWsbxEwsQRRNZmfNJTZ1/Tttz586drF+/nrvvvpv4+Cu/r/1orPwNHFwKv9wP4alnx4shWPUbRbxijqHUez2VnusITu3IiEFnHbhESWZnYQOfH6hkzdFqUiPMfHbvNYREmVZ/EGtOHa2byxUhtUbVdkzPoM8KJ3J2pwuKmoL1HuoWHUZt1RIzvxcq40/T4fWHsmXLFjZt2tT2v8FgwGw2Y7PZuPbaay/q+uNwOCguLm4bnE4nVquVUaNGERUVRXR0NEbj97sHXjFiEFbMV1zD/hWDQh5lwgAAIABJREFUHSxx0GUq9PkZhCUrIs13pyntjDYEJRmV1qQIplw1yvfZWz6HqAxFtNxz9pW70f07CAWg7pjSdvqWg1RLSwtVVVVkZGSg0+lwuVy88cYbOBwO7HY7N9544wXd4EE5D4RNf2I4OYqo9SL37U2bNrFlyxYARo0axYgRZ7/XBQIBjh07xoEDB6iurmb+/PlERkb+SBveTjv/edqFUO2000477bTTTjtXGSkQIFRVha5DhwtPd7upevQxWtetw9ClC768PFQmE4YePUh9+61/b2Xbaaeddtppp53/CkRJ5EDdAdaVrGNj2UYavA3EmGJ4aeRL9IjuccXLkSWZ1+7fTK9xKQyefnEHDFmWCQUkvK0BVi86QlOVG6NVi7c1SFyajQn39MBku8rBCijuEIfqD3Fb19vOCay+mrhzcmj4+ysEq6qQQyE0cXFo4+LQxsehiYtHl5yEvnNnBLWaUH09hs6dEXQ63Dk5tG7YgNjYhNjcpAhgmpoINTYqnZuALj2d6PvvwzZhwhXVRRZF6p5/nqYPPkSbEI8uJRVNZCTqyAg0kVFoIiPQJqdg7NkDWRTx7N5N88ef4Nq4EV1GOhFz5xIoryBQVIS/uIhgRSVIEgkvvIB98qSruRv/rciBAHUv/w3Xpk0EyspAPJ3FXBBOi8rANnkysY89iib86gWey7JM09vv0PzeewSrq0GWUVks5xwv67jx2KdMvmp1+D+FLCsdaCHf2cEUddEgk/9aZFnJLnhytfKvoKUx8Bj68TPQZ4ShjTO3BbF5jtTT8kUhYdPSMfWIhqpD8PoImP4P6HXzla1OFAmUlOA7dgzfwb14d2/AV96EHFLusfrMDGRJRm2xEPXLX/K8sI4VBStIsaXgC/nwi358IR8+0Ydda6VzVBcO1h7kU8sDtD71HH4hRPQfn6Tj5FlQeQDemqBkT/7Zl0p22JNrYNhDMOaJ77e7JAn3jh2YBw5EuIT73Rle3v8yS44u4XZzJpNbnWRVHVOyTwKlqQN5ITmTHdU7kWWZ+3rdx6jkUZQ4Syh2FFPsKG772xV0YdPZiDJGUeQowqbSMyPrJm47uoGwyoNKx63PAbLUtu5AxrW82+1aPjyymCYpQA9ZyzBHAz19Plan9WOlv5aAFGBk0kjmZM9BkiVa/C2MSRmDUXPxzutdVbv4xde/+LeIhINSEK1KS7Wrmrlr5hJrimVE8giONRxjT80evCEvWpWWAXEDeGLwEyRariwwt8Zdw5TPpzA0cSgvjnyRBVsXsLFsIx9P/rhNkBaSQnx44kNePfQq7qCbPjF9mNdlHg9ueRBJlgjTh/HowEeZ0PEyz1S/67RDWQHc9CZ0uu78MhX74f0blePX/06wJ0PtMegwBDpNVAKUSndC6Q7FbcDTALZERfDX7UaY/JISwLT/bSX4UKVRhFKmKDCf+Y1SAnN7zb14gNNVIhAIUFlZSWlpKSUlJdTX12Oz2YiLiyMrK4uMjIyLZhX9LuTm5rJq1Sr8fj/Dhw9n9OjR+Hw+9uzZw/bt2zEajcycOZPY2Fg0Gs1/ThT8+T1Qsh1+exRQnt9fffUVe/bsaRPDnKlbKBRi4cKFaLVaBgwYgE6nIz09HYvFAvvehFW/PZ3d1qdkjA+6Qa2HaQuhx8yLVsHjdLDp7dc5sWMLphgv8QPqsCUICOogen0CRkMihtOD1dqVyMiRV3V/yZLEWw/MR2c0MfeZvwJc8frc7gKqa1YQEz0em627sjxZRpZDSFIAQdCgVv/03CLWrl3LgQMHuOmmm/jwww+ZN28e6elX5hAoSRLLly/H6XQyYMAAsrOz0ZwOaBdFkVdffZX4+GoiIj/B7+tBTk53br31NtLS0k7PL/PJM3vxu4PEpNooPdrI7CcGEBZranMcu+666y6ZHfrzzz+n4ORJbuvTlSOVCyDRj32ZmrBgN6Imz8U2YQKqfxEWyrKI05mLzdbjkiKoM7hcJykufgWDMYnwsAHY7X3Rau3IsoQoehElL5LoQasNR6OxcujQIVasWAHICILMnDm3kJWVdd5y9+/fz8qVKxEEAbvdzvjx4/n4448ZM2YMw4Zd2KkEICcnhzVr1hAeHk5zczPTpk2jd+/ebdMdjoPkHr0fv78GQdAgyyHslpHUlNShUmnoPnAG8fFT0Gisp/eHzLt572JXhdO4OJzweBPXP9jnkuf9vwqCA94QSx7aRs/RyVScbEZv0jD6jgyWL19OSUkJPXr0YNKkSej1emRJYsOSRRzbupqusxtRGZWEIyqVkbS0X5OcdDsq1Znzx0NBwfP4A/UEAvU4HAcAGa02AoulM0ZjSttgOv17ZpvOUFb2JvkFT+M9NYGmYgFnXR1+j/ucMva4GDpOOUidJ5ydpTcwKyWeqKgowuISCIuNbxMqHXJ6eL2inruTo+lhNpDT0MymlStQbVqNOqgk5vAYzdRGJVAXGYfF00psYw2l8R0J9R7EX0cPIcn0w13+moIh1jU4KPb4KfL62djYiozMl30y6RjwsPndxfhcrajU6n8ZNBjMFkQxxMmd2wgF/BisNmyR0chnAofbkpBA0O+npbYaW3QM3UeNo2PvfggqFTs+WUrR/hzUWi2JnbqQ2qM3qT16E5Pa8ZzAdZ/bxcG1K2koK8HV0kxNwUkkUcRgsdKxV1869ulPZv/BaK6g/fqTpe640tbRW2HrC/CLLVfVcUKSRDYsXkTuxnWoNRriLX6StZWkXHsrqi6T+Py5p9BqBaaFbyF29l+U96G8LxW3zpZSRciQMRa63QDRneDT26ExXxkviXDvbog+/z5FY6HiGJP3pSJmn74IOgxV2pQ682VdOWVZxrVpE/WvLMR//DjWceMIv2Uupr59ES5wX5dlGckdJNTkQw5KCCoBdcky1JsfROg6TXF+Up8bDNy6rQLH6mJQC+jT7CDKSN4QkieI5AkhixKmHtFYRyWjjTWfs65gtRvfqWb8p5rxlzpBlBF0amzjU7EMTjgroPqeyLKMPyTR6gvh8gVweuqRQk10jNQRDNbQ3JJDfd06fP4qtNpwoqKuxWTqiEEfj8GQgMGQgE4Xg0qlIRRqxeU6iVYbgcnUgabmnTgcB9DrYtraSQZDAmr1Ze4zQR98Mg/viWYag48DajTqKmI19yGoZRj/DAy8++w2SBKtX39N/csvEihWAnhts64nTv8+JY0PcdJgYcCvJxBVv0sJKC/aDFII7ClKELC7Ho58jCN5NB+VWlkZ7M9ROY3BaZG88/MB6DTKvUOSZOpa/Zw4Mh6TOYPfb/0ZdS1udsU8g761QhE/tVYr4ioxoDgzZ09Rxsd2hb/3Ua7BeZ9f/sD4nEodTRGXOnhK3WXpyp1yJVFxqjFFwJ0br8i1VpYl8vOfRrMmC11LLOb+Cbi312IeEEf49cq7oOQL4T3SgGtvDcHyVqLu6o4h/dxkKuLaPxM4fABZn4Skj0fSRCPJFrwlIqIcr9gLiufGSWojJARrGIJWhaBRgSzjO9lMmGYRFusuMEUiTX8XUYhBm3RxgbboDtLwUR7BfCeSSkaSQvhFL3F398YcEYHkF5H9ISSfSLDShedwHbpEK+E3ZirrvQqcqm1l6sLt2I1aXpnTh36p4ec4jUqSjCco8rcNp3hjWzE9k+wsvLkP5c0elu4uZd2xWkRJJivWwnVd47iuWzzZ8dZz2kYNZSW8+8iv6Dx0BPEZWYjBIAarDaPVisFsxWC1ojMYEVQqzGHh3/n9pdbp49cfHWR3URM6jQqVAL6g8o0lxqqnd0oYJQ0eTta2XnD+7HgboztHM7pzDL2Sw1Gf3n5fUCS30sGhshYOlbfg9AXpQyWqooME6ioQnA0Ip9sGokqLJjKeIrcKm93GzCkjSczIRJZlDGYL5vAI1JcSspbtUZ6VLaWKczRnkp9Jp/+WlWvRWXn625SgjL/mVzDujxde5spfw5FP4KFTyjMYlGeUrwViuykJOS4gdv2PsXcxrHlEEWXe/BGEd2ibVL8kl7rSOmpG3E1LwMan+S/xkmhBcvgJvyGTpg9OYOkexHVUCzJozY3EynfCvbuQIzOY/Mp2XP5QmyvUjNd2srekWVntgr4cOTjk/7F33mFSVOnbvqtzmu6enBNhyDknkShBUBFRwAhmd82ru67rqvsz65rWALq7uiqKkpSgoARJksMMaWByDj0znXNXfX8UDo5kRTd8fV/XXAXVdU5VncrnvM/7QAQuGrGPA4eL+Pzzz7nzzjuJi9OzbfsEkpImktfx0dbtOXjwIEVFRajVapqamqipqcHnk8Vvao3I6NGdMZm+o6FhFQBdujxHasoVlJb+DbO5JwkJo9rsuiRJrF49nz176vj97//UxqFFFEVee+01LBYLN9100y/V+qdn3wJZxDLoDpj47Mm/uxvg1d4Q8lDgf49YEmhG5OMcHSOGZbG/0s6yfdXUOwPE6FRc2jOV347uSJpVPvfCjgB1z+5A3z2B2GkdUehVSGGRiDNIxBkgWO7CsaYMpVVL0p292wi5I54QDW/uQ/JHSLqrN6q4X9gl/N/E90K4bt26kZOTg8fjwePx4PV6KS8vB+CWW27BYrEgiiJbtmyhsrISm81Gc7OcDEOv15Obm0tubi49e/aUBdm/JJIknzsVW+V+1cptsuNTlylgTJT7Ps/kxBoOyPc6lV4W5v/wuRAOyPWr/3eOd2NjIwUFBQwZMuSMwjS3282br73MreL7WIxahOnvQWbbZOrhcJiXX36ZtLQ01Go1R48eZerUqcTGxrJ//34KCgoIBALEx8fT3NzMsGHDGDt27C+8h1Gi/HpEhVBRokSJEiVKlCi/AJIkQSRCsKKS6vvuI1BYSOID9xN/880gioQbGwnV1BCqqsL29jyCZWUkPfQ7YmfNovyamfgPHSL7ww8w9D/pPS1KlChRokSJEuUkHAEH3pCXKncVq8tW8035NzT5m9ApdYzIGMH47PFclHERBvX5CQY8jgDvPbyFi67Jo8fFGedUJuALc3BjNY5GHzqTmgGTc1CpTx+U99+Mc9Uqah7+PaqkJAz9+4FSRbiullBtHaG6OiSf76Qy2s6diRk7FtubbyJotagSE1HFxqKMj0cVH4cqMQlNu3boe/VEk5l5irWeHUkUzys7qHvTZmr+8AciNhuCRoMmJwdNu3ZocnMwDh6CcdDAn7Qd/w2IwSDBsjKCxcUEiooRdFoskyahPk02vV9sO/x+gJNcuX41jq6BLa/IApkfZnj8d1CxDeI7yCIAWxHs+xDyPwNXTRvRCAAKNWT0l4PN4tr9e7b312bzK/DNn5GG3EPIa6VlhxndqLFYxueccvE2rjySBH/tImeGvvqDM65GikSoe/wJnCtXInplIZCglNDFhtF1zkM3dibGkWNRH89IKkkSS44t4fHvHufWnrfy2z6/bVNfpauSW9fcSpW7ipu638T9/e6n9sge9t5+Hbl1IkkPPiB/Lx9YAotugvR+UL1bHiCNhODegvNyhZIkiae3PUWfD3aRu64Q8y1zcN00hQpnBRWuitZpIBzg0SGP0i2+G3WeOi5dPJFxLgfPNDkhtZd8fmUMkAf4V/8BRv8J+8CbeWr7U3xV9lWbdSYbksm15JJrySXdlE6xvZgqRykTi7ZxaUsjekElZ/u+6j3odoV8PIJuWRB16Au5flMKEXcd4Y6XoA265XZw1cGBxdjmrGRh0x4WHllIS6Cldb3xungeGvAQk9pNOqkdwmKY6V9Mp9hRzNC0ocwbN++c2/B7bD4bW6q3EBbDjM0ee1onpfcPvs8b+97g0cGPsujoIgqbC0kzpVFkLyLdlM7w9OGMSB/BgJQB5/0+AjA/fz6v732dDtYOFNmL+E3v33Bbr9tOWq7R28jykuVM6zANq87K2oq1OANOJuZORKc6yz1WkmDhtVD4Jcz8BPLGn35Z2zH45nE4shKQZDFLJACCEqTjAltrFmQPg8TOUL1LFjpf+W5bAec5Bsn+krjdbr755ht8Ph9er5fq6mrE46LslJQUUlJScDqdVFdXEwgEMJvNjBkzhp49e/4ksY3f72fVqlXk5+eTkZGB2Wzm0KFDDBw4kIKCAnw+H506dWLy5MmYzeazV/hL8+XDsO9j+ENF6yxJklixYgW7d+/moosuYuTIkSiVytZAlWuvvZYOHTqcqGP/Qlh6G3QcD9PmyedOwCUHFX3zOJRvJjz5NfztL8UYG9emXT32Fj557CGcTQ30m5FHOGY5KqWVxOTRqJQm/IFa/P5q/P5qgkEbAAkJY+nS+Sk0moTWekIhB4FAPQZDzgVxU9j/9Sq+efcNxjzQG4d/Je3bP0R62swzuqfY7dvJL7iDcNgJgEoVgyiGEMUg8P0zXkCvzyIn507SUqf/7O08VyRJIhy24/WW4fWV4/vB1OevRBSTOHgwAYe9E0qlivvuu+8k96LTEYkEKCl5Cbe7EK0uBZ02Fa02BZ0uFVNMN9Z+s51w+AnMlgCRiJuG+lz0+ru4/PIrWuuoOdbC8re+wZy5k9Tux0jO6IxeP4WPPlpPKBQ6Kdvvj/nsiWtJ7LiDSJJ8f3J+24GhWVfhXrqUYEkJCqMR8+TJxF47G90pBEkXmrVr17J582YuvfRSQqEQgwcPPuVyfr+fN998k4yMDKZMmYJer2f+/PkIgsAtt9xyyjJer5fXXnuN1NRUrrvuOubNm0ckEuHOO+/8UXBhgHDYg1Kpp7T0dWrrFiOISbhabGhiGjAYcunV8x0MhhPOfxsWFHJocw0zHhlAQobpeD1hPJ5C3O5CvN4SPN5SvN5ifL5yzObedO/+OlpNAp+/shdnkx93s5/MQRLHmjbh90e45JIp9OnTH5CorfmCg3teoqXCS0J7E2jr6dz5/zAZ8ygt+xs221pMpq506fwUZnNPjhT+merqjzAaO6BQ6EhMGENi4niMxrxzvj+HQi1s2XoxkYgbjSYBq3UgRl0PFKFswsEQTucBamo+R5/YQPGqTFyVJ7sziXojgdgEygwWPHoTWXXlJDVWt/5e26E77r5D0WVkY4mLJ0GjxqpWYguGqfIHmZRoZXRczC8m4PSEI7giIinacxPxep0OSnbvoOrIQXwu+X4lb5tw/N8gCAqye/ah+6ixKFUn6pUkiYoD+yndu4vy/L3YKuUgRb3ZQt6goeT2GUDV4QMUrFtNwOMhLi0DXYyZ9M5dadd3AGkdO6M4g6jxv4aqXfDhlXLQNYDGBA+XnyTQudBIkoS9rgZTfAJqwvDp9bKTzahHqc+8gmVP3IsvIHLJHffTZeTY7wvJ3x0HFsPBpbKQBHCrkmjo+wfajZwKr/WB7KEwa6G8fOMR+f398BdQLwulSesLASe0lMvfEdW7YdyTMOzu029vJELVnXfh/vZb1BkZJP3ud8SMH4foDBKsdhOsdhOqchFu8qPLi0WVbMC9uZpw48l9TQhhVIkxqBIMKGPUBGs8iM4gqgQdgWIHum7xqKxaAsUOBK0ShUGFwqBGYVAhhUS8e+qRQiKmYenEHO//a1lShP+QLMZUpxrR5sWi62hFm2O5IOKMz3esoKj071g0dqxaB2aNC6Wi7Te/IGiIix1MfMIo7PZdNDdvJhx2nLz7x0Wt36NUGohEvKdcrydkJkgSVusQxgz8E4JwimsuHIRFN+E/WINLcR2x0nOopjwkC9e1p3a2kUQR15qv8WzfRvKDD6L48m5CR7+hafI/SVl/ryx0sGZBt2myOCmtj3xDEUWaV/6ZwO6PSMSOO0bBgS5ZPLZnLomJfdFrlFQ0e6lq8WHV1PHM8P/jw8PT2VU1gBX99pJ94G8nvjFBFjEdXQ2Hlsnnf9gPKp08vXWDvN5/JzvegVUPwvD75Ouu/xz532chWOWi4W/7QAH6rvHETs87yY1MCkWoe3E3CpOauJmdsX9RjKBSoBCdeI94gbbPAQE3KkUdlpmj0XbNJNzoI1jtRnSH0PdIOCm4XpIkGt/eQ7i8hgTNE7hzXsFXKiCFRIwDU7BOaYfwoz7wQImdpk8KCTv9HGjZTIwqljhtKpHhGnpO+/cmnTpY4+D2D3dT2ezDoFFi1avxhSJ4gxEC4RPX4nWDs3n00i5oVSf2rd7pZ1VBLV8dqGNnWTOiBNnxBq4bnM3NI070z61++zUOrF9z1m3pfclkxsy546zLufwhXv76GAdrHByudRIWJR6Z1IXL+6SjVSk4Uutib2ULeyvs7KlowaASmJ3ipHv7NNI6d0erUlLv8rPuSAPrjjSwu7yFiCgRa1AzMi+RiARfH6prFVSlW/XEK/wM3/02PqWOJn0KQUsy6oQMYlIz2d4ExTYf3dLMLLxtCCbtaZ5zogi7/yn3a/afKyc7Kd8KH0yTg/oTOx93JRRkx6bv34kEhfxnTpdFup0mwoZnYdffYeBtcNGDYEo6sR6fHV7pKS837fz7f/5tlHwLC6+D9L5w/bLW2d78RpoXHOFIt3dY7k/mQelahDInCTd1R9cxlrqXdxNu8IIEpuHpuDdXk2R6BE2mFa7/gjWH6rn1g928dFUvruiTTvfHV5MVZ+BInYu/39Af9YGLkSSJkTOO0NLSwquvvsrkyZMZMGAA4bAbhUKL4rizuiRJvPzyy3i9XhQKBbGxsaSlpZGWlkZ6ejpJSUmoVCpEMUTBgd9gt29n6JBvUavP4EYOrQkifux4e/jwYRYuXMiMGTPo2rXrL9Pup6NsC/xrqizsnvUZqNp+99Y6fLy2tohhVe8wsWkZtYGP0PRJxHmoiZpQmOtFNyqFwMWdkpjWN53RnZPQ/eje6FxfiXN1GSm/648q/tQCkECpg8b5+ZiGpmGdIichkcIije8WEKxykXhLT7TZ/wF9Rj8mHIDi9XKypNO8M5wJSZJav5e7devGtGnTTkp60tDQwLvvvovVamXSpEns3r2bgoICkpKSiIuLIysri3bt2pGUlNTmG/gXJeSTXcTyPzmRvG7YvTBg7q+z/v9B7N4gc9/fxcV5iVyU4GX70re4XrMaXbAZR/up1HW7Hb/SRDAYpKGhgZ07dzJ79mwSExN57733sNvlbzGVSkW3bt3o27cvWVlZLFiwgLq6Ou67775zPj8kScLj8aBQKNi3bx8FBQUMGzaM7t27/5JNECXKORMVQkWJEiVKlChRolxgwo2NVMyZS+DYMQCUViu6nj3wbNyEKjmZcHMzhE5YOysTE0h/4UWMgwe1lvft309MNANDlChRokSJEuUcWFu+lge/fZDw8QH/VvFTznguSj9/8dMPqS9zsujZXUy6owe5vU6f2fI/DTEQwLt9O55t2zH07YNp9Gh8e/cSLCtDnZaGOiMDdUoKws9wM2h+/33qn3kWfb9+ZL7xN5TWtgH6kiQhOhwEy8vxHykESURQqWh4+RUiTU2YLr6Y9JdeRGE0nmYNvy6ix0O4pQV1auopsw5H+R8lEpKzEX8yWw7gz70Irvv8ZPcRSZKdTDyNcpnEvOMD9BeYvR/B53fKAqfETnJQmaCQM3On9JCDA1Tf/2nl7Nvb50HvmbLDyvkS8skZibUnB3SeEUc1NBXJLi+e439emxz81uuaM2c2/Km0lMGml2Dvh4RTLqG+6jdIIQlVkoHku/uceyDa8nugYBE8VHrSQPb3SJJE3ZNPYv/4EywX9cAg7UVnbEY7eArC+McIWTPZVLWJHXU7ONpyFK1SS7W7mlJHKX2T+vL3S/6OSnFy8Eejt5FlRcuY1WUWRrV873tx6zNYX/yQYYdEkn7/MPE33gjrn4Fvn4WkbrJLyjujkEb8HmHMH865uT458glFzz/JlVslWkxg8MNv71BiN8nBJAn6BLJisqhyV+EL+Xig/wN8XbaaHTVbWR4wkz5nXdsMk5IEi+fCwWVww3Kk7KFsqt6EM+gk15JLjjmndZ8QRTnzpTERNr4oB1Re9jco+AzyJsDAUwdu883jsOVVuPQV6HfDifmeJni9L6T2hOu/wB8JsKl6E1atFVESeXn3yxTZi/jqyq9I0Ce0qXLB4QU8s+MZOsd1pthezOZrNp/Xe0FEjDDti2mUOEoAGJI6hHnj5p0UqFzrrmXqsqkIgoAvLAdmPjfiOSbmTsQesGPVWn92cLMkSSwvWc7zO58n1ZjKgkkLUF/oa+37jLfj/w+G/vbsywPYK+WM67E5csBh+RbZ1Sx7CFjOTUT+78TtdrcOjickJKDRaMjMzCQ7O5vMzMw2GUkjkQglJSWsW7eO2tpaJkyYcFrxwukoLy9nyZIlOJ1ORo4cyYgRI4hEIsyfPx+bzUbHjh0ZNWoUaWlpF3pXfzrrnpKdLB5rbvN8FEWRL774gn379mG1WomPj6esrIycnByuu+46JEkkEKhHKFqH4vO7ETIGIly9AIXWgiAocNoa2bTgPRBFNNWbOVodxB9RoTWqiU+LIzYlFktKHJXHtkFMLcl5HsKqIFbLAHr0eBON5uQM/ZGIn+rqBRQVv4AgQELCOIzGDgQDDdTWLUMUfQiCCoMhF6MxD5MxD7O5B7GxQ1sDvM6VgM/J5/8YS3yXJnS6dPz+agyG9igUWkAESUI6Lm6SJIlgsJFw2IHB0J7u3V7F4diDx3tMDi4TNMeDzDREIl4abWvxeksYMmQtOu05Ogz8DCQpQkHBXTTavv7BXAGdLh2DPhudLh1b03cEg5XYbMMZO+avxMfHn7a+QNCGJIXRapJwOvdz9NhfcDr3ExPTjWDARiDYAMezyCuVJvS6Cbg9i9DpbuPIkW3k5OynrHQI1133D9RqJbamDVRXL6DJ9i0IEkZjZ3y+MkTRT23tABTCFIqKirnxxhvJzMxsvd+KHg/OzRup2Ps2jX0OoHSpSY69BEXqaD7+dC9Tp06lT58++Pbuxf7pZzi/+gopFCJ+zhwSfnMXil8wW/Rnn31GTU0N99xzz1mXbSPqBjZu3Mi6deu4//77MZvNOBwOKisrqaioQKFQ4HA4OHLkCLfffjvJycnk5+ezZMkSrrnmGjp37nwTJn1BAAAgAElEQVTW9a18cz/NTVvJHPEuCBKd2r9GrHUQLXUelry0h56jMhgxIw9RDFBU9Dw1tZ8RicgOSoKgPO7AlEsoaMLlXo1GE0+vXu9QssPI5k+PoTQ0kj3+L2g0PxQyKEBSghAi4FCjNStACNK926skJ09ubYfGxtUUHn2CYLCRpKSJNDSsIjNzDnkd/3h+B+BH+P01NDVtxG7fSYt9O4FAbZvf7VjZHh7G8K6PICjV3J1/DKPLjtXZTKyjmXhXMwnOZpLcdtQuO41JGRxNzqZznJVrB/ajc+++P2v7/ptxtzRTUbCP0n27KdrxHeFQEIVSRbu+/RkyfRZJOf89yRykcBj/wYMEiooJ22wgRlDGxqHJzkKTnY3KKCAc+xIOr4DSjUS0aTgMs3B9vYZAvRNBZyLh9tuInXmyQ6kkSfgPNuEvbMI4KA1NxvkHjZ6SSAg+/40ckGnJwttUy3LPBGob3Fz7zCsAbF20AH2MmfiMLOLTMoijgWDpNhZ/VYyrpYUbXnyDhIpl8PVjkDNCduVoLgEEyBoMXabKWe6tmXIA+he/hZZSed3eZjmhw2ky1ze8+ipNb71N0u8eJO6GG/AXObEvOUbEKTuoIYAqyYDSoiVQbIeIhDrViKFvMqoEHULdTlj3HOGkUYRzZhJuCRFu8hFxBFGnyOVCNW40WWZip3VAUJ7+mzHiCeFcXYZnR13rulEImMdlY+ybjPICurxLksSeQ6/QXPcG3rAV1O1RKBNQqBJRa5LwhmJYc6iFwkYFYWVHbh7Riav6Z7YGUYfDHgKBWvz+Gvz+GgLBBiQxiFJpwGjMo9JWSUnNLr46ls7Gii6YNG4S9C20j3OSZXESp2tBiFTR3nIUSXcJY4a8fmoxVCQES26Fg0tg4vNtXKDORiTiJ5L/IZrPHwCdVe6/uPQVyLsEFCev6/p/7OBAtYNPrzNTXXwjYSGIImjh4d1Pk2Q20j2xgZ5xG0lUrUcheck7FEtm01G5cJepMONfp06sEHBD0deycC8uF8Y8ds77cL6IYoTNH/+LltpqVBot8emZmJOS5We4IMhSUkEg6LRT98WzJKha6JMRQvA2wsQXYNCtZ11HsMqF0qJFGaORXecaj4ApBcyp8lStw7OnnpZPj4JKgaBWoDSqiDQ5MGi2YJh5M4r4WFkEqBEQvHVyIgtz6jnvZ7DSRcMb+wAQNEoMfZMQlALuLTWgFFrdowSlAkElEG72E9GLfHPsfXpMn0RaXmfqio7Sd/JlKE5xLvzaOLwhVh2opbDOhcsfxqBRotco0avlaZdUMyPzzjwmYHMH+PpQPUv3VrOjtJmnr+jBrEFZAIQCfhrKSrEmp6DSaCmtbmBPYTUHS2spqa4n5A/QSWogru4AM/78DKkdOtFQVkLQ5yXg9eBzOnE57NQ3NNPU1EJJVT1SwEcopQP0HMOdY7vQLsFwkuuSKEYo27eHzR+/T2NFGQDW5FS6jRxDt4vHEhOf0Lr/G481sv5IAxuONiJJEpN7pjIyL4nemVYSY7Rs/Oif7Fq+lKue/RsZ2Zlt3ktFUWJrcRPd081YDae5T9qK4PO7ZGcUgHYXQ2yu3EdkToMbV4HpPMZdxAisvB/2/EtOyNLvRhh2j3wef36XnMTj1vWyKPe/ibV/gc1/hQcKW8VdUkSk7vmdVCJiTI/BcqgF6+UdMA2Wr1nnugqca8rRtrcQP7sLNU/vwJjZTGzttTDtHaQeVzH5tc34QhHmXdeP8S9v5C+XdePJFYe4eUQ7ppW/jhQJknfnO61Cp6ysLKZPPzkhR1NTE6+//nqrUOpMyEk2nGcVQQHU1dXx9ttvM23aNHr27Nk6/7333qOlpYW77777jM6/vwiL5kLpt/Db3W36/yOixPtby3hpTSFhUaJ9rJqb/CUMcXUh6Te9CdV7afnsKI3jMsgalEa86dTfk5IkUf/SbhQxapJuO/N52rL4GJ499aQ80B9VnA7nN+U4v6kgbmYnDL2Szlj2V8fvgF3/hG1vgbtOvtZnLzqvcQJJkli+fDl79uyhX79+TJo06bTHv6ioiMWLF7e6kp3NNfkXRZJgyS3ymMOoR2DEg7+6u/3/Gr5ghNnvbmNPhZ0YnYodj4xh+bIlFB3ax0i2MZi9BFGzjqHsoicSCpKTk7nttttQKBSIokhVVRUtLS3k5eW16d89cOAAixYtOmenc1EUWbhwIYWFha3zTCYTbrebjh07olarCQQCBINBAoEACoWCwYMHtybQKi0tZdOmTVxxxRX/GQmvovxPEhVCRYkSJUqUKFGiXEAiDgfl199AsLKS+BtvQFCrsUybhioxkeb3/4W/oAB1ejrq9LTj03TUGRkozjGDaJQoUaJEiRIlyg+pdFVy9fKryTRnck2nazBrzQxJHfKzxE8/pGRvI1/OK2DGIwNIzLpAgSg/ItzUhHvTJkzDh6NKSDh7gR8hhcOEqqsJFJcQLC3Btz8fz+bNsoOJIIAkoTCbEZ3OtgWVStTJyWg7dsQ8ZQrKGBPe3XvQ9+mNYcAAmt9/H19+PkqLBaXFenxqATGCd9duXF9/Tcy4caS9+MJ5BQmGm5rw7thBzPjxUcFRlNMihUR8R5pRGlVo2527C85Z8djkgcySDfKf/bi7RVI36HmVLMQYdi+k9ZbFPo2HoeEINBZC0HWiHkEpZxGOzZazlnaZKgd+hXwQ8kLQK09jUk8ElIR8ciB5/SHIHADmjOPCJr089bXA4lsgcyCk9JQzaHeaKAuLYs4QBL1ojrwvDxSenwBJFOG9SVC7H/pcKwutJAmQTjhP5Y6E+B8MBokR2PwybHgGxBPZphEUoImBgAPi2stBUh0vUGKL5lLY9CLs/wQEBZEus6jbNwV1eiKmIano8uQgnnOm8Ev4+BroNVM+djGpEJMsBw3FJIPOStP779Pw7HPED7KSlHsIMgfBhGewxWWz+OhiPj36KQ3eBnRKHXlxeUTECAa1gantpzIhZ8LZXXd+QJOvielLr+DmxS76HvST/OijxM2aCbv+zsH4LB7c+zLPL25BX2Sn3fpdKExnfxaVFXzM39/6P2atE1H2i2fdrDGMeGgR3ksGE/Po78iKyWp9Tta6a7l5zc1UuCoQgLub7dw8baGc8f3H+B3wzmh5euu3YPmRc5woylnhv30OGg6dmD/y9zDqHEVcfsepRYbfZ83+Yabv7/fXUcZln1/Gjd1u5L5+JzJp2/12Ji+dTJf4LtzW8zbmrJ7DK6NeYUzWGDwhD3d8cweZMZnc1fsu0kynFp2sLlvNg98+yJ+H/BlHwMEre17hlYtfYUz2GOB4ULavkb9s+wvbaraxeOpilhYtRaPUcEevs2dz/il4Q3Jm9wv1rtNKUzHMHwXJ3eDGlf+1A/bhcBiFQnHWjJ75+fls3bqV5uZmJEli9uzZ5OTknNM6RFHkk08+oaSkhDvuuOO0ghBRFFu3IxwOs2HDBrZs2YLVamXatGlk/sD50u1243a7SUlJ+cG8QhyOvaSmTkdxCnHluRKJeGlu3ookhYmLG4HfX0Vzy1bU6lj0ugyMxvao1bFtyjgce5AkEau1P2z9G6z5I/y+os31KYkidaXFHNixjeKyMoIi5HTqzMhx41Eq6zl0+EFcroMnbY8gqFCSSHNpAG+jDmNyGF18CyptGEF16rFZIQwJjhDJLQoSx3+AIufMwS0eTzFV1R9SX7+cUKgFQdCQkjyF2NgheL3FuD3HcLsL8fsrAdBoEjCbewMQDNoIh13Exg7GYu6NIKiOB6/K2ckFFIhSiPLyebjdh3GXtWfqTV+y7euHsdk2IYkSkigiHp+qdXpMud1QqWPJTu5Casq0swaE+XwVfLftElJSptK1y3MEg00Ul7yE31dFbOxQ4uKHE2PqiiBcmOu0pPQ1SktfJStzLtbYQRj0Oej1GcdFXTKSJLFz5y24PZsZOHA5JmPHk+oRxTCVVf+kuPivSFIQhUKHKPpRKk107fo8SYmXHF8uRDDYiM9XydFjf8HtPozfb6DwyHU4nR5Gjz5EILgPk+kyIpFtBAK1aDSJpKXOIDVlOsGv91AYdlAc+pDk5BISEi7l6zVpuN0+zCYTXUIhEh07CRkP4e8VQjRBqMZI1+ELyMrpjiRJvPXWW3i9XubOnUtsrHz+R+x26l94AcfiJRj69ydz3tu/WNKGt99+G5PJxLXXXnte5TzhCEV19Sx9dz7p6em43W4cDtkZRK1WHw86DNOvb18ydSpK9+5EqdZQqtATCAaZO3fuGUVsAPYGD588uROFto6MEa+jMTZSt/s6HGXD0Js1zH5iMIHQYY4U/gmXq4CUlMuJjxtJTEw3wuFY8vMPsnv3bux2OyZTE917fItaHSYt8THWv20hY9Sz6Ew11O5MRFBIKJQSgkpEoZJQhNMYfMnjZHbrSiBgQ68/2aU2HHZRXPwSVdUfYjC0Y+CAL1Aqf56rrC8iUhsI0RgM0RAM0+ypwOPczaYWL2VSJoOSe3JbVjJdTHLwVJU/iCscIVatwqpSovuBuEKSJFwRkSNuHwOt55ls4CyIfj/+AwfQ9+17Xg7I/yn4PW5qjxWS2qETOtOFbZsLRsAti4Yc1UieZoKVNfhKG/BVOnGVRIi4Q6ctKigk1KYwmlgtypRMXAdsoE1G274Xmqw0gsXb8ZdUk/TgsyitSUiBCFJQRAyECTf5CVW7kSQRQVBg6JuE9bL2KLQqAiWlhOtqCTc1EbY1EWmyEfF4iL36anTnIG5EFCF/oSxmcVTjvfJj3nv0EYwWKx6HHTEcRhAE/B53m2IGixWv08GQcVPo2bkr+sMvYt9eg/1QELRGFJZEFCYzgkGPwmBAoTfISRG7dUWVmIhUtgv9vkdQTn8N+l7fpu6wzUbLx59ge+MNLFdOI+2pp/AdaqLpo8OokwwY+iejyYhBnWpEoZH7jSLOIGG7H03mcfc0Xwu8MUgOFr95rSy0uQAEK10EypyIniD6XkloUi/8c6C0/H1Kip9kT0N/Zl/yJmmxJ9+XRVFi7ZEG3txQxN4KOwkmLXOG53Dt4GzMulN//64vbODplYc51iAfy4vyErl2UBadUmJItejR/CB5iC8Y4YXFv2dY8hJQZZOeMpbszOvQ63/kzC5G5KQkx/sFHI49tLRsIxBswGjoiMXaD5OxYxshVSTiY9fuqwgFbAxZfwSl0gA3rSKc1J6m5k34fJX4fBX4fVX4/BWEIyHe3jOOYXmd6WV6FVEKk+2wUGQoIcl6Mb5QHS7PERSSQGKjn4waH1Zjd+g0SU6W0X7MaZOc/JoUrFvDmnmvEZeWQTgUxNnYcNpl1Ro1oWCIHhePZax5G4pjX8LVH8qiwrPhrJEFamWbTv5NH4uU1J1G56OIvhAJysdQefbIv13+FvSe9RP3TkYUI4SDQfxbGhF9YWIuzkBpktvef6wF/7EWCEtIEZFIMEzY66ehsYz1ez4grVtnrvzjX/4jxE+/FBFRYu77O9l8zMaMAZkoBYGL8hLJijPw8Y4K1h6pp7JZDtiPNagZlBuPRa9mS2ENYw//i2STGkES8dhbTqrbr9DgV+iJaPTkJllwlhWiizETDgRQa7Vc8fCfSe3YCUdDHQfWf82Bb9fibrIRk5DIyGvnEgmHOLD+ayoP5qNUqeh36RXk9OqLvb4WR3099vpa7PW1GGIs9Jt8OelduqFSq/F73Lxz103k9hnApfc8dH4NIkbguzdg/VPyPXrCc3ISqq/+AAqV7B596cvnJcRrg61ITpiUv1Cur/MkORHP8Ptg7OM/rc5/J/WH4K0hMOnFNgmEvncOAjANO+EMBBBu9lP/8m7irshAr91Ly9FueHbWkZQ2D413K9y1g69Kw9z+4W4u7pTIhsJGvrxnBH9YUoBaKfDZ7W37/hYvXkxpaSkPPPDAScl8du7cycqVK/ntb3971u+J8yESifD0008zaNAgxo+XXcnr6+t56623GDt2LMOHD79g65JXGIJd/5DPz9gcWSRrzW7rXP5KT1lId/UHrbPyq+w8srSAA9VORuYl8pfLupMVb6D500L8R5pJfXQwSFD3110odCqSftO7TRtKkoRnaw3OdZVo21vw5duInd4RY/8zJz6JOALUvrALXQcrpmFp2N47iDMxTPzMLiQnJ1/YtvmpOGtk8dOuf8rjJ+0uhvR+8vXZ9waY9MI5v6etXbuWTZs2MXz4cMaMGYMgSVC1Q67vFOMewWCQffv2odFo6N2794Xdr/Nh/yeyC/qoP8LI87xX/n9McaObjUcb0auVGLUqTFoVJp2KeqefV745RlGDmwSTBps7yMtX92JKjxTKyspQKBToPRXEbXsWbfV3RJK6E77kWdTGOBSrHoTOk2Hob0673lAoxEsvPEf7WAXT59yDoD3D+77HxrdfLWV9QTWDBg4kxmwmKyuL9PR01q9fT0FBAWq1Gq1Wi0ajQa9RItiOcrBJQKvVodPpcDgcxMTEcOWVV55z33OUKOdLVAgVJUqUKFGiRIlyAZBCIeyLFtH45puIdgeZ897GOPQUgVNRokSJEiVKlCgXCLvfzi1f30K1u5pPL/2UjJgL7zqQv76STQuPMeeF4ehjLuyguiSK2BctouGlvyI6HAhaLaaRI1Ho9aBSIqjUCEolCqMRbedOBMvKcCz7HIVOizojEykQINzYQLCsHOkHbpuqlBRMI0cSM2Y0hv79ca5Zg3vDt5guughDv76EausIVVcRrKoiVFmFb88eQjU1bTdOrYZQCG3Hjog+HxGHA9F1QgSiTEjAesXlJN57b1TMFOWCIUkSoSo3nt31ePc3IvnCoBRImNMdXfufKYba/R7sfBfqCuT/ay2QO0IWHJkSoevloI+FBTPg2JoT5YyJslgmsTMkHRfNCAqo2gWV28FRJQcFcYa+5MQuskjKdlReNjZXzpB9KqxZssDEcLLLxWk5shI+mQXXLpaFS2IY1Pqzl9v9nuyOlDMCKraBeIqgPo0JJv8VavbITkABF4Q8shCl301y0JkxUW47QQFHv5IzhduOygE8OSPkgKmYVDCng/40x9FeAQcWy84y8R1gwFy5bTe9JA8kKlTQ/ybEAXfR+KGNiCtI8r195SzIP0LOpn4I9/r1GAYOxDhoYNsFgl54f4os1DkuKPkhflcMpV+acecKNI1yYhpwM7QfzYrSlawuW01YDDMkdQgzO89keMZw1OfpIHIqilqKuOXLOdz2qZNeRwKkPP44sddczR83/xHH0mXctVIWpiXdeg3x9//5jHXtKt7IhqduZ/JWCXW3WNp3O4jQ4wrq9ifRsnQV7ZYvR9sut00ZT/5CSjc9SztbKYYeM2Da/NOvoLFQFkPFtYPrP5fPVVGEI8thw3PQcBAS8mD4/bJLkLMGRtz/8wMTxQjMHwneFvjNDtC0HaD83be/Y1P1JlZfuRqLVhYYPLXtKT49+imLpiwix5LDyE9GMi5nHE8MfYInv3uSRUcXoVaokZCY2Xkmt/S4BavuxDkqSRLTl08nGAmy7LJliIjMWD4DZ8BJj8QeVLgqqHRW4o/4Abin7z3c3OPmn7efvxaiKN+H6g/Kf5XbZZGoSg93bJaP738hxcXFLF68mMzMTK655prTunAVFxfz4YcfkpSURFZWFr169SIj4/zeI51OJ2+88Qbx8fGMHj2anJwcVMezcIuiyOLFi2loaODGG28kGAyyYMECGhsb6dOnDxMmTECr1RII2mhu2oTbU4jR0A6dLqNVcONyH6a4+HlEMYjZ3ItuXV/CYMg9aTuCwWaCwUb8/hqqqxfQYt/R+pu8/wKRiA9JCh2fp0KSwifVo1bHYTR2wGhoTzDUTGPjagRBRY/ub5BYWSO7O9xbgFcwU56/l9L9eyjP34vXYW9bkSCR1MtOav8GFGhpV2FH0ibh63wlvoCfgNtBc10xgXAVppQwKr0flcpKfPxFaFVWlO4WlJKy9U8MRFCp40nscwcKZy18OB30Frh14zmL9SQpgiSJp3R8CrcU0VL3NbXhAny+ciRJRKu0IPictEQqEEXfKWqU0WgSkRrHsGthAXf942P+ef8daHQ60vK6oFSrUak1uJptHNu+lYXp02nQJHJVvwwevbQrFv3Znx1Hjj5NddU/iLEMxus5RDjsIUg6Wspbj1lc3DCSkyYRax2Fp6UJELAknTkYKhLxU1j4JwSFmrTUGTQ3b6Kk9FVSUi6na5cXzuheFwza+G7bJahUJjSaBEIhO6LoJxLxHT/PZAePxIRxsujMV4rZ3JuE+FGnFX+Fw26Kip9n504fxUVGrFYrt98+mw3fjkKt9hFjGkROzg0kJIxGoVDj3bOH8lmz8cfEsOvaWYydqqKk9GUsmkFI67SExB0EevgRY0EKCfibMvAqh1JSauShh/7QKk5saGjgH//4ByaTiTlz5mAwnAh8c6xYSc3DD6Pv3Zusd+ajMJxaeGoLhlEJYFWfn1BRkiSeeeYZ+vTpw8SJE8+5XLkvwOz8Ekq8AXq4msiy1ZASF0d6YiIZSYmkJSbQEAixv8FG9urPqN75HZr4RIJNjQS796PZkkS6GGLOnDmnzEIc9PtY+doLOBsbGHvzI7hbBEJhJy2hxwhKu9CJ15CRM45m93s0N29CpbKg0dxCSbGZ7OxsqqurKSwsRBRFcnJy6NevH6Iokl+wkZiYfxET04wkCQiCRMmadLoP/A2xycnoYszoTTHoTDHEJCScc4C0x1OESmVBq/15zs1fNNh5sLACZ1hsM18ARseZebJjGu0NP09o9XOQJAn/gYPYlyzGuWIlostF0oMPEH/zf8k7x38gYjCC6Amh1IcRDnwmf3eIYTDEE1o7n6Y9Dvx2CwFfHILSgqCNQdDHoDN7MFhq0ZlsqPXNKFVBIp4gQbeKoCKHoDKHkM9IsL6FUF09xpF3g/IHohKFAOL3340SCCIIESCCFPAQOLQa0VOEKnkImvbjUFpUROpW4Vq9uO0OqNWt/TBpTz+FedKk1p98+/ZRde99xIwZQ/ycm1CnnywmBDi6fQvL//oMBrOFq594jtjUdNx1tdTv2UXjkcO4Gurp1mU8jQVNxCnTIODCt+0NREcFhkHDUVrNiD4XkteH6PMher1y31FzM1LwuJuTQoVCHSG2mxqp5yxCtbWEamoI1dQQaWoCwDR6DNaZD+HdayNU40GdYSJxbg8U+lPcV4vXwYHjzkQaAyy7C/Z/DLeskxOZ/BuQJIkNRxupbvGRYtaRYtFh1Kootbk5Vu+mqMFNUaObeoeffjlxTOyewsD0BvbsncFBWx7du89nXLczCwAkSWJbSTNvbihi0zEbGpWCLqlmeqSb6Z5moXu6BZVS4Nkvj7ChsJHcBCM3j8jl4k5JpFvP3C9QY/fx5Kcv0jX2O/Jii1EI4FNdxoQhj6LVnPycsNt3sWfvbCQpjEJhQBTl72ml0oTF3BuLpS8Waz/q6pZRV7cUgE66iWSkz6bJFOLwkT8QCMiOW2p1HHp9JjpdBjW2ElTiYQAMhlx6dH8DU8RIwephNCSoMLkjpNX5SAmmoO46A3pcJbt0/wcgiSI+twuVWs3f77kVa3Iq1zz5PIIgEPR5cbe0ABKSJB3vNpJQabSYExLZ+tlHbFuykJT2HRifcIBE30G45iNAAHu53H/UUi47gl/y1Il+osW3wOHlcPHvof0o2bncVQeuWnDWwsElSGEJIj4Eazr0mgUJHeR+r5/oUhwJhzj47Tp2fP4ZLlsjnYdehFKjoWTPTtRaLTHxiai1WiLhMO7mJjwtzW3ElX0mTGHErBtQa/99z9NfC6c/xNz3dnKswU0oLOIJRgDQKBWM7JTI0PbxDG4XT6fkGBQK+XhUNHm55ZmPGFv5BdrMPA5aupPfFCEx3kpOWhLZGYl0TLHQMclE+0QTGpWCqkMH2Lt6Baa4eEp278DjsJPSrgOVhwpAEMjp1Zceo8bRvv8glKoT3x72+jq+++wjDm1a3zpPUCgwJyZhSUqhqbK8VYilUKpQqtWE/D6uffZVknPP4prRXAKrHpKdynrPgqK1UL0LOk2GS/96IslTyC8LGi6UKK65VE7atG+BLGy5ffNpnQj/43lzCGjNMHd166yIJ0TdCzvR5liIv74rgqLtdSyFRYS1f4Lv/oY4dzt1HzhQqCMke6chdL8U8Yp3mPz6Zg7XOolT+dnVeQHzdXP5616BA09c0kYku2vXLlasWNEqdnK5XMyfP5/LLruM3bt3U11dzX333fezHc9/zLx589DpdFx//fVIksSKFSvIz8/n/vvvb/Oddt7YjsGq38nC2b7XyffTlQ/Arr+fvKwpGSY+Jwv0XuwI4/4Cw+5GkiSeXnWYv28uJd6k5c9TujKxUxL+fBvKWB3NC4+gbWclfqYsTvfsqqNl0TEUZg1KgxqFQYXCoEIKifgLW1CnGAg1eBFUClL/OAiF9uzfks4NlTi/KgMgpIzwiWoLIWWEiy++mGHDhv36jlk+uzxGYM2EI6vgsxvkd+luV8DQu0+8l33zBGz+K5IpGXHM4yj7nCzG/d615/Dhw5SXl1NTU0Pfvn2ZMmWKfJ5texu+elgem5n4PLQb+evu66nwNsv947aj8l9jIZRtlpPm3bjiwt3b/kfZdKyRnaXNHKp18c3h+tMu1y7RSFasgQ1HG1EqBPpnW1l424/iDyUJDi2Drx4BVw0oNfJ4hNoI9+aD8RSJRyNhaCpi9fzHOBJO4xphJQlxsdB7FraKQry2Kgqs42gJCITstQS9ThqJozuFTGsXRLhuyenfp8o2w4r7wVaIO3kANcos0mwb0QgSqrhMFJOel5MgRonyCxAVQkWJEiVKlChRovwMJFHE9dVXNLz6KqHyCvT9+5H80EPof2BdHSVKlChRokSJcqGp89Rx69e3Uu2q5pVRrzAi48xZ4X8q29/4mvz9fm6ed+kFGeCJuFwEy8oI1dXR/I9/4tu7F0P//sTffjvOL1fh3bULQmGkSAQpEoFQiIjXC8eFTkw+FaYAACAASURBVMahQxF0OkLV1Sh0OpTx8Wjb5aLJbYe2fTs0ubmya9N5IIki3p27kMIhDL1741q7Fu/OnVivuqrNO50UDhNxuUAUUV3ArH9RogB4dtfj2lhFuN4LKgX67vEYeibi+KoEtWMTllFmVCmp0HH8+bkeAXhsSC/mIerbE8maDB1Goew4AIVZf9J1HShpJrBrJ6FqNyG/GUkyI4kSSBJSBAx9Eom9rEPb+p21ULgKAk55kEWtlwOzVHp5MKxsk+xEpdTA6D/KWRF9LfKgWcgHYf+JaVpfMJ779SVJEsGiBjSL+iNkDABHpTwQec0CSO97xjbh9X6Q3F0eoPM75HLHg+YRFPL+LL0NavbKDlhdp8qCpsyBZw6gCQdg44uw8x15P3+I1gyWTHmg9PtpJAibXpYFVlqL7CoVkwruBvlY958Dw+4hHLBg++AQ4QYv8Td0Q9+5rVgsUFSEY+VKnKtWESo/7vSlUJD86B+JnTmz9Vg7Dhew/bmH0AfBaozDojOhVkoIBBEI4tpVSJPfy71zlbgNJ/bRqDZyeYfLubrT1eRacpEk6YIO/Bfbi7lt5RxuXWinx9EgsU/8iSfzX+C25UGOpYI1EibLoafDhi0oKjfIQVEh73EXMh/NIQ+Lqpz0nredGD8IA9uR9+5SFDvfhq//RNivoHhFEsYsJRlXt5cFebE5cj173pcdwYbdC10vO/s1duxr+GS2LHLrMlV2gWo4BPEdYeTD0H3aaQd9A4F6SsvekAP3YwefXyOVfwf/nAAX/Q5GP9rmp8LmQqYvn85dve/i9l63c7TlKFctv4oZeTP44+A/AvDgtw+ys24n0/OmMz9/Pjd1u4lZXWbx5r43+bz4c4wqI3N6zOHaLteiU+lYemwpj219jKeGP8XU9lMB2F2/m3vW30O8Lp6smCyyzFlkxWTRztqO/sn9L3gwyAWh/pAsJkzMg6rdsPoRWRQa8si/Cwr52HWdCn2uk53u/ssQRZGNGzeyYcMGjEYjHo+HCRMm0L17dyorK/F6vW3+CgsLiTEZmTtnDjrDT8/yf/DgQZYtW0YoFEKr1ZKXl0eXLl2oqqpi69YtxMXV0r7DUfw+PRWVvZhwyRUkp4g0N22iqXkTbvf3zmkKQDyp/vi4i0hKmsyxoqcRxSAdOz5Cepp8P3O6DlBW9gY221okSQ6uU6vjSUqagEKhOe7wBxISSqWeuNihCIIaW9M6dLo0EhPGEon48fnK8XiL8XqK8XiL8HiKEcUg2Vk3Y2vagMt1mIhbj6T0Yi+Oo2G/maBbjT7GQnbPPuT27kdy+zya7WtpsW/B6z9MRKjBXxVD0doUpICSiNT2ujBYrAy5ciY9x04gFG5GrbaeUqR0Sr7PsnsKd7hzJuSTRcT7PoLi9YAk3wN7XiM/v9c9BV4bkcz+BC59CmKS5eBVRCRJlFtVEtHrs6g+dIxFTz3KoCtmsH3pp0y++3d0HiYH5oQiIp9sOEDD/EcoazeK9Ism8+6mErLjDfzjxgFkx5/63HMHwvx+cT6bjpZyW5d5aJQhWkKxLC2aRI0nlTSTh7kDm+ibcgy3cyvBYCOO4nRK18aAJDB0xmyGXDkTm20ddvsuNJp41Jp4NOp41JpYioteoLllCwqFBlEMABAfP4oe3V+THRvOQkPDakpKX0arSUKtjkWpNKBQ6lAq9CiUekzGPBITx5/3/XDNmjVs3bqV3r17c/nll3Ps2HZWrPgCv9/ElVdeSV5eHpIkySKo4mIiLhfh4cPoeOutlOx8jvrOe+WKRAEL3bFmXonD3Y5167bi8Xjo2LEjs2fPbrPOsrIyPvjgA9LS0rj++utRq0+ch84vv6T6/gewXH45ac883Tq/0h/ky0Y7qxodbHd4yDPq2DCg03ntr8vl4qWXXmLixIkMGjTonMrku7zMzi8hKEpclmTls7pmfOLJsQzqUJAhu9czaN8mAuOv4PV2/Ri+dyODt6+hJjkTlVZPutHAVTfcREp2bqurkLulmWXPP0lDWQkKpZKEzBwm/fZB1FotglKivOol6ho+A0CljMWim4wmMozlX20krNIQEkX0ej29e/emX79+xMXF0lhWSijgxxQbjyvg4osVT5Ju8WAvbsDpGcjdz798zm12vngiEfyRE+3zw5ZqDoX5e1Uj65tdaBUCx7wB+pkN3JieQKJGRZJGTaJGRZxahfLf+FyP2O04vliOffFiAoWFCFotMePHE25owJefT/sVy08rcokiI9UdJHCkDm9lDBGvmog7QsQVRPLLz02VphmT+DF61XYiYiyNtplElO0RdFaEc/nmFEQUahHBoEOh1yJolSh0KgStkog9QLDciXlcNvpeiYjOIL7DTUSc/4+98w6PozzX/m9mey/qXbaqq9yNccEYCNWODaaYDnESCJ2chJCEkMCBhIQDIRBqCBC6HbpNxwV3Y1xkW92S1bWSVittny0z3x9jLBtXWpLvHN3XtddIuzOzszOzs+88z1166HvydyR629XbKVFURdB6PanXXoNj3jxarriChE/EOOmHCKIGfV4nthlj0KSkok1xI9rtJHt7abvpZiJbt+I8/3wyfnEbgsFA03kLiXd0IEejIMs4zjmblMWLMZSoKX5f3MMMvPsBe19Yj8WYid7mgiQoSQVB1IJGi6CzIOhMxCQfe6N7KE0bDzEBwSCiSAfsA62IqBcR9BoEnYho0aJ1JUn4osRaZJRYgHjrNhKdn6ExS+iys9HlZKPLycV8whwC60LEWwPocq2YK9KwTM5ENB6GENzXCE+cpN6jjj4P0kaw5+1HqTHMpDdmI2N4MXmjxpI3cgz2tPRDFq/3BFj8jy1ML07lttPLcXyVROEDIMsK1V1+KtsG0IoCn1R388HuDjRCkoRy6Dqz7FCRJZFp89PpbSbbXMvkjG2EEmbC9qe5YsZXE3DtbBvgze3t7GofYHeHn6A0KG63GbTcdGoJl08rPIjUfiz4o3HWN3j5vLEWo/QsY91riCRdVIy6l4Kc0/bPF4v1snnzPESNkR7Dw9y8tImTixJcOTlImqEWv38bwWAtX4xphxXegLdvLbFYD1lZC2lq+jNmczFlZb/FbhuDVjuYCveDZzfh5g1+NN3J8OE37h+PJNf/hei2RzEPm4sw9kI1DeI/5H6rp2Uv1WtWUr12FcE+L0arjWgwwMX3/A9ZxWXHvZ6adatZ8eyTSKEgF49oJiN5gGmOqFXNcgba1Pv3y15XazePTYfpN8Fpvzv8Svtb1MQovQXOfeqrGe18CfGYxK4VH7L57dcIenvJGF5CZlEJVZ+uAGDYhMkABPu8JGISGo0Wi8uN1e3G6krB4nKTVjDs2AKa/6WIJ2U+reuhtS/MORXZpFqPbBDzUZWHm57fSFjRYjNquXPuKM6bkHNcY8xgn5fXfn8n8WiEUbNPZdRJp2JPPbpQvHtvI+GBfpwZWdhS09DsM/VIxGLUb16Pv6ebWCRMLBrBmZHFxLPnH3lliRhseBhW/xFEnSqC2LsGTG41CWb0ef+a726wW/3efINz/t+OT++HFXer6Vn2LLVGhyqGEk3aQ0RQgGp08+fR4G+HM/9ExLEQ77O7sZc0Y2+9Dha9yvvxCq55YSs3pm3j1sCfqB92GadVn8mKn57E8LTB63FPTw9//etfmTdvHhMmTKC6uppXX30Vp9OJJEmUlZUxf/5RzoWvibfffpvt27ej0WiI7+uDTZgwgXnz5h11OWnvAEpcxlDsPPS7Eo8gP3kWgc6R2DSvIZr0aspT06eqWGf6zfsEp03q9PNn1Xr0jFvglUVw1ftQMI3NTX1c8MQGFk7M5Y4zy9FUevGvaEE+ICX0wGQnJakQXNdO3BNGDseRwwl1KiWxTMrAfmoByX4JJZZEl3n4moAkSXg8HrXuH4uxa9cupO4guUEnu/v3UH7qeHp6eti1axdZWVnMnz//W0uH6u3tpaamBrfbTV5eHjabbf9rNTU1bNq0iTN9z5A2sBNh/CVqjSZjFJz/jFpnPhCKAntW4FtyA4aYj96rNpJfUIAsy7S2tlJVVUVVVRWBQACNRkNubi7FxcWceOKJqrgr2K32L1KK1D5Kf7Pakzj9HnB8+6aYx4WmNfD8gkFDOa1RralmjIJT7wR79r9nu/4/QH84xh/eq+GVz1oRAKtRS0hK7PeJEAUozbAxIstOYaqZUDTBk2uaKEqzsKdHrWEv+fE0pgw7zDVeCqqGegOtMPFKePacg8dKsZAqzq19VzXyi/hQgIRoJCErxNFiJ0QSERkRAYVKyqmmDI0rB0dmIXPsezFsevjgBM9wn2ogKGjUa0jVm+rYbcwFam8sOqCKK60ZEO6FU++CnPHf8Z4ewv9VDAmhhjCEIQxhCEMYwhC+JiI7d9J152+JVlVhKC0l7dZbsJ500n8m8WcIQxjCEIYwhCH8r8LiDxezu3c3D895mEmZh9R1vhX4Xn6Zzt/dTVJnIvvWGzBVVKDLzUGXfiipAiCyYwd9z/0Dy4wZOM9dQMLnI7R+PVJtHVJdHdG6WhIdnfvn1zidpN92G4753z/q+EmJxZAaGhDtdvRfMa1gCEP4dyG4qZN4RxCt24TGbUSboj4O53IYqfLi/UcVuhwrlikZmMuMiLFuGGhDWXU/QvuGwZlTy1QHx/5WNaFp3CXHTJqJv/sXdJvvwCM9TFwZTNMQ9BqM5S6c84qIe8L4P2wm1uwHrYgh34bGaQBRUJvMokByQCJa3Yf74nLMY7+e87wcCiFLElr3t9OUD2/vpu+VWjKG/Q1d55sqyUBvUR2BT/6Vmqz0peQcZBlevlAlf1+zVt2PR0I8Ap8/B0VzvrrjsqKojsS+ZnU60KY2o/pbB6fSgDpv0SlwzoOqAKPhY1j3F5WUfuKNYMsgWtuH9+VaBBHci8oxlriQw2GSAwMEVq6kf8lSpJoaEEUsJ0zFftZZWKZPp+uuu9VkqEmTsJ15BuHt2xlYvpywXqHbCboE6BMCZkWLISmiSyjEtQK/nxfnwovuZkzaWAKxAKtr/YSCbrr9CTr6I3T0R+nyRxmdbefSEwo4uTz9qISW40XjQCM/XnY1P37Zx6gG1UldKcpnza2z+XjDi9z1QhLHnImk25cTNyns0OnZqjOxS2Mm5hW5/i2ZqEtDyWQ/KX+oHjz2HdvBs5ueF9+md1klhRenYTK2qw04gBNvgFPuPKoA6hDhV+MqeHmReo7kTIApP4YxC4/qeilJ3WzddgnhcCMAKSmzKS76OVbr8RPFeO2HalPxuk2HpBbd8MkNbOvZxofnfciNK26kuq+a5QuW7095WtW6iptX3kxSSTLCPYLnz3oeg0Y9bvW+ev6y9S+saltFujmdU/JP4ZWaV5iQMYGnvvfUt5L89U2QTEbRaL7kaJxMqPv7aDWYXa/BG9eoYqdZP1O/WwYbjDhHFUJmjIL0EceXIvdvRCIRIBJpxWotQxAGzzFFUejs7OSTTz5hz549jB0zmvl9j9Hn7WVFdDR5dDKMFmQEkmiQBQ2CqEOvFclQPCrZ98TrYeq1YLAeZQuOjHg8TmNjI9XVVbS0bMRs2YPT0YXDGUEU+4lGLeh0EhrNIFFVELQ4HBNIcc/EnTILq6WcaLQVSfKgoIpvRY0Bh308giASlbqorrqNPt9aUlJOJj39DGprf4NGYyE7ayE2+1i0Gisu1xRE8ZtdixRFIR6LsHvlJ3z+3qu4xuxCZ9JgSoQRc2NqRAoaDIZ0DIZMDIYMpGgH/kAlOp0Ls3k4Ob0iGRs+pH7YT+iQc7GlZagO42kZ2FLTMNnsX792KCdVl2xFhsvf/Grkl55a2PiomiYh+cGRD+MWqUSVDX9VxcsAGWNg/KWw4r9VV+Pxl8C06w6blBaPRnnk6gsRRBEBgWv/9iJoDby+tY1HVjbQ5ovwA89SSofnceEdd7Ox0cs1L3xONJ5keKqVLIcRp1mPy6zDZdHjNOt4aVMLzW0eLhV2oNurinsUvZkZt/wWe2Yuj6ys592dXVj0Gi4ba6ek71c4i1vQKaPo3zGZ+s2bOPmm0fgiS1EP2Jf73QIjR9xHSspJ9PR+gtMxEYul+Msf7V+O+vp6XnzxRRYsWEBFRQUAPp+PV199la7OTk4dPZoyn4/eBx7Ee+GF9FRWUl6tpkcIej3i9dMwzZ5M5rDz0OkG0/0GBgb44IMPGDduHKWlh45ldu/ezdKlSykvL+eCCy5AFEVkWUYURZof/DPhJ54g/pNreWvSdFaKRqoiKuFppMXIcLOBZT0DLKkoYpbbdsi6v4ye5iZ2rviQpsptdEfjLLj+VspHjaLWN8ADb75NAIGUikmMTUthrM3EaKtJJdp7/Vxf3YJLq+GliiLKLEb6Y3Gae3vpa2ulv72FQHsboY5WIs2NKIk4zaMms2TGPE5NdfDEyAI+e/s1Vq1ZjdHTji6pXo/0JjP5o8eSUTqCbcvfJBYJM/fmX6AoMm/dfw+KfKBAU8FVOoCoUeirc6AkB0n2erOFWZf/kKyiYtqrd9GycwdtVTsPSoI4EEmThTEXXMGZB6TYfBMoikJNKMrKvgAr+/zsCkTwJZJHXUYnCJyaoqadjLKauKkgA93hiKX/BsjhMF133Y1/+XKUeBzjqFE4F56H/eyz0djtxNvb2XPOXEzjKsj89a/R5eWR7OlBtFoR7d/g+vodQkkkiOzcSayxETkUwnHueWisX0+IrCgKie4wciSBEpNR4kmUuIwSl9Hn2xD1CXzvtBOt7gUlCWgRCKATWtFo/GgMMUSzgij7CfWVEVdK96+XRARB1495wkh0mS5Eqw6NVY9o1SGadSgxVUglB+MkgzHkQBw5mkCRkoNTKYkiJVESMraT87BOPXraz+EgRyJEduwg2tCBtDcTJaagy7aisenR2PSINj0ahx5jqR3vE4/i/dvTaDMzMU+ciH/ZMnL+8hCmMWPoe/Y5fEuWoEQiWE48UU0Ub27BVFGBLI9Bl3cCgjaMHOpH0GsQzSZEqxmN3YrGbkbQ9BGQmln69iucsuhH5EVLEQQBXZYFFDVZS4kn1eMQU49Doi9KvD0IGgHz+HSUaILo7g4UxYA2xYh5ciaWCRmAQvejO1BiSZzzijBVpB167iqKSk7u3KESwwfaoGIRbHqM9rCNV5rHYbY7SCscjqdpD9GAHwB7WgaFFeOZdcnVGMxm2vsjLHxsPWaxne6QEb3OxeXTCrl4aj5pNsO+t5IRhEPFQ4qisKcnxIY9vazf42VDo5f+8CDxOdPq484Tn0JPG4ImhaSQThIrBtGHkOwmmfQfvELBTGNwKlgv5Ycnz/7K58ZB54ms0NwXZlf7AB5/lPnjc76Ve9Il698j2nsPOdZOzI4zmDjmLjQaM59uvJiEVEPM+QS3vh5ieJoVb1CiOyCRaTdy5phMzh5to9DWQjzuQTaejr9/NR1NNwKQmTGf8vJ70WgO3kZ/NM7Euz/iimmF/Pqckd94+48H9ZvXs+7VF5CTCQwWK5lFJWSVlJNVUoYzI+uI19FoMMjOlR9SvWYlPc1NiBoNhRUTyC4dQUd9DemFw5l+waVfeXvC/gGe+6/rcKWlcuHCKQjOPJVMbs8GUUO8dgXy0qvQE0OwZ6nGNjdt/07FHoqisHPFh6x79XnCA/3klI/khHMvomDseARBIC5FQRDQ6b/5OTeEQQSicWKShFXux+D6aj2ALziu38k4QFEOrjvEwur12btHTZeuWa7+P2Kemthiz1JrgUbHkZPhh3B4+PbCw5MGRRbXbYa0I9TMeurUfexrgr+frj5XdjYseone53YjNQ2QlfprRKkT+ScbueKlGu6QHqC0+30kSw5l3j/y7FVTmF022OtSFIU//elPlJSUsGDBAlavXs3KlYPpYeeeey5jvwMz5NbWVtavX4/dbsdkUo3LJkyYcJAI5yDISZTqj+h4SYuSNKA3t+HI2YLBFQCdWX301uGvceNPXIbrJLBIL0PDJ8Rzp3Ku52oK0uwsnJjLzJI0NKIwKEIbe6FaS/tFK+jN3PtuNc+tbWL93Apiq9tJ9kvoh9n3C5qkxgGc5ww/fJrlcaKtrY3W1lY6Ojro7Oykt7f3oNcNBgOpqal4vV7Gjh3LmWeeiSAIVFVVsWzZMiRJ4qSTTtqfDhUIBIhEIqQfoY95OCiKwptvvsmOHTsOet7lcpGfn4/ZbGbDhg3kWBIsDj2MFxep+EimlKL5wQdH/E2qr6+n9sWfcw4reEhYjCGjBL/fTzgcRqPRUFJSwsiRIyktLcVo3Ff3DPaAZydsfko14/rJBrX2s/5hVewiiKrIxZ6tii8rLvr2xZbhvsN/ppcuhPat8P2/qr0SR/5xp5X//4CkrLCmvgdfOEaG3Uim3YjVoKXVF6HZG2KvN0yzN4Q3GOOE4W4mFbqJxJKMyraTbj+4bt3RH+GjKg/v7eqkujPAwL5aSpbDSG9QIp5UOHtsFr+bN4qG7iBr63tZ09BLZVv//p+dk8vS+d28Ucz840qsBg1BKcm5E3K4cU4JhalHuZ98bbGaVjbxSvA2qH2MpARGJxRMg7oPweSCtDK6TriDPS2dKPUfk9X/GcMTdQgG+766YZ6aFFd2FnRXq8ffYIXFn6jmSp/cPdjf+gLmNDUB0Zyi9l48u9lfl7vsDbXPNoQhfAcYEkINYQhDGMIQhjCEIXwNKIpC45lnIYfDpP/0VuznnIPwr45dHsIQhjCEIQxhCP8nUdNXw/nvnM8tE2/h6tFXf+vrT/r99DzyCL5/PE8wrwJBTmJp37X/dUNJCZaZM7HOnIFp4kTkYJCuu+4m8P77oNNBPI556lQiO3eihMOg1WIYVoihtAxDaSmG4iK06RlqetPXJP8M4X8xeuqgbw+UnnFwA8fXDLvfUAUu2ePVRrIgQuEs0Hz9Rtt3gdDnHnxL6xD0Ikrs4IQLXa4V1/xi9Lk2lLCPmCfBwHPLsOvfwmBtQQh0qik3X8DoIF5xO72fpmMr9WLxP4rga1LTlhIRsGWrTo0TLgedEUVRiFZ50eXY0DoNyFKS+H2z0Sj9iD/bSjIUJ+GNkvBGSHSHCW3xIIgCSlxG4zBgm5WDeXImov7QexslqdD92HaSfVHMEzKQowkcpxWgcRyZ+CFLSeKeEPocK4JGpP22XxBau5bhy95B63IdOn80QeDTNpL+GCggWnRorDqV7GbVIVr3TS065ECMrge3okQTWIr6cbnfUlNydBY1LWPPJ2rD5YSfwJQfqs1xUB1aV94DZ92vPv8tQlEUpOpqlFgMTWoa+txDXeplSSK2dy9SfQNS7W5iDfUk/GGSfT4SfX3oc3NxX3E5hvJyBL2e0FYvwbVd6DIcpFw+BhJ+PPf+nuABjfiePBufTbSxY4wFn1khLseJJ+PoBS2nfB7nlNUDGH1hohYdq8sSpN5wA/MmXsI2zza2eLawpWsL1X3VJPelqswvns/d0+8G4Ln1e7nz7d1oRYFMh5Fsp4lcp4kUq54VNd37HQknF7r45fTlVLe2sG7l+RgtEhNHdzFhdAyz2YVO78bpmITJNEhmicf9iKLhIDJY00AT1yy7mtPf9RDJT+f2uz+mqr+GRcsX8dQbIRw1BmQBkiLovsTxFZxJimf3oJ1+Bcz9M5FIG4KoxWhQXUnlUIiG08/AUFhI/vP/QIgFVQKL7ciuobKcoL3jJZqaHiErawHFRbcNkgQj/aoY4SgErGi0g9a25/D5NhKJNKMoScaOeZxAYBd7mx8nkQiQlbmA4cNvwWg8DtdMfyc8MgkKZ5K88BkikRYsFpWUuaNnB5e+eyknZp/I+o713D7ldi4ecfFBiyfkBMFYEKveilY89Nq5pWsLD259kMqeSmbkzOCB2Q9g0n53IiFFUWhsfABf/0bM5iKyMs/F5ZqCoiQZ8G/H27uSXu8qgsEaysruIjdn3+eJhVXHX4CcSZA7SXVIz5mo/j7ISZXEsepeyJ8GCNCyHhz5KFe+g/Bll9b/UIRCe6ituxOfbyOgkJk5n5Ej7icYDFJZWcn27dvp6elBq9Vy5plnMsHQjPDPq1AMDgRpAFnQEMuagsZgQiMoiHICknH19zVjlEqorXsf0kepDus9NaoYM6VYFcOklx8qJj0gYUuWJfr61tPrXYm3dyVRqQMAUcwnNXUcLtdkgoGx2O1a4ok1iKIRkzEXp3MSWu2xRRMHQlFk9u59msbG+0FIYNSVMnnqC+j1305KpxQO0bp7J807t1G3cR3hgX6yy0ZwZnkIx8wrESyphFfejrd3FZLFhJQzAsnuQoqrBJ2C/B+RlbUAob9NdewddzHM+8u3sm2HoPY9VYgJqhDzQFFf+kiwpKrfgYZPVAKTM08VTa/+kyoeHPl9dfsKZgwSVhQFwl7VRTttBGj10NcEa+6HyiXqeTNirkq2yT24p/zSHf9FZ10NwydPIzLzMv66soH2/ggVuQ5uOrUEZcMb7FrxEdf9/RVadm2ntaOHNU1+OhIGesMySb8XIejDKPmxJQKkJPpxxX2IoobJ887FmZHFpy8+g9Xl5uJ7HqC/q4NNq9ewY9169L5WkoKGgZn5nDLiXVoCZaTE27G4g3SFprMpcB1SPIKc7APZh6j0YzFl8esFC3Fb9N/N8fmakGWZqqoqCoJB/K+/jj43F1mSiOzcRbCyEk00CkBy+HDeOXEawwsLOU0U0WVnY6qoOOy46nixceNG3n//faZMmcLo0aN55dVXqZswnXcx8tgDv6OgZS8/uv1e4k47PxhVwtlpLoaZDUSTMhM3VDHZYebZMYcK5Q5ER10N/7znDhQ5iTY1g2hHKzqbnXhqJuGudswRdTyR1GhpzCuhpmg0vSk5ZPR1MHXLCjRGMzOmTGXUxEmE+32sfeUf+Do79q/fYLaQkptPZlEJwydOwVk2ipW+IGenOfcLfBKywl11rbyxczdlLbXM7G4GTzuJSBjJYie56EdcPmMaBSYDnsYGelubSSbiJBMJ5ESCRDyOTq/H7HBicjh54tBNiwAAIABJREFUe9lyhHgMZ2QAz576/dtiT0snf3QF+aMrMNkdhHx9BH19tDU3U9XWQdJsZdHFl1BWdnxC6KOlcK70+rmtro2WqCogH2ExMtlhIc+ox6w5mJD2xRq0gsCpKTYy4jE0RyJX/psgR6O0XnMt4c2bcS1ahPP8hRjLDzUt8L38Ml133b0//e8LCHo92vT0/Q/TmNFYTz4Zw/DhKIpCcNUqNA4H5glHSY79ilAUhdBrT5Joa8R+7V2IBnVcm/B6Ca5ZQ+jTTwmuXYfsHxSEGMrKyLj9F0R370aXl4fttNOOi7gd+txDYEULCW/0iPMIRFHQYNV8gGB3oZ0wHaVnE4m2JhLdXSR6vSR9fhIhCePEE9COmY//3S3IkSjuRdNwXXDslANfKEaXP0pZhg3xGAK6QDTO9tZ+vMEYTrOOKcPcmPXHf/+e6Jfwf9RMoi+KHIwdlGily7WSetVopJpKPH+4D6m2CfMJ08h95MH997MJnw/fiy8x8MYb6Avy0RUMJ9buROOuwHpSFs4zjy2Efe6/rkOj03HJvQ8e13FK+iUQBTRW9XdGrl1N5PmHCNkXE+uzgcg+YZlM2o/GoM894HsY9asE1/bPobNykFioM8P5z0HJafDBr1j6QSO9QQ2LH34andGIFEuwu6qOuu3b8dTuItFYSUfRbDbaJ9AxEOGc4auYX/Q6oKFXKiQoSZi1Eg6jhEETBSWGVuvEai3DmXYV1d1GOrvXs7rJybqWbBREcpwmTixKYVpRChMLXMQi1XTuvQlFDpObexkxqYeo1Ek83o/BkIHBkInRkIXRmKX+vW8qtm1Tk5OzKlSS5H+gePGzJg+vrb6Xk3PfQ6OxYjQVEglV8njllXzuGU+O08Rb10/HatDywe4ullV2srq2h1hSJsthpDTDxpr6HtxmLU/Pfw+7tZjCwusOOn8URWFtQy9/+aSez/b6eO3aE5lY8PV/y48FRVH2CZI/YPsHy0nLLyQlr4CQr4+uPfWqsAcw2uxkl5SRWVyKzmDE19lO4dgJZJWWs/TuX9HX3kpWcRkjZs6m7MRZmO2Ob2X7Kj/5gI+efJjZl/8Qk91OT3PT/kd4oB8Ah0XDVHstzmkXEso7hb72VuRkkpyykWSXjcRgPnyyZzwm4W1pJrP42OY2iizT29rMxtdfpW7jWnJHjGb6BZeSO3L0t/I5h4Caou5vB38HDLRDaslgonvUDy+er6ZLXPEO5H/FFO1vG/EovPUTlUyeNVYVHPTtUc2OvoBGr9YcTrgWys78923rfzhiCZmO/gj5bvMxxw4Ee9Tkm7+dogrLpv740Hl66+GJWSqRP3cS1H0A5WeropGfNxHrluh+aCu2iVocVWfBhCvg7P+BPxWTTNoRpb2cE7uXC+edzeXTCg9a9auvvkpnZyc333wzS5cupaOjg+zsbKqqqrj11luPLE76V+Lj3xFavR1f/Faszi2EA2XISRtGw07sxqXolTqUuExH8gWUmB5tuYvMK9Xr2Buft7JtaQ0OjQZ/MonGoGVkgZMpOTK56+ciCmH1N/rHqwG44I+ruC2oJSOmoMux4ji9EEPJYRKojgOtra28//77zJ07l8zMTCRJ4t13390vPrLZbGRnZ5OVlUVWVhbafUlt+fn5B6UXH4hQKMTy5cupqqoiPz+fadOm8c477xCPx7nuuutwOo9PjFhZWcnrr7/OlClTmD59On6/n9bWVlpaWmhpaSEcDlNWVsYFKbWIGx5i49Qn2bV5NanFE1hw8eF7tMlkkscffxx3tJlFgSf4rPB66nQjsVgsFBUVUVpaisFwQF9l95uw6g/QUz343OxfwuzbBv/vb4EPfgXVbw8+d/WHkH98SctHxUC7WkPauRS6KuF7/62ah8UjgzWjh8bCjFvhlDuOa5WVbf38dMkOJhW6OWN0JtOGp3yl5M5vE9F4kj99UMtb29uZWODi9FGZzClPx2lWx+zLKzu57/0aWvrCR1yHKECO04RJr6HOM2h8YjdquWFOCVIiybo9Xna29ROUBhsXOo2AUafBrNeQ7zYzLs/JOWOzGZvrOOS71B+OUdsVoDzTjsOkhY/u4KxtUzHa3Ewe5uaZdXtJJGW+Py6Hn8wuoiTj4GvSM+uaGGvsYeKHC1VjDGsGlHwPys8CoxvlxfNIJmI8WvYMzXEXp45I5+TydIw6jZrg1N+i1hn3roV3f6aej+7hakKtxqAKqnRmtYdpSVP7tWnlas1QECHQBUGPOtWZYNhJYMsgHIlgGjNPFbwPYQjfAYaEUEMYwhCGMIQhDGEIXwPhbdtoXnQxWffcg/O8c//dmzOEIQxhCEMYwhD+D+GXa37Jxy0f89HCj3AYvnrDOVpbS+u11yJodYhWCwLCIPFAEIi1tiL7/bgWXcTH0dmkD3cza5aehMeDVFdHcO1awls+h3gcwWxG1OmQw2FSrvkx7ssvp+/Z5/A+9RS200/HfdmlGMrLEfX/WUTDfztiYfjgduhtUNN9Ri04ZqrPIQh4oPZdtaBcNEclK2uNX3093zU6d8C2FyERVVM4nAVq6o2rEJz5gykcnTtgxT1Q/4H6/9Rr1EZL1VtqckH7vjrgF8X2L1A0BxY8qaYYKLIqkjow1cLfAUsuVwvyKSUw5nwYNf8720+xjiADjz2PzboCg9unNoqkMEosAokoybiLcGIaRn0VBnnb/uUUgwOheI4qbLJngW3fI2MkmFz0v9dEcHUbCAn0KXEMY0sx2arQVf0FoXUDWDNhxs2E+wuQ1qwjrh+N+YzZRLfsIqX7fJITbkX7/d8csr1xT4iB9/eiL7Bjm56NoDu6uUPcE6L7ke37nFYFNFYdqVePRpc+SDhJhuJEdvYQ3tZDrNUPMpjHpeE6r5T6OWeT7NmLdfb3yHv8IUB10k4OSCS8UQaWNZLwRtDY9PvXRfIwdWoBhH1NM32hnVhLgOzfTEPQHNA4atmkErjrPwSDA6Yshr5GlJ1vIIy7EBY88a2RrhRFIda0l+777iO4evX+561z5mCZNo1EtwepqYlYfQOx1lY1lQpAo0Gfl4c2PR1Nihuty0Vo02Zie/Yc9f0Esxn3JZfQ4xT4k/81atLjTMqcjE7UqQ+NDq2oJZ6M0xPpobJ9C7b+OAOpBs4vv5CfTfrZIU22UDzE9u7t7Onfw8LShZh1Zra2+LjwiQ3MKknjicsmoj2AUBuSEjR0B3hnRwevbW3HF45j1w8wwu9mVnTwmp9AYcAYROtupnzMEgoLCxlWeCOKkmDnrusxGnOYMP5FdDr7/mX2Duzl1tW3ctWoq5hbNJeknGT2KzOZ1dfJJE+CqnYbY1yjyE4dTnbqMEw2J6LFgtXRjmbt3XD1+yTTili3/iTicR8u1zSczslYrWUo7zbQ9/tHyHvicawnnXTU/ezzbaau7rcEQ7WYzcMIh5tITzuTktJf7xdXAQRD9YSCdUQirUSiLUQirUQjbcQT/SQSAQRBxOmcismUR3b2hTjsatJHPN7P3ubHaGv7BwAZGfPIyV6EwzHukG2R5RiS1EU02oFm49PYNy1hZ0U23Y4YNtsYSopvx+WayuIPFrOpaxPFzmKWzl2KVtSiKArhcCMmUx6iqB6bRCJAl+cdFCWJ0ZCJwZiF0ZCFTqeKuqr7qilxlexPgvJ611Bb+xus1jKGDb8Zq6XsGzsth8PNNDY9hMfzFmZzEZLUQzLpx+GYSCi0h0SiH0HQ4HBMRJbjBAI7GT/uOVyuE6D9czxvnEFXYTb9hhCKkkTYd6kQBA0iAg5fBJt1JPGSWWhEEwZPE936HvoCW9Bq7SpBU5+BwZCByVxAXu6VaLWq6Kezs5PNmzcTiUQwGAxMmTKFnJxDhY3fFmQ5RjTaTjjSTCTSsv/h9a5BozGTl3sZ8YSftrbnCAZnsLMyDzkhMCw7jYry4ZQWF2HMLIPHZ0AyBj/+VHX7zB6v/qYcDQ0fw6uXqwIZya82rZUvRLwCpBRBVgXJsQsJda3BsPZxQiYNvcMK6HLEiCthNBozbtd0UlJPJjVlNgbDkcWFX2//JNm96hPWvfo8SaGLlNIYXdtszLjgaiaeswBBEOjv6mT90hdpq9mNMz0TV3YO7uxcdZqViz0tnb72Vio/+QCzw8mwcRMJD/TT2VBLc+V2OhtqUWQZrcFAwZhxTDx7Prk0ISy5DFzDVCdqrV4lJa/6vToGM7lh+o2QdwJ8/FvV6dRgh+4quGErOL6bcyayfTvNV12Fc2ohqWMiaIM1KqH4C2hN6rgLRXV7lfzqMS07C+b+BaxfMdUx0AWbHofP/g7SAHLeNLblXUZfzhwmFLh55s+PIOxcyftpp1FvLWZcnpObTi1hdqmabtGwZRNv/eluhk+YTOPWz474NhqdHos7FUdmNnllZZRMmo41biP0mYdwTQ+JiERcidEX7aBP6kJxi2jK8mh0FVEfNZGreY9xKU/jDafi3Wyhd08Km8svQnGmY9Frseo1jIhBf7Mf2abjJ6WZaBv92ObkY5l49HM2EYuh0em+s6QZRZZBEIju2k3zFVcgiCJyOIyg0WAoK8M4aiSdZgtrOjrod9jRlo3k4tNPY1jqNxcCyopCTyzBP1evYX39HoImC52OFFrcGYxJRunxDfDofb8Bh52Pp01l4cUXM3LkYGLFvXs6eKSlm/UnjKDQdPD42htLUB2KsLO2huBjfyRqNPPK9xfjNdnI7mphYuV6zJEgVrud8xdeSEpcomr52zTU7iaaiCPKMrIoosvMwW2z0t1Qj7Lv+pSaV8Dok79Hal4BKbl5WFzu4z4+S7r6+Gl1M4ZoBGs0hCYSpjslk7jegABckpXCn8pyj7q+PXv28PzzzzN//nzGjB7NrpUfIQgC+aMrcGRkHnZZSZK4//77SSQS/PznP8dkOlRoHJcVXvf4mO6y4tBq+NHuvXw2EGKk1YTrS+P0SFLmU1+QUrORa/LSODnFRpbh2PfdciRCx22/IPDhh+iys3EsPI/Ua6/9tyYpybEY/mXL6Xv+eaSaGrLv+wOOefOOukzc003go49IDvSjTU9HDoVIdPeQ6Okh0d1NvKuTeHMLAMaKsWgsFkLrN4AgkHLNj7GdeiqCVoeg0+43uAtt3ERo5XsI3jr01hju+15Hk563fxul2lo1qWjjJ0SrqkCRUWJxYl71/lSX5sQ0ZTpSUyNSlUpg1KSlYp05C+usmRhHjSLW1ET7rT9FDg4S54yjRmEcOQJBp0PQ6RH0OgSdjmR/P0o8TsqPfoQ2I5uOuzagSzNjmZaF1mVE0GsQdCJoBYhGkJb8mXjAgTVvDzpHjIB5Pj2PPUmsYfDeQrRY0KamIlqtRKurQZYxlJWR9d93Yxoz5qB9rCgKvnCcjv4IPQEJh1lHa1+YO9/eTX84TrrNQGmGDadZh2tfup/TrKb76TQib23vYEWNB/mA27kRWXZe+MEUUr5Bco8cSxKt9dH3ai2iWYsu3azeT/ZE9n1IMI1KxTo9G33BYEpYvDeC9/kqEp4wttm52E8vPK7zfufKD/nw8b9w9k0/p/zEWV9vo19eBE1riF+ykXB1nGitD8dZwzCWfEn48v4v1fTGnAmQNU4lImdVQPoIFI2egLcXb2szr//ht8y+fDFS2Qx+/dYumr1hkgfs6IWed0gR+uGc2RQ7duAWPiQt7Qws5mEMDGwjmtTT3Ae13TLBmIE0m42StARG+TMMgufg/Y0doyEVo8GBTmtDq7WTSAbwelej06Uwftxz2GwjDv+5FUUdowQ9EOyGrf+AXf8cfN2SDpmjwZ6z75GlTl3DIPWbpzUqsoIcSaCxfPV0266BKLcveZsTUp6g2LmXfzYs4tqz/oum3hAVuc5DXPgD0TifVHezrLKT6k4/kwtdvLm9g9+fO4ZFU/L3zyfLCh9Ve3h0ZQM72gbItBu5bk4xl51Q8C18XlXEM9Dtwd/jYaDbw0BP9/6/Y5EwCAIVp53F7MsXo91HKpflJN62Vjrra+isr6WzvhZveysoClqDgYQkoTOqv1nzf3YH+aO//TQUWU7ywu230LNXTU/W6HSk5OaTVjAMV2Y2gihSt3EdnsZB4TGCgCAIKLKaaJY+bDi5I0ZRMGY8hRWqsKb+sw2sfv7v+Hs8zFh0BVPnn3/Y9w/6+ti14kN2fPQuQV8fgigy46LLmTz3XIT/RUkX3wjNG2DbCyqpWmdSSdDOfCg4UTXWONp+at+qGpW0bVbrswdC1MLlb6lmHK9crNaHrRnq/cz5z6rGHAqwLzkYvVlNqDDaD/NG3yKkgLo9TZ/CmAtUYQ6Au0glhKcMV/9OLVW36f8IQlKC3R1+nt/YrAo+LXo0gkB7fwRFAYtBi9WgwWLQqg+9Bo0osqnJSyCawG3RM3dsFredWX5sYfRD41Szj0UvH/x8QoK/nQoDraoBiORX07hGnwtLr4QffAx5k/G+VE20po/MyR+j+fwBOOVO4h/9DU/scdz6P/AMmfim/Be/PGsEv3xjJ+dPymVigXu/ScQtt9zCCy+8gMvl4rzzzsPj8ZCfn3/YTf2XItIPD46iO/EQsrmAjJ9OQonLBNd3EFjVhiIlMFWkoXUbCaxopZ4kwzRaCn53IoJW5I+Pb+bivapo+6BBGiAa15LNH2DyD+Hs+2nc04f3qZ2k6rRkXFCGaXTK175niEajPP744/T39+N0Opk7dy7Lly/H5/Mxc+ZMJk+e/I1EZjt27GDZsmXE43FcLheBQICSkhIuvPDCYy4rSRIPP/wwdrudxYsXI37peqYoCqFQCIvJgPDgaFUYeclSPv74Y9atW8eNN96I6zDGJKtWrWLVqlVccN4CRr55qtrv+t7dh25AwKOmcW17HjLHwOjzVNOnlOIj1/R6G9Q6z1Mnq2Y38x899k4K9ap9kpHzB69b4T61/7bzn9C8DlBUkymtEVo2wCl3qvUggLwpUPU23FypXv+PA9e9tJVPqj2IgkA4lsRm1HLqiAzmlKdj0Io0e8OsrO3GZdFz45wSyjK/mdBQlhX2ekP0BCQmFboRBXjgozo+re+lxx+lYyDKSaVpVHf66Q5IiIJ6f+Iw6Vi/x0t5po1YQqYnKJG2734lqSjIskIsKROWEoRiyYO+OiadiJSQD3pOAApSzMwpT+fCyXmUZti+3ndn95uw9AruF67iMel7bP31aUiJJH9b28QLG5uJxJOcOTqT604uZlS2g9e3tnHrkh0YdSL/vOZERueo/IFwLMHOLWsY/cmVRJICF0m3s1fIw2LQMhCJk+M08cuzRnDWmC/VMpJx2PwkVL+j9mE3PKLWjXMmqj3ulvVwym9gxq0oQFdDHbtXf0xb9W4c6RkUjJ1Ab/4klmxpZ0NVC89ecxKTh307hlZDGMKXMSSEGsIQhjCEIQxhCEP4Gui887cMvP02JWvWDCUZDGEIQxjCEIYwhH8JFEWhvrGFW5b/jJlTJ/CLqb8AILhuHZ7f/x5tWhrGsnK0aalo3CloU1PQuN1oU1PRulwIej2KotB8yaXEGhuxTJ9OMhQiGUsiheNIoThSOIEkGNDOXUTYVUDN+k4mnzOMKecMO2hb5FCI0KbNhNauId7dTdoNN2A8wNFaSSaH0jKPhIAHXjwPunapDYP+ZtU5a+KVMOlqsGerDpii9tBGqncP1CyD6mXQ9hn7OsGDEHUw/zEY+6XGvqKoLm47l6rikGCX2kiZeCWUzz16s/qbYOs/YPl/qcVxo111FEt8yb3amqG6AHfuUAnFU69RiTKbHhucJ3Os2swctUAlxXRXqa6cXZXw/u0gxwfnFUQ1DSFnokoAX/+wSropOQ06toOvSSUp506GyT9Q3SKPhVhIfZ/+ZrUZlTFGnaaWqO/X36xul6hD+vMiDP73VWFTzniVjKzb99AaUTp2IHRsQdamEbXPQ5NiQ5eXgTjl0qM28RVZIbLbS8ITQmocQGoaUA+/oGB212FTXkIX/vygZaLJ8QiaGAZ2q4TslKLjOGjHhhxNIOhE4l1hep/ZhRKTcZw1DNGiJby1m2idD5IK2gwzppEpyNEEoQ2daNJN9D+9GEGrRZFC6AomoMjiPqGTei5rc0aQdedPMBarYgxFUVCkJMlADDkYJxncNw3EkENxTKNTSQaieO57Go1xL6Zxo9FmpJP0+RANBjQuFxqlH83eZWjaP8XX5MBXZ8RQUoJj/gIc55yNNu3whPAv6uNKLEb3ffcR+GQF9jPOQJw5lbs334OtO0SZV0+eJ0lKWwBdOAYmI+nXX4+hpIRI5U58zz9PcmAAtFr0+fkYiosxFBdhKC5GX1SMfljhQULRWFuAeE+IREctA+/tJukLYhrpRF9gQYnHUSQJBIH4adN4tmcZr9S+QoY5g7+e8ldKXCVHPGbBWJCuUBcFjoL9wpajYUdrP/+9vIotzT5ynCaW3zATh1lHJJbk42oPb+/o2O94DVCR6yAYbsXTa+cHfiNiponc03J4/cM96PsT5CZE0pMCQZ3M6LMfwqyvBkRMpjyi0Q7s9grGj3sWjebIyUM/X/0zPmt8H7doQOMezpK5Sw4/Y0ICrYHW1ueoq7+LnJyL8fk2Ew7vARRIQvrdekS9AfGhs7E5R5GaOucgYVM02klDwx/wdC/DaMimpORXpKWdTkvr32ho+COCIJKdfRGlJXfg8bxNVfXP9i+r06VgMuVjMuWi0znR61LJzFyAyaQKIrxBidteqyTTYWRcnotxeQ6yrAO0tDyGx/M2yWQYt2s6DudkfL4NxGLdJBJBYrFevvieCLLC1M/70YomPAt/Q2vni8RiPkpKfkmH7OTaVb/m0VMfZUrmJLq732Nv8+MEg9VotU5AxmjMJhJpJZkMHbL7RFGPwZCJwaAKozRaC5FwM32+tZiM+cTifSSTQQRBh0Gfht6QjsGQjl6vTk3GPFJSZqHTHd5xVZI89PWtp6f3I3p6PuTA3zFRNGGzjSIW68PhGEtqysm43TPR6RxIUg+bP5tLIhFg2gkf07v9D9SGl2HUpeNOm4NGEVGCHgh6UIIekvEBfC4DkhJAFPXIcgKQMegzyMg4Z7+wTIp1I0keJKmLrMzzsNtv5NNPP6Wurg6DwYDD4cDv9xONRikrK2POnDlkZHwNkU/ICzteVt1Tp10PlhTicT+trX+nq+stItE2YDBBUBRNmE352B3j0Ien0t0t0RXWYI3ci5jVjyAr2AMJ3L4Y7v44dn8C0ZGnEoEWPAkVxyZ6HIS2z2H5rSp54oRrVeGLZxd4dkPXTuLtG/i8NEnIMkhUEmRI80pk9RtwT74Dcdzl38l4orlyO6uf/xs9LXvJKi1n9mWLScnN4/1H/0zDZxsonnwCOoOR2g1rEDVaho+fRMDnxdfRTjQY2L8ejVZLMpHAYoCwpKDsy0YRBJGMomIKxoynYOw4skvL0Wh1qmD18emq23fEB6ffC9OuG9yw9s9h5e+h4SP1f0u6KkpvWqMmNZ5657e+L75A7xNP0vPgg6DRIOj1OObNxX3uWRisIeiuVkXgeouaElV2lkri629RidRfk7Qkywqf1bXQveopJna+TLbQy7LkVK6P34gr1s/3qSLtzEsZNyydE4sOJkdJ4RB//cEiFFlm1EmnMuXkBUg1/USUILJJxpKZij03A1OKE1EUSfii+D9uIbK7FyWaRDBqMY1KobujEckbxKlJQxMZPNcEoxZFSoACcaMX94yxRIpFXr/nV0QCfvLLxzA6/yQcXieyN7Z/ubiiEJYDODR2OkzNjPrhWViyD034k8Jh/vGz67C5U5l/250YrdZD5jkexLu6kL4QI+z3oBAIbd6M7+VXIK6OZzVOJwWvvIzGoToDCweME9ra2vD097PQK3OS23rMFKbDQZJl3usZYHnPALuDEdqiMWJf4gS4tSJjWxsoq6vEnZvH6QUFKDfcQMjpZCA3h/EXXIC5YhyG4iLa40mmbqwiqYBbp0FAIKEo6v5NyqT0dXPR239D1upouPxminKy8e+uRGhvZ2FTA5mpKZjlJMGNG4jV1av3LSYT4YrRdGhBqWtg1h2/xXna94gGg7TsUgX5JVNPRBS//v3mdn+YS7fWkgTuKM3jZJuJx55+mh3DRrDJnsafy/O4KOvIBJ1XX32V5uZmbr311v1O5ceD9957D5/Px8UXH5zYqCgKTZEYN1W38Jk/hEkUyTboaI5KnJvhojkSI5SUD1nfTJeVnw/LwnSAWD24bh1dd91Fss+HaDQimE2IJjOi0YhoNhHv7CK2dy+uSy4htncvobVrcV16Kem33Iwci6HE4ijxGEoshjY94/h7H4oCnz8Ln/xONb8YNR+m33zM605k1246fnEbsYY96IcPJ+3GG7CfccbxvecxEO/owP/hh/QvWUqiu5u0G64nWlvHwOuvH3EZrTmBoBGJBwQ0Zh2mKTOIe7qI1TegJBIAaAxJjCmyel+TULCfNgttdA89H7eS1GWhH16CecpkrLNmqSmvX/p9jLW2EqmsxDxpEqF16+l75hlV9BSLocTjyPE4xOOIdjtKPI6g0+Fe/EukRjf6nDakXatJ9PaS9PtJ+v1q2pSiYMmQSL9hMfLwM/E+9RTBlSvRFxWRes01mMaPI2p10BhIUucJ0OaLcE6Whuy+dizTpiHsE0TUewLc+241Tb0hOgeiSIlDz7uKXAcXTcln/R4vbb4w/eE4/eEY/ZH4QSFdKRY950/KY3pxCtlOE7vaB/j5PyvJdZm4YFIeJRlWitNs5LpMCAJ8XN3Nlr193HJaqepIfgxIewcIrGpDjiQQTVoMwx0IBo2afPx5N0o0gS7HivXEbPS5Vnqe3gVJGfcFZRjLjpzo+mXIcpIXfnEzUjjEVQ88jvbrGP30NsCjU2H8ZTD3z4efJ+CBh8aijDoXYcFjB70khUMs+/N97N2xFQCLy82M2x/gor9vocAV5+yRIjn2AGnmAWy6PvyezwnHtiNqFURRT1bW+ZSV3okgHLxf/dE4Sz5rZcmWVuo8QTRCgmumNDKr1ElhnsZ3AAAgAElEQVR5/slEwjvx+TaQiPtJJPzEE+pUURJkZZ5LXt5V6HQOtWbSulklzHZsV2tOwR4IdYOcIJLQsqE3n4hs4KxF8xGGn6TWczq2qy7z/g5VKHVgjWvS1XD670Fn/Or7ex+Cmzrpf6MBjdOAociJYbgDw3AHWtfxrTMaT/KbtypZXbWTP1x4BieXpR/3eyuKwjkPr0VKyHx0yywEQeCTag/3vV9DnSdIvtvMtbOLOHdCDgbtN6+fxqIR3v6fe2muHDTc0RmM2NPScaRnYE/LIL1wOEUTp2B2HDsdQwqHSCYSGC1Wtn+wjN2rVzDn6mvIKTuC6O1bwEC3h876GlLzC3Fn5yJ+qa6sKArtNbtJJhKY7Q6cWdkgK3TU19BWvZv26l101teSiMdIyc1HURT62ltJzSvAnp5B4+ebqTjtTLR6A1I4TCwcQoqE8fd49qdMFo6bSPmJsygYMw6r+/8wUVdRwNugEubbt0JPLXh2qknrRodKfo79P/beO0yO4tz+/3RPzjObZrNWq13tSqsslBMKCJMzCBMMxoCNbdIFbOOA08VgY8CYaIKJNhmBMCAkJIEkhHJehc05z8xOTt39+6MWCSEJgQy+93t/e56nn3kmVVd3dVdX1fuecyLCqR7EZ0VTBSmq4lTIHnDfSoTg3Z/AtheEc8+IM8BVLNa+XQXCxf3Vq0RfAWKt9/ynBLnoifkQDxy9jt7RMOJ0kayfiglnCotnwCV3hNiPLItj6d4jXKY6d4ot2C6cnFwFh67zZpaBTi/m7y+cJ0Qwzn4Yxi76hk+3RkNvhFA8jdmgw6SXMRlkTHod5oFX3YCLUjyloJMlDLqvd+796fNgc5MQ2DhjbD42k576njD1PRHqe8PUdUfoDIp1fYdJz8KqXGKpNIqqUeC2IksQSSpEEmkiiTThRJpIMk08pTK+yM3YIjcbG328tb2doVk2/nrxeKryv0Dkb8mNgpzxk0bRLp9i6c9FMv6if4hr75Ur4dy/ifnuH0th7s9hzq2keqJ03bsZ+9Qc3I0Xgr+RsHIagdQPsDp3EEg/xl0lT/GzU0dw+70PMXzsdH5z0Uw6Ojp47LHHOOuss1iyZAnTp09nwYIFX+v5/rew5j6S7z9Dd/KvuE4vxTHzoACLGk0R+qiN8No2tJRKkwEeSkX5I1ayrhoFJU7+cceHzJEMlP56BsigJVV6fTF2PrWDwkiI4aaL+Lj4XpSm4QxJQVTTcHxnBIUjvqKgymegqipvvvkmO3bsYOHChSxbtgxVVXE6nZx77rmUlJR8DScGuru72b59O9OnT2fz5s2sWLGChQsXMmrUKJzOI8ddNE1j5UuP0LZ3A3O/93sKCwuPXHgiBMt/AxsfF9de5Wn09/fzl7/8hSlTpnDyyScf+KmiKGzbto0lS5YwduxYzj77bKTH54l1mivePlhmfxt8/ICYQylJ4cA99+eg+woE7iU3wPaX4OZqqF4MpXMhY+jhv9M0eO5sIZrkLBCxMl8DNH0sYmtZw4WA4KjzRAwpEYLH5wnxwazhon7+Rig/GS45ypr859ATSjDtDx/wnekl3HpyBWtqelm6u5Nle7oIRA/G8yq8DtoDMcLJNDfML+eG+eUH1pSiyTR7O0O0+WPMqchGAn6xeBeqxsDvYGtzgF1t/exu76e6PUgkKZyYzptQyLhiN79cvIs8l5lANEVaVUkdSXQPcJn1ZNiMdATjnDW2gPb+2IG5kNOsx2k24LQYcJr1uKxGhmZZSSsaq/b3gAZpVaUow0plroOppZk4zF+iHUOdULdCCCDkjDh07hwPwkOTQUmxJezm3ORv+e1ZVQdc7HyRJH9f28DTaxsJJdLMrchmQ4OPyjwnHYEYqgbzRuTQ4osSa9jAk7o7iWLhweJ7qRo1gW+NysVp1rO6tpe7393L3s4QZ4zN565zR2MzHWWNY+er8NpVB98v/D3hEZdQ/dEKdq1ajr+9FVXW02HNJ5sYxnAPjZZiJJOV4mAN82/+NeMnjT/2eRnEII4Dg0SoQQxiEIMYxCAGMYivCDWRoGbWbOwnzqHgj3/8n67OIAYxiEEMYhCD+D+Ahu09BLpjjD/pUCWteCRFyx4fLdU+mqv7iARE8l7JVCcLTykmsmYNHb/+NWR6Scsm5K5mZCV1hD2AVlBKxvyZ+J99Fv8p19FVOIP+7iiRflGm3ijjLXFitOhp2tUHEow5sZBJpw/FaP7yyV2DOAYWXycWjBe9AGULoH4lrP8b7H9PuDFklokAs6yHwhOgZBbYc4TqZsc2UUbeWKg8XWzOfLFYHmyHXa8JstQPPxGf+xsF+WnHK9A7UGbRVEE8av4Egq0w9YfwrTuPXt/OXfDWjwENxl0igiHWYyQNpRPwzq2w5RkYOkcEsW1ZIuAS7hbEIX+TqF+gEQIt4lhn3CACmCACOP0tQqHui5SAm9fD/nehcLI4vrZNgiTWtlkQr4x2uPR1KJ4i9l+/Uqjc1X8o6nHu4zD6/KOX31cHr14pAuXeKujZf9CRSmcSbZaKQkYpWsEJSDtfJpZ1JZZr/3DQ7erzCHWJ4Lz++J3SlFCSZHOIZFuIVFuYZFsYfWQHemcE96Unw77FsP1VJANIRVPgc4lUXxfSgTj+V2tI1IrkBNlpxDouG+u4HAx5tgF1Xo2+56qJbqknsvQ2sm+5jdD760i11YMsIelk0Emgpkl3tGEZNw7HgvlIVitqMIQSCKD09x9IPDwATUMJBUnsryXd0Y4uw4vS3wuKcvQKyzLOU08l2dxMfMcOkGUsY8ZgLC0FRSHd10fa14fS20fa50O22VCMOqQeH5ZJk4ht3QqfqUfSKNPu1VOblaYhB7aUSYwYMYu5RXOpyqrClJLQRRPoMjMw6IzoZB06SYde1qOTdOhkHWk1zc6endT6awl80Ig1ZiQ3mYVi0lBmOgm7EwQSAXxxH4FEgPZwO3t8e5CQuLDiQn48/sfH5Q54NMSSCgvv/5BESuWSKUO4cFIhdd0RXt3cwvvVXUSTCjkOE6ePyWfy0AzKcuwUOEOsWn0Sa977E7kxE5f9ZirubCuaprG2to8HVtTQXhPgwrARn1Vi+II2qor3UFX5M/p8a9i163oyM2YyZsxjBxyLPo/FtYv55dpfAvCrab/iguFHVnIGUNU06z6Zj8mUwwkTXwFAUaKEIzWEw3sJvfc+2h8/JniFgfBkQQZyOKqw20eSSHQSCGwANIYUX8uQIdceQtCKxZppan6CtrYXyMycg9//CU7nOCqG34HZXHjAUeho+NtHddz5zl7sJj3hhLiWHCY9Y4vcXD+vkFz9ezQ0PkI67cfhqMJgyCAc3otOZ8NiKcJmK8fpGI3THyXx3g+JVy1EH49TL20lbNNhNGYzaswThPu30Nj0MMlkD5JkQNPE2ECS9Did4zGZcohG61HVJCajF73BhU5nBk1DVRMkkt1Eo40oShiLuRirbRg+3xoKCr6N2ZxPIt5BItlFMtEzQCbqJp3uH9iHDm/OGVRU/AZVTdLbt4pAYD2BwCZisUYAdDobSjpGhppN4bjfkEj2EAhsoKtrCTbbcEwmL4oSQVGiKOkoyVTfAeKWXu9GSfWTEUgx9uwaJN2RrxlN01CUMDqdfcBxqfUQV6zPorb2HpqaH6F69xyi0QqmTZvGiBFmotGthEJ1dPeEaG72EY/pyMsrp2rUDJR0MXV19ezZs4chQ4Zw3nnnHSR/JKPiWdS4Bq1xNWHfFmyRBBIy/gwnNXlewk4/6FXsShGO7Jm4csZhs5ZgsQzBaMxCkiQa9u0k558nYSFOB17y6cRXMQF/th2f3EMIoaatx0xllxtvzAHfefvQJKGjwB9J0hmMU5l7ZFXSdDpCPN5GPN5GY+NDBIM7GG5aAMXTMJlz8bimoG/dAivvhJb1UDQFTr1HKOP+m+is3c+299+hbd9uAp0dOLO9zL7kCoZPnXmgrpqmsfntN/joH0+jN5oYPW8hk848D7vn4BglGuzH396Gv6ONntYW7PE6JnY+QYe+kJ91nkGDXEjc6UVvtmIx6DDrJSqlJipopFht5ZT+l6ib/QClbW8htW0UpGJb1qGVbV4vxmdjF4kxTMwvXAi/QeX4tltuJbplM8WPP07fU08RXPI2WjKJbfo0PJdehv3EOUdUru/sj7O9NYA/ksQ/kLTuiySJJNNISNhMOnKdZi6cVESB24IkSezvCvHG1jbe3NpGe38cm1HHqVXZ/Fh+hYJtj/JJx+k48oZTNKYS57dORudykfb5iG7cRHTjRqIbNpDuC9JdNR+TI5OyOXOJbuxDSx2eWI9eRmfTo4RTIElYx2VjqczAXOE5zLFSjaZItoVJtoZRgglkix7ZoifZHCK2sxf31CTJIcPoWLULa6cZg2TCl+ikx9ZO5pQybN6RLH36z4T9XUzJP4dyg3B8kV1GjLk29Lk2DLk2DF4rH735d7avfA8ZCU9BIafd9FOyi0u+sI00TSPV2kr/W29hGjqUdG8f3ffeixaPH/5jScKxYD56by6Kz0fWj36IqfToBKflfUEu3VGPBKyeUkmZVSRzxyNhdDo9BvPRk7ujisqlO+r5OBAm26hnistGsdlEkcVIkVlshWYDNp2O5uZmlixZwpwTJhDtbKNc09P+zxdJ7dmDKSnmj5LViufiRbRdcx1rAmFa40kkQC9J6CWJ7KAP9dG70csSF//mbjy5+QA8/PDDjPtgBZ49e8S9Ikn4LSZ6rAb67FZS+bk4sr04MjIpW/wuZm8uJa+8/LU7FkUVFQkOkIg2b97MW0uW8PGCc2jSJD6cXHlEh6VQKMR9993HmKnT6Kgcy7pAmO5kGpMskW3Uk200DLzqqbJZGOe0In+m7i3xJGv8IfZF4jTFkjTEEjTFEsRUDZtO5o5h+azyhfjQH+LRkUM4KeuLx3nJ5mZSbW0kW1qIrF5NaNlyjKWl2GbOQIvFUKMx1FgMNRZFi8XRNJWsa6/FMW8emqbRfdfd+J555siFyzLm0aPI+93vMA8ffvRKdO+FVXeKeVbxdFBTqE0b6YlfgJQ7guzrrz9AtIGBe6Stjb7HnyDw6qvos7LI/fUd2E888Rtxpvo07+XTsmPbt5Pu7UVLpdHSabR0CuIRzDv+G1O+HemqpcTfuIeeJ/5BKmlDb0xgdsYwe/VYJs1EP/1CpLIFhwqXhHvgsdlgcQtnxq+SwHiUOksDjt2t198AxgkYCqcQfucmjKUlGAry0Tld6JxOZJsJqpfg39CDmhog+prNZN9wA7UzT+Hxj1uobu+nvf/QPshh0vPY5ROZPkw8297Z2cGtr2zHbNAxdVgm+S4zuS4L+S4zOU4TgWiKeEplYZX3iAnYqqoRjKfwR1OE4imGex2HEZrW1fVxyyvbaQvEDnxmNshk2kwHPrv5pOFcP7+ceEpBkjgukoiaVIhu6Sb8cRvpblGubNWTfc0YDLlfXdiwedd2Xvndz3FkZZNfXokjKxu7JwObJwO7OwObx4Pdk3nEPjgRjWKyWuHdn8KGx+D7a8TawmehpOH9n1P7wau81ToSncGI2WbDZLNjttsJ+/oI9fUy5ZwLMVqsyDkRdnc9QbalA4N86DxZkgyYTHl07EiiS4xg+lm3Euzuo2HbZsbMO5ncsiPfy93BONGkcpjT0VGhadC4Blb/GRpXg5oWQjHZI8R6lN2LYs1ke22cj9fXkoiLZ8eFv7qToqojjBeVlEgGDXWIvmTdg4KYcMEzX13UJRWD9m34lnQR63RgzomT6HOgJsT9oc+ykHFxJcaCL0dujiTSR08IPXA6NAKd7bTt20N/Vwfe0nI29qg8/u4WZo0poU3OZHmNj9JsG9fPK+f0MXmHOC5/isbtW3B783DnHt3VVVUV3n/0ARq2bcZbWkamq4BUU5g9TWuZ+u1vUzRiFM4cLxaH8xvpU/83I51KUbN+LZuWvIEky0w49Uwqp89G0zTeeeBP7F+/FoPJjMlqxWi1YbJasbkzyB9eSemESWQW/i9wezkedFUL0mDGwBgy2A77lwoxBJ1BCGfp9OK1r1a422aWw8n/DfkDjtSpuLiXa94Xm79RfO4uFs5H5QuFoNZnn32BZuEU1bRWJNP31QiC0Wl/FiJUy34l1nZn3CjEIo4kAOWrhydOAlchnPeEEJ0C6G8Va9KSxGdUBIT7j69BHF/rhoPl6M2Him8ZbJBdIeZn/oaBz6yi/3UXi6T+QLMgSSnJg2XYcyDWL9Z+L3gaKk45/nY5BkLxFI9+WMerm1vpCia+8Ld6WUKWJZJplQybkZ+eUsn5EwqR5X//Ht/V1s91L2yh2RelOMNKPKXQHTpYH4dZT2m2nWFZNoZmWfFHU/SEEvSEE5w3oZCzxhVg1H/x/Pfj2l5e3NjCtXNK6Y+luOmlbfijKX5zZhWLJhUdua/a/caAw9My4UQDULNckNROuApOv1d8pmkHyQOPzRHteNVSAHyv7Ce6vZvcCxX0r59Jn/5uYuEqdOYkudq5LHI9x3dmV3Dykim8aTqdc29/HlVVufvuu8nJyaGlpYWKigrOOOMM7MchiOF7ZT9IkHH+F4yjvwrSCbh/DAH1OsLBifRfOYL2RJoJxe5D3DaVUJLWDxq59pM6Uh4Tf/PrMU70UlPppOCFGpRyNyOvOvRZ3LiyCf3SZurtL5AOX0Amet4hxf4sI3+/5TgdMYFIJMLixYupqalh9uzZzJs3j127dtHQ0MD8+fOxWr8ZR7V0Os1TTz1Fe7sguppMJtxu92Fbc/VGZuz8CXaiou+a9D1IJwUBqGv3QZGg9i2iPznhu2Lta0CU49VXX6WmpoZRo0bh8/nw+/309/ejaRqlpaV8+9vfFsIZb98MO16GnzZDfzOsuV+QRDVVrCfNvPn4ROzaNgvCkrNQxPpKZh1KtvoUG58UAkhTr4PWTeJZ4C4SsbvRF4gx1+fvQ38j7HtX9P3phOjTK04RMc0jzXU+5RpIEpqm8fCqOv60dB8f/NcchmUfvH/Sikp1RxBZksiym8h1mQlEk/x2STWvb23jpJFejDqZ6o4gjX2RA8V+6j7b7Iti0stEkwdjQBaDjpH5TkblO6kqcLG/M8QTaxo+rQ6aBtOHZVKV78RhNuAw67Gb9DjMgtjUGYzz8Ko6uvrjPHnFJCYP/fKiCV8Z6x4WRLPcUfD2TULEEYRYZsksGDobHHmw+h60lk2sL/kV2c2vc7t6Cft1w1h1y1xc1oPnvz+W4rl1jTw5cLzv3DALXyDIU//8B1tTJYw1d3JX7Ldo1kykK5ZgyjqcKJdWVB79sI57l+0n12lmwUgv04dlMa00E5fVgKJqPLWmgUgyzY32D4QbX8Up7N7dzHuP3AeqSpc5l132CqIFoxhXmsuaml7KfDuY1LUao9FIxay5TDnjXFw5xyEwNohBfAkMEqEGMYhBDGIQgxjEIL4i+pcsof3W2yh+6kls06f/T1dnEIMYxCAGMYhBHAfSfj/RTz4h1dFJqrODdGcX6Z4elFAQ2WhCsliQTQOvNium0lKskydjnTABTdOIbdlC2udDi8dRYzGRYBSLo8ZjSLIO15lnYPySSma+jggv37kRJaVy7i0TyCsTypwb/9XAxrcb0DQwmUBTPyHdvYqJPhPmjg4MaZEQHHIPZWvVdWgWO85ME3I6jj4WRI4FMcT70cWD6KP9ZDR/gi3WTchdwrYpt5FV5MTuMZNb6iJvmIvMAhvyQBA+Fk6iqWB1Hj9RYxCHI7V/O/p/nog05QeHk498DbDxCejZK9yKUlHhKtCxTQREckYK9eARp4uA7ZHQVwePzBDEIUl3kDhVPE0ENKrOOUhiUhWhyrnxceFyYMkQQeZkeGCLiAX52uUisdeeI8hAOiOMOBPm3n4wOJNOiP8GmoQK8M5XRDBl5s0w7xcHAkP/UaiqqIPFLeo+AE3TQNGQ1Di8cIFQLD7/SXFuPotIL7z5I0FQM9oEmWv4ySI5p7dGBME6tovzmDEU1j8GvjrC6dOQz78P67j/7IK+pmmooSSSUYf8HyYuappGfI8PySBjGuZGOkIQXk0q9C9ZRefPf0TRk09gnzHjiOUElyyh6667UXy+A59LFotwRTiC8rZssxHLtGGxTsM+ZiZZ3y5DCYfRezxoqRRpnx/F70cJiFdTZeWBJM5EfT39b75FZMdG+o37UF0gOa2kbTrCxhRBfYy+vTGM++H9CRKto72cp85i7b7XmZIYzbmpC5HMmZAGRVPoMvhYPXwX75g/pDva/TWeYdBJOtwmNx6zh0xLJlNyp3DSkJMocZV8rfsBuPu9vTyyqo6bFpRz3dwy/r62gTvf2YvLYuDU0bmcMTafKUMzD6jRAtTX38/mpfvo3n4B084pZcKcDDA5Dgmg/vWDGt5/u45vxUQ7dutVOitsXH5KGSXWFezdezs5Oacyqur+w5TKAbqj3cx/ZT5WvZUVF67AZjh6gl5X19vs2n0DY0Y/Qnb2wsO+1zSNxgsvIt3bQ95rD9HTvwJ/4BPC4X0YDBlkZMyguOgKLJaDfW08pRySyNnY9Bh1dX/EZPQyafJbmIxZh+3nSPud/8flJGJRflgRI2Zw0JWy0BKV2dSeIJhQuGmyE//uFShKDK83h/LhryDLKUwm7wBx6SjJMZqGKaGStJjRtDQH3KMkIxmeaWRkzsLtmsSOndcCYDRkEonW4fFMIxqtJxZr4bOORDqd7QDxSDgqpZBlI5qmMmXyO9hshyfpK0qccGQfXV1v09LytCBCakcnJo6r1ZPZ3gnz7xBk2Hd/Slf5cJpcfiRZj05nRaezotfZ0Oud5OScwt59vyIabcCW0nNCcyb6q1cf87wfC8FgkGXL3kWvvwebPUZlxe+Ix/fT1Pw3QLh8KUoUVY0d8r9QKJPGhimclKwlO7oXmzsHkyODRCSINbAP1BS9mSbqyjKImFLoZCs6yU5S6UZWNHJ6ExS3xnBEFFQkahlKvWMyAe903FlePB4PieV3Mju1CmXUhehqlwrXxDk/PUCySaX8+Pyf0Nz8BMHgNkqG/IBhw245+rHGUzT2Rvhofw+PflhPOJGmwG1h9vAsRmXVEQ2uwMJuXMZerPqDjmGKKtMm3c5pky/GbtKzYm83y6u7+P6Jw6jMscP2f4iEiJgfJl8jxgjmr07QbK3exSdvvETTjq2YrDaKqsZQPHoso+cuPKr7Qtjvw2AyYbJ+rk/QNJHY1raZzrodrNpZxzmpd2jRcsiRAuj1ej4p/C47rFPJD25lWHAj5ZEtONWDquPVWgmnJX7Pwpwgj4RvQK74Flz43HG7Kn1dqD/7HPTeHIofewwQ85rASy/j/+c/SXd1IdtspBNJ4u5MXPPn01I1iefDblbW9KJ+JvRr1MtkWI1k6BSuWfowXp0Tz6hFJENtmOpXEnUXELZ6SRutmO0O3C4nLrsdWW8CVSKxZx3Jpq3IznxkWx6aEkW2GlFDCSSDBcnsQOfOQjJkAHo0VUGSdciWEFnfnwmKjBJIoEZSqNEUSiSNGkkhm3WYR5qRdSl0GRmEP1pN5OOPSXd2IpnNWMaNwzp+HObRo5E/l3CuNayj96mdJFIDbgUSwj1yuJ66pk3sX7+W3uZGJEncQ86zf8Dvt6ncX6agW7+FXHcpLkMWZtWGjPhNUonT272BdMMHbPRaSMsS5VOmM+rEk8gqHkIsGCQa7CcW7CfaH6Cjdj/1G9bhDEUY3dxN2GzAbzNjKSqmYOG3KC6vwGAwHkgS0ntzMRYWcCyk4nGqV6/kDX+EZ7zlaMD53gz+NLyAnSve56MX/o7OYGDmxZczas6Cw8hwtdE4t+9vZY0/zD2VRVyUm4HuGNeyqig8/V/X4e9oY9Tchcy/6gc8/PDDuKJRzqqqIrT0fUIffIDrr/eTM3sOBtPB9gj2dPPiHT8hnUxw0a/vOpBYvH//fj544AFOXP4BWdddh3zOmbzym9uRDHqmnXcxYb+PUF8Pwd4efO2teGoaGN3STdaPfoRn0UXos479vD1eKIrCo48+Sp/BxFMVk8g06PnD8EIWfo6ItHr1ah7ZuY8NVZMIqxrDrWbyTQYSmkpvMk1PMk0gffD55zXqWZjlYpjFxGtdfnaGxfPEJEsMMZsYajVSYjFRYjExL8PBEItIYlQ07Zht1Pf003TfdfeB9/qcHJxnnE72j3982P1xNGiaRvBf75Du6kQympCMRrHp9SQb6vG/9DI6h4OSl18i8MoryDY7nkUDzoOtm2DNfcK12GBFnXw9weBwlECA4DP3E+8WBA3LiBKsYypJ+lIkW9tJNTWhRqNgMOC58EKyr/8xOtfXR+z/ytA0kYS2+Wm46n2RbKuq8OZ1Yo6dO1qoppfO/WJ3mj1L4KVLhYvNtOv+/Xo1r4fdr6NOvIbOxzrRuSUyLijFkJ0pCNf1q6BupUiA1BRSE24mFCrDkJePr7iM363tZPmebnIcJqYNy2S410FZjp3hXgd6WeK7T2+koTfC+RMLSSoqr29pY3yxm0cumUiu6/hdeL4MAtEktd3hA1uLP8q8yhw+3N/D8j3d3HZyBfcvryGaTFPgsZDntOB1mfE6RLJkocfCghHeIxJJPgtN00jUBohu7xHOUPnH5+oHUL16JXUbP6GrsY6wrw8ldbgIkdFiwebOoHDkKKaecxGfvP4iO1cuY9bF32HSgrlIf50gnKsve0OMU1bfI9ox0ExKlXm6ZRaWIXYKqoaQSvaTTgdR1BDICbzlRZgdemLxXsKhLfREsykpPJWCzCGYzLmYTXmYzPkYDRlIksz6N15mzYvPHqycJGEwmTn71l9SVDX6+AkymibEeD76EzSvQ7V5Ycwi5NLZ4t4xO4W7ybZNrHr2SfztrRSPHsesRZfz2h/uoHjUWM646afH3s++92Dx98UaTPFUISgz8Tsi+f1ohPNQl3BGqF0OaoquxF+Q5RDZhl+gaRJprZiEfiqh1FmokpOs747BVHJ8fY+mafS2NNG4bTNt+/bQvn8PsWD/gccCRXAAACAASURBVO91kh6dZCA5MIdIS3oscy7k6kXnYlA1tLSKllLR0iqSUYcx305XfS3P334TZpudc35yB/nDK4+471XPPMHmdxZTMW4Gef5iciRBIlDt4L1kDJJRN1C+IvYxsOk9JoxDXV+t7UOdYM36UkIL/y9AVZV/y1HyP47uvdC+VZB/Rp0nRBlURfQfvTWCeLTnbWj+WPzeO1qIQvU3i/eSLNaUPwuDDcrmCQJTtA9GnSvEpdbcJ9zc9BYonSOee2UngWfIl69vsAMW/0CIUAFkVcAZf4Eh0774f8moIK98VTGJREisf3/633i/EBfrrhYEp+5qIWJVeSqUzBbrt59vfyUlCA+fukVFesTa94TLD5JvvgI6++M09kWozHWQUjTqBhyV6nrC1PWESSkqWXYTwViK7a39+CJJFo70MrcyB6/TRCKlEk8rJFIqibRKPKWQSKsk0gppVcNlMbBiTzebmvwMzbJx5th8zhqXT+kAyUDTNFbX9BJNpgGJ6vZ+Cj1WLpxUdMT6rtrXzTXPbSbTZuSvF4/nhJIMFFVjQ4MPWYLSbDtZduOBfuP+5fu5f3kNWXYjTouB+p4IHquBeZVeSrNtA25WOsyfeW3qi3L3e3tJqxqyBD+aW8bl04Zw08vbWV3Ty7njC/j9OaOwGj/Xz0T64E/DxPrCnNuEuNoj00WfdM3KIwuQffhHIdZy025wFZD2xen88yZsJ3hxF31MxzulaCkZLaXiNX6fq7iKeaOKuKL6e7RqWTh+sgeX1cgLL7xATU3NgWKnTZt2iOPPl0XHXRtQIynyfzX1EHGPVG8M3/PVWCd4ccw+igPRkfDez9DWPUKH7i30QzL5VnM7vogg8pVm2Zg4xMPEIR5OKPHw1rZ2/rqylleunUbzo1up0uvZbuhieiwP1xUjcVQe6nqnBJN03Lmej0gxGwPmU0t4TUtSle9iZvnxzcGampp47bXXiEQinHzyyUyaNOk/StBVVZXu7m4aGhrw+/0EAoEDWzKZRELlMl5niNyFXDwFqXG1iLv1t8Gn65k6I2RXgneUIEEVTTpkH+3t7Tz55JOYTCY8Hg8ej4eMjAwyMjIYOXIkxk/XsrY+D2/+EE78GXx0j1hXGn+pIIp+lX7289A0eGyW6POGzYeapUIgaegsMZ9pHYjVbX1BCAVetvj41rR2vAKvXw1oQozQUyIItZnDBIHV5IB1D9PV3cX3Db+jJmJF1TTGFbn5x9VTv6D6Gjvb+smwGSlwW7hv2X4e+bCOPJeFEXkORua5GJHnwG7W89DKWvZ1hnjg4vEM9zp4eVMLHqsRu0lPNJmmvjdCXXeYup4Ijb0RNASN9pzxBXz/xGEM9zq+8BAVVSOeUo5Jfv+30LgGnj7t4Hv3EDjzr4I03PARNHxEqr+LSNqIK8PDVvciVi7bRI7XzQnubZyWuptLpgzht2dVHXYvxZIK8ZSCp/pZ4WAf7RXXrySDqwi+85YQK/gCrKvr49EP69jQ4COWUpAlGFXgQgK2t4px7hOXn8CCkV5SqTR/vua7BNIya4tOYdakkZwzvoAThnjEuFTVkCTw+wP8c3M7T6xr44XvTWVk/pHd2QYxiH8Xg0SoQQxiEIMYxCAG8X8O4dVr6Hnwrwx56ilk21dXd/siqPE49aedjmyzMfSN15F0/w8tmA5iEIMYxCAGMQjUWIzQ8g/ouvNOFL8fEErWhtxc9Dk56BwOtGQSNZEQ5KZ4HCUYJN3RAYDj5JNJd3YS2779yDv4NGCnaZgqK4Xqt6Yh22y4F12E+9xzD4wfNE0j2p/kXw/vINQXR6eXsGeYOe+2iWxb1sKmf26iylxDdng/8R0b0CfSaLKEZdQoQrZCOhMZhMxeLBMmMvakoeSWudAdJQlE0zR2LGuk5rFX0UpHcNIt83B7vxm1tf+/ov+9RiKbOpGtemSLDr2hCyN70Rlj6CacTHSvgmn7LzEbtiHdvBPs2V+u4Hi/CCRnV3y5IMWGx+G9n4ogdvlJwu3oaMQpJQXPnSMUPz+FziSIPya7cFPKGQnfukvUt2OHUKrb+rwgP+WOhmDbQdUyACSRpDLjhm9UNfN4oGkagTdqiW7txjY9H8dUN7rXFwkXqQueESQz8UP4x0UiIWnmjTDxSnAeXY0XgFSc8OI3CWzxkv/LGcjWf08B/H8K0VSUPb49+ON+fHEfvrgPf9wv3id8WHQWCh2FNAWbaA+3M7toNguKF1DuKceiFwFoTdNIa2kUVaG1823amx/B7RiJqzaP/geeoezpt7AOqThqHTRNQ4tGUaNRZKcT2WQ64u9iqRj3rbuF7t4PKNcXMr1vJNHCAD5DjKilgPEl51OeM+OIAdZ4vJ2W1meJhPfhD2w8jOCgaKAhoZNAy/4OPYkS3tuxBIdrB+MtGsMMZsxaIW51Ci55Kjb9cNRQmsi6DqyTvTT1NbK/ex8KCoqkolokVEklFU+iSgoKKqpVAqcendPI6FEn4F0qoUtKGK8qoS3ahklnwmPy4DF7cBgdyNI34y4STqTZ0RJga0uALU1+Vu3rYUJaT2FMojpTIhFOcZrOSkmGFavDiNluwGw3YrEbyCq0k5FvZ+Wb/03z+tkMG+dl4Slxet4+E5O1COe4G5FHXwA6oRx44WPraG8JcvGwFQx1b6B13TWs1LJ4/q55dHT8ndrau8jPX0Rlxe+P2G7fX/59Kj2V3DjxxqMej6apbNhwOqqWYuqUpQeS3T+PyCfrab7iCnJuu43M71551PL6YykeXlnL39c2cu2cUv5r4cFrt7tnKTZrGTbbsRU7m5qa+Me/VvJYczZznD1MdkUIBoMkEoLYFNP0LE8Ox6dZuWDoFhaW7yCZqEenD3Pv5htwWEdwwYQ8Fo42o6abicVaMGOjZ/ce7mmwofqCPGh5nO1Ty1HVOC7XRAryL8btnoAsH7yHQqE9bN5yEaoaZ8zox8jKmguAqiaIxpqJRuqJRuuJx9vIyJyFw15FY+NDIEmUDLmODRtPx+kYQ0XFbzEaM9Hp7Ie0lRbuIbL8RhqSq+nOMmIy5ZGVORebvQJZPhhItjRXk/He/UKx2lcvPrRli6SjnCrhfGh2ChVpsxOsmTDqfDp732N39U3M2qxgLDvluN3u/H4/e/bsobq6mtbWVgDmzh2N1foCwZAY4xUUfJvSoTdhNAoCsaIkSKX99Pe3UVe7gmTqVRSlj+KWCM72LMJJGYOWQkOjyZlBZGgUoytILOakPzCRgkKFYLCF7u4izjv3v/HYPaSTcTr3bUJX/Tqe5qWYk30kJDO7Gc5urYzzeQe5ZDqmK944VOX4c1DVJPv23UF7x8uMGHE3+XnC6XBXWz/PrWuivjdMQ2+E3nDywH9OHulmQXmcNXVRivTPMj5nCynFQF+qkriWR0LNIYnYavs8vL/3UBKeJIHLYuD5q6YwqsAFUR+s+D1sekoQkBf+XpCwv2DsoqTTdOzfS/22TTRs2UhvSxNWl5uJp53NuIWnYrQcfawaTymEE2my7CYCrz9DYlOCuOQhhhGDFsJKHyYCSFIU0EhpRaRNsHnGbMaX6ChY8zOkxo8OFmj3QumJIsm9aDLoDIT1Hpbu9PGXj+o4JfgyPzP8k9RpD2CY9J2B866RVFQSKZVkqBuHUcLs+eKkAkCMoXa9TnL/B0Tbd9PpGE3dsMuZO33q4clfn4OWTrNv/AQ8l1+G99ZbD/lOTSbZ9+oSNi9ZSX1YoTjYxYSe/RhUhbDRSqJoKO7yoVhyvdjycrDkejFkZ9P7yDOkuvUYK89AiwXQDFZ0hoPPdNQkWioOShItnQAlgaak0LmKkIxi3VW2y6jhJJomI+lUZKsBndOKbDOgzzBjK2xHiYXpe2UloWX/wlBYiPuCC7CMH4cajaJGIqjhCGokQmzrFkIfrBBJOwPQOa0YSspQQyGSDQOK7no95hEjMOR5SXf1oDdFcRo3YR1RQCpdgSRr6L/7GPrMQ5Pe6994nS0vv0CuN48pd/6Jc5/cTEd/nLtGRemv3jRAagqhi+pwyG6GmMvId1Qi54LvH7fQVFpIk91EPBw+YhuZTWYyO3roznSRGkg8lWUZdeB4DCYzw06YQuWM2QwZMwH9gEuOqirUb9lEcdXoQ679YE83W5e+zc4VS0lEIqiSzL4f/IKM3Dxe6vTxYO3H7H//XxSNHI2iKLTvq8ZbWs7cK69hqzuP93r72R6KUhNNoJPg3opiLsr7curG25e9y/InHmLo+BNo2LoJR1Y2iqoSCkdwu92YjEYCzU2kZQmb28O4k08n0tVB2/at9Pn70GkwI6LiSitoiko0HCauKJhTKcxuN84HH+CNv9wFIMhSBYcmaCbjMV68/WaGrd1ERn8YZBnjpBPIvuIKnHPnfqlj+KrYtm0bixcv5oRFl/KnYJp9kTinZbv47/JCck0G0orCha+8zcfeIUx12fh1WQHjnIf3VQlVpSeZZn0gzHu9QVb4gkQUlSq7mQu8GczJcFBhMx/iFJXu68P/4ov0v7EYfVYWpvIytGQKZBldhgdJltGSSbRUCjWZROntI7xqFY6FC8m47FL02dkYhgz52pMLIxs20HzFlch2O2owCEDRDSdjt9RC42o0k5tkySKi6Qp6//486XaxdqJz2skb24yalujY4EJTJQw2BWOGEWOBF2NpOfZTz8c4YcH/LME02C4ckGuXH9st+VjQNHj+PEFS+sHHQmX9SFBV0ns24nunD2OeDdcls0W7aZpwraj/UKiv1yxF0yRShiq6w3fhma1i070PW54VSfGSDPkTxPNr2FwYMgMkiTe3tfGT13YgSxI/mlfGldOHYjEeHsfqj6b487J9vLihBUXT+OGJw/jRvPJjujp8k+jsjzP/z6uIJBUmDvEwoyyLxt4IncE43cE4ncE48QFXwStnlHDHGVXHKPGbgaZpxCNhIn4fEb+fsL+PSEC8hnp7qd+yEVURREBvaRld9bWMnreQ+VUyuuU/hwufhVV3gb+RcP6J+IxDaOyI0yp9jHd832H7UzGjSXaSqo2eiJFdPaWcOfNnzKk4yjU2UMfe5kb6WpuxOFx48vN57c478LW1IEkyepMJg8mEwWzG6nKz8OofkfVFjoeRPkF+3/wM9NWgOQpoHXIpb79fTSoRp2zSNEbOnofN5eajF/5O4/YtePLymXPZ9yidIBKfP3z+Kba88yZXP/gUsl6P1XkMElKgZUApv1Mk3bZvFXMFi0c4uChJsa4FIhG3ZT3EgzD5e2iF02l7wYl9Rj7uWdYBUsQe6NlDeu8mev3Xo+hy8d40FX3mUdy8j4LeLXW0v7gVOS2RVpP4dN1QbCBrVCkFFSNxuLLpfmQrWkhBOiuDcDrAvneXUxgoxWs58jmWh1uoblhLdjQPlz4TNIm98ib6zT6S8RhKPEGmkk+xoRKPwUvCEscqOSGtYp9ZgLHQjv+NWtTw4QS9z8KQb8M+LR/LmCy0pLiXdI6jiGC1bISnT4WSmXDxS6LPURJizXAQ3xxUBZo/gTX3imfTp9CZDs6flc/MzdxDYMq1wpWtZpmYi+WNhfKTxVoyiO+UFKgpQXTSG8V685r7YcPfhCBW4WSYfYtwB/ki0u+xoKThk4eEm8Wo8/5nxLG+AGlFxRdNggYOs+GIz0eAaDLN+gYfq/cLUtFl04YwMs9JNKngjybxR1L4oklMepnyHDs72/p5Y2sb/9rRQVo9PN/WbJAZmmXHbJDpCSVwWQwMzbJxzexSxhS6v9IxqKrGW9vbeWljC5809KFpMKbQxRlj8lld28tH+3sO+8/vzqrismklgJhL1/WE2dIc4HdvV1OWbee5qyYf4ij0WcSSCrvb+1m+p5tHP6zj/ImF/PG8MUgSfFTTy+KtbazY201/7Oj9z6zyLP5w7mjuXbaf17e08fNTR/DdmUN5cEUt93+wn7JsO49cOoGynM8RFR6bLVz+rloGr10lSARXrwTvyCPvqLcWHpwoRN+m/RAA/+JaIhs6ybqyit4nd+GYU0jow1bc+ke5U/OS6bTzX7G/ALD5lCVMnDKbNWvWsHz5wfvPbDZz8803HyS1fAloikrbL9aCBpnfGYllhCAeJdvC9D61S4iA6CLkma9CumLxYQSbw1D9Jrx8OYmK2+nZPp29k7L43sZ6fntWFZGEwuYmH5ub/PijB9thZqmbczI76d3Wxkmp0RjREyFB01yVBSctQP4c+bD9gS2o7REwyuTfPuW4xdZUVWXt2rWsWLECt9vNBRdcQH7+l1gr+Q9B0zTi3XVIb/0Yc9vHaGc8gDR2ESz/jYhzeUogZ4QgP2WWHZMMrKrqYefyMHRVwyMDpNAhM4QD3jFIKV8agRYhquguhr+ME3OQIdNh1+uCYKO3iDjdyXd+qRgX3dVCDKJwoujLtzwH7/1E1HvcJYKE21sjRAj76g48k/bZTuCK/msIpnWcmdFKk3sy1y+oYGqpuPZVVaOxL8KejhD7ukK0+WNsbfFT3xPBYtDx5wvHcuroPBRVO0SADQ4KlCVSCg+trKU1EGNErpNXN7eyrysEgEEnMTTLRlmOnbJsOxMGiIEO8zccp1MVMUY61pxWScGjMwX597I3oH0rqaKZ1Fbvp7e5kd6WJvpamujvFrHWjPwCAl2dGM0W4pEwV09o457kmTwbmczQLBtnjcvn7HEFh7q5dlVT+9D5ZBVX4J72HeHW6G+Esx48RCzys3h6bQOjClycUHJwnSiZVtnWEmBtbS/r6vpoC8S4cUE5j6+uJ5JQeOqKSTz94jtkrXsOw4LLufbK847o4tvii7Lob5/QFogxrzKH208dQVnO8QtTDGIQX4RBItQgBjGIQQxiEIP4PwU1kaD+1NNItbVR+MjDOL7moGjPgw/R++CDFD/7DLbJX10JaBCDGMQgBjGI/yQ0VaXnvvuJV1djqqzAfd75mEoPtz3/v4a030/fo48hGY3o3G6SrS0kGxtJNjYdIDSZx4zB+9OfYBo2DNnpPGaykBIO43v2WfoefQzZ5ST7+uuxDKiQSxbLgVfJYEDp7cX3wgvEq6sHSNkS8fpGUvv2QJaXtNlFUpWJp2TSmpGEycMLpyVxmvOo3DEXhyVF0ZYX8PZsQVIVYnkePsoLkDlrHt++9A/oHF+sXPVFCPbGsDiMGEz/u4KQ/8+iew907EBpqyf0cQ8GZwKDtg99fA+yduTkyJD8bey3P4T0TSYXqeqXV9GM90PtB4LwlFEqguHHQqgLPrxbBDvcReAqFoEWd5FQ+/yyJK//ENL+OFpCIbqzl9AHzRiKHKRaQ+gyzORcMRTdm4ugfRtc9DxUfAs+eUSQyU75E0y55kvvp+uhbUgS5Fw37hs8muPDTz+8lR3dGwkrCmlVIaWmSKtphmcM56aJNzE+Zzxbu7fyq7W/oiPScch/HQYHHrMHt9lNNBWlJdRCgb2AbGs2mzo3oWgKEhJ6WY9MmkJDmqFGlTKzQqVZpSsl4dHrMEoiEUyWrRQXX0lGxixkSYck6ZEGXnvCTby25ynysmZx7ojvYpSN9Md76AvupNO/g77QXmKxZkj1YNFCOHQHk6RVDfoVCZOsYf2Uk4qVDNd4XJ5xOJ1jsduGk04H2b79apIpHzbrMAJtNh5J7CaQMlMZKmdcqIoTlLEUDy2gKe8ugtoWzMFSNF2KhK0FvXkY2Z4JRCL7CQZ3ABpGYzaZGXNw1cxFW2dDMulwzCoASUKfacYyOgtJJ6NEUqTaw6TawyTbI6Taw6R7YyBLaGoa7bROKI6gN7gwGb2YzXmYTHno9V9folE0meYPb+ymtjVIbzBBMJJEAnRIuC16imISo8MyDAgHS4Azy4wr20IsnCIeThELp1BSh6oKewqinH/jifS/NoMdxaL/06VVPGEdmVlzyBh9I71qKY8ue4V52b8HIJ2y0bvjHMJaGZdfdw4d3Y/Q2PQIQ4qvpazsNtGGmkpz8+PEE51UDL/jmMfX1f0Ou3b9mKqR95GbeyaaphGJ7Mdk8mIwHJpc0nz1NcR27KBs2fvonM4D++vueQ+9wcvb1Q7u/6CRQCxFWbadmu4wf79iEnMrjxw4/Dw0TaO+vp5169ZRW1vLLnkoW2JZrPvpPLwukWyXSCQIBoOEQiECkTiv79zFjOxfEU7Z6I1l8V7jXPp8xfgUC1GMmEkx2hlnar6Bff0yH3YZSCOjqBpLjbdRcf6vYcwFX1ivUGg36XQYj2fKlzqOz6Kl5Rn21/z2wHtJMmAweDAaM8gKmylZuxKdIlRTU5MuR195LlL7FqHUnIyKwHwqKhJ87V64egXqR/egJiPo5/9SJHqtvkckWiaC4n8D7lac8kfUSd9lw4czmfrhXlJzb8Uw5xdfuu7hcJidO3eyY8cOOgbGg7m5uYwYMYKRI0eSnZ2NqqZpbXsOg95NXu7ZQhG6eZ1IvDRYheKwwQpmF0reSGreW0CbrRe9zk1vXwFWSy6ejAiRyCfIsgedfDbR6Hja27tobhaq3IsWLaKy8gjq7qoiiMnbX0SrfgspNeDIdM2HkH/s54qmKWzZehnB4HaGDbuNDXUN1HfsxGUKE2co6IfjcI4iP3MkQz39+FpvIBptGGhHPVl51zFi2PcwHMVtbVdb/wFF0JH5ToZm2rjkifW0BWJk2Izku83kuSycYGjg7Pb78IZ205m3gMyrXsbwmWB4JOCnYdtmGrZuomnHVhLRCLJOR+GIKsonz6Bq7gIMxsMTsDRNI+mL01Hdg3/LVuxdLZg1jaRkwqSOIE0verkZM0niUgZJyYOKDUkzIyNjyrGh9kSRjTpku4F0bxydVUNnjqJzu5E9HmSbYYDAY8RU7iFe3UfgrTr0eTZeydcxacv3mCLvpU4r4AN1AkvTE9iqlVMmtfG88Q8YSfNC5YOMmjiTqnwnJr2MBmhKGrl3L7r2LejbN0PtMoyxbro0N/VqPhPk/ehQ+W/Dj6hYeDWzh2eT7z5yQm6ivoH6U08l764/4D77bNoCMdbW9g5sffSGExh1Mr8+s4pZ5Vm8u6GOqtbdDKnfRbotiBrRo6lmZGsmsjUbyZaJbBL9n7nCQ8aiSiIphe0b2hg/1os1yyrc3VQVNRgk7fOR7u1F8fkwVY6Ejx5H3/ASuhtXoDkLBq6ngXmVkhIJF2vuh23PiwSaH64nvGkXvY8+QmzT5iMeo87jwX3++RhLS0m3NWFpfw6roQZpzq0w7xek+3qJLXuJ2EfvEquuJRVWMDj0JHwKSkKHbLViG1eOKbgaedhMUuZyUr0B0h0dpDo7UXw+dJmZKH19GMuGkcwtZH1LkBdHLGTExEp823dSsn8b09t3kR/tIWC0U3/iLZxoysE+NUL3z25BV1xMh7+XuEGHKa1gttpwVo7ANXIkwb8/g3XsWNx/vIsdy98lt7yC0vEiqa1t7272fbya/evXEg+HMFltjDv5NGZcdBnb3v8XK556FHtmFtPOW4TeYKRu03pqNqwDCconT8c1aTrrHr4X28RpnH7djVz50mJOf/c5Ri88jZO++30A9qxZxbLnniLd72fX8HHsnnUqw3NzmeNxcHqOizzTscf6kYCfzroalv3tr7i8eSz6zd1sfe9tOmr2oioKNTX7kWUdQ0tK0PX0Ylj9MZ1D8ulVU/8fe28dZkd96P+/Ro7rum/W4r5RiGCBEFwKRQqltIUKFApcqPBtb3vbXigUKRSnLdICAYIEKZpAhOgm2cgm2exmXY/t8TlzZub3x0QIJBBa6L339+z7eeaZbM6cM5/Rj70FSdfxJRVyLTZqSyrx2xwomQztnZ0oqkpxfh65VhvColN4eenzOLw+zv/Zr8ktNe8fQzPItEdJNQVJ7wxhOAWWbr4Pva+HsnCMsnAcu5ql+Pe3k3vWWYApAsy0tKA0N6MnU0g+L65jjkHy+w+8P45WHJTJZPjDH/7AqFGjOPPcc3moc5C72vqQBYGf1JTwXlc/y1JZTrUJPDJ7Itaj7HMpuk6folJpP+ior8ViJNdvILl2LYm1a1F27gTAdeyx6Ok0mbY2RLsdQ9fNtFTDQLBYDiY2WSx4Fi6k8MYbvnKztuDjjxN89DEK6+MENypoCvjHiKQzFaQ6I+gxs+1nGzuWoltuwT5hvDlGsv4RCOxCH3U2gpFFGNhi9ru6GyDWY/64t9xsu4w723T495T868kj4TaTLCrZoKzeTFz+5D1gGNC4GN78D8hm4ORfw4zvfPE0ik9A3b2T2JOL0QUvlEwxhd77mjKCXUJyWjBaPiTVX4iOE5DxVTbgKd1luoAPdZrFc5cz5LmVeHs5AmkM3U6J7TIkMQrjz4Fx55hO746cQ/bfMhjn9D+uYGKZj3svmnrE+uTjGIwpKFmN8pz/HWY57+7op2UwzpVzq7F8wuzHMAyi6Sz//UYTizd08uo1c01B9v8yhHu7WffKC9ROn01t/QxWLX6atS8tpnLCJM50vYU91gqGTveJD/Ps4y9BOoGvJkr1yd2s6p7F+51zSWYdJFUHqawTzTCfcVGA6VW5fHdeDSeP+4Ip1OkoSUVnx4plKIk4qpJGTSuoSpq2xk3YXS4u/d3dh6ZsalloXwUNT5iJZ1oGKmYRrDqXt95vpnfP7sPuyuZ0cczXLmHKwtOQ5IPk01BPF3/58feQLFY0NcMxX7uEYy+45DOLvZ+3JgBsego2/90km0oW0+Vespoij0CzaaBw9gNQNA61P0H/3Q3kfH00rqmf6L+lh8gu+SX9jQuR82x4Tp1IYn0/WiQNgoBrWhHOaUVIroNlT24NkGocxEAn1RggpSeQix04JDdaXxoAudCJY0Ieak+C9K4Qgk1Gcluwj8klsb6PbCbD9tAqMkIayW5BslmRHTbkiMhI2xQEQURz6DjG5RPd1oVFsbHLupEcoYgCtRRZt5CxZsgWGPjEPES7jP+sWiwF5rOrxTIorUMIsoBgkRBkEcEqIlhEBFlEaR0itqKL7MDHjGAEsFX7cE4txDEx3yS9709WffwUUziTDELVF8qUXAAAIABJREFUPDPJPt5vkqmnXgZ1Jx0Uuagp8zrY/vkx668c7/7KfO/n10H+qH3LSHPtKflqRbn7+ZdH2kc6aiat7X7LTPNIBsGRe9BkytDNJPpgy8H0jfxRptBJtMDAdsipNj/7okgEzXqzrN78O5OAdARSEXOtqeazlY6a5SqeZO7/qzpfWta87w6X9nMEDKVUPtw9SO9QCt0wUz103UAzDHTDFD91hlM098doHUyQ0Q6OZ+W7bVTkOijPcVKR40DVdBq7htjUESGj6dhkEUkUSGY0rLJIJqsfsRwem8wF0yuYNzKf5oEYFkmktsBNTYGLUp8DUfzyz1nfUJrXGnt4eXM327qjOK0SNy8czczqPFRNp7bQzXXPbGL57kGOrc1jbyBBdyR14JacWObjqW/PxO80+wipjMa6thAdoSQ7eqJs7oywuz+Gtk/ctWhCMfddPPVTiYyGsc8kZH+KlWqmWKVVHcOAcaVeJNFMCLn2mU28vrWXBy6t57SJJazaE+C6ZzeRzGj88aKpLPh4/db8DjxzkWmOE++H0+6Emd/97JPy0DyzbvjuewBoUYXe329AtEvocZWiH9cTeGIH8tBKlgpryBgWLmQEDnEZW6rnMPvKO+jq6uKxxx7D6XSSTCYBOPPMM5k6dSqCIBxV3yIbTNF3h8lrds0qJufckaT3RAg+tQNRzuBW/spQ9tvk2X+PY+oIU6hwJAx1k/7jt5FyPSTKfkt8wwDf82sYVpHXrp17oDyGYdAaSLCxLUxjd4R6Z5jG1e9TXDeBHZFcrnTkkaCPdzo/QpIkvF4vfr8fn8+H3+9n9FAh2kdBnLOKcJ9e9YWEXweOO5vl2WefZc+ePYwfP54zzzwT+1Em1f5bYBiw9QV440bz/XbKb8ykp3/ynbbfQGswphBTsvQNpQnEFaIpFYdVwmWVyWg68+tyuL39YvM9fenznykqbgskWL5rgN0DcTx2mdoCN4UeG/luG3luK7kuKzZZIhBXSGU0KnI/1oZf85ApWhJlqD0RJnzNTMU7XP2sxKGvEaNnCz3tu9ndHWB3BHZppQyQwzXyS8y0dnJ76iyy3kp++qNrkR0ehpIqVlnEbhERDB2GOtnT3sVFS1OIosBNxZu5oPM3hPKn886Ue2kc1GnqjbKzN0ZKNceMRQGOcfdzgX0tkz0xdoQlFg+NpXDkNOZNHc9gXN2XHBtjz0CccFJlbl0+SlZjfVsIv9NKJKlSk+/i+8fXMm1EDpUekAe2mX3Nge1m28RVAHN/DJ7if+r6GrpOuK8X2WrF5nRhdTgOff6TIfjLaeArg4v+DvInxjOjPbDzdTPFN9QKg01w8bMwehGJSJglt/0nA3tbECWJnJIy8itGkFdRic3pomnlcrRsloVX/4inf3o9J5w2n3Ett/Fi2a28JhzDmr0hDAOmVPg5Z0opZ0wu5f0nfsNPO2cwqyqHv39v3hGPS1XSNLzxKjtbu/hdXxUen4d3bziO3f1xljR0MSLPxdgSD7U+CSPYTc/OHexes5Lw4CDdmpN2ZyWl6V7KpQTXP/IEkiyj6wYfNA/y11VtNHSEOXNyKR/uHiSWzvLIZdOYVZN3xPIMYxhfBoaFUMMYxjCGMYxhDOPfDkPXybS1Yaup+dxtU1u2EP9wBWp/H0U333yAnASQ6epiaMlLqL29eE8/HdesmQQf/zOD99wDkkTOpZdQ/LOf/evlNQyU5maGXn6F8NNP41lwEmV33fUv/+4whjGMYQxjGP8qlD17CD3xBFo8jpFRMRQFI5MBw8Bz8gKUllYizz2HtaYGtbMTA8j75uW4TzoJ+7hxR0zZ+L+MTFsbnVd/j0x3tzl4raqIXi/W6ipsVVVYq6qwjRyJ+4QT/imykBaPI1gsn3vuNrzZRsNb7QCoiga6QeHARgoHNyHqaQwjgUESjDT5QwmapuTy61Oi/Lz/94x+/T6s4S5yLr6Ixvkl3NR6F4uqFnHb/Nu+skSQYXxB9G3DeOcXCC3vHfLfhiAhFI03J4/LpkFpPVrWRnbtm4i2LIarioG38si5YAyO8XnoaQ3Z//+/5/CrhJ7RCP2tCdFlwbtgBHLupyfSDMMgO5Ak3RwhtTVApj164DPn1EJyLhxFpj1K4M/bkXxWCr45AmnJBdC/3XS6bXkfRi2Ci5856kkwLZ6h97drkRakUWqb8fqmYrHkkFEGyGQGUTIBMplBZMlDXv7xyJKLVLqLcGg16XQPNnsxkuTEMHQwNAxDw8DA7RpNScm5CMLB95WSCdDScgeZTBCHoxKnoxK7vQKbrQiHYwQWy6ETWz3hTXy0/gL8soGOSFawowl2soKDruQQA5k0axMyPapIlbeK6+uvp8xTdiCNyCodnPTMZmM0Nn4PJA8hqQqf0cdQspuYmkLWgji0AAImKSAj5aE6pzJgq+fRLQ9y8wYVb1pj1zlWxtoSn30+DWhRJPySTr5s8HGuQFQTSQouDLmAyoL5zKr7Hr9efw+vtrzCOY5LOImT8FpaeCFzP057kCmSB4djCISDZAUxm8PeXcfji9dyV+ETFHqK+Nu5z2DLWFD2REg3h1Gaw6ixOOER/yBZthNy09TW3UhBwcIDE16ZTIBg8EMCweWEQh9i6BqjbLdRNH4BkteGpqVQlD50XUWS7MiyB0lyI4oHCVVqMM7elY/TZ3sW1Tpw2PMhy37s9hLs9lKcjiqqqr6PxZJz2G0/C29u6Ob1Z5oYnRAQOfK97Rzj5eLvTGbLsk6sUpZJ4t+QUv0m+UbXwNDJpHX6dvcTSBVRbmskzx1A9JawrqIfzV9G7ehbCbUtJjS0hrRsupHapTw00cBi8TFhwv1s3XotqZSZBmToFvw5U9C0JPH4dqqqrqWwYCEtrXcQDH4AwMyZr+Nxj2FoaPM+kdih5D/D0Fi77nQMw2D2rDdQ1TA7d97KYOAdAFyukfh90/H5p+P3zYC2KG3nnU/ed75D4Y03YGganc2P0dzze/PaaDLhRCXF8WqM7tGsikzkeavB90+o48Lp5Yd1yzUMg1h8O5HIBnY2yaxevQeXy0X+6On8aUuG0yra+KHlUUTBgmTNRbbnIzuLkJzFqHYb2xMvksxG2a0/SHfUwXGjCphfl0tf/wBvNXbyelOILYM6+r7rVy5GuHpOOb9cGeeHnpXc6FsGP/joKyMlGYZBJLKOdLqbjBpCVcOomRCZTICKlW/jjsYJn/lzCjv7EdY+dPCLogWsTrC4TEKTMw/9tDtpHDB49913icfjFBQUMGvWLOrr6w86qeo6ZGLw5DmmgOoHa4hufRjvklvYOrWSmgUvH1Ui1/bt23n55ZdRVZXS0lLGjx/P2LFjyc09TCqKrsOOl+DDO00X1CMhpxrCewkefwW9BQLB4IdoWhJZ9lBZ+R0qyi9Hkg6Stzo6OojH44wbdwTn4o9DiZtkUz0L9Zd9/vb7v6YMsHzV6ciE0A2BeLaQXE8RWqYFQzffu4JgQRBkJMlBXe3N6LqCzzcNj2fsUe9nP/qG0rzY0EV3JEVPJEVvJE1PJEVCyXCN9BI3WF7kF/KP2Vt8KjXBJJbelTh615nlcHrxjpxE5ZRpTJgxnZJ8U7AQDqbobxxAaY+iyAJJVUfqT5IfU/Hq++/rLIIQRJNB1CDmiaBffA7jKnMQsop5rx0G6kCSoTdM8Zdc6ECPZshGFPRkFj2poiezpqoWTLatAdZKD2pfAsEi0n1iDgM7/sbY6GpGxDchGRopix/RyKJJThTNADXNO1o9OUIMHRG/EGeisBenYDrkhg03G/TRLJFPpWL6GSyaWEKlLYb80lV4+tZwj3o+jUYNeIqpqKxlfF018wrilG2+F1wFdCRmk/jZzfzqjJvJsZVzrCZhBdySRJ5dxm+VcTssuCq9CFYJLZJGiyhkAynz+ABEAckjIzpBkFXkfBvekyYi53+xNATAJMneNw1GnwajTjXJJoE9pkNwuM28hwXRdA3e/DeTYHT6HwBzXFft6EB0uxFdrn1rN6LTgSCKpjDh6fNMR/yqudC6DMafC22rIDEAst1MPy0cBwM7MEpnkBSmE33rLRKrVqH2mCIL0aJj8VqQiwqwVNZin3Ecvq9dSP8bb9B/220IkoSYSEJGJWT3UpiKoCPQn5ePNrKateNPZEWwkMdxs93XxVRbH6EnnyT/Bz/AffxxpDZvJtWwieSmBtT2DiS/n+pXXsZSVEQyOoTD82nTDS2bpWPbFra+9xbN61Yz5+uXsfG1l/AUl9ATS2AZMMtud7mZeNJCpiw8HU9eAXe19bPx6ceZvmMtcy78Bh8tXUKPw8Pgd27iP8dU0Z7KcNveXrYGwyxsXMnYhhXY7HYWXv0jnD4/7Vs2U+CswJFwkG6JoBppMiUaljovvqIi7B4PO1d9yPpXnkfLZpFtNi649beU1I0m9n4HWjSDfUwuTfE2Xn1jKZdccgkja2ro/fmtpPY0EzUMiubPI/e007GNHIkgCGzevJnXXnsNu93OBRdcwIgRI4gGBvnbz36M1e7g67+6HXdOLkprhMT6ftK7Qua9KglYK71k2oaw1viwnJZPPBJgcE8zqV/9hhxFxXvSSSgtLWTa2mCfCHc/RLcb2+mn0dTRQsRu4ezb7sbpOzq3/ddff52GhgZuvPFGnE4nbSmFW3Z18UE4hmAYzOvcxd8uOR+L5fDO0oauk2lpIbmxAbW7G21oCC0aBcPAPX8eCCKRF14gtXkz6DqCzYZj6lRcs2fhWbAAW13dF3gI/30w1DTC70pI13ybtjvfxchmsY0ehWPSJBwTJ+GYNBFrba35/B4Noj1mv2vHq7DnHbOdCeCrMEVJVfNMQZS4X+xgMds3hmESs0X5UEJfKgzbX4bG50wR88dRWg8L/hNqjgNA6+9BeOfniHuWQMUsOOfBL0weN3QDQ9UxsjqGqpMNpkjvCBJf04sggWz0QDYFrnzwFoMgoqey6PEUQiaK7M2Sc/EUokvWkxosRBJCYLEi2GwINhd6VkKLKDgm5YMBki2Ff+qQ6Ur/saSpnX1RnvyonaWbexhd7CGuZOmLpnnr+vkUef8XkU6/ZAylVE76w3K8dgtV+S5EAcaV+shxWrDJEqdOKCbX9cXJu2AaI6hqmEhkA4lEM1ZbAW7XaLzeiYf0y78oti17h3cevZ+cXC/net+iu+4Snnt/EIumoBxby7wxr5A0qtgr3Emuy02uy0qe20qey0aO0wICOCzSF3a1Hxrop2freqKv/oIhRy1x71hUNYOmKGSTQ2STMdJphZSiY3O5+dZ3FuEaXE820IbU24CQTZCQ8ugpWEivWEtP9wC9zbuRbVbUdJq66bM55msXs235u+z48D3S8TiCKDFi4mRqp82idvosPHn5GIbBe39+iC1vv44gipSPm0DntkZOu+ZGxsw9/rCk8v69Lbxx353EQ0H8RSVMOfV0Jhy34KjeM8ktg4Se2UnhdfVYSw5DNtZUUvfdQLDvQgCkXDvWEhdaXDXHkGQR5+QC3MeUoMVVgk9uR3RayCSTdA7tpOKKmVTNMHl22SGF9PYgqW0BlL1DYID/zBospW4GH9sKBjgm5OE7tRrRb0H8REJOPBxi2V0PIqsyp/z6RiSrjBbN0H//JvRoBgSwj8vDPbsEW60f4V8QUxiGQaYjRnp3GMllQU+qJDcNkA3GsVs24PW+jyW1HkFXzb7bRU+bAtb3fgUj5kLxBNj6vCmI8ZTClEtMcvGy35mE4/rLTMLxl5Vy8WWhayM8dhKUTjX/DjSb/cz9sHpMYdeJ/88USn1ZiPaYiUtbnjONqHzlcMp/waiFpsnUjpfNBMC2lab4x+6HkaeYJk0jTzHrOV03z/k7vzDT0T4LI0+BymPMNviWZyHabZLAXQVmEoQr36xTE4Om4Gi/oFBNQf82c3s9+/nH5S03kwjrTjITpJxHlzZ6RBgG7HoDVt4NvY3mcf9okynAwkwCaQ8maR2Mm2lOgIBAXFH5YPcga1tDh01h2g9RgFK/g1FFHkYWuSn3m0T2SDJDZyhFZzhJV9js04qiwJhiDzOrcpk/qoCZ1bkoWZ3F6zsJxBVyXFZynVZz7bIQS2dp7o9TU+Bi7sj8wyZi/LvQHkzgtMoUeA4dq4orWa79ewP9UYXafUkpdYVuagtd1BW4D4ialKzGhQ99xJauIQC8dpnJFX6mVPiZXO5nUoWPQs++toVhmCKSozFU+wTSqsalj61lW/cQf//ubKaNyKE/muaKv6wnEFdYcfMJ2C0fO49NS2HxN83n5qK/f/5418p74N1fwnVbzGQfIPJ6K/EV3YgumZJbZxN5eQ/JdW20SP+FTh512RvQhAEM121U3boeTdO47bbbcLlcZLNZXC4X0WgUTdMYOXIkF1zw2QZEAOnmMIHHt5GVVWxOF74zawg9uwvRCzmp77JTc+M07iLP3UU+t8BNzZ8WUQAYBurjV9O/51IEiwSSxFCBjdM6e7n765M5d2r5Ecvw5JNPEolEuPbaaw/Us7qus23bNvr7+4lEIgwNDRGJRIjH4/gMJ4uEaSyzbSeoRVmwYAG1tbX09PTgdrspKirC7T5Mmks2Y7bP3YVs3LiRpUuXsnDhQmbPnv2lp9UeFtkMbF0MdQs+W/CSDMHrN8D2l8wUvHMf+ucEpPt3q+lc8Zd1rGoJYhHFAyJLAXDaJBKKhiwKeOwy0XSWxltm4fLkHNF4Ia5kufud3Tyxuo2sbuBzWEhltEPEm/tht4ikVR1JFHj9R3MZU7yPQ6drpslU2XRwHUF4kgiQXvkAd68aYL1aS7NRToyD42hFDgNDlIimshzjDbIsYpoenjq+GFXXea/JnL+QRQGvw4LHLhNOZBAFAbddpiuc4hx5NXdID7LRGMW14s+pKclnbImXKfkak6V2KgY/RN74uPk8e0oxEoMIWVOorRgWuo08+sVCEo5SNG8FGVcJGzqGKMvs5Zv2FVhdfsLTr8Nnl5G61+0TPzWBsW9cwFVo1iGRDrOeq7/cTNH1lZtGEq7CA+YbyegQvc27qJ467ZA2Wl9LM+/9+UH6Pib8FwQRq9OB3eXGk5ePJbCdyFAKl6wwcmQZFWddj8/vIbRuCYNbVzHYO0BAcRE3XEyssjPlhOOQ5/+YPes+YtmTj5KKRTnthzdSM23GIeYBn8QTN/0Qm8uNK97M7q4MFc4hqsskNvqP5ZXkBJqSPiTBQDME6jO76da9/PFH5zCrJs80iYuEDyROBTrbadvSQDwUxEAgbXGyy1lHQa6HrpiGZGj4U4MUZAL4sgfbSlpBFWU11Qz1dZNqN8/J3IsuZ+yic3lhQxdPrWlnbyBBocfGjKpc3mnqxyaJ/O27s75w8uEwhvHPYFgINYxhDGMYwxjGMP4l6Ok0Qy+/QnLdOgpvuhHLUcQaD9x1N8FHHqH8gQfwnPjpxCaTuDjAwB13En3ttQOdQefMmZTf90fiyz8gsuRFkh+tAUFAdLnQ4wcd9z0nL0BPJMkODlKz9NXPLU+mq4v0tu24j5uP6HBgqCrpHTtIbmwguXEjqY0b0SIRkCQ8CxZQ/P9uRc7P/wJnaRjDGMYwhjGMIyMbDpPt78c2ciTKnj0kVq1GC4fRYlH0aAwtGkVPJrEUF2GtqsZaXY3k85Jpa2Pg7nsQRBG5sNAkS1itCFYLeiKJ0tQEQN53v0PBDTegBYMM3HEHQ6/sqxstFuxjxpiklUkTsVRWYh0xAvlwhND/5dAzGcJ//ztDL72MsmsXks9H+YMP4Jg0CT2ROKrEp8+DltVRFQ27y4Kqqzy85WHG5Y1jXvk8LOKhA5TBnjjP/WYd9nKDFnk7eV4/M6qn8uCe+4lbw9TVVDIqv47ROaMZnTsay9OvErjnXjaMtTB6wII3qlJ+/32srcpy04c3MbVwKg8teOgQMcIw/gcRbEH/03wMTSSWPY+0PousUYh/UQXuY0eA5chkI8Mw6L+7AT2lYigaRkZHzndgH5WDbVQOthofonU4retIMHSD4N+aSO8IgiSAAfYxuTjG5SHn2MiGFVPEsieCHjMnxuUiJ676QqQc87o4xuUdSONSWiME/rIdOc9BwWXliM+fbzrczrkOjvnhEYnUh0P0/Q56Nr1Mb/1D6IZy2G0kyYmmpYGDk1eCYMVuLyWTGUDT0giCiCCIgHkf6HoKt3ssIyqvwuudwp6W2wkE3sUwsvu20Q6zJwG7vRSfbxouVx0t7X8mnolQVHYZBTaXKVpQQ6hqCCUTJJXuAUMj4V3IyZN/j9Ny5ONuavopPb0vEBEK8Rt9RPEhyn5ypCwuRzl+Xz0+3zR8vimHCHXW961HvfgHpEtyuP8iN5HYLvySgSSACEiCYa5lN9dN+wnJyAdEwmvISrkYtjJk2wjyfeOpyZ9Joav804RiXaOpbQ+r/9iHmtbwFzkZMSWHNwNLWJF9n2ONOr4ZnYrmGiDk6OEP8hZahSg21YlTdPDE+X+h2vfpxEQtnkGLKFhK3AjSZ9cjitLPps3fJJVqN9OuRBuBwDJ0PfWpbUXRFEXJsvuAWMrrncKIEVeR45+Fqg6hZAZQ0j2k072klR6UfetEYg+5ufOYPOlRBMF0U133UTepjIbHa8XnteH323E6ZZYt76R18wCFHjvRSJp0TxIBaHLqXHXeOGxWCURMIpVoOpraXTKVxkaE7S+ZZNFV95oTib4yk8x+YJGgfAbt7kGUwQZGOk+lP76G7SVhxo25i+KSs8wUEcMg1fEWoQ9vIOSXiefnM2HCH/F6JmAYGrcvfZf+XRs41t1BXk0nWFsxDPVj58pKdfX1tLbeRUXFFeTmHMvmLVcC4HTWkZt7LLk5x+J2j2VPy+0MDLzBhPH3UlBwMmvWLiKd7mVE6dUIkkw00UAkshFN25daYCvG3mrD8XCAEbc/SPftv6Dt6i4CqWrE1nlU+/ai5Xei+NowxCyuvhlsbrya240kxX47S79fg9MqYrMVEomso7//bQLB91FVc0JYyVp5fve5RI3x+MRtnFn7Nl5r5DPvI4DJ6lzyFzyOGswgea2mK/fHEIgrLN81yJQSLzveeIumgRY25c2nbzDIMvUbCN94wRQH/DuRDMGdI2H290031f1EJslqEozt3k99ZeXKlbz77ruUlZVRV1dHS0sLXV1dVFRUUFdXR0FBAQUFBeTm5iI1PgOv/BCueMMUJ71xEx/NqcBTuoAJ4+85bJHWrVvHmjVrcLvddHR0UFFRwZlnnklh4Wckeuka/O1rJjG7YKzpNDzqVNPpXE0dXEItsOqPkAzAD9cd9vg+jmha5eVN3fRH01w6a8RRpTP8M1i6pZtfLl6L1RInoHjJGmYbVUCnwBmgztNFrbeLHGuMzv5zmF06hjNGFSFYRUSbhNIWRe1PIjpkRJcFyWVBdMkIFpHsYArBJuGeXWKSbz4DoUCQ1+/8FafwIg6LxnORH7DIdQKGoZNkAEXMoJNGJoVFiCOg0k4lGOWMNCzIZvYFVkBEIC5EyBEbcQnbSHtV0rPOonzuxSZx70uEYRgYikY2kCLVFEJyyriOKSUbSDH4aCOCVaLoh1MQnZaDiZq7/wGJwD5xj4H2zKVkEyHiohcMHUVy0u8Zx4B3AgPeCcSdFeS5bJwxqQSn9WPPtprCeO5yhD1vH1ImxZCR0M2EQTTe7ZvCyN09xObfiD89nphdRPZYcdhlJIuALAuQSpPpTWHoArLPhpTnQs6xY63xYav0IHlkhFiHmewZ3GMSQYN7zB36R5hJI3ULTMftWJ/pkO/KP+j4/0m89XP4aJ97tWQziUR5daZTfN5I0xygYBT846dm6ubM74K3DLa9YDrQV8yAitlQORuKJ5rX1TDgpatNQcO5D5sCqCfOgr5Gk+A57ux95NDDkLD2QU/E0bs2YXR8AC3LkPs3IxhZMrZ89kz5LTtf/QuL8jeyOj6Z5gEvUxIabtmK+8TjKTz7HOQCJ5lMAIs1lxXNWZxP7SRk6CRPcHDBidOI6wL9UYWKXMcBwmM2ECAQU/jlyl7qlE7Edx5n/PELmH76Obz98H0MtLdic7qwudzYXS6sThfhni6igwMgirx2yXU0O/z4hgJcVFbIT+rHIVqsvDE4xIOdAzREk8wTs8x99Hdk1QwFI6pJXPRdfhPV0fZN65fZLNxQVcyFxbnE+np447476W9tJsdaxPElF2MVbeiGTiTTj0Py4JDdKFqKjkQT7fHtBJUeRs2eS/2is8ivrMJqdxB+fjfJTQMIFtEUfojQIwTp0nvJ0s7pN9/MxsatLFu2DJvNxqRJk5g6dSobNmygoaGBqqoqzj//fDweD5lUkud+9VMifT1c8ps/kFdeSaYrxsCDWxBtEvYxudjH5mIfmYNol0ls6Cf8wm5so3LIv2wsgkXivfvvxvaXJ/HJVmIOG0EjS8xmJea0oYoChV4/ZW095PYNmveCINA5ZRwn/vkprI7Pf//29vby8MMPM3bsWKZMmUJVlemG/mJnH2+/9BLnj6ll4cKFh7w7lKYmEh99RHLDRlINDWhDJoEUiwXJ60XyetHT6QMJ1daaGrynLsQ5azaOKZP/b5jUDOyEB2bBeY+SLV+A6HQiflnu7tFeU7yUjsD6x00y9mFgiDIgHCToX7oYLbeO9Gs/wdnyOoKWMROKJ38dJl5ovk+a34blt0O0C2pPJKXOJLj7WEBEcihYRhRjKXVjKXSS6YmT6YjhnJiPa2YJguVQkqIWy5DeFSLdFCLdHMHIfKIvJgo4JuXjP70Gya7D27fC+kdN4v35j5virb+eYY4ZXL0CLHb0jEbs7Wa0pAC6YQqsNAN0A2d9Ec6Jn56HymR13trex1MftbOuLYRNFjllfDGbO8N0hlL86ZJ6Tp9U8uVcm38RhqHR0/sCaiZERcW3kKQvT5z1xtZebn15G0VeO6qm0zoYRzcMCh0BYtkiLp45gu/Or6bE9+nnXtd1drW9TiC4HFXZiSwkEIwUmpZE05KH3Z8s+wlpU1ndWYPNVkixv4CKvCJqCouXCEt6AAAgAElEQVSpLSrGafv8Y+vY1sird/0WTVXJZjLossjMq8eTzT6P1zORSZMfxWY9eM2zqko6FiWrqvgKixAEYZ/QSMTm/OzxCjWjsPG1l1nz4jNoWVPY4JQyuF1WLJKBrEaRUZFFA1kSCKbt9KXc+C1JxuYnWNeXjyCK2F1O4lFTUC9KMkU1tRTXjaZj2xYSoSBX3PUgLn/OvvOq0bN7Jy0b1rJn/UdE+sx3Xm5ZBWo6TSw4yMQTT6Fp1QdUjp+MkkzQvXM7VocDX1EJ/qJi/EUlOL0+Al0d7Fy5HIfXR92MY+jeuYPB9laK60Zx3KVXUj5uwiHHqyQTpOMxfIUmAXrorTZiH3ThvrYOf8kRSNHhdhJ//DmCnsQxs46QXMbujiRatgT3oJucZB4SMgYGUpEd4xQPz/76P5h17oXMvejyw/6kllDJBlJYKz0IgoA6kES0y0jezx/TNXT9EJGX2pcgtTOEc2ohsu8rqicCzRgNT0LD3xHSATTySGbn4jxuCpJVh+W/gzk/gmN/dFDsks3A7jeh4Sloec8UslYeY6bMNy42ifwn3gozr/6XU/a+FGhZePQEU/yzv+9mGGY7N7DbXAZ2mGXPpmHh72DW1f/aPnXNFEC9/xuz/zjyZPP8tCwz292zroaGJ80U5PxRpsBj1CIon26Wp22lKaJKhaD5XVMAVVoP07+1T4CSMUUoWsZMLC4YbdajDU+Z9R2YguKSyaZoLT5gGgkkApBVTFGUZD34G5IFCseaZh8OvynIsvvMf4sWM6nZ5iYpebD3NSC2vgetH4IyBAimIVjtieZSPuOL9dMGmuAfP4HW5Rh5I+n2TaW8dTGvFF/LS7azaB1M0BVOciSdU12hmwVjizh5XCGjijxIooAoCEiigCQICAJHPS+U3Sc2+GTa0VeKrg0YnZuJBWehG06zTVLixJIrI7Dv+ugauAvN23ZZJ9lQmpzz6hC+5HL+8pVtPPFRO/993kSOH11Asdd++HMX64Ol15t94XFnm+KCwV2gJgDhE2OHH/tb1/alik0kNOX7nPfgaqLpLEu+fyxV+S7WtAa56JE1/OKMcVw59xNjtOF2s196NMKrcDvcOwlOuBWO+w/AfDf33b4e+yg/ed8YR3LzAKFnd4HlVlSjGEv2GgD88v04b7wDMaeS5uZmli9fjiAIzJkzh/feew9d10kmk9xyyy1Hvq90HUSR+OoOIq+2Y5EWo2qm6DaeI+FJfh+JKN933sm8aA4X6jIl1suRLn7ATO75JDb/ncDiXhRxGpbyHDJtUX4tptmTZ+Ef183HKh/+Pkgmk9xxxx3MmTOHBQsWfO5pSyQSfPDBBzQ2NlJdXY2qqjS1NJEVszi0g22p/YKooqIipk6dSkFBATx/Bex8Hf2kX3L/+iw2u4Orrrrq3yOC6t8BL11lJrrXHA+XvXx4sVzzO+a4YjIEJ/wUjr3un0qhzWR17n1vNw3tESRRYOWeAGCm8sypy2NObT71pTbs7cvZbpvCY+uDvLm1l3RW569XzOD4MYcfk+wbSvOtv65nZ1+Ui2ZU8MMT6ijzO9B0g65wikBcIZjIEIwrBAf6iAy0UyKEube1hNl1RfzpGzO47/1mThpbxJSKw4hOdB0anyWy6s+E+zu5Wb2K9cYYZhXD6LICasoKEBHoHUqzqTNMU28USRQJJTLMqctHwGDlniCSKKDpBpIokO+24ndYcNpkNN2gqTdKkdfOf50zgWNq8hhY/TQVy66DytkIzjzo3XIg/RYEmHYFnPQLs32hpqDjI9SBZsI9e/ApfdjiXeb2icEDh2EIIsKoUyHSCf1bzf+0+81xp7J6s64sqz8oiAu2mMLI3W+Z79N9yBoyrdkatkfyaQtK6AbMPe98Zn39W6TiMVY9+yRb3v0HTq+PWedeiGy1oiSTZJIJ0gmzzRnbsx41MoCvaiyhwRDB0KeN/yyySH55BaLdTffO7YiShMVmR0kmyC0tZ9E1N1JcO/Jz77tVzz3FmiXPATBmbAXdHf3EEhn8DoOphSFstgSv6bORMxp09KMj0Fc9l5MrbbQ0rCMdO2gUadjdDDkL2ZI3nd6EznfEjcT6uhCyB+djvIUlWIvKSXqK6ZXz2JHxsj2ko+kGr1wzh0J9iJYNa+krncZPl+4ikdGor/TzzWOrWDShBKssEowrZDT9sH2xYQzjq8CwEGoYwxjGMIYxjGF8IWQHB4mvWkVi5SqU3bvJdHZipFIgScj5+ZTdfTf2MaMRjzAIr7S00HrOuaCqWEpLqXltKYLNRnrHDhKrVpNYvZrUtm0YySTIMvlXX03u5ZcRW7aM3p/8FGQZslks5eX4zz8P3znnIOXmEn//fZS9ezHSCjmXXkp06asM3PkHRq74ELmg4LBl0VMp+n/3OyIvvQzZLFJuLra6OlJbt5rHBFhGVOKcNh3ntHpcc+dhKfoMwswwhjGMYQxjGF8Q6V276LjiW2jhMILVaqY5wUGyjMeD6PUi2u2ovb2o3d3mgOU+OGfMoPTOOw9bP6UaG8m0t+M944xDBpzVgQHSjY2ktmwhtXmLWe+mDpK0rXW1+M46m7xvXYFwBIfjLxOfnOQ9qu9oGkpLC+mtW0ltaSS+YgXZ3l4c9fW458/De8aZWMvLvrQyhvsSvPnwNuLhNKd8ezz9+S185+3vAOC3+akvrKe+qJ5pRdMYnTOaV+7ZRHdbkKcn/wqvz8VAcgBZlLFJNp5e9DR1OYc6Sxq6TtcPryH64QfsqIDp//HfLPY08XTT04zPG88jpzyC1/rZBNthfMnQstC9wZw4k22m47xsMyeJX78BfbCHYM7DOGZMQc9oYIBnftlRTUAmNw0QWrwLx+QCrOUelOYwSusQhqqDJCDn2tGGFOQ8B+55ZTgnFxz4XUMz0IYUsuE0WthcSx4Lrlkl/56Jpf9B6OkskaWtJDf24zu9BsekfOIrukluHkCPf0w04ZKx1eVgr/Njq/Mj53w2GSndHCbwxHYsRS4KrhyNKOvm5P7WQYaWtppEzFE5ZHoSyDk2nFMLD7nOqhqmreUxBna+RdrThsc7gQnj7yWZbEHTFWzWAqzWAqzWfGTZRSYTIhxejWHo2GxFeL2TDkkMOeSYdY2W1t/T1fUUun5QXCWKDvz+mTgcFYiiFQwdTU+RzcZR1TCx2A40LY7Fkkcm04+KjT8N2llywdpPCTcBMpkQO3f+jMHAO4wdcxvFxWezc9cvSKU6sNtKsNlLsNuK2ZOIo3XfwXvSeTzDN7i1poCt8Swv9oeRBYGZPhd+i4RflsixyPhliWqHlWluB3lWmV1TppJz+WXk3ng9L+95mUAygE22YZMOLtOLplPi/uKkPU3TWXJHA5H+JHO+Vse2D7oJdMbYP8StCRoZVxRbvs466wdIyCxynEdwWxZBgPqFVRSUe4hHFBL7lyGFslE51C+spLMpTOvmQYqqveSXuxElAUM3RbIHF4OMEiKc/hO61ISmD1GQfzI+3zRE0Yqup8lmY2SzcbLavnU2hq5nKC05j/z8k4/qOe7sfILdzb9mZN3PiQ+cxtvP7MKhBbHldGDzdWPzdWHzdWP19KNEKujacQaB/vFkEUjkWVidDnFH0X9T5w0i54/DUTIXe9EsBH+l6erbsZrssxeiSBrOpI4iTaSv+DRUlx/JZkeyO5DtLmS7Gz0/SVPPDXh9kxk75nc0bLoMKeOk4v1fIMoylmIXlhKXue5/BevGnyJcv+mAIyuAmtU49vZljB/QmKFYOO6SKkon9LOj6SZUNUqf7Un6Ey6ExHPU572O1ZqHlk1SVnYxofBqIpENB8RmgiBTU309peVXsbrxT2iRe3F0/pzKJnNCUZEFhqwGEW8XCd9uNM8unL5NRBUn72w9kRNLPyKvrJ/qj/4LS7KUgGoQ1g0Kp7qQi56jR36J3JYzSQkjWOdZxsSC7YdcGzVrYU+ojjUDU2iLVnL5uBeo9bcc+NxtH8vgqjK0oWOxWQUMkoiWlLnIafIlL+5oMfnJVWDzEUsuQpIi5PkfwzphvEl6KhgNgJ5UCTy5g0xbFAWVjYU6Nw8ovOa/mwnFdrjwSXOiOD6AHh9gebvCzPmLcHtNkqJhGPzl3c2MLstlzrgRX/iZ+xQ2/AVeux6u/tAkWwGdnZ0UFBRgPwxJWlEU7rnnHsrKyrjkkksQRRHDMNi0aRMrVqwgHA4f2FYURUoL/FwZuQOxer5ZH+95l13nfpvunmeYO2cVVuuhLqeNjY0sWbKEkpIS8/ulpZxyyilHTO84gA9+D8t+u4/89j2GFJ1VzYMkMhppVSOlasSVLDZZ5Mpjq3DIwqeIE6qm09wfZ1v3ENt6htjWPcT2nihKVkcQTMfUOTUWCqV/UOEdYmxpPjPGXoTPN+WoTvVQUiWSyhBNZYmkMmzqiLC2NUgomSHRm+ABnMguK3vnF+HtTlLYFkfK6MgZDfHTJrKHQgQ534GR1tCSKmQ/Nk+4LyFJyrWTc24d9pGfTqVTlTR7N21gxTNPEA+FmDtnNNP6/kRE/TZx7XS88vMo+jgMHOiCGx0HumEHXUYkhSQEsEkNWKw7kF0BM7kqPoikD5nEwGOvgRFzvrLEs8+C0h5l8JFGrGVuPPPLsY/O/RRBXjcMnusLMdPnotph4+rt7Swd/LT40S4KnOtxc7bLzdQcN68pKd6ORPlGcS4nW6ImsSzagxHrJdLfQXsozSPRE7kg/gzHZ94iqN5CWj8Gt/QiTsvTSGimWOpj2F//CYIAFTNNcmqoFQZ3mqJvXf1YgfxE/dVENMgd2os7EzFd4z9GNkGQwF1kkkk8Jea6rB7GnnVQaJA/2hQ/HUkwpcRNcdOe98yUlNJ6kxDauQ6GOsxtLM59YigrtK2AE27FmH8T7Y2baHjtRcK9XVicXmwuFzanG7vLjcvvJ7+yioIR1fgKi+hu2k7rpg107dhKqKfrAPnbImhUucMsKt3FoOIix5bBISroFgd7T72ImDSEovSTUYNkMiH2C9dF0cGkSQ+hrClG/7CXy4jw/66Yyc3PbyGQUA84zFfnuxiR5+SdHf3Eogo2dYgfy2sZbDPrgb7acQjT55KbiuGLhvFEghCN0KDoOOIRdtVOIHHS2fx2ZBlP9wZZ3BfihqpinusN0Z7OUOWw8r2KQi4sziXR3YEkW8gtNfu8vUqG5/vCeGWJi0tysX2sf61lVRrf+Qe2FQaWjIUNgX8wqHRRM2sGo2cfR3pPGLnTwDXkRkQkpoYYlHuY8oNz8ZQWEFq8m9TWAMYUOzuH1hHe3E4exZS4R+GVfCS0GB9m36Q3p4CamhqcTifbt29H25fQNHfuXE444QQkSSKbybDktv+kq2kb537757ia7TjG5ZFY14uR1Sn8UT2S69Pv6cT6PsJLmrHV+sm7fBxqVuHJm68lGY1QOnI0paPHUzZmHKUjR9O5YytrlyzG5nJRVlnN2LGT6L3tNoyt24i5nTB2DIWnLKT87HOQvUfuY7/xxhts2rQJVVURRZHKykosFgvNzc1cc8015O8zSYu++SaBBx5AaTbFhNYRI7DXTyVVVEiHkkDPzaG6fgaVEyYhW22kt23HUFUcU6cctt1nGAaxYACb04nNeZgEk/9J7HgVFl8GVy0/mKjxFWBnT5j7H/wjfj2MlSwyWWQ0rIK5ltAJ4+Niy3KKjAAJ3YZVH8M6Yw4B72T8eeVUuCVyJB3Z48BVkYuzykNi+R9gzUqG1FvQjC56jQEc9ho8gg9LxopgmMYAcr6d7EAKwS5jrfRgyXeAJJhi4U7TEVvyWbGPyUXOdSBYRARZRPRYTGMT2ycIlU1L4ZVrTOK5pphiqG++BpWzvvC5MQyDlzd3c9ubO+mPKlTmOvnG7EoumFZBjsu6jyiZZESeee9oWprBwbcZGHyLdKqfrBojm42h6Ql0I43XPY2y8vNQlD7sjnJKis/51D5TqQ56el9kcPAtbLZivN7JGHoGNRtFy8axWHJwumpwOmtwOWuw2Q6OTUQiG9i9+9fE4mab2W6voK72JgpzTkCwOA+pzzUtTSi0gmSylYqKKxDFg6KPtNIHhoEo2pAkO6JoO2wyUyqj0tz8Xwz2/41YtpyXds9lff8MzphczWWzq1jTGmTZrgFUNcIx+Y8xOX8TSdXB3qFKYqobAwcuuwefy4ff6ac/XUtcr+HKY/z0DTbwj4Yl1Hi34rXGP7VvgIxmI6GPYNyERyjLKeaD5kFGF3kYXXxoYnOwu5PnHnmcTakoFy7ahGh0UFR4Jn7LFbSsb6Bz+1aS0QjpWAxVSR/4XuXEKVROmMy6lxdjdbo47yf/id3tpn3LJtLxGEoygZJMoiQTJCJhunfuIJtRGHXMPGZXJvFvvg/LCTfBRw+YAuXKY/Yts0HPoi2+kseXqcRU89yPmjUHT34+iUiEoupaSkaNpbCqBlVJ88GTj7Fj5XLOveUX1EydccT7NdTdyZ71a+jZ3YTN5aZ01Fgmn7yI9a++yIq//5W5F30Tq8NOuLeHSH8vkb5ehgb60bUsstWKJ6+A8cefRPfOHezdtAF3bh6ZVIpMKkluaTkVEydjd7qJBQbYtWYVmpohp7SckTNmU9Ffg9G3mWDqIUrHTqZkXD2CzW22NQwdehow3EXsVGqJbFhKsnsXjeEidERsVhG7vwC3O5dy2yiksEBvTieqoBDq7uLbf3wUq/3/MKlTU2HNA2YiRs8m87006lSovxytaB69t2/EMzKMr/0y8zNnPtyw4/BtvKEuMwV0fxs91Apv/IeZRjHpIjj7/oMi91TYFOQYuim6+Xe16d/5hWnwcsFfTXH9kRAfgFd/ZIq8TrwV5t10aBkTAbPdCocXK+xHzyZYep1J+K5bAKfdCbn7RB3pIXj6fOhabz5/ky4028gDTWay6uAuU4wF5li0xQlVc2D8eTDunKMTlikxUNPgPjw34miQ1XQ6QklaBxO0BRO0BhKs3xuieSCOVRYpz3Ewwm9jrrOdWcYWqofW4hzYjGBoZvv+8lfAX3ng97rCSe56ezdtg1FGWfoZI7RTo7VRobQwYmgtWdnF6oqreCB+HOs6Yrxk/xWFRLjK/wjVhV5qCtzUFrioLXAfSDsyDJAlgfzDJHX/r0YyZPadJCuE21DffYpg5kayxggEFAz2H4+KRejAIrZiEfYi5hWRtJ3Gkg6DPnSunFZB+ddG/3/svXe8HVW9/v+emT2zezu9l5yUc9J7I4VAKEIQpAooKHARQUXUqwgX6xX0KkXp4AVREBCkSIAQQicJ6Sek11Ny+t5n73N231N/f8whISQQ8Hr1d7+v87xe85rZe2bWlDWz1qy1Ps/zHLMfMZXX0Q2TkOeTCUR/XtPGjX97j69OquRHiyvt9z0bt8nqya5D8+ge27ULy36fdiy13dVkj02es8yhyTpyWRBtt69EB0z7Kq2zf84X7l1N0C3zzNXHUeBVuPCB99gbSfH6dxd+JgdEzTA5EMswonhIKOMPS+yy6drNB8surSeN6HEgBZxokQy9t24g7PgtmlVEyriITAB8iTiOEzooOfkaAH77299SWVnJueeeC8D69etZunQp3/rWt47uMB5vhXuPg/MeofsdHWO3k3LnV2jPP8Jet0hQv4FJ0i66z36G3dIofvGnTTyGj5D7EXzjTDj3ocPTS3ST++1XiKb/gz2Nfn7ZP4g7kkWu9XP/JTM+0f1y48aN/O1vf+PKK6+k4sNC1h+4oAeqbPLIx5CBdvbv5Csvf4W0kabaW02JUoJiKAg5ATNtoid0qrPVXDy1kjFrvm/39cZbeZfphM/7HePGjfs0Wff3wzRg9d3w+s/BGbCFUjb/Gc7/k+0oPdBu92HEW+3/N/7RdpP+wv1QPvGzH860WNca45fLdrKpfYCm8gCd8QypvM7pEyu488IpQy6AD8KGh+33p2omXPIcD63t42dLt3PBjGp+dc6Rx35jZx8/fGYLyZzGbxc5WLzoI8S1fBJa3rbr1r0r7GvDJgXdrZ3Bb/QLmFLuZFN3nlK/wivXLbTf+XwKOjfYddeul7i7vYpf618EQJHgWyeORhAEVu/rZ31bjJxm91uOLQ9QGnDx+s6+D7oCEW3NBpwOga8tHEkmr/N+5yDbOgdJD4lDTKsN88CXp1H44XJ53e9h+U22E1P5pENT2QTbmenTQM1A0ibX4w7bxCnThLaVdt9V0ehj149aFjo3osY6eWvZO+za0U5eNfA6oakoRWxQpS0dZvE5p/PuitVkEoNMOfUM5p53EU7FcaRb254V8Ng5MPNKOO3XAAxseIHubZtIDKYoGHccxWNn2kIGQ+d2YPsWWps3kM9mKWsYxdj5ixClY4tiWpZFpL2VR6+/lsmnnM6iS6/EMk12r1nJxhefp3vvLpweD+PnzmbH2vV4gmEG5SDa/vcxJAW9ehwtFLAj7yUqF2AqXsZVBqgIuVk4upjzp1eT0wweX9PKqU1FFPmcyEcReIilVU6+/W2KfArPf+O4g7/ri7z84qwJTKgKHjsvhzGM/0UME6GGMYxhDGMYwxjGJ8LSNLLNzaTeeZfUu++Q3267S0iFhbgnTkSuqsJ/0mKkYJD2K67AiNiqF2IggFxWhqOsFNHtQevuRvR4MPqjaL19lP/853Reey3Opia0ri7MIZVEZ1MTnmnTUKqr8M6bh7PhkB1x7LHHyG3dRvDMM/HMnPGJQdPZrdtoPfdcKn79a4JnLDlivZnP0/H1q0mvXk344ovxLZhP/PEn0Pv6cE+dimfaNNxTpyB/klLwMIYxjGEMYxifEWY6TWrVKjJr1mLlcyRfXYHgdFL0jWvI79qNc2QD/sWLkQoLjzqIYaoqWlub7XLk9aKMGIHwKTrKPgmWrqO2tKB2dqLu3UvqnXfJrFmDa+xYAqd9DkdJCaLPj+j1Dk0esCCzdg1mNkf4ogsRZJnM+vUotXXIpSVYpona2kZu2zZyW7eitrbiHD0KubIKtb0dM53GMnRymzeT37PXVhIOBZECQaRg0CZ+9fZiJpM4iotRRjbgHjcOrbOT7PtbyG3dipmxFVpFvx/35MkUXvZVvHPm/I/uxQdQczqR9iS9LQl6WxO0b4/hkEW8QSf9XSnk8Ume4H6umXIN29p209sVg0EnoVwxoWwpHi3AeyOe46yzFnLWyLN4/cDr/G7j7/j+jO8zv2r+0fPBMNjZt43zl1988L8vjvki35vxPZzS/7EBvf+rMHR47af2wEDfjiFVyyNhCSLR/M9QFn2e4El/X/C4pZmHBc9amkm+dZDcrjh6LIcj5CS3bwC9N4OjyI1nSgm5nTHUziQcJYjZN6+S4On1/xAylGVZmGYWTRtA0wbI53tIZ/bh846moGDBYcf4wMkml+smn+8hn+/BMLLIcghZDg9Nh5ZF0QUYWJaJZZkHl8HC4ShA3T+IIAo4ij1IfuXg+WS2ROh8+zliJS8jFchMWvAAimIr21mGhR7NYCRVRI+MXOa13W0+A7I7+un/0w6UKh8FFzWS3RxlcFkLjgIX+mDeDgT/UAC4/4RqjJF9RPpfobPzMXQtjTs+iuIxJ1DfdBUOx8e7E3z0XicSzaTSu3E4/Ohagmy23Z5y9lzXk7hc1ShyAZo+SHXVpVRVffkT8zqd2s+Lj9xFfM9iTvv6BL694xqKvRXcd9J9n3AuJhs3fYlkchsFBXOJRJYTCExGVSPk871DDlTQSyWvFt7PN+trmOySsXI5Wt9Zyb4/PYaztwdRVZF0DYeqIesaiq5hAWvmLmTuyjfp+O4PmHTJxZQ4/2dEW8uyiKg6Ldk8nR1J9Bc7ibQkWHxZHXWTvDidpeiaQbwnQ6wrzbodm9myazcliTpchh0Y6HBKNM4uI5fW2Lu+72DaoijgCSo4PQ76O9MEilwkojkkh4ihH4tFMJSGQ6BhSgmzPj+CYPGhAKloKs/2rgTbuxNs70qwoztBWyRNqSlSJjtwBxT8BS6Kiz1Uhj1Uhd1Uhd1UBl34FQeWBaZh8v72q0gm3yKfKEO3RLzBroPH0I1icvlqctlSwuGNSGIvqjiGluxp7OqVOa3vL0zTZSwli2LuRRBzmCJYgoAhCmQ8DlpqvOiyhSs+kvCBE3DHGnGoIQQOlVuqu4/2WT/HkFMgWIiGB8GQqV7/PYLVk5CCTrTuNFpPGitvD4g6hDb8EzXy8nFo3Wkkn03kVOv9LPzVmyyOCtQZEl/4zhR8pe2sX382T+8+g5dbT0IS4I7jf4BHzjJu3B2UlZ4BgGnmGRxsZnBwI4LgIJNt5aVt5Yzz3Y93cAQ1G77LakNn0LIIOETCokBYECmwwG0J5PytdEy9HcM5iGUJFO89h2z759nQn6d+UhELLhiFL7Mda/cymtU1xBQ7kFNQ/bxw4Di8uDGFBO8PjGJnbBRhl4u5dQEWN5Vw8uRqMqlmcrketEGF1ie3YcanM9J15LebBcQNC02A0qEyTPbvJZeqRrQULCuHQ0gjyiKC149heDAzOsGTa+l8ew9yWuBUIcvFdXF+0n31wXTjlo9va1fzljmZKaEMf/z2WfhdMi+u38M1T+8G4KLybm64YBG+soYjzgtg1b4oT77XQvPO3Vw7OsbZF19z5ADzw6dDug/r6jUIoniQiFRdXc2ll16Kw3F4YMWqVatYvnw5l19+OdXV1UccU1VVotEokUiESCTC2rVrOde3gdGxFXa+187jCecJVBbdRVV8EpbZSDKnk8hoDGby9KVNpJrZfOnLXz42+QnsQfUtT8HS62D8OaSX3MuD7+znvjf3kfuY97404OSVby8g4JJp7U+zqX2Al7d28/aeKOrQPm5ZotAr4HLk+c7iUUysreV3r7zFm7v76MscUvsfV7iDc8f3ceascygoODwwWjNM4hmVaFLlN8t38frOPj4KCZgkK9ygKQQdEl5FwszY5bZSH0QudiO6HQhuh+325HZgOEWu/utmLMXB7y+aClkdpcKH6LbzyrIsLNXETGtYmoEYcqK2Jxj82370SPcPU7IAACAASURBVBbv7HI8k4sRwjJtu5rZtfpd9m9Yi5bP4Sso5IzrrqdidBNse46eZ1xIboPiL7ihfLIduPDhesyy7GDA9vdsN5DsgK2ODuAtsUmARcdWSP3fRmZTHwNL92OmNQSnhHtcIe5JxbhGhkhZFt/Y1sqmrkFG52CRoNDfl2auQyGIiGBYCIaJqFsIKY2igUNEpLwIHV4RDXBKIqoiklfsuaqIBDI6Te0ZREsAI4rgKOaOMQIFhc2cZ3ViihI5RHLY8/V5mb94JrAooPDt7FrK9i2znZTC9Vil42z3lIIGMqERJIL1/GkA7u+I4BQFCkSThR0vc35yA+0F4+nxVlGjD1CuRinORwnlInizEZypbsRs3A7QnPcdmP+dg8rvlmWhqn2kM/vJZFpIJrYQH3gPRSmmpuZyNNdMmnu7OGlEE8oHZUmiy87/A2uweragRnYzUDgG8ZT/4pmnX+btRJbiQJ5xxRbFUZV8XCSXTpNP28HepqEfllcOxUn11FLC9Sqy20R0aoiOHJaYoagnyqj3d2I4HGwbW8DYbRHSXoV9M6chBWpQlEIUpQhFLkSWw7S13Uc608L42nvJPyDymJXlPkEnYGWZ3r8GobSefEE1cdFH+6BKPQa3ZSVEMUqV9xf0Tr6GFV0CPxt9HNmPjL0XOkT6NYOSbJKTVr3ELT/6CaIo0d7bx2ktMQZ0g2kBD1fXlHBqURDpI99/lmmy6qnHaNvSzOe/eyO+8KFgvIHeHlqbN+D0eikRa8j+rZOuonbGXnYqai53kET1AcycTnZrlP639yH2mZiWgRhUsBI6e83NbGx7BdnlZsTUGYyefRw14yfz9J1/ZuHAGHaIB1gt7WDh+DEUl1WQyWRo7+lDwcSl5UkNxEjHYySiEbKJQU674rsE19qkS0szQYDiKyfirP/4wJn0hiFnqPoghZeOwxQMBFFEcnyyind+/yBGRqVr6YMklr2Cs7cP0bLrXa28FE+4EKOlBVdTE+EvXkDgjDMOfmfruk57ezt79+5l37599Pb2MmLECC655BIs0yRy+x30P/ggzsZGQhecT6KynD07t7J77SpyyQSK241lWmj5HA5ZYcS0mZx69beRnS40Nc9gTzfJWD/J/gjJ/ijJaISOndsY7O0BIFxewXk33Yy/8EhHoH8J3rkVXvsZg1ds4L2lL+JQnJSPGkP5qDGESv8xwhyGaXH2vavoiGX46ZnjEBCwsOz4WYbct/I6vb1p8tFuLur6KVb+bCxt2ienaxloZg6X5EWVc7TXtDAw0MdAj02+sHSTgFxAxkhRPHIEJ591FUKLjnoggT6gYqkGSpXPdixrLEAu93626x04YLuC+MvsYLlgJaZp8dMXtqEaJudNr0aRRHoTOXoTeXoSOSLJPD6nRGnAhVuR6E3keX1nL1s7E0yrcXPNPIER/gPE+jaSTO5AM3vJdzcwuKcWX2EIX10HBNZgCSm0lEw+IWOo4tAkgQXB+iSK71D5OXr0j6muugTDyNDXt8x2Ah5YAwiEQ7NQtX7S6T0IgnLQ3VZV+w+6rYLtguzx1ONwBInHV+F0FDDKnIqsGuxWtpI2IzjzBg5DwHA4MCURQ7SFK+xchmJpFONmP8lgehttbfcRi6884pZKkodRI2+gsvJCAPJqlN27f0pf30uUlZ5FKr2bVGo7qhlgRdtcVrQdh9OR57SRO5hZvAxZzJFSLidUfAlOWWZfX4rt3Ul29iTY1ZMkoxpIou1uO7rUTzKnk1Z17rloCpPKE2hanJw6SE88QvdAhP5ElGQ2RoNnGet7p/CH7V9FHXIWmVgVpMTvwimLOB0iTofEe3t28e3JvyTkEhFiJ7P7dZsAJEoOKsc04S8swuUP4Pb5cfkD5DNp1j3/NPlMmpoJk4l1HiCXSmFo2lCfCiAION0enF4vLq+fyqaxjJo5l+qxE+DxC+3g9W+ut7+7jvb8miZtzWt4+le/wF9UjOJy4ysoxF9YRCoeIxHpIxHtQ8/bIi1zzr2Iuedd9Onfgw/B0HVeuP2X7Fv/HqPnzMcyDfoPtBPv6cIyD12PrDjR8jnc/gDjj1tM685mIq37j0hPdjoxTQtT1whXVpPpbeP86nIKlb9iCQJYJpJweB1sKX4ENcnmeBkrekaCIDJ+7lzm1yXxbLzbdrU9/4/gL2PLG8tZft/vADjhsquYcsqSj7+P/xew5n54+ft2APzYM23Ckr/04Orona+idqYpH/9nhAnnkH36QVIlNxE6fzpy6bFJupZuYr56C9Ka/7LdRk3dJhl9mIgfqILSsfZ9nP8dqJ17eCKZmE3U2vyE3S644nVwfuTYy34IzX+GULUdgB+qtecVU6FqqF54717bbWj6ZXD6bcfOM0OD566GLX+xiUrjvgCdG6FjrU3y+gBn3gNTLj5830zMFtZYe7/tpjr7G7bzUu9W6N1mix3oWaidZzsDbn3GdnwCO1i/ZKw9lU+0g/iDVce810ecvmmRVnU2tQ9wzxt72dWbPLjugyv/oP6qDruZVltAbaEHlyzSEs2wP5JiXyRFeyyDZhx6ZwIuB5OqQ8yoKyCV1zkQy3AgnmFfX5qsZvf3hMQM5wd3cp16H5I7yNap/8nfuvyEo+uoiK2lUWhjjNCBgi0EqCGxz6xgpTmeu/QzGRAC1Bd5uey4ei70bkT661dsN8Xx5/zfedfUNLStsp1pMv1221ZN22QENWXPIzvA1LEskbRxGh365ex1ijhrD1Dhb6fWoSBmQ2jpAGrCh5bwYOYddGLyUzJsHxoYKETg2qZyLrxoIvJRHJs74hlue3U3L2/pwedysOza+YeTE4ZgWRaPvLOHWzb8BqVgNW7T5Lhsjuv745QaH3K+FES7bV4wwiYwzLjCJtXmEraARrj+0xH1LAte+xm8exs0fZ4NU2/hwke2MKEyyGNXzGLzgQEueOA9ZElg4egS7rpoCq5jOFID3PX6Hm57dTfLr1vAyBI/bHsOnroULnwSxpx65GmYFl0/fgeP+SKmFUbzzCJ9ehPOJ/cgBt6k4oabME2T//zP/2Tu3LkHHZW6urp44IEHOPfccxk/fvwR6dL8ODx3FZSMpaP/ckgHCQVvZGO6nj7Jx7nCCsyzf4848TxymsGUn77K0w4/pe4uivJXwdxv2u3rIec66/GL6Nt6MhllJKfkEoyvCXHWlEoumFF90JX4w1BVlWQySSKR4PXXXyeZTHLtFRcjfECMtCzb0fm9u+3friDUL4SRJ0LDiXZ5Cuwf3M9Xl30VWZT5YuMXae5rJpKNEM/FGcgPkNVtQaoySniodT9FThntynfpu+9MKrUWnDe0Isqf0gXU0GHjI3YZXjP7E12fDyLeCs9+HdpXQeMSWHKH3c90/wLbQUjL2HXPBxBEmPMNWHSjXf5+BNu7Ejy7qYOsZrBkYgWzRxwSWzoQy/DMxk7+urGD9lgGv8tBXaGX9lgGjyKRyGq8dXGQoi2/h+3P2QStxtNtQZoVP4HqWfRXnsCCN0YQDIVZdf2JB9PuS+b46QvbefH9bkaW+Pi29DRL4n/kcu/dmEWjUQ2TL8lvcEr7bYiGiia52e+fzjppKsuyTayK+VgsrGeDNYZ+gvybtJSHjVM5OdTF9d4XCfdvxGelEQRY6f8cX4p8iYlVIWRJZE9fksGsfY8ay/zMHlHInIZCZtUXHCROLt/Wwzt7opw/vZqyoIu3dkeYXhumruhQfWyYFi3RFAdiWeY0FB79ff3/0TfTuhee4e1HH6Jp/iLGLjiBmvETEUWJzK53ePhnN5PTJYJyljOaBimtLLPr/kQnONx23e4ptOddm+y6+9/eOOyZyupZtkS24JW9BJwBQs4QPtl3WNvRsixaBltY1bWKlV0r2R3bjSzJKJKCU3KiSAphZ5hrp16Ly+HimteuYW7FXL415ircgeAR7dCu3TvZ8NLz7FmzEskh86VbbsdTUsHtT7zO270CB5IGU2rCzKwvYFZ9AZOqQ5+qXD0aXt/Zy2V/WM/0WpvEtrVrkGXXLjjsmRjGMP5VGCZCDWMYwxjGMIYxjCNgGQapN98k8eJLpN5+GzOVAocDz+TJeOfPxzd/Hs7GxiOISHo0SnrlSrTePvSeHrSeHvSeHsxsFrm8DCORJL9nD2U/+hGhc86m5xc3k3rtNTyzZ+OdOxfvnNk4Cgs/5qw++zXsmXsc7qlTKb3xRuTKioONAjObpePaa0m//Q7lN99M6OxPUIAaxjCGMYz/ZZiZDH2334FSXY3vhBM+lYuNqapgWQiK8v+8AwjYRB3hGMEt/yvHtSzS764k9uifMPpjeKZNpeDyyz8TSdayLLSODlJvvkXqzTfJrF2LpWkIHg+Sz4ejtJTKW3+DUlNz7MT+iUgsX07vzbeg9/Qcc1tnUxOiopDdvBlEEVdjI+oQWQtAcDqRq6tQW9tA1xEUBdFvq6G6xozBNWECVi6LMZjAGBzESCQwMxnk0lJEvx+9r4/czp02aVqWcTU24p4wAfekibgmTESpq/1MjlKmadGzb4B9myJkEiqVo8PoqkHP/gT5jEYmoRLvTh9UUQ8Uu6loCDLrzBE4vTLvPrmbbas7EczDj6l4JcSwRsIdJe7v5sIvfI6m4sZPfV4f4Fdrf4WFxRdGfoExBWM+8/7D+B/gzV/BmzfbA93FjTBiIZROAEO11Tj1POhZNL2A3oeThM8bjXda6bHT/TthWRa5HTEGX2lF780gl3lwNRbiKHQhhZ04wi6koJPBl1pIrerCf3wVgVPqPlW9kMt10dn1JP39b1BUtJji4pNpbb2HgYF16PoApqkedb+AfyLhsE04jESXk8m0HGUrkaOytY4BnzSFshWXk/Z1kgl2MHrOJTgrC2h947/pcz6H6utClorQzQRebwOTJj6Iy1VOf+xdurqeZHBwE6IoEw7NJhSeRTg0C5frSGchy7LQ9QQOhx9BOPQeZ7ZEiT2+A0ywMNEmt6FO2k9J6FS8+SYc5W4iO9+iZ/cLDHreQ3f3AxJBaybh1UsoGDuN8NmfLkg7nd5LT89z9PQuJZc7cNg6QZBxu6twu6pxu2sJhqZRUvw5RPHT1YOWZfHqQ9vZs64XQcrjcMJfRtzDOdIljCuqoHR0HCXQQV7tJJfrIhicSl3t1QiCQDZ7gDVrT8MwMlT7LqLafT6uxkZ25FS+vHE9o5VB7pw4m0JPMf0PPEjkd7+DoUFxR0U57kmTEBUngtMJiowmK/QjMNDSRtmbrwHw7etu4sC4CTw7ZRRjvEcOPFqmRfv2GKX1AVxDjgB50+SVaIKtyQwtWZWWbJ4DyRwFvSpT9udp6lDRFZE5Z/rRlGuwLINZM1/C6Txc/bY33YthGLhSQWSXhCeoIA25e/V3pTB1C2/IidsnHyTT7VrTw+pn9jJmdjkzltQx2JclEc1iGhaCKCDJIpJDRJIOLWuqwfbV3exc1Y1pWAwEJAwscnkDNBMZAcUCFwIKAtJRXhcTy1ZbBASOfKcFKU+wfhXOuk0UljmorzqFYHAGbqsOq09E60kz2D5ItKUXq2A18REvgDv6qZ4hANdAA97YRAZr3kB3fNjNREQQJAQkLMtAsGTKI18l491FRt7FiORNhEZOwD25+GBZZFkWRjxPvi1B4pn3MLQwpizSXqRQljJwZXVKvzWVXhlO/83bnBt3EJAkLvnxLP781oVUe/dz6/rraUuFuHryXzi+Ic6M6c8hCCKq2k88vppYbCX9sbfJ53sQBBnL0sASKNj4C7a2FpOw+ZZHwON2UFGg0FhpkE/tge5yOrNO3rNMev29TFGWs9h8l0ps4knGGaJrxOfZvXE8E8TR3I3KXyyVxhIPn5tUw4mjiqmNxUmv3oraFsNdoxFL7GVPdC563o9XEhjjkvDOKSewqBokEUESbJc5SWCgL8OyB7YiRjKUVvnY3pZCtiwaQwrkdJyySZGjEz+9CJKCf34lzpPPoeXZ7chr+rkllOCNjMSqhTsIeZxszpVy9Uo3kazFBZ4NPJ6czISaQm44rYlr/vAuxfl2jitM82B0LBVCP78e8T5zTz7XrgeH8u+Jte3c8OwWgmIOxcggCzpvNi3FUVALqV57SvbCYDu/r/wFdx6o51tTnOx5fz1rzAYqjF7Om15FU1MT2Wz24LRhwwZKSkq49NJLP9UzuWLFCta++wbfOH0CAa+H9w6ovL16LVe6HyGUzR11H23hjciLvv/xiQ602840+16D/W/ZAXZlE3h9ziP88MUWehN2kOfoYo2Z1RDwuPG7vHhdAVbsyvD2nv6DpARj6MOxLOCivthLOptiXzRDWrUHliVBJ+hMcuPcxwk5duLyjMVVeieDOTdbOqI8snofsYxEla+TL4xt4eL5p1FaNI/+VI4z71pB56BdVo3A5OuChWIqOJApkBwUORw4NRPRggwWgcvGUVToYXB5G56JxbjHfXw/20tburn6sY385IyxfOW4+o/dTtc0lt7xK6IHWjn7+z9BXRlD32QTxk3LoDW1jVZ9O+XTmxgzZz5VY8cjDqkuG4N5um9ZS/C0evwLPnsw378SlmWye8/PCQWnU1p6uv2fYZHfP0Bmc4Ts1n6snA4OgbQkIGkmrg+V6YZgi8YKIiCYIFiAiSAY4MrSH+8i3xfF1TCJouJa4jt3IQ0MYrp8oHgRJCcOQUEwNKzWdzENFbl4LJFSjcFrz+X4Av8RxBgAzbS470Afd7X3MagbTPZ7mOqTWZ3IszuTwzhKeXh5ZRE3NVTgEATuPdDHn7v78Q4JbvTkNaLa4UQjLIuF2d1c2/U0czuXszk4jn2LL6Uyu5RMphXTzBzc1BS9SL4ZWLk9oHaSxsd7zGG16youCHhI6AYxTSeum/QbeZKp/ZQre5HQ6aWMDczE+tA3W6EVYarwPnPd/RwXduEW3cT7mzFzfvTIZMrqJ6OU7GXvvp9jWTqi6EZRCpDlMIpcgGWZePZtQPcXINUtojLuxLf8VgTFBxPOG8o0wXbBEiW0eCuJva+xrXIEo3K/IbUnzrf0Vm7UHVQGahjQeukZaCGe70EsdTNBm0xIKcDEgST0U1L+EGfOuZ2epMrjBaUYfRnyvWnESBZfTEV3ijgmKzz76E84+WvfYu+61bQ0b2DCd39MwahGpgY8ZJMJ9m9cx771awCL6UvORnG7Wfv803St3YpXDqIXmhx34SW0b91M66aN6NEsAbmQEncNtb5xpPUBYheG2DBQiWYIXLWggaDn6ETRns272PPw65Q4qmnuf51cYZ6pp51J47yFyMqhAMru7m56nt5OcadCs2czu7YtOzwhQcATCOINhfGFCinwllNTNA5PrxtjIE/J1ZOwDAszp+NqCB31XD6MTHMfsSd3oVT7Kbiw8ajOr5ZpoUcy6NEc2e39ZDb0ggil101DLvaQi8do+etT9L+2AmHPPkRBoHT+Qqydu1D376f697/HN++4ox4/lUohyzJOp5Po/Q8Quf12zPlzeb8oQLS7AzWbRXa6aJg+i9Fz5lE/aRoIAh3bt7BvwxqaX3mRuedfzMQTT+XRH36bVKz/Q7dKxBsOU1I3gtqJU9BVldVPP071uAmcevV1vPWn/0YQBKrGTqB67ASCJXY7VFdV9m9aR+2Eyf/7DlLPXoW2czn37LDdoASEg241Ln+A8pGjGT3rOJrmLyIdj5FLpyipGwHYTreCIH5sW/XhlS08ufYAIY8DWpL8wC0T1E27WWmCYAkIloCIiPgRJyDLMtmeWoNvRjmKx0NCcrEj62R9DLZ3qYyVRK705ikQZErnNxGcXo3oOtS2skyTZCxKrKuTzp3b2LD0OSrGNHHODT877Hv2HyI6YppE2lvxFxXz4KoObnt9P7IkHBZsDnYRVOhVSOY08kPujCFngvMbVzM+tBmP0okwROowNIFczAVIeEtTqNEqJF8fkksl2eElvrua6rrTKKisPkiqcfv8iA4H2999jZYtyxjsylBzfBfBuhR+/0TS6V2YVh63WEC5NJZysw6XJoKkYDp9iKEaO3BWzWBpGVQtRlrtJKP3kjEipI1+ctYgxZEsdbu7cZiA5MQy8kTKw/Q01AIWkppHymUQs0kkNU/IKCAdcLOnKI5gWliigGzKVEcdKHkdEwMTHQOTeFBkICDSMOLfUbV+urqexDTzNBR+kdqYB2vM5xhwZWg/8BDR6Ot8uDFQ5J3KCG0s/pxgBzOWjLVJGLItYGGaFj2JHIU+hff29XP1ozZ56PbFRYwuUNBVFVEUESUJUXIgOiREUUJyOOgafIJY/GF69cWUuhNE9fE8u2sOGdXEI/XgkSL4HX1MK1lJmbuXPc9Uk497qJkwiaZ5xzNyxuyPfZcziUH6O9qpahpPKtbP6w/fR0FlNU3zjsdfWIzicn18/+itTTax4pwHj/mcvvXoQ3Tv2YXbHzhI1PQVFBIoKiFQXEKgqISCyirqJk75TP2xH4VpGrz96EM0v/Ii/qJiCqtqKaqupbC6hqKqGsIVVUgOB8n+KOb7aVKvHrAJ6CeXIjll8vEU25a+SveGbTgsmUQggTPgZlTsJSYVdiFaGmrRSciXPciaZctZ/eQjVI6o47SvXYUvGOTVvzxPcOsDzCw8gHnCjzHnfBPHBwIKW5+B56+xHSYu+BNW1QxeuvM3RA+08aVbbkfqfR8evwjmXQezr/q778G/BKYBd06zg3ivWHH4Oi0La+4nu3w5/eoPCZ9Vh9aTIfWe3R6WggrFX5+EI3Rk/WskVPL7BtB602Q29mEkVAonbcJtvmM7SvlKMF3FGLpddjjibyEMdtoOD4Zquw3G2+xg+Ja3D3cmBaibD19Zeuj3B04M9QtsYn681d7fGHJTP+EmOwj+zVvsIPnz//jxrqVH3CMTmh+1A9gz/Tb5o3omVM2w52/+0ia7LPyBnWbXJrtdqdljIbgLbHLIkKAQkhNKGiE4JACy51Uw8ljVcxiYeR39vkYipo94RiWWVlF1k5BHRhQEkjmN/dE0e3pT7OlLkszpuGUJtyLhUSTcsgSCwEBGZSCjkchpB8c0yoMuTmwqOdhe+HBNY5gWe/pSNB8YOCjiIUsCdYVeRhR7hxyYfPZykfdj3YQM06KtP82O7iQ7um3Rn4F96/i9+AsKhEMk2YwUQKyYhKtqEpSOg9LxUDwGU1RI5nQGsxqFPgXvB66Khg53TbPz1VNoi2lUTLbndfNsN5B/FkzTHhdQPIf+07Iw2GkTLgY7YKAN2lbDgTWHCH9DDkmW7EcXa1GNBlS1BstRBIU1pFt1/ppReVhUGTQPNSIlUaCh2EtjWYDGcj9NZQEcmsl1z76Prmv8+NRaaluf4qb3x7INHzWyxHVLxnLmjGrEob7M5dt6+N5Tm9FNi8+NL+eFzV2c2FTCPRdPRRAETNMims5zIJblrtfeZ1XijyjhtZzhrsPrLeL52GYciMwKjsSQFExJwZRkTCwMy0BAYGb5TM4aeRZF7r+DsG9ZtpPPqzdB4ShenHIf17zQzekTyrnzwimsa43x/OYu/rymnXsvnsrnJhzZv5/MaVz/zBamVIe47Lh6Fvz6DTriWc6bVsWvz5tkkxpvH2+Ttr709OE79+2A4kYid6/B7NyKhQ+5oZbwZbPZ9B9/oswso+x7U0k6HNxxxx0sWbKE6dPtuOp8NM3dd9/N+DmTOfnkk4+8tpevhzX3AtCbv5Ve3Iw/cR/iu7fa6+d9Bxb/+ODmX390A5N2JVhiyVRMfhxx66O2i9Bly2DrM2SeeoSY9gNuc+RpqXDz1Nfm4JAO1b3r1q1j165dJBIJEokEudzh/WMLRvo5Ye/PbIe7438Ib/yCyOo7uGXkNNIuH97sIO5kHx41jc80OW3aN6mcdQ1ffPGLDOYHeeTUR6gL1h1xmVk9yzsd7/C9t77H4nSaaX2zaBdG0CB2cr7xDFz0FIw+yv05Gt65zRYnBLsNXjTKzreKqXa5K7vs32C76q2+G1bdZZe/n/svmPTFQySbA+tsgaOG4+19U322o3Xt3I8tNwYyKifd/jYDGRVZMNENi1urV6IG63g6NoLVnRqCAHMbCpk9opC/NXcRiUY4aXwFu2Mm11dvY86m74Pih6mXwMx/O+QCuOkxePkHoCa5Wb+IB/QlbP7RyfhdDp5Yd4BfvryDnGbyjRNGMtl4nwWrLgPg8fBVPCYu4bLMw5yd/StvGRO51/g8G8zRSLJCbYHtRj29LswfV7dRYXbzlSbIZ1Ps7U1wd8/Yg9cnixDyyKRVu5zJqAZ+l4NFY0o4samEeSOLjkqS/H8Vf7vtZvpa9nHFnf99xLrWdW+z97XnmDc5hCvVavcbh+tsx6ncoP1NkI5CJgoIcNY9tsMloBkaS/cv5a5Nd9GXPVzAShIkgs4gQWcQSZDoy/SRUG3xp7pAHROLbZewvJEnb+RRDZWdsZ1k9Sxe2Us0G0VA4IklTzC2cCwfh0S0Dy2fp7DySMGxfyQeW9PGPW/so3Mgy4+WjOWyeR/fnzyMYfwzMUyEGsYwhjGMYQxjGACk3nqL/P4WnKNGEb3rLrLNzUjhMP7FJ+JdsADv7NlIQ0HL/xP8owaNPg26fngDg88+C4CjuBj35Mm4p0wh+corZLdsoeynPyF83nn/lHMZxjCGMYyjwbIsuv79+ySWHhrEcY4Zg//EE/AtWoSjpBSwkMJhBFlG74sQe/hh4o89hqVpIAgILheiy3VwLgWDBM86i+BZZyK6jq24ZGkaWnc3WkcHakcHWkcnem+PTVbx+RH9PiR/ACngx1FWjqOoEK2rC7WlFbWtDSkYxDVxAkp1NY7SMiTfPybwIrN+PX233U5+1y7b/SgQQC4vt90GK8qRS8sQFAUjmSDb3IwjHKb0xhsR/X6ym5qRy0qRq6o+s1uSkUyi7t9PdutW4o8/jrp3H1JxEc66ejLNzfiPP56qO393zHS03l56fv5zsuvWYwy5HiojRuBbuBDf8cfjmToF4dOo0/+LYaTS6H19mOm0PWXsuaVquKdMczBHrwAAIABJREFURm1vp/uHN4AkUfyNa9B6eshu3IRzZAOuceNxjR+Hs6EBweHAzGYxYjEcZWWfOV8s00Tr6sZRXITo/OydsoZh0rkrzr5NEVqaI2STGpJDxOWTSQ/YA6SBIheegILTK1Nc46e0LkBpfQC378iBvvOfupCRyclcPuWreENOQiWegwH7wzg2PvF78F+lDta5EX6/GMafDef8/hM3ze2OE31oK8VfO1y1fGBgPf2xdzCNLIaZH5pncTj8VJSfSyAw5e/6DjYNA3Ugiqvw6KQry7QYeG4v6bU9eGaW4j7Fi6r34vM1IopudD1BLtdBLtdJNtdJPLaKaP+bgIXP10gqNeT4KnkoLj4FRSmyHZwcQWQ5jNNZjNtdSyTyKh0dfySd2Q+YhEOzCYdn43SW43SVIStltOtBWvMQycb5Q/t+0ONM9WoM5PrxWElOCDtJGxDXraHJZEA3cVlpzrKexkJBEezAWcPwoBgihpJCYiTpii+zTV5AmbaZ6p7rsSwdn3cMydQ2FKWYUGgmpplnYGAtum4PJLjdtQSDU/B6RhIKzSSV2smBjkfIZPYhCA5kOYQk+XA4fDgkH0JWQculyTla0Yx+PrCB8ngayOW6MM0soqgQdMzCs28C7r1jkTQfnmml5Oduo6Prj/gDEykqWoTHXYsgOND15NCUQNcT9EVeIRp9DRApKDiOstIzCIVmYhgZJMmHy1WGIBy7jEypKfqyfZimiYmJaZmYap5kr8b6exM0LiomVP0Kqx8bh2A4QdABESwRxd9NsGYbhQ0tWM61VFVdzJjRPwEE1r96K/3b16K/UodTTeBR++gqdLGnoY6LTjmBoFOj//k/or3UjG/xiXhnzECursG3YP7HkpYtyyL20MMMPP88iXsf4NLWCJIg8M2aErKmRUo3SOsG+WiOwGt9hDpzmF4HE8+qZ62o8UIsQb9pUJYwaIpbVEU1fBEVwQLRJaKN6uPOEfWUudq4Sb4XWe8hFJzO5MkPH0Z2+2egNZrmkdWtPLW+Ayurs0hzUmlJiIBDFnF7ZAJ+hXDAiccrozglFLeDgnIvrkCO7gPvkYrn0bMFmEIheStAMm+QyGsM5nQGcxopVae60MPEBhGX5yocveU4955DKFWJyzxUR/Zish+dAuceKnQniieF4Ihi+HtwLTgeDBGjX8OM6Oh9KmRAMB2IhguXs5bSK6YhhWSSyW0MDG5A11NYloZl6piWBpZJefk5+P0fPwD3UVhr/kB+6UO8UF7Ha0XTmB/dwcyu83EUBqj75lQ2dAzw9XvWcGFCIesU0H2tzF3wGxAs9m47k7X+U7j74ga6u58mGn2DVGo7AKLkR3BOpbbybNr+HKBU3kC7ZLFv52TStR7+NBAja1n4TAGfKRCwBIKI+C2BBk3CZwpIDgHZr7BM2Mst8q9psNoxkNjnm8qW8GJWp8r4TuxnlMg5uq2TGBj8Ki5MosZa6qtnokd1LMN58Jn7uLrOOSZM4MQgjoIwku+QyqllWbzan+C59n7KXurB06+yY4SLnsIM5yx/nMTIeTj0kQg9ebwBi2nhVzFinWwzFmPkqjkhIPOStJebjRK+c9JoCrwKP3thO0V+hSuaoHrTbehGnu+L3yWZNxGweDR7P9Ou+i+2mhL//tcttGRcXCIt5wdVW/HOuJhHtuT48a5axoodPCH/mMfNU7hFO5/fOe/n8573wVdmK4f7ythlVXH6usnoiCjoOCVIGnaZMN3RToWYOHStYKvUj5+DKXv4wtQqKkNu9valEEUo8jkp9B4u+JBKpbjjjjuYMGECixcv5rHb/4OzeYmA0c9PpQsY8CuMCg7SWOxnbGkVlbvfQ9r7JtplK3htoJxiv8K02gJbpfvt38Ce5dC/xz4ffwXZslmkKk/gxY4AP98iEdATTEzsYLzTYHxRHNXVSd7bjeTScThNJAWWd3+J17pGkHe4mVYXYkZlgmc2Z+hOugg7B2gq3MW0Kp0T68dhZUfxlWXdJFQJrwJZXcQw7TE4WYR6v4Bb0GlL6gwYTnykmCVsZbteT59YyJzYGhTByXWB6fhFNyktTt7MYjgy4MkiBXTikpdexcnIOgtPZTfJ3AoEQbadbZRCe5LtZbe7hnDYVl3/ysPreHdvlLsunMLisaV0D+ToGMjQEc/SHknS0h1jf0s7xLrxiDoOScKjJhhh5phZXkWFUk0oVYRggKuxAP+CSpT6IGbKDgDL7YoRf3oPJddORSn/dG1Fy7LYksoSUXX8ksiM4Gd03vgHoS/yClu22A5ro0b9BzXVXz1svRbpJ7VyN/EdvXQf6MHjddFw+gKMYi87Vr5O0SP3YvRHjpY0YAtGOIqL0To6kIqKMKJRfItPxEym0Do70bq7bcKxKFJ6ww0EPncqyeXL8Z144qcS50joBn/q6ufFyABbk1lmBL1MDXjwSRJeh4hHFPFIIrVuJ1MCnk9MSzVN+lSd3rxGd16jR9XYmszSnMzwpa7nuaL5ZprHBthU1Mg2muihgm7K6aaSOAVYgohoGUxhA6ea7zBWXMWL2hL+rNj3VLJ0/FYCv5BEwKKXCizBgd/MME9az+nZp6nwzKHX0cRLRgEvGZVkkVHIM97awiyljSnaUnzY35GWpVNYsICxY29FUT4mUDKfhK5m2w1hoN12C+jcCJaBZRpgmViWQcLhJyUouM0cL866nxNW+IjmOilyVeIcFcIYyKNHsoclHXb+FzcGv843+tz4hG6eqh1kSd9k5CGnNtEvI5d6kUs85A8k0Q4kaTN3sqHnFYy8SihYQUqNMe30s2jb0kzX7h1gWfgKizBUlWwygccRYE7x5yly2WI6KX2AgXwfQaUIn3zIxdESLTpTe+ieupZAzQqi2QLe6ZhLV24C3zzlNBY1Vhz9+Yn0sX7pszRMm0XNhEkf+w6aqkHknma03gzKzALEUieiPEQMyAoYPVnUrhRad5oPWHiOIjehM0bgGvPZg1izW6PEntoNArjGFGBpJpZmO0tZuokezWLlhtTrRfDNrSS9thvXmAIKL2464hqf+MkP0PJ5zrruetJXXYOrsYmaBx/4xHNQ29vZf8bn0UY1sFzMUVI/kooxjVSPm0j9lOmHkcU+jBduu4X9zespGzGKnr27Wfxv1xAqLcdfVIQvXIj4kX6SjS89zxuPPIjL50fL51BcbrJJuz71FxVT1TiOjh3bSPZHKK6p49RrvsP2t1+jY8c2MolBZKcLbyh8+BQuwBsKEy6vwF9Y/JnKVuPehXS1trHSdQGnffN7+AoK6NzfyjubdrNmX4T9/QY1hosxootwrgcls4+6JTMJlZez/P47UdxuaidMoXbSFGonTMYTCGKaJv/9l02EmgeZhYMc4EEgqcUZMCKIDhHBISEqDiTFgeiU0bU8nS070NFwyV760u0cf92V1E0+0hVq84EBvvqHddQUePjr1+ciCpDXTSwL3MrR21zNr7zIaw/dyylXXcv4RScd876YpkFr80by6RRN8xcddRvLskgPxFl2z+20vb+JfZ56NtRN4SsNj1OYGyTuu5ri6lkUukWKXCIhp0Cmv493/3YL3tpOFL+JrygNmKR7PGiJYjyuMYTD4ylxOilObMLX/Ra7RwfpdPcQDs2ivv7bOMXROL1eJMcn91dlI+2sevqPxKW/4gkYVOfjVPVnIOogkvMSyfmIaV5mFLRT5k59YloHIUg2QWHi+TDqZHCFIN4CgQpQjvI9kE8d/L/7/ZsZ6FpGQXsbRVkvUukUm3glySApIMkYve+z2fc+8bCCgINisZ4R7Sre/RsOpTnyJJh3HZnicnr6luJUIbTxZby7VmFasC1RjgOdcncSQ/KSLZtNtnQ6WX8DuZxG9sAWunZsYVdcxhJEAnryyPP+KESLxrM7cYaTqEkZZ1ADHMDhhGI9L9K3tpExky9l7IITDnP0OwLZAehcb5M9QrUH3Ro+NZI9cOsYOOUWmHP1sbf/J8KyLPT+LGZax0yqGCkNM6ViZnUEWQLLQutJk9sVR67yoXWkkIIKlmYedD/9AIJLwlfwHsHYT8kYC0lZZxC68gKUmgAAe9ev4aU7f4PicnHGd25g6W9/RUXDaM6o2gG7X4GrV0Phhxxye7bCkxfbZIfjrwc1jSl7EGd9Df77JNthyzJgypdh0oVQNd0mU3+ALU9DNm4HRB9+0bYAQ6LbdhhIdNnB3BPOB+mfIAS380V44iLbdeSEm+xzNnSb+PPmryDZhdXwObpbrrXvsQDe0j14Ew8T0f4TQZJwjirE2RDEWR/EUeJB60wRfXgrZtre3jkyhOAQye2I4Z5cjJXR0LoHMZKHYhCdtS6co4rRNq8knPouAjqC9SHHKH8FNJ0Bs6+BR06zySZnPwATL4B0P9x3nF0uXPnWIScG04RUD7z6I9vtF2DSRXDGHYfnzadFPmU7NgWrD++rzsb/P/beO8yq8lz//6y2e5uyp88wjaFLkSaoqGBvseSYWKJGT5pJLCnGmHZSTpJzoonHNE2MphnUHBM1GgtiAUFEYKgDM8wMw9Q9s3tfe7XfHwspii3lOtf3F+7relkbWHuvd739fZ/nfm5bEXncVotGctikK9ltEyrr5tpkn5pZqBXTyPqa8bpdjKaKdEcy1DsK6NEevrDOQc9E7l2z4VYkJlf7aK/yUe5xUNAMCiWDgmaQLxlYQJlHIeRWCLoV/C6FmqCLM2ZUH1Ux5nCYpkU8X6JQMqgNuo4gWPytSOU1nt60m3Z1F3M8UaTGhfZ6+/0SJ9Mjdnsd7YSRrTC+y+5z/jr4xBqbzHfwRQzofcHe45dythpMKW+T07xh6DjbVovJx+w6NXW7XsNTj6oOcxC9q+GZr9h1HZ5qt6PUkP07R0CAmllYLaeQHF1Bfp+CszmIZZiUBrN28AxAcIiIXgVLNbjfbfCLWIqlbRVcf3IrAZfMaKpI12ia3aMZdo9lGE4e2mPUBV385rqFtFV60Usq0upv8cQrGncZp9KHxeSQi5vPnc6m/gnuW9/LpJpNTGkdoVKRiOeaefr1mcysKyeR04hkMpjKGJJrGGfFSwiOONfWnMLNZ/wPgiCwP72f72/8PiPZESRBQhREREFEEiQEQUA1VHbHdyMJEifXnMSisvmIfgc+xUfYEybsDhP2hPEr/oNrTW0sR7E7gW9JHYIsMpQZIji6A/+fPwV6iXsn/5z/3CTwudM7+MzyyRimxeLvPs/cxhD3fuRIn+ZoVuWa+19jx3AaRRL4xgUzuP1PO2ip9DKUyLPmi6dRE3TBC/9pq7Td2GmTGQAm9sBPFsLFvyQ5MIfsK4OARODUegJntvOju37HpaMNeDuKpE6byh/u/z2XV59O3QdnooQ9RH60iWgixsaWEa655pq3tpn7z0EvuJDFcUb23cpOr8DpN0yHu+fb66EPPXhEX3isc5jfrtzOj/BScfV03MWn4bFPwbIvYW34JWPZOxkUyrmOHH+58STqQ04Mw8DpdB5UWg97oNyrEPC6CPi8BAIB/KEKAkacimdusNWgsmPgr2MsH+H65nbGRZgcmkxez5PTcuRLGbKlLA7guNpFvDb2GveecS+LaxcfKPS9MLbVVseJ99vXxAAPOE3u8DsI6jKtmUZOccY5MztIfduZ9pj9bhjfDT9bYvftd8JHn7WJTT9bQjq2m5+0ziFR0YaBhakXMPQigqFzxtQPcs6Mq97XHueWhzbzeOcIj1X+hIb0Vj6i3cZW0w7mMEkY4wPKBmYHCwzKkyhM9HOS3MV0oR/B6bcVpp7/pj3mX/FHW8nrzbAs2LqS1x79If9W+jofWtDI9uEUO0fS1IdcNJV7ccV38Y38d3EoMtUBF2J5s71u++kiirOu4IXJX6Yy4GFSuYew33nE+63aFeH637yOW5EoaAb1IRff+sBM4jmNRK7EeKbInkiGnSNpYtkS/3HBDC5f1ITyDxjv/xZYloVqqBT1IkWjSLqUZiw3hkNy0B5q/9vIle8D93zqGuqnTOe8G98+cJZmasiC/K7tqC/VxyvDrzCYGeS5geeIFqIcV3kc1826DlEQSapJUmqKlJo6+NmwDCrdlXSUdbC0fin1vqMHR57IT/D5lz7P/sx+frDsB9z8ws20l7Vz3xn3vWu+SkYJRVT+qeeohmmxdzxLR7Xv/+S89hiO4Wg4RoQ6hmM4hmM4hmM4BtTeXvovuhirZEd+l4JBqm77EsHzzvs/UeD4R8EyDNQ9e8hv2UKhcyuFzk60wUEEh4O6O35A4PR3N2QdwzEcw78uLMsi/sCvKW7fjlRZge+kk/AuWfKeCBxaZBxBlpCCwSPGUS0yTm79OlwdHUjl5SQe/AOxe+8lfNNNBM46k8zqF8isfp7C5i224eZwyDLoOggCwQsvxNHailUsYBaKWGrx4FXdtw91VxeCw4Fj0iQ8CxcSPP88LNNCGx6yCU+D9lUbGkIbGzvyWbKMXBUGTcfIZLCKR4+wDiB6vZiFwhHfF/1+lJpq5Ooa5JpqnK1tlF95BYLj6FHjDoeRyZD682NkVq0iv2EDck0N/tNPRwoGMeIxtNExtNFR9NHRg+QiRBHnlCmU+voQA34wLYyYbYgQXC6c7e04J0/G2d6O4LYjY0qhMgSHAzOXRR8fRxseRu3rp9Tbiz5xyFHNOW0a5Vd/hMA55yA6HIzfcQex+35F27PPvkW5y9I08lu2oHZ1Yaol4r/+NWahQPDcc3FOm4pv6VIckya9axn8vwgjm0WQJES3+/86KwdhWRb9nVESkRyJ0Tz7tkdR8zqyU6J5ZgWtc8NMmlmB4pRIjReQHRK+svdmEC3qRRY/uJjrZ13Pp+d++p/8Jv9YmKZGIvEqkuTG7Z5ENLaafGYvAf8Mgv7ZuFw19sG8pNjpDXQ/C1t+a0dYC7w1At/bwbJMCoX9ZLO7yWR3kc10kcnuolSK4fN24HTVouRzVNV+gMrgQjta28B6qJ5uR3isnW1HewxPPTI//2h0P2sbmEQFPrXONoy+A7KvjpL8814qvziNrLkdXU+TSL7GyMhKAETRjSS5kUQXouRGVSMYRpbGxmvpmPyVd/xt0yyRz/eTyeygWBxFLUWIRlejqmP4/TPw+2dhmkUMo4hp5DHMIoaRxzAK6DmbcGMqtpFUECRE0Y1hHOmo5HBUUVd7KXV1l+F2N5BIvEYqtYna2kvfoqBzNFiWgWEUiRkOOjN5NqVybErn2ZLJkzcOzQczvC6+l1RoL1j0CybXegtERPu8scoUqEek3hKpFyTCiRID1jamVDxI0reMXmbQkH0Ir2XxhHg2O63pNvkX24F+lhLls741hNVN1NacT13D1dw5kGBzOo9LMKm2BqjTt1KlbqZC60I2UwfzpSjleDxtyLIXy9TQ9AyGkTtYjqZZwDRVZDlA86RPMTHxLPnCAC5XPV5vKy5nPRYmplGgFE1hWiq6J0EisR6Pp+UAYUp92/KT5RCNjddQX/9hnI6/zbDzVN9TfPvVb5MppalJwJw+izl9FjMGLAaaVjDUdBEkvsK83iS6MpV4eTuTqvrwLV1EouIEhvpdjPaksSxw+VWU4HacHgltoIqUWo9gGSCAxaE1j1JK48uN4irGkfU8ZlMWYaHF0nM+RWX126vfWZZFJl7EF3IiSiLFnMaWvji37x1GSmpUJwxqkjq1SQNXyUKXBQbnBfHsyVCdeqsRVFJEqpsD1LYHqWjUieRuRjMG2O68kO8XL+E4n5MfVu9geO/tuF1NNklPCbMj2sqfdjXSUF7BNy5celAB4Q0VF1PPI4oOpMPGGtOyEOAdjTlFzaBzMMnG/jjr+2Ks74shiwLnzKrlwulJyqxHKOS7MIwCoqAgyV6bfCd5kWQvsuRFEGQy2Z1kMl28WU1NknwEA3MIBucSDM4jEJiDLPtJpzvZ9fptOF+7kqrUJCKYrEdnTNEoBIoIFXmqyotcU1xF1e4nMR0eCg1TsRZch6fjMsQ3jamWZWGkVEqDGYykivf4asS3UYk4/DtHK5u+vMqXugcxLahzKdQ7HdS5FMKKwsZ4nMY13+LykSdwmCUsBLLmYlKl2xmvcFDxwQ5ej+X4yYPbuTjnQAXmnulGV/4HybORJ3d+iKtPKRCdeIzB7BS64lPZNNZOX6qBOl3mO5aHNlliV8Fgu27ymEtlyGFy1bwKJlWFUC0FzTDRDZOSYaEZJs90jrA0LtLscvAX+nnA+XXK3QLSqV+G6RcedK6Jp3Pc8su/cknqfs507WI4dToKVwGgGTpx3SBhyaQNi7yh4pN6qHObOAeyBBwxqj//KYx4nMTv7iX3yit2YVVWkmtoZKS6ju2hCoxolHAxz96TTiM5bx61WolzvnQzoaH9CJZF1uXmxQUXUwguoiJr90+/PEqFMsB0x4mMiCN80+9mb1bBMC1Oaq/gePd+nld1dL/AX3d+grULvs6T2XnUP/ZLlm/ehCmIvH7GOfRf+VF6etKs2zZBg5TkMuFZ7tA/yGnSNn4u34Hs9LBq5h18br1EuCzIdy6dR6ZQYnQizlg0wZ+3jRMtSfz0spl89el+SrrFL66ez89e2MtzXeNvaSdvQADqEPBJEnuMQ86M5V4HU2v8TKmxIyBPrwsw0LmWjRs3Mkfayzn6X8lYbj6p3chrlk3GEywTfylPbS7GjHwfX21ZSUFy8TPtXJ6ylvK5UyezcOOnaVZ3sU1vZZM+mbXaNHZakyhIblrz+9jvbkQTZG4s7OJ071Ic4iGnKN0skSxNkFDHiJVGGcztxrQMDEkiJpdREN0oDgfHV0t0lE2hTGzDkXEh5A4oNlS7eDkskBBlyhBoKBWhtxchkSBeGGKiOEhGTzLgbmJTcC4jbpuccFsxwvSAgldyUFmsZnxFBod7iJHdvUR6RonvT2MeUIsQJBPLEFG8GvOvqiY3ITKyLYFplbBQQSghiCAqJnXtx9M6+UoG9nXy370N7EkC1ptGIcvCZ+RwGwXMQJisIaBrOsYBwq5TFlnYUs5ZLRWcnAOpcwIzpyMFHBjpEkgCUsCBpVtkbzwOBAFRgKRmkNB0krpBUjMQBfhwbQUeSaQznecbe4d5NXXIKXBBwMutrTWcWPa3BWgyslkyTz9NaXAIubwM55QpOKdMQd3TjTY2ilwZRq4KI4fDSKEQWBZqz152rr8BXcjjiFUxvCeO5KukytNCxXACrafniL3jSGUVtfEJlIpKLF3HSCRwz51Lxcc/hhwKITidtqLzgavocCD6fCCKxH/1K+IPPkj1rV8icOahqMmWrqOPj4MootTUHPXdNLVIJhYlHZ0gE50gHZ3A0DXqOqZR09qON1RGNhlntGcP/Vtex9A0pi9bzqSZs/8uFQew54FCYYB4bA3Vv/ks4xVlfG/OSmrcARq8HpoCPhp9Hqxslle2bCY5MgR7tmH09zDz8iiSL0pcKMeNSkAow+1ow+Vsp6p6GdUNS8DQENb/GDofPEhcPPhsxUM22Mw+TyMvO5r5fdlJZINNfKVsI/NcCTRHC99PzmN7psA0n5vpXhfTfW6m+dzU6gl44qP4+zciGBqar4bO+bewuvF8+osl+goq+woq6QPR8T2SyG+cPZz414/y0Wnf4gsD8/HHDVzTA1RcGEZQXJiGjBbRKfWPIq75Oo82+rk98HHmbEnwE5wIKEjuPGUL0jgcg4ilUdsxPRvBMi0SqavIxSbxxMDPObH9Usq1KrZkV9M9vpGq5jba5i+ibf4iqppb0VWVrhdeILjJg6TJBE9vRgo4iD/fi1XQcdWHcNT4kKs8KGE3lBvs2H07ieTT7EwsZVGTSjZj29dzmoeCMI8l08+jKrwMp/O9q18fDlM1SPyph0LnW4l/okdGqfOh1Plw1HlxNAWQy989aM87QY8VSDzWixEvIsgignIoSSEnjqYASrUHudyF6FFIPTdA5vn9hD81G2fTkc5pibERHvnW7WRiUZa4ywit30jhi7cgNdbTPHsewaoj+55lWQz++8fIbtzI6rYampedxtk33IL0HmwoybFRHvjcJzF0neXXfYo5Z5zzjvdbpskj37qd+MgQF37+K9S0TSY2tJ/Brh0M7dzO0O6dBKtrmHrCSaxd+Vs0tYggijTNnI03VIamFsklk+SScXKJBHrpyD1KsKqay79zJ55A8G1ycMSLo32zhh2JSkYv/xObx3U6+2JIo3nmWBLzkJiKhISAiYV4QNF0aynK88V+AoF6Ag4JITmEkp/AoyUoq64Caw7HS+UULINIaTd6sYjm1pl29ek0zZ7zttkZ39dH96trySWTtMw9no5FR1fxAtvB9MaVnVwwu45NA4mDTsUhj0JLpZfWykOKF4IgEM+pPPP4Xykmotx0wXwWn3nmW9a8pmkw2r2HHRs28PzmHhoKr+OtKDJ/xW1U1DXy9M9+RD6VwjIMLEHDFc7iqNeRyy0kPyTx0hYcwIFp7zlkE0MTMEsShiZiavb47AkXkYQgpbSHfEyhuuKDTFt0EaF8N+x8FLqesJ2xFS80n4g1sA5VyOFSLSibBK2n2IoU6RFw+MBbYStreCoPOYQPbYRtD4NeoD9XzpNDU7BkJwgyJdVuM4IoIkkyZbV1XPn1byBmRmwyqcNrO/1LDpukIzsPfHaCKP/9QW4OBMqxLItCOkVqIkJq3E7FTIpZxvNYqecIpnVkw4LwNJhzOcz4AGx7CF79uR2xvWGBrQjz8g9AkknP/gRProkwsrfnHR8vCSYBh8bc2iyTxH7yJ/8HtJyI4nBimgambhy6GjqGYZBLxNi/cwuWZVDdMo2ezkeQy/rQ8jKiWYY/1E5F9SxqWubQPHvu0UlqlgWRHTZxv2eVrTByuINww0Jwh2wy79RzYMV/2H9/O+x5Gv5wGVz7NEw64W+sjPcB03xXwoNlWhR2xkit7kcc24WFiIUTy3Jg4cBSXGDIIIhIAQeeedUEljdR7IqR2xhBCjqQK9x2qnRhaSbpv26hbPgKCo4GHh9aQkFMU3HVrawfzCNLAi5FwpkyE/6FAAAgAElEQVQZR1r9AGQTYBosvurjLD15Pvx4ATQugCsfPbLd5uPwv9fZZAhRtskTrhAUk3D5w7Zy0fqfAJbdBxoW2MpFuXHYeCDI0ifWHlKyePXn8MJ3bCLUm3Hch2xlgXi/TeLwVdtBJ94PimlbmSZQb/fxN/dBrQi/Pg/GttsKN3XzYMF1sPaHENtrt60VX4fmE8l3jlMayeJbWIusdWPdfw5asYaM/gFK1nEYlk3eE11gmSKiR6H88qk4an0IehrrtftIbKyiEKtHFoZQ2IcsDqC4EhhakFTpMizLiywMIAljhORfYvo6cB4/3yaWVR6muD6+G3662H6fU79in1Gnh+Gs79t9vHqGfYYcqLfveUNtRnbCgusPlcPYdpv0Fqiz7w022NfIDnj2q7Y6VdV0mHUJTLvwrcS0XMxuC6ZmE7LUNOga1l3HMd56Mc+0fJG+iRyjqQIjySKjqQLRbOltq6ux3M21S1qoDrgo8yqUex2UexwokkiyoGFZFl6nTNjnPKj08y8NrQD7XrGJfM0nQuMiePWn4K+x+0xy/6F7BenAHOWx24ipH/03ZTe0LrMJKh1n2m0CbMWg576G1b2KvOsS9LJluOUNKK4IQvBA2wk2whuf/XUgOw6uOd8IliDIIo5GP0qDj07B4ME9ERyyyKlTq7h5ZSdTcj2cnV1HvA521yTJuXREWQJJBEnEFARUBHRLYFnTUs6vO4Xnfncv2UKaD95wO04tSuylB3l6uINnRJO4VERyD+Dx7UCTdOo1HVOAUVnGZ1UhmU3o0jB5xg7o0MOkksHtM67lhCVfeF/VsS+1j0c6V/JY7+OkpKMThR04qJTKKKeMUNJDVamM48LHsaNtkD/2/JGAI8DHOi7jw5seRRnewr/7f8rmfJhXv7wChyzyzSd28btXB9h4+4qD57hDiTwfue81RlIFvnnBTL7xxE6KmoHfpfC/nzyBM374MtcubeGr5023iaw/mmUTP08/oDi05Xe24t+cK8i3fIP4H/YAUHHVNNwzKrnz2d186MWVmOapxM/1M/j0TmYbzXgX1eA7oY7IjzYD8IhvAzd++RbEw+c706T0nRMYz/2A3GwD71aJrS0ezv348RDrtduMfKSdPKvqLP7Wczxu+ghOr0BQJOShPxLI/BcZ8yJSpeu4jTQnzDbID3eTzdp2HrfbTaFQYDrdXMpTiLyNj3fVDFtd6oXvsGfvU3ymMkTG0vnZip8xp+rItfbE2h9w08572eZycv2s67lx3o32f+x6HB7+CAd15fy1UN4KoSboeoJXHBK/aJ3Dpky/nTfL4rZkjsVXPw+K++A6uqAX+H3X71k7vJaLJ1/M1dOuwvmzJeQS/axqX0qsdSlZLUtWy5NVUxSj3Vw0upeTNGzl5qnnof3hMj5ZU8Uml5MGTUcERCxEC3KiyLAiMzfQwm05i2npGFz6K3su3fWYve4t5aCUYzyr8fxEkOcS1azONPJZ6X85W9nEw57LWZnpQHPvwK07WKLGWS50cYq8jSoSGILMaP1c9tVOpXJ4C1NHdtgqgJ9Ya48Hb4dCguL3O5hdvBeVQ22gSYjyNd+jnKa9REn2o/3b7/H3PgWb7oc5V8Dm38AtXeB7Z5vdZ/+whe5IhisWNfG1x3dy2fxG5jWVsaorwtq9UfIlA69D4tsXzeSiuf98pfa8lmfV/lU83vs40XyUolGkoBco6AWKevHg+HM0nNp4KrctvI1a33u3Q78bUmoKQRAQsxr3fPJqGi44hdblywg5Q5S5ygg6gyiiPcbECjGuefoaZFHmP0/8TyaXTSZaiDKRn2C8MM54fpyJ/AS74rt4Zdg+33fLbuZXz+fyaZeztG7pP4wYZFkWuqmjSAord6/kOxu+w9L6pVzYdiHtoXYa/A245SP9MnqTvVz/7PVMK5/GXafddfC93oBmaqTUFJFchK0TW8lpOaZVTOP46uNxy26e2fcMq/ev5rpZ19FR1vF3v4NhGjy691HaQ+3MrZr7d//eMRzDO+EYEeoYjuEYjuEYjuFfHFapxL4rrkQbHKTpV/ehjYzgnjsXuaLi/zpr/xTo0SgAcuU/N5rEMRzDMfy/DcuyGP+v/yZ+//3INTUYqRRWoYBcV0vo0ksJXXIJSvUhQ1Rm9WpSTzyBIMkUu7oo9fba/yEISIEAUlkZos9HsavLjuh8GPxnnUX9nXcc4YSkJxLk1r6CmcsBFno8jlVUkSsr8CxejKvj7Q8fLMsiv3Ej2ZdeorS3l9z69QeJrm9ADodRGhoOpHocDY0oDQ04GuqRq6uPIG9ZmoaRzWKmUmgjI+jRKEpdHY6WFqTycqx8nuLu3Wgjo+iRMbSxyKHr2Bj6xASB88+n7vvfQxsZwYjHQRAxC3lbYShrKwxpo6MkVq7ETKVwtLYSvOB8yq+++m3JNWaxiKUbCIqM6HRS3LOHsW9+CykQIHjxRZjpNGp3D2pPN8WeHoyJ6NuWmej342hpwdnSgqOtDWdbK47WVhzNzUccWGmjo+xdcTrlV19N9Re/gDYyQnbNWnJr15Bbt/5AfdlwtLfR8KMf4Wxvf9vnHsPRYUfKLeENOd7TgWE+XSI1UaCi3ovDZbfd15/qZ8Pj9sG70yvTPKuStrlhGqeVI79N1N+3hVaA4U3s7VtF1iyhTLuQD626nh+e8kNWTFrxvt/vnwHTLBGPryUSeZJMahuiJSBaIrIl2p+xryl9kLxgG9tFw2JqT5ba8bcSNixRgrblCOEpENlpG3nBNh6fe8fb5qNUipFObyWV7iSd2ko6s+2gMo8gSPgck6jJ+fHkdRIeHd9IPzX7RmxyiyBgyU6K7SfgSMeQJnoRSgf6lLcKrv0r+MKYT96CMOVchJkXv2OZWJZFNrubZPI1QqH5eL0dDAz8nFh8DYIl4ktlCUxECYyP443H0CsmkTr9s0TMPbjcjfh9U4knXkUtjuBwVuN0VuF02NfU691E0o9TqNiNxRtjukhT47W0tt6MJB05bul6jq7dX2Ji4nnqai/G55tKWdkS8oV+crm9FAoDFAr7KRQGKRZHONwFWZJ8lJUtxu+fSTT6PIXCAIKgHKY4YiKJLnz+aYiiQnp/F77kHGqXn0kmux3dyOJy1eN2NeB01iEIApZl4vdPp1SaIJnaREX5SSjK2zvN6HqGvv67MC2RwcCHeSIhsjqWIarZRmRZgBk+N/MDXo4PepnsdpCd+BPK4Mto4xFMRxHRUnBEl1HIzqM248al2459GNYhG9opDQTPagFAMy3+q3+UPbkiU7wuO3lc1ApDbM3ofG9YYnu2QINL4cM1FezOFXliIslMn9ueB/UcOS1P1hQpWC7udN7JZGeJfMEeFwwj/xaykiBIyHIQj6eFqvCZjEUeJ5PZgSg6cLkaKRT2YR1wPnqDZCaKTiTJhSi6qa25kKamj2GaRTKZnRSLw1iYyLIfWfIjKwFkyY/TWYMkHUm8LOpFXo+8zmhulIJ2wCh0wECkmzqKqCAJEkWjyNaJrewd7+JTW8Is2qGhjNnkX70+jDp/OrvjS9ELcPyuOxidXYdRX0W95sW9foftTI1N9JVPOJWhqjl0DWoUR/MoqoGkF2kSNrPk9o+itE7muld76Nuf5hNilsB4jNSgQUn1Ypge9AOBegXRoH6Kh/KmNIKcQc2blAoWpQKU8iKpUR9q1o23XKd1di2718XQ1MMI1LJAZb2PykY/4UYflS0psqUn6crJbB9oYKaYokwwsEwRxRfF4e+hpI+gqmMYRhZJ8jFn9n2EQvN5aiLJx3buwy9JNMkpTpO2UDHRz8od09ibqCPkTJIp+Qm5Stxy0n5aw+N8YWw5kV4TBvMIWPg9KopXQfX6iDu9KIKIN2o785dKBv4qDw0hN7W6wOBoll3DSQ74SSOJAmUemfOmxmhyPUlI2kGt0US5sQwhYGG6smiOBLqQRDdzGEYWQ89hmEVc7ilEtJP4S+80BNnLRxd5aHTvIZXaTCq1mWx2D4IhIWl+3EYLylgd3n3nIRoOHvaYTDu7lRWzavG7Dhi3SnnbwWr9j2Hhx+HM77xnQmnJKBEtRMmUMiiiwnhhnJ5ED6O5USK5COP5cSL5CLFCjBvn3chHZnzk4He3ZvJcvrUPC4tWt5MRVWNM1Q6OaoogsKIiwH/XyVTmhqG8DeO+M0ik2olon8GjC7x8XIAtTli/bphTJ5Vxi+KhNJxmYMadFKu2AfD83nMZ7juXZlNkhiUxCYkqUUACHtc1HpE1pkytYGk4y0Xp3xLo+RNYJjj84Cm3yU2eSvBUMKG7+ev2YeqtCEvk3TidLsRr/oJVPYNIJEJ3dzd7urvZNzKKZog8p09FNQQednybUOli4kIzvdkCfmk/1c691DS6KJ81i1LLKejhmZjrX2H05puxDjiS6n4/z518LlEJKidGaYzYKZjLYDqdyE4nZjqNVFmJIMvo0ShNv/wFgsPB+MqHyD/9DJRUhtsWUDHWjzsXBZeIuuLHeIQC/+3axVpmcPrsMDvEGLsDlczp3sVl619gYfXrlKqc6M+aeIZyPH/WWTiyJZa+8iJpr597Lvowz05ZhLwzhVgwqPJZnF3cwPkhlcz2QSo27eA3x5/HH2tPPErLsbjlpGo+e+4C0kUNy4Sgxyaere2JUtSMw/zwBEjEKL/npwTFKXhq5yAIAul8jO7sLsbPOpk+KcDusQx7xjIUNHvsPXN6FVdOSrH4hQ/TW6rhI8YXWTDcx/TGMiYmUgzndMY95US85Yy7Q8wR9/Jf8i9ol4bJmU760yFmhiJ8Tbua3xhnIls6TkNFsmxiT07yIggWv6wdYcrodMRageApk1EqvajDKQoDSbSRHNaECjpYXkjU9TMx0o07V0vYasMtHFI4yOlp4uoIseIohqUxs+xEnNKRqjumZWCJFpJ1YP/lEdHqPETL3axTVaaOFZkRKSF6ZMySQejCNnwLjnQG0DWNxOgwhtRLodRDblzmpV+sQlc19JKKvzKM0+3BMAwMvYSpaxRzaXT10L5UFRxsCs1FtExCFGgoc9NcFaS1oZqqxgbCk1opr7OdOrRSiXjBYNtwmnW9UVbvmWAgaq/ZZlT5+GgwwBxdQJ/kJzGapWFPmucnObl16jsHxmhzOznO7+ZP40kqFJlbmquZ7fewM1vgRwMRRlWNE0M+bm2tZbbfzcrXOhnYP0xq1myiuk4kl+falb9m+ovPI4oCkiTZe2xZxsxm7T74hmPkO0BQFARFwcznj/j3nMuNomtYgsD+mnriDWHEtjpqps/iNqmaZv9Obtx3N1V/bcJXP5vgBy7Et2zZPy0yqqHrPHvP/7Dr5dVvegEBUZQwDxALBVG011yA0+NFEEWK2QzBqmpmnXYmM089HW/o6EEALMtC1zOopQgldRxVjaCWJuyrGiGd3oaqjgAwbY9GxWiWn3UvxrAOnW04FJlmd4Q5oWF8TgNd8ZLqCDHhjzClN48nb1CsnoTQtgLPzI+iVEzDNHXG9v+O0LN34xnZS6l2KrnmGSSVLKZZxFeUcOdLOHNZ5FQUKTkEQI+/jVfL22g107hLSXbVhnCUi5Q0CylfwlMs4S+WWDTUi7uks7/Wy5+C53LS0A7mZ3bxUPVZ/HjWl6j3BWjxOGl1O2l2O5jt91CliBh3TGads5H9znM5c9hDufAdROHIdmIhYAgiZy95mHuWLOWGX77O3OQon3NFCRX/C8lK2De6graqns8mHun79zFW+DG6D+SMhOh3YGZKOBaUEziuDkejH/HAXtcs6sR+34Xam6Ty2pm4Jh+9/nKFCbZ2ryQffwDMFH/uPZsrl3+dxW2VqOoE49F1vLT9SdzmRkIue8/m800jGJyLwxHG620nGJyHy/lWItBQdojNkc1sHt+MT/FxzYxrqHRXok8UsEoGWLaTuxRwIIWc76kf5LQcqqEScoYQD+x1SrqJJApIb3L+fUeF4QMYz4+zbmQd64bX0eCs49JVizELOt6FNQRObUQKHFqPq/k8rzz0W3Y99Tin7Ogn5nMzVO4nGwqw8Np/Z84Z5x48s0s9+SQjn/s8u+rDSGedzgWf+zKi+N7PGDqfeZLE6DCnXP3v76lcDF3DMi3kdwkuFOnby86Xn2fOGedSXvdW5zbLsigVCuSSCbLxGNHBAV78zS84bsXZrLjuk++aj/2bNlD15y9xjzWfDfoKLhMczLZkZMASQKr34Z1chrMthNzo49HOYcZeGOTCpInEOwQVwKLTrxIs6yGfjzN16Sm0L1j0rgpG7weWZXHdr19n9e5x5jaFWDHNPs8dThbom8jSH80RSR+5N1QkAd0w8eg5LimP8fkbrsDtdrF78xY2vNbJjj39jOhutgdmMik8yGfn3odTKpAd9bJ/VyMFby3+SSI+Tx9VvkFkSccwRaKFClJqgFolS2soTMcrL4NpsXP+pZScEgglLEEFVCxBo7Z6GZPMdqTW5eD02Y7ZT38J+l60yU9TzoLpH4D2FeDw2KSN3U/aBIHRbTZJwzLtgDalvO0MbrzJKV922apNTSfA+C5i/uNYt6EfTyBAVXMbVc2tVDQ00bf5NZ744fdYcf0NzD797PdXCYkBW4Gj7v05v2nFIhufeJTNTz2Gmj9SNUUQREK1tVz+metwOUTwVWEFGylmMxQyGZweDy6njLR9Jay72yaH1M6hZ8rneeY3v8MyTVZcfwPldQ1E+ntxuFy4vD7cuQHco+twjb+OMusChBNusB94/9kw0Q3/9gC0nmor+LwHGLrG2N4eQjW1bzvfHoEdj8KzX7HrEKDmONtBv+VkwLLJT9sfseuxsgP2PGXvcYINtgqB0w/OgE2CaVhgf2/zr+HF79lOuuEp7y/QUDEN+9bYiirBRpucc5gNI13UeGH1MwSHX6Kh0E1Nfg/uUpR05Ty0SctwdCwn0DIfUZZheBPx3k10D1YS6PFQpqbxKT/AL+5528fvlyaxfcldUDmZWP9W2qbO5YSOWoQD6m7poka2qLN/eJT6v15NU3EP55S+S7YgccnoY+zzTGJ983mIooiqm7azfDHOlcN2IKOHm6/kkxcs4iPSM4hP32q/Y/vyI8llpmEriJQ1233q8U9DyzLIRmzn+saFdlCnfWvtshrbbtfV/Otgxx/tvnX5Q3bd/vFam6DYtvwAGafOrquNv7STu9zuK2ATOS5/GCa/h7PnXBSe+oLdHvQDQe0cPrtdhJoOETa2PQwTuwEoLfwIhb1/RijlCLg7YPnXYMrZB8mHlgVr9kb53asDdA4mSWZytIhjzFcGWCh2M9eKUqlXoFoz0C0v3c6NPGbNZIfVyg/5b6YK+0lJ5eS8TcRCM5kIzGQ8MJOcu54mRjh161cQSjqJpZ/FbDoL4en9qHtstRjRp4Bp5wHTQi534VFXIqz6uv1unrCtFrXpfjjcmdpTYfeZttPsujl8nk0N2ypShcRRi7DgDLPfO4v6/G58xRFiSi297ddi1cxC7n+BqvE11Od3HyQb/E/Vt9jqOYGW4cf4inY3l6hfZ5M1Ba9Doi7kpjbkpi7ooi7kJuCSyWsG5R4HU2r8RNJF0kWdC2bX4VLep53iXwBmySDfOU5xZww9oWIZJugWlmFi6RayM4cv93Oc0haE1pMppCZTypcjVLUihhsR3C5EtwPBKSM4RcxUGq27F0EyUCqcyFU+JJ+ElRhBHH8Ncd9jCKkB++FVM0AUsUZ3kRfPIS1cg5E/tGYUvTJylRel2mOT7qvsq+iUST3dT/aVETzHV1N26WQEQaCoGfx5yzAPrNvH7rEMZR4FVTfJlwz8RpQLql/i9co+RoQYLlOhsuDB0g0sTQcLBAsEBAzRYqy8iPUe4li4dQ8nGzO5eNoKTvDqCN4wa178GndIGVTZQUc+R0epRIdu0BHqoGH+J1GFU1Dq/SiV7z3QYbE3Sfz3XeiyiXa8G3VbjHQ+RUxKEX8jySnicpqEnCLhyzFmTVCihIjIh6Z8iIHMAK+MvEK9t47PEMS1dYzrtFv52RXzOHtWLduHUpz/47V89+JZfHhhE3vHM1x132tkVZ1fXbOABc3l3P18D3c81801S5r5xgUz+MIjW3lk0xA/+OBsLj2+AVZeAfvX22QS2WmPla/dC6FJaFduIPID2++45osLkMtdvLhnnOhvbuYE4xqyFQ6UmIlDkBEcEt4FNWTX2vPzGrmL02+6mMrD/Y1ivWR/eBtJ/TPksfAgMHJyDQvPmXy0IjyIm1Zu4YRtSZaa9n7PwsLtvZu8+kn6jCIvOF9HwKS9vZ2mpiZEUSQxOoBz96OcVhFBvu5pwLLn7GLKTmoaSlloPRXLXcbT+57m6+u+jl/xc/fyu5leMf2tGUkNof5oBhsWX8uSxlORdz8JTYvhmdttkuj5d0F5yyFlz0ICvt8Cp9wGp9yKaqgMv3o339p+D6+7jx74QhZEpjvDbCtGCCEzrZBhh8tN5sBwLQkSXsWL3+GnZKhE81E+ns4xQzOIe4I8S55XPG6+HT6RFRWLGCNMxCpjTPMQTaZw9N/I/b4SSVHkgqLBhzM5pmsGlpplj9XIKnM+z1nz2WrYNqh6KckCqYeULhOcdQ4RdT/7pXtIm/YZg4BAW6iN4ypn0eoIsWp8E51R+2xaFEQ+UzaXJW3nsVsRcUpOQs4QIWeIoDNImasMr+JFN3Xu234f1qbfMqPf4irty9ywqJzrrP+lbOevbTvfok/AiTfZa4KeVfD7SwABpl8A//abd+uOR+yPv/H4Th5Ytw+wleSWT6tm+bQqFrdW/NPnnCf7nuTOTXcynrdtUJMCk+go68AluXDLblyyC5dsf34jeRUv1Z5qikaRTZFNPLDjATRTo9ZbS4O/gXpfPQ3+Bhp8DTT4G6hxVZPq7kcvlQi2NlEdbjxiX53X8uyM7aQ70Y0iKvQkeni051FMTE7KT2PS6jRPnjDKRNmRe6IyZxnntJ5D53gnvclefA4f8WLcXhO9ibglCRI13houaLuASyZfQpWnCkEQ0DWNsZ49RAcHEEQRUZaQZAVRknB5vDQdN+d9nR28AXUgjeUVuX/4tzyy5xEmCocC0ITdYRr9jTT6G6n31/PQ7ocoGSUyWobzW8+n2lvNxrGNJIoJEmqCTOnoxNVyRxmL60/gqf6nDp7HXNR+EZ+e++n3pdJlWRajuVH2pfcB8Ksdv2LD6AYALptyGTfNuwmfw/e+y+AYjuG94BgR6hiO4RiO4RiO4V8I0Z/fQ+Lhh7CKKpaqYpZKoNkebPU/vJPA2e/TgHEMx3AMx/D/M1iaRuy++8g8+xzFXbsou/xyqr/6FSxNI/v88yQefpj8+ldBFPEtW4Zn0UL00THiv/41UrgS0eVGaajHd/IyBEXBSCQwEnH0eAIjlcQ9Ywb+M8+i1N+HHo/jXbIE5+TJ/1x56lSK7Jq1SH6fTXyqr0d0/X3Rd98Poj//ORM/ugulsRFtcPAd7/UuO5nwZz6Le+aMf3g+jFQKS9exdAMjmcAqaYheL3K4Esn/3iOLD910M7k1a5BrayjttQlvcm2trRh20ol4jj/ejvDt8fzdEbb/1WCZFn2dE2x8ah+xoSwtsytZckk7hmbi8ip4Q0401WBif4bIvjTj+9JE9qXJxGwDrygJ1LQGqaj3sf3FIaYsqmHZFVNQ3i/xCSA1ZEeI7H4Gs/8lRP2QMpoqKfzF7eCk8+6hquPcQw4AlmU7naSHbUND9cx3jsj6dyKfHyAWe4F0ejvW7r/Q2jOOq2Qhmm9/nmMhoDXNwQhWIw1vRYmPwYJrUZ0yxeIIheIIxeIwUiFFTUJCUXUI1pGfvBgz1o2vr5PIh7+HUj4Np6sGl7MGWfaTz/eze89XScTXHTAyi/h8UwgEZlMm1BEcm8C1vxNh3ytvcboxj7+GcaMbNbqFoToXRZd0sDwVHWRTxpcp0hZxIUpO3ON2dEdr2ZcQWk6ynQbKWymV4uTzfeRye0lnthGLvYSqjh18jtNZg3NikLYxJ4FYHFnTsYBc0M9Ehcy+OhFTFJDlALqeASxE0Ynb3YSqTqDrySPyrahh6joupaL8JByOClLprUQnnqOojuL1tuPzduA9kFyuOhKJ9WzpvOqo9aIo5bjdTQeTx9NCwD8Tt7sJXc8wMvIQY5EnyOV6ONzALwgOnM5qVHUMh1KOYebR9QyC4aC98naC4gIKgyNknTvISDvIsBUN+5BcFJ0HiUAuVyPTpn4HtTRBST1StcOyLNYOv8Lq0mTWsZQk5bgpsEjuZrojzXSPxSyfm5CnDperHperlt6+Oxkd/SNKsQrZCuKqq0JVI+Tzew/kW8HhqMTpCONwVuFQwjgdYcJVK/D7Zxzx7Fx+L8nEBhLJDSQSG9A0m/Tj9x3H/oqbeDBdz7qkHQnxtiYX54vPMTryMEV1BEUpx1d9GVdFTqfJ7eYvx09GOjDfWpZBobAf0yzZRCU5iCR5jpiPLcsgndmB19OGLPswTRXTLCGKLkTxH+OYN54f56dbfkLXmsdZsENFtGBvrUBfrcB4WMYle5BECcM0QNOoTQgsUOs4/cUknv4I3mUn41u2DN+JJ+JoaqJU1Lnvc2uYubicpf82FdF5yFhvWRbqnj1kX15D+uWXKWzZgngYOXvz9OOY+fFrWdk8gw2pHLIosC1T4I4pjVxR99YgGYZuMtTbybqnHiUzPAMte1ikYsFAcuSRHAVcoSieygESfbNQUw346rdQ1raBioqlBCvKUPxDaLrd9tRShHy+H0FQkGUflmUeIJ9ZWJaBooTsvuyswemsxuWsobJyOV5v28FHr4ln+MPABJsG4ox2xRFTGmG/g+XTqukZSxJJxYhlTQqGC9FhYZSEt7hmWoBw4M/DISkihmYiAAuREQUYs0zGMMnLAmaFC6lQwp02KACLkflP3Dje9Ds6kBYhKVjEMUmYJgFLoAqBakRULHoxESSBkCBShoDfBOVNYqFb0Xmtw8+tV87B4zhAolAz5F69F+XVn+AoxOiffgX1l9yN4/C6Qk4AACAASURBVDBFU83QeG3sNQYzg3YUw8KEnfJ2SqhHdwxyy26qPdVUe6qp8lSxM7aTol7kzxc9yfZMkQdH4zwSiVPjUHhoThvtHnu9qZsWkZJNiGr1OClT3hRVObILfnUmmlRFp+cOaockdgVE/rdc5NYJcAkCrinlZDv3sWfOnXTnqzmv66NI2PNv0bQoiAJipRtzSQ35GjezGwK4Nv8SVn3Drsfjr7Ej4OfjtpNYPmpHAs3FsIoJNEsiK5URnLEcdc7VfKMrxY5kmpiokHG6ybl9qJLEyZS4IBHhFztMxvImj7c+xhRPFiraoPlEig0nsqq/wJ82D/Ni9wSGaeF3yfxiSYDwYBffzVuskRtQB2yCQk2lh6WTK7lgWg0LKhXcoQCWppF+8inyGzeiR6OEPngpgTMOKcQYqRSpxx4n8+yzODs6KJ56GudnBH7x/CB1ci2v7biLr37yRhIePydtfZ0bVj1B9b4BlMbFlCKb8ZdPkB12I5/TTtr5MUpOi67MRto3vEg4GmW4uoZHTj+XF6tns2RwGzc+9lucqkrW7WHfvAVMfvUV1jUdx1h1LRmvh6zXQ8bvo+B1c5VPZHnAje/UU48IGmHpOmpfH2pXF8VdXRS7uijs3ov/xM+AoxKXtAaEAqq1FFMPovc+jCDlcdQ1I5bXUnKXEdUdfCkpcZH0EJ9QnuAM9fu0pU0+bvYyPDxEyQuEQ4gVFQg+LxnN4NXBFK/Jswh7MnxLuZ85Qj+d2g04iktwZceRyMDUckZaPezJb8XtW8WM9Fcp2+HBu7CG0AVtCPJb1/OWaaHuTZJ8ohd94oAKoyLi6ijD0eRHDnsQqhQKWoZMLEY2HiWXSiJbCkpKopQvYCkWcoWblqUL8VdUoo/nUfvTqP0pSv0pW03pAPzLGgic1Ww7Qr3HSOATA/08e+/dTDnhJOadfQHim1SNTdNk+8bvEo1sonbSIvbu/D1WZgYdsz9IbUcLgmRhmjqWZSfFUU7AP/Pg9zXT4tFIgv8ZiNBbUBFyOp64ijxepBQrYlmgeCwmuRN87dk/E62tQL3ti7jLKzCBkCwRUiTKZJmQIrEjU+Cm3fuJajofawjz2UnV+OVDeS4aJr8diXHXQISopnNy7x6+8OPv4ysW2NvcxkDHNDr699LYs5vnFi4l4Q+imCZhWaRKEvB4PWxddCKpKVOpGtjA5Ng4FRGNmjYnQrWIu1SFnHZgTETRJybQckn2uNfzB/cKNiUn463389XzF1EjF9ke2cSGVIotBQ99ZgOGYI9pPyl/hmmOOKOjf6Sm+kIqw6dTUX4isvzWvaampejqupVCYT9e5wm0tF6P932orqr5HM/8/C56Nqxj7lnnU9vegb8ijLc8gOwpoqoTxIYGyE2IZKNFfGUVVLe2E26pp1gYZWh7PztWv8xQVye+OpXamUE8ZSKSGIRiC5RqsaQRzNBz4Bx+y/NFwY0sVpCNQKRLR00qtPjinPH/sXfeYXJVV7b/3Vy5qqurOre61d1qtXIkSEgEESQEGAQ2GNvYBqdnxqQZZ4/xjM3MGIMN2GaMTXIgG4RtRBAggRAIoYhybnXOXTnf9P64QkKI6PG8N0Hr+85XHapurHPuOXuvtZfUSffs64gHKtEG1hEc2kZ5vAvF1Cm43WSDXrRMEl/GiUXbqpd0NIprqBv1kOCx4PVQcKt4kklk3Wb3OB/91c7zRFMrUdQyCoW+w8UWALSiSeWIQcVQnmDawJAEbAEUw8ZQVGT96PVH1u3h1VOupyiuw1t4E909g+nDQao2Pe64PYiH3HFFyfm9fBycfxtsewxWO0Uhhqpn0Vt3BrtNF/lSnqJeRC/lscwie7zNLJxexwx3ir7CCXzq/h4umVnH10+toFIpIPirHAeVt+PZbxF/TSZrLEKp8RL9VBXxZxPkd46+NTFBqfSgjglQ2J/ATBQoO7cCb/s3MEp5RsUIxryvM+yqZ/vBZzAyT1PjfhNJsNgda+HRPUtYUFPLPzVshTlXY7tCGJZBySrxzLZOfv3SczQEdzO3oZeIPIDPfmvtI9DS/A3q67/E8o5nWNn9MpuGNh8mNgXUADk9hyzK/PjUH3PmmDM/9Pd4T2wPN6+/mZZgM3k9xTMdL1CydAQENFyoKCiWiCpVs3DiSbhlNxI2seFn0ewsi2fdSZW3BkVSUEQFWXT64oquFdyz7R52ju4EHJKSKIi8ft5qci/3kd0wCCL4TqrGf3o9kl89TByzLYuBW28lcd/9h48z6VIptDQx6bobCE+dxv5F55IoFdh9xhwu/9EtqG7Pu57ffwesuO8utrzwDJ+75ZcMiEFGMyX8LpmAS8anSPgFEc0l0757gNwjOyjnyLmKQRXP9ApcTUHUxiCi9u5xl2x3CmM4j7vKiyUI9I1m6RrI0D2cZTCeo2lylItPbfrPOUHLdArb2CYZwcuBoQxT64LvGoPNFA06Dol6Qx6F6qCbrd1xrvvda3TlRDxWHtuG/DuKnlwxfi2njnmE/mwlm3umcWbzy7iVI/GjvlQVsXgEMeGmwg7RMnk+4wImgeeuccaX+pMcMYVRhPl/D4LoiB9EySGzvvoz5//eCsfxpP0lR0h5xvdg5mePHUuOuQaWE6N565xt2yHF5kadebG7zBFKfAhhjG3bPPbP32Gkp4urbv81bt+HjKWmB+E3pzn7vOJP0Pje7l3giJ/69u1m//q17FnzCvl0ipYT5lA/aQrBikqC0UoC0QoGDx7g8Zv+kciYRjS3h8TgANlE/LAQ+C2objcunx9NhmyuSC6ZpLJpHOdf901CVR+h0nyiG+45CzIDjpC1daHTxp7miNT+oyimYcUPHXL2Wy49LWc5Tifvh95NsOFeyMWdWGQx5WwrO3LEdUhSnXudGcSsnIpwyT2IFeM/+Jj2Pg/Lrj8iygIsUSXnrmJYrma7OB491s3FwksAZKwaUnYzRTtIUNxOWOwAIGv7GBYqaeTAMbsoSD4OTLkByxNBMotIVgHJKGDpBUYTCcb3LkWxiiTxUieMsMuq53Y+TdES8FtpQkKGMjIslt6gWexnWcsPqT3lcobSBd585s+4Nz/NqZ/5ArPPv+hw39cNkzs//3FsBLYu+BYv7R1hRq2Pn47bTlNqHexe5oiePvmQIxx7JyzTcYna8aTTXxf9GGZfeaQf5eOQGXbilat/6vTj1kVOkanaWU4/UFyOO8iG+xx3kkICWs52xgVPGcQ7oGej41Z0zYZjhXfJHscxTJRh0sXw0KXQs4HCpIUkQy7cuoxW1FGzaYRkHyS7neNSvGTkPJtnzKAkdx651fFmnmpfxM7RVt4ZB4n6NU4dF2VsxEPJsEgVDNKFEnppFJd+kDHGmzSJu2mQD+IvZYmMlpBLKr8f86/c09fIQKrAu6EmoBLxaWztcwi5EbfCTzQ/rYmj+/BbLoPZeVWML/ybIyhT3I4D0ORLMBbejJzogP43oX+LIxYc3OY4R512yOGmlMP+w8UYfVv4cc3PQXYRtYYpt0YoN4ZoTxjcFp9HTnCDbbFQ2sRXlaeYhuMaZ9oC24UWdnhOZCAyl08O/hS1lODL/l/yb8atVFlDbLpoJROqg1QGPpwA/DjeHbZuMXzvNkodKaSwC7XaC4qIIIkIsgCiQKkjhd5/tDi2ryzGOnUr/cIQeaFATjzUpAIe00Wr3kiZ7kcxZWRbRrYlFFvGZWn4ZC8hn5eQlCWU38+wBZvxkrSK2CEZucVPfW0jpyZnofdk0Aez6IM57LcVFkEWwbBQT6riIa/BqgNDRLxe1nfESORKtFbLXDQryLRGkSde+j2vpLdS9CRAgMZAI1dNvopzx56LS3bWPbZlUchlyaeS5FJJsvE4ew5sYktmF7Pmnk2yo4c1K55EVlTEnIFqiKi6yDj3VJq18TREp4BpU3ntDKSg5riZPfll5/nQOO+Io5bqJbd1mNhDu0ES8M2pIbio8V3jIEasQLE9gZnRMZNFsmv7IaiTXvAKQtCktvbT+H1tR+6lbTtxXcsCGyRFQbd0Njz3EsLaFM0N4yn/1ATWxtdx28bb2B3bzQQpwMH2c5lcNY/7z1GwN9zHBR2XENM1rpo3ljtf2o8kivzhCycyodpxeS3oJrcu38NV88ZSE3JT0E2+8Lv1vH5glHs+N5sFyg74wxK4+G5H+H3P2dCzzjnG67bRd0cP2FDzgzkIokAyp3P9TTdzu9BH2rwcgNCFzST+fAAE0MRtFM1qOkUb5aI6TjzxxCMXaftS4g+vJ22ee9gdVbtqEtHW8Pt+71/ZO8zN923kxgo36xLrOac0HRcKEiKPq+tpmDWO+afMOVp09YeLoXcDfGW14wL6HiiaRb67+rs83/k806LT+NnpP6PC8z4uwPec5QhHs8OOmN42HcezL7907JzkLcfJzy2jt2w2ewfTnNEaxXzkM7zUs5KUKwhmEdssYWMj2HBSoUCdYbLWpfG0z8tul5sxTWdzxeQraS1rxS0f7SD1g5XX82z/msO79NvwiYlfY+nL4+iO5Y85/DObfdxW9zTfLOisTa3CRGeqMYb2/q/Sn3G269dkDMs+XHRJlUVu/cQ0guF9fOOVb+CW3fxgzg9QJZWtw1vZOrKVbcPbSJVS1PnquGz8ZUyKTOKxPY/xXMdz73tvJ5ZPRBZltg5vRUZkZWcXw+OvprX9D1BKw7RPwRnfOeJGB07xgpsbwSw6TpUtH36NDU6feHJzL9PqQkyo9v8/eyat7lnNNSuvYWL5RE6vP53p0emcUHXCR95/b6aXpfuW0p3qpjfTS0+mh1ghdtR7FN2J+RiyTVUhwFmVpzEqZ9hbOEhHrgvTfluhSUHirMiphDxhRl7eSN0eaLv6cgRVImPnSds5MmaGzkIfL/evwrIt7jjjDmZUzOAPO/+AIAhE3VEqPZVEPVEqPBWUaWWIgohlmgiiU4xo5ysrWXn/r48p3vB21IyfyKKvXkdZ9fu4h70D+lCOwTs2IfkUKq6Zge0R2RPbQ1e6i+5095GW6mYoP0TUHeWec+5hWfsy7t52N5IgMS06jUpvJWVaGSFXiDKtjLArTHNvFdbLI+y09vF4xQredO1iScsSrp15Lfduu5dHdj+CKql8aeqX+MyEzxx+Rr0dmVKGtf1r2TG6g52jO9k5upNE8UguXZM0vnnCN+lIdfDAzge488w7mV83/0Of/3Ecx0fBcSHUcRzHcRzHcRzH/xKM3H03wz/9GZ45J6M2NiKqGoKmIWgqWlPTcRHUcRzHX4m35s3Hg9v/MxB78EEGf3QT7unTCSxeTNkVnznm3pa6ukg8/gSJJ5cedhkKfvwSqr7//aMIx8fhwLZthm65ldzatQTOW4za3AyWjehxI3q9iF4foteL5PMier0fvMH/z8hv2073l7+Ma8IEvPPn45s/D7W5+X/1GFDKGyBw2I3po8KybA5sGmLDMx3E+rIEK9w0TC5n+yu9WMaR2IQnoJLPONWQAfxhFxWNASobAwSjbgbak3TvjjHSnaGqKciFN0xH/qgVrtpXwfLvwuB2AIY0Ly9oAms9PmZO+iSb9j/NgtE+FmbzeGwLXCEnKZ4ZglSfE5w+DMFJQngrnErf7tAh8vXoIYLdoSYpTgK3vAXaznOS4u96nQxyuQOk0zsZGX2JoaFnEWyTcd029R0xjMhYpHHnIbhCIKsgac62JdWpdicpMLDdqUZaSJL3Bxg8YQFZr4xLqzokYnHa4ODTHOy4AwHpsOORljeZuz5Of5VGe6OXkuKQaSTJi1gsMnlXglDawoo0IVbPpODz0RtfTlqII5s2suRDDjQhl09ADY3Hl9Xxh2Yg1c/Ftm1SqS20t99GLP7qUectih4sM4daMpmyK83o2Ca8fR1UDR8hNGZ8KgMRmaGoRt4tIUk+Iv6TqE248fd1kChzMSIPM379dgQtCK3nONVXm04HT/iQo9ZrCIJEWdlcDCNJNrufQGDqYXcn0yxSKg1SLA4Re2IfPiZS8YVp5PO97Nz1dRKJdahqFJ+3lWzuwFEiLEGQABHb1vF4xjF58u0kk5sYHHyaRGIDXu9YvJ4WvF6nqVolhp5keHg5g0PLsKwSodBJhMvm4PNNwOWqRtOqUJSw46CR2sbOXd9AVcoZ23A9O1/9HgX/0QQTqRjEExuPK96GbfgRpw+x2jWZR9JNzFaWs9B6BAuBPmrpovFQa6CLBtJCEBmb01SRM7RtzHLvBL3vkBtA/yHh2NGo076A56l5RK6cjHt8GNu2SSY3kkpvo1QcplgaolQaOSR+GUbXY4BATfUnUNUIuXzHUcInTauirOxkykInY5o5enofIJdrJ1K+gEHTTXemn0ZjEwDhsnnU1H6SaORMRFFl6WCcq3d2clZ5gLPLA3ysInSsEONviGQxyRv9b1A0i2T1LIli4kgrJCiYBcdhYWSE0/7SyeR2k7IsWKpTHY78IXGn14tr4kQEj5vSwQ70nh6HyAZIZWVU/+u/4D/jjKP23f7mMM/etY0Lb5hB3fhjq02bts2jAzFuOThAKpHkqr52LogGCZ1wAovbRxjRDQTglJCPUd3g41Vh/m7M+yRHgXh8HanUZjTpJFSlFo/fg+pyI75NDOzc/y0M9m3AE9BIp7YxMPgUtl1CFDVUtQJNi6KqFQSD06mp/jiK8iGqZb8DqYLOdQ9v5qU9juAv4FVI+WVIliBv0hD2UB12s6U/RS6vI1jgViUm1wQINwVxazKBoo2Z1RmI5egfTnBhKc6ZxQgJxWBVQSItmcyzFNrso6vyFxWdrKeAWPQSKoikJfBYEPNI/K5MIBbLEbKhTJAII1CGQNAWCFngM2FUshnUBNRKL42ihNmTIadbxCyTuGGRwiKJTQqbODZbRYuRVj/fPL2FT9WU82xPN8GN93D63j8Q1FOsLDuR2xo+y/rgFKJikl+2jaFcyvKXA3/h2YPPHk5IiYJIxBUh6ok6yTx3xeGknl/1Y1gGIS1Ek6eBcm8UWTlCknz24LN885VvUqj6Dml1IpoocEFgFCW5nNXdKwgrYdoCbUwJT2F6xXRaI60E/AEEQaC9vZ3Ozk7mzJmDy+VyxFAPXQq5GMmZ9zP6hh+1YJKVYOvHG5k1vgLhnp3Qm8YC8ibsEgWqZ0QZN6eGioZ3JHaX3eCQysYthAtuJ+WpRBEE7GKB/v7+o1os5iRTXS4XF1xwAd/f38uaQAUuy6RGFhkb8DLW56Fk2fy+b5Q5IS+3tNRx65928tyOAc6aUMn5U6t54+Aoy7b2ky4YVAY0Pjathgq/iz9u7KYrlsM3q4KkZGOvHeKUBh8n1rlZ3ZFjY08W3bJxKSIXTK3hS6c20VrpEEtNy+bN7gSbu+I0lHuZVhekInB00tEwLf40FEd9fBUze6OM7n+AXaVhqlMJKgb6UVtm4JlxOaYeguwm0i/chffSJaxVm5ibGX+oxLCIOquczOg6Cvf+ClIpck1NeA8cYP2EqQwvmsdl4ysY2OJhNKJRePJ+ymMj+BMx1Le55sj1J6O2nEN+7c+Rpjfiq99LMech/1IK0yhiVmhIVTVo5bV4XHOxacQSbsUtb8cvFVBQiJW+TtE6Ol8lkAcEbBu88l1sEeI8nf0iX1OrkYQj43neypC1U+RIUySPTw+gCi46RrfRJVdwcnQs1UKIYuggdsZAzVciKoHDn7exERDwnFBJ2cVOxd73m+Pbpk3x4CB93/oWkl+h/td3/k3Wg7ZtY8YKFA+mEFQR95TI+x6HaZqMdnYRHdv4odckIyWDfz7QS0I3+d2UsfT2/J69+374vp+ZPPkXRKPn8shAjNs7BukqlJjkc3F5dTl6PI7v+edoeP453H39vFQ3k0dbzySu+bimZxXnbnsBMRjEd8pctNbxBM4/7yixHEDWNMmZFlH13cnYtq4z+vrrbH7yKaIvPk+8YRz1S85HWPo4nakSL9VMpjB7KnbzFCy3i6Qi0CtY7LV1ciL4DNB3xxH68tiKiD4xREVFjLOF5eQNjYFUDaPpGhIJH6kkGIaAcGgtIgrw/fMncsXJDcjSkedbLNPDawNbSRoGn2pdDFjs3XcTg4PLMIwkgiDj801AkYPIsh9J8lLKWSQzazHtIShVYSs96FmNCu/fM2bc2XiCITSP5yg3FNs2GRh8inxmlL0vjrDn1TewyHPyFdMI1JXIF7op5HsplgaPumaS5KOh4f/gcY8hnd5Ob9/Dh+dtgiBh2xZviextCzjElbcMwRHD6RLZAS/FlISekSmlFYopBSOvYOoioTEGLQtclIRdCJbF/NdjGIqAotvIpo0uCYxGXMRqqsjWNKFqUTS1goZig1Pc4MSvQLAW29JJtz9JaddjSN0bUfMFpOpZKCdeR7FmHJmizvY+A1Eux6PKhDwKfq2ISxjB1PspFPocEbwcJKSNQ/E3ouBCefMxiB10nBBCY7BDY8h7asmpYRRZRjeKDPb9jsToHykUephX9S9ofbvBMhySs6WDqcOuv0AxA4t+jPXqT/ll2XxuHvNFTEGmWhWpVCzKpRLlYoEyMU195s+MLa44fB+e7v0OL+7zMql8NxFPDkUJ4NGC+NxBgp4w5YEwLYUDTHvpRhLV92F6VxHu+DXyDVux5DCl7jSlzhTFrjSlrhSiRyF82Xi0Pbegr/slW8OteLQ+DI/NUNgNikWh5GXEWkC06lIawmMJvHk32s5f8cuAiw2BcrrtY12Bj3zhBCqUSXhLUZq0vVT629lYCLInVyAg2bR5A0wNN3NC9clMqjqduOXmH175BslikmVLlr0rOeadyOpZPvGXixnJDWDaJjYw22NSrVikLYG0eahZkDJFsraKbukfuF1RELFsi8ZAI0vGLeGUmlPYObqTG9fcyLIly2gINGCM5kmt7Ca3eRBBEpHCLoyRPNrYIP4z6nE1hzDicfS+PrJr1zK4dCnCgXbHxVhRQNfZMKONi37+awLR958n/7XIlQzuWLGPZ7cN0FrpI+LT6EsWkEWBoFsh6FYIHHo9rTVKS8XRIoxCLs2f7/4hOgpWwynUts5kan2YqP/oZ1QuleS+675MPHwyU5Tp1CLiRcADyO8gwucoUKfcjnX6zYjlFc6zSfovUPwnH4ctj8LWR514i5EHveC8Wm8j05e3OC4+TafDyF7n/a6QIy56q0VaoWe9Iy4wdciNYnWu5U+xFv5QXIBfKDBe7mZq8AA1viHUcJqhOoWyuE5X7/k8VZzLWG+C8Z526oUuWoJVROpmQc10p4q+fOj6Wxb89jyHvPrVNY7g6XcXgP4upLnq6Y6rycbfOuPZzCscp27vh6/K/bfEUEc7D3zneibOX8Ciq6//wPcPx1MIv/8YZaldmN5KpGKSg9XnwvAe4mIZA1INvVINPVTRI1RQNbSF1o6XiBddSIpK08wTSDXP4YleBZcsEfFrRHyOeKIq4GJsfAfrH38Qf3mUsuoavGVhvKEwbr+fUj5PPpOikE6TT6co5rJ4gmVUNI5l6lmL/jrXMT0Pe551BDAHXnIIrJLqEMrHLXRiTeGPIOwrZmDrI47I6s0HHdLxSV+Fs3/oxPX+I7AsGNgKm36PsfcF5FQXb1htjBN6CJBjF41sESawQ57IHmUihreCT55YwbzxbsYE6+G1O+CFG4l7m7jX8wUG4llc+X7qhBFqhWGahAHaxC5AIGdcSD56JXjLMC0bQzcx0yWk7DAeczMu8U0UsZOcOZ+CdSJic5zIBBvRzDuk9NCY9zwNO9FN7uErsUQFdeK5WK/9Endh8Jj3Fd0ViEvuQmk9Qha2bZtHb7qG3u0duIIi5c0y4WaZUJ3AmjvTuMIGl/7gJl7uqOGW5XvoTxY4obGMr7fFOHH99Qh6AS7+DbQtftsB2dC9Du47h021n6HJ7ibUt8pxG556Gcz4tDOeZEew71sE+TiCrDlFodrOgwXfd8aZdXfDgRVOXHjCBdimjrB7GfirId2P5a1AyMcRLB3O+5mzzZ4N0LvRaYkjIiZkNxh5Omtd7G8+VpTnMlU8lg9vSSOtd5IIqaRLXrYnziIYmI5f6adSfAJVGCVrj2fQupwMJyIIAmMjXs5u81HIbXfcqlNvks3spVgaxraPfi6/PYZc6T+F8dPvQJZDZIrOWPx29uHW7iS/WLmPvG7ysWk1SKLAtt4kK3YNkc/ryKJIeUCjIqBRGdBYuDvLVENg5/wA5+VuB3eY7Jgz+D/roqzeP0rQrRweGyI+lWtSP6Vt8GmYcil27CB2/5uIls4NpavpCJyDDwFZt1BNG9W0CWgyC0+qZ2Z1gGRvBn+dH29zkKF9r1GM91I26UyC5W8TAPRugnvOPOQ0a8Np34Izvvue3+PjcGDbNhhvCXQ5/PrWGtYqGMT/uJf8jlHKLm3FM6PiXde3tm1T6kyhD+Uo5Qv8pPQrnu57FgCP6MYtuHCjotkqLkshTY5ehjCxjtnWR8GE4Alcf+IX0SQNRVSQckDMYPmBDTyTeJminCdnlSgKAwhiCXQ/om2BnMMS39YDbBhrVbJoxhKmVkxjTvUcpI/oEGLbNmv++BD5VJJIfQOR+gbK68fQtX0Ly26/mcuu+xeE5zIo1T4in5uI6Hn3Z55VMBj46UYkv4Ja6ye7fgBXW5jQJ5vIDO/F6CpidQkYnQbWO0SK6bp19Lfei+z2Ypp5LCt/aI1pwzHXWiAaPYexjX+HzzeR+JptZJfFwaPjWRwiNGM6zxx8ll9sup3+3BBGppUZiVqMTB23Turki8OXsncwQ33YzQNfOImG8vfOI7/22mukMll+vktjOKPz4g3zCN07F9sbYfSCPxD+9VSK0cm4BzbAkl8z8uYUbMMi+vm2w4LWRbc+z9LMl+gv3kvCk2Nm5BYGuq7BtKspk++gKE0hVTyVB1yvcs7CMzlxzlxn5y/8gMGV9Wy0m5lWE8Tuy1L9jych+d7/mW5aNqf+2wvMLa0nbytYpYl8lyDrhBTlV0zjtIl1zhxk1c2O26MWgN+dD+fc5MwT3weP7XmMH639PnPBfgAAIABJREFUEV+b/jW+MOULh4tHvCfW/MJxpoxOgM8/7eRJyxocgfA78fz34Y270L/RwVk/X0dnLMeN50/kqlkhePrrkB5w5uOm7sxz9RxExjvufVsfBWy48jlomMPWngTxnH6Yc2MDsihwQmMZPUMbKD74cXylPPWfe4ZrVius3DXENWe2UBVwEfaqrNg1yENvdGPaNhdNr+FPb/aBmEctfwUt8hJ6eiJGagqyZFIZVKkKKkQDMhGfTMBrMZDrYXnHcsaXjeeXZ/7yGLGYbdsM5gaJuqOH+6tt2zzf+TymZTIlMgXd1kkWkyQKTh5oKDfEqp5VdKW7uLT1Uu7edjffH4lxaTrjOHYuuhkqj3bmypQyvNzzMg1r7mLcaDeuazYf5cT5XxF7YntYum8pS/ctpTHYyP0L7//Ijj8HN29guKuD2rZJ1LS2HTP25/Qc3eluHrzznxkliX/6OFTNhRXP8kpiLXFXAUUXiCQ1onGNioRGOOX0Z8kS0HTnnkmyjGkYx+wfAEFg6uWXEJ0+if0P/IVMbJT6SVOoHNuCL1xOcmiAWF8v8b4eYv29pIaGsG0LUZLxhctJDQ9S2zaJ2ecvobK5BQEByzQxTQPLMOjft4eX/3APRqnEzMUXcsLHLvnAwhK2ZTP8m63oAzlsw0RrDBK+tBXRr77r8zFv5JEFGUVSsGyLNX1raAu3HePopA/lSL3YSX7rCGpjAO9J1SSfOkDMl6Hty6chHxqzOpId3LbxNlZ2r6TSU8mScUuYHp1OrBBjJD9Ce7Kd5R3LD++3OdTMxPKJTCqfRFOoCQHBcfHyVmEkiux8cS2Tzz/lsNv5cRzH3xrHhVDHcRzHcRzHcRz/g2FbFiP//ivSy5dT3LePwOLF1NzyEwTpI5KCj+M4juM98eof99G1Y5TFX51KqPLdq4CaukV/e5JMrMD4k6o+dBXnD4JeNBFFAUn5rx0E+e8CW9fZv3AhSmUVDQ89+IEkMtu2MRMJrGwWpbb2f7UQ5jj+92K0N8Nffv4mxZxB45QIM84ZQ2Vj4IM/iBPE279piPXLDhIfyFFW5WH24kZaZlciigKx/iw9u+O4/Qq5ZInh7jT+sIvKxgAVjQE8gXdPIBQyOrImfqAIKlPKMJgbpCnYREFPsHfjb5j84i0kXQEe8Wo8p9gUQvVc3HoJS1qWUOmt5Ml9T3LjmhuZF5nGnbWLKe55DGt0L7qmUnKpFDSJoipiCDqeeBxfQSQo1yEXcti5UUyXB1NzORX9bRBtGywLQc8jJvtAUhGu2wa+KFgW2YHVDO+/n0K2nWKuG0wd0QZJ0AhVLqCyvROp8w3MWVeQPeVKbEnkLQbjEY+TI79nMnsZHl5OMrWZUskRcqpqBbo+esh15b3h846nccRFxfoVCIClutEDEYo+P1psADWbxph6Mb3mVoaUIdJeAcEGv1iJqbkx7AKGkcI0jxCmJclDNHIOllVkNLYa29apr/s8/sBkPJ4mPO5GJMlFOr2LNzd+ipKVIhpdhKGnMLpXIZsCEbOSyEASz6gjPLKqJiFE2hD2POckWLxRh0wC2OXNlD79ILoqousJdD1OSY9hWzqaqwpZchxoZMVxheru/i3Z7F5UNeo4GGkVqGoF6Ze7KNV0U/IPUCz2IYpuWsf9I1VVSxAPJZN0PUU2u5dMdi+FQh+2baDrcfr7H2f2rMcZHllBZ+evqKq8EMPMks3uI5/v5u2JQknyUFV1MfV1V+D1trzv/XmrijlAYsV+BjY/hzhJxzulhlDZichSHX8aiPPv/SPsKZTw6jZZRaCiYDHkEvGJFllLPExMcIkC4z0qE30ak5M2Jz/TT7B0iAzsV/BMqyBwdgOiJmEYafKFXoqFPvL5HoQBL+LyWqSgRsXXpn+o56Oup2g/eDu9vQ9g2zYuVzWh0AmUhU6mrOwkXK76o7ZjWSX2H/x3Xt1/L03+aiLB6ew1/GTFCH53NS7ZhVty45JdjOZHubd9Hfv1MEPqCWiyh8uqwnyvuYaA/LdbF9m2zfLBLv519dXEc11H/c+r+CjTQoS0EC7ZhVY0+cwvdhMcyrF95iyea53J6uknUNBcNA72Mq2rgwld7bR0HMBt6BgNjTS2tVLR2oI6tolcbR3Prx0mOZCgVExRKqUpFjPIwxqeXJAv/HQeHu1IdfDRksHqeJrbOgfZky0wM+DhxuYaTg4dSUptTGb5ycEBrm+sZE7ob1DR+gNgGGls20aW/+OVCYdSBV7dP8Ity/cwmCpwYmMYryazriNGumDgj7gZrXMzu6WczmKJpGFyVW2Uz1cFoWM/I5vbCezxoJouBESEd4TFMxW7MYsufKk6JFsmjoE1v5y2KY2Y8SJmooARL2LGCwhumVhQ4bXOGGnd5N6JboYlG9uGsCKjiQKqKKCKIprg/OyWRGYFvJwTCTAzcGwy3zQtdsWyvN6XYMtgmr5UgbOmVrHd0Fk6GGdi5gCPbf17InqCLdWnsnf2tdQ1z2Gy18VNG+7kmb33HN6WKqqcMeYMPtb8MSaWT6RMK/tAwsXWFc+x8r67sCwLbziCEgiRcHvZ5/GxOvoEojyBU41FVPh7+VPmIURbpCpdRUksMeoapSQ5wlXFVJjIRC5ruIxNr27Ctm18Ph8XXngh48aNcxLkD38S+rdgnv4ThhNn8Ih1gMa+uzjoruVgcBHfWBfEwKawoIHxZ9UjvhsBd/cz8Mjl2CdfzSOxKWzJ6/x+7FQsQUAxdFx6CbdexG9bRFSFMW6VS7wyuzdt5CU0Vo2fwSUugTvnTDtm008MxPj6nm5s4FuNVRT3Jfn9653EsiXcisS5k6u4eGYdc5rLkUQB3bL5zYEBfvboNsxDDihRzeA5/o5ywREjZG2NddYEnrdm8aR1KgVbYXxEoyoc4M3uBMn80QSz6qCLqXVBWip8vH5glE1dCWRRYFG1l2/3ivQbvfiW/RNKQyOh879AoS+CaKfQ1F3kS6fQlX6CF8oDfEofhw8XFeq3iFufpaAvQFAlfHMryW18nMRDD+D9xCWYs0Ui63aTLn0aiyBFMUbdjeehHUpaWvk8xsgIr27rZMyrJi5LJGF1EuYm3Mq5WHYEy3ZjUIdpVwJv3bMCG6WXWJ4tUDPYhdsqYEoKdQ0VNPgqKIkCKUzSehEznaaqmGKadwGG3UbBTOGSAiTFGMq0ANXjJmAnSxhDefThHMZQHrtkIoVdCIqIMejMPUw1RWraZnY1mkQ9YWo9EbwbkhSf2Iw5VED0VWIbBSq/fgnrpszg2l1dTPW7+WxNOY1ujXJFJqzIyKKAresYIyP0Xn8DhZ07sXWdwOJzqbn11mNcYW3TxEylkMs+usDz3RDXDTalcmxMZRl5/Q3m//Y3tHQdpLt1AsLnPkfRH6C+t4vovj14TjwR66yzOWDCvlyBA7ki+3MF3khkSRqO+OA3kxq5IBokldpCqRRDt0EVZURRQhAUBFFi9+4fsqUY4i+eb7MxXWS638PfN1Qwd/8uEo8+RmbFCmxdxzV5MqGPX4LnpJMYXr2Gb3d7eTWtMLNCo7VzO7MPbqJt30YkAVzz5+G78GJc8+ejuDQ0ScCMxbDyeaxcDrtQQNA0jKEhUsuXk3lxBe2Wi4cnLmR11WQswbnOlb4cQxlHeOGSi1i2QNE8WoghHJa5WZzYlqdnJEDviImoChiqhJAxDs+cRR+4AyXGBv0sbBrLJ6fX8Z2l23hx1yA+TWZafZCaoJuqoMtpAReWDS/vGWJ8lZ/PzmnEsgxSqTcZHn6R0aEN5LMj6HoSy84jKgZmSaJzRS3Zfg9tZ7ah1D2HqOTJDrspxjVsQBRFJFlGlGXc5Rlkn+PqYOkCguBFlIvY6GhaFW53A5pWhSR5EQSRUmmEZHIzpXcIo0TRg2U5/UGSfI7oWJAwTQtR8pMtmpT0EdxiDEH4cERBVa2gtuYyohWLkF+4CW3PKvTmudgTzkcetxhJDR/znD8wnGFTZxzdtNFkkeqgi+qQm6qAC7cqUdBNXm8f5eBwlq5Yjic29pAuGghKDEHQsUoVvOVW4FElyjwqQbfCmLCH1io/w+kivYm844apW8RzJRJ5nWROp2Qee15nthT5VNM3aGm5kYYxnzv2JDNDcP9ix03jiy/wyIFXuL0rxiX2g8xg0zHOkppWR3n5fLKZPaQzOzDNIh9mqhPt15H7xtOc2YQmGAzMuI6qC48WKNqWjY1N+75/Y3j/veRcwmHjBslwEUoZ1PeOEo7rTjGGykmQ6qOzlOArYxoZtU3mZtOMa16EWj0NTdJwSS40WUMVNVbujPN6z1aS8hoE5YhDpFsQOLusjUU14/Gwj3RmF6bpuLKWl5+GXvlVrlp+FTfMuoGrJl/1vudpWAbfXv1tnu9YztVRi2m1F7PqgMyWHonrz5lFa1UtLq0MRQmRyadYvWYRebuKmoBBrjhE6/gfs2nfz+jRBSK1X0S3dKeZOiWrREuohQW1c4jHVpJObWdAqOFrr/+CO864gwVjFhw+Dn0kT/rlbqyMjlSmkd8+ipUpUXHtTMd94G2I79vLhn/9IdLO3ST9Hk785V3Utk1856n9h2BaNq/uH+GFnQM8v2OQoXSR+eMi9MbzpAoG1UEXlm2TzOsk8zrpgkPgqpFTLK36LcUxp9M59jJOUQ8w8thDkJsHgCL0ogsjHAT2KGEGq9vwjZtBZdCLLID+0n5mDYlIQhqE7ei+EKVgJUlXOTHZT2JwmEz/IBdXP0hE64Vr3/zPJ+PlYtC5xnE8yQ4faiNHfi6mnQIy7jLY+WdH9FQzA6JtILucQjOy5ogDFJdDwOx8HTpfcwiYAA2nOAT2wR1QTB69f9UHqtd5HXMy1piTOCDvIJ7dSrbQhfU2IWF1cAFtk25BdH1EN/BCCtL9R9xmihnnvGzTUaZajisuoYZjnWD+Sti2jW7aGJaFbthYtk3IoxwzRh8cyfL8jgEKujNevv3fLj1J48Zf0rO7i/Bl36NU2UrBMDFMG9OyQc+hFmMoxRhq4gCzO+6mUejnmtLX2GI386j6IwJk6bEqCEl5oowiciwn6Y+FU/iBfSWyO4CvMMA3Ai+SVqNsMhpZkx/DUNEhNs5qKOO3V56A3/W3cWz+SDBK0PW6I5zbuxxGHecYgvVOHEpSnPt42jcd56h3w5P/B7Y87LgKjTkZzv4R1L2tOFIh6YhuOtfAwDYIVDtuUVM+Dtr7EydT+RId936OqSPPYNkCf7HmsnH6TbQFdZo7HqE6uZnyzE5GJJMeRWa1K8Jjfg1DNPl8sp5/iK/mKfNk/kH/KmMrw0ysCdBS4aM56qWlwseYsBc5E2f439dju6NUXjPj3Z1UdRMzrWOmS5ipEpJXQWsKfuDltW0bXY8hihqy/Lb4RCHlXHfND+4weMLOWHCIvG4YWXr7HqZQ6CGf72Z4YBXpg2NJdrlJdFpYhtOlLBPqT+ujvC3NpEk/IxRezINvdPHbNQfpjuVZPMbkp/atuIe3wOnfgZO/6tyvfS9gSyoJU2Nu7laKqHwiuJMrtNeYmH4N0Tagejp6qYA12o6CjnXS1cgLf+Qc/yEnKcNbyc7qS3iC0+jK7CIi7+Hz+Z1UFns5UCfQ7i2jer/IacndR88zfNUQrHXGOj3rOCDZFt2VQXaPUxk9WI/c48bryuL159C8BQSPjuE2KLotLF3hkY7zqa29nO+eNxP10D2zrCL9/Uvp6LyLQqEHt3sMLq2Gkj5KNruft+wpvd4W/L6JaIcKNLm0ysOu3apaTqHQT1//H+nsvAtZDhCJLMDvm4iihJDlwCFHdv+h4k7Hfg900yJTMI4ZmxKjeXpu20DGsOi5qJGaiJd//NN2ymNFvlgVxrBtsoZJtmSSLpkcyKf5cuhnjDP20m/UM2C0kmc2jcJMZP1DimEkASXqQanyIEc9yBVulKgHudyNoIiw9TFHIBCsd0Rwrg+XD/l/hXy+l/0HbiaT2YUs+ZBkH7LkRZJ9eD1N1NZ+BkX5aMdsmzaF3aMgi8ghDSmkIWofjsxsGxbD926ndDB5zP8El4QccaMP5MCw6JlXxeuazcUzaxkT9jCcLrK3Z5i1r29ky6524hRJNW3H67YR5RRdVicVsZm07Ib61BFRsf223mOINiOuACO+CobdEdKShmAXkOwsqpBGkbJ4feDxy5QKMDwYoVdsxRRUykpJrPAuzOqVCOK7C/PtUhjRKAPLZpwcpCw2RIw0ZVXVeE0Nj67gKkm4iiJTGmax+BNfPiZu8GFh2ya5XAf5fBeaVoHPNwHh0Nq4VMjzqy9+milnLeTkmRcTe3g3olchdF4T7unRo0RnxfYk2XUDFPbEqLh6Omq9n+RrB0g/1YcllhAtJ/dmyhly4T3kwrvIle1C9xwqPhWezLiW7xEITMMwkgwM/MnJNwlOfkpAPJyT0o0kfX1/xDQzSJIP08zhTrdSue0KtEwtmdpNCKemCdTM55GVv+He7D4EKY9ZqOZnvTnO+eyPeNWazKSaAOW+t4TlpjMPjLRC1WTaE+38dNVPcW1z4Tf8VNWP5U8HbWZG4WPmi5yceorHWczHeYYnOYfz5TUoU5ZgLbrDybndOQXm/B3Mu56v/3ELc3b8iA57MnOjCeaM3E9auYpUeiHV0RspzfsNI0+m2aEs53VJZranj3MnhhA7X6On+4c875a54ouzyG8fQTutikQiga7rJJNJRkdHD7d4PE5FRQVtbW08v/oNrGyccfMvQPFHeerJXcycW88NF0x05sSPfNpxvgPwVdEtS7x+zve4pO2T7xvXvXzZ5RTMAks/tvTDxd9zMVj1E5j7taNdit4Ndy8ASeWOhp9z2wv7Dv/56tOb+eaitnf9iFEqsef11aiDm4gEBEIL/4HbXtzHz1fsO+p9gm1RU+inddIE7vniPKRtj0LXWrZM/ycuvPM1rl3Qwt+fM56X9wxx4593MDQ8yuk1Ms8PKoeza2dNqGA4XcQOrOag/dB7noaAQKW3kpOqTmKJPpdUZw+ypjH7gos/vAPqB8C2bS7680WUFbL8dvyVMP1TvDNIYNkW1668llU9qwBQRIUpkSnkjTw9mR5ckgu/6sev+vGpPgJqgNayVuZUz2FSZNLf5DjfOtaudBf74vsQBRHbtjmQPIBbdnPmmDOp8dWQKWV4tuNZlu5dyvbR7SiiwlkNZ/HNE755jOjmg2CZJr/+6ufIJZ2ibVPOXMjZX/raMd/Xnl3befSfvs3ZX/oaU89adPjvpmWy++Cb+HUXRi5HIZOmkM1QyufRPB5kVUMvFRk8sI9dr75MRWMz8y7/LAIChl7C1EsYus6+N9awf/3raF4vpmFQ0zqB/r270YtHnC1lTaOsupZwdS3ByioUVaNULJDo76OqpZXZFyxBfJ/+mImNsvrh37HzlZUIokh1y3gEUUAvFNE8HjSvF83jQ/N6CUYraA7MJL2sg7JLnGJd8SecfiKoInK5GznqRo4caUrEjVWyKO6No1R7Ueud769t2ZR60hR2jJLfOYoxnAcRAmc34j+tDkEUKHamGL57K1pDgMhVUxCkI9d//cB6frP1N7zR/wb229ZuXsXLOQ3ncFHLRUyKTEKTNMysTm7TIKXuNMHFY5H8GumXukiv6sG2bSJXTMQ1/v1d8o7jOP5aHBdCHcdxHMdxHMdx/A9G7IEHGbzpJjwnnojv9NMJX/EZBOX/Q1LgOI7jfyhGezM8etM6bBtcPoXTLh9P45RyZPXIIjcxlGPpLRvJp50A6RlXtDHxlJr/0H7jA1m2ruxh99p+qpuDXHDthyMZ/3fHX+u+ZQwPM3rf/eQ2bECpqUEdMwZlTD1KZSVSeTlyeTlyOEzymWfo//Z3qLvrV/hPP/0/4QyO4zj+68I0LaS3kYnjA1me+sUWjJKJJ6A55Crb6Ye27cRoA+Uu+g8kkRWRsdOi7N84RCGr0zC5HEWT0Ivm4WaZNjXjQtSOD6FqMkNdKfauGyTWlyVc42X24kaaZ1Yg/o2Eoh+EvJHnK898mnHpLZzmgcaRDLX9BVKaxO1NEfzlE5ldfSqTK05AVcvAtonHXyeT3cvmwXVEVA2vnaZUGkaWQ6hqGZLkQZK8h149SKKbkdGXMYwkihI6LDx6L3hyBidvSFCcdSmuqVdiPXwZYiH1nu+3gXjYS+f0ScTN7mMqcb4XNK2acNkc/P5JRCJn4nbXY1kGpdLQYTFLqTSKICq4tGqC/pkM9bxAV/9d5PUuNKkMt+3DVQJXLo+WTCCZJskpZzCYX49hpAkGZhINn0ZV7SfQtKOr/VuWTqk0TCazm+GRFxkaegZZDhIKzWZs49fweMa+63EbRpqurvvo6r4X08zidjegyE7SXFaCKLaKkhxBGTmImorjrZyLd+JVKA0LyGz7NQM9jzAYKFHUhz7UdQJQlDDh8CnopfhhByNdj4Et4BIaCFZMxu0eQ03Npbjd9R+4vb50D7dtvIMTrJcpJ8Zy/w/ZLp7AaWV+ziwPMNUrUsx3UNJHkSUfljaW3w7kGeNSmVfmpzNfpKeoE9cN4rpJwjBI6CZlisS1Dc51/vNQghk+N1OLAkqll6xp8nB/jF91DdFb1GnzulgcCdLfkWCKpHBpNMSyZ/eyqtVLraLQmLNoLQg0FC1Ew8Y2nCqbWlOQwFkNGIkChZ2j5HeMIkfd+OfXYSSKmKN5jFgBY7SAldVRqr2ELxuPXOlhWfsyNg5u5CtTv0K1r/p9r5FpFhAEmYJZwqM4AnPDMjiQOMDOke3s6FxJbGQPrlQ/ryk2MUlCsyyCiAy9T/5YFmQM28Ale6itXMIG8VQqhDSfqmugxhvFJ0v4JRG/LNHo1oioxybyd8d2055op2gWD7eSWSLkCjGrcjY/2LGODQfvQzJHyUSuRpersUQ3tuhDFGQa3CqtXhez/R7O+efvYq5bx7/f8F3+1DKR6xuqCCkSedMiUzTIpUsU0iX0tEEvBm94LFRJ5CtuH/s3v079Hjdl+TIMQccUDSzBxBIsLBH2lb/BlrY91HirSGb3U1LqGKISG4mwp5Zrx5/OFQ3HVtb7qLBtm3gxTtj1t09cGKN5RL+KqL534iiXStK3Zxcvb+5g3Y40q1xVFAWR4CEZqKlJnNoa5YvzxzK9PsTDAzH+aX8vEUXh9pBEYeUrjG7tICiU0xyYTtHO053ejWkb2Fi4Q0HcFWGeV9bwmO8lp3qrDQ2JEFrapKe2iKQolKkhytQQ5a5yyt3lCHmDQipFk6cJITydXeGxBFWNK8tVasmDpVPKZkgND5Ad6SczOkwhk6L+1IupaJ0GiS6nqnjg/fsKgGXbPLB9PYueuZxVXpXEjE+ie6OUzBK6pdOb6WVF1wpm1ZzNy4UxLCgv47ZZFxHUjiUcFXM5enZtp2v7Fvr37wHbRpRkEvE42cE+8uVV9IUrEUoFPNk0ZclRNL3I2okx9o3J0Fwawz6ti1AxxLzBeSy21jGJveTQOOCrYmv0/7L33uF2VXX+/2u308s95/ZectN7IYGEGDDSlSIDIoKCI6CIfWDEMs58HUdHUbHg2IARHQSpUkILCAQI6fUmuTfJ7e2Ue3rb/fvHud4kJgHRcX7Pd355P8969kn22eeuvdbaa6/yeb/fzWxXdLZq3Yi2yDXSNVy++nKeffZZYrEYV111FTNmzAAtD4/eCAeeKqs3H3wO0zQRjSIF0UHX8peY216Hb8ZJ2t3QZnjgavDVcXjtL/nV/Q/yxOnnUBBl1mhZbH8Aze2hKCskTZsJ3WBc1WlzO1jqd/NwNM1Sh8Dvz1iAfJIxyUhJ4x97hlk/kWHd0unM9bjYM5xmdn0A71FBQDnD5Iaufv6QyLLQ7eQ83Ubfs4Fzxn/OknnzYMb5ZSdJQysfSxkS3a/z+Iif562lpAiySDjESlcfK0J5Bp0z2GV3sFutY3fGS39WYGatj7Wza9FNi/s2DvBbXaASD45pwyjFMKUxL6K4n5elELF4mPcF87gEAcH9AmbhCvYbo7zmEljGf3KuOEjGuA7VWoHoE/GtqsXa9iSFeDsWlYwqRdyuPkLZOfQ35znzk+djqQZmSsVMa6Sf70EfTuOXniRrXolAARMXSbmI18yQlrL0emFrVZhXaxuJKBLv369TdyhPVhFIeYq4J/pxlbrxq70nLPuS009teAG1yiK89RWc/ekVJw64tG3sooHgLteHeiiFYdk84bP43mCE4dKRMZNPEqlzyMxPxjlvehuzP/ExkrLC5f/wdTp8btKGSVQzCGVSzDvcw/zD3Sw63E3HYB+SVVazbvzhD9AHBoje8V08y5dTdfPN6JFxcnu7KO7di3HgABSLeK65huZ/vA3xHazL2bbNqz+4i02eAL+bv5QJzaBo2TREx/n4Y/ezeucWclXVjKw9l5pnniKUORJYVnS5cZeKmKKIJiuYoogtitiShOB04m9qZKviwZZE5k5r575QLT0uH3Gvn0hNDS6HA68k4ZVEsrpKVLVoKMa4RlrPhT1J5OfH0A73IgWDBC65mIrLL8c1c+Yx+TdMi/94+TAvHoiybzSDZlpIQrn/OjowzWWb3L7vUZYf3HTCcjhc28pvl5zL686ZOKUSqxs3M6OukpLpYddwgfZKm1vOvZSgK0M6tYNYZoyhiRTDySJjGYus5qLG72XVzDm8e/E16KbNU7tHef1wnJF0icXNFaxoC7O4JYTfaWNZKrJ8JODFtGye6xpnw8E4+0bTjGdKxLIq1p9so7oUka1fOQefU8a2bZ6689/pebPsdlrZ1ELT7Lk0zp6HP1TJwN5dBKoqaV8xHVn0sH/PneTyO9CtKEzOucpzLxtLdRDbU4fH00TnWQEUl4wk+xEEkXR6J8ViP5oWm8qHIDgIh04nWHEa+fxhstk9FItDODzLiGhLOZiay/5YkN54jpFk8Zj7qPY7ke0RFlTtYiDTzGiuDrdcwiMX8SiFqc9upUi0UEXCXEZndYgZdX5m1vqp8jkp6SYlw6SkWxR1k0i6xI6hJPGsRk41GElH8HLoAAAgAElEQVQVT9rmKzwKmmFR0MoiDZIosGJ2gqLvGQ5ldpfz6Gyi07eKRnkFot5ANl9gXvRJzGyEQwUPIYdJlVsgJtdjSG4a5Cy1YppKIU2FlaLkbWJT+ydRZImCZvLrjf18ct5XSGlVbEx+BVEUEAUQhfLRKUtckf0VayL3IdzWC+4Qqhph0+b3TgVpezzTCPjnEQwuIxZ/jnj8Rfy+uQQCC1DVKKn0Ngwjddz9mpZAyarA6Z6FrG+kszdP2qcw4XOxZJdK8LbuMqnjKOw//J+MDnydcFLjhfRqxuSz+fYHr0ZRyuSdfHqYAwefYv/IG+xPHWQfOn2CTtBZwV1n/ZB5T3y+HLD/sRehavpJ6yJRStCfGuTBTRM8vjWPOqmiPLPWzxVLG7hgtkk+9RBDQ/ey/LQn+cdNP2Z7dDtLapaQ1/MUjSJu2U29r54GbwN13jpqPbXc23Uv2yLbuDiokYu9h6f7LsKwbG49byafPPt48Yd71/+UFvE7GHaA7bkv05NoYXnta8xw3cWc2XdQU3MeknREmCqd3s7OXR/FMLIIgoOiqfHFEQ+fWfIZPjb/Yye9XzOvM/aNN/G/q4ng+cfPSW3LYt+GP+AJVtC+6MQuzn8J+uN5Hto2xCPbRhjPlPA4JFZOq+SmNdM4re3k42zTshlLFYj+7BIWlrYiAgVzJVnzagy7laxDpaohiB7NYRUkOKrPFUhxAAuLILORUJUuWqRvkTYgJKWQJlUBbHeY18cbSPnn8F7xd7D2a7D68ye/GcuC6L6yW4mWh0ADzLlk0mrOKhOOConJNAHFRFkh3tJhZAfE9pfPJfuZ8g4RxLLTire67ILkrS4TAAZeg1wMFlwBS68vuy69HQy1nDd3GGomgzNtuxxcGukq//2qGdB5zjFuPPH4S+zafQMVFcvx++ce5eY87S9ysf1bIacaFDUTzbQYSxUZSRUZShTY0p9kS39iql89Gu1VXtbMqKZ/Is9YqoRuWQTiu/iYvI4J20+33cIBq5keuwk3Gr9x/BszxWEAJrQAu7V3oQl+/EKOgJDFLZQQMZCEMlHvsLWMZOgcjHADVIuoqV1kNz1HMVl2ZHUoIi3NIZprPZAaJDqeoOms6Wwc+wNRZxWKcgZNhZfYJeuoApiAJQiYDi+a5Gf/0IUEfGdyekeYppCHzlofsUQGZ+9zTF/9d8xpqT3unv8Iw7R4Y3c34apq5jZVnnh+nOgrz0uqZ0PrGWWC3MmQ6IWe58tOX4VEmYCXGiiT+G74A1TPOP77P1oGy2+A8745RTBU0+NEnvoGvvFNhLI9CNiYSAzLzYTMBAE7w3ZXkH6lltOzExiCk4wUZkhqol9spk9o4rDdzILCm3xN+DkvhD7A+IJP0tACDx66i4JZQBIkRvOjRPKRY4IZz8oXiEsyB5wKlxbaqJvzHc6Z20xH9fFCKUa8SOLhHvIDCR45dzM5Z5F3t7ybM+rPQJGOH+tatsVIboREKUHIGaLB14AsyqQzuxgdeQDdSGEY2cmUQddTGEYGWfazeNGvCQTmn7zsAV1PMjL6OwYH70bXJ5DlIIIg09J8PS0tNyCKMrqmMty1h94dW4gN9DF6aA9LP2phCL3Mmf0t6usvx7RsHtgyyHee60YtFfht/YMsmlgHzgCWlmdTxUVohSz3ZJdz7iUfwilLPLt3jM19CaRSgkukN7jasYE2e4hPmZ/nHN7kMnkj0pX/ib3/CYTdD3KXcBXPuTtYUrebpXW78chHBKMMSyKiLSfktvCpm1i1OYnsrkL0VZfXCtTyOrEhOsiH5jBWsYSXrSTTmzewL38DDQ3XYNo2sazKeLpEJFMiklWJpEvEciWaQm6+cekCzpx+4iBly9KJRJ4gGnsOXU8hy36CgUUEgosJBhYeMz5+K2Sz++jr+yHJ1JYTjn8EwUFH+6cJBBYyPv4Y+mRdd0679bh15Knf7EmQvqeLB1H5ESrXOt3cqCkIkogglkk6WPbU66MbEyc2bchYkoAcdOLqCOJo9iO6ZUSXjOiWEVzl8Y2ZVhGUSULOSA61N4U+lkePFDBTRzlpCuBoC1B13dw/mwT03wHTLNLb9wMymd04lDCKI4SilJOuJ5mYeLXsbuzpQNPipNLlWMrKyndhmSUMM4dp5DHMHKXSCLIcpKbmAgL++dTUnDf1PtPVEhNDg8SG+okPDhAf7ENxuVl16YcorYvAmI4GqEARG68DvNUOHE1+vNOqcbVWIDol9LE8hZ1RSodSeJfVYiZVejaPMjC7goIIed2kYJjkDYuAabFaNWlpCtLTFuTGZzaiCmnAxCEbGBRBKiGIJQSpiCP0JoglbL0CpAJq9EKs1JIpoYy3Q0eVl7YqL7ppkcoWiWUKJEsmqnXk+irF5Ix6hTU1Fm0uncjwIL/piRBVVBBMBMFAEEwQDCoKFovGJ3BZOtWt7aQi48gOB5fd9k/UT5/5Fjl5a1iWhqpGKaljaGoEQVDQ9AkGB39JsXjEFU5RQoRCZxAOrSIcXsULd3+Pkr2TpRe+F2emGWXjdPTBHO65lSgNPkoHk2iDWbBsBEXEf1YzgbUtjA++QVf3x/HGZuMePRNHTQWeGRUozTYIJQwjh2HmUeQgerqSxo6zcHre4r34J9D1FNHYc2SzXShygObmj4IpEHt2M9ZmF6aSIzLrPoILWqncfJDnOxbzrYGHmJeezm/Ng3DzG0dIwIdehOe/Sk80jz9cR/2nnuVzj/896zNbkJCY75tPLBKjNdtKuNBES3WAGye+juUIIKsT3B6+imtT25gdNBA/sxOSA/CDBaB4sT+9nZ+s20F035tUCin+XngEr50tz89xIzbOwr7+Jca/swmroDNUtYtnUxO0CSNcbm4nrd3JI3Uyn/nsGQD88kffZniicExZBAIBKv0uKmSNvqRBKpMjFApx2srVrDxtCQDpok7AJSMMvgm/u7bseHrJj8vjkj0PcfO8M9mQH+TMmqV86+w7CZ6AlN+T7OHyJy7nttNu49o51x5zblPvBK2VXuqCb+/me1xdqip7/utfWTTwQx7mAm7XrkUxitwS6uOeeB0lycX6L11AQ+j48cMLP/8xu198FgBRkti28tO8NlyeA3XW+Jhe7aE63Y9j1wvY8SFGnXVUXfFpbn/fAnRN54KvP8qY4eTfZqTYtr+P3PgoVWYKp1FeYxiqXcRT3tO57axmPnr2bGRHeUwfLUQpGSVkUZ5KkiChiAqKpKCICrteWMf6X/4Eh9uNXlLpWHoal/zDV/7b4m9+uuun3LXzLr684su8PPwyAUeARl8j9d56Gn2N7Izt5Ke7fsqnF3+a9mA7u2K72B7djlf20hpoRbd0slp2KiXVJCO5EQDuPPtO1rasfZscnBiRfIS9E3vZGy+nrokuslr2pN9XRAUbG8My6Kzo5PLpl/PejvdS8U6FISbRv3sHj3zjq5xz46dIjAyx7enHWXnlh5h39jm4PD5kpxNBEHjiu//G0L493PiTe1Gcb99ubdvmlV/fzbanH5/6P1GSufS2r55wPm9ZJi/d81MGdu/kvZ/7IrXt07Ask3Q0Qj6RIFBTiz9c+ReTWI9GbKCP7o0bGOzajVvyUiM0U9TzZNUEmUKMTD5GldDImbXvxz0zTOV1cxEEAXUwgz6Sw4gXMeJF9HgRM1k63oQPQADvinps3aLUk8TKaiAKODuCuOdW4ppTiRw81jE6vy1C8qEevKfV4V/ThFTpOqb9j+fHGcmNUOWuospdhXdyDcq2bbTBLPlNYxR2x8CwQRIQPQpypQutP4N7QRXB89uRw++8zzmFU/hzcYoIdQqncAqncAqn8L8U2sAAvZdehmfZMpp//rP/X5AkTuEU/qfx1F27GD+c5r23LOSFe/eRiRVRnBJt8yuZtqSGxhkhHv/+DnLJEu/+8Gx2PD9IOl7kmv9zOo63sf3t2x1n67p+ilmNQKWLMy7rRC3q7HpxmMGuCSRZpKbNz9ihNOffNI9pi2ve8vf+X0dx925Gb70NbWAAweXCvWgRvjNX4V29GueMGSfs42zbJvlf9xO94w5sTcO9ZDFmLI42MgInsr6WJJydnbQ//tipPvMU/qbYP7GfRw8+ykfnfZR6Xz2qFsc0siclgPx3IpHcyNDQf6IoFVhqLZnxAJGDLqKHA6z5wGnMOqOeYlbj4X/fiq6atC+oojBJ5BQEEEShHMNi2mTiRWSHxLl/P5dAlRutaLD9+QEObokgySKKU5pKlmkzejCFcZTqYk2rn4Vrm6ccoP4nYKkZsgfuZ2DL95k5HsFplNc+TAGiTdMZmh4maxw+6fVlpXU3ihLG5WqktuZCqqreXVbbPgF0PUlv3w8wjQI+/2x8vlm4Xc1YloZpFTDNIpZZxLJUBEHCevRjVI4nsCUZTbYZba+jed5XcXiaUO0cBTNGwYiSK/WTzO6koI/idNRSW3cxwcAiRMlVDuQBoKwWXv53OTmctQT88xEmlbxyG0Yo7Igedc2flFfJxEyrZRIcFlw1SlrZRKk0hloaRdUiU05SkuQlHF5Ne9st+P2z/+w6OdrJ6M+BrqcZHX2AWOwFRMmNIEgYehrdSE0FShyNsspgDkGQCYdXUxlejcNRVd4sdoRRlApEQaGkjmGaxbISmJHFtnXcwTMZ0cVJBwgJURAojSSJ/GQb8cvnYLYJ7Bt9jpeGXqEn1YvLt4CCYxam4MEQnBiCC0NwouijuLPPUtCSGFKYcPjd3NwY4NboPJpcCqMlHQsIyRJrwn5Wh/w0uhT++dAoB/KlExcEEJBFKmSZMVXHI4notk1hUuV+ltdFg1NhZ7ZAQjdZEfRyS0sNa0JudEvHq3ixbZvh3DD+1w1yLw8jOCSkoANBEkEWysEEsoBS5yV4fntZ8XQSpUNJEr/txsrrIIAUdCKHXchVbhwtfjxLahnJj/Dl177M9uh2BATcspuLp11M2BUm4Azgd/gJOI4c6731FI0it2+4nU3jm5gZmolbdnFgYh8lq9wP+SyLatMir7iZ46rmfG8ruzK9jKX6eN/K21ky81JUU6VklCgZJYpGEY/iYXpoOvsm9vGrrl/xwsALx7YpRweaezGqezGm0oIsClxQVcFHaqA39ipprcBLI5s5NLHlLdumZMm05hdx/byPsaRmFvmSSbSkMVrQGCtqRIo64yUNx/AwV774DC8vXsqBeQu5rOBAiqsYmolaMFALx49RLNEEW0C0y3WQ8sXJLBmhaU6IWn8bYW8rTkclRcvm973PsaH7jnL7c0zDaYwgGNFjXN/qvfUsq13G0tqlLKtbRou/hYJRoDfViyAImLZJVssiIOCQHDglJ07JOfU5q2X59pZvs3l8M3Mr53JZ52WsbV07pfhn2RaaqaFZGm7JfUwgVOlQEiNWxLu8rtzW/niPJQM9UiD78hCl/QkEh4RzWrDcD2VUzIyKbVpYtoVpGViWiW1bOCUPoiCSxiAXsKjPKmDb9Pv6yDoyVFgBnLhQbAXBlJGyNl47gCxOKkYLJqlmjXVzNtOvDhBLR0iUJsiZeTSxXGbL1GmsCC3FrHDyWOp5MsU0DaMKsmZTdJqUHBZFp0nRaWJKNvafdGlNhsBlmSRtun60V9/UZwM46HAwpDgQsGjWDc4XArQ1rURoO5OMfzbxjEVydJjE6DDJ8VH2C/uJhwbwSjnecLtIH1WWEhIyIpItsja4iv9z8R3cfmicX49O8NM5rVxSU0F/72FSw4NkRwYZ3reH8cMHsS0LWXFQPa2TuCWQTKdxZtPE2mZw/5mX4BAEZjsETgv6WF0TZp6tsXHDw/x76m4kAxqKPq5VltI58TqP6it4zFzF2eJOLnTsZBU7cVNiS8O7+Ix3ghm+Ru71LWQgn+CJwRrSCY1zzj2XZcuWlQlIL/wTbPwxhNrhI09QSAzjue8Cfrvky3zw4tvoLahENR3NMHBGdlEx8DI1fS8Qiu1BdYXIX/MEv39pJ09KXt5omMY989q4sPrEG7KbUjlu6hogqunc3FLDF9rqcJ/IaeooZA2TMzftp86p8MzSGYhHvcdKpsW6eJof9Ec4VCjx7+4RPjT2FML+J0HLwrK/hwu/c5y6v23bdL28nq4Xn2bBNA81ziw9wyoKOk3eDLWMIqSHyr8BlGwF12U/gkUfLN9H7wS337OZu1QPfknExqDPSLAnF0LHRneJ1Go2p/s1PIIX07Z5PmOg2SC5JCYq8jRp9/N+aYCi8WE0exZgMEKOLaYfpyGiFQ3O8mcISEEMwUaxjw1ylIT7eDJRxcqmJVQ4a3iwNYTW5OWMmVWMjOQYODBBdiiPEFcJZ0ycFhxULJbVBcnFi9jF8jOnukTiQYExL0z4IecHISSzPy9SVYJPrWilpdLLQ+MJzgoH+FB92XHGsm1GVJ2D+RLjqs65VUHCisRjkSTf7htnoKSxyO/hxuZqLNtmXNWJaDrjqkFXrkhvUeXsLW/wT/f8iNeuuZ4rP3oNpaefJvbQw0iDZac/0+EgNmMWu9s62euvwDd3Lt6FC8jqJpVPP8EFD9yHL192SSkpDg41t9Hd2oFLVbnojT9wqKWdvctOJzxvLpctmEWiuZUt+RIOQcQtibhEAY8k4hZFXJLIpp/8jDPu+RmWILLuH74Es2ezYN0TND/+CKKiUHXTjYSvuw7R5SKbzTK4aw9OVWWXr4Kn3EHmHdjL3K7dhAWbChH8AmCa2MUS+sgIyWiUWFGjNhFDMY+8JyxJItPQRKK5hWhjM4aisOTF3+OJHAlktDr8CBd1kFuUQ3R5kST3pCiAe0oYIBBYSG3NBQAUNINXumPsHkkjiwKyANbQIHrXXl4s+Tjkq+Uy+QUUWUUVHWiigmIb9FuN7CjNxy2XuHROjOtXtdLesGpKwfztxpK2bWFZGpL0zjfbbdtmU18CURCYWecn6D7S5g3TIpYrB5mqhoVp2Xzol5v4RHuR982pJBuP8doDv2L6+edSsXAxRdGgUExTVFOo6iBOcxNVjsNIokF39jxG7U9w8cJGTmsLnfB+ipqBbRu4HQ4mJjaw7+Cd6MXdFOxOskYbGaOOpFpLvFjDcLaSgUSZhKRIImGvgmnZHI6VFdK9Don2ai/tVT46qrw0VriRJYH2Ki+Lmiso6ibd49nyDGLSQUQ3LTTDKh9NG80oB9p3R7IcjOQ4HMth/CkzbBKSKDC73k9jhRunLLGw2cfsJmirqKekw1i6yFAqzUBygtFMgrwVwRscxO3UyBsZXh7+A42+Ri4PnYc3k+QlbQtbiiNY2LSJHi7NFfhIZJC3DUV1+LCdfg6X4ry88mO0dbyHtS1r0U2bl7d8FQoPc/fBu9AsN5Zt0+jez6LwszR6uqnOZ1m+K4V26U9QFl7N7j03MTHxKp3TbqNYGiST2U02ux/b1hAEienTv0JT47VTdWnbNoVCL6XSCLZtludWtoll6QwO3U0msws/1WSJIdgCtmAz/XCOUOft+M/6DAgCqmFyeHQPfd1X8XRUwJX20O26lpmtUYYLh/AoHiaKEwxkBqYC26vd1cyunM3s8Gwu7byUJn9TmWTyi7Xg9JXJUN63V2y2I/uIr/tXXlDn8jttFTtH8+Ux8xwvlzZ+gsaGy1Fqr+OLG76IKIh4FS8e2UNOzzGeHyeSj2DY5TGuS3ZxcTDMAnmUEcev6ZsQSOQ1fnrtUpQTvH8ncipfuO/bdMWascRGqv1ODkUTfO+sb+GVY4CAx9OO3zcHj6eDwaF7cDgqybm+xG+2u1ldfT+/yrzM6Y3nc8fZ333L+4zdsxcjXqTu1mV/83XB57rGuXtDH5v7E4gCrJlRzRXLmlk7uwbnpGutbVgUdsWw8jquWWHkanc5X7ZdDojf+V/YL3+Xg9U/xDnRiFSUiFPg14rN7beeRVWg3O/ZuoWRKGIMjGD0HkTr6UYv1aO7m6loeBP/0Nfhwjswl1xP14tP0/3EL6gwxphXnaFOiqLVLMI5sRc+vx98NWX3ojf/A+Ldk05NcShMHq0/EWg5/1vQtBwe+CDkIn9aDEfgDkP9gjLpqbITpp0NldPLTi8nCjb74xrG/8D67d6uzzEx8Sqrz9yIKJ7YmfwvQV41+MWGXmbVBTh/Xt07ujar5hhO6OwayrJ9MMm2geRUH/+n6Kxy8+GaQ1RLRWTRQhZsZCws4PFEC0+N+JhW7eMM3zhnZ55gUfJN3ixcj4xKUBiiQh4lKI3jdeaI6dPob/osYwMlEgkPFm9XHjYWWUQ82FaRYubnGHOqYVkTkiViJwuY0TSlkRilQo6h1T72Tq7JyTYYk9Vb4wwTdFUg6iVEo4SkFYiaeZKihC//AZLJdrJ5H9gyX5Tv5+PyU+y0Ori36Rtc/Z4VLG8/4k6YKmg8u2eM6Es/5qbSPYzbYR5w/R2EO6kIhaisCFNTFSZcHKDtpZvxWeU1pphnGu6b1+P1nvg9fUKkR+Bn7wJXEBZfA+EOCLeX5zjPfansKPPZ3eCvw7JsXuvqpf6xy2kxh9hszWKLNYtu51zGfHNxewPYtolm30eveyO2AJWmwvKSm+UFjVY9SoOZpdK0cNnlt8CW5tPpOf0aRrIj/K77ITyGkw6xBcIKDRVNNAeaaQ400+RvotlZT2D9/eTiu/hCXZGtqf00+hq5ZeEtnBdaixEtYEQL6JECerSAPpZnwpXm+7MfYFt+Jx7ZQ8Eo4FN8LKtdhmEb5LQcOT1HXs+TUlMUjSNE6FpPNRfWtjPf2IBD9uB01k+5BZVTELe7meHh+zDNAjNnfh2Xs4584TD5XA+aPoGuJdD0JLqeQFWj2LZOOLSKjo7PEQwufuuWadv8/ObrCDfXUb+yC9XaT3PTdUybdiuS5CKZ17jj+W7u3zzAze71fER6ni/kr6XLvYyQR+H6M7wsDj6AaeZRlBAVoVXE9UVsHdTZ1Jsgk81w+8XzefDFN/hS78fwCGUizVPexQiLUrikLILopbbmXGprLiIcXkk0HcWwFJoqy/3Ba7t+Qt2Or9M+UGTCFWbU6SXpkVBDJgWPxKboUmrccRbV7MVwns+5K3/8lm3TtGxE4Z2LDP41sG0LTU9gGll0I4OhZzDMLNHIOqKxZwCQ5SAuVyOFQh9ORzULFv4ct6sJUXQct94ee7SH0uYImkvCWTJxzQoT/uAsROeR79mWTWnfBJFHerBEgforZuKe9dcJ+FiaiRErYsQK6ON5sq8M455fRfiDf57IkKWZlPYn0KI50sNjSEkB0ZRwX1CPpyP8lmSSoqpycOgl9h++l2JpjOqKdoJKBMtMoOspytHPIsHgYkTBgTli4ostw51vJxls4YAtowugiQKaYKMBCSNNb+4gNa4u1jSuJ+CyCIfWMHagn9R4bNKYUCBjhRgS55FPNzJN7aRLcPIHQUXjSHkLtk0jNnNwMFuQmI3EdCScCNgimD4TMyNytzTBI/4d2Epy0nnWBMFCFAxM04tVqkdxH0YK7kGQTy6aADAzNJOvr/hnzFyI7UMZVs5qoDHs49WDMSKZY9fRj66d1kovC5qCVHhO/O4qaAaxTBG3IlMTdB933rZtTMPAMnQMXccyDFQ1SS6RJjE0Sn3nTOo6Z2AaBoIgIEpv7+ioqjF6e79HJrMLt6cdsFFLY2XykxYHjp9f+f1zaWq8Bo93GsXiEMnE6yQSr6Me5QZcFjIsKxt6PTPpzP4rpZcLYNkojT5cnSGc0ytwtgawsOje9Af6o59FlA0mtp1GdlwkP0laFgQRbzhMsLoGf2U1oz0HyMQiuANBzvi7D7Lo3Iv+6n5FG8uTfOgA+miBZMeLzP3YVxBFmZX3fISc0MUrQ72EllxXJg8//1U49AKDvsX8pLgcv2Vw42Xnc86Wr6CVmjivMUgfSdJqmngpjqfwHqT0hbwy/RGUPb9lvS/A56oruCIe5p+yO+G2Pojuh/+8EIDe8BruSyxh1PRxp3QHbkFHcwSRll6LvO2ecp3c2ouRt5m4bx/6aI78Aie/O/gcc6RGVmSn8/CCAJ+9eiFjY2P87Gc/YwU7mNYQJlDVQDi5C0dkB2jldSOrYy2x8/6DqqoqJEkqj/Etszxe2HovrLsVKlrgg7/FqJyGhMjw4Ktc9MqnWFwqscvpxBQEaiQP7eGZtIam0xZsoy3QxvrB9Txx+AnuPONRzuxoQ5rcg3127xgf/812BAFOb6/k4kUNXDCv7qTPBpTHra/tH2XzM09Rd/BJrm3eQrfdzEeKt+LR8pwbW09IMhhrWcED5lzO4jA//MJV5WsNm0zJYN/WbfQ+/HO2BxcizDyd6j1P81jd+wi6FVa1B+nqizBYELAnSY0NTpPT+56kIHs47cM307drB78Z87M6vYVFia2URCfumgZmz55OTXML7kCQzY8/RHR4GAkLl8/PGX93NZIscXjbZgxNm5w6CFNzCEEQkGQZdyDIvldfom3hEi697avseOZJXr7vl8e5D/01GMwMctFjFwHQ6GtEQGA8Pz41TwY4p/Ucvrvmu3/2M5Uqpbj5xZvpTfdy93l3M71iOg7p5PX48tDLrOtbR8gZIllKsi26jWihLBwpCzLTQ9OZWzWXeZXzmFU5CwEB27ZpD7YTL8Z5ZfgV4sU4NjbvaXkP86vm/9XP/3M//QE9b77Gx3/+G2RZ4ekffofujRumzouShNPjpZjLctrFl/Ouq6875vqB3TvpefM1FLcbtz9QToEAQ1272fHMk8xd8x6mLVtOuKGZiro6JPmtxane6X71XwMzrxP76a6yQ9PRkARs0yKhjqGuEjm0axMtcxdy5lXXHvcbtmFhJEvlccpEEWxwdlaQf3OM/OZxBLeMq7MC95xKXDNDiB6FQiZN346tKC4XFbX1VLe0TRG8Uk/1knutTLATAw6c7UGc7QEcjX5s2y7vAx9FoCodSpJ+ug99LI/glPAsrsF3elngL35vF2ZeJ3RZJ96lJxeoOIVT+O/CKSLUKZzCKZzCKZzC/yKY2SwTv/gl6SefxBgfR/T56HjyCZS6d7aRcgqncLF2kxQAACAASURBVApvj9FDKR67YztnXDaNJee1YpkWIz0pDm2P0rsjRimnT62yvveTC2mdV0mkP8PD39pK8+wQDreCIILLqxxJPgVRFIgPZ9n+/CChWg/VLX6GDiQpZjQA3AEH89c0Mnd1Iy6vzIPf2IKumlz9zyuQlbdfWP1/DbZtk/z1r4l85w7k6iqCl1yClctT2LQJtacHAMe0aVR9/OPI1dXoo6PlNDKC2tNDqasL77tWU/elL+Foayv/pmGgj49jRGMYE3HMiUT5mEgSvPh9uBcu/P/wjk/hfzMG04e5e9cPeHP4RVyizaL6tXxy9nvZt/82TDNHRcVymhqvobr6XGzboFgcnEqF4iDF4gCWpVJVeRb+wAIEBEqlMYrFQXQjia6nppJplGhouIyKiuX09v0AXc+gZZpQeQasIKZhITmPKMbbtkBs9xXMmvcJ9r8+SmaixKWfW0xdx/GuEX8pdM0kNV5AVw38lW78f0PlH8sy2L7pB8wMduCxDUo9j2EPvoknNYFol7cIx2uqCC65AW/FgrJ6cKDs1mcYeQwjfWSD1khj2TrB4BJczr/tmEob24R97/kkwk6G585B8bejauMUCv1Y1pGNPEnyUlGxjKqq91BfdzmiJZN9fRQ55ESudGOpJlbBwCrqWAUDu2hgFQ1sw0JwSAgOEX28gNqTxNEaQPSdePFXdEhIISdyyEX6mT6cM0JUXjVr6rxtm6hqFNMs4PG0nZQQ9tfCsm1u6OpnoKjx+bZaLqgKnnQx+o95yucPkc8fpFDsw++bQ03N+e9IrflAvshHdvcylI8h6WMoxjheK4JDG0fXUqiSjKL1Itg6htKCodTjKu0F68TBR5KjnpBvBmapl2RhCNWzgoB3Jl+eMRu/M8Rh1c32gszraYgbZTJTQBb55dx2nKLAzmyBDreTdo+TkCwTlKUpt5KefIlvHh7BI0nc1FLD5nSeF+IZkoZBk9PBB6ogn9vBayOvsXF0IwWjwPyq+cSLcUZyI1w67VK+uvBLKD7XCcvVtm2e638OzdI4u/ls/I6y+mIhlyObSiEFnSAfuS5VSrEjtoPvb/0+CHDrsltZVreMb276Jtuj28nrJy4jKCvKSZbJ3+WKdLu9mKbGnGKOuQbMbVhB69wrEWecXw7c/CMSffDDRXDR9+C0vz+Sb8vGmCxLWRGn7m1bZBubxzbT6G9iIDvKq8Ov0D2xFxubClctHs80hot5hOJeBMpB4ZYYxAxegMO/jLghYQsKCA5sQcahxlhxOM7qvkak/DvfJHH7Feo6gihOCadHwRNQcPsduP0OPAEHL+5/hVe2bqHSH6boK3DBGSs5d95Zb7khY1gG46pJd0FlVYUPlyRi2RaHUofYOr6VrZGtbItsI1Eqb2qHnCEyWgbTPl4l/GTwyT4+MO1KXom8yqHUIQQEXLIL3dSP2cATEOhU2gkGQyzW5nDJlhVIlohU58bZGMCYKCvYWbly0KSpiDwiqrRgM1u3KBl5SuoEJS2NZZuYokJJ8lGUfQguPyP+Afp9W1idWcLMUhtvenbisd2cnV1xTH5LgkpBKBBXUuz39tPnHsXdFGRdZj0aGhXOCpr9zVQ4K6hwVhB0Bgk6gqxqWMn8mgVTv2PZZTKWUSiRS8TRSkX0fBrihxCTh3EGq3B1zGf3/ofoHliPZubY6PSw4y02kwFEGyo1G8sWSDiZIlO5LQuPZeOybBRDRDQdqA6JEadK2DSRTQlfysGsQ2EqMw5Eq1zmgijicLtR83n8NXU0LljCQ75aXg03cd2Ol/DsehPBMrEBMVCBo7GN1PS57G+dySZDJDe5NeDGpojApVVBPuwNMDxRoDeepy+eoz9ewD+xm6tZR2e+lxdGp7EkNEqyponRNd+lrdrHUKLIYKJAJJFi/sjvuKrwGP/hb+ax5hzvSxd41u/Bo0q8Z1MdXs2N5PXTMnM20xcsosERw2xYxHNv7GBwYIAPOh5GlR28csVT7H7zN5w78QZrElupNNJYCOzxdPKKvIAtagdxXzXeYpbO3n0otfXc+unPEaisQi0UyCUmyCUmyCbi5BITWKbBzIveTxqRDs+xSojYNsR7oH8DjGyH1pWw4AMgKTwynuCT+wf5dEsN/9BeR39R479GJ/jdWIykCa1qhG9238G7k5vLwb3TzyE942oGIirR/l4s81jSYyYWZWD3DpxeL2p+sp/8Y7AzUD99JquuvIaWzjaEzAjcewEsuBIuOhLU/cbhOC/++FXeTSV9msmQZVFsdXPlB+YwsyHAg9/eSnYkT5tTxFZEFt44H0kR2fH8IL07Y4iSQKEGnMXHuFDq4Yn09Sh6NYpHZtqiamzTZmDzOOcF9+CVRhGJURTypFEpqEU2pm/EFkPERIu0aNNpSJPPn43rKIZgTgEzqOBfGGbl8nqWtpYD014fSvLCllHyhzPUZkzcSb2sIkmZjF//0el838zRUyiPiXySSM60WOT3YNo2hwoqResI6d4nibS5nezNFZnvc3Nrex3nVAZO2H9ats2z8TTd2QIX3P557F27ps55VqzA967VuJcswT13LoLDgWHZ3DUY5aFIgvFJQnKnx0WHWmDm/r3orW3Yba14nE68kogiCNjPrqPugd9S0d+LMFmvOZeb/e3TUR0OLEHEEoXJo4hgW5y17U2iK1bSXspT2r277KghCATffxnVn/kMSs1fJ4hi2jZX7DxMDRbfkDWcmTRGLIZ2uBe1txft0CG0oSGwLNxLluA/5xyQJVLVPfQr9yMrAQKBhdiWjmkVMc3CZCpimnksS6W15SY83g4ikafw++YQDC5B11OoWgRNjaFqUcZiu/nulg/Qk+yYypsi2uiWQMBp8eHTa7hhzWKCb9OXvhUM02Jk0iGjLuCivcp70ndpqqCx4WCce147iN96joU1e6n3RhlR301z00dorqykPuiiLujC45CxLJt1D/yOL223COpprsw/SsMZUdwNJZzO411bi4aLp/suZCjXiVfOsKR6I+uHzieS9zOvJobbGcDpCOJ2hvC7g4hGF9McP6HOG8G0HUiCRkbz8WD3ZWweX4bXoeBxSngdMm6HRMCl0FDhxueU0EyLRF6jqFusnVXDOXNqqQ+efMw3mi5RH3C9Y6EKzbDon8iTKui4FBGXIuFWJJyKSMClkDdSPNP3DC8MvMDe+F40S0MRFfwOPxktg2Ed2yc6RAcVzgpMy+Ss7DVU7GtBKZapTqKYpdKxj2KwizcrB3ktkGRJcBq3r/o6nY4QstMLogyJXtLFBF16kr2FMfYkD9AV30s2U+K87o9SlW9GFARyLSMcansFXdhMTWg5RUMlmxrFLsjIaiWGx0LzJrl0uJtVbpnRRTMpFA4zY/pXaW6+birPlqWSzR1Alnwoznb2Rnv41ravkVZTOCQHnRWdNPoayyQhxYNX8eJVvJiWxvae7zDHHWSBblE973a29/0AIbWbs7ZEOSh18mxoLlZVkrmVB3g6pfBSXsItOihaGj7Fx8KahaiGSsARYE7lnCnyU7Wneip/pllk/7578OVjVI0ewLvnOZCdCMtvgjM/WyacHI30MGz6WTmQf9/jZQV2vQiyk4PL/oWHtBU8sn2U93f8ipWNu1h95kZk2TfVlkqlUSyriCT7EAQ3Ca3AaG6EocO/wK+uZ1vyI9z6/q9OtcVs7gC2peP3zzuufRY0A1EQcE2ue/7i1V7ufH4ryxoGmV01TpN/iErHAA4hhi408szolxnbu4d/c91HsGKMT9RWU8g7+GTV7Zx9weV4/tT9NT0MvjryO+IkHz5IzScX4Wj+81wvTgTDtOifKHBgPMNwskgkUyKaVXHKIl9771wGEnkuuet1WsMerjytmfcvbjpGjV3tTVHYuJ/igSyWfiQQV1R0ZEcExTiAYnYjC+Ok5VvQi7U4OyvwnlZHvMGDKZSdfk6KicPw87NAzQI2rPgEnP/NqYBArVRk65OPsfOph7i2cw9+MwatqyDYBP466Hq8HKQZav0Tt6YqqJoJLSvK7en3t0D3urKDk7caVtwEnspycofBEyo7oSKU12P+B4PzS0aJnJ7DsAxM28SwDHRTJ16KM5zpZzRfDghc2/wuol3XUld3MbNnfQPLtshqWTJqhoSaYE9sD7tiu4jkIzhELzfM/ziC1szrh+JEsyrpokaqoJMq6KSLOqZloyg67ZVhDkdzjKSKSKLALz68lHfPOj44LJYt8cjeNwkHS8iyyv7oGOv7XyZudmHbArYRQLQqCDmq6XS5WemaToejiZDXgc9VQaTXT3L3bopZDUGwkNGQhXJShCLzPM9R2wBCKQW5CHm7msdy3yev+1Fc8tR+xNEQJYFgvYvKVhd2vpvEyH7S0SjFTA6Qyi5egozocrChfS89zROcOXgxc0fezW/O+DJ5Tr4e4Hf4uWrGdXxw9mV4JRc7dv+KmvpldDauOK5fSO9+gE9v/CrbXeVnx6f4Oct/GrMOPUq8oplZEyN0FiRuLX4WpWUZH1rRwobuCPm967hOXMdKaR+RmpUktQlypX5EGxy2jWLbKNi4bJucUcMTHf9CIvs6tv0Uz/h8BIQgZxcU6p0zqKw/h8rWM2gM+2kMufGdyB2mbwM8dhNkRo4/t/xGJlZ9jT88/xjJ7tc5XdvITHGIJ1d8DWXaPBCL5I1ye4sWorw68irj+XEubLuQVZ4V/L7ncXZqe9HEY8caXhQcgkjSLpNvJFtiWW4Ot/lvwdsnYJeOeufKIqJDxDZs7EnXMMEvs73lEPdqD3JQHqC1VE/Q9GEJNpZkYys2OSnHkB1FAj5c62Op302PKrEjp9FbLOGSnHgVNz7Fh8/hJ+gMM7NqMUFZpHv4IV6OHOSQKvKhxk6+sOZXUwT3P0Wh0M/27VcfE+Avis4pgaOyM04Yp7OOutqL8fn+fPeVZ39yJ12vrAfRpmFFlJoFCQTbS2PDh5k2/RPIspe9I2n+6fd72T6Y4qOr2vniBbPASrJt+wcplUbxeFoplcYwjDSCIBEMLqOq8iwcjkp6+36Ipud4bOtaXFqJpa1bqaqLEA6voanxKsLhNUiS86T5s22b+5+/iTp5PSYyqhVGlOsIeJtwKybp5EsgSHR2fJ6Wluv/ZmuyfytMTLyCrqeprj4XSXKRzuxi587rMYwj+xWCIE86b3awaOHdyHYFifv3I7jKQb2eJbUI0knWh3UTBOGEDsJ/LTIvD5F5th/fu5oIrG3GKplovWmMiSJmVsNWTSzVLB8nSVS2Wn6+TNskpUZwyV4coott8efJe3IEWuqobmmnurWNhhmz8VdWcf/rr/Av65Ko5rHr9rIo0BRy0xz20FQhU+1zYEUNnINZ6rIG9YLEfr/EHZk06gny7wAqERjDxgWc1xhnYe2vcdoqqexC9k3MYHeugSH9WDKQW1JZVreNavcETknFIenkzXYG03M4mPCT1Mp14bFNlucHMMUuDkzvpujWQc4iCBaCDZIgIAGiABJQsG0sQLAlKjLtrKlqZV5HO7mRIh6njzlLVhL2VeNAR9DH0Ur9FAv9VFWtJRQ6svY3sHeC5HiemlY/Vc3+txUjfacwzQKZzB4y2T1kJ4/F4gCKEmbmjK/h988jm93LeORJLLPE9OlfwuebiWkWyOcPkcv3kM/1YBhZRMlNsdBHKr0Vy9IJhU6nWBxCEGRcrnqczjpcznqcrsmjs3ZK4Mrnm33cO7EsunCYRPINLAPWfetxRNHPe265gJGJ7wE2S2c+RT6RJZ2OkoqMldP4GGOHeqhZ2kf1vCTTW++kZdr7sC2L8cMHmRgeJB2Lko1HScciZGIxgtU1zDrzLA68/gpDXbtZc81HWfa+9//V5WubNqO/fQlrr4z0ARlH80z+df0G1pe+xnnCNL7b91J5jOHwo676Bz67Zz+vezfiLtYyJzGPrU3PUxy5is8EXHzqli+gmirf2vwtHu55GCPfwQ3BS/ncwc9yRWMb3Q6L6flqHo1uQ7/+BZR0Pzx6AwOOGTRrB9m2/Edc92YVdzS/wZr079maDjDx/ge4zL27TO6/5lHoXIulmSQfOUhxVwxmeOkZOEyHWs2jM2J86tpLef7/snfecZJVddr/3lS3cuyc82QmMQMzJEHCAoJiAEyAa1pX3GB4V151DaurK7vuuu4aFxUXSYIgQbIMeXKOPTM9nburq6orp5vO+0cNPQwMCK5ueufpz/3c7q6qe889dcM5v9/veZ6HHmDr1i18qmUr3vimWvublkDLCmhZDpPbYOMP4BNbIdZbG1//4Bwop4++vhV63wzvvInn0/u44ZkbWN6wnEZJ447hh3gkfAbJaCfPHf41I8UJhl0ujuge8hyL7w/4z2DLpsv46Dk93HDxAjIlg/P/4Sne6t5K27yV/PugylCyiKZInDNQz2cvnk9fw/HzoHu3jXHbTf/OktRWQlqZ93TtoIibXy7/Kf0hFwefe5Jzz1rFgtPXoLrcrPz8PciVAu+euJOX36FnPE1UL/oY28ZzJBMpZMfir5uHmdy+Ccuo0rr8NDyr/4gxwnz/qSFWhyos2vAjplwN3Nt8OUErR1NnF6s7QnzgrD46XzbnsS2Lsb27KGXS7HnqCUZ312J7keZWvKHQSzQkj4lIWqZJPpUk2tLG2z/7JXSvF+E43PW3f83k4D7e/41/JtrS+rrPZStTobwrRXU4i29lI56FsbnXfrbnZ0TcES7pvgRFVrAdm0Q5wWRhkmw1y5qWNbjVN5Y3ny5Oc9UDV83leS7vvZzPnfY5vJqXglHgcPYwhzOHeXbiWR4beYyoO4ppm3hUDysbV7K0YSmL6xYzLzLvDe/7PwrLNPn+R99H78rTuPjjNedh2zIZ2raZcjZLpVigWipSLRaxLYuz3n0N3lBN6MxxbO77h69zePN6XB4PjuNgVY9/6i276FLO+8Cf/LcUP7YLBqmb92JMFai7ZhFK0IWVqWKnK1jpKk7V5MGnvsPM1JG5XMHFH/8kC88+7w3tQ/ZqSEfje8VMmk33/5Idj/36uL7yhsJ4AkEso0rLwEIG5p9Ovacda6xE9UgW56VzQkUieEEn3lPqqQymydx3GDXqxn92K96lDceR052yhV022LXhcYL1jfSuXP3f8rs4if89OEmEOomTOImTOImT+F8AYZqk77yT5L/8K3Y6jf/Nb8Y9bx6B89+Me+HC/+rmncRJ/I9CJl5icFOcUrZKIOamc3GMWKv/FROzR/9tN6N7Z7nuG2eguo5PMji2w+TBDEPbEsTa/Cw661iAZN2tB9j//BSBmLtWGFA0a8r/Lxt+969q5Lz3z0d1KRhli93PTOALuuhb2YjyEkeGsf2z3PdP2+k6pY4L/njh7xzcFUJgVmyK2SqFTJVSpkoxa6DpCpFmHy394f80x5YXYWezTH7ucxQefwL/uefS8vW/RQkfU3I343EKTz/N7M03Yxx6iYOLJKHW16O1tBB66+WEr7765MT6fxiEIxBCIP8WNf7/LAjhUCoNk8vtoFKZwDCTWFYB2y5iWyUsu4htF7Ct4tHfS+h6K52dH6RcHiE+8zClyjQKJ3AiA4LBZdTXnc/E5O1UKuPIsgfHOV4BSFWDeDwdIAT5wp5XbENVQ8hSEKvipZx114gp9QcB0LQIZqEB4RqkOLmC5M4P0trXQvtiP419ZVDijI3dxmz6CbJH1uAOp/HXlXC53TQ3XUF7+weQ5VcSZWy7SiH+NK7DzyNKSapuDW/z2eixJeBYYFXAqtbWwoGGReCvP24bpdIREolHkSQNWXGjyG5kxQMI8vm9gKCz40NzBBYhHCqVKYqlg0eJLrXFMBI0NlxKfcNF2JOb4JFvEk0fS5I7EqT9KoM+ndFYP82nXM9ZA+/8g9wbHMdCCANF8R73fyFsUqnnSE09gyXSmCKDaaYxjVksu4DLFcO2y1Qq4wBIkoLH04HH04XX211bjv6u641I0rHrI/fEKLnHRl69UYqE7FWRZBlh2QjDqdUaXdSFf20LkiRh2ibjhXGGs8OM5EYYzg1TsSs0eBpY0biChZsaMLelaf78acgnKu54GUo5g60PjzB+II0Q4uh1XXve1EyqBJpbJdLoJdzoxRfWyUwXKKWyyKqKoqkoLg1ZU9klm3w1VCXm0ZgxLM6LBvj2gg7qXa+t3vVyCCGwBGiv8jwzHcE3j0yxM19mU3qa8NQP8ebGEJJTS4xICqocQ5J9eCMmDWonnvRievM2i4pjrF7kpjwwn5KwKTkmRcegaBv489OcvvdRlNkhTFnj2r4L2Jl7AUm8sqhIlVSCegSvHqU/3MPZLatpD7STN/LcdfAuRrIjhPQQYT1MVPbTnhBoh8Yx9u0nWJYIe6PM+8An6H/zFfzy4C+5dd+tHEgfAKDB28BZrWcRdUfZMLWBgB6gwdPAPYfu4YzWM2jy1oh+MU+MmDtGzBMj6o7yiwO/4KHhh+ba59W8CCHIm/nX7O/FscXceM6NNeX5l8CyqhSyY+Syo+Tz42QLU+SKccaLU8ykD3HV1BC9fZfUCvPcIVj4Vhi4CFyvUswnBNNfvZDN1etIWl1Ypo1lONgvcaCTZYn5a5o46+qBExLHk+Ukz4w/w7qxdYzmR3GERE4b4IDrPJZG2vlcTyunhwOoskTVcZgsVTl4KM3EgQzVLSnsnElzX4gVF3Xi9ms4tkDVZBRNRpYlZEVCkiVEscDw268gdPHFRP/ikziWQAtppMsmbRHvK9pl2AaX3nMpDZ4Gbrnklt/9nmUUEY99CWbHwRtFeKIId5gRBTZndrEzM0iTp45FHW9CjS7Hk1QJJF1IhsDGwcLGOvpT1U3KHouFB5sRIxX0vjD5LpvB9CBVq4oqKaioKJKCJlRCEy7qEn6qiglCENdS3B57hGsTl+HGTcKTJunJMulKMyylWC/vIO+ZJpLxMTCuk/OqpIIKBZ+F4wJFlZFlAZKgYlUwybM8dBnvWXQGB4a3MTXzG+RigjOtdhQ8jCl5hpQcI0qFcckhqvlZ2/sW3r3oGtoUL8lnvkluegfdqEjBNqifBw0LoH4+hNphYkut+Ld9Ncy7BBStlpDe+KPaa4n9kB7hRCqttJ8Oa6+HeZcyXZ4hZ+SOnrK19wqOjnckmY5gB1Qs9j/3FAcPb2dzaQ8Vr8DltZHlPLadoWJkKAobW5K4wvHy1ituQWlaTC6ZYMsz68hkc5RMi3zVIJMvUKlUUPNpXKlp5EoZCYEjSchCYDS1oy4/g13RZnbpXqZctQIXj1GhfXaGBYkpptVWDna24C1meM/OW2gkg1eqEJAqRDWTBjlPm3kEQ/Uz1HQxzw+HSB8cZOlVf0xLXYhiJk0hPVtbZlNkZ+IU0ykcSXDfmVNkAiaNKZ1s0MCNyntmz6M8OIVTyCOJ2vUrJAncXjRFYZ5vmD+K7mGrbz4rivsx3FHigcUczoXZP2JQTL+SPORurMNMJJEQSLKMaZ0453Hhn/wZS869sPaHY8OO2+DQEzD8LBwthBV6EKmaA38TRDoRnWv5WNO13JvIElVlZi0HTVhcnHia98d/zRmxKPLARdB5BiLWz7ZHH+TpW36MbVkobg+ypjMnREpN4XL5hZey+vK3c2jTeoqZNAOnnwHA4c3r2XDPL8inErQtWMwZV76P1hc+zbZRiX3mfC762F9Q194JwJ3PDvPknYP4uwJc864FLGk/Nn8qFwyGtiUIRN00dgfRvceeo+npItsfH2P/+ikcWyDpDqIis+adfSw7tw1ZkTENm1u/uB6XZtHabTA1mSE5lcAqlJG1dmQ1Ssd57Yw9P42wHBpW11OyBdl4iXCjl56BCEsW1RMKvXrB30vhOIJ8qkxqosgjP9rN0je3c9oVvTyYyOIIwSX1IW6ZTPGzyRTNuka/102/T6ff68ajyPzzSJwDxQrXdzRwZVP0OOeu19yvYVDetp3Krp14V6/Gc8opv/1DbwB2JsPg/kHW7drP/P27aRk6jLAshGPjOA7CthGOg7Ad5J4eFn7n2zjVKjPfvBFXTzfBCy/E1dn5uvdn2U7N0cdxsGyBZTtUTIdEoYIkSSxsDqLKEjP5Kqos4dVVPJoypxbsVKvYmSxa4/GkK8NI1eYg8onHhULYHBj8MhMTPwfA7W6jWp1GvIQsq6pBXK4GvN5Oeno+jUEnHpeCW1WQZWlu3PhiLEIIQaJQZXC6wIF4Hrcm85ZTWtgxluGOzWMk81UqllNznJIlNEVGVSRKhs2u8Sxl81hBUEeoyKqmfTT5xhHCwhE2CBshbCwHypaHZQ37iLkToLSSN6ME5F04QqJkeihbHkqWB8PxYpouYtNFHk2czzprMV849UZaAjNsSr2NfZlTsHFjOxqWULEchdG0Tb5iU+fXKVRNKqaDV6twec8jnNf+JIrs8HKU7EZGy2czPpugKOazZuEVnN7bTGfU+4ZjNZbtsGcyx8Yjs2wcnuVIsoimyExmymTLJu85rYOvve2VZJQTIZsoM75/lqmxWbJWhopTqdntWvLRtcSsk2QdD3A4tIP+uj7WNK+hPdjOWG6Mglkg6Aoe5xba6G1kIDSPvRuSPHL3QcJViCsWE3qZnOymsSrRYSn4jhIsqwGDh/r+lWn3MJqsoSv63DO2ZJUAkITMfNdiFqnLadw0DwoqWschBg2btulFyEKh7MpiyVU8RgjVOXafEpLDthX3s9H1G+YbBh89ZTXzWs6nre2aE/bRdLbCO7/3MJXY3yHLZTq9q2hr8jOYHiRRThzniPFSSMC57eexO7mb2UqKc/0VFokQkj5LXpIoVyFtxPh1tcA71HpuuPohDqYP0h/pR3+NQmqoXa/PPHkZaMfmyMGcSc9wiVjGRMgKLHsv0lmfgnBn7fl31x9DKVW7LoDZd3wNJdRBaN1NSEProHkZo2fdyEce2MpnTr2RYHAZgcAiSqUh8vm9xxUyHztIHUSV5yYv5aOXfJXGaBDHcRgd/TGHh74BCDyeDhoa3oLsvYDRMYvWaID+vv5XbOruLeM8hzzJswAAIABJREFUdzjJRLpGcJzKVnDLBYQtcYE+yN/L30YNtWKecjl/OXsHG/IqG4fH2MxixpZ9kgv+6HKCbg0x8gL89FLK530F98qPMvm1DfjXthC+tOeV7T8Bnh5M8PzhFC5FYiJT4UA8x2C8gGEdu459LoXGoJvR2RJnD9QzWzQYT5f5zafPIeg+fk5b3p0kdcs+JKro6i783nWoxgEq1jJM0YepzMe0WhCOdrRLFaLvGsCz+Lc7ex2HwUdq7ptn/59aoeX674FVhkBzjZQUbMF0xZDTh1Ee/PMaWUz3g1GESBdc/i/Quea192EU4ebLwDbgvXfVSFS/IxzHolqdoVyZolTJUKEXIcforvMxnavwyJ44mZKBYTuYVs3FzrQdVEUQcqUJaVOEtUmi+iRPzGzj4UziVSJ0NbwYbXEAlyQI6RGqTo0EJV427vfJ9ZTLISxlGkkp4pQ66TIFrcIkKjnUC5N6YeATZe71ww7dwmf2oYv5hEJ7SGV9pOLnsaR+AZqsohx9hlWdMtvL30cJ7D5uf8KI0uU+k46YD82VpVAdZyZ5gFIxiGZGWFnw0J3pxyqswhEaddoInoYG8NZhmQLLAssSFLMWZtVibefzRKIwbS9g75EmjIrD5X++jKaeEEbZIpso15Zkid3OFu7M/4TR8giyJPOmtjfRH+nHsA2K1QL5QppCMUuxlGfCjBOX05zpN/FMXUDv7ivIXbGNlfOWsLZlLQJBppIhVUmTKM4ympnlwQ1+to2YfOTsHj51wTxcqsxoqsQtG0bojHk5rTtKb/2xPI35wCfZuOfnJBWFp/xBnnCrOJKEIilzIh99homoLmB39nQ+7TzHh+2nKHibeOSUC/hBft+cCv6JICGhyAqWY+FB4ZJcliMudY58BdBo2dRVPTiVRvLWIjz+M7i2P8hSZRimd1G3+kr8fWtq8Y3ZI5A+ArNDUEiwyeqmf9OXCEs1V4gpXytf6Z7Hs8VDr2iLT/NxangF5xlrOG1vPyJXE+HTTo0RX2UQn54gPjZOIjFNqpykJFdYXOrn1OJC6mKNxN42gN4dwi4YlHenEFUbYdo4plMjQAnwLIohu1UyDw7h5A3kejcP6A/wkPlrLLkMShVZspEk0BD0enTObDqFdl89jjCxrTzWUecf05zFNNMn7FVVDdDa+h4+t3sjE8U0Z+p/j6ao6KqMrsnoqkLQrfLWZa1EfC4sq0ipdJhqdWYuPvrSmOhrwXEcUqkUHo8Hr9eL/BKHuWqpSGL4CC6vl4n9ezi46xeoddsJdRbB8tHd8+d09VwLKEznKjiFuxmfuIVqNY7jGCxb+hMikdUIYZPNbiOZWkcq9SSFwn4A/P75gEyhsBcAVY0xb+BzNDZe/rpjO44jyBRniPjrXkF0MoxawbPL9R9zO/rvhFJphFTqSRyniu0YOE4Vxy4zMXkr4fBpLFv649f93b8cQghGRr5HIvEYiupDVfwoqh9V9ePS6ggGl+DxdKKqAVyu2Gtuy7Etjtx0G/pQF5ImI16MP0rU4u+6iqwrNTEyXaFkZXnquVvwDzSw/JLLcByH/MQ0wR3gKtZyHoZcIGNNMluaIS3HeX5RF/cc6WcpMhc3qbSeOQ9V18hVTEZSJUaTRYZnCoxlymSNE4sare2J8vFTI4TcLryqikfWcCsqE89vJv78PjL+Jh531fOoYeCoefTG+5H1GTDD1FkxeuUGVoba6WsOkQjHyTlxRktJZBxcko2OiVUZRhhxNFnD7V1FmVXsmPCwbWwKvfkehKMRtOs4JRziY2s/Tbe7H92r4XIrc7m/kbG7eXTjPxJVLTpaOsnMHkQIg2j9Qvz++XNiZ9VKDqsUo5Jupzzbg7fuCMvfdBGh4BJGd1d55ufVY6E5SeCN5PHGxvFGM8Sa2vEF2lCVEJoWwii5mRkuYFsOvpCON+TCF9LxhV1YpkN6qoTLoxJp9hKqV0mk7+TIke/MjW/deguB4BICgUUkEo+Rz++a63fd1YgjTCwrj1tvplwZ48WGybKOqgax7TIedyvB0DI6Oz6M19v9O53Xr4b4kcPc+82vUM5laV0aI3rqOuJbG5jadOzcdgeChBsbaViWRI49T1vrtcyb99dzrxeLRaanp0kkEnNLKpWis7OTK664AlVVuf8fv86hjet5+//9Ml2nvLYT32vBNE3GxsYY3L+HAxv3kqY2X4o7fp6M7cYV2s7Dcgct9Qson/HnfPTBG9hmbMUxIsiuNHa5DcU9Qdf4J8iVVNZ96Wqko3HOew/dyxef+wqW6eajso8fKdPg6GiOzJaxA0yf+XXq1QLquq/xXf3jfNS5GaXrDN5T+iSFcoW70lfyM/M8Emd8kRvO74Jv9sCy98yJEgkhyD85Ru7RWm5ulBKPul+gs7OT6akJBoxdvOO9H4KONaDqtbjyi8jH4R8X1Zyu3vxF+PFFtTHC8vfDrjth2XtwzvsCP9x9E9/d/l2aFQ+Tdm1+e0HZ4FvXvMDejMrobIkBeZyOoTtQdt1B2swzXN/D4Y613LR1PuNmNwVD8KkLBmrzlpF13Kx9vdb+/gsZ6buGnyd6uHPLBG0RD/ddfyYP75nm5ueHcckS6oZfsiS/F6VvCW/T7iUscuy86E7OXnvGCb/PWzeM8H/v2Y1PtgkoDiHNIawJgrrEATPEaLqCIkvYjuAdxWfpzB1iwRnnsPziy+ZimwDX/WQjU5kK3z8/zId+uoFRpZ6vXLGYd6/pe13nlRCCiX170NxuGrp733BepTCb4ubPXE+ooYl3/82NKOqr50StVJny7iSlXUnM8dq4TrgkJEMQvKiT4Lkdb2jfbxRjuTGem3yOoewQt++/nSZfbd41VZyae49H9XDdouv48JIPoylvLK/6+4YQgnwqwa7fPMb6u2/j7Z/9Et3LX8FdeE3MTo7zk7/8E1ZcfDlnvfcDqJqGWa1Qzucp53MI26axp2/O6ei/A8p7khQ2TKM1eCltm8GpWsTePR/PohPP5TPxaRIjQ3QvO5Vffv2LTB08QPuiJXiCIaKt7dS1dxBr6yRU33DccVZLRTS3G1mujR3zs0k23Xc3ux5/BNu2WHDmm1hx8eVIskxydJjhnduwqlUkSWJ0z04qhTyq5qJz6XL6Vp5OZ+9SlLxELpXA2pOD0WMiDHp/mNh7F2DYFZKjwyRGh0mODFPKZehaupKhrRsZ2roJgKbefs7/8PU0dvf+AXv5JP5/xkki1EmcxEmcxEmcxP9gCCHIP/44iX/4FsbwMN7TTqPhM5/Bs3jRf3XTTuIk/ssQH86x8b4hOpfUseRNrW8osJFLlrnr7zZTzpu4fRqVYm0i54/odCyO0bU4RvuCKKZh89PPPsfis1o566qBN9zGl9sqO47AKFlUiiaOI3C5FfyR16+6svPJcZ69c5Boq59L//SUV3VZEUKQiZcY3plieFeSxGgeRZVBArNiY1uvLLZ5Ea3zIlz0oUV4Ar+7AvPrhVOtUtm5k8nP3oAZj9PwqU8Rve7aV3f/sG2K69cjyTJaaytaUxOS6w/fzpP4w0AIwcM/3M30UJbzr11I+8LffzLvyI4Eo3tnCUTd9CyrJ9x4fPF5MZ8kObMVi73k8zvI5nYcV8SjqkFUNYCieFEUP6riO5pA8yEcNwc35XCFd6GHRgCFA2WNdNlDi2sBPe7lyNUoxbzEBvMXNITCBLd/BKMss+TcZlzhnZSM5/EFmonW9xIIduPxdKBp4bn+mRo+SDo5hOM4ONUwhUSEI9szZBNlJAma+8I09QQ5MvgkqEcoTZ5Ftahz6ltaOe0t8yhbZVyyC0V+iTKPY7Jzx6dIpX+N378Qr7cLw0iQyWzE6+0mGj2LYGAJgeASfN4ejNn95O55O7Hxad5IGNHSVGQHbG+IfH09M8oEZb1WlC07IDsCxRYISSJZ58F0yShKkFB4JUZ1ilLpCLZdAiHQDYdI2Uu04sVdrJCRU3gqNo2JKqYmcbDLx5jbx+GKyU5PGyt738vlfW+bCwK/HLZdmXNdUtXAcQlmIQT5/C7KlQki4dUUCvuJxx/AdioIYWEYKQwjhWmmjib6ZZoaLyMWehPJzRupeEYoew5iWAkkR0UxgihGANUJohJCVf04viJqyEu4YSXB0DIC/kUoym9/FthFk+lvbkLvCRE8vxM7XUHyqDWlJ7dC1iUx7dhMGxZhVWFlsHa+HyhVuG1oPc8O3UKlOkGhMn20AFQgCwh5ouiqh1Q5gemYhLUwXx78KKdddsGr2thXiiaTBzMc3lZzR7RNh0B/CEeTsAALgQXIkkSHx4Uo26TjJXLJMghwZIOqlkUSCpJQkYSK7Ciojk4uWOKy4CM8ay/kZ/NXkGnxck40wOKAlw63i06PizZNRc5aFDNVirbNSNVkwjSZ1x0m5NH45J4RZqaKLFd1liku+iSVqAkIaOgMcPvOSawdady2geMU8Vdf3RFNlhwc8cqzP6KM4VdS+JQUPjmNT0lRrw7R1GRDz5tg9jAMrSM//204/W8iFagnpXtJOQapSopkOUmqmETbc4jCyBBmqUDflKA+C+NdfsJNHQSHk8RGs9TFKyhHH92GR6MUdiPnCgSLgsE1bTxUP0mssYvTPAsYkJqIVlTsdBo7PYs1m8ZOp3EqZfa9dQlfr9+IR/XgCId0NY0jXkIikmQ+sfwTnNp4Kk+PP03BLCAhUe+tx6f5au4zR/X9JEnCp/noC/fRF+6r3WcqWdhxB+y7r0YaKaVq5MhXdKoKgRY4/4uw5J0nPt9Nh2K2WisukCWKGYPNDw0zvDOJWy7QvqABV9CL5vOg6gqaS0EIQS5RZu9zU8Si0LqwHjSdcsE8RpaSjq0s06FSNGnoDOBZEWMg5sM2HEo5g5nhHBODaSYPZbGOqrk294VYdWk3bfMjrznuFI5D6oc/JPFP36br7rs4UG/y2ac/z2R+GkcIoq522oONOI4L29YwTZWskSQhNvH+1i/S6FnJwUQBn0sl7HUR8Wpz64jPRcTrIuzV0F5GIhbxQxR++gNy6bMQvNIVTSaFN7AXp2JiWL1Yoh2QcRCY1NRZZUB+mYajTBaPtp6KfhF24VUPGyXqxlgQwW8KnEwV48wgd++5l6cSz5JyKpSESsUG2THQhIFj+8mLFrTgLmTXbE3p3IzgGDGE4zlqlSSDkBFIrGpYy79f/aGaivnt74ORZ2HepeCYNVKuJNe+WUmuEXOPPFUjOIXaYXoXGAVoXQGSUlPeLEy/pPUSxxGc9AAEW2tq3tXCUcLUvJryff0A1A3UnBLSIzXiVOT1ExVeFxwbpnZA4gDMvwTcIUqlEvfeey+Dg4NIkkQ4HCYSiRCNRolGo0QiEQKBAImZOEf27uPgwSGeCdazeflptT5xBHLGQE5WcCVLNJRzhCjxbukh3qk+h4FGVKRxkLHcESSXH9UTQNIDNXJiz5tg5XWgB6iWStz8mY+TTybmmqy5PfijMfyRKP5IlPaFS+joqOPpvVvYnd3H5av/lCfv+UvuaBzC5Ynx40tuIXkowbpHHqGUSuCxDNpiYTw+H0d2bebjHeuQJcEz6XlsidcBEkKWsb0B3A3N5ISMrXsI+7xcMt/HwNbPkQ4sZstUBKWSxC/l8KsGfr+HQOcifP2rufWXu5Hcft7/jW/XXHruux62/xzL18RU5FS2yYt5sNDPUwkvn+4a5lr/BrTCNIyth1M/yGP+Jdx5JMGS2X28yU7gb1+N3boaQ2hMHx5k+vBBcokZStkMPStWs6vlLH68u3hC14P6gM6lS5q5bGkzy9sjc0SQiumgSQ67nniYDff+gmJ6lkhAI503kRUV3evlnZ//Kg1dtaLtkmHhwqGUzVDMpillM1QKBZp6B4i2ts3dq2YnJ4gfHiQ1MUZqfJTUxDiZeAZFW4aiL0CWd7H6LYtQVBUhBIqqsv/5MZJTLy1IFyiqwO3XOPf9i+lcFMOoWAgBuuf3p8D8y7/fgm06vOuGVb+3bf5vxK7xLD98Zoh4toKqSAwni0xmK6/5GZci4wiB5RyfE9RVGd9RUlTIo3FKW4jWsIdU0aCn3sfFi5sRCCxbvKbD0PT0vbhcUaLRs7GsHKXSEC5XDJer4beOdeO5Ck/sm2Ewnmf/dI1cMFs8nkiuyhKWI6gP6JzdcYiuwC7yZh2zlUaSlUbSlRiyorG0LczCliDNAYnMzHfwGHcjSQLD8eEI7ejzovbUU2TQ5CJ+bwd9vZ8hFjsbgNn0FoYnHidfTlOqZjCMHKaVZ3+1EXXdVbiqCj/1VlBjWS6Z38qt6/MEPRpRnwuvpqBqMsgSulejf0EMO+hismzgjh/h4I79DKW6CHhlOmISPWGTjmCZZn8Bn+5i2jiVnvow5wzUo6vycQQxy3bYmzjEw8OP8NTEE2Sqs1y74E9ols/huUMpLlvawtreGD/Z/Cz37NrF4Uk3pWIYhE5XzMv8piC2ZdNiKSgpg/3TOZZ1hCknK1RKFqZPQQ5quGNuwo0e6uq8NATcHFk/jb05hYSEoVSQhIwsZCzZxJYtbMnElk08ZgDd9hLu1Ln6/6xBOTpWmclVGE6VWNAcIHCUDGKZNgc3xdl4/xEK6Spp2aHT9xDvWlXA/Y5/xZYUBuN5to2m2b0/ReJwlr6Egy4gHS4QlCRynhwZT452JYK3HMBV8GFka4IrAJpbQW3ehj//Gy6IJVDnX82h8umMTIxRreaJNXYRa+rBH3bjDbp47u5DzE4VUZc/ww+l22lUF/Cr997JfTum2DOZpSnkoeWoQ1idX+dbN/+Mac93OOCW+PFUnNnSQr7b/Ld0xHz4dJWwVyHodfDoFh7dojXiIeBs5QdbvsoLJT8rm04lqAXnhAhejuVVix9e+TDu8OsbZ1hWnmeevgClGqdnn8K+/o/yeFrlcKrAGQ17WOvdQPt0kaaZKpIAofuQq0XwN2Etv4qDU/9G/5ESmZDKjsUhvJ5umuV5xJ57mmpK4b7uj7PV2cnqpt1E3TOkKo2kqt0UnG4KhoeKkccw8+hKBbdawag0EZ7RkWUIBrMUCi5MU8PjsZFlBVVk8Mh5NMlCtw3qnVnWXvcDAk2vTUyyjjyH89Bnyc6McRNX06NnuPwjX2AiU+G2ve/ijlmTm8LvYN6OnxByMjzNciYXfog3H/gK9Xac55RVNHzkHiIPjWJOFmj6q9Wv6jIBUDZsvnjfbu7cPD5XyFcf0JnfFDi6BJnXFKCrzjfnEvOzF4b561/VhG2+deVS3r7ieMEIO2cQ/4cXUIwh6ldsRL7sGzVhCNuC7GjNfckdRAiBna1ixUuojT7U8MuIcLYJm26Cag78DeBvPLb2NYCs1NwuxzeBrMGWn9TGr7JSGz+fCL3nwbtuBs1be9/rjbc7Nkcnb6/5NsOwmE1XaWzw8sCOXfx4118hSTkCiklYqxLRKvgUgU8WKMCQITNZDpBPn8GMIaH4t+G1vITNEGEzRMAM4DMDyP4ppOatuDwZikJic1Fj3JToUIP0635UyuhyGbdcxq0aGNUwY+lFxDSHZU3bOVAtk3T8BOouQZXd5Ioa02mZIzMO8YyMU2kBO8xV3VXOakhyjxgjl32UcadA/gTiThEhc1GhwGM+LykZlpZkhnWZrHK034WCjI4kNAQWjlzikuD7CUz14Ag3i8/o47z+bsI+F5hlio9/l8F1ezhQOpuUeazAsqIWGY3sYd7CCRYvWM5OUcJwDGRqTskSEoqp4Xmyn/Lw0XZK0DYvQv+FYQZdO0iWk2SrWdKVNNlqluHcMMO5YVY2ruTc9nOZrcxy76F7ma3M4lbcuBQXuqLjUly4FTe6onK6coBGeRm3PXMJf5RqxPdmL6X6On6+fpRs2aBi1sjHLyKgC07r9vP4/iKdMS9n99dzz7YJioY1p+Af9blY1RXh9J4YV5/ahmf8GZjeDdkx0qUU8srr8HWuZW9qLxtHn2Tjrn9nmyhTOcE5uLxhOZd0X0JHoKOWH7FNTMfEsA0qdoV4KU7ZLLOicQWr6pbi+81XoX4+yQWXsm9yEzsPP85gcjdHzCQjSk10wuc43D8+Sb3t4AgJS1IYX/NV2t/8YbSXFNBuHopTf/NZaKqKdOFXsHoX8+HH/5x4Jc61M5ezuNSH3/Hit7148eDW3TglCyRwD0TwLm/APRBB9p5AuCpbpTqcxS6YyLqKd3k90hsQGysUDiDLNbe2jZveitvdTF3sPDQtjKZFak5MrjoCgUXIska6aLB5JM2uiSx7JrLE8xVOaQtzWleYFe0yEXeBSmWSfGEvti2ouK7gx88nuP/wQ7hbb0WOfwi5soCq5WBYztyYNOBW+cR5fXzwzB4UWSJbMvG71Tmy/kthWA737Zhk68gsHpfKKW0h1naH+eJPfs3WGQshpKO3IgVZqQlFyYrCoiY/3/nA2ahH+2d2cpwtj3+Xsno/vqYSWDHmL/gCLreHnbs+SjC4FJ9vgJbmdxIOn7hgt1KZpFQeIRJejRAW4xO3oqlBGhvfgiy/PkGIPyQcxzmOEPZqGNm1neEdWzGrVYJ19TT1DtC+cPHvraDYsWsX/+sRwpuYuI39Bz5PT/df0N39iTe8L8vKc+jwjUxM/JxgcCmSpGJbBSy7gGUVsKwcwpEQjoqkGCRdi0hzOu27LyE5XMATdOEN1sgy3oCLYnUTqeRzeIutdNpn4aoPEl3VSGx+FOVlQpXp6Ulu+/yn8cdinH7NSnY+vYtQg4do5wzZzFNEzYuQkhpqug4l28FgsZHvY7EXm7egcV11lka9GeGSMPQqjm3jMnVU89h+LE1QmW/Dqk6Kepix2TJGuUTuzhvJTk2esE/aFixmfPgAI9ECRksLWyL7MRWDAfdSTFeWeCV+QgGsqDuKLMkUzeKrkvtfRL3m4zqPQlP1cszZixndm8J5iTiN6pJxeVSMij0XY52DJPA3DqN6ktjlVoxClGpB58UAriTXQsue2CH08BjZ4bXooQla1/yAaraV8mw3ZnYepVQ7VuV4Z6u5/bvLaLpEtaDj2K89rtFD4/SeuZclay4iGFyCy3WsaN1xLOLx+xDCwefrJRg8BdPMMnTkHzHNDH7fAD7/AH7fAB5Px3/Ivc22HCzTQVXl4wRTXwohBOMH0niDJrsev4+pQwcJzH8BT0OCes9f4Q25UbxlbCdBobCf1OzTNDVdgc/7cXbv3oPb7SaZTHLgwIE5ISe3201DQwOBQIA9e/bQ29vLxRdfjEd38fO/+QLZTJq+086kfdEpuDxuFPXEJAtVVWlpaZnbx/DwMIcPH2Z4eBjLspBlmZjXojPdT6yvifDaLt5660b07m9yUfMFXH/69fzpIx9nrDRKNXke18xezKO9N5JWZ+jTunhf5Ho+9ZTFnRfD6nMundvv9vgern3gehw1CZaXTzgy33EVeHBsknLzldS7yrgPP8TU+5+nd+p+ePyL3LHwX/nBdoN73Z/kbbEVBHxv495rP4F0yzugMAMfe/a4YyvvSTJz235utyosuzTIhicfxnEcPsSttH3gpzWH+RPh7g/BgYfBF4P0MFx9K8yvtT1TyXDDszfw7MSzvCU4wBd2PsFjPi9/Hw3zL00XsDX0F3z1wX3YL4nldAUlrvJu4i3Vh2gv7wPA0kN81vNl7ppuIOhW+bXva/hzB9lYXcA5gUF0Ow9189jRehVXbujh4uVd/GrbJAJYU93HqZPrcJ/zTtbEv8siaYixt9xG36kXvOp5atkOP37uCHsnc8RzVeK5CtO5CiXDZnFrkKtWdTCcLOJzKXxsTQuKpuJyv/I6/fbjB/mnJwbZ8cULOe/v17G2t45/fvfvTrj7XXBww/Pc962/5bQrruTMq69BCEF6ahLbNHAHAgSidRhjeWa+twMcgRV0mLaOsPvwU+Srs6xteRutrj5iH16Mp/eVeZk/BJ6feJ5/2/1v1Hnq6A/30xvupT/cT4u/5biagP8sGJUye9Y9TnpqkuzMNNmZONlEfM6RqKlvgKu//M3XJJqdCENbN3HP332Zq79yI63zFvwhmv57R/zbW7FSZYQl0Jp9RK8cQGt8DSfno7BMm5nhBM/feSel7DSl3CTFdHLudVXXibW2U9feSTmf48i2LcTaO7jsL29g79O/YfP9dyOEYOHZ57H6be8i0tQCQDlvUC1ZhOo9OLYgmyzjj7iYPrSPQ5tf4NCm9eSTCSRJxh+LzeV8uhqX0rdgFfX9PRwYW8/BTS+QTx3LB7l9flxeL7nEDJIsc+51H0F1udhwz528/bNfItpyfBzkJE7i94WTRKiTOImTOImTOIn/wUjd9GNmbrwRV28vDZ/5NP5zzjnpenIS/9+iWjJZ/6shdj89gaLK2KZD99I6dJ+GP6yz+rLu17w+KgWTu2/cQjlv8PbPrCTa7KOYrTKyO8XI7hRj+2YxKzbhRi+di2Ls+M0YV39hNbFW/3/iUb46RvakePRHu1FcCue+bz4NnQEqBZPUZIHUeJHURIHkeIFiphZYiLX6aekLIScnUOIjuEqzaD43elMd7pZGfO2N+DoasTUvwzuTPPuLQ7g8Cm3zozT3hmjuC+EPu9F0BVmVfi/3HiEEU5+9geyvfgWA2tJM27e+hWfZsv/wtk/ifw72PDPBup8fwO3XqBRMelcEaThlHY2tC2hoOhNNe3ViwutBNlHm9r/ZgGOLmtq9DH2nl5Dc+zDZh+w+gOavFUELIeP39RMKLycUXEYwuBSvt/OESUshBPnZCo/+2x6S4wXcPhVHP8BM1SSQOZ4wKasSLl2dI1vmPSn8UR1p4mX3EwnCDV5irT7CjV4Ks1WmDmfIJY8vZpRkifYBH/MWQkd7Bbc1A8Ukth4hPmGTO3yAoDZNTmwiUU0z69TuAy4kNEnBJcnIioveN3+V+oFLqAzeiZMbQ8dLavQuypUx/AWTYNZEO1qgIB8Nrq9vbGBLYwfbrQyikOds1WC+ZCEpGrLmQ9eDuN1hVMmFJ1dAyc1QthJ4SxaRrIlqv3rsQSg65a5VHCrvwNEVQtGWr911AAAgAElEQVRegoaON5tHT04gl2aPdoACoTZEdhwUhRdaeviaUuBbl91FRMxyaOSHBFwhFMWDInuQFR1Z0mquXk4FWdYpFPaSzW6npvdb63xVDc4l+R27TKF44Lj2qWoATYsgSSouLYbmitWKOrUYppVlcvLOmrOXkNBKjbjzHQSSq2k55a3Iqo5TMLDzJnbeqNndJ8tIukr6z5bQEnAT1V498OtULKqHMljZKsZIjvEDKe57Rzt5XSZv2UxVTaYNk+mqSeVlRa09Hh05n+PUx+8B41EqLoWGXITmWWhJVWhN5ECS+Ooff4L1S1aAsIiae/HN3oxetvhR+a+Z95FzEJKMZdiYVYfkeJ4tDx5iergISCiaoLggzB3tBpPaOEgaQtLBMVGtCXCqaL5FnOGdRRS3sHv8N7gMD0W9jMBGSBpC0kBSAYXemVbOPXwVuu2lRkoQxLtzDAdiUFaJFhyieZtI0UE+wSlVcEscbHYxf9LAU33lG4QE0tF/TweHyejT+C0vK8xmFkqPo0gpBA6CGqHCFDpTUj0HQx42xJIMSQcJaWHqp3voKg3QYNfjNgIYJRUhJGRZcN3X1+IJeUAIjHu+RO6On+JUbRxbwrElBDqO5ENIbqozZazcsSJf26OSjbUiFV0gQPWo6K11uLs7cc9fSGjFMkLzu5AkiankMA/+3/ex+rkU2ssFQRUFEW1ARBtxhfyY4WaSmQrhLY/R9MFriLz3PagNDZjpNOnJITJTwxTi4+hTabamd9KSkZmvtFD/Z3+G3v9KVfZXwDJg5x3wxJehmKiRRTrXHC3AqwdfHcJbh5m2Ke0fpbRzH5U9u7GLRdT6elq+8Q307m5s22F8X5pDm+MMbU9gVI4/ME2xaZBeoDT8SxIBg0RIIhGWSEZVEiGoKgK/IXPBtgXErHdgKx4kRcHtldH8biRFPa4wT1FlNF1m+kjuuAT9i4g0eWmbF6F1XoS6NheSbKJ7vbg8XiRJomrapPJlYkEPuqpQGRwkd//9ZB94EGtqCs+pKxH/+je8+4H3USirqJUltIZ1hrJDSGoBSTZBNpAkA0k2sAsDlMavAyT8GhiOhPEa906/Kog4s1zmmeJC0YOv1IAHmW1YbMBCkSUCbpWY10XEDZ2GQl3CAJeCFarw69kCT1ouLEZolccZoYkR0UhBeFCAeiRWuCyUQIFIehtXqFtou/q7RDp6aq5XQKVaoVAsUijmuWn9KLfuq9AdVji/188tW5OUHRVNmDWHImRsSUEcVfWVhcP1a5uZnBxme3wUl+VFEzKa5KBj4ZFM3JKJR7LQMVElQaPb5I/1X6Pnx+Bt34NT3gUz+8FXV1teiuHnYN3Xa45BkS5Y83FoXAgTW2HH7bD3VzUylKTUSE/B5lqx58gLzJGiFBfOBx5Gal3xXzr/HhkZ4a677qJQLDIbns+o0ozpgGW/qIJfc34xndrfubKJI+CMbh+LWidps2dZVhpHN0vYZhXHrOLYJk2FfTSUD8Pid9TITrE+WPruWgHtb0G1VCI7M43mduMLhXF5Xul09nJs3XeY7C8v4a+bFTQtyM1v/QWN7kZ27NhBT3c3MWsKGhZx6+23ox56koZoHet3TqIFQ7QuWMKCU1fR19ePz+djdnaW0dFRFtQr6D+9kELdMh5b9X1soRDUZVrtMRozOwgmtqBNbkSaHWJHuonHp/u5+so1tFZ3wuDD3KRcyd8U3wpIeDRljgBy7/YJ2iJevv72Jaza/y2Sz/yM9YkOjhRPTNxXdTf+tm48sQbkpm6eFl38enec69Z2cdGipjm3gtr3Y/HEvinWHdlPtRzDpcp4XQrFqoVpC/ob/JzRV8faziC+IxvY/9AvWKztYeD6n/CLf/4u1VKBP/r4J8nNzLDhnjso53MnbFOkuZW+VaeTTcww+MIzQM2NKtzYTKytg1hbO9G2DnSPlxfuvo3pQ4PHfd4bCtO9/Gw6lpxC15LFeIK+/5TrYMN9Q2x5aJgPfuvs3yvB6rVQNmziuQqzJQPTcrCdGlnIdgSyLLG6K4rHpeA4gpRh8mcHxriwLsR1LTEkSSJvWLwQz7ExmSNeNnlHQ5hGn85gPI8Q0Brx0Bbx0BBwn7Cg80UIIXAEKLLE2GyJ+3ZMki4apEsm2XJtnSkZZEomqaJBwK2ysDmIaTu0R710xXy4NQVNOeaQ5FJk6gM6FdNh21gaWZJoi3hwBJQNi5JhH11qvycLBttH0+QqFj6XQvFlquOtYQ9remOs7Y2xpjdGc8gzV4xzomMTQlC1HPIVi2LVwhGCrpgPWZaYLRpsGp7lN/tmuGfbBIbt4NdVBhr9zGsKMNAYmFtPZSr8avsEvXWwyP8jEjP3IUkuxEtcNyVJxeWqP7pfu+bqaxdpbX0PbW3X4PP2vfY5nJvCtmyGhxR0v04gpiFRppTN8HQqy/eKAs9hh0u3lBAyzPgFP9MNMB28zV4Wr2xmUnIYs0yqR/vEbTicerBKwIF4v4+tbqcmRjBTQZkuI5Ws2nKCccjbl7eSr1o8sS+O6iqghjaCbyeKuzaHtUo1cozqHcGuNuAUFyDJJQKhI5Sl5HHb6ijVszA9j+bcItzF+QhTRiDmCO55rQgaeMse/h975x1vV1mn++/qa/dy9uk9JycnvQdCDyChiYggFhR1xoZtRmfUcZrO6Iwz6txrmUGxjIgNUUCpAoFQJJCQTnpyei+7t9XX/WOHQCAw6NV7r3N5Pp/3857zOXuv9Z613v7+nueRXiAAUBV8ioJHgycxlNjHk62bqI+vYGXDCsJyPdmKQaZskq0aZCsGqh/mIqEZeW+VecltJOIh9qcXst1wmREg4Qm04JH0BBRHAQSMgMM9ossHA9/iLb1+zU1GPrXgzdGhHA/ccpDMbIWi79HoigR8AUvw0ZIablCmqkJe9EnjsTVbJOvU6rCAj45JkiJXSltYpw7jIGL7ErYvYSExL6xwYPZ9qOEgpfDb+GpdlBbzA5QHQ6yXDpPw89QJBVJCgQQ57mqe5JFQgC/Ou4bLhTjCpr/ni/qfs9NfSMnyOFKN4HJyANL6DoP3LfwUfX2fp6317QDsmnqG4eIwdYFGknqSuB4nUcoQEGSExkVQyeCP7+CBdD3bpgWubJihnUnK2VmM4hx2MY1XyVBq3kslYbN2a5WoXYW6Xvx3/ILHZ0P8ZOswjx2e4MLkY1zXdD8tlTSa5VMMS5SDMpWQgqEKNE0u48DTl5IROxBkC8eW8O3aGK9JBQqrFMajbUQDMkXDIVe2yBeLhAWbuoBDVC4TFAsobpbccBnJCqO6QdzwBFLUQjFslLlmcEPIuHi+jufVUlUtoEYO0rH4NFzPxy1MEw7qrLvwSpqamqAwCQ/9PTx7G3akg+9415A3a/NlSZJwHIdQ30PcYhV4g/0G/vrqP6e45btEdvwHIa+I7UvMRhYRKg1xjv9dfn7BEkL3D1P3rsUEFr28I8Q/3n2A728Z5IZz5/Gx8+ejqnKNwOz5uDkTZ7aCPVutkc5DCmJIQa4P8MUtg0wXDL60uA1ruIBXdfCqDn7Vwcka+KUyDS3fQPnI7bU56G+L0gz8/N0U0ltxJQHF9mrJ8Z9fK8t6TSDgOcQ74apvQfvptXVbYQKKk7VcUiHWBt3n4YsCA4NfRxRk6lrehS7XyC9Q69fnShY7hrPsGcsRCyj0NUY4b0H9K7rWPdWf5kv3bGNxv0uDpbO99zFmEw+z/OhbCdsxXFxcwcUTXDzBOyl3ZIPZ4Bh1lRZ659Yieyf3EbZoohx3d7NFi7w+w3TzDk6P57jcEVHijagdS1A7VyA1L8bFpWqLDGcq3LV7gnt3H+DclrtJWz0MV86jf7aE7froisjp3XWc05tibcph8f6voO7/OfgeBnHmzHYy896H0XwWFcOiahoYhoVl2kgVHTNTJFrZie3DlLmCRvUAzjV5srEGStUyxUqZUrVMpWrQemQFiZFOngv8nreynkidTsw5wvD2AUbKC/GRaGjXWHhWJ3WtIbSgQjE0xzf3fpP7Bu8DauImsiCfcMvz8XF9F8EXaSx24gs+JTWLHIW8+bwQlCZpJxypE3qCq+ZfxWXdl50YNw1jCsOYADx838E/7qzo+y7jE7fy4IEMN+19D+26zDUTMg8FLHZrLsvqh2gKDqOIJorooIoWmmyxumEPMa3IqPcxHhw8ja2DWdZ0JPjS1T14aGwfPu5mOJhhJFPh6tVt/Nu1K165TTgW9r0fZ/+B2+jvWs/0wktQZY2+RB9nt579e5vHGpkBdh24jff3/5h3xNazoeE6nFAj2q/ez1pvL9N+nE3+Op6Qz+CQtowN5Qf5nPgdSlf9iKHWbj76wEewDIPPlz/O2ddcjqhKOFkDJ2vgZkzckoXaESGwsA4p+tsLwNl2nv0HPo4oqAQCHXi+jecauG4F1zPwPBNJCmAY4xSLNcKmJIUQBIU1a35F1kwylC4zlK4wNFdmrmRy9vwUpuPxr/cfomg6iALMbwhTH9HYM5qnZNYIft2pEItbooxlKhyeLmLYHpos8s4z23iw8FF6Ez386dI/pWSXKNklCmaJdMlm76E+HjuU5/TuJLGAwoMHpk/MCUVBwPVr83LX85nKG6TLFioOviBh+8+/146ISFiT8DwXz3XwXBfXcTAdlwknzMZ2+NYNl55EDspMjrPtgX/GjT6CHrfAB8lvpyP1RbpXrAegks8RjMX/qM7kn332We677z46Ojq48sorCQZful73PJdn7rqD39x6C5IURA4swfNbEaU6tMAcqzYuoK41hh7SkTUNRdMJRKIoegCjZGObDpbhUs6ZjB7IkJupIEoikizUckXEKNmMH8niuT717eETnw/GNAJhpTaWuj6e6+F7PlpQJj7vEdzIt1m9+maSybPwfZeJ8TuYGN6HWdQwShpWScMo64gCtK+aQw2PUSztp1odwfdEmlIfoqP9g4RiWk0g8jhmRma49z/2M2Ok2bT4e0zpYwBcdejDnDV/PUbZoJI3qBYdjJKA7x0n40gWiu5hlWviDpIiEkmq+J6JbRYwyxkcJ40aNom1BskM9uIdnz8heGhBHyEZYTQEB+0qz+YrVByIyB4fCniskoqME8IckenWwwT8LKLgkDfnKNoZCnaGkp2haGfxcBFEkWUXbKRt0VJ23Psrtpv7qaxvRJJkBA/wfQTPRw+EiNQ38PDQJnJ2Hl3QWFO/hk+d+WnmxZ4nnhesApOlSbJmFsd2CRYSKOkoZtnGqDhUyya2YCJHQAr5oBkUnd1k8s+Sni0RGTsXd7a2fxxOaPSsaSDZHMI2XCyjVk+sqoOsiNR3RPA8n1LGQA3ImBWH/l2zWIZDtE4nmgqcyBPNIVKtYQ4+Nc7OB49iliEYFzjzugKhqEYw2E0g0Ikk6bV1Z8UhNztDtTyFZWew7QyOP4wlbKVSOYLjVPDsIE41hm+31J5X4BCereGUe5Gds5g5tIBSxiec1FBUCVmVUDQJWRVp6Iyy+uJOFO13Jxg4lkv/rlnyMxVs08W2PBzTxbZqJDHLcCmmq5TztXWuKArUtYVJNAcJJ3QiCY1wQicYU9lx/zADu2dp6Ipy5Z+vRNVlKpVBnt56yUnuzIKgoustNDRcxv5989m1axeKouC6LoFAgCWLltEQa0WTIniGRLVoUS1YOPFZntzxyO/8v74YqVSKnp4eenp6jrso/YD8/UMkhy8lsqGNj45Ps6PwPaTkNgKyTtX0KY+/lfeXl/HOUJgnxO18oe3bfKD9nSSeyPNP1dVcHh/hy3/5oZoD03FsOjTEh3/9BS4RLf6seC9XtrXwmdkiK5z5JBWTcnmSzhvuQ4l3wL+vpSBE+OTMxbwhcRN/1VDbW76k6xK+VBYRdv0Q/nr8JcIA33roCF95+CjPXi8xqfYw9NC3OX/mPxFCKfjItprAwYsxvgO+exG0rYNzPgELLgZg/9x+PvHoJ5itzvJXC9/Jm3/9zwjzzofz/xr/yAPc7F3CPzw4xhk9dbx1XTuCUBPCGZorM5guM5yukKr089G2ES6Y/h5+qJE9Vz3AGm0c/fsX8q/2W/mm+wZUbN7qb+I9gUfpZpTHWMO7jY9zifgMG8Q9/It1LfPCIn9i/yeXS9vIXHYTydPe+lu/Z9/3qdouAUV61ePm40dmuf4/t/G3ly/iC/ce5MvXLOfNa9t/63v/7+KBb32NfY9u4i2f/SJHtj7JrvvvPvG3SKqedbGLiXv1PDD2fcp2jkhdPfPXrad5wUJ233M3pzkbyfrTxK7tofe0lyHE/TeFVa1w+xc/x8ThA6iBALH6RqINTcQaGok3NtG+ZDl1bR2/01xq5/13sfnmb3PDt39EMBb/A5T+9wt7qsz0V3cSv2IeodObQXp1sVWVgsXtX9p+UlyIIEAwqqKFfCTZwHMKWJVpyrlRBByaF6xg9NnNmJWaI/jCs89nxevejG0FyEyWyU5WmB0tkpkoA6DqEo7t4bk+oiRQ3xGhqSdGU3cUWckxfugZZocH6V65Bi0YYt+jmxh+dndtH1OS6FlzOk3zF1Df0UWqo4twsraPMjs8iKQo1LXW2q3vef9POXS9hv9+eI0I9Rpew2t4Da/hNfwRY/SDN2CNjjLvV79E+C1VEl7Dq4fvu5jmDK5bQRRVAoE//CLbdxyqu3fj2zaBlSsRA6dWLDrpO66LVyrhGQZ+tYpXreJVDQRFRmlpQUom/6g25V8tfN/n6PZpfvPzYxhFi2Ub2jjtim72bh5jx/3DyJqIWXa45ANL6Vl1cvDec2qwruPxq6/uZnakyBv+fCUt81+6YHYdj+F9aR655SBmxaGxO8o1n/7tbJr/0MhMlLn3xj0vIUmIkkCiKURdW4im7hit0QL2Q/dQeODXOBOTL3O1GpSODqKXX4a/4Y3s3lZk4liOSv5kBWZBFFBUEUWTSDSH6FqeYsk5LcjKb7fxW3jwQcY/9mfE3vhGgutPJ3L++Uix/z3Sy2v440J+tsKtX3iGpu4ol92wnO33DTI69kPqlvwIoOYKYcxHl9eRTJwN1mLy0ya5mQqKJrHwzGaa5smMT/4U161t4HD8UNQxXRBgaM8slaLN8vMWoGmt9B/+Ib66GwDPjiE6i9DVpQhWH3seCBAMRWtBBg1BFp/ZTNO8GIIoYBkOsyNFpgcLTA3kmR4q1NqGAJd+YBmRFoWvfeU2QlqQc9e3kGpoJ55qJJzUCEZUEGD0yATPHH2SLYFtPDj2AOcF13BtzxvpTS2lNOuRmTTITFRJj1fJz1qEIjr17VF6+2zwnuHQkZ+yxCvTZeaRKnOnfKbFkER/VwjB9QkMGkSlECEffEHAAxxBwAUkI0+5SWWoM4TzclMKHyRbhJKJ7ogcTcxjXIowaAdJhrvY0L4BH5+j2aM8Pfk0++b24fkeQTnIyoaVyKJMc6iZP1v5PkQf7h9+lPPjC6mzqiApIAdA0RmqzHBk4mlWDm2H/oeJm1UUfBxJwJVEyrFm5qINDAfCHFFE9lHF9gq8LiYR8LIMmQ6NifWc03ExR45+4ThhKYrrVo+7PlXxPBtZjiKJGq5nEgi0U5c8B1Wtqynb23lsO4dtZ7GdPJ5rkbDOQTe7qSYPI0yFUJ7sQYlGUFrCCIqIIIsIkoAgi7hlm+KhQWxphqYrzkdNxiltmSB8Zgtqy6kJtOZwgZ/csZ+/XRmgJ6hzZ0crPDJI+ekdNUKQqCNIGr6oIggqCDK2KPBUSuKLK0PkJJ+4UEV3RokJJUIUUb0CklfAdfKYdg5ZjhGurub9//5TEjNZhjs2kq5biug5SLKAr8m4ARUtM0ndxH7MFd2E8tNMKikmhSSxShBba8IVNfwXBWVpRpbmqS2olaNUpQHuPLuNXQuyuF7lFdu9j4Qrp8D3kd0ZuqwlVIQ0c/IMnlAjpsWcMGc2bWD76G6qWoFrx9+LOnY8yFMw0NU0XsCgWBdiOhUkE3YJuWlEaxa3WqZ5ej36ZJi2pUmWLFUISgUqToZtdolNdpFDtouS0xCrd2Kok3y0ciUXlFaQuiCA0tdXCxSTlJpatqTyzMxOPvLIRzFdkzWNa3jn4ndyTus53Dd4H3ceu5Md0zvwfI+WYCuv064geN8iznlrL30dNoX77if93e/iGwaCqiAoMqIiIkg+oujgijZe2Kdp9XwCgSnG54I86nyAinVqJ7PnkEi4BJrjzFXSuLKNJVWJSCKe7WIbKm5FxS8pCOZLG7ihZIlM30Lf8BF0X2Yu4JCJCMxFIR0V2LpAxAw0Ysg53r7VZ+lcgJ7P/hWdsRS+ZSKFXjRPLUxgbnsA/9BDqMocYtc6uPRfoHUNvutiHjlCZfsOKjt2UNmxHXe21n9J8TiBlSuR4nGKjz9BNtBB9oxrGcsGsVwZWXBQA8PYlX00DBcJGwKVkMjP1u5ib7d54vYyIg1uiEZTp74kols+42GLHfEcG0Kr+PjoYrz7HsEeHT3xHUFVkerqkOvq8C0La3AQUwqSbT8Nua2dUN98lJW9lHNDFNOjZCdGSY+PUc5mTlxD8nzKYRfZSuNJJsOJBKJoobkGjgS5QJB0KEY+LlIOTOH4MsrA9bzNmaUHlem5HIaooDlVNK+K5NvIAZ1AXZRy0GHiyCCaWaIvliHZ0ELBWInpRCi5AhVPpIqEKUpkgJyk836tm4AgsMm32EeGWSFH2fbIuCqGpGGKGpao4QkiKnDcHI2ELvHpDW0sVdNkMwUcy8Yul8gWy0yWbEbsAEetEGMln5wcJehWWZvbQUPYwwhEyRGkLAap+Bo5XyfvKFTFwInD4YBboas6iui7aKEwyWiQWCRINBIgHg5wwdpFLJvXgud5TE5OoqoqoVAI3SngWhXKtkjJgrJhUiqV8Kb2s2j7XyP7FsLbfoLWvAQe+AzsvxMkDVa+Dc74KKTmv3wD6n8EfnR1LdBz/utg0RvwezeStwSCwSCqqtYCQSd241dz7P7VN3hQuRTD8QkEAielzs5OVq9efcqAot8HXM9nb/84v374MYypoxR9jUetHoLxFN2pUI3kIAooskjUL7G4up15xgGmgn1YdQu5qC5NaufXIDNwvOKqx9PzfRxaBC78uxMKpL8tHNtm8/dvolLIHVdu94874oqcduU1tCxY+JLvPHtsmL0/fxffbJxBFTR+cMVPaE8tgie/VgtublvHzp6PcddjO5FlmdbWVt71rnedWsm6MIH/vY2UyyXOL32BWWJI4cP4ThTPaIbjXpayKNATrHClvA1377PUqyUW12V5WD2Ne+reyXvOnseqjjgLGsLkxkcYfnY3Y3mTX+0ao2F6Hw1Wre/SNJV1b3obfrKF0YLDUM6kP2NyNG0waGh4L1D71WSRy0/PMyXeRVyL0xPvYV5sHt2xboJKkH986h/ZM7uHc+qvpdV/I+PVo+TYS84dRqgso3+gF8MWkUSBNzVM8uXcJ/hs8G8ZDq5g1eE7cWZq/VrXitW0LVpKMBY/nmKoeoDRA/s49sxTjO7fiyQrrLn8SvrOPJdEc8spFXt9z6MwN4ui19x+bNMgnKhDlH4/CqLHZkr8et8kRdOhMaJz0eJG2pOnbjtjh7P86n/u4vIPLadreeqUn/l9IV0y+eaj/fzkqWEE20PxBVS/JiKg+qD6NdLnZFigryXCgYkCuXlh3M7aHC9seJi+j63V3H+egzhVRdmT4cW7Mqok0pUKMr8hzPyGSC2vDzOvPsRTA2k+/Yu9+MBZPXXct28Ky/EIqhLxQM0ZMB5UjieVnvow165tI6IrlLIG+38zwVR/nnBCqwWPHU+RpIas1hyKJFlEeEE5fc8/6ffn4Hk+luuhKxKHpgpsPjRLWHWQvEGOTE7SPzOD55YIyAZBVeHJsWV4Yh3vOasb2/V49PAsmbJFyayRn17sQJUKa8SDCsdmajaDmizy5rVtvPvMbnrqa4Q733cxjCmq1WGqRq2+61ozR45+nmp1mK72D9AVuhDHKVExx6haE1SsCYziAML0fgTbQIi00pA8n2TbFWCVoZqt5XblBXkF7DJM7MaeOMRdmb9hyll+oqwOFSaTMsdaYuQCJpfvNGhpjbPigk4evvkg0e4IR6MCkaEKwXwt2MwXfQTFR5YcfFPCdSVEETwPmhdIWGss5s/rIpZoY8CwOFo2OJAtc2i2xEDBwAhJzJ+1GdufJhFUOGdZhadKX8Hw8jQqfSwMn8HK2HpagykEz2Hr4a0MVp5gt7YdfBWz2s3KYoj3qlEmit3ks10IRm3vq6ilGYkfZDR+iMnoAJosoQtBCkIaw7MRfIGwmSBebSBuNJKqNpMwGhgLD9BxfhAxdyU3bxk7ifxWF1JISVVS1hilqskufz4XVTRWWLW56KTkUu8KyIj4ok1FspkWBCZEmSnJY1D2eIf2GJ8/O4Bw3l/Wxqb/AmXTYdPBaRY3RSmVLP7s9j2MZGtK9VFdJhXWqAvX2sk71nfi+7D58AzFfJb+sUkenZDwXtJCQcblRvdejhbfwqXn7uNTpf/gmKKT9Bw8fDwBPARcQcARBAwB/mrZB7lu+ftqRJbvXVQLcHuujQkSXrgZM9xKOdDCfm0lfz+0jL9Y+Rd0tVxIY8c/sXcsx0WLG0+9j+t5cMd78ff/EsF3mWjUGG4N0jpdJVp0MFURQ5UoairFoEqlzqfrWJKeiSOw6h1w8O7a+ubNP4DOM8iULe7aPc7tO8fRZ7awtO4Qal2RteGjJP0MdwxdjdZ/MXWuiicaiF4t2NeVy9iBWWypTLKa5PXLD5LK386sYvCUs4yDxWW43kvHFsUNUFdpQwqUsebmI8oFdM+i4tXxnBunJlXRFQvP8yhaceS6hzBUBwkHybfJkMBGQZcFZKeEjIMciOFoMXK5PNdddx2yLLNz507mz5+PIdzFe3fdxqr8UtZyBu94xztIBiVyj30TIdFBTBXglx/kHcr/ZJBOfuaF0NsjpN695JR17ch0kUu/+gSfnt/IG7I+TsZAaQmB6+PMVfHtU7jfAogCDR9aAQAbtsYAACAASURBVKLAzNd3ISgeku4hKB6i6iLacwQL3yPw7r+pOTC9EDOHav2VEqgR1ZVgLbjz8P1YB25FbliOEG6lsOPLDLZAOvHSdZ+MjoKK4imogUb05HJaG68mHF9xStKV5zkIgojjFHHdMocPf5bBmUd4oKCwpaTiI6L5TWA1YVfiyFaUoOgTVCsoUgXHDeB5r+fSpW0nXF7cF6Rc1eap4du5enI5QSuKKVfxBA9brlBnNdOxqB7P9XEdF8uxcRwH23FwXQ9N0DFLDkbJAdllwboUbb2NhBM64YRGKK6h6jIzYzmObT9C/pl7yBTaydk9p3w1EhaqYrG4r8Jp774IMVxH1XK5fecYe8dyzBRN+poinNtbz6q2OAPbptlxz2EC5jCd6nYK8bOYLjaSz73IRVcUkFUR6fiYG05oBCIq2dE0nmXS0NvE0R1pFoce4ZB5wUsMubpjhxjOz8ej9j4FPETBxfUVQkqevjUJFl6yjkTTqZXEd07vxPZsVtSvQJdPdmF0PIfDmcMczh7G8z2KVpHhwjAt4RbObFzGvOQygsrJ+1em4/KrXRMMpcsUi88S935GQptFl0x02UCTTDTJQhBgKN/Ol3b8BYuak/zn9Wv52WeepNS4j8iS+1jf00YkvBBNbyGgt6LpLWhqI5Y1w9j4Txgb+wGhUC/tnX9JPvMwk1O3IQgyut5GMNBBINjJT/Yu5QfbA3z3+rWs6ohTtV1aYoFTE+98HyZ3Q+PS2rrnVWJurMRUf45UR4T6jgiSJOJ7NbX0YFRF1V/azj646YMcyRzhgWseQBEVCuUKe359M80TD9GR3YLqGZTFCAI+m5q7+Ho8wHRlmoQT5Sve37D2XRcjqr9ftX7f93l230fYO7SXXXMb6M9GaAln6Iql6U7kaIsZyJKK61aQpCBNTVfiezYD409w/+h1/HKvg/kC6y5dEQlrCnOl2j7MmT11fPyiBSxpiRJUa8/EcT0OTBbYOpBh62CGQ1MFOpJBFjVHWdQc5ZzeFI1RnRt338g393zzlOVeUb+Ci+v+hi/eO4wkwrqERdXxSVsSoiAgiQKSWFsb2dUSzcYwl6zsYnp6mkM5nzEnwjVnLuTtrzvZUbZgFejP9bM4sZj3fesRHh/3uGGpyKffcelLyjA7fIxtmz+H6e9l7Ilm7LJC68IlWNUKs8OD9J1xDhs/+LGXOFn4vs/DIw9Tdapc0XPFSX+rVCpkMpmTku/7XHzxxYTDv3/RRdM0OXjwILt372ZoaIiGhgbS6TS6rlOXSKAKUK8ruJlZ5sZGyI6P4dgWDfPfRjnfguv4RFMasmqQmfABseYS4xXxvCy+l0MQBNTgYtwXHSoIgoeiVpC1AJKsIYgynusjySKtCxMoisTMSAEtqBBOaJRzJkbZrhGmJAFREhBEgcxkmfxMlWBqgs7zvkd710VMje3gjm3tHNbHUZ0AmhNEc4IEUIhWGuhILyPZcZSOVbNkh5Yz9mz8JHP6QEQhGNMIxzUm+/MUA7P8qu/fqXgVLrLfxL3qjzk/KHBF6mQLdN8XCKgLWbzgRp7d9XdY8pM4pQ4q2SYqUwupZmIgqAjo2J7OmBsk48soQKBeoG55Hec1NlAeznDTsRJb87Xrhz2YZ0t0OxI9gsyCpSmm+vOU8xbNPVHS+QoT5Fn4uiDdcjNiUaWcq1LJVxFEaOoOMbp/O/07duN7FoVglV+evYugEEYXA3i4eLWZKx4ejufSoyzgsvDVtFd6KWUsihkD34NwUiOS0Akna+SazESJZx8bx36BMJWsSWgBGd/zqZbsE2ftL0SyJUTf6U10Lqsj2fx/RkDlt4Xve5jmFOXKAJVyP+VKP55nomlNxGNrSSTWI4oKju3y7OZxMhOlGknJcnGsGkFpdqRIJKmTaA7huR7rr+yhsTv6qu5vGQ57Hh5l7yNjJ0QTZUWsOdieIFvV8kiytqZXNIlqyWZmqEB+tko5a+K94PmLksDCM5s5+JsJmufHWXx2C3pYIT2zn3AqT0NHCwG9DVWtRxBE+vv7+eEPf8hpp53GBedfQHqsyv4nxjm2ffak9yoIIKkSvutz4Ye6KZkZCoUCqVSKeDzO3OgQxelpjEoJs1LBrJRrqVzGKJUo59I4HmiNLbQsWkpnz3z6li0nHj85HqNc7ufppzfS3v9JggNLmLqik2vve5Jwz7+huA1khq/jT50EN6ycR2xjF5Nf3sbhM9KU+g8yum0nT3adz16/iWc6byT0pq9D4/Pz+Z9sHeHyXe8nOvUU53Z2saLs8fE5EIQKb28PsFwI8o3rn0Db/yu4430c8Dq5raHI3dEGSnNrUese59aut7Jk85fgE4dq4lkvwKd+sYfNB8Z5xnsbbPwC7P4pzNTIxZz2frjsyyd9frQwQkyPE/VF0Gr9/8H0QW7aexObRzfTGGzkf5z1zyy948O1dcANWyCUIl0yOe/Lj7KuK8G+iQJzJZOrV7fxyYv7aIw+P98rmQ6bvvZFpKP3ckXrQQ55S6mTsgS9Oa4Ub+QL7zyfx/cO8tjeIY6UJK5XNvF3yo943FvB2cIeRAGO0YYA9DCGeeHn0c752Kuq278P5Ks2K/7hQRoiGjNFk6c/cyFNsVd2Ff9DwDKq/PBTH6OUy+CYJstfdwldy1ZRTM8xc2iAJbOrmZSHsJfLzF+3noaueSf6O9/zGPr+FqQjLpuyP+Y93/rWf3siSG56ivv+/Stkx8dQAgFKmTSXf+yTLFj/+xMgAHjk5pvYt3kTH735tv8nxxeoiXinx2ti1eLuGaLTZaqXdYMu43s1d8NIskb0PWkryq/FXmkBmbv/fTdTAwXOubaXUEyjUrQopg1KGYPi8VTKnDwOQK3P1kMZ9HA9hbSP+4I9inBCI9kcomVBnEBEZXa4iBqQiDeGyE6VmRrIMzNUxD0+/4+mdOKNQbKTFYIxlY1/ugQoMrRnD7GmhfheoOY6LFLLhZrYZCiuYZsuUwN5HNtDUSU6liQJJ/7Pt+PX8P8HXiNCvYbX8Bpew2t4DX/E6H/969G6u2n7xjf+bxfljxpzc5sZHvkO8dgadL0VwxjHMCcwjFoyzamTVHJaE2+hb+U/kcttpVDYgyjqiKKGKNXycKiXUOgVAu1eBM80Sd/0bcpbt2KPjCAoCl65jBHJYrf6CK6M3jKPQO8SQotXEZl/GqqWBEnCzRfI33knxc2PYPUP4Jvmy95H0HWUpiakeBxkCWe6ZkcrNzejNDUhNzWiNDWjNDchNzXhFYtYI6NYoyPYo2PYo6MImobW21tLC3rR5s9Hij6/oedVKhgHDmBPTiEGAwjqc+p0wvPKOAIIkkRgxYpXRfB6JeSmKzx+62FGD2Zp6Ixw3tv7aOh8vjy+Vwu6+/m/bKdatHnjx1eRmSgzPZRnerDAzHARURIIxTUyk2Uufu9S5q95ZaXz9ESJR35wkHWv76Zr2R82AOt3gWU4TA3kyU5V0EMKqbYw8cbgCYUze2KC/ksvw3ddwueeS/jccwmsWI7c1IRv27iZDE46jZtO48zOUn7yScpPb0UMhah773vRFi3Eae5hNidRLdgnFKlsy8U2XKYGC2Qnyyw+p4Xzr3tpkOMLYY+Pk7vzTgqPPkF47WoK99+PlEjQ/Yufv0bu/P8Qvu9zzzf2MDWQ522fPZ1woqbY9vTTG3EdDaX6AQrFp3DEnSiRfgTRwy4nKYyegaokqBYCVHMxmtf+GDUyif8C5Ude+DO1zRioHdwoSpKuzhuor9+IrreetGE2eijD3odHsS2XmeEituEiaxKhmEphtspzy+ZYQ4Cm7hiN3VFa+xIkm0MczRzmunuu5gsLepEqe0/cKxjoJiTXI3sSk+WnsO0MLZU6vFKWyXr3v9ywU2yfjrEKbRMGoutzMKYx0hSgqohYsoAnCSDVgi2isowq2pgeqALIgS5aUudgmjNIoo4kBZHkEJIUYvvQHdT5oyTMKM0NlyM1rsQwJgkn1xCNLmPP6D3cc+CrpMjSGxCRsE8qV1PTVSxa+C+I4vNtt2AV2Da5jacmnmLv3F4UfCLmfjbGZXzgNwWbabGTr238IelqmoeGH2LTyENMFAbRRR/bF2hXPD7Y0Y5vDCHyooiQF6HsiQxZCosicUS7pnQUi61mxfLvoCi/vSKU7/tk+6fYtuNxDozvpyoEqHMSnJlvI+nEcJfX8d2gw0OqiyGCLdSSJYLkwzmOzMZWidZEmr5kL02hUxNZZi2brbkym8Z388uJETr8pQyERDYMTPGR7/8bsbmxU37PkSTm4kn2zVuALlWozx5jQiuRe0H8i4RIQAoQkHQCso40qSGIF2JoEdLxOLqbpKlNQwroOI6PbdYO8apFC9s8OXhL8F1Ub5qpwCAWZXzBxBUsPMGiKhcYrO8nW6+TE59XD46VfPJhgYAcoDPaSUuohcZQI5lqhkdGH8H2bDQCxFydoKPz3vy1XPautyMGZarlCgPpYxyePcSNR2/C1XzOn3chdw/cjeM6BK0YiWiMoCaTq86QsUs4nLyXFfA86l2XEUVB9iUkXHzfQwEcwHzRoUPECbIo1EdTWzthJcyWiS2MlcaIqlHCSpiIGiGiRtg1s4vWcCs3XXTTKd9rxsjw2OhjPDzyME+NP8Ubd30CEYOmwX9j3VGf5AUXUf+ZT/OMP8j2qe1MlieZLE8yUZpgtjqL53s0252cOfJG6mfmkddmeab9fipq7dmKvnQ8iYi+RMRM0p3rRXIi+PgonnYiAMATXIpahpKWpaznsPQ8rlzFd2RCUoF55hzW3HWEjXpG4gcYiR9At8ME7QgBO0LQjpKsNqC4QWw5y719tzAVrREo1h71WH/IR5SPB/DpHlLAZdZXOKZGaM80sXCqlaEFfVSVEB3VPN0HDhCc60c3MigtTQTXrCW4Zg3BtWtQe3rwPJ9bf/EAmS0gmhqia+LbexlI7eY3vQcp688fuiuCAgLIgsyH+t7Fioc/T8uSa0m97vNIgZOJ1L7vc+uOH7Nty2McS4yzsek8FgxGSczJ6LaIZoFseYimQ9HJs986iCBBSpDRR8eZKxfpb4iDICD4AqoLuukQqhoUI0W29gns67aoBF4m6NGTEDwRwRfxnTB6tRdvZiGXzc3w5ujZJP6LPsrEYUhJM2QM0mdEaQ/2IQmvHBxV9Kp8q7iLlH2UJt3DrJRxLRvXdfC9Wjl9oCoGyCtR0moSQ9RZUjxAwHvpmsIUVQxRxxdENNFjQm1kT3gxaa0OQ3ipU+JzEHyPVaW9zPMnmCXOudWtpKQSZ6WGSemnIEqqEVh1HTQtA9eGkadh+EnIj77ownIt+NMu4yJyE28nFG+gmp+l7Ot01Uc4vS5P29EfgWtB32Vw5kehY/2JdYmRT/PEpnsp7n+QvnAJ99xPM5kuMDk5ydTUFIZhoOs6q1atAiCdTjM7O0s2m6VVnCPdcg7lqoFpGDiWieCYRPwyviAhpLog0UGuWKKMhq/HkUUBSRKQRQFZFE/8LgrU3BMqNrmqTV1I5ez5KQQBJvMGE9kK+blphMIkMTtNnVjB9QVywVZalpzOeQubWd/gIk7tgak9MLkXpp6F7GDtWYkKeLVx2/JEhuljsvFSlMZeovWNROsbiNU3Ek7WCC6+7zO8dxfTA8eoa++koWsekbrUqz5UPPTkY9z79S+TbGlDUpRau0GgkJ5FCwR49799E1l9qYp5tmTyg+9/lJ+HnkT3Bb677M+JPPAZbtHbWOjnWWIL3OxcjyiK3HDDDaRSL1qL+T6M78S4/QN42THeYv4Ni09by4T6XXbPbQNAl4K0BhbSoCwiTC+S1cloxsbbvYnT0lsRgFJQx766B5MKudkZCnMzWGYtkD5kyNTlVdqcHrb57ciJBmI9i3hy1KB4XPFcEgV6G8Isbo6yuCVKT30YH5+IJvPo3M3ccuBmOiId6LLOUH4Iy3teZCKiRFjbtJbNo5tRRRXLsxAFkfpAPdOVaRqDTWxoejNyeT0HBue4efpN/DJxPd/0rmJgMs/n2ic4be2y//Jw2azU2p72ByLsvRzKps2eyXF2jB9m58QgT+ytw7GDqJKI5db6pXN6U7z7zC6SoZPriOTDk1/ezfINbZx1TU1VumjYzBRNLMejLREgor+6wFbf9ylbLoWqTcGwKVRrxByAnSNZ7to8xOKywGJHRnyZbh2gnJB5qkWkpTPGHWGXJY6IUHIYCEAcgQ5FoS+ksyYZ5qBnc+NUmrNUne6IjiCAYHkssERms1WOzZQ4NltiNFPhubNrQQDPh9iKFC2yzMDuGc5Y3khscRJfFjA9H9PzsLyaY1R3UOO8eJiuY1UObplgsr82b0ilPKpVKJdePtiirkmhfWkTE0dzzAwXUXUJLaSghxS0oEysPsAZV/WgBWvPOJfbzvDId8hkfoPnGae8pu9LzJgLmC35jBTbMKVzSEWChFUPRUmgaSlCWpSQrmA5Hk8NpCkaDms6E6ztEGgLHsWxR6lWR6hWa7lhjJ+0P/ccFCXJsvBbSTx+C2SHTlkep2E55cQyvKEtRI0hJOFlzkAFCdQQZSLszM/n2cw1eEIrTvUR3HiFw619yFYDzTmFRDl4wj1p+7rbORbcS8fwStbObESthFD0ESrRp/B9GTwdvAC+H0QSbLqD97DImyNdvJDdpauRBIfzYzcyP3kY4h01B5ZYO8TaMJD5UkbixuBaflnvMJHdxPd37mD1xAZaiu0ouAi4iLiIgovhRbD82qIgEZhmYZ/BwWgbs7s1lIKDJQsMNcj0Nyn0NylkwwKSXRtnY1I9GSlI1Cny9om7OTezhWlZYUpWmJUlMiJkRZ+C6LLEgs/X9RI47y+w490UDQd/+iCJgz9C3PszMPM1V8HFb2ROaeaQtJQjO1XyEQ83mONPL1yHrgbQw8qJPmu6YJApmXQqOYKxVI3w8TvCdj0yZYtEUEWVT13/Z0yblCojCgJjuQqH58pEFImwKqPLIq7nc/1/biNopHn7rEJDV4Il2of5oVjG02MI3ech6TFEWUcSJURBZEmgmcvv/wd8H5yVf4Ky5FLo3wThJvBcmD0Is4drc5viFFgljGgXP21JUldnc8cz72F5eQvu+g/xl69/qfuks+PHyHd/iB+6F/GMvoo3rb0F1XWp6i8OfFHQtEbmFZtoevohhN6L4K0/ZXTrs0zf9yNWybcgnPtxxjuv4tjQBP39A0xMjuMjoMY7mEq76FaZlJkkWGmmFBkgFt6D6GhMm8uRq3EidghftMkld6NYCSSgGpzCw6c+WqA9aiAUdLy8jlmKUTA6Md0ExrKtpCaHiORXkXXaMPwYndp2NsS+jYiF6yvIoQgIAj8e+hwpZZArE5/lkN/Ol523cKm2nzZ/iiwxnFg3TvNqHFHHcRwWzF9ATGynbWGCQLg2lszNbeaaX3+Esq/TW+hjcWUx73n7e2htba09rOwwfG05k2d9ngufWMDHtRCXlqDp06chx0+e5/q+z3XfeZrTR6pc7SjIDQH0hUnssRKCIiLXB5EbAij1QeT6AIIi4pVs3JJN+gf7UVrDiIqHcWCKZu09iEL55ErZdxlO7wZmnMPMegMUrWEst4jkuqiWR8DwCFRddMNDN11m6jVm6jVE10d2fCxNRBZDJJo/SDC4mLBawrFzWHYW287UxF6sLLadPR7sa5BInEl9/UYERCrVQSqVISqVQQxjjBqh3cXw4JGCyqaChi+4rA/ZSL7OnOsw5fjk3FO3sZgoUS51YkmVWn/p6Qi+huhraHKZcwfPozO/iNB5t9GopBh+eCMCAksu/w2hpkNIooYoBZBecP4iSUGChk/YiSG2Xw+iR3noN0Qki6Cmge/W2ppn1whku38MRh7/2luY9pZTyNmIYs3h2kpPYc2MY2Wmyc1aDOb7aNf2sGpphpaLr0LqWH3Sux/ePcmWn+0jm5NpUg7iSmFmjXaUoIAac4k0KjhykenCCFpIpq4uSSKRIJlMkkwmaWtrQ3oBodx1PW7/1K3MlhuoV4cJa2XCQZtIXMTzfJ4+upzmwDE6lG2EyDJPfxpbEHjEuZxjwlo0IUlQTKAKISRZont5iqXntTIzVDv3KOdMynmTSsHCdXx8z8fzarkgQN/pTay5rAtREHBsD1kRGThyGwf2fB9JjBOLryIRX0MsvhxJ0vjSo7u540gJSaity13/pWtSAQiqArYL9RGdX374LOojGj/53NNEG2Dje+ejqqc+U7Ftm4mJCUKhAQ4f+QcMYxQQaWu7DkkK14jQ1WEqlWFMu8q/7PhHRvLRE0RcVRbpTAaZX6/wyUuWM6/+lUkl9nQZN28hyAJqV034qjBXZWR/mv5ds4wdyp74rBaU6VqWYnqoQG66NpcORBSiqQCx+ufTEX0Pf73nk/zJ0j+h6lTpTfRyWfdlaJKGUc1Q7X8Y4+iveXxmF/8ahMWBPi4YWM2G5NnMf/eZFKq7mRj/GYKooMhRZDmKLEdQtXpSdRcgiq+eyFUuH2Mu/SjV6jAP7d3OV3d+GA+B7roQY9nqifl3QJFY0hLlhg09XLCwgcPTRX72zCi/2D5GxXa5enUrqzsSdNaF6E6FaIhoCALsHMlRqNps6Kv/nQNQTddkx/QOAnKAkBIiokQIqSG2Tm7lU499ipAYYnF4BbmJLLZfZbm/nFAlhOu6OI6D69bqoiRJXHnllSxfvvyU95mpzLB5ZDMPjzzMM1PP4PgOST3J1b1v5tZ72ihUfZ74zOtIRE9NvLaqFRzL4sjWLTx9x62okTDZRUF2D2zFTWg0z1tAXXMbsiQjCzIHMgfYOrkVgK+d/zUu6LiAYrHIXXffxY7BHVTkyolkBSxs1+Zs8Ww+cf0nmLamsT2b5lAzYfWV67Bpmuzbtw9N0+js7CQSqZXfdV2OHTvG3r17OXz4MI7jEI1EWLF0CRtedxG7Ht/Mpoc243gajuqD6CPbIkkhRHtDPa7TwfgRjwWnN7LiwnYK1gwDAwO0NrRRGjYppk2KWYty1qVc8HBtH9fqx7VHwbfxfRPfN7CCs2SbPUqFHL7gI0gSkYYGki1t9PWtZun805gXfz5gfOzgPsYPHyTe2ES8qYVEcwuqHsDzfI5um+KhnzzLgeYHSASLZMpxftN6P41yC7IsUXKLlJwirl+rE21SF+sPvYnUXCeiKLDorGaiKYnpuRHsrEs1Z2OUXMyqwJRyjHt6b8ETPa7YP4/ojM+968bwdIc/yetYZRm7rGCXZeyyjGfX+j45aLPwmjGqGYnKrE6sq8yc1MDR/DoO5RaxfzZF1X5+fBQDwwQ7bwI3SMhZzdz0Iq5deS7nLW2mJRYgmzHIpqv0jxXYO1sipslsOL2F2+0cW0buIpS7DeGE820Aza0n5jTQUGyke3oeMaOBTERn+/w4M+rXEa2jXHHwb1H8GLYsYB1PkapHU+5kUlMwpZNI6ghAMWtSyhqY5dq6SxCgZ00DC9Y1kmqPEIyqJzlq+Z6PUbGpFmyqxZpQYLI5RCBy8preNE3S6TSmaWIYBoZhYJrmCbGbeDxOpVLhwQcfZGRkhO7uburr67HtGhn6uQSg6zqLFi2iu7sb3/epVCq4rotlWVQqFarV6ol8bm6OiYkJXNdFURQURUFV1ZfNi8Ui4+Pj1NfXs3r1alpaWl6xj5s4muOpO/txHY9K3qRatll6biuW4Z5wSbMNF/u4s5MoCYRiKp4H+ZkKZsWha3mKlRe209IbP6UoiW3bZLNZSqUS9fX1J9o61ARLCukyw4NjjI9O0tndypLVCzj01CSbf3wI70Uuw+2LEiw/v/1/sffeYXJUZ9r3r2JX5zDdk7NGWUIJZUACkcEEm7UNLGAbjN/PXtZev14c1gF7ne21d9n9/DpgcACDsQk2GIwRJggECiin0YxmRpNT93Tu6orfHy1GkhEG9l1v+C7d13WuGqmqq09VnTp9znme+75pWVCFIAo89NBDdHV1cdnq69jymz7KRQvZIzH/rHqa58fwhyskbi2goOdNHvjHLfgjHq65/UwkRcS2HMyyjccn/9n75DoOvbtf5bmf3sXUyBAAtTNmcs7176dp/sl998jooxw68AVaNn8OTWnkO7Vlft05CY7KewWdT61ZSviydgRRYPKefRjDecaSvUSVGn40/hvuq7mQb/t+xjXOU3DGu2H9pyHWBrkx+M4cEGX+LhHjVVnjkcE0230On6iprM2vic3nXy66G+2eS2BkFxc3NRFW29l66HqCM7/Mh+rO4SMv3ws3PQ5tZ59U7/f+8GXM1CAP6bdAqAHyY+BYFSL22P6K21NpCoopuowpro15iYgK3zn7m5zRfgE5I8dlD1+Gi8s7Z76T989/P5GNX4LtP4YbHpkWSrjjt/v52ct9fObSilPS+vYQLx3NIYsiH1rXzq3ntONTZcZ6urn30x9jzV9dx/yB7xHK7KXsyHzVvp6Oyz/ODatbp+teyOf53aNPMG/H51kQGmHISBC+4ov4n/sHULwIV9wJMy849bN13b8YEeX87zxP93iejuoAGz++7i/yHW8FI12d/PKOTzJn7XouvPU2UvcdwhjIodQHKHdNUfuJM5GrTp3zZE3pjHxjKwfTr7D0M+8m3tz6n1v5/wRkxsfY8sgvKWazDB7YCwLMXLGG7MQYiy+8nJkr/+OdsB7++h3kU0lu/Obbz5N0XZdixiAzUSQ9XiIzXqKUM2hfWEUC0A+nwAWl3o9ZG2AqZ1ZI4K6LYLoIBQMrpTPWnWE8pWMEVfwRD75jrq3lokVyKE9+6niM7cKQTMZ22VKw36BWb4wNN81lzuq6N9zvOC7FTJlcUscs2yiazJFXx+ncOko44aW2PUxVg59onZ9orR+P981zsGzTYWIgx2hPhtEjGdLjJSI1PgYPpRAlgaqGACNHMicRrN4KrvjYYprmxN7WZ07jNN4qThOhTuM0TuM0TuM0/ofCdRw6lywlev311Nz+9//V1XnLMAYHKR/uwrVMguvXn0CU+c9DuTxOOrMdSQpgyiFKjwAAIABJREFUHOrmUOnriIaI7bFAcMEVkEsack5BmhKRkg7iqImQNtDnupTWOHjTCUqRiVOeXxBkFiz4N5RNOcYe/j5eXzOe5jbKR7pxCkWkSBghGsRNeHBjEvmtL2F3DRGoW4LWMgMbnYlZB5hq7KrU509hgne7SOBpCWW0QjDyLV8Oy+qx68BVJfAIuAqgiMi2j8BwAmtonFK6D3GsDKaNXF2N69hYo2OYo6NY4+Ngn2LyJYoo9fUoTY24JZ1yVxdO4XiQVq6txdPejjU5Sbm7u6JM+hagdsyg6XvfQ21ufkvHnwjXddn5h362PtaLJAusumoG889pOLXiHzDWm+XX39zOa/nRoiQQbwxQ3RrCMmyGDqdZfH4TZ5z79ty+rFye1GMPYPeP4pu7ELW1Fbm6GjkeR1AqQSlraorcxo2Imhdtzmw8M2e+7ev9j8TUAw8wescXaXv0EbQ5f56o9BrKPT2MffkrFDZvBkDw+Uh85MN4Zs/BHBqaLsboMP5ly+luvJidfxx5Q7VuY3yC/m/cifHkI+A45AONBErDCI5Dyy/uw3cs2fQ0/v+LUy2Mdr86zlM/2sfZ75k5/S6mUi+xc9eNzJv7Lerq3jl9bDE/xWDfM6SLD5PLbzn55HaI9KGPIpln4Aup+EIefOHKQj0uaAGFtkVxLCtLsdSH39eOLL+5urShW/TsmmCiP0d+qkys3k9Na4jatjBaQMFxyhRL/ejpQ5gvfpW0PcRQlYQgS7SV25BKOYpOiqKsU/BKmKpILG3jKwsMVlf68oYxG19BIuVRKEsillBxbLIEMLAwrRKyT8QTlnBcgUBgLsXCQRwkbNGHK2ggekDUKLsiXZkBRgwTKXwet8zawGjPV3FdC02rw7HLWHYB2y7iOCVA5ImMxBkzP8VNC96H67psH9uObunsT+7nB7t/QNwX52tnfY2l1YsplY4iihqWlWFk9BEGBu6mpvpy6ur/CtNIYll5bDuPZRex7QLl8hjJ5HPYdpEBQ8R2RVo9lcDVsCEiCi4+Efwir0tK9HjqSCQupr+YxRUVIp4qYlocnxpAFGQEUUYSvYTCKxElFVmUMYxJ8vlOwuFlSNKbqwu5lkPu5WEysRLdQh/PHHqRrZldjAp9uMLrf9cUKUJZqcexM6hOGkmQEIRK4psoSDiuS8nMI7iVxGlZ8nLTwr/hkua1IHjYnsmxLZNjeyZPb6mEWtpVCWYC3zx6O0NyhNm/+TJaucyPbvggVjBE2CgTMnT8egGtMIqcHyMxNkZLzzhl10APqMR1BaGkUPZE0bVYpXhi6FoU3RMj729AFspodSKBUJRFG5op1I5Rskrolo5u6ZSsEqnSFD19gxhJgYAZQY445KrG+OPoRkpW6ZT30Cf7aNIaObd5PfXhBjyf/DYNagLfN79Og1GDmzGx0zpWugyOS24B9G07QOvBKB5xAsHjIXrzuaiNr38fd/18I39rfoG0lGOG2EK308f8qvmk9BR5M09ci1MfqGdGuJ2Zgod4McM4Ji9me3hh6gANpgWOQY+qogoSHlHBxqVkG7h/Qp6q0qoQBZF0Oc3y2uXMjs2maBbJGllyRo6ckSOmxbhjzR3EtDdfsM3rWX722X/Fza/m3qV3IPktmsItTJWnGMoPIQsyNf4a6v311CtN1NpNyEeqsPYEcSSbwZm76Di7imsXvAdREMkZOUpWiaJVpGSWKFklhnID7Oh8lLhR4qrUBIlkD8bl36WsBhAnDhEc2YNvcAdKbvjkylV1wOxLKb78E57RL2UgewmuHQIcFDGHT0wTFNOE/GUSsxrZdTBBJisjezKU3RRjmomDgOzKSI6C5MhIjozH8qHZx5NWdamAIeUJGgmEY04srmQhVFn4aySq6gPUNsbo6R/k6LY0/nQVg+FODtS8xGC0E0PUiXvjrGtcxwWx80gUw3RnjnDEO0BR1Ll2zrU0h5rhRxtgaDuO68H0LsfwLMd0ZuLIcYRYLXpXHtdw0IUyA54xZuonj0FtHEzBRHM9JKU03VIParKAVS6QNSbJ5HrwukmGqwSGEi7DMZexqI2uuiiOy4qSzeHMRSRLi7hYzyBLXmQljt9RCDgyQVcm7Eq0IhJDBsFEEGxcBCZ9GymXhjFRsEQNUwljySEsOUjKaUAohFlrSngQKOLytJPnJc3FDQnUJqppifpojXhpjnhp96ooORNtZhRXE5CVU7u8OI6NY9nYtkU2ncbUSxwZmOCfH3uVgm7SlAjSVhMEbwDBEwBZAVFiJKOzf3AKR8/T2lTPzoEcZQeWxQWavA6aYKO4Fq5lUCqVOaMxytXvWI/a9VsY2ArzroT4LOh5Dsq5iiOB7KkUUYGdP4fe59/03ZqG6odl72fjq128aMwjoRSxo23kMhlMo8zc+fM5R9lD9YGfIpXT2PVnIi39a/p3PcuDgzXk8eGlTInKb4UriJhKkKIcJC8G0PQkVdYEDiIFNERvCI8xyT/a3+IZeyk75MUM+BaQj84hGvSTm5pEmOiizh5HPKF/SSkJclII260QGywHbLdSXBf8iktAcvBKDqmywIG8l5BQplnOUC9mUbBwEZCCcWJ1zVy8bhUdNeFKYueuX8Dg1uP3JNoGdWdUyGStZ0PDmTC2D3Osk/t+8hTJ0XFEScaxTyYTCKJIsCqOKEmkR092jdX8AbRAEElRkFUVSVaQVYXqtg5mrlhNorUdRa0kCv/is58gOdTPWe+5gbYly4nUVAijR/fu4tdf/ixnvfdGVl797lM+Tsdx+bdf38kD+R/hc22KgkhOqvQb1ZbFh5xrmXnmO1gybyZMdqKPHeBw3w6Gxg5SLPbTaE4SNmW+y8c544LZPDp4J8lSktuX305IDbFjfAc7xnfQPdWNi4ssyiyoWsD5TZfS6llMdqybb+//R6Y8JTymiIiALKuVa1YUknoKB4e1DWv5q6bb+dJvj2I7LmfPTLC4Kcy8ujAzawJop3DGvffAvXxj2ze4ZtY1fGrFp/BIHmzHZig/RE+mh6H8EOc2nUudv45Huh9h3+Q+VtatZFXdKkJqiBeHXuSuvXexY3wHUU+Ud858Jwd23s0rSuWXTDPnYg5/gKc+tv4kBVjLdvjd3hF+/eogH1jbxrlzjgt/TBUMNEXC+yaq83/o3saPdzxOV3KYK9qv4o6LTu0W9tCevTy0ZwdnNy9lLJfj0cNPIyppNK1AwRnBlscQpOPjCAkP18+5kf+94m/oT5Z4fM8wP9l8dFpd/k/xIdtPc8jLubedwU8393HPS33TCZwAiaCHtrif9rif+oiXiVwZy3G5YlE9q9pjGLbDv2zs4q4XezGsk8d3oguzTIklZYlGW8KRBUZn+dHjKh5NJiu6TAkOScFlAofEhMml2wskgxJPnOkjX6exedVcosrJweRi1mC4K016vMj9CYf7cllEKslktguXJcLcNb91em6kmza9kwW6x/N0jed4QbZ4BRMR+Oc5TXyzb5RJwyKuymiiiAcI6y5azma8UGb+oRKzRkwiEQOxSWdh6S7m5zchAJarkLOrSdu15OwErhrD0hJYmRRD7gpG8o3EGhSiTWO4joZt+LB0BUOXmewvUT2jxOyLnqZU6iOX24uqxqmuvpRoZBWKEkWWg8hyAFkOYppTDA79gmx2N7pRolzq5DUhihMhCCqqGsPjqSEUOgNRUElNbSafPzh9jCxH8HqbjpUWvN4mXCNB5wtJIEfzjDGyz/6Rzu4yhhjD8c5B1TyoHgXVo6JqKuWyzPCAi+34ABlZNqmuVZDVEJJHo6bFQ/3MMIFEHDUQZvDQfp7+4Q9whPMR5QZmrrTYN/sA9xz5JTjH18PChkprrp4oAaSqHqq0KtTYDH4ztAmhHCHrSaKKMrIoI4mV+YIkSBTMwkkkyFApzobuG6jJt5JL7EcIHEFTewnTScTOUmtZ1HtncnnTl1nX/Qfio/OIFxvQlAIzWooIoojjVorriiiqS2ODQUlpZPc+mfRARWk+HRAZXxcnMitCo89Do6bQoKkEJIlB3aBKlZnn19g5OsAPjvTwuBnGPoVDElSENgwX4sYUf3f0p9xkdiLrU5AbqbgLzrsSlr0PWtYeF0b6b4Yt6TxX7+ymxqOwIOBlczpP4YQ+RREENFEgmDVJvTjKzc4YsWwr77lJJD74E7jwK5UDZU/lmmUPuC7GXVfybNd6BozFlC0PcwPPc9aqKdTJnRUClF3GclWydjVZqxa/p0BCOEgqqLJzSYhZm12arCRHnDp+Hb4JpaoNT1UT0UQDDQFY+PB5HCjN55lFd3Bz+NvEd/4ej+FiLnwHpRnL8ZigGAZiMYeQHcLd+2uK1UvZ3PJRBnaLlPor4/SwMsAV4X9EkIs8565ij7UK2YjhCia6dwJwkK0AkeRilLDFez69mogxDPdcAp4Qw+98hEd2GJhPDSFqKdLh/TgIeOwo3qk2FOt48rYjgCClaZf2M9f7HD5pisdSX0AUbKqVbhJyD2euDyBd9k1KRYtNv+yia9sYMxpGqc/+lk25W/F5smDa6EKYUQGqW7fwoStWIM+6gFLeYHIwz/jRHPtfGCKX1PE2eAm27CE3mkALRhHbP8hz9gJemjiC5mjMzc7l9gtvp2NmB08ffZo1v/0kVY0r2Tj/63zuZ6/yIEE87WHCF7fiaT4uuvXE3hG23rePW9Dwr64jcvkMBOkttPGe58g9uYPMQMWZJCD9Ct8N52EFIlhWFnNyD+b4Tiayu+iPSHgUG59uE86aeCwZo24Juqqg2+OU3UkcKiRUEQ+x0HvRvGWMYj+Ruiu4b18t9+x/EBcBv9vC7NhcFte1saAhzIL6MM0xH47rMpYZp3/gZ6QmHkMTK3NF01HJW3XYYgOa4sXjPMvLeZGnsgoFR2BWYC2fWXUb/sJvcKwpZCWC45Q5Ov4c+0ZLgECteCXGkdkU0gavNv+CwWAv1R4PkuihaJUp2iamKVE7voxV3dczf/YLnF38NyTTZEBeTVGzqBN2IQteHBEcwcURwRZcHMFBMi2iaQMBGNMaKenQyqkFZFwEytFZCFfcidq6ksHBQfL5PF5vRbXatm0cx5nelg6m2LqxiO1I+MQpLrzKQ/W5F3H4xa3s/30/E5kaItIQZ0R+w4hXYJs1C9PxgOggSVIlyVpWCchVuDiUnQK6UZhed2huaua9174Xn8+HbTs8+fNX6NrVQ0ewQFnXKOgBCmYIl8rYLKT20Rs9SiyoMDNk4CXKQDbBhJUnV05iuxWxA0lQ8Ioh3KkQarkKyfYiCgK+UCUpzxtSkY85QFYSrC2KuSJDh0oEoh7KJeskp49TISU63BMsM9+QuLG1l2VXVTFaWM/gWJ50ziBbMMkVDXIlk7xuYVoOH75kNssX1QDw2L/uppgt855/WIFpmsjyyQnTtm3zwAMP0NXVxUc+8hFisRAjow8R9M1HS7fiWs50bMd1XUbGHmb7wNNsKr2fufEm/KrE/tFX6Rs12J+rAtHl61fV8I7lq17fLhyX3LMDZDcenT6noUl0WdA9WXm3QnGNOasT1M3Jo6cb6N0zQd/uSaJ1FYcTQ7fITpTITJbITJQqiY4uODj8esXXSEnjKKKC6Ziv+/7XsDa8itu3XovWKDG+8jk2bTYIBvfS2jZQcSCxcrju8fFCbe3VzJv7rYpTq5lmaOh+9GyUySNNBGIO4boinkBlPTZf6GRk5Ne4rs1EMcZXtn6GumiMe29ZSXVQw7QdDhxNs/3wJHv702wdyTBcMoj7VSYLBookcMmCOj5ybgeza0+9bv5aXM11XIyyRSlXIUFYhvMnbqTaKd2zAHRd59ChQ5RKJcrlMoZhUC6XGR8fZ+f4TrrCXUxoE9iijSIpuLjctuQ2Lmi9gHp/Pa7rTpOhlGNrH2W7zH0H7+P+Q/cTVsMoosK+5D4AWkItnNd8HnOic/h93+95duBZWrxzONS1hBUNJtGmcbqmuqj111IfqKfeX09DoAGf4mPX+C7yZp42fxsPHnyQEXOkEmuwVVzXxRWBY32WgsKS8hKOqEfIy3kuq7qMnb07GdAG0KXjIgKyKFPrqyWtpymaRSJOhJRUcR4XXZHbZ93O9Wuuf919MwyDl156iVdeeYXyCeKY9bWN+NQQ/SNHMMwysiDhtwXcsXHcbAZBUIk2zCOXiiIpzQiCSyAhkrZGyIgD2HIJwVHwlBI0tFcxWHWYx/OPI1kSiVKCslRG8SmsnLGSZa3L6Ih00BRsQkKikE6xa88LbB7ajNcXhIiX+4YfomAVXlf/E+G1VS6X1rCiOIP9z2183X5/NEbtjFmcce27+PS2L3Egu29630Jmc3lvO5rHi+L1oWgajleiL5TmN/YmknqK26OfZ66vmoH+bXx36meMRksIDmiGhNeS8bsaY/48QTnI7VUfQOzL4I9EeN53kF9mnuB7DXcQkYK4jjMtvOm6Dq7jUNXawbaiH03PkRno5b7REAdGK+Pu9riftR1xlrXHeKSY5w/jk0SzXyQmW0jlZpLOLgTRwhU82HI1tpzAlmuw5QSu6Edw8sjmEHL5CLI5iIBNa3QFzaELOWqMMloaJKcPI1pjSNY4wgnrT67gQXDL5CPXUwpdfMr7fnU8zD+01pGQJb7QP8qDY1N8Z3YTV9VEp48xyzb5KR1ZlQjG/v3uDbZts337dp599ll0/dQiGidCVVVmzZpFX18f+XweWZZPKq8Rn0zTpK2tjVQqRSaTecPzaZpGQ0MDqqpimiaGYZxyeyKxsra2lrGxMSzLorq6mpUrV7J06esFCv4Uet7k6Xv2078/hS+s4g2qqFrF0UnxyKiahG05FDIGkiTgDaksXNdITVsIy7KYmpoilUqRTCZP2v7p9YVCIdra2nAch9HRUSYnJ3ktx1dVVW699Vbi8Ti26ZCZKFEuWaiaRO/uSfY9P0ghYxBKeJl7VjVPbvkFcW8rzpEGGmZFWLCukaZ5sTdMlO/dM8kT39tDIOahcXaUvj1J9IKJ6q0IqEwThKu9hONeQgkvvnDFcWRyMI83KFOYmmD48AC9u7eh5yaom9HKsssvo35mG76QiiAK5HL72ffUZ2ja/gnKrRof7D/IPMHmK+dvILS+afpZFPdOkrrvIJZjIIkK/UI3HzY0akMqjy/fibLjrgpBftlN4IuTee5ObvX+E2vkr3JXQuDXg6P8KuTntwE/H0+m+Wo8xsr6VdzZ/l7S9/8VFzY38IFJm3+Z+BbzW7+AGtB4pHsvvONfKvPdY0jmy2z4zvOcpxzgO/bXwDqhrf/tLnjkf4GRB2+UkjfCtWY3acdEM0uMSSJfW/RRDjp57t53Nw+c9W3mz7gIDv0OHrgO1txGcs3nuPHurQykihQMm3ef2UjXSJruoyNcf/RecnKAl6vW0OVrJ0SZdwRG6Ujvpy9jkz/rZj5zcSNV+UN84I8Su4Z1Ph2KowoC/rAHf0SddsjzauMk//Admq75HMG6FiQjW5nnKq8n+bimTWZjP8Vto2iXtSM2BonU/PsEl97Imfzvf7WbX706yPvWtHLHFad2633Dc5oO5lgBMagih99YxM1K6WSe7KXcl0VQRdSmIL7F1QiSgFMwcYoWdsHEzJXwdVRhDObIvzCEnPBiTZTQ5sROchJ2bIfU+ABHj/yWttmXEEt0MPR/XiV/ZJTiBS5LLrr8bV3Hf3ccfPE5Nt71PVzHIVJTSzBRzXnv+xDh6pq/6Pfe/Xf/i3hTM1d8/DNv+TO26bD9yT52PzOAWT4+9xFFAc0jcabkEpVFyo6LA3hFAcd1SVouiiDglyrrRH+K4ZiXfreyBiwIoHplYnV+qmr9VOHiGchh9WYIXNWB0xKqiGMJAo7tkk2WyKeO9RcnnNt1XIpZg3C1lzmr3pgE9Z+NqdECG+85gG05NMyOUt0SIpyo9A8VrlhFdMMyHQrpMqIkUNseRvNV3BU1v4L8H+x+exqn8RpOE6FO4zRO4zRO4zT+h8IcG6N73Xpqv/B5otde+19dnbeEwpat9H/gA9NkG6W5mdhNN6LNmoXa1oZUVfWGi0hvR03EHB2ltGcPwQ0bEE5Q2MsXuuju+irJ1AsnHS9NCDQ8NBNrLIkt6KhuGDkUQQyFkUIhpFAIMRxCmz0Hz/y57NvyIbINQ4RfrSKyux5jZBinlMVVwPW4pK+1MZtcpDTYcZDyMp79Am6dFztkYWllHO31gSVZDhGNriaVegnbztPYcAONjTfiOGVsp4iZT1Hq2stUdhsp304cwSJaWoCntoW800M+f+AN74kk+XBdF8cpoSgx4vENtLd/DM1z3MXAtSysyUnMkRGssTHEQBClsY5SMIVuDjFyWCA7GiNR30qVt4iWGcI80k25qwuj+whSVRXehQsRFzTg1nrwO61gvaaQASdEqrDGxhj94pdwgeYf/gDvokVv6dlWPu7yyqM97HjqKDOWJDj7vbPw/5kFjNdweNsopaxJTVuIeFMA+RTJaW8HfU9/jR7rLlwPCCUIPCXh3SkiFir/lqNVyIkE5aM9mNEygi4gpaHqAzcTOPscxr75DTBNPHPnos2bhzZ3HtrcOSc5bP0lMPDhj1Du7GTGxqff/J0qpirJpbIH13WxRkcxBwdJ3vMT8n/8IwCOz0VfJFBeKaO36Sg9LrXPz+eovIKkUs+Ma9bTtiSBN6Aysn+EyR/fg//lRxFsk5GGtZjnvZuME8KYmOCq9zcTWrLwL3r9/x5ks3vpPvINLDOLIEhwjPAgCBKqGsfjqcEy03i0OtrbPoYg/M+2NXddl1LpKIoSRpYjb9pOTHOKycnnUJQIPl8rmtZ4SnXKQqGbnt47yWZ3US6PIsthPJ4aVKWaUibEyGEJRfWw+LxZ1Ne/C1HU2LPnVrK5faxd8yKSdOr33LZ1XKeMXhyioPcQDi9F0+r/3AXCy/8Gnb8HSakkLE1vX/v7hP9XgxDvqCRnJ7uwZIWMplO0xilaYxStCYr2JLqThhMCToIjEJgqM2tMJGIEINwAkRaItkCkBccbRDzyPGSHya29ESfaSDj05/vC4fwwvZlemlUHPb2JqfRWopEVtLZ+BEUJv+74vJFnsjRJ0SrSn+tnVqSD5mArsnRyEMN1bVzX4v1P3cpAboBbFt7CpqFNvDj04vQxF7VexOdWfY6w5/XfA3D06A/oPvLNU+wRkCQ/ihwiVnUOtTVXMmz78St+alSRnUd+SP/4M4S9tdSFOghoNShKGEny4zoGshympuZSRPHN+3nXdTFcF4/45u9gwSzw7LO/o6fvMFULmtjStZUX2I5NRdXVRcLyzMDyzKUhsohl1QuZ4xPozQ7w2MAuqiYH2bA3SMJQCboCjmZj+m2MgEspaCNSZM72bkJ9aYoo7K82eHZhhiN1nLSY6S+51KRBsaFm5bkcSO0jVPLx7d/VYB7aTvmHX8dureZQ6hAHUwc5kDxAb6a3InAs2qiiSsQT4aL45ayYuJiBvVNkJ08OKCpaJVgZjGnUtIVYdF4TWdI8O/As39/1fcZL46e8R3X+OuLeOHkzT97IYzkW5zWfx4UtFxLRImiGivnYMFKvQaAhhjVUOE44DqkYh5+k9Mov8Z//ZcTA8aRrMajimg6uXknA9y8qEd73bsSrvwtnvv+UdSn3Zej80QtYhUFCfT081dLDjxZ1EvZX0R5upzPVSc7MVa5XVPBIHvJmnpgWY33TevaM76I708ONc67ntmUfQxyz0A+lyB0aZ3DsKKPKJJMzdJqXzeHcmRuQxUpQ1RoepvDKFjgW4K5YNLgIilIhgnd0oNRUFvRd28ZOpTAGBigf7qLcdawcPkxel3h51ZeILhTpCe3FHlPwZiIkolVUe6vJp8pkJ0oYxxKPBAHmnlXPyne0T6uIvWWUpuCey2B8//H/CzdD0wpoWlnZxmdVVLLVQOXLRnbD7gew5BBluQZvdQ1iuBaC9eBPwLE+w9Atdj8zMK1m5rgOFiaSLCIpApIsIorg83moqo2gBzLscrewbs4aOoJt/OrQo+w73EVpwoGUB182RqxUh888nlST8yapX69wxUXr+adXfkqymOeC6DmsKjYhHU5jHM0dv1RZYEutir/ax+yARk2mgNWfwkxL006AjpvBddPIop+8PcSOyQO0BRcR9sd5Wd7L855hUjikBRdTKCNKOrOcBq7WV9BmhYnYQcRj5K0D3h52+Q+hOR4ijpe4ECYqRZGCKrk6kXtf9XKeqbAOBdH503VVC0nMVIo0iaoMYFOD5SYIh3+PEtIrwdOO80ELnzJh2M4ZlDtH0WYnEHp+i/Dk34OeAW+0QnyJtlbULa0yTB6GeVfB4uveNPl427ZtPPHEE7iui6qqZMoOuqsQk3TeaH1YkiQuvfRSli1bNq3IqmlvIynC1GF4B2SHoZwFPVvZ5kZh9/1QNbPi3AQQrKuMR1UfSJ7Kb7MogyiBKLNXnM1dOwuYxRxO8gi/T8YBEQWLlUo/HVKSScfHVrORi8Qt3CI/QUAo8yOuwxYkpkyBzdZMHEnD69VADaJ5FPyqhM8jV7Yy+DWVsuWyezBNWJP4p+B9NIz+ESF3jDAka1C/pDJ+yI2Qy6QZEuoIrLmZblp4+eWXT0pQOhUEQcCjyOjG8WQ5v9/PzJkz6ejoYMaMGXhfc9Tt3wKP3FpxPqlZUHnerWuhZn6lDZ0Cz/38x7z6+CNcetsnmLlyLbguueQEmYlxsq+VyXFKuSyzVq2lY/lqUkODjPcdYbK/D6NUwjZNbMvEMgwMvcR47xEc2wZBIBSvJhCNMXz4YKXdHWs/0bp6Whcvo23RMnZv/D39e3dx4zf/lUjtGwfxfvnK7/jOgc9QJTXwtUu+wZH0Ub7w8qf5f6Zsrlz/WT695Yv0KhJp6dRzOgEBF5cZ4Rl85ayvMD9+crA8U86we2I3O8Z2sGloE4enDk/vCypB/sb3bla1rKVp/hnTBC8A3dJ5tPtRvrXtW8S9cX56yU9JeBO8OPQiPZkeBnODDOYHGcwNMl4c58LWC/no0o9W/nhXAAAgAElEQVTyysgrfP6lz7OucR3fPfe7iP8X84UdYzu4a+9dbBraRC0Kl5Rtimf8Fb/s/CX2xBXM8l7K/R9chSjCwzuG+P7zRziaLKIpIpbt8rV3LuTShXXcv7Wfb/z+EKIgsLYjzoa51WyYU0Nt+Pi7bFgOH3/ihzyX+j7gIKDgOvA3c/+JG89cwd6JTvaMH+BQ6hC7xvcwXq44BrqugHCM2C4gIbkBglIddd4W2iPtLKyeSUc8zoNd9/FU31PcPPcGPrbwg+CNops22/pSWH/Sj3aN5Xju0SOsLcocUCye95lctKyRc2bFkUSBgVSJ3sk8vZMFeicLTOYNQpqM40K+bOFTJXyqRC5r8N54jFpVQbFcRNNBKDsYGQOrZFMKyWxqVzk4w0Nb1IfjQsayiSgSVYo8XaKKhHK0iPv4IELOQomoqAjUz4zQOCfKZH+Ooa40qeHjiX++kMLSazqorw9Qyhr8Zv8oT2Ry3DinlrPnVzMiuvSVyvSWyvSVDLqLOntyJd5XE2ZbpsR+3aAlbXL7/r0oBZmsHiSnB3BOcGNwRJc/LPKzZwaUj4kBREWnkgjuVogrNgIeweGWqineF88R6tyKueuHjJ51HWPZJ4HXiwCkus5jfOe1JOZtpmV5N7X1a2hsvAFJemsu34aRYmrqZURRRRAVTGMKw0xiGkkMI0lJHySX24vjWETCS4lG1+AWG+nd1sdIZx+WaWGZQSwzge3U4rpxBEHCdR3Mwu9wrBFCsTWY7lzcU7hTVBqjBSGdkOIjP1XGtjRw9WPze7UyJ7JGsK0+cHQIL0e2g8QvM3jQvouudBeGdzGfWnIz59fOoEqrwpcfh/2PQN9Lld/k0T1g6SRVL88vvpp5yz/C7Pj8182pTcekM9VJd7qb0cIolmNhmCa5lzTCR1pQrMqzc3BIe8fRlRzxQiOqXbnfZjDN+ZcvZu6aViSl0p/otsO4YTJuWPSWyuzIFtmRLbA/X6J+yuY60cdfb2gnHnjzedVrGNINDhd0ArJEQBKPbyUJWYCX0nn++Ug/L+ZMFpij3Fd6mpqamRXVbd9/b4VXx3W5ePthxg2LM4JeOgs658SCzPZr6LaD7rjojoPuOAzrJs/+oQd/weTvRkoE/Sbvep8X6elPQ2YAy1UpO37Krh/dCbIpezMpp505q+sRyhkObM+jikWq/GlcNUC2FKBQPD4nV70yNy37IUr3Y/xxaTO1hTRz2j6F/sfv4jeOi3CVXZksPgQryr7SxSwLPERQnKQUTeDtuBK231MZ4x+DK8roUohup4Hf2OtRS634M+2UvCOYappgdhaCK1Lj6WaB9iQN0WGKC2+j1LABOzWIv6WNA5sn6XxllOuvzxCqj1fGnLkR+NlVEKqH9z/J/Y+Pk3p2BEEZ5KLgjzksKnzDeB9eJ4HpOiSkPv5Bu5uopXBYvJBkuYOJXDU+McVVy54hfO5fV5Lrmk8mK/TsmuD5X3RyofT37CleTk95FZxAzNNxGVNcqmyBgHMCmcI/gR0eRh1ehFdKUbIrbbFh1U8JNr9IUpnPb1OwO92Lz/KhelTSdpo5oo+fjqXx3fAw9+4rsevpKT4oavgdKNf5qD6/Bakjwne/9iI36RLeeRox+4sIk52V9r7udph3NYgiruvSl+1jx9gOVElhyVQf/pe+gmtL6Ol7cEyZodWfIh9Iva5tdhU8fD8pE7NiXNh0Jq9MHaJfH8F2bYLlGIlCE4l8MzV6gjpBY0DI0R3uZI53CbXz1nPv/sfI+x5BlCuJ2K/dGtf2YZfqsfUGJKueKl2lWQ+T1gTaavdwZsMUASVH3kqju2l0ikzZAs9mPaQdl3lugAvzl6GlFiBKXmYunYUg6gz3byY9OUJ+qgWjGEGyvAiISJ4sgmRilaIE6w+AUMYqB7D1CJYexjEr/Vww3Mtfa58gHQvSG2imabIXzbZwQh1IShjRtRBdC8ExER0TwbEqferci9l1ZA9zR7cgiA6HEnFGpTj5QpR8IYZheXERSBOijAdFUQiHw0xOTv7ZvkEQBNpbO5CyEmYnFKwqvOIURSeOJmRoCvyRbLVEIb4E2fWieXx4/RpWpp/skEthohmzJOALepBkgULGwHEcHKmMoabJh7rxaR466pfQ3zNCWuh7fSVcEG0NxRGpm1nD5e+47PVOqIDj2PT1vcDhwy8yODhAKuWjWKy4Gfg0PzV11QiCQG1thLr6fThOH7o+RKk0iG1X2geZGygMXEE44UdQ+xkZeophuY6HphYhiiJVXpmQXMIvTHAoBSN6iG/Nb+HoC0m8QYVS7vUkH0GoiFC95jD1rtuXEU74eOH+Tjq3jDLzrDIv7H8ZUZCIBELEojGiiRjZXJaDnYcAOCe2mMW1c0EQ0DtTOPk3JhOdCsOyyT9YZbpxuCme5WPXLCHSOgfXdSkfSZPd2I/Rl8WeYdKZ1CgOlZntlQiKAlZQxX9eE+Ksfo6+cDfqUCOemiiNa67B2/DG8xfbdMgmS/TtSbLx+VfISlN89CPvZVg8yqahTciCjCZreGUvmqwRdP3MeMCDHBA4OO/D7Nq7jlwuCgi0t7eSSNQcI+mZWHaZQqEb19lMdfViJie85NKjyKUAmbHZmHIJ2QygmCFUAbzRAbyxAZrn1ZELX8znnxygYDnce90yhBGdnp0TTI0WTnp+Ni47PBajHpcrz2nlmnVtJIJvPGZwHJff/vNOBg9PUfT3Y0s6ihVAsYIo+DAdHVuqFEfSkTSX8y5dw5JVC6bHRYVCgZ///OeMjo5On1eWZRRJRZU9zJm1gKVnLsJEJ14Vp0iRz774WTYNbQKg2lvN4urFLKlewpzYHEpWiR3jO3i0+1EmS5OsrFuJKqrkzTxr69eyoXkDMyIVJ3LHclE8Ek/0PMEdL98xLfoUFqM0iQ0YikHGzTBZnpx2GPLKXjRRY8qYwmf5OF86n3guTiaZQRJFXNvCtSxEQcAfClFdW0vXZA+PRx7HkAxkZFbXrubCGRfSEmqhzl9HwptAEiVSeorPPvNZuia6qEnVEFbC7PXvpUSJO5feSdwfJ5PJTJfDfYd5SX0J028xa3wFNaMdyKKJ4R3HksrI5TCSGUGwfFiiiSkZWKKBJZYxJZMAHlavWMpZ6xYTilSS1k3D4uDeLl7dsY2B0T52RnbSHeomQYKQL0RPsYewHMYu2+TE3PRPsiqq1PprKVklJkoni4euqlvFbUtuI6AEpp0zJUGimM+yd+eL7BvcyRZzL0f9U8zrDXFB24UsWnchA5M99E/0MJQeZKw4xkBpkGSgjCKqfOWcrxC0NR5+5P9Q82qe+tZZgIuh65ilIoZewiiVUBqqeGheJ3lKdAz6Gakqkw1avLv+SmSvRp4iaTNLSk8R9oT5wuovUO2rnm7fr47u4wNPX8eX1nyJq2deje24bOtL8fieYYYyaWK1r/LC8DOUhAGM5FkYExdTE9L40Pom5jU5jFrjPDLczbbJfgwrR4eaZSi1Bbvuk8xJrGJbcpKYvYfFyggFfZip0ghTxWHMExza/XKQNnUBZ4RnsbhmPhctvAjxhLhH2XE4XNDZMjrAvh3PIeazqNhoQRMtprB67k30oxCQJXySiE8U8UkiG5NZ/t/+cRRRYHUkwMZklgaPwlDZ5JJ4mKUhHwsCXuYHvFR7jhEMy2Vc1317a39AsVjkwQcfpK+vj7a2NpYvX47X60XTNDweD5qmoes6w8PD5HI5bNvmjDPOIBQKTa9Jnio+aZommzdvZvv27dTX19Pa2jrt6OT1evH5fNNbj8fzlvJLbNueJurKsoyu6+zdu5cdO3YwMjLC3LlzueiiiwgEAsjyn3fTsG0HSTp53cd1XSYmJhgfH2d4eJi+vj7S6TSxWIx8Pk8mkzlpHVbTNKqqqojFYtNbv9/PxMQE/f399Pb2IssydXV11NbWUldXRzAY5L777iMYDHLzzTfj8XiwbZt9+/axefNmbNsmkUggW37SR12SyUmKwaPEppawcsNCll/e9oaCsyeib+8kuzb2M3okS9uiONUtIXLJCjE4M1Eil9RxTlzTETgxdPpnEW/ycdmHlyApBnt2fBLfnhpiUxuY8hnUr51JbFVFRDM/lWLjXd8jUlNHcDRAZ7KXmdZqqr0i3w3182gqwm3lp3n3dVfSNPob2PEzcG3+4H8Htyav5TrltzwxYzPXZ7M85/PSalqsGz0DT/AVPpeIs6J2BReY8OXkFh4YHOOqwk9YWX8/u4O7eLx/jJYVt8JFXwagZNhcd9crHBjO8kvPl1m8eDkcfQkmDzOl1nLnwof5wjuOr0vesfkOHu56mPLgLZxfFScv/iO7PDKiKHNJocRXpwrwrh9X1n0jzZTf9xTX372TvYNprlnWiGE5LJc93L61h7NzR/nbi9pBKFHMTLFnTOfBZIwBJ0iVlSEth7GBdVUhPnT1XK67awvrdYUNHi++mEYhY1LIlHHsygOq6whzxUcX89Jd+8gfTqMsiOM6LgMHU9iWgyiJyLJAnSTQjosPMKiQNp7PWbSsrmP1VTPeVkyr3Jdh8u59qK1hgusa8bSHp9/ZX2zp5zOP7OXHN53JhrlvnViT+UMfuecGec1yXa7xIagSWA6u7YJd2bq2g1OwECQB74I4ru2gH05Pxy5PgixWlM0A/8paIld1UDqUYnTKoGt/kuxkiXxap5g1pmNTUHEVbbAcFvok9kRf5dJPfuyUdbZzBpkne9G7pvAvryV4TiPiGxDJ/yNg6CX+8P07SY+NnnK/JMssv/IaOs5cecr95WKRZ+7+Pxzc9Cz1s+Zy6W3/m3B17SmPfTPYmTKIAlLwz7cbQ7eY6M/hDuX41Q//liWXXMHSS68ll9JRvTKaX0ELKCiqRClnsPnhbkZ7srQsqEIUBY7smiA7UaJjWTX1MyOEqyvkTU9GJ/O7PszxIuNNIewGP64g4KTLVBdNtGwZIaAihFXEsAchpCJFNII1PnJP9VHan8R7Rhzv3CrkhBfXcijuHKe4exJXt5BCKr4zawhtaHlrIip/YQwPD9Pd3Y3f76e6uprGxsa/mKvbaZzGfyZOE6FO4zRO4zRO4zT+h6K4fTtH//oGmu66i8BZa/+rqzON18gS5e5uyl3dlLu7cS2T0KWXMvK5zyEFgtR//WtYyRQT3/0u5a6u6c+KwSBqWxuetlbUtjbU1lakSITUPT8hv3kzgbPOwnvGQszxcayxcayxMczxMVy9jFJbi1xfh+j1kX/mGVzTxLdyJTWfvB3b59A/9TOGpx5FlnxUF8/CumcrlpBHevcSZpz3RfzRjrd1jYaRxOM5HoCyMxmM/gHMwQFKg930RR5EDAWomXMNqfTLZLO70LQGNK0Bj1qNqsZRPQlUMYIoeTGdDMnJ50imNlEVO4um5g8QCi54wzoYRpK+o99naOh+JMmLz9dKTfXlhCPLkEQNUVQRRQ+iqJLPH2Zs/HcIgozP20w2u4fxid8jCDJVVeuPJYk5uK4Dr21dh7IxQbHYezwwdgyWHkRPtVLOtKGKc4hWLad5dhOGmWEs9W+Y0u9BMPEJ19NQcxu1bVHUUygHGf399N/yQexkkqYffB/fmSePSZ1yGTuVQlAUpKoqxnqz7Hy6n/RYkdRwgfnnNLDuvbNOqRBjGJMIgowkBSiXxxAlDx719QHDN4KdzTL4tx/FOHoUOZFAjscr22N/Z40DdNfciyflp7btGgreASaTfzx+AhckS0XUZWyvgSNXFkwk00P0OzbqURGlsRHPjBnoBw9W3LiOQa6pQWlsRJszB+/SJQQ3bEA8YXHZmpqi3HmY8uFO9MOH8S9fTvjKK9/SdbmGQeeq1YSveAd1d9xx8s7hndD/SkWddqITJjuhmMT1RkkuXs9kXRTdzVJX9y4C/lmM7X2QVHkrGfsAYOPx1BKNrmJs5DHkcYHYPwtIGYG8v56J+CLApWH4JVQzR3H2KkK3fISWCxajajLjRzP86uuvsmhDE2dd81/rmAXgug6WlaNQ6GJs/HcMDd2HqsQJhhbguhauUyGNOK6FYYxTLo8jy0EMY4KOjk/T0nwLpplBkryI4v+9653jGK87j23rFfeZUxCO3t65TUqlAWyniGFMksvtZ2zsMQqFSt8sy8FjqtvNeL3NOLbB1ORRSvp+HCFHwN9GoXgY5wQ1a0GQ0LQGfN5WvL5WFDlCNrebZHITkuQjHj/v/2PvvOPsuAp7/50+t5e9927f1a5WvTdb7ja4YBuD7YAJoTmBAA+HkpeQ5JHwQknCo4YACSUEgimmGowx7hi5SrJlda3Kalfb7pbb+53+/rjSysKyDAkh730+/n0+5zMr3blzZ+bMnDlzzq+g6100qgWysydo1GeQtAKyfprcrqoJIjWZ9mNHCYRWElzxxhbJN7ns+YQq24TvvBbyY/Dmn0B88MzPHQuKE1AcByWAe/AHHM19BzMUZWm+HcVyKKl1TMHEEi0s0cESHWyp1R5Ktk28YOKKArPtGoWIgney3ZFsF3/DOVlaf/tsDeXqT/KJ3AEemXqMba/7DVItfstwPZdvHPwGn332s7hea4DWJ/tYFF6ELLba5VPv/rIosyiyiJ0zO0nX0vhkH+/e8G7WJNYgizKr2p5P4PtVlMp7cV0TTU0gSUEkyY8k+f5LxIGe5zFn2hyuNRiuNtlfbfBEocKcaeOXRHo0lUG/iuOB5XrEFAmfm6NSfprZ/A4mC3txPAvR9RiYhWhdxdSH8LpXIqRWcFH/Zi7oSLDCr6Hh4dbr1A8fZXzHOONjBpNGB+6L3H+y3cBPgVD9OKmJPWA7NIMqxY4ogbqIWBOwPQ1LCVPxh5hv7yCXdBjhC/ztHQ2+e4nInReL4EGkmWRxYw2D9dXE8t1INR0xaiO3OQgSGMdbbURiSGfpmh6iST++mIwelRE1D9uzsV2bx6cf5/aDt3O8dByAtcm13LrqVuJ6vEXIkFqEjKAaJKy+uDDXczzKD56gtmuewKYUal8YO1PHmqtjTM5Q/OpthK65GemG13Ikn+fIbI7RyXkaxQobFI/NU7uRj+xFUl3ib34DsXf8KVIotFDH9vw85tgY9V3PUvjWj3AKpxONXN2PvnglviWLkXuTVH0wJZUZI0tJNtnUvZV1nRtQJBU7X6CRn0fIqzSGBbA0EEDpCeFbFsO3OoHSETjj2Oq7dzP1zv+Bcw5HSWglY+I42LncGamYot+PtmQJ2tIl+LduZdvxbiYPtYhukiKS6AkuCJ/CCZ1wm29h2dYTXHDR+g+hloPDP4NwN7SvbJEU/x9E024yV59jYj5NejJLdyrFBSs2M/bQBLXHpjhgWbQhsJpWezUquOwPijzVbGJbLrdKOqud0+1LwzUoGjPkjTR5Y4a8MUvzV/qxU8E+7o9dQV32IwseQ2GHHp9Bj1KjRynRK2RJuhmCdoGRYAePaCY+t04yt5iXZS4kYuoYokdTEKh7HlXXpQ8R7SQDxNMkghtT+Fa2ISgioi4jhlREv3zuNtSxYPpZaBZPJgroIJ9cSlrLRfKxT7XI1qfQez4su671fMuPtQQxpcmWSCiQgtIErLgBp2MDM3aYp/IxKrUakigsUEgty2JycpIlS5bQ29tLqVSib9EggbZOxksm5VoDt5aDWhahnkNq5sloA+SDg1guiILA0vYQg8kAQU1GEMB2PWzHO7l0CWgyPTEfIV2Bep7GPf8L7fCPEZ0zRUGeIOGqYSaTl/AZ5e3UPB1ZEqibDpWmTdWwcV0PQWj9riCA43ocz9SI+hW6Ij78qsRrNvVwweI25isGddNh9sQxjj2zDddx6Fp1PkVLpHZ0O44H890X09+ZYnV3hEuXJIn4f/1+VW5qgmo+j2wVkfNHkXOHkTP7CaouUrSzdf9N74KppyHYgVMv4rg2LiIeAi4iLgLeyaJhomIiAjV8nNBWEmvvpaNvELFjTSvdKT7YEoAVTsBXrgA9DNd+EpZcdVbBW61YwGo2cWybE3t38ctv/htrX34NV/3xn7zo8dmWRTkzT6yjE+EcAuNmtcrEgT3kpibJTU8ycWAvjXKJN/z9Z9ACAcb2PMuJvbuYPLgf2zToWbGKzMQ4eiDA6z70cSzDQA8G8YefL96yHAtFOl0nr779GqrWBF22w7Cq0dlYQizUz6LOlWzuW8zSRBcVs8J0dZp0NU1YDXPLsltQpXP3xz3P42DuIAezBxEEgQu7LqQn1LPweaNS5tCjj3B0xxMk+wdYf/V1zPoqvO2Bt9HubyegBNif3Q9ARIvQG+ylJ9SDJmn8bPRnC8S5pbGlfOMV3yCoBrGMJpKiIIrPF2yczQTGbDZQNP2M/881ckS3fwVp28fxhq7kNr3BjsY8xaPvZV3nAOlik9lyk7U9Ed5+WS+B8BSfvv8Yh9JNBLmK5JukLTFBm9pFbnYtM3NdgMiqrjAvX9HOys4Qf//o7RQD3yIqrOIb130eVbW54Uevx6IEgrMgdvIcHafZRb9vA39xxcvZObMbWZS4edm1DEQGXtjwpprlo/f+IT+on+B15SqLAl1sWf9HLNv41jPOh1GvUZqb5Yn7H2bysIRsDoIIue6jHIo8yZTvGIv0LjakNnDR0OVs7D0P15XQFYmG6XD3gTQ/nCsy7Jjc/HiVVNHBlqCpi5i6hKWL1Hwi27skZrs13tcZ5G3pn+A79CNcWWUqlCApaPgW6ks4ec8JmATYm15PyWrH8ycYP2ZhNGxkVaArUaLL20m38SCSYPFg/W8oNF5YHJILiUy1yaTbZIxOnVhXgAvnS4TunsbxZKZTCqlZEUUwielZwmqekJLHJ+ZQ3DlUYxa/WuRfrvwYRmSANZVHOWLMc0IMIYsmCiYKNjIW4yziGWErutfAQEPEJUaB34tk+LNVV4FrMl3PkK4VmKmXKZkG0Sd7Ke5tIEgCy7cmueSWFdRLeSYPj+ILaPjDflS/D1X3tdzYHRlRlFrJvCfrslY0qBYNApFWau9zyWGua1PKzLD/oR0c2X6YellEkDR84R4sM4bnyoCHppYJKeN0+bczXryUkrUUQRDwBOjfGGPDJQNIiniGE6mFwVuffSPzxhwDkQE+uPWDrNSXYNRrNKs1ZsfKzI7WyUxYVAut63U+MMHT/fcwGTlMQI2RjvwRH1h9He/sS52t+lpoFOH4w9C1sSVO/g/A8zwq+SbZyQrTJ/LMT5YoF+sUgrPko1V+Fuhky4pVrAn72V9pcKTWZN60KNpnGi4FJJH1IT8bw37e0NXGIt+vL4D6Tff3Z5kS7z08wYBP5ccblhCWf/furodrDVRBZNB/7uP0PI+C7fCj2QIfHJnmiyv7uek5zvcvhNt+tp97Hp/go8sblLfHWaw9SUXsIWf24DhnPidl2eMV71xP/+o2AGZHSxx8PE1pvmW6ccoZPZzw4Toev7h9mL7eJjdYr+epyhtR2sYZCu2neOkbCfuXE7XDUJqlnjlBIzfF4WPdXKJ8kRlrKQfs69jw7reR6OmlmT7E9KGnOXQiz9GZPBVHRETGT5Kg2YOdbyXELL8izqKNEdoi7RzePsvRHbOUs01kwWRA244qNDjevABHULFcjXWRX3Cx7wunD1CLQKQLMkch1IH3ik+w855hDowuoemF8YklOrVD1JNRQmaBRt7PrLUC29MQcEgqo/REp1kj3kHwvQ+c816xDIfGk98mvO3dzCTXkBNMapLMRPpa5ucuwoOTzyKXU+xKRS+hBeaoZlcAoIbT2PUYgiswtOprKEtHsaUyx60YP82qmIbHUknjUS9HnyHjF5pkFAlH6UavbGb9+KW8Dp12RGYljw5HoDEYZijwMZh4gqPLXsbM/EGU6iSHI1F2BaPsd0yKv5K82am4rNQd3pVO4UgRbu84ilyw6RQ1kqEBfKGVzNfb+JfcnQSFCEJTJhuYor08QKo+gBWQqfqyFKQT1IQzBVSCK+GJDqorYIoeQxZ8JJOnywmRFnMMayr7fAkOaH5OSA0c4XR7sSyzmaWhMs+EjjFvec/L7uv193N99Tak3QqOCXp8As8TMAr9rd8WLUTFBrdKSKtjeTk6N3Vz3rWr0ZUBtv94kokjWcrlEg4WnmScLE08ucGr9O/Qwwz/6L0V6/k63BeEqqqYpsmypQE2bbIxC5cgugk0XwBV92HYTebzE2Ty/47lHqKQ30i9GiSk5dAEGVnuJ5pqp2dwGaFIF5Ik4Xkew8PDDA8PI0kt4Wfb8TKO6yPZK9Fz2QUUSwnG9mSZPlrAc8/s36iheXyJYyQH8wQ6d2OYk3iegGMEEJ3FYK7m2O5ushRw5ZaBTWfCYuslcRYtehuCIJxRRFE8bYLwHNRqI0xOfYNM5oGTcyAK8dgFRCKbOHrse2QzUVz3cprNIIaRJZs1cQB/tEm0TSKaiBCOt2PaTfT6Z0nG1+L3DzAy8giPj9zAnfPrCQo2HbJFU9CoehIlW8By4a+vW8YfXzrE/l9OMX2kQPtAhGiHH19QWSAeaj4ZQRQozNa485PPIikCXZ0q5WyBuYxCNvUkvV6UsOejLDSonCy24LLeXsRRaZaUHOVqeSN2w6YqC0yYLugnyY0hFV9QwRdQ0IJ5spkvYwlZcD0SgWvoWP77zJVMjJkCn37mOA834RJk/jJqoTc1ZpoKHbrLQW2Ge+di9Lhww42LWXHBIsrP7KbxaAWxomPqGdRmEk9yEBwJD5fg+Z0ENncit/sRz+FkXso0+MHHniYQUbn5/ZvQ/Kf7QjgenulQuvcEtV2zTF34eXYcHqRQ1QkXVuBIBo3QBILUEgXJioQoiriuS63WEtiXHD9Tbpis50cVHJKqSZtTICo0kUQR3Ysg1ELst1I8qglEXIHr6woJqYQj19GioAdFZF1A1gREGWzXZHZ2DrvpES9uZPGaLjITFRRNIhjTiSR9RNv9RFI+oik/w0/OsPNnx9HXpJnKjKJrOk3j7EkvkijjOQKuYNHe3kFHpA+z6TCZGaHerNLBOpyCH6cpIPD89wYtIOMLqkiyyLlW94QAACAASURBVPILOlDWVdmX28vu+d3smd/DTO10mrEoiFzSfQlvWvkmzu88n6kjBQ49nqZeNqiXLRplk2bNQhAFNl7Tx5brByjbJe5+eicffmAW14qzRKuwnjH8ggUihDpDRNojbOjdwGOPPkbezPPW17+V/p7+hXoVBAHP8xjb8wzb7/weM0dbor6BzecTv+hi/OEAm1duRhRFPNejUbWYPzHL+P5jzIxMYTTqXPO2a+gYGqRWqTB1aD9PHXqCzwjfJG7EiRmxVrKcAIqqMKvNUaJIuJmk5GvNLSq2jCd42KLDWU7jWSGLMj3BHpbEljAUHVpY/njkx3z9wNd5w4o38Geb/gxFUnBcB0mUME2Th7c9zAO7HqCiVQgNhHD8DvnZPBQhVUnR29PL+vPWc/nyyxEEAdtxKTYsinWLUsNElSRWd4cRBIFys8mHn/g7Hpi66/nXjiAT15J0aElCx0p0HvN48zs/xJM/+Da56Umufvu7WXHx5c/73vj+PWy7/avkqfDg2jTzFFBljU9c+gku6n5hPkW+ZvLYsQz//MgIR+cqJFZ+nIQvjmoPMlEo0HSaSLKJqE+DWMdt9rI82cXRyg6GAltxpHnGyqO/slUBvxLA8xyuGryJp5WbUQSBDWE//3NRB/HnJAp7nkeumWNydpL0sTQjwyMUCoWFz2OxGD09Pdi2jWVZCyWTyWBZFprW6gc/14RHEAR8Pt8Z4iCfz4elaNwXSPBzVG7tTvCRoS4+NjrDT+eLTBunRZJJVeaKWo7UM09gmyaheBwtEETRdRRdR9d1AppGQNcJ6xo+TSMYDNLZ2cnx48d56KGHKJfL3HDDDaxbt+7/S6K153k8+eSTPPTQQ2ekLgUCAfx+Px0dHWzatAm/30+pVKJYLAIs1NXBgwcZHR1lbm4Oy3q+sFeWZZYuXYqu68RiMfr7+0kkEvj9/7FknWPHjvHtb38bSZJIpVJks1ksy6K9vZ1oNEomkyGfP92XjEXivOtd70LRfnuCC9dxqRaMBWFUNd+krSdI+0CYRsXCtV38Ee3keI9NJV9h+LEnGNtzBEk7Dz2g41gzGLUMy17zVdraV7Fp43cWtj++bw/3fOGf8aTLce1ZzMqj+FNvJSmqbNUD7IoovK+UY7U1xWVTd7Puyldw6bWXo+3+Vz44cT7fnIzQSY6VA5/noFqnJor8VS7P9MD3+eM9t/DI4Eo+LMwjIhL0YFvO4BXCF5kojaIMfIa3ZlzeXsvjH7oE58qP8q4HKjxwaI4vXtfGKx6+Bm7+Kig+vB/+IXeZW3ifdRs/f8/FrOyK8NORe/jrJ/4KI3s5ZqaV2PbFvnv4sfgge31+7pqYpMOXgOocKH68t2/j/fdmGXvyIdL+XgaiYW5ILuafjqfJSh7vKOv4PQHNLxPvCpDoDhLrDrC72eQrz4wTyln4FIlnPZM2QcR0PT7R28WauSpyVCdwfgf+DSlMYGxvlke+eZhwQmdZ3aJLFXnG8shLIotWt6H5ZfzzdSKzNVTToalJzMZ9WIrI4nQFD4FC02bcExh45QBDm9pfVBDlVEzmPrcb22xlUQuGg9IdJHRZD77VCeqWw3efnuQtF/QjS+eeZ3YNB0ERaRzIkv/OYXyr2/CtS+LkmxijJTwPBEloCVFkEUESESQB0S8TvKAL6aTp8uSBLNu/fIC2viArXtZLalkM0aeAAMZIETNdRVybYPipWQ4+lqZWNPBHVMJJC5PdCOoksWQnbe3LGB1+AJUL6YtuIrU/w9PVCW78/B9gjpUw0zWcfBN7oTTABTfpQ5yrI/hkvFVttF3Zjy/62x3P8VyXuz79D4zu2kn/ug1nbZuLc7MU0lNseMUNnH/TLQSip8dN0keH+fnnP0U5k2Hr7/0+W29+HeILmJW9GOxik/nP70aQRVLv3oDgV5gdLeGYbmtMr2HjlQwa2Qbbd81jVywu9Ne4b+rLrIxdja6vxfAgb3sUnVYO7ynDIM/16ByKMHO8BB50DEbY+Ip++le14ZQMarvmqD0zh5NvIugyba9fhr7sNzP18RyP0n1j1HfN4dZPjwEIiohvVRv+Te1oi6Nn5bP9LmHbNsPDw+zcuZPJyckzPotGo4TDYVzX5frrr6ez8/+dBKqX8BJ+E7wkhHoJL+ElvISX8BL+P0Xxzh8z84EPsPj++1D7+/9b98Wt1SjdfTeVh39BY/du3OppwqGUSOCZJm65jKDrLPre99CWLqZWO44oaHjZKvb4LPaJKawT4xhjY1SaRyhePA8uBB6VsJYpGOcpWHIFBA+pJKHUfSh2GE1IIHtBnHIJYaqOst8gdPHlyEt6yXzxX6ivrVO53sHTwf+YSOhnElJNwLduHR0f+TD6smUL+1rKNMhNVWnWLYyafXJp0azZGHWLQFSje2mMJVtS/+k0oV8Hnuth2y3nvN9GUtZz0WhMcGzkY1SrR08S1Fu/ISC23HARUNQ4Pl8f0egWGrkufnnHTtZfB4J2jFJ5H7ZzAgQP19IpjFxBuG8nsl6kOHYxgugSHXzs5ISgCLQm8BAEFKkDXbqEju7VSGaT2Tu+gDdRJDK9CCUaxy4UcHI53Npp52RX85MLLabcvQF9yWKSMUhm9+BUyojhIGbKpJks0whnqOlTmFLxjONV5BgXXvgIshzixeA2m0y87W009u4j/IpXYJXnqTNNU89ixKpYPR5Wj4fS9HH+FQ+gRVrk4nJ5P7XaCJZdxLIKWFYJyyqgKDEi4fW4bpMT41/CqZdYPHILnW9+H+LJgUw7m6U5PEzz0DDm2Bjm5CTN4WG8eh0pGsV/3nk45TLm2Bj23NzCvgq6jmdZ9H3tawTOPw/P85iZ+QGV6mGi0c2oavKkE3urNA4dYPz+j2NcpqEFOgiH1hIKrSY0doDgY18DwAhFMBO9mLEUzUCAGWM3dbmB5HjIoh9DaCz8vt9SSRpxknY7YbEdQfGT7+5iX+kbyGKIxdk3Uv7WPThHRhBsAXHVBjr/+n14ixXK5X2tUtlHozEO8x/lyLYUN/7PDXQORX/ja/q3Ac/zmJr+JiMjn8B1W8cpCAod7a9iyZK/PmviznO/u3///yCb20YyeSXz8/ciCBI+3yICgaFW8S/Gsks0m1Poeg+amsQwM5jGHIaZxXWbuK51Umxl4rgGjfoJDHOOaGQLkcgGmsYMlcoh6vWWiEEU1ZOCkwCy5EeSAyhKnM7Om0kmruLUrFdrMs6l0RinXN5HqbyXSnkfleohXPdMInIotIbOjpvwPId6Y5xGY5xGY4JmcxrPkTBrEZqFPhwzSDCZRRb7KJ24CEGwUQJzSP45JH0GUZtFUGcQxAZYfdDcTGPmVQhuBNd2mRxuDbYPrE+y9vIeOoaCCIJHpbgX8ye3kpyYwtWCCEoQofocRyJ/oiWISixtOQYf/wXs+x5oYVD8mBtfS8EcRajOI5fmkMpzSJaN6HrU/RInev2UIsqCWNTzvOcJPmU5dDINS8Ky8th2GQBd6yYVu5w2dQkBfQBVTSCcSqaQlFZqlBYCRect974FD4/br739N7oOm9UqpflZYp1dqL5zT3YczB3kaP4o2UaWklGiYlUoG2XKZpmiUWSyMknDbnBV/1X80eo/YqQ4wpH8EcbL47gnnd5PTTBXzSr7svtwPZeVbSu5ovcK1ibXsjiymJQ/hYdH025St+s0rAZNp4lP9hHX4/gVP67pUN/dmniVQipSuFXEgHpOhyPX86jYDkXboWA5lGyHgmVTtB1KVouCMxTQUASBGcPiSK3JcK1F+MtbDngegtckpcCFbZ0sDegULIfszAz99/2c1NwEWnGMBiUMsY4pQ1ML4slDpGo9xCsiutmkEuqlGF2C6FooZgXVrKBaFVSzimJVcCSVdNclmGoYyTHo8WXZcvMKghtXcHCuweR4ltz4PJWZHM1chUbVJqt10OOqxNxzD9BbgkldLdNUqiSrvZT0OSYjz6J4cUJGG7F6BwGr1f405Arp8HGKvjni9U7CzQSqo5OOjPB078+pagVEQVwQvp0NK+IruH7wetan1rM2sfa3OgFZqlt88K4DpIsNZEngD+76J5Yc3/uC6+e1EE8t28zW7G7a0kXEcJjABRdgTU1hjo3h1usL6/o2bSJ87fWEr7uGyi92kL/9TuzZE7j1bEsk8utClAm+7HqS730n+pJFZ12lfO+9pP/XB5DbU3R/+jPI8RiIIggigijgGgZWOo0xPEzjwEEETV0QTCtdXehLliB3dZ1xbk8RHRoVk0jK9zvpS/53oEU4dhFPEslcx0F6EZfMUyjUTD7/9Wd585TJlOCR9Cn4gir5ngBHIhKHmiZjuTohXebWVUFqex4lvWM/tmVTqxeoiA5TbcspiUHy6ORcnaoURHUNOox5iv4Uq9atZn1vjJVdYTb3xwi8yCTvfLnJm7+2k8OzLbGuLAi0R3Q6IjqdJ0ufprI8azI4GCO+IYUniZQaFgFNRpXPfv87rkemYpCvGvQc+GdCz3wBwaqddd1TsEWdI32vw5ACTNsRvlTYQtN2Cfp0IgGNqE8hprdScPI1k9fmv8pF+TuRaU3AHPf6+Kl3GcfpAUFGEgVEQaAkRxn2+qhaDg3T4h/Er3CLvA3Dk9GE57sfGp7CZ53X8BPh5eS8IKZ9qr05NZZ8ZpvycnEX75F/TEh2SVJAd6p817mCbe46xrwOKp6fCj4aaAvf7Y76iAUULNsjoEkENJmg1trnVtisRyukzWNdb5RbL1x0zrqsVCrcddddjIyMABAOh3nNa15DX1/fOc/5C2H4iW38/POfWkg8ei4UTad31Rou+L3X0zEwCDu/DLP7IZAAJdBKWBOV0/0GSWmJm8waeC7EF0MjD6PbWmlt2aOn0x1kH6RWtMwKGiXKN/+Aiuunms9RyszhWBaWYVCYTTM3cpRq4UySbGpgMa/724+9aP+iND/HXZ/8KJmJE/hCYRJ9i9CDQUTptKBPEFvvj4FYnHBbkkouw+juZ8hOnGDZBZfwyvf95RnbtEyD/Q8/wCP//mW6lq1gfuw4ttkS0guCSPeKlVz+5j+mfWDxC+7XQ8d/yZ8+/m4A3tD9Xv7qyredu6L+E/A8j6lD+9n38P0c2/kkjmWR6O2nMJvGsSw2vfIm9CtW8Se//BP8sp/3b3k/l/Ve9jwR8eH8YR448QCb2zdzXud5jO9+lt333c34/j0A6IEgvlAYPRRC8wcozEzTKJfZdP2NLFq3kbHdTzPyzA6yEycIxOJ0LF5K59BSOpcso31wCVp1HH7+fqjOkS4e58b+RfjlDsYPvonNfSm2rp5nytjJE9OP03DOfFYKiKxqW8mJ8gmqVpWk3kGfdgn52bUcGFfwpDLBxZ9hKLKM79/4dZSTAvB9s8f50KOfxydG6fYvoT+0hJ5QN4mgxvkD8bMSEzzPo1EpU8vnqM1PUc3M0Jg5Ssf4D4gwy/v7l/KUXFowTI03FSRXwsbFxsU5KbhKVDSipo+yotJXvZRlmfOQPBlHMClrGXKBOYq+ecraPD7FZUPiYhYHV3GnHaCYa3LRqEmg6pB5VSeVfj+G69F0XAyriWcbXJmIcFN1L9F73gNGiWL/Vv5KLPIEdQQPujyBQVdgsSsw5AhcbolEbAOq8+AYOCKYepKyspJo9QlEwYHO9bD8lQiSBvf9HXPGYhpSOxplEuJRxvVF3NlzG/H5Br55B7OaxHRb4xayaOK4MhFljli0TjrXQTwyixjNUC/nqJUK1IoFnLOQqVLrsnRtzWCUFYxsgnrexm6K2IYEto4/1MG++GpG2nqIqTVolBmXu9ibXIlsW9jyWYShnkdn3mHDqMHG0SYCDTxPRhDU56xigGsAHoIUAc/FH87hOg7NWhiE57Y/HoJgAHWgiecpeG4IQdQXPld0CVlziMbTBKQdaNYDWFKZff4g3wn58WyVm6ZvY5ZJnu14CDUi8MGtH2RLx5Yzkmy/vPfLfGHPF3jPhvfwk5GfMFWd4p3r3smW9i24nstcfY65+hzz9XmyuSL7xofpH0jxuZd/jl2ZYd55zGJJKMFPNgz9t5L3bNfjT49M8GC2TNF26NEV1gT9tGsKHapMSlNoVxW6dYUlfh3pd7ivv8yXeeO+UcKyRLuqEJIlApJISJZY7NN4V1+K0HMEUrbrsadSJ2/Z9Ogq3ZpC5DlE0LrjogoC8nPIIqeIg4py+vrMmBafGpvlG+kcANckwtzWm+K8aHBhnaxp81ihwrZ8hccKlQVy55ZwgJ9u/PXqdPdEgZv+5Ul6zu/gQ7NNjuw1iHf66F+dRAvIaP4W+V/1y8Q7A4Tiz3fLNwwDx3HOIDV6nse3//d2SpkGt/R/jLixGwkLD4GmKnJsyI+n+AmE1yKY51EYi7Bm9kNUdT+Nmx/i/n+dwtCzVIIjNIxWX1JwZbRmGz4nSWeyl0BIZ268glGzeM1fbibZd+bYqOd5zI6WObI9zcjOaRzbY6C3ii+/E8dy2NqzDf3mT4JrQ+44zA9D5nArAc04bWhjrnoTI4cspks9TDeXU3NbQrC4PEFP6AQ9AzJdawfQ0o/Cvu/C5rfCKz/zoue+ZX5zC4w/CSeF9I4Ij/uvolYdpBIUcCUPnyUSlXsxanGyOZX2RR5RZzfjtdVkiz7s+qlntEt76gnaVt+H2zaPB5jlTnYJWX5UUoibESJGiJJskPFlWB1fx42d78faYzN4ooYTVrn49RoP3nEtn+zqZ9apn7G7UcllUPXoFxQ6nBCGoZITHCZjCXbnj9KtuAREjyOGhORJZ4iSABRHpTP/Xqx0kvNNj3FfDSlcRsKm4ChMGAFyooOgzyDp0whOnNcPXsiSmT/loFThFbUa66s63yl/mLrnR5dzLJIPs1rZQY98BEdwOSJFOeHrY1tnifstj4AZ49qRW4i5DoHACEn/KP36NO2CwBHr/ew/1kHfyjgXv24x0VSQ+eEvUHziy8QbEsFSDp9TOeMYXAQKej8TdFNtW8uTMzJ6JMny5ctPJtw4uK6L1pjl6uG/4En5QnJr38nmzZsX7m/P8xbW/dXSbDaZnJzEtm2uuOQqHv3OCBMHc2e9fDw8aopLxoOs5JIVPaqihylAwhHoswWWBIr09Rh0LG5DDg5jsI3Orsvo7n4D2QmZyYMlZkaKzI6W8TxQQxmC3U8T7RsBoY5Z1xla/TKWrvxDRsf+kUZjAlkOE/APEQqvJhRchaYlqRk2uiwwOnwfw8f/CZcCsZiLbRdZueJTdHbedPLYXSyrNb9gWnkcu4qqtmEYs6Rnfkg2+wtEUSOReBnJxFUkElcszHkYxhyHDv0F+cLjmE6QfZkhnpq9jr3z7XhnUUZ0+kyua/8FI9kB9tV6KXh+UpjcqswjCQ2qNKkKBi4eNiLtUoCrV1+K26+Tnkoze2gC07YQFBFkAUEREWSx5Zgvgllo0qzWyQsVFKONSHEVydU13EISs2QhNiz8ooAugiI45F2ZidBh6lKO9tJFOIZLqE0n2RfCMhxqRYNaycConX5P1QISofYptFAdlfOYOFTAOamq8/DYpzk8pFskEKjhURNA8E4b9cuCzauXbmdN4hAxZZSg7NBVfCPBqS3Ul/Uy3Relh6cxtj1NbPLKhS8KmoQYUBD9MlJAQfQriAEFKaKhL4ky+0Qae+cMsiAg+uRWAoHtLrw2l4Q6M9FpdhmTNFyPlLScy6+5jB8Nz3LPyDym4SB4IEkCuk9B1yTsUpOq7TB/cpw16ZdpOB5Vo9WOtPkkhsIOKTfHfLHGDquPpVqNP1qpMT87Qb7Quk8kSUJV1YXUE0VRUBSFRCLBgQMH8HttxKpraB8IUWpmyJczGFUHzz45f+iJeIKN0zZHw65w5ZVXctFFF1Eul0mn05RKJcLhMNFolGg0is/nY/Jwlu//6/0Y/rnWPC8gWX5i1jIG+hcRTvpaafZtrUR7PaBQyjbIp2sUZmoYDZtq3mB2tEQk6WPZ1g6GNqWIdQSYrc0yUhwhqATpDfXS5mujOFdnz0MTHHwsjS+kEE358YVV/CEVX0ihlGlwdOccHYNhXv2+DciqxL6RSe4aLvGtHZOossg7NsdYqhaZnp5menoa27aRZZm3vOUt9Pb2nrXNOdV+ZSdO8PTPnuTIU7u58DVb2XjtTez/5QkOPzVJcc7G887yzuSWiHU0KcwKIMQRBJlDPXfyTP/TeHgIrtAaGnAFdCvEpeOvZXUwxd6JL2GvjEN/jERnLwEtiE/2nS6KD7/sX/i3Jmnkm3mmKlNMViY5UT7BSHGEifJES2x1ErcsvYW/2fo3Z/STnjqe47FjGc4fbGNpVOCXDz/IkSNHgJYwJLZ4HU/Ni4zOlWk4AoIexHAlKsbzx5bW90ZJhTQeOTKP5XgIagZRKYBg49kRPCuC5/gBEb8q8d1b17HrCx8hPz2JIIrc+BcfZHDDlhesh7PVywv1+SzH5bZvP8sDh1pzr4uTATb1x7hr/N9Q4k+Aq6LLPqJ6gGQgRHewm02xV3NRz0Z64z4+8fQn+Nbwt4iFVjElrkRXk1zVMcib+5exNtp9hsHLC6FcLnPgwAH279/PzExL3DcwMMDq1auJRqNUKhX27t1LoVBYuGdPlWg0yqZNm+js7GyJ/gsFZmZmqFQq1Go1Go0GjUaDer2+8PcpYeXlN97ERatWnnFuCpbN/kKZPYePMnPsMNrkCeZCMSbi7bTVSvhMA8220C0T1bGQ3Reeh4jH49x000309vZyrNak5risDvoQPJdqtbqQAhUOhwmFQsiyzPjJdNtLYyGiisRYw2C42poTOlxtEpIl3t2fYsh/Zn97Ml8gX62S0lR0VUVRFGRZxvM86vU6hmEsHH+pVCKdTmPb9hnpUT6fj3q9TjqdRlVVEonEgihpamqK2dnZhW00m01M06RWq+Ge4xycgiRJhMNhurq6GBwcZOnSpaTTae644w5CoRCVSqttDAaDDA4OLpRw+MXN6n4VExMTHDp0iNnZWVKpFENDQwwNDS0kilmWRTabJZPJ0NHRQSp1DrOP3yHmRkf47oc/jqheDJ6KKLejRn7G4DV3sWH9t4lGt/DUD+/g2Yd+jBp4HXajZYAraYdwjJWsvfFROh4/D8EK8HGryYOqzbUuLJ/biebLctHrXs2f3D3D+Enj3A+l/o5Pt7Xmhr8/XSL4zsN87zPv5c/l73PPDf/ABw5+hasMj0+F1nCb82fcs3+G2OL/w4Bd46vzOeKqy4drN/F1+xr+9ppF/KHvMbjvL+F9B1rmOf+4ijf5r2S7t4LF2lW84aIgHz/wDtxmO/7ce/in39/IrV9/mpBTYkfgfdQ9k8jq18Ilfw4/uJXm+rfypUcK1PY/wQPtNzKpJ3BpjZ6LuNzWU+BNN97E3GiJ7HSN/HSV7HQVq3n6/SLUpnPNn67nZZ/ZRs11ee/6Pv4wEqT62BRqTwhzogKyiH9tgsDWTnY/O8/u+ya4Pq4iuh5STCP59rUYI0XKv5zEyTVROgOEr+xDX9G2IO4wxkpUn0zTPFHGrFncnz8pxA+rJHqCtHUHiXcFFhLDNl3bT6wjQOZrB2iMFNhWtKi60KuKLNFFAqKAqYoEXzlI6rxzizKs+TqVX05S35NB0FqpT0pngOTb17b6pb8BLMPhjo/saHG0LJdm1aJneYwtrxygayhKbrrKMz8/wejuDK7r0bsyzsqL26hJ/4ds7j58vkUsW/q/aWu7DIBjx/6Bicl/Y8O6O6h+sslo06UZcllttZ4LjuDh+CTkuB8vqLLzSIH5gklEghW6RLsiUvdAvqSbro0pJEloJVp5gNsy/pGCCnLbb2aq+MT3v8X2H32XK259OxuvfdXzPvc8D7NQ54mffIvd99+NJMusuOQK1rzsag4/+Sh77r+HUFuS697953QvW/H885htgOuhpPw0qiaTw3n8YY1wQicY0xeS51zTIfOlvdi5Jp7jovaHOVY08dI1QhIERQHtOWNC85pE20CEzJ7dbJv5Lpf0v4FOuRfhZPKXJwpYYZW6T6buV1l8dT+xlI/y9jRuxUIOq3hNB2umSvNoATzQBiP4N7fjW504p9HBi8FzPazZGk6hied46Etj/6WJXr8u6vU6O3fu5JlnnqFarRKPx9myZQvr1q3DNE3Gx8c5cOAApmmSyWTw+Xy84x3vQFX/80bPL+El/K7xkhDqJbyEl/ASXsJL+A3geR5uqYSg6wi/EqVtFwoIiooUDJxjC789ZD73ObJf+jLL9+5BUP5ziSDnwrkGB916nfK995H57GexMxmU/j4CF16IvnQp2tAQ6tAQciyGW69T+ulPkbu7KQ2MMz7xVZrNyedtTxBaxHTHqaEoMXA8LLcAiMTjF+H3DYLrYtjzNJvTNJtpLCv/K1sRgTMHnEL2Unqq16E328CykFMpQtdcs+BsPX20wPafjDI7eqbjvygKpyez/TKl+TrNmk2iXebiV/dz+JFRcnMGruPgOS6e24pQ9umw5qZ1lKsCw49NocgewYDQIs664Jg2ju3iWC6O7eKqTR5ZdDdZeQ4NiWAoiCwHyU80cRogCRKKKKNIMqoooQQciBQJhZP0p5bQH+rHxWXb5DamKlNYrtUqjolpNAjKAdb3bOGK3iu4qPsiZLE18Fc5cgi7VCTY3o2cTCIGTl+7nmlSf3Y3jT27EUMhRo80mN4zxUV/sArfYD9qby+0BanWDjE+8TVyuYdQ5E5Wr/oc9u2PUtu+HeGvb6DQGKNabJ6cpGrg2A56dAp/6jCCeGY9BR4dRH0yhhuIQDACwShuKExuNI+Sn6KjdgSplG3tHx6Nq1Sam8For+Oprb6rWAB1VEQda+WsSwkH6iKF6zx61Fex9MJPYxwbofbMDnLHH6Qg7kH1wiy99jMENp+HOTPDiY/eRtk6iHTTEhqhPA1rnlMzVLIUJKAtxu/1sMiI4T/wc2gUWoTF1/wbRHo4Kxwb5g9RzT/LruxnkZUIS5d8kETi5WfeX44FggSiiOc41J9+mvw3v4U5cgwptw5BtwAAIABJREFUoKMk/OgJGTVUgcAUTXuK/P1xhGIA/dK1zKzdT7U7hyDIeN5ZYrsBbEglrsTNHaTipDHUcxM+gsEVLEreQnL/DoTdd5BN+LBkj2hNxhddiWDVwWqAWQejDEaZ8rLz2dOdx7ILJ+8lnUhoPbZbpVo9vLBvqpokHF5HobCdRPwadn//JmzT4ZYPbCEQ+a9yK3ao1o5RLu3BNLPYTgXbbpVmc5pyeS+SvZlE8lKS3YO0xS/+tQR0AIaR48Ef3YioVxha8xok0UetdoxafYR6fZxTbdOv1o8gSKhKAlHyIYpKqy0UZARRwefrRVNTZLK/oNEYQ9M6CQaWEgqtRhBEHKeO7dRw7Bq2U8VxatTrJzCMGURRxXUtFCWKrvfQaIwvCHpE0UcotIpIeB3B4ApkOYgsRwgElqIokTOuS7NhU5yvc3hHmv2/SLPhqj5WX9ZN+liRHT8dxXE8Ej1BRElYaNccy8W2XBzbwXEMHLPlBuoPq3geuLbLwLoEqy7tJtzmaxGJi+MtovBT/wITT8KF74FL308Jj2/u/gJBo8qQ5TBULZDKj9EsHWWs0yEXU2nX1hLovJTMkS9RCDp45yAyiYLKypWfJBRaxcjxTyJLQVKpa9F9PahKDFmOnJG05XkOpfIe8DwikY0IgkijWsGs17GMJrZhYJlGa2k0UTSd/nUbePkPr+Ti7ov56EUfPed1YxlNdt71Iyb276GSz1LJZk5dGMQ6ukgtGiQ1sJjUokH8kSjBeBtK0M8/7vpHvnnomwvb0SWdkBoirIYJqaFWIkGol7XJtVzZ/XI810HVfdimzYn903ieimOB0bAxqya26aJ1CexxtnPv+L2kq2kQPGpqCUEG2z17myIJEoPaUvRKAMc2ySsmFdlA8VRUT0NzNXyCiiapKEEDJegRUoOM1IqMV2axPBFX1PEEH57oxxWDuGIITwriSBEkp4JWfwrRrWMrnci4BKijeFVcp4JhlXE8G8GDD0q3cHExjDs5TeX+B3Atk3xQoKJ7KGoftm8JVd8AxcAiDO1MwWVTsMk4Vfx2g4ArIIoakqQhihqC0Br8dH1NxtoUsu0hJFnEdFx2jRdoPse2OBnS6I35WNQW4PzBOJv6Y6hlmzu3T3L3/jQdAZ1FcR813xjHeZApYQ+SonJ+2yt5g9PP+CPHmGtsQfH81KUmJblBUakzrZWZ1irkJRtQ8FyVgNTG6s52SnWbQ+kKiCaSb5y+jipRn0ZI1QnpGiFNI+LTifp0ViYWs7XrPL739CTfeGqcTMXAclxCukxYVwj7FMK6TDygsaIzhOt5PDteZHV3mDdfuIiw/sJ9zlOCkdFMjc2LYtiuR6CQYd3kfro72xjoS7G4P4keDSMGAlQljXunDH744MPsMXtYXk7zieYu/BPHUfv7W+mggwNoAwNoS5YgJ56f7OjULJqHclR3TFMfSVO1qlhtHnIQ4iUDZ66K2zSRYlEEPYhbr6BExindfRd4Hv5X30jttW9C6uhkWUcIY3SUE9+8g4ceO8jhZVtwt1xAZyLM2y8bJBXS8TyPcrN1L0R8v1n/22zUadZqBKKxX1sY9Fy4DRu3ZuF5HqJPRvTJCM8hm3uex0/3pvnytlHW90W5amU7jx3Nki42iPoVIn6FqE8l4lNY2xNhdXeLHOy53q/tRlaYmeYX//4VjGoVRddpHxxC8wcoZ+cpZ06WbAbbNJAUBddxwIVVQ5fS074ckjJim4rs11ACPhS/jurzo+o6jiDync89zNVGClsX6Xjf+cTjfjzXpZLPkk9PU0hPkU9PMzV8gOzECURJYvGm8wm2tRGIxll/9XVo/tP9Wcf1qBo25YZFpWnT1+Yn+ByxTM2wSRcbZKsm+ZpJrmaQrZrE/QrXr+1i90SBj/zsEPmayadeu47N/TGifpWaYVOomxTqFsWTy0LNpFA3SRcbPHYsS67WEnjIooAmi2iK1FrKIk3LZb7SxO/V+Rv5W/y+/Evuc7bwE+ciZrw4KjaqYKFhoWKjYaIIDo87q5mlRShtlxtcpR5Ddg08BGxRwfAUGp6MgEdYaKB6FgVXI+MG2Cwe4p3y3fjdKoYUZDS8hYOB89mlbsb1JFY6h3D1GGsqj7N55juM9bwKX6wLzRdA8McQ/XEkfxzZF0J9+ksIh+9uXT/BdgpLXkPB0ek+ejtaM4srabiihitpIIpo9VkKvn6Oe51UDI9jK95F/6qtTBUa2I6LIokokoAiiciSyFAqyLqeyH+YaO46DvVSkVqxgBYIEk4kF4R5Bw+2En+WL1+O9Gu4FHqex+izO3n253dRzmRwHJv2gSGO79pB97KVXHjLG3AsC9s0sS0Ty2gyP3acYzuepF4usen6G1nzsquJd73AO8JzYNRrlObnMOo19ECQtp4+BFHEqv5f9t47zK6rvvf+7Hp6nTnTu2ZGvVhyt7GQCxgwBhxjAnnpxaQQCJDkwoV7IbnkDSQ3cBNCi4mJg0MJptgGGzdsWZa7eh1J0zR95vS261r3jzOWkCUbE25J3tff59nPnmdO32vvtdb+rW8pUp/YTX1yP/WZEeoL4xTyNQ5V2inmzp1YpygKoXiCpq4eouk0qqZjhsL4rrssmnBQdR2kxPc8hOc19n5jX1yYR1EULnrTTSydnKAwP4ddrTSuaRqLrJKG0LGazyN8D1XTaenrZ83VG4n15KlU9oGiYegJdCOGricw9ARjT87wzB1PgIRkewcXXn8jpaUFDjx0H45l8aY/+S90rTl3MrKUkg/e+4f0xPv4z5d97Fce0+cwe/woj97+LQDCiSThZJJIItX4O5Ek1tRMpvd0atH0kUPc9/W/JTczRSASYfXl29hw1avJ9PZTL5d47HvfZu/9P6N1YJCL//BmMukOQsKgWshTL5eolUrUS0WsaoX2FcN0rlqDlJLtt9/Ksz/9MbHmDKsv24qqG9TLJerlEla5hFWtkGxpw/d9TjzzxHJbNkRi3WvWU5yfY/b4CPnZ6V9u7EZaQCxObyRPqnUPH+5sR9cC1NwqnvTIaGG2FXNsrZQwo21Y1/4FTfEeeuI9JOwqdc/mF4XD/OTET3hi9gmEFKxr2kjN9pmqjfDDN/wQObqEszTJkNiFsvaN0LnlBU7kMmLsMdT2dUwdOsjPb/0mlXINISVCvvg1LZHUTcFst8VcuoiuCEwkAQQBTUcJBDkRU5gXNXqdCGtzKil9AxuVdkKxS8kuSpYWXayaTqMudDbS7REuf12CjtztaLnR02l6zxeidp7PgVd+jI/u/RJL9SU+sOED+L7HkbmDjBZHmXHm8fDR0RgOD1Dy5+nWLV4bLxDVwJZgKvD84VXxwiilALmFGEK6hFN1QuEWEi3rMfQMGkm0mo8zXaZ40qWwpFNRPOKXfA/NqFMcS5M/HkaTPaR7UkSaFIJJHz1iowUcdNrBbcKy5nDCPyQSuIRN532NYCSC69jkpk6yODHG4uQ4hbkZhBB4tk21kKO8tIDneuT6O5kYWEPIcQnWapjlCkahiGZblBJpZDxAZcs1HC7HuWnXAt0JhebBDJorsKouds3FrvuN2k/IppyvUcqmUBRBOFGjFqpTVC1a6i66H0TIIMIPIIWBpgvCcZ2B8/pxuy3uWvgWj8w8QplzkcoUZPRyYqFOorVHWJVayVtXv5UvPPWFU8mnLaEWBlODrEiu4I6RO7ik4xK+tO1LVN0qn9n5Ge4dv/esd42ZMVrDrQylhvjUxZ8iZsT4k5Epbp/Jcv8FK1kb/Q0SO/8XQkpJyfPPEA79e8ADiwV+MJulJgRVIan4krLvM1Z3aA8YfKArQ0a43LNQ4KGqQ+15pPyg8El6DlJKFswQW4TFV1d2MTY2xqFDh1hYWECoKgyvYaGtmyNGmEOWiwJ8oCtDVFe5dXqJnOuzOhKkO2gyY7scqDSMbpK6xmWpKAOexcz+fby6rYnrr7n6Jf02X0jWfObnVFsCfPumzaz3NNLtkZc8X6nX6/zDP/wDuVyOZDJJZ2cnHR0ddHZ2sv2WKcpLDj0r93Fd8b+yi40crF3JTeFbCVI4671sTL7G24n3rufVW6/nllu/gWEniPhtNGeaSaWSmEEdVVPxXJ+JA1nsmscrbhpmw7YXn5P4vgCx7KBcmoHdt8P5724Iup8PKeGJr8LPPwlr3tBImhc+rLkeqYUoLRTRM71ELn4zxJ9HXsuegER3IwH1pUJKqGWhMIH74/ehL46ykDERsXYSg79NeOD1jfqsGQbPhttvhLHtoAUQm97KY946jj5lYOe7eU58r2p1dMXG8ZJE4lN0XPk3KAqUnh2gPd3DP9Yq7ErvImgG+exln+Wa3mvwhc/f3X4N3xSL9Jgal0ZqRK002XKaoN1Bwu9FVBM4JR3fDuEEs3hGBc0LkTWLPNp7Nx6S85bOo684jI9JRZfkVZcltUKf8InIFrqHt5BazDF33EORKjJRpOY36qyaoZNIZQgkmvDdeTZNf4uL2MM9yXdSqvsszVwBXho95OHVGvVVqfgIM08mcoThwJO020v40uSolmQ0/w6kiGAodeqi4fStqR7JYJ5sLcPG/hNc9vF3o2g6/Pw/w+NfRioqxUAXY1aU8MAlDF9xA0rrWqb3befEPV+mX52lQ86iSY+alkC56VuEVl7ZaEvPbojoHv3v8OTX4CP7X7imfg5YFZfHdk7x4K4ZQlMWmqKQvDSDFzdYqtjkKg5LVYdc3WGqbFHzTo8jqZBBZzJEUFc5NFek5jZq/mkh6XF11js6bQIiLYdB9ajObgTVI5icIdK2l2TvIboG19Pe9npSqUsBcN08gcDZBGLL9XlmPM+jxxbZfmyJw7MlLuhL8Tc3baI1WsOyZohGV7F7z7solXYTCvXiOFlct8Dz17eeg2k209Hx23R3vRPTTC9fGpKnx/P84NmTJMMmXckg9+3fw1OTOo6v0hI2uTYSogMV1XOpuWUqXpFpv8Yv3AwWjdpGLy5vNKLctKWXtmv6UIM6ftnBzdcpzRc4OTnBg0d2Un/OUEtCTAkRDAQbKUe+AF+ekeijAGY4SFdXF7mTEfITjcfSHRHaB5ONJKmoQShmEIqZtPbF2bd/H3f/9E62dL2aC69aS2v/2QRwz/Gp5G1mTxSZOZZn5liBesUlHDfpWpli5cXt6IaKa3s4ls8zJ/N8bc9JWjSNQT1ANeTT2hHh2vP7+Lv7n+T+o6drnrGgRm9ThETI4InRHL6QaKrCltYxbujYyRWdH2ZupkJGaOiWBnUVaQF1EDUBzmmOVSWoM191WXdpO5qpIVTJrrER9s4epqw1avRVYVKMnUc9nWZkvsx8yebC/jTNYZNy3qKUt6iWXHwkrqmQbA5zw0XdvGZ9G+2JUMPAIV/nseNLPHp8iZ3Hl8jXGoLfDRmN6xLTLM7PkUgk2Lp1K4ODgwSDwRccv5588knuueceWlpayOVyeN4LrDEBLS2tbNv2SlavPpsAey7s+vkEI0/Ps/bKDF2r0hhKkEjCfMk1KSkl4/uz7Ll/kpnjBZDQ1BllcEsL/RubCUYM5saK7H3gJLMniigKbLiym4veMIBxDmLryNNz3P/NQ6y6uI0r37kaRVGoVxz2HlniLx8fZc90katXt/C5N62nOWIwNTNLMBSmtTnN9HSZv7/jEJcmosQDBpqhohsqmq6g6RpLU2VGnmqIaoQ/j24kESKA8LMgTpJsjdI60E7v2iE6V/Uyc2yOB249gBBhguEancMp7LrH9IgAHKAxXkphYQYLKMxRWtgJ0mL9curzbyrWr3t1RoujHMsfQ0rJ9SuuR/ulBON7D8zxoe/swvUb53jQULlkoIk1aRC1Ik/lgjx7skTY1BjKRHAqeexynpZkhI6mBG3pOF0tKTqaEpzM1/naw8exXJ9rVzezoSeF6lR54rEdVGtVhFQQKBhmED0Q5KFihlRI46vXd3PgX29jw9XXsnbrVWSzWY4cOYKqqmiahq7raJpGLBajr6/vlOhDSollWS947n/6xwf45ycmuPmKAa5a3cqW3hSaqrB/qshkrsbWlZkz6okAQohTCX5SSu4eHeH9k3VerbrcHNVIhU8La+LxOMFgkPn5eQ4dOkRnZycDAwPUajVOnDjBvn37GB8fR0pJe3s769evZ926df8mAcxLRbVa5dvf/jbz8/OsXbuW4eFhUqkUuVyOw4cPc+zYsVMiodUbNjKxcgOuorAiHCS0bKykAI6QFF2XomVRrluULJvtkzPESzlWtLUR6x/AUBWeXczz+LI4w/Q9WotZ2gtLdBSzpKolVCmpmwFmW7t4tHsYT9NRpURD4iqNdlSkpEV6FFQdF4VmU0dFIYGgVK0yqwdAUVCkIGxbRByLiG1h6wbz8TRhx6KzsEhnfpGu/CJtkRCBQOCUSMz3T4tH0uk0rutSKpcpB8MoUhKz62ccQ3NZbFWtVolGo0SjUSqVCpVls+BoNEpraytDQ0OsWbPmBdvzoYce4vDhw6cE4aOjo4yOjlJbNohrbm6mv7+RoFqpVHAcB13XaW1tZXBwkO7u7v+QSVsvhNHdT/OTv/ocF77xzSxOrWZ+PEv3VX+EoTRT2LcF29xHbf59+HaMzTeMsv/ncexiF6Gmad75Z7/NkUf/K4EdazEr3XxcL/CMp/HmikmPp+H7S/x9KsKQVDmgCf5Y+xd+MLAbHcm/FiIkP/YMH//nR/n08bcQHnoFo1d+nMwtr8Ld8sd8P/hm/vv9I/zOJT/nrvwveGByjrsuvZ8/f2Ca92r38OnYXRDJNPgSHz0IB3+M/YN3ckH3CoTqUT/5HgKZn6OaS1wS+Bxff+s1qKrCN7af4C9+doS/jn+PG8V9lN67Exlr55nv/xN7H7gXIWM80fZbPBMwuCEYJVDYzSPEuIoR/svnP4sROFMQKKWknLXIzlTJzVTo35Ah3RHhZ/tn+Nm+Wb5440YWv/AMZm+c5neswZmtUn1ihtruRaTjE7u6Bzuo49w9SmxbN+VfnOZzGR0R4lf3ElydfsFzzp4osfjVvSgXtrEYD7A0VSE7XSE3W0V4EkUBzdRQFbj8lZ3Enphlf90ndFE7667oJDtVZvFkGe94kbZ8naAC2msG6H7l2fcKzlSZ8sMnqR/MgqZid0aJJUyUikvqpmH05NnmJC8G4Qse+e4Ihx6d4U0f30ymO8aBR6bZff8E9bJLc3eU7FQFI6iz+rJ21r2ik2RreFns9I+sGPgoPT3vRVVP81t8v87jT1yNaTbRufNTZCcL2FIhpRs8VCziED61/gygqlWk9ziOpaEoJqv6++mrdRFRX2QdQ4Gmd64ltOqlJRktjI/y7U98hNWXv5Jrf++PTrWlqHtYx/JYR/NYI3lE2SG0MQOXRtj9wN0cfOQBPNtGUVQ2XP1qXvG2d52xFvccpCeY+6un8SsuS70JnjyQxXMa9zaGAklDpSVqkDZVEraHKmEsE8YQku5so58VuoraHEJJBhpbKgizFfw9i6DAyeQoO3f9K+//8j8Sz7TgVxyc8RL2WBF7rIg7W21Qu9RGAph0BegKeBJUBS0ZILwxQ2RLK3rz6Tqf4yxRr58kkTjvJR3L/xOQUrJ3714ymQydnZ0v6TWu6zI/P8/Y2Bg7duzAtm0GBwe58MILzxDFPh+jo6PcdtttbNmyheuuu+7/U2PLy/j/B14WQr2Ml/EyXsbLeBkvAr9YZPI970WNRIhccjHFu+7GGV2ONVdV1FAIJRwCIfGzWdRIhNi1r6bp/e8n0Nf3G3++FAJRKmEfO0bpnnvR29poen/D9XjiUx/CfeowQ/c/iBA2tr2E48xj2wuoqklT07Zfa3IqHYfqk09R3fEoaiSKGglTvPMu7JERFNNECQZRTbMhAAsEUEwTZ2wMaVkE16+n9ROfoNK1wNLSg41C03PEE0XF0OMkEluYmvpncvkdJOLn0dFxE6Di+xWEsPGFjRA2wrcwzDTdXe9AUUxyuUeIRtcQCp17Mcz3a43FIUWlWjlGsfgsiqKh6VEUFMKRQdKpy846Fr4vyE1XOfb0PLvvnyQSEqxaF6JrKI7p19HdCqpVRVYr+OUKfqFA8e67mZWdHF71dnwtgC/rBKyGqEMqAjSQmkLZTOGYEYQiiFTGsPU69UCQgBfCECpSOkgcJC5CcXl41bMsxrJ0lFYgFIGnuviKi1BsFFHDVyW+yvJeomIQrxm4ap1C1Dn1myJulEytk7DwCNVLBAtLGK5PIQrHegyqhk9KiZC0dep2hfmIh1QVDFcSq0PUUYn7JjFbIZy3iFUFpieZSynUTRiclfQuQEtBkilCUDEwOjsJrFqFum2QcNMQ9fseo/D974OmYfb30fXFL6JGoyimCbpOqeBhexq1cpGHv/skkZRKc1sfdfPzhFp2Y81tA62CauRRAwW0QB7ppunuei+9g69CmatjT04y4fwzS/pjRKOrSEY3kih4RA4cQN23G7ckcd04XmwN1iIYCZOTG3dRXyVpvj1OradCfYtApAAf0MAYVTCqJlafg4gtR9tbgnjBI2a5xCo+0apH0BaNpTxFbTi2918BqT44+GMwQnDphyDa2iAIRFognIYDdzQWduuNxepiS4ZDQ2FqWhXT04jYGpGaT7RUJ1KuEXMiaB2bG06rpWkozYJXZ6o9SDZtUAtp1IM6z5nGqT5EfwHV88GPQvxHGpHtKm43yDDwnDMMNBYoQy2sOH+m4TS/7rewgwbldIpqRz+KqhMwM5intmZ0PXb6+smegEf/prGKeeWnIdb2vAvSg2f+ER78LPVEkrltb0EJt2PbMxSKT2EYaeLxDY0ttoFAoA1FUThw8CPkco+xpv8B7vjCbhKZEK9+/zpSbRGklLhulmr1OJXqCWZ2WRx86El61p/Hxmuu58iTVZy6z/AFraccd6WU2LUK5ewCQhSp2U9CIIcnT5JbPIBTs/FtlVCzhRk2UJUoiozgu2HmD24ie2Qbwi/S0lPmhj99G8aLuJ74nsfU4QPMHR/h6M7tLE6OE4xGeNvnvkSq7TTRw/dt6vVxdCNBwGzFduZx7CyBYCumkTqj0PVCkFIsJ7i9OITwWFy8l1JpH6oWxHGy1OuThEI9y8d/I5HwIKr6vMUbX/D9v3iGWsmmfUUSq+pSmK9RK53uZ9Zc3sErf2flqXNCSgnTu1C2L7sDmxEwo8v75c0InX6sZU1jCyYawqexR2F8B4w/2jjfoZF28IYvw/obcYXL797/QUqFx+k0BC2GoEWXtBiSsCoRaCSMFVS8UaT0CIX6aM28huaWa1AVoyESWxaK+aJOKNRLWA7iT7gIx8fsiOKXHNy5Kno6iNERRW8O4eMzXZkmZsZIBVIoikIll+WJH36XsT3PUlpceNE2SLS185Qxwhq1j2Y9jVQk0hP4joPnuviug+/7JDItFCo5Hmk6gZ2OkdKT+DEPNyBwbAvHruNaFp7nwrIno69JahGBowo2jfWwIXchAW0AVQmgoqHIBvlTUVQyHQECQYuxvRP4vouuVxEMoWpNZ59fiNNj9xn/l1jhErZZwdaq2GoFlwqeqOFpIUDHMiqYXoiklUEXjevF1WwczcLRLFzNxtZrlAM5amYJRSq4mk3dKIMEVaj4mo9QfHzVw1c8pCIJuVF0YRCwSqRqFvNNGrpQCNuSSNUnUoVUNUaqluRoTxxf9bn5ZzXQaoz0D3CidRVxrZNmtx2n2ii0hhMm7SsSlCcm2ZkaZ2f4BGWrSiBUZ7jdpCvRTERLkq0IFssucwWPQtFH8RVEbJ5YSGKIDI6Sw1YnSAcyDDetoCUSpSkSIWIGCWgBTM0koAVIBpL0J/qpuTWO5Y9xvHCcR6Ye4XjhOO2Rdt6x5h3cMHQDYeO0K3ip6jC2UGHJculvjtDbFMH1BZbrU3d9LFcwnq3yo13TnFisEAvqvGIow5vO6+T7z5zkvoPzLFZsshUbcY7SjqEpuL5kS6vG2rYIZjBEuVKlVK1RqjuULI95S2PBbpBhOhJBZooWEVNjfVeCwZYozdEATdEAzRGT5liA4wsVvnDvEWxP8I23n8/lQ+cgyj0Htw7zhyA/Bs/cChM7OHHJX/K+/auxXJ97P3wFifDZIqOpfI0HDy+w4/gSKzJRtvSmuGvvDM9O5CnUHKrOmU7aYRTWxoJsaouzquTRu+gwu62DRwoV5pdKjE0uMiNMxHK/urk4QbScY2fHejxVR1MhaGjUHB+FhvDJdn1qriCieLzTPEDILjOpNnHFxgFWdbbRmhkgEIygJQJoMRMhPVzbZmTnDnb88BHCWi9pswmzqc4F77yS9HLhWroCafkI20NaPs7JMtWn51DDOpEL26ntWcA6/HzxP1gq1BRJTpEc16FmeQzqOg/6Dj+WDr32FMNKFkOGSckY7WqMHi1CVDHpGsgQdQTufA1tc4y58CS1UgEpIZJKEUmmiCTTRFMpVF8jv2Oc/dt/zlT9GK39A2gVlUAhQEiNohgaRjCAEQpihEMYqolW1dB9Hc3VUF8kFc0TLv6yODighSg4izw2/0O05hCqqlJeWsJzTicXSlWDcJTWNRsZvvoNBNOthEwNVVFYqtiULQ/b87FdgbW8z1ZtDs6UmM7XydccgoaGlDBTrJ8V6NOQ0p9GPKhz6WATni85NFNitmSdKwQIAE1VaIlovL6rznmJKpav4Lt1NLuE7pYxnCKGVybmZGmqTdEjjmPg8ayxlR3h16JoCloggBlNYITCaIpEkY3UgLa2Ntra2gmYGqNHDrL9oQdQkbRHgnhC4kmJ60tcIdB0nUQiwdCqNYR71hANmbQnQ0Spw4lfwLH74PgDUJ499w+54H3w2r9uOFeeC1LCxGONtKKJnXD0Z4158cC2hjjCtxvkxue2zs1w/nsayUf/m1ArFXn6zjs4vONhqoX8GUlNqqYRb24h0dpGsrWdwfMvom/TuUUcUkrys9PMjBxhduQIU0cOkps+SaK1jfbBlUghmD5ykHRXD2/42CdfMFnJqlZ4+J9u4eAjDwAQbMoefLsNAAAgAElEQVRgZNqRqooQAiF8fF8ghEAKge95eJUSiuugug6K52LoOlI2HjsXgtEoVqVCMBqjY+VqMr39hOMJhOeTn51mYfwEi5PjZyTFBKMxoukmdNPE9zxUVUXVNFRNR9N1VL2xN0NhLr7ht0l3/OrFNeH7VIt5IokU+cJj7Nv/QYRwiEaGURQd1yvieSU8r8xzV5ddMigeXs/Mnjrv/Ksv09zTR2lpkTs+92lKiwtc90d/yootF/3Kz/5VkFKy5+d38/Bt3yScTBJvbqFWzFMrFnDqZxJY4plWejdsQvg+h7Y/RCLTyiU3vpWhiy/DMM82aDj+9BP89H98gWRbO01dPYw88RjyBdIYzVAI33XxPY/zrn09W9/+3l8piJ0ZOUJxcZ6+DecRip1JlqlXyswfH2F+7ASe6yA8j3Iuy+EdD9MTqzG4Zo5vrL6YoVArV41sZ/30ftTBq2HjW+FHH4S+y+GNX230A3d/pDFPj3VA52bmW4a5W7O5M7eP0dIEv7/2g3Q9WuToEzsBaA+VuKY/S+aP7od4x5nfa2maBz77Ho4t6DQFamTtMEmzzmCzjxJvJRKPE0nEiSZTRNLNmIkWpt0MucUJAi1HCEQDZDp+i7y5grFqjXxxjkJxnkIlT75exasX+IORr9BtzaCh8PerP8Kft7wRRQouc3aSIodcdvg3qyGUWpQjgRaW7J/RVJjnjV6RlQND3DW3k4eDBiEJacUgrUdIBRJkQs1cHWxnKNTMv8hpbjvxEE3BJB+MX4Z/4CC1Yg4QjYFCUygkTJ4VRXJpm1jI56iloS2fAo7a+B5BoRAUjX1Eqgypgp64y0LAJ60prBIhpFLHiLhndbnCU3BrOmbUBS+BoXbhaYdBOdd5pqLr0VOmF76ErNaD3fQ77Jh5gtHiKAPJAdak17C6aTWr0qvojfei/tK9pXQt/If/Gr3/Yhi4spGE+dxjUuLZNvrEIyjfuQn/7T/ht4qd7C3XCamQd8oMhuNckk5ycTLKRYkInUGTouuR93xUIfnJYoFbZ7LMLCfxaAqcFwvzilSMy1JRzo8FCWg6T8w8wTef/SJP5g8TE4ItbgCr642MB3sZdXRsTKQSoDPcxKZ0Jz9bLHBZMsafDrTxZKHKvYsLHF/aTcifQXOnEPYkjjUFwHVbvkpfvJ+koZHQVKr1MZo1i4Cq0RJuoSXccmpObvmC+7Ml/m5ynn3lOu/vaubPh146Sf/fA2olByOonZP4K4VsjEO+RHgSVVcwfwOn2pmZGXbt2sXBgwepP69/BcimMjwyvImFYIMko/seKxan6cnOE7XrWNE49UiMajhKORBCqCqq73MkkuT6PY/SUczS1NfPzp6V7MTEVlRUIWgt5RiyymyNmKyJhSkUCkzOzTPeN8zhSJL5uo1u1ekp5+gtZWmpFFFpOOLquo7nedx8882k4s1MH81TtvLMZ6fxXA/P9/C8xmbZdcrVIve5/Ryoq3S+qocHL1iJ+QLkkedQLpeZnZ0lEonw4IMPMj4+zuYNF5DL51hYmqNSXU7RESpNSxfhGiUueI3GXMnj4KFDNFXbaLckgRC09YYJprNUnaM8OR7FC3dSK3o0BbvwZpNo/mmSl6KAbmropopuajR1RLjw+gEy3S/N5OfXxj1/2hCzKBq8+x7o+c3G8FzV4bHjS+w4tsRjJ5a4eKCJv37zxjOf5NSwfvwuzKm9qKW5Mx9rGmwkdc/shmv+rCF63fVPkOzFufBdnCjt5uikTXFmK5X5IaRUUJbFulo4z4prP41uqXQfbcJ//T/wzR/dwrNtz7KgLnDj8I3MZkd4LLuPS0JwfcyncPg6grPrUIwQ+XyImDpL0pgmrZ/EVOo4MkRJpMnKNCU1xGRijDZlErl0Lb4fQ9Ekut7QhJmGSshxqZRC1JcTtYJqCdU0qVnnJvIF9CVuSn2SfOcF3OtciDvWjlLPcNW7h1h1UQ/Vos34wQWO7ZliYayCU1bPEKoAhKIq1/3hZspLFnsfOsns8YbYPhDWWd0xwqXlj6G87q9h1euQX1xPpeNqfhG+il3HZti2bRtbt249sw1zORKJBJr0YPJxuPujjfv/UKohgPJP1xlZ+Vp463fOeL3n+XzzO4eYyVYbohJHIBwfafsIS7AgfR4JubjnuF3RVYWmqElTJEBT1KS3Kcxwa+zUlo6crvH6QnJwpsjjJ7LsPLHEU2NZ6q7kFc1xBpdcMlWfoUuW6DlvCrQqyeSFNDdtQ9POFsWOL1W59+Ac+6YKFOsurifZO1XA9gSGprC5J8X6zgTfe/okQkp+b9sg776sDyHBVIqMHPtzhHAwjBSmkcYw05hGE4aZRteiOG4WVQ0QWliJtS+Hc7KMqyk8IF2+V6pwpG4T1VVsX+JKSYuqstUMsBWDdZbEjJroTSEUU0UxtFPJTXN1iwfyJbYOt7N6UxtGa/hFRSmVSoVDuw4QXVRpCaVJX9l3htO59AV+ycEv2Phlh0BvHG3Z7KxatPnWnz5GIKyjmyrheIBkS4hES/iX9mEsr8qXvvQlrr32Wi6++OIX/C6/Dp5LAUkkzm24cXyhwuhihclcjYlsjYlcjYWSxRXDGbZ0hvnWvU/wdD50qlbgo6EpPu2RObpj03THpumKzdAVnaEZk1b7LUSaBjmQK3H4wTCXXbeOnDvJM888gydtDAK0d4wwrgxy++gmBLC+M0F3OsyNm7vYtupMYZ1dc1mYKNO+IoH+K5zqhZAcnClxcKbI9Zs6CJv6i5pdPh9SSn7yk5+QzWbp7Oykv7+f3t5eoEGq9DzvVEJjJpP5v0aQrBZsTuxe4PgzC8yeONMgJN4cZO0VnQxf0EY09eJme0/dNcrTPx2ntT+OFJLFyXLDxA3J7qDP9qCLoShsTcd5slzF8gVv6GzigfEsS6pgSOrc5AYRrsT7pcQvVVU471U9hOIKO76/H4UaAxth3bYNtA8Oo50jfdWxbeyqQyx9erx+6Lb7ObFrjqbOECs297Dq4rUEIhE8x2HHd/8Jx7K4+r2/h/oSjF5eKhxPsFSxaU8EKdRcbt05zs7jS+yazLOpO8nX3r6FgzMlHjm6yMNHFxjPNsQanckQ776sj5su6CYeNJBSsnPnTp5++mkKhdPCbtM0CQQCp9JvfhnpdJpXvvKVOI5DpVKhWq1SqVR4errODxYyrNXm+IPLO7jqqqsQQvDVr36VYvHcBjHNzc10d3dTLBaZnZ2lXq8zpnZwxG9B04xTtRAUlcl8nQ9cMcAnX9sQ9VUqFSYmJk4l5vzyWpgQglqtxvT0NKZpkkgkKJZK3Da4GV9VedPu7RjPqw2oqkooFDqVwvR8pFIp1q9fz/r168lkMr9+o/0bYVkWDzzwwFlz+Gg0yurVq1mzZg09PT1nGAn5vv+ixkJCCGZsh08fn2V3oUzWcfFRCHgOm+YnWREJMRVLcdwIMcW532etsHmNXeJpy6XuCTJWheZamXS9iuq5LDkuR3tXojY14/mCOctG1XXOj4XpSsZZ8HwWXMGSL8lKMIC1hkJe0djjSipCElIVPr2ig3d1NqMui9lc16VWq7EoFW7PVni2WONwtU7FF4QU+MmKDH2JGKZpYprmKSL50aNHuf/++4HGeTcwMMDQ0BCpVOrf3DZCCObn50+JoiYmJtB1nVis8fm2bZPNZpFS0tzczObNm9mwYQPRaCMVt1wuEwwGz0jS/VWYmJjg8ccfJ5VKMTw8fEp89X8DrmVhBIPMnijyw796lpaV+0lv/FvquVamd34EvASv/YNVdA/3cvCZH/DotzU2v77OhVe9rcEPqM8zf+cOrD0t3BwoU1QN/t9NvRx6aoK/9V0+QZBvC4cQC3wo/VnCisWlLRcTevcP2TdV4P6vfoyPGT+Aqz8DD3yGtzmf5Nrr3sLazgTR2AI33nUjn17K8XdL/411azfw91cHUO/7FIz+Aja8BW74BuI7v8M9k4/yn9oSGEoIR9goiuCmnk/x6W1vOfVbq7bH+s/8HFV6/MON/XzrBwv0F8aJFR4gH99GPtjPT8Mu13Y38ZXfvYj50RHu+fLf8KoPfIiuNetwl+pIV2C0hV9wTJa+OGWoV9u7SO47R2h+91qCK08LZ4Ttkfv+CNbRPMEVCezxEh2fvpjqU3P4ZYfgqjRmT+wljfuLt+zHnavS9icXnErY8X1BcaFONBnArnvc87X9rMjWSGgKexJB3vQn5zfMOH4JpZNl5r+yF10ISp0xui7rwDmURXV8FFfgjJcQmsKUqnJwycKR0Nwd5YY/3nLOOsiL4eShHNu/N0JhvsbGK7u5/KahU4+5js/B7dMc3jlL53CKC6/rJxhtXFuVylGeevr1tLffyOpVf3HO956bu5ODh/6IldkvI54No6AQubyd1GtXkJud4eSh48wcmyI3vUgwXCaaitExvJp8dh/Z6ncR9SSJhXfgVE3suoKQIVCjSDQU1eH81hiGq9D8rjVIT2J2R1EDZ9d3pJTMHMvzi69/n4RV5LI33UiwI4l1skz9aA4xW0WRIDSFasTEkpLmsoMf1Ch5EjeqE1hdoolW9HkIDKUIb25BX57rSyF57AfHqT8zx2oVqkAEsEyNUCaELNhQPb1O4SiQ1zUWdJWSriIFpIXPwMUdrLim56x7Eikk2X86iHWiwPH+w+x+8Kd8+Nt3oJ5DJCYsD3uihDNWRFg+kQvaMDoiSFeg6Oo573ey2Uc5eOijuG6Onp73sWLgj8/i0fyfhuM43HnnnRw4cOBUUlMymfyVr/n6179ONttIgh0cHOSaa66htbX1JX3mfffdx86dO9mwYQPXXXfdy8lQL+M/FF4WQr2Ml/EyXsbL+A8Dx/IoZy3KWQu77tE5nCSaeulODlI2XIuxbOzRUaxDhyje8UPqBw+ixWJoySRaIoGWTGL2dNP0+7/P7Cc+SeWRRzA6OnAnJwmsWU3ida9D+gJRryFrNUStjpSCQP8Axbvvwj58BIDQpo0EhleiNzchqjX8agVRrSIqVfx8Hvdkw0HDHBhAOg5+Po+WTqOGQviFPF4uj18owLIDjTQ0pO4R/8g7yG46QTb7MAgF3UzgeWe7QzY1bWPN6s9jmmeTnc86thMTjH/sg9jTYxi1IMK38doExvAAwY3rEdJBeBbStxG+je/bSN9BTccx1wwTHdxCpXqEiYmvYhjpZacLCVIiEbhuESkdVDXAyuHP0N7+5v9tBXLf89l712HG9iySbgsRbUtguRr1skut5FAvO9RKDlbVRbgL+M4RQtUJksUxWktlAp7DQhyWEipLcYVcDHIxyMegnNSpxDV0qSM8KOol/lfMmMJqkM+m3sV5+gZsJcTskXnsXJmhlhJmUEcJBlBPCdACHDhhsHvfslhHyTEXtPFUl55Fg0h9iXxqJUI1URVBS7NCZyRP9MFbeDY0yZMrFaygRjCZZqBtDZFEM/nyIoV6jpJTouhXKGkulYCgpDp4+GTMZtyCoBA+k4CbFEFa6ybrRxxuuK+CvlzbbXrfe4lc/gpO3nwz0raf/3Mxurtp/uDN5OsBjtx7kGzH+cS6QrSc/zfY7jECgRZMo4mAMAnUbQpihpKYOet94r8IkHpIQ5QdfOds8oGaSND6xx8ncsUV1I/extP2VxrOH74kteTS7qZoCm1mMbeTkR4PxYHwpCSW01B2R/CP2CgoqOEggZ4Wgl1pAp1JzHQALajgxdbi2hH8UhmxMIHY+xM0WSCQcAkkPMyYh6KCW1MpltZjbr6S2KXno+z5FmJ+PycjAQoRST0uqIcdxDJrKuyGOW8yQlBNNBxTYx0sRursc+8kbHYQia0hHFlBONxHMNjJ5OQtZHPbCWkZ1unXYtz5PepTBby6BrKh2VJUiaJJFFUSbXcwN18Jr/xEg5j6G0BKSWlxgcXJcZYmx1k6OYFTq4JdJrzwFJ7UGKu3YIbCbP1/3kP/eeejGSaarp/RB8zP382Bgx+mSf9PaN4FPHH3Poz4gwRjeTy7jFNz8Swdp2xgFwLE2yKUFyyk8AEVVUuC1gbSRYoiUuRBui/8xU9BQzVWoAXWouq9KIpK77omulcVeejW/4HwbCKpFjpXDjN34hiKqhAIRQhEIgTCEYxAgIn9e6gVG31wpqePlZddxRN3fAchQoQSlxJOBokmg0RSIWLpMH0b1pDuTPHgLV9m7sQIb/nM54mmXppLz69qC9e2qJdK2LUqmmEQTaUp155CSo90+jI0LXzG8wvzNSYP5ViYKKHrKsXFOtMjBZo6IniuIBQzSbaFSbWGSS5vqeeKqXYFRh9uuOs+fQuEmxrurU4V4VawqGCpFlYAHENF9yThuk+y6KJKGkIoa3mRKtzcIGT2XQ4dm6FlFZgR8laeLzz1ebT8j9gWa5CAFT2NrSbJCYPxWp2fLS5QJ8BnLvgIV3ZdTCQy9KLjS3n7FMWfjVF2cxwv7WHSGkEoAsMIY4cVslGLyWSBkdQcZdOmLRegaylCxNbpng2iSJhpsZlL1rFNH08DxdBAV1F0HcXQSJYNVhzWMeqC0fYK4+1V5tM2qlAwfAVdqBhSxxQGQV+noiu88vj7aK41yMZCEdSCRTzNxtc8fNVFqB4+LoYbxHRChJwIpoieEi75Ygkp6yD9xoYPUkMzulEUE58aQgFDhrHUJU7EH8Qjh+G6mLZL0PEI2RoB2YYpm/BVgW0IIraBoiZRtBSKEgE1gqJGUJRlF0opkFgoBAEPwg6IOq5TR1OCaGoIRTGRQgf/N1uQ1bwCicIRhKpjB9K4ZgpPjzfIVi8AEbIJNquomsNsYJrDgUOcMI5Q1RcaKlIAqRLWozSFk0SMMHkrT9bKnjMBKx1ME9QCzFbniBsR1guNJbfMSXxsBbyXMLfRVZ3V6VW8bcUNvDq9HqOeg8pC43rQTGjfCK1rfv0DJGVDrFqZb6TzOVV8u0quYrFYsVms+izWJEu2TtY1uLh8H1faD72gzgFgUcaRsS5a+tdywOvhO/MdHPS7GS8pFOpn97EX9ib5b69aTX80gGI2iDXubBVvLotcGofsBNnFLKPlAFlpMqh/l/Pi08hXfALOfwf756rc8JWdDLXG6EmH8AUIKfGFZL5kcWSusUCeiZpkqw5CQiyoc+WqFpqjAXRVIVdzmM7VmSnUqLqCqu1Re55A6jmYmkqL7nPJ3EGMSom7O7ZgKxqK8FHDYVa3xVisOFRsD18IinWPoCq5NFam7/iDuKRIBPvoU036Ax206mcS1YWUFKRHXjoEFYNOtXHd5BGkUCn7NQzAVINnEJGfw4h0aEKlSdGx8dhu1DhcraJJjwSSGCoRRSOs6KTVEP1qBFeBHIIeNGzFwbJLBLUIgWWili8Fc6JKXvqklABVPHzfZrXZzPHSbhbtKVRUAlqYkBYlqEUIahGaAh3ozyXl/bJSSAU1aoKUeK5A+ALpS3xVIdAWIZwOooZ06t1Rnq5kmdk1jix5CFcgXAk+BKQkiCQAlJOSgcsy7L3/p7gLM6DrSM3AN4MIM4CINZM3m8jVXBb8MAqSgggxJ2PIc6Z/SBQkEgVQUKQk4ZV47j4l7DdyCMp6lJIea0yangdVaYjgmqMBXtFcYThYIuJVCFh51HIWWcqiVhaIeIv0RMu0qnNoLzIHcaWOJQ1sT2VGtLFHWceo3gsvkbSiKgpCSlSrSnh6lHCwkVSGEKcIGa51mrwQCEe48I1vZvNr34D+y4vfUsL8ATh2f0PE1PeKRj/kVGD19aD9Gos8xSlwqpBZ+SufKqUkOzWJa1m0Dgyek6zjey6L42MEo7GGo5/r4toWrm0jxZlkEt/3OLT9IXbfcxee4zB04SWku3qIphppP1a1QnF+jsLcLPm5WXIzJ/FsmxXnX0z/pi1Eko3nFeZmGHnyMaYPH8SqVk4du/ahlQxddBlrt151hnBFSsnMzAzFYhHbts/YniOZlctlsouL5LJZLPelzEvPhKYoJENBOjJpejs7STU1E4rFMcNhnvzR9zmy42GufPfNbHrV604lHT8fwvexa1Vc2yIUi5/lEvrrQkqBZU1RLh+mXDlEtTpCwGwlFltDpXqcqanbCJgD6IU/Y2yXIBQzaO6OkemO0tQZJtosEKLM0tKDHNr7BQ78cz9DW3u46h2fJBLtplYq8qO//AzzYyd49Qc/zNqtV+HaFsefeZLe9ZsIxxMv+bvatSr3f+PLHH38UQY2X8C1v/9RQtHThDLXsakXi1SLebJTJzm6czvzo8fxPY8V51/EVe/5XQLhM4VuzycQTh7Yy4++8Geoqsb6K19FS98AoVicUDxBOJ5ADwSY3L+HqcMHMUMh2odXMXTBJb9RG7wYDm1/iHu/8kVWxpd43do6FCYbhOPXfB7W/VaDGb/rNsSdH2as2sSxYpKTThtGKEo65JFWF0n70zSZdZKBGuPxAXYcbqdclVzUNEFs8AIe3V/FqZW5cqVDqG8LxUKFfKFKsWQxt1jGcWHthhUUC2USiQhb3/uHBNrP7BuEcJmb+wnTM9/F96tY1jS+X+OAsokvyw9RVs5sZxVJQpPUhUJah9vTCzwu6nxqsYct8ilamGeHciUe+nKvryJR0BTosk6wRX2U6fx2DlmN94sqki0RD00LYalxajJAxYc5q0jFrZ363LVBn7elbSK/sntWyUTfTdFfzx0LP8XEoFlP4RqSuuJQxaIqakxXZ5gsT57xypWplVzf93rWiW5SuoIv8ngiiydyeH4Wz88RDGdYteaT6HoM1y2Ry++gVD6CqyapKlEq0qTkSapena5wktH8QW498mNydkMUNZgcZHV6NSeKJziWP4YrGv2RqZrEzBi6qmP7NkE9SCqQouJW8ITHQGKA4dQwQ6khhlJDqIrKLXu+xujxn7I+tYqete/g9gUFK/uvFMsHAJBoSDWEVIIoaghfCeDrGZzQJqSiM2yU2daxgc2ZdTxVrLBzcZaDNQspXXTnJNHS3ajuBKoSJWOeRyx1NY+bA+gKrI+GuTAR4YLlrTXQGNP+ZTbLR4+cdiheHQmyJR6h4vsUXJ+855F3XEpujaIwz6rhBVSFwXAA2ZiWIGRDXLzoeFR8QU/Q5GN9bdzYlkL7d+SEKqVk4kCWp+4ZYXZmDsUQYLige0jdQ3oK2lIbkWiUq9+5mpbeODPHC+x5YJK50VIj2U+6SL+AFA2RX6J1HfFMDE2tYlV1rKqkd10TK7a00NYfo1bMkZ+dIT83Q352msLcDEvTJyktLuAFI4imVlacdwE9K1Zgl4qU52epLM5TW5rHrjvUQp0U1CZKRor2gk7YMYmnonT0N+G7Etf2cG0f1/bRTY2W1Sn+MFUjJn1e2xzntmyVsufz2kCE1/c2sSkgmRsb5dixY8zMzFCpVE6Jx0+ePInruqTTafr6+k659T+HZDJJJtzLD++5nUQsRXBqDcX6IsXUAfjl9HqpokgVReioUmefEuEprwfrilb+ZE0Xw3XYN54nbGgE9P/J3nmGyXUW9v536vS2szvbu3qziiW528IFcAEbE9vYQEhyCQTCDclNSG5IQhICFxJCghPSHHwTCARcAqYYDLHcsYolWVq1lXal3dnd2d3ZnZ0+c/p7P8x6ZWHJlgO5yQf/n+d9Zss5Z845c+at/6KgL6Z/dgQ8nhzaTSEzRVPtDMk3XFxBoH7GUMiTLWytjBSpEwvFqY+HuesPttHUHuKhhx7i6NGjrF6+gapZIJPJLBHPO5J9aBOD1EqN39WIw7V3bSTVGyEY01FU+f8vMd0owj/d3CD9XfarF7xbzXJ4dGiG61an8GsK9z93mu8PzXA4U0SIhiFBMuxjMl/jhd+7/vyJvFYNFkZh/gTMn4TMi5A9Apd8GC75YGOb8R/DNz/QaBtf2s2nU/YJzFgEM7yCx078Bu6UhhfOM3jln6KHFqhOXUm4+Xqe2TfMePc4L8gvoCJxa1Bwadxk6tl3YM5ejYsPGRtZcnDEuZPjVMnAEX4uif0TnmKxZ+GXSaqnkfFwhA9b6DjCR0CpkIwWiSYFiZRMv/QjtJNP8WJ8I+lEMz7Lw2cKfIaHWg5waO5uJMVFCpcxim2ousvVd61n1aXnFrTXKxbp4Sw+3cfcQpadTzyOo9TYfunFLF++nGg0ilOTGX4uy7EfZwjGdO7u+SOk/GmKHTcRHb6fe/lF8lKMVZ2b2bJxG/G2xpzheQmHRgme/YvGXIUv0jBQ8kXBF6GauoIXj3vsnypiCI/3vXUFn7h/H4/mS6/6/GzpiPH7t67lxGwFTwjWdcboSgSIBbT/8PNfNmy++MQo9z93Gsvx6E4E+OI9m9nQdTbZrGTY7BrNsevUAnXbJVcx+fdjs3gCupsCpCJ+JGBdZ4yrVjSzvT9JaJGMOJmv8YffPsK/HztjsPSOzZ18/o6N5zwn4XrY01WUqE5l1zTFnWlG/RLPhiS+WSiz4Hr0ywrvROfNnooaVMm3+OkO+xqCJ0XG1xcluCmFpL62udZ/Nh767AsYFZvW/ij1ik0xW6OcO9tsJNzkoxA5jK2VURSFQCBAKpVCkiRc131FsSyLQqFAPB7nxhtvxLIsjhw5QqFQoFQqUSqVMBfXqAYGBrjyyisZHR0lnU5TKpUYGBhgx44dRCJni0WFEJw8eZLvfve71Ot1Vm25jO+M5qmXa8iVImXho0CQIiHK7pmxYtxv0x6cIGi6BC2FXjmPuihk160Y7W0j9K57Dl/0cn710bfRkwzzV3dtoid5bpONN/DaqOQNpobzOLZHMOajd10S+UJTpjzBj785SnashCRD+2Cc1r4o1aJJOWdwcrrMl6ayjDk2nY6MJmBM8whIEjdvaOfBgxl+680r+dA1g0BDiObaHpIsoekKnicQnoMsK+cdtwshMB0Pv/azEzO9HgghOD1f5ekTjfS6Xady1CyX3mSQhYpFxXLY1B1n+0CSD+9Y9opkpLH5KplCnW39TajKua/RNE2y2Syzs7Nks1lqtRq9vb3EYjHq9fqSCGfTpk34fOcWr/32Qy/ywHUYGHgAACAASURBVAtT3KQfZW17mGQyyXNHxujbeh3r+1oZTPpJBBRc12Vqaopdu3ZRKpWIRCK0tbVh+uL876fKJDWHkFddnF9qzBi2+AU39yvomkqhUGBmZuac5/By6LqOZVkIGlOllqKiu+dPUANQVZWOjg7S6TTd3d2sXLmSvr4+Ojs7z2q7PM/j1KlTHDt2jKmpKVauWEHKp3Loqcepl0sk2jtp6emjc3A57QOD+EPhpX0d2+b0/r1MHjtMJNlMrLWNWKqNeGvbec18XNclm81SKpUIBoN0dnaelRbxkqhtaGiImZkZfD4fsViMeDyOoijUajWq1Sq1Wo16vY7P56O/v5/h4WHi8Tjr1q2jvb2dZcuWnSXMmbccdhcrjNctXCFIair9QR/bYyHkV2nLJyYmePbZZ5mbm8O2bbZs2cJll112QWRtVwgOlmv82ekZnlgo45Ml/LKM/6VXRWa0ZiAhsSUaZE04QH/Ax5+cynBzS5wvrul9zff4z8C5BK2maXL06FH279/PxMQEsiyzcuVKTNPk1KlTKIpCR0cHyWSS5cuXs3bt2vMef2RkhK9//etomrYket26dSvXXnstfv9PN5f40+J7f3OI8aF5kqsepzi+DYkot370Ylp6zrTb5dJxwpEVZxmJep7LyD//PfPDa/hlpUZPKsLd23v4vW8d5suE+JZT5d8UeCzwcfqZwF13F/7b/xpJknjf3/47fzX7HsKyjeTZXFO9n8FUK3/27k0k2oLc9I3raC+k6TX+Jx/78Ica9bcQMLm3YZ5bmoJ/uIa3JzcyEjS4781f5Fcefz/Xdb2NP7/2jwBIH8nx3MMjtC+L8cXiAvvSeUIe3F3SUZAJCYlZxeNfoxbrOqN844OXof9EX86t2sz++Qt4NQetLUhwcyvBjS0o0TP1aP3wPLmvHydyRRfBzSly/3IMYbu0/dbWV4hBnLzBzJ+/AI4gsL6Z5D0Xlvj4kzBPF5n7+0PIUZ3wpR2EtrWhhBrffSEEzlwda7pC/l+Hkba20XrLwHmF3vWZKhP/OESw0hj7OkJQ9QAJpkyPMcujZVl8KRny8S8fY2BjCxuv7SbeGiQQObteEKLRTr8092CbLqP7s+x9dIx4Ksiltw3Sf1HzBY0nDCPD0NCHqdXTXHrJj5bSWn8SQghe2PdOlHQLqT33AND6v7agtbyyThZCUCq9yMzsI0xNfR1Z9uN5dUDQ3Hw9nR13o0urWJia4MSeEU7skQgqCd4UV1G8xjn71zTR/N61S8ebPnycie+cIpIPEpAVtHNcW8ERZB2PWVuQdwX+iIY/pOEvGPSrEkFNIbiYhAjg+FVUw0EAVsJPvT3ERMVm7FCONzfpVByPw36Nqzck8VVt3JKF2hJAbw+htYfR2kMokdcvsBGuh1u2efT+P2d+Is0v/sXfve5jvByua5Cd+wGZzAMUCrsJhZYTjW5kevpBwuE1dHXew3xuJ/n888RjF5Ns3kFz8k3nNXD/WUIIwQMPPMCxY8e47LLL2LdvH83NzVx//fWEw2ESicQ5hclPP/00O3fu5Oabb2ZgYICmptfHQfI8j2eeeYYnnniCVCrFnXfeSTL52nzTN/AG/jvgDSHUG3gDb+ANvIH/MIq5SdAaZHOfvwOfnjpnUoWTyyEUqDKFogTx+1NnJ4wARs1mz7fvpVY8gFvpxZJWINQIPsZQzROYtoTtKniyiitr2E6C0tQ22pcl2H7LAJ0rz+2q4nouJ/IneGryKb418i06Kzq//Y8F3Lk5APT+fsJXX41n1HELRdxCAbdYxDx5EiWRwJ2bI3rLzQQvuRQJQWDLFvTOTtxSCbe4uP3ifvZ0hvm/+VvUlhacmRloT6HULdxCATkYRA6FkMPhRolGYHmcUvM4+eQxFFsnWGpDm1GQSzTiXWN+RERFhGXsiEFJP4HtNBJlZEcl9ISGvrwf/+Ub0eUmpHkH0kW84zNUA5PMbzmFSpi2PRsIeT2YXQbZ+uNYegl93oevEMFfbcJvt1IqHyB3VxkREISCyzHMaVy38rqfifb2n2PVyj9Gls8euLhunUL+BdSSjjJpokSjqK2tCNtG8vlRU+d2DhOOgz0zi52ZwilVKET6qdq+xqyi54HjgOtQnMgxdiSPUbVxLQdTixGszWD4EniKD8U10N0aftlGV00skaZYPUHNLiCEx6G1VQ725PEkAecY1/pNmZChEqwrBC2V1hUrCCYSzD13AK0mkD2QkJAEi0VCFpDs6Gbrje9ACcQZK5noYQ2f5JLQdWKqD7+qocoqfr2VR/OwP7uAc+wg1d7lEI0xZVhIEvT5ffQFfPQGdPoDPhKawuzhBUazY2THXqDfNekTNl2rVuNJKqVSiczIGPNTGcxKAYSHrMaIp5bT2rUFX1MHGlU69MMkpHEUbCQcZNEorqxjyknKbjMLVpjSLMxPlOjfLlNrtZjRPGZlmxlngcnaJAcW9rElspYmOcyPK0MMNi1je9t2rpZX0jtWB8fBsyyEZSFMi/IPf4hx5MjS/dV6emj92G+iWaMwsRd34ije7BiuKXBtGQGY7VCLKpRNHacq06SaBI5ICDWC2jmA0r8BtW8tUlOSTCjCcM2k5UtfRR6fRbOrxLubCH2kDZQazR234ZaaKHz3h5S+9yjCcQhv6EZJxDDGixjHTuBfv57YzTch+XwYx49jDp/AHB7Gq9Ve+YAAaBpKMIhbLjeeTQBVwdcax5otIhad3JVkkvZPfhKvWiHz27+ztK2QBG4CrAGP4rtc5LpM/IUWgkofXR/9Y/YPvxdNi7N16yPI8tkL/0IICoU9RCLrUNVQI5WpvgCyCq7dILTatQZB1ao2nFETrz1ZK4Rg3naoOB6KBJ26wvihAxx75kny01N4rksxO3OWm7rc1EwkFsMH1BeyeJUcfWtXM1eC7NjoWcdXNA1V0xvu/G1N+Nd+hfTJKAtPtyOLM19ESZHwhXyE4nGCsQTxjjyR0aeoF2NMGxuIXbSSSn6CubFJZNVBi9bwRQz0qI0ecfDpq5CqO6jO6xjVCooaQHUEWr1MzZpioXQa2zEJBMIsW7OB/OwUk5PjtPT0UattwKnvRQ84tC9fhaIomLVqo1SrmLUaqf5B1l1zHV1r1pE5UefJrx2nkh/FqXwTIV5JvvfHDFqWF8gMNSNsH61dPbzjd3+P6eLD1POncco5rEqOanUW2ywh4yB7ArMSY7atG0pFgnKdQNhFwkV4HsJzGw70i2M4z5OoZQMEmxzCXQ3igCRp6HoK4USwakFqCz6Msg/XDKAoPtRQGeQSwtVwjShrLr2Y5s42FCWAgg+lNIOcn8QJhKiaaWbHv0rZ7+DJEroUJNS0BcerYhgZTCsL55GJqlIAPyEkx0bVY6ihLrRQF6oWQ1WjZCrTjOSPYVjzzNWyyMJhe9glPnktqdN3oTclUFsCaM0B1JYgmeA8nxn9HLtn93D7stu5afAmhheG2TmxE8dzkJBQJBnJk5CqHsmpAL3+DszdB3ENg0xTHUcRhOsqsYqK+vLUksXkNyFLCE3BDvuoLmvCr4cJWn48z8WWHGwcbNnBFRYtUzk60nMEyjrH+i/GCqwmZMbQXX0xBdDClUwc2cJSTPLBHM21QcJ2nFrqBPuDhwmbceJmCt3zoXoaiqejuhqy1xBEK35BX1s3bW0pyuoCbf1hekPNlIez5E5OUcoXqCl1irE6I/UTVD2X1Zdupl0rcvypp8n6UhSMFIPWOGukNOukNM2UmY4P8lnfIGkry52Tb6MiXPYnHZpFgKQhEXWDJInQrkXpTTWjtSjMqlPMz4wRaW5heugQ48eH8FsOyXINU1Oo6Ro1n4aQJEBBkqNIcghBI90wLELUJBdXatxvXQkS0CMEAjECoQRdK1fgD/spT1eZTZeZK9toqkQ44SfWFSaSChJu8hNO+AjFfPz1zi+wp3iQkBWj7MuRiY42GmZACAlhJZGtFpJuikES3L26jR3L1iHroUZdWZpuJJzMD4NZwbUaxVmsQ4N2HbQQVtdm1PRuZC0A3dsh3HBqdTyBJRws4WA6BlY9x7xrcFqVCM6fYrlRpcd20BT9bAfks74kfnjf96DrFfM0Z+B5YBYbxKHyNAx/H/b9M8wOnX8fWQUt1HD3d23o3gZb3odRrVGerOBJLeAlEE4ITB+yYaM600iVKdyygUwRlUlUkUaJBLF9HZSlViqiCcONotkBIqUIwj036eus00cgI2EgWFAl2h0YXxvnB2HIlk0OpAs4nofriUbSjSuQJFjdHqVuuwzPlJElWN8VY0tPAtsVPH8qx0i20XcN+1TWdERRZQkhoGI6DE01hJcDzSHed3kfZcNhqlAns1jGczVMxyOkK7x7Q4I+xcKeKNAxUSXp6gjPxEBiVotSVPykkNhAY+HfQXAIl93CZtozQdgkUWmWVZIoNEsKIPEjHJ6RXMoIdgiFHZJORThUhEMRmbIsU0NQAWbwKFg5HMXPWiXCcVwK56hXFeGiCBefZxJ1KjRZC8jCJRzbzM2ug1/XWUDlkGszjMspPCwhUIWDKhxsScOTVX7TU3m7/BMLL6qEpXlUsZh2qzxcX8AOtfHWWIKu1jC+VJCvTufZnSmSKdSX0scCmoLteggBAV3GsiwU4eIgYy/eswAWCblOTKoTlQzisklUtvFjouAx7wU55SaJKDa2J5H1wmS9MJKqE9QVinW7MRwQL4mcGvBJHl1RBckxEY6F51jIwiMsmQyoeZrcEtgWim0iWSYCkM06ajmPqumEOvsIdPQR6FqG3rOKjqhGpDKNd/Ahuia+QdjLv+qzPS8SjEq9ZGglTxTVdQAFSw5gyUFMyY+n6FQdF2+xzdZ1ndWrVtHX00MkHMKpVynPzlKYyVDITJKbHEfxBYj0L2NqfBzDsmkK6Fz7zjvp27AJ3f/K75xVr5GbnGB+YpyRvc9zav9eApEorQPLSPUNkOofJNU3QLy1/ZxEnPxMhtlTI5TmsiiqRiSZJNyUJNzUTDjRhCTLuLaNJEvYpsnksSOU5rKomoZj29hGHatewzLqWPXFYtSx63XKuTkq+Ya5gh4ILh1PkhcJu5JEYTqDbRqveq/PgiSx6rKruPSd76Kp45WLUMLzGHlhF3u//TDTJ4fxhyM4lnVW0hhAJNlC74ZNdKxYRceKVTR1dC3dH9d1GRoaYnR0lFAoxNTUCVKpf8IfKON5Cq6r4nkKnqcyN7eC6cxaIpHIEjEklUrR29tLJBJBXrxWWZaXCjTcWovFIsVikXK5TKlUYmRkhHw+jyRJdHe0E7NqzA3tp5pf4NJ3vovLfu4eLMuiWCzieR6GYSyRT1561TSNWCzGunXrCAQaz4tlLZCeuB/HKSJJKrKkIcna4s+NJKpK9QS2nScSXo3ApVw+RqVy/GXzBDLBYC+mOYvr1hCeSnVmNel9d+JZYeI9CrLjozIt4zmN513VZJJdYaLNAar1g2QOfw1JMVhxa4bBwd+gr/8XsA2TRz73KdKHD3L5He9mdP8eZkZOoGgam9/6Nq665xfO+ygIz2Py2GEOP/nvnNj9HK5ls/2ey+hcn0CSIBRaQSy2CU17defEl+B5NqXyIfILP2Yh/zzl8hAtLTewcsUfLvbzBWbZQ/MHzhJNOU6ZSmWYSvUEnmeia020tt58QQmwPy2ee+Cr7Hr4X7m95wh9l9+IecX/ZmJsivThF8kMH0cIj1ohRyVfwK8rdF+0FU/AwtQEhdnps8SGigyq7HHr2hJdd/wRLLuWSn6B73zqt8hMzC5t55Md4j6LRNDj4ne8h9brfumc5+Z5FtPT/8bY+N9iGJOEw6sIBHoxlBYek3+Ov5126Nfr3Mx3SJj7iVEiRJkAdWQE4/TyKf6IqtQgu/RKGb7UfZqB9hsJBs/tVHzqwF5+cN8n6L5qGpEsMevIdOk+EurVOHYeW0ziyTMguTgCDlU1MsUIqSN+QnNBYh0+Vl9+HWsufwuyoiNJyuLn2FAFW9Y8ihImFBp4zc9GCMFIYYTJ8iSrk6vZO7OX+w/fz0hhBIC2UBvrm9ezoXkD61vWs7ppNcFFkf69B+4l7otzz+p7+NLQl3hg+AEs7zx9SWBjy0buWX0PG1MbaQudEV3Yns2pwimOLRxjtDBK2SrjeA5+1U/dqVMwC4S0EIqkMFoYZaQwsiScAgioATZYLkclm/JiHzuhx7gruhLFNqjYVSZdlwlPJi88VKdIkSpVzn+uL0dIjtLluxi99RYWAh3UhMytrXF+obOZhHZ+ge4TuRIV12NLNEiH/1XSnIWg5JwRSM2YNruLVU7VTBSpIUCVF0V0UVXhppY4VyTC/60EUNBIcn74S49zfPxFXK0Krovk2MhOI1FQcVwkq97o46hxFLYjqW24Sh5NnEaXs1jVBcza2f0aRQsiST4cK48kqfgj7Zh1gXDrCK9AQyr20rY6/niCsu3gyRpqqQxOFZCQFR+ee6Ydl9U4nmuCqCMrOkK4XHzLz9PSdwkn985SnKuj+RQ0n4KqN17rZZvZ00WODPp5eEujfl2V97h6V5lUyUWSJVr7onSvTtC9JklrX6QxxlxsYw3DIDe/QEdnO5Ik4XmCyoJBca5Oca7Oid0zTI8WqQcyVGIjaAQRqk04FOGGK99GKBhCVVVkRUaSG6kOjuVy/wM/4B/LUYIJjcJgFG1f7qXh5tn3UvKoXdOB0BVW5k1s0yGgK3wm3EZTSxBFlVFUGVmVUFSZaHMAWZb45999jmWbU1z7vjWYpsmXvvQl5ufnaWtro7O9m1SynViwmV0PpLEtly03dXFy4gjXv+2K13QFBtifzvPr33iRSweSvOfSXtZ2XLjA+GcNzxN84F/28aOjs0R8KtGAxlShzsW9Ca5a0cIVy5vZ0BljaKrIbX/zYz5/x0W8Y/NPSTbyPCimYW4Y5oYRc8exM7tQFtIojs1cIsEPla9ROGxgaRW2XfRZ6r3zSIqDWelkYqaLvNJNMvxD+pvLjO/6OeSpLQgUBlM/ZKa+HFuNIMej+Ns7aenrob83TnNTAD2gItlVvv6xB6nZERS5hozOPZ+5AUX3NVJUXbuRrBpqAS1AqXSIkyc/TaGwh1WnLDqnyghZRVo0bRGSDMlBMu1v4anj65FVmWRnkMvffi3ByIUTVnO5HE888QSHDx8+6+/BYBC/HqI6LXPFoMWVmT8AYJh+nm75dXy5birTLwtilSCS8CPJYNYc2gZj9G9opm0gRqVgcurAHPWyhWt7uI6Hs0hAPJgt8UDIYpG3hybAluC69gR/+N6NWI6H5XpYjoftepiOhyJJXNzXhHKBQofXi7Jh88TwHJ/9/nHmKia/cFkfG7riDM+WefbkHAcni7iewK/JRPwaEnDb5k5+4bJ+2mIXdu93n8qxazTHqbECj4zO8ddvX89blrfg1my8qo1XdXALBpN7pvlRqco6FMoIPu+zSZuNJMkdK1P84uX9XL6sQUwTttdIevpv1m69Flzbo5SrU8jWKWZrDD05SaVg4LZP0LoihGHUmZ+fBxoiAkVRziqaphGNRjl58uRSwozP5yOZTBKNRpeK53k8++yzWJaFJEl0dXURCoU4ceIEAIFAAE3TloplWczPz5NIJLjjjjtob29fOudKpUI6nWZ8fJx0Os3Y9DwLrp88QcpKlKypURABXGRWhSu8KW/QlrK55Bad9u4thMOr+JPvDXP/c6f5zq9ewbrO/7r6+A28NlxPMFMySAU1bMPl+XSe5e1RupsCfPhr+3l0aIZlqTB3be3mtk2dJMM+TMflw1/dz0zJ4OFfuQyfemYs6Lgex6bL7BlbYM/pHHvH8lQMhz+5dR13bO1mrmwS1JUlAeWFwHI8Hh2aZrZkIEsSazqirOuIEQueW0T81Ik5fv9bh9FVmbrlMlVorPH1JoNctbyF3pjG0N4XiJYmWalXiUWChBIJPMfBddzFtT0VRdUaxoeahqpppPoH6V6z/qe74edBybC5/vNPEVLhWvcFTtd8PO2uwHqZhj0W0FjRGubSgSS/dt2KpXZCCMFd/7CLY9Mldv7mNSRDOsVi8SxxVjabxfM8IpEI3d3dnDx5ktnZWW6//XZisRie5zWSqup1XsyX+HGhSj4QZk73402mudqr85bBXqKRCJZlYds2lmVhWRbBYJD169fj8/lQFIVHHnmEgwcPAovtrd+P3+9HdSys8RHqpSLlWAo1GqPJp1I69AKKUUPICp6qIdsm0sv4nJKqovn8DUK6YSC5DpKsLBpJnoE/EiWcbCHe3YtvcBWW7eD3+1m7di1tbW0MDw9TKpWIxWLEYjGi0SjBYJDHHnuM3bt309XVRX9/P6ZpUiwWyefzCCEIBoNLJRQKUSgUOHnyJL29vdx6663/5UKac0EIwSPZAkOVOobrYXgehicwvIYZxvu7Ws4aW37m1DR/OT7LF1b1sDEapE1XiarKGVGAJ1D/k/olF4JsNsuBAwc4ePAgsiyzZcsWLMticnKSXC5HrVbj3e9+N8uWLVvax3Ecpqen2bt3L0NDQ6RSKd7znvfg8/nYuXMnzz//PJIk0draSk9Pz1KZnZ1l//79TE9PY9s2N95446uKrH5a2KbLv//fo5x6cQ5/WOPtH91Ec1f4tXcEDCPL6P33czS9jY9RR1dlZMfjB0R41qvycdnj90P7udv6K740+9ckOyTu+sQ72Xk8y9BXf4ePqv/GIXs7z+R+Z+mYay5v51D/N7l/5Gv8ILGD9rfdy8vdBoUQjH3hRgKFIa7vTaEZF7P/V/6BglEg5otRK1k8++BJRl7IAnUgwG59hqeDMa6qCV70SbiKw42xJE9YNVRN4dsfuZzUOfr3Cw+eoHYgS/S6HozjC1jpMkjgWxYntLkVtS3E3N8dRFIkvNqi2ahfpemulQRWnVscUfzBacpPTpK4cyWhTalzbnNB9/5EnvIzk5gnC6DKhDanCG5ppfz0JMaR3NK5tP/O1rPSRc+HuX2z5EcKSD1RqlWbQrZOa1+EvvXNZ4md9j82zvPfPMNHSXaGUXWZSt7EMhwc0+VcdPiVl7Rx9d0rLzhJambm2xw7/ruAYM2az9Gaeuurbp/JPMSJg3/Csqf+Cr03SupXLnrFNkK4HB/+fTKZbyDLOq2pm1m27HfwPJOJyX8mk3kIxykQDPbT2XE37e23Y1Ykvv7H30czW0hqNmHJxzK/QuUim5mFMZSREN16G6okk3McrECdQKtOPdFJqWIT0xW0VIBga4hw3Eco3lhrfymdy3M9HMtD8yvs/NtDWCfyFB1BzhEEZejRZbp1maAs4QiBrMrIrqD5l9bhX/4fT8V7NZi1Kvd/9AN0rFjN23/z4/+hY5TLR8hkHmRm9ls4TplAoIeO9jvo7n4fsuxnevq7jI1/gXr9NKoao6X5Ooql/dRqpwEIhZaTTF5DLLaJaGQ9Pl/7q47BXNekVB4hHlt9Fp/WNE2ef/55RkZGaG9vX6pnY7EYBw8e5Jvf/CbXXXcdff1pJtIejz02srSvLMs0NzfT0tKyVKLRKF/5ylcYGBjgrrvu+g/dm5cwMjLCww8/jOd53Hbbbaxateo193Ech2w2SyaToVqtsnnzZjzP47HHHsMwDGKxGJdccskFp1O9gTfwevGGEOoNvIE38AbewOuC63ocef55pma+iN60+6z/CU9D2C049RbceisBfTXx6SOYxhMYa1zEy7h1wpGRqnqjVDQI1PC664011QvkhvjmNzOy/39SWzDY9NZ+Lr1tGUIIjuYO88Lsfl6YfYF9s/uomCUCJmxKreZt/zREZ1qn95OfxtfXj93jMZ97Atep4LhVXLeG69aojg5hilm0jETiPhXZvLDJi8BFF9Fx39/w4kd+Cf3AMdKfvpJlA004ThHbKWFbeWxjAdsrImiQCeLx7QhhUyodQohzuwVpWoJEaBv6rB9z90GUnXPIWRvJ70Pv6cUcHV1KjlLb2pA0jZoYJ/+LDs4ZzgOyoRCwWjH8OVz9bOJXSBugOXA1C/lnUbIC/YiHIgWRNR+SKyG5EngSki01COWOhBprwtc7QGXsAPVTx/HPRZA1vSF4WSwvCWBeOr9zQfL70Xt60Ht70Ht7EZ6g+OwujPE0sm0x3nM9k13X4KjncUUTHrHSaYJSDRItDK7wMXhJF85CEXN6lsLkKBNTaTKlPPOuhZAkIrZLuCfBE9fp7Mrt44aeG0iYfjAcWgMttAXbaIt00B7tIBKOo/kDFGam2fPIg4y+sJtwshnHsrjnU59H8/kwqpWGMKJaIV8u86OR00hPPorkOEiL1/7s1jexd+OVJPNzpOYzdM1naJufRjg2U609rBo7RqBawtF9pLdeg7VhK7bmZ8J2yJcrSOUCsXKe5oUsXdPjdM6mQZKQhYv3Mhd8CUFQt4lqJnGtTolmJs0OqM8iAaqvD1Vfi1D6kaQLj0U/H063PcvO/n/DL2BLMch8wOCYz8YFApJCq6TTKiRaXY9Wy0TYdSYNQY8U5tLAWryHj1CrmpxulZhJwFxMYj4G2ZjEfLRhxtqXheaSIGordF28leDAAPOSYKZeJVMqUqhWqJs1bLcOwsTDRPU0dNeP7gRorsT4wNE8a657O9lHHmJybpRsi07pklX0iCaWP3oYYVqoTU3EP/h+/De+mZAe+onHzMOenMTOTOMW8liJEHv8MxysncAUNtvatrEmspzm2Tru6GnMkRHMkyM4nS08sSNJeu4k1oGD3PqdeSKGRHDrVlIf+xg4No5lslDPMW/kKBVexI19H+ms76jEZOzdpC2FglmgYBbIm3mKRpHt7dv5xGWfwKec2ylNCIFjW9j1OmatSnF2hoXpDIFIBH+qjfaOLggE2blQ4kilzqmayWjd5FTNpOJ66KbBwMQJrtn/JJGFLGoojN47wLzjkQ1GOR1LkUmkmGtqxdZ9BGSZ+9f1sSMRhr9cB23r8e76GiN7nqecm28QT20b12m4+08c209lKk349jH8IYe/HPOzYVTlpr0ugzMuHnZcHwAAIABJREFUyBrVYBty9wDtl62m/PCDkJ9fur7cB23MDQJFCRONrCMcWU04tIpweCWh0HIUxY9bqbDw5S9T/v4PsCYmEMYZUo4rQTYaYrIpwlwkSEC26A3l6D8dxdp2G5kDYyzvMnEmJrCjLRityynH+ykEuqgZMvFmnU59jvzED7GbjyDKm7nolp8nvqyd/HPPUXjqUUond+FG67jL/TjbyqB4KJNJ3L/zmN60muQ1B9CTddyajHAkhC3j2RKuK+O6CpIMwbYasioQHthVH1bFh+eoi0Q8mUbj2Siy5hBITiMETO9uxihEifaYqH4DxW+i+mxUv4Pqd1B8jZUi11JwjACBaBDXyyHJ56+zAfK2xLCp0RtfTlJTwJ5ByCFQm5C0FmS9BU1vQ/e149Nb0LDxOTOI6gEWqmkW6nN4bhVJ1FGFiSYslJcxiAxPQZEUNMkiOnM53blfw98bx56v42RruEVzSWvl4HJf68M8mngGR2qc96DXQ9QJ47oOkuUSLniEih75QJX2GY1wXeXxK/O889KfZ0vrFmzPpi/cS7Aus5CZZGFygnw6Q2QyRJvbi68pjH91E0bRwlYdRgKnyMkFCqLEQjHNwuwI+fIcFVUQtzeyKvd2JCFT0UZZXXNIXn0lnqJjLZQwC2Wsch2jWKVq6SBJbAuOUpqvUjBnONGe5Pl11xETGq0Fh5ayQwyJlkSAdTZoFQdDAiOsEqm7OI5HGUFJEpjtIeodIYxUgBouXYd3Ezr4IjWlhxkLDrou8eQyNuth8p7HHII5PIqahx2wEdEQN5Z1Nhc9DBz+mHkkPJpVl5SSo00apc07RgvzxKmwQAtmpZXQtIF+8DSeJqOvThBc1YKKh2w5CMOlVneoWBJKSEORVcysiTxbRyrUyN9+N7PL+5nLTFOencbOzaCW5lA8m5oWJt1/Fe996wauXN2F5+tECqhIdg1qOcr5LJPZHJPzJaZyRdIzWaYsHVmtMyZkhusd+ITEjuAkO9yjXGzto0+aedUUJLQgtKxqpJbpoYZTsR4683NltuEm3b4BbvgUhFte9buyhNoCDD8KxSmwqw1y00slnAJ/vCHG+te7GqLVW+5tnEMh3XC3Lk5CYQKKE1DKgGfz8mgeu2Utp3pupxDow1YjiKVzDiLpIWTNhyrLqBKoszUmD2ZRJyoM2uB7mZDERjCHoIygWZJRgZIEYQ8S51KLv3R5WByiym40FpDxIxFE4jQu43hYDSkgJjKKLNGvKNxmqzQjE0eiE5mfo8yryfAVCVQ8mmozqIpMUU9QlXQkSSYR0okFNEK6gipLGI6HYbsYtofteFzUHaO7KUhQlZmbreBIErbUIFgJGgk7FcNm8PQM77X9BNTGYprlmWRFAVn1I8t6IxVJKNSAo3GVSleYlp4on/3hMAPNIX77rasJ6QruYpLVS0IuXZVpCeu4QuBXFX54ZJYH908wUzSomA62e6b+0xSJ1qifzniAgZYQqiyh4xKs51nWmaCvs5WOVIJYQD/LBXD4xQOMHznCTGaa/5tNMia3NMhxi2gK6ixLhdjQFacjHmB4tkRYV5mvWDxyMEMTEjEkwgGNjOOQs1+9HWhAEKVOSLIIYOOTHEDCQqEi/Piw8SSZihSkJvQlcoIqS/S3hOiKB0iGfGiKRNGwifkVusIyvmAYy/WYKRhkyybTxTrHZspYjkc8qHHj6haan/5HVFXlVGIFCwt5/AGdlF5HlQS4LopZQzZqKEYNPA83EEKLREn0DlAolalWq0iShBACv66RCvhQczMsjI3i2jayouC5Ll3BArd3H6Ykooz5NmNE+1DDUYTqw3QE5VKViWwOu6mXNZsuIRwOE4lEaGpqorW19ZwLIJVKhUOHDhGNRlm5cuVZbqivBtsymRs7RdvginMmKZ0PYy/u4/iPn2H65HHyM5kloYMeCNDS20+qb5BkVzfzE+OMvbifwuz0eY8lSTKSLOG9ytgOQFYUdH8ALRBA9wfQAwH0QJBAJEr32g34giEmjhyiXik3BN2eaCQ4ey7RlhRdq9djGTUquRyKpqH5/Wi675zX3TqwnGRXN9Do9+799sMsZCbZ9OabyY6dYu93/o18ZpJoSzMd6xMcf2KExOByfKs2YtTqJGMRFE1nam4ew6gjSQ6aZqIoJqpq4Qkf+ZxO3bAIBsOYpsXKVXtoajpGsukOZBkcqyH4MsxJXPkoA30fo3/gA0Aj2Xp+skJusoJlOAhP4LmLxWsUsfi7ZTqU5uqE4n42XteN5lc4cfAoh556hPL4ESTPwQlGUFtTbLgmjeofZX6+k6nJHgqFVnj5mFByCQQkDKPhQh0MBrnhhhvo6Jjl+PDv4ThFVDWGEA6eZyOEg3hZmpnf1wOEsOzTSJJCKLgSXR9AUfoQoovp0SCnj+QJaCF01WRhNMCyK5p4/sSjS58FNEg9HW3dJPwpNCtBdVZQmjeIpQJY1T1MDH2X3mtVEsuGiMe2snbt51GVFh699884uefHqLqPHT//fsYPH+TE889wxx98mu61G5beYyEzydTxI0wdO8LE0cOUc3PogQArL7uKvksDTMx9hp8U6AeDA8Rim4lFNxGLbSYUWnbWImS9PsWJk39MPv88rtsg9kfCawiFljGb/S6SpON5dSRJo739diKRtVjmHJXqMJXKMer1s1N/ADo73sXKlZ9cqhMMI4NpzmI7RRy7iO0UcZ0qyeYdRMKvvbB4PjiWxZc/9hFso06kuYWZ0ZMIz0PVdNpXrELVG+m8q6/cweCW7UiyhyQ1khNcx6YwM8NCZoKFqUkq+QUuuv6tNHefbaLhOjbpg/vwR6LE27vwhyPnXeyt1U5Tr09Sq51iPH0fpjlNNHoR/X0fwQlfzj9MzvPPmXmqrsdtqTifW9lNUJExzWlct5EU1Hg2XRy3yovzo/yoFGB7yzKu71hLSL0AskR6jO994U8pLowSbDGozQZwjJftJwvCLY2AW7eSIhBqpXfDJvo3XUyqt/+8zu0/K5wqnuK5qecYmhvi0PwhpipTACiSwrL4Mubqc5TMEo5omDwIBG8bfBtrkmtoDjTTHGimJdBCQA0wWhxFRmZr29afCQna9mzSpTQn8yfJGTne2v9Wmp77a7znvsDIBx7nVPEUlz3+OaKzi0Y3eqSRQhaILSYGd+MOPcix1uUoXdtIHfkOQ26ZEV3DF+3A174JvfNi/NEuYr4Y29q2ocj/NU74/5WwTYO59DiFmRyrLtv+qm38zHier//rNyjlRwlWKvitMmap8Irt9EAQgmGMwgLyojP9S271rj+I5wugR2MEm5qJptrQZImFY0N4jo0/1Y5VKWMVFhCeh4uMLWvYqoqn63i6H6FqIEloIkRkfg1d/a0k28ukjxzAKJfwR9oJxToINXWiB4MEoxLCHsKo5MmcHGZu7DTv/dN7ibd1AJzzeS3l6nzv74bYqVq0L7isCftZf00X8VSQieMLTBxdIJsug4BARGP9NV209EQozdc5+tw0uckK4YQPVVcozdfxXtbfDsZ0tt3cT6ovwoEX97NQmcETHrfccssrEkFeDs/z+B//52vsLDcIPQEVmldIjLc1Y8kafsOgfSrL9GkVvSfEBs/H0KCPcEBjSrg8tHGQKxLnP/4zD5zg8JNTtPRGqFcawn/HdjGqDq59huWr+RVu/fVNpHqj5z3WT6JQs7jp3mep2y51y8VyPT592zru3Npzwcf4aZGrmHxl1zjTBYOK5fC9Q9N86JpBxnJVsiWT37hhBZcNNp+1j+cJLv/sTtZ2xPjHn38Vs5CfBkJgPPsn+B//HBMr+xlvf5h9Xx8jqWa4MfmHjLZ0Mt/hocenEUJCkgRj+25HG9tI1U1y83VjdL/zAxf0VumdT/KdBxqf5dVX5lnzrluwrByWNbf06noGRn2Sicl/Qtea6en5H3S0vQN1131gliG1plGaV4B2bmLxeK7K735zCNsVrGyNsKItwsrWRjkfKb5QKDA/P78kyC+VShSLRU6PpnGFxXt4mEHS7F3xcbpv+ghHMiXmSwa5nMFC3iBfMCiULRQJQpqCPGcSKLk0uRI+JPSASiTpR9UaQkBVk7Fl+Ox8Fs2n8Jd3bqSSN/nij07SFvXzhQ9ue12JLtZEGVwPyaci+xUkf+NVuAI8cUEESyEE5qkixtEcapOfakeQjz89yhPDWVxPIEuwoSvOFcuauWJ5M5t64meJGy4EbtmifiyHPV3FOLaAWTD4ZarMI/hlfMSRiCIRR6IGfEI1mHLOjL36kkE+vGMZ16xM0RI591rA/09UKhWEEK9ad75eVIsm37n3ILmpCsGYviSQjacCNPdEaOmO0NITIdkZQn1Zgo5hGOzdu5dIJMLatWvPOc4uFouMjY0xODhIONyY95mfn2f//v2Ypolt20vF8zzWrl3LRRddhPoafU7DMJiYmCCdTlMoFEilUgwuX8H3R2p88rtHef+lfVyxOsWJmTLDs2VOzJY5PFXkzq3d/J93bPiZ3bs38EoIITAq5Vcds/w0MB2Xbx2Y4ht7J9ifLqApEjesaaNqOTw53DBk/a03r+TDOxrig2/sTfPJ7x6jYjb6Z91NAbb2NTFdMHj+VI7BlhCjc1UUWWJ9Z4y/uHMj/c2h874/gGG7fOir+9l5PPuK//U0BVnfGWN9V4z1nTF6moKcnq/yv+7fySbrFIH+tViJTra3KiwnhzM7zvTJYWZHT+LYFrKi0tTRies4VAsLDdGTouA4Dq5t49o23k+kIPVctIXkxZcxOTPLRevX0dmcpKmzC/ln0M//weEZPvgv+1Ak8ASsaotw77s2MVc2OTFb5kS2wvHpEvvTBX7pin5+680reeTFKb6+d4ID6QKfvm09d29/Zd+n7nrsKlRo0lXWBnS+8fDDnDx2jP5rb0AbXMlIzWS0bjBaMxmrmyx6vZDSVTp9Oh/uSXFz6sIMV6DxXKbTaSYmJsjn85Smp8gfPYg5PQGyjKQo4HqEEgkquXn8kSht265gy/VvIdXaxkIux/TYKWbHTrOQmWRuahLLNEEI4rEYJJqZNR3wXHzCw61VkC0TyTaRLRO1VsYNx5BXbKBuWbiui9/vxzBeaUokyzKiXmMgHmbbVVezYvvl/+lj5P+OqLouO/YMkzbOmHwEZJk2n4otBFOGzccH2vnV3v9acre3OOf78kQvy7K47777qFarvOlNb2J6eppMJsPs7Cye56FpGhdffDFXXXXVkoESwOTkJCdPniSdTjM5ObmUTgsQDofp6+tjYWGBTCbD6tWraW1tJRKJLAniXio+n2+p/j1XstWFQHiC4d0ztA3EiLe+vgTFufknyX7tOb6d2c7fY7IZhU+1Hcea2cTbqXCnl+Ht1o84YDSSZDtXCG75tR284y8e5SuV9/NQ4aPUjC2Y5W+j6t1o/i14A0X+PvUHfCBf5FdX3AVv+UzDgBA4sOuHHPrxL/L96GqOaDO0zn6ID0nb2PGeVUwcy7P7kVEc28U196Kox2gdfAcvjgX5csSk25GYUAVhXaFiueiqzIMfuJSLul9ZvxijBebvGyJyTText/QBYM/VqB3IUjuQxc03OCZSQKX1I5swTxcxTxeJ3dB7VmLUT8KzXKp7Zghf0v4zSRO1Z6pUfpyhuv//sffeUZZd5bXvb+eTU9U5lWNXVYfq3C2pWwgJgUASEhmECbYxGPMwxn7PAXtw7zXC18+B62uwr22wiTaWABEECFAAIRSQWt1StzrnyvnUyWnndf84pWq11I1aBOMxrDnGHqvqhL332WGttb/vm3MugeuDIhF7eS96TxS1JYDa8vzCii8UxcU6peUGy9MVZk40BWAiSQMjqKEFlOcIsYQTBu2DsUu+Nh2nzKOPvYxQaJBNG/+eQKDzEr5T4OFHrmAw+1E6dr4aY/B8EnyjMcPpM39BNnsvfb3vo7///ajq+fNrz7NYWvoes7O3USofQJYNWltfQablDdz/qTyVnE84KtjmdhCWBQoSAliUBdGXdjByw/AlP19dCFbD5b5PHyHZEWb79X2EYjrCF3iej3W2iHWigKxIaB0RQjsyL+het+08pjlDKLSmKfr8LBQW5pg9fpTB7Zex586vcOCe7/DOv/g4bYNDF1jbT8bk5L9w5uxfI8s6mfSNdHS+hWTiCiRJZs+ePdx33334vs/AQD833LCelpZR1JV8cb0+zvLyAyznfkixuG+1tlPTUqRbr6O//7cJBs/lqXK5/Tz++F2cOFmgUk7S0VFi9+4b0PU+TpzYw7FjZ7FthUTCpVrVcd1mH/60Y2ZbWxuvfFWA06eboiSGcS2qsg3bjmOarSwv58lmsxQK54SOZFnmAx/4wM/FxalYLHLHHXcwNzfH5s2bKRQKaJrGLbfcskpynpqa4tChQ6vjiveMvKGu68iyjO/7pNNpisUib33rW+nt/Y+LQ72I/1p4kQj1Il7Ei3gR/8ng+xb1xhSN+gT1xiSOU0RVIqhqBE1vId36cmT5Zw9wCyHIz9fILe/HFg+haBrR0BaqRYdqsdx0luBpBX0QvoRVCZMvPEik93sI3yDgv4HybBeNsWn0aAktUUKJlJAjBaRgFrSVB+KqCqdbSDyVB+HjxSX8pIwXAy8GfkwgVImW4kvoDF3F2Qc+S81dIiAJwgsSmh3FrzfOI9LUXiao3uiiZmW8oI9UUzGkbsqxObSAjW+BVJdQKzJqSYAqsEZEs0a8DMZsM4hkbWz+RsmVkW0ZyQTJFEg1H9UKUt/QIG5sYmPf/0aUalgnT+IsLaHE4yjxBEo8jhQMgvBRetuZq32LyalPYXsmak1ABGQ3iGYHkEouLDeQqj5yFYJaN91v+hAtW25cOfc2jcYUjlNEUSMr5z2KooSxT51h6jffi7e8/MzTSOjyy5ECBoHRUYKbNhHYuBEtk0EIQX3vPlynSr7zGEgyQa8dbX8D+9hp5GQCWjTMVA0rksct5lH+7gT+bDMwK4fDBDZubBKZTBOkpuMRstxUNZEkkMBdWMRdXERtayO8axdC+AjHQdZ1JF1H0lZaw0DSNdR0GmPNGrxyGWcpy8RymIUlgVSrQLUEpQKilKcRaGUxvRVfUlcCmhJ9Axo9ygyxxhySboCuIRkB0AyCrTGSV2xF62w+aDqeQ8EqMP/jJ9hz5x1Uc83jlu4bYGDrDlKb1/KZ7B38YOoHBJQAf3TZH3HL2lue956RJAnXcbjzr25l6shB3vDHH6F/204WLIexhsVEw2asbvHVxTw522WkXmRk3wOotSqd2QVCloyQAkg07y9PlqmEI0jCJ1YpIEkyCc2maFYRF3FTYeXOdFWNjeE5rms7zRk7w5cTr2KtOke7X0AxNDQtQCgYJxlrwTh2N13+HAUnxL5iN6fyKSxfA1nBT3ZgRjNUwq3kg63kAi00gnH8gEIsBhGjzniljqoq7JZCtDYayNUsei1H0CwQNUtUsjspijCSUFH85kOPFJijkbmTfHCOrK6Q1QQ5xaGkmAgg5IWoKzXEBZ6B40qEdj1NWmsjKWdwcZn1Jsi6eYp2mYbXdGVSfZ2AE0L1DDRfR/UNFDlAUA8SC4bxDZ8ydXKNEhVvHPCI1H1Kkedu9FV9r2K0dZSx4hgPzjxI0SqSDqbpCHeQDCRJGAlSgRTJQBLHd5goTXD/1P3U3ToBJYCCSm1FHV1GoSPUQX+ij+5oNw9MPcBSY4mYFqfuVml3wvzKQj+HdmeYrE6z3FimYBXwxTOkyxCkFEGn5tOlC5ZdiSfrKkkjSSKQaLZGAk3RuHfiXrZltrGzbSez1Vkmsmdwaybt8wpOrUFJrVMOOFRDLrWAS/9CiCsPtzTv6RWYRpBCLIWnqISER8D3MHwP1XMRpQIIQSOaZDYzQMCT6Mpm6cstkfQcAkBAljAAFcHD3YN88rqb+MjmEW54+H/h7Pkayru+QvCKq5BkmVq5woG9P2bxqYcJnzrA1uxh7shEefI6wa+12IyXFT5VCWP5LsNyO5tLcQYPmQzvXyJRrVANd7J07Xu58nevIvv+d+GXKrTe/uekuq95jhudP3OU/Fe+Tv6O7+KVyoR27SKwbh1abw96Tw+SYSA8h7o3ScU9Q8k9Tkk+iI9F9ECS6KdrCEmmHmjFDLQQNLOEGs3+REgyTmsPcnEJknWyH3LOEX49kKphRMAB43z168jiTtR8L8X130CrdOOE55DdIM6el1Kai2KoccJqgqAcxiBIVI1hKAb3L32FurZMrLqRja/YQVYqNUk+no/s+OD6SJ4PrsD2BHOaRk62KdUOwmKRRCOEr0M1WCVv5KkrNo7q42kemixILgUZWIgw124zlYarFjagKzKKJpBVcAN1nEAN2wthWa3UEy0EkgbzkwU8PGp6CVnIqJ6O5utonoG60vqSz6n0XiaTR4k6CTqLa+kurgXFxTUsCDpIIYEWshlZjnJt6QqCdmDlOLsokRBtH9x6XnBWOB7OsombreMVLZAlskemeGTq+8StEAOJQZbdWeZyp1lankAIH0XR8LxmcftLfuf9rN2xm7hxccVNz/XJT5TJHc/htxocePIMhaMukpBxZAuQUHwVmecGg2dTp3lk8Jvc84Z/58ShMtnDy2AoqFEdI24QTgaItQQ5evQJQt/4PkPRnajxprqx8D2s0jQNz8T1HGzfwfZdPEmhLbWGaKAZ9PaFz0zhLBEhiEe7kGQVJHmlSL2ZWBSeDZKy+v/TKJuLTZVvNYymnF8447oWzsRDBIdeyfjkD3nCW+JsoIWKryMJgSwEMj4tjTI3TTxKulHCVDQe7NrGFzbcSDFw4eIHHYcWuU5AslnyItR4boBbw6VDytMl5+m1ZkkuTaFaJt9qv5lgCDaqs1R9nRk/xYxIU+b8gKghOWj4VIVBHJ93xyd4V8ejxP0CJAegdajpitcyjBft5MTp02TnpzCwkI0whDO4iQFUVcPzBY4vcD1/lczi+v651hc0bI8TCxWmcnUEYlVJ7OkRXAiB5Hv0jT+IH00hr7uS1liAkK5QrDsU6jb5mk2hblNtuKwXMjsSFd5T+G0ks7T6u4QkYwXbqAY6KGhtLElp8m4Sx8qRczTusbdwrJ7mCjQswEaQQCKJTGqlgCaJRAqJfhTCK/3/uOxzWPE5hEdWFhRkqMggyeeUDIUQqLJMw/HwLZduZNo0lZoEFQRV4VMFhCyRjhr0pUL0pww6xSJ6bYEnlwLYls1lo2sYHR2mvzVMWzSA6wsePbvMmcUq+YkSbz9W5Wh/iDNDUQzbJxIz0AIqsiIhITE+MU35639PtxRkY+IlmH6dZWuRtNFOVGtBUgxkWUOWNRRJRZUUFCGh0lT2P+rXOeyWeaWaoEV+1jUvfBxJ4EoSUSGTcxaRR9NE2iL0XDuKGnp+1cp/fvAsf3n3CQBSYZ3tvUl29ifZ2ZdkU3ec/ZNFPnD7fvK1c2NCa0RnoDVMTyrESFuUkbYII21ROuPBnykhAVCqO/zo1BJBTaEtFmAoE7mokqxt23z36BL//3ePs1y9uGPDhrhHlDoHy0FMcfEiIBUPHQ9d8qgRwBESuipz9XCamza3EzU09k3keXw8z5HZEu5KQdmGzhibuxP0JEOcXqywf6rARK4552uPBbh+tI3rN7ZzeX+K+z75cU4++hCtPf0sTZxlx81v4Jp3/AaHH3uE8nKWTFs7oUSCcLzpJimETzm7RLKjE81onk/P85BlmbGxMR5//HFOnTqFLMtsXL+WTDxKbmoKqXyGV5b+jXG7k8fka8nNLyDZFpLrnKe8CtC5bgMbX3YdfZu2EWu9RIIkTQW76WNH8ByHoct2oVxCUX9paZGJg09SXFzAMU0kWWqSOKQVopIEkqzQv2U7PaObOXX0CPvvv4+5vQ8j+T7tg8O09PQiKwq56Smyk+M4lolqGPSObqZ/6w66140Sz7ThuS7VfI5KfrnZ5nL4noseCDb7OFmmc2QdLV09eJ6LomrogSCKpv2HK5ELIXjots/zxF3fWCWyASS7W+naYaFknkCSfRb2t7CwL0Ni1CO8NsncYQXVqpFM5wm1lAhl6mgh94KkWd8JYshX4yj3ItfeRO7YLeTmarjWSqxC8um84jNEup5AOK04lX7KC904lTS+Z8AznSdlCVmWmu5QTxvMeDaBiEp5SVAvGHjWUZzaOAhBuN0gvalBpHseVS/jODq5XBetrbMIITE7sxXPCyLLNrJsIUk2suwRj8fo738dTz5ZxjQfZu26HxOLjTIy/JfE4+vPO0+e51GuFBg7e5avPrSHsVCcTfUCUQmy5SqlYIhCKEYpFKEUjFAMRiiFIriyzDtnxolOHcfzPHxZ5uDAekaiEUYaZcpzM6vq7D09PezevRvXdakVC/z4n/6G4cvfRNmaoeOyL6NpGuvW/Tnp9A0cuPs7dK8fpW1wCMe2+Nzvvpd4Wzuv/uAf8tBtX2DqyEEa5eZ4GYzF6V43ytBluxi+4kqK5Uc4fOQDxOPb2bzpk0iSQqVylFLpAKXyAUql/ThOM0moaUkGB/5fOjvfQqGwl6PH/gAhbNraXksqeSXJ5BVoWrPovVQ6wNzcHQRD/ZjmLHNzX0WIZt8ZDPYRjWwgEl3fbCNrUZQIk5OfYnLqn+nqfBv9/b/N1NRnmZ75wkWv5XT6BtaO3IphPH9fUqudYXHxuyQSO0kkrkCWVWaOHeHOj32Ulu5e+jZtpXfjFlr628jmvk1b5mYCgaaafaMxxb4n3oSqRulofwPt7W8gGPzJbhuuW0NRQpd0f2ez3+fwkQ+suuTGY9sYGPhdKsHL+afpLF9ZyOP4gtdlEnywr40NkZ9/8cPTEL5PcXGe5ZkpdCNIJNWCEQqhBYLogcB/qkKuXCPHkeUjHFo+xOHsYWRZ5g92/AGO73D78du5ec3N7OrY9cvbwbMPwBdfDzd+DE58pykQ8Cu3w5pXgHKBMezk3fDld4DwYe2NsO4m6H/pJblU/2eA8H3u/NifEU21svvNbyOSOldI0CysdSgu1jFUtRABAAAgAElEQVRrFRZOP0KtmKdtzTB9m7aSr9Y5e/oUi5OTmLUaVq2OYzZwLRPZc0loBo1clnrpnKOyEe7kstf+Kp1rh4m1xglGmoU6udkqD9x+lDPT30KujKM2qs1xe+MWutZuIJpqIZxccXBMJptEKGBmcpIHv/k1ZMciEo6Q2bAJKRheJTg83TYaDRRFeY7Thqqq6LpONBolEomgSgZmASoLHrlJi2Q8wUtvWUv3RdSkL4RKfpl//cMPEAhH8BwHs16jtbuX1t5+Wnv6ae3tIzOwhmAkimN5HHpgmrb+KMkOhXD8/AIws+owfSLPyT0LTB7Jrb7e0hVhYEsr5eUGnuMTzwSJp0PE0kHi6SCRhLH6zPNCMTs7ywc/+R3Oemmu004y0BqnpbWLyVQbTxoh9uIj71sm2fC55/0v4UylwcaeBNv2HOMNmSR/s67nouuuFkzu+ZcjaIbSVLUWAkVXCIQ1AmGVQFgjGNFJ90WJpgIIIXhyssBT00Us1+emTR30t4ab16bjU7NdapbLiYUKn314nAPTBb72/1xJf0uYD375AA+dyvLGbV28YXsXuwdbUJWf3BeWTQfT8UhHjBc0z5sp1PnMw+N8ed8UpuPTEtbJ1WzedWU/H3nNhudd163fPsrte6fY/z9eSeQFuGO8IAiBefvNGKcfIT+ymVPdn+PxL02hCEEmepSrjds5o48w3+VhFdsRY9upeWmu33WUwXf9/nmr8n2bWu0MlcpRKpWj2E4OhEDgo+utnPziBsoVnZG3/TvV+sGL7lJb22tZO/JRNO3SCG9zxQZf3DOJBNy+dwohYCgT4dRChYp1rki9PRZgXUeU33jJANeMPP9co7Rc59v/vIfe3mUGAwf4o9zN7Jl4LgFTkiCkNUVBTMc/773+eJC37uqlMxnEcnwajofpeOybKPCD44t85bd2sTMdpX4oiz1ZRtg+clhDiWrIYb3ZRjSUiI4c0ZADKl7ZxlmqY0+VqT+Vxcv/ZEfZ8BXtxF89CBKYx3LUDyzh15siBcL1wRP4lodfsZsqLCvkSWMwjvbyHiYNif6W8EWJZABe2aL6+AJ+xUbSZIQnEI6PcDyE7eObLvZUGXyQDAW9J0pkVwcnbZt3fuMgVdd/zjpbIzoff+tWpvMNTMfj7Vf0EtB+eaRh3/epVCrEYjHGxsb40pe+hOu6pNNp1qxZw+DgIP39/ej6xR0aLwWu4zF+cJmz+5v5ymBUo7BQZ3m6grXiaCArEi996wgbr+76mX/XLwpCCH7vy0/x7YNzq6+lowZr26KMdsb47WuHiAd/dqHC/0g0izpzLCws0NraihCCAwcO4Ps+3d3ddHd309LS8ktxJjt79izT09OsXbuWdDqN6zjc+49/y5l9jxFpSdO5bpTM0FqSvX24ksyhPY9hVkqsHxxg/ZVXv6BYzoVwarHCV/ZN8439MxTqDre+ZgN7xvL86NQS3/ngVcyXTN71+X3s7Evy9it6uXwgRUe8+QzkeD4fu+cEh2ZKXD2SxnI8/vWxSXpTIb7+/ivPE0J6Gp4veOhUln984AxPTBb4n68b5Y3bu7FcnyOzJQ7PllbbmUJj9Xtrq6e4Nvcw2orDbCAaw6yUAVBUlUz/GjqG1zK4/XK61o+iahpCCObn53nkkUeoVqtcddVVDA8PNwWGfB/XdXAtiz33fJeHDx7GV3V0VcF2PWSzgeLZxCIRWjNtdPX3s3bLdtqezufbFqqqIa0UymYX5iksLVJeXqaUz1Ep5AkGDG741XcjyTLfOzzPkdkSkgTvu2YNscBz76Fbv32ULzw6QSKkUaw79LSGqHcGWWvkaMkukE9lyLW0UQ5FcIBl28F2XboKWa6aHyeWW+TRwY0c6mkWWOuSxEDIYChksCZosD4S5MpEhDbjZ7t/l6cmeOi2zzP+1JPowRBbr7+JHa9+HUgSP/7yFzHrNbrWbmDD1dcSCF/cAcdxHA4fPkw8HmfNmjVAs3j52LFjlMtldF1H13UMw0DXdXInDvPUnXeQ6OjkJW/7dc6cOcPSzBT9Q8MkYjGyM1Pk5+eoZJdoFPM4tXPSZen+QVq7e1E0bcVFvpW2wSHa1gwTjPz8SLEX/J22hVmtcGbfHg7cfReD23dyzTvf84Kf533Pw6rXUA0DVdMvub+quB5Hqw0WLIcFy2HebraKJDFWtzhdN3l81wbiNN1kg5HnjoVCCI4t1/jm2Sw7+xJc35FsErFrLvWyjWrIRJKBnzk38GwsLS3x6U9/GsdxMAyDzs5OOjs76erqor+/n1DoJ5OLPM9jYWGBqakpIpEI69evR1VVXNfl/vvv58iRI6txv2dDURSCweCqQ5phGMRiMdrb2xkdHWXt2rW/8DHj1Mk/x/mewVcXtzIcsOjf/Pf07f0f3OgXGXDhjfUpvh3oYYtcpLXezZrtMQpb0nzyzvt5bbEd3VlgKXqK5PwRTqVez2YxyOHr7uTR2o/4xGKWlw++Gl7/KVB1bvvkDfxVaJawGqZc6mD09Ht5WeNcfqmlU2bx9L8SbdF504f/jHimjX3fO8yv/2iKugyDAZ9Pf+Bafv+Og7znqgFeu+W5JBshBEv/+BR+1aHt93cgP8vFSPgCe7JM4/AygdEWAmsunaj5i4JXc2gcXcbojaG1/2SC7y8DzdpI6ZKuxbNn/zcTk//E5ZfdRTS64ZK3ceDAr9Mwp9m96/4VgT6ffP5hZmZvY3n5h4DE8NCf0Nv7nuddV6VynLm5r7C49D0cJ8fOHV8nHt8KwOFvnEJ6bIFGQqfz5kE6N6f/w+dlZq3K5KGnWJ4ap2vdKH2bt11wH4QQVIpjPHXkbThODpCIRjeQSl1NUN3I4vE6J378KPOnmrlXPRjCMU02XXcdL/+N30RRXhgxMpd7kKcOvod0+nrWr/sLNO1cjYht23z84x8nkUgwODjIY489RktLy6oToiRJz1oEqlpHkpax7Bksax/BYInWlsuRpGEOHT7N/FwS39eIxTw6OmOcOV3C85oxDUnyaE0vMzJSJxA4iWUtU6u14tiXUa320WhovPTqCEtLHyOVvJJUy9WMjX0Cb6UeTVWjtLW9ls6ONxMIrGN5eZlsNks4HD7P/e9nheM43H333ezfv5/29naWlpbo6upix44dHD16lNOnT6PrOl1dXatjS2dnJ77v8/3vfx/TNHnta19LKnXpccMX8SJ+WrxIhHoRL+JFvIhnwbZzLC3dg6KGacvcjCyfn1wRQuC6FWq1U0xMfopGY4qhoT8m3fqKF7ytSuUYxdKT1GqnV4hPE5jmHM9Uq5UkZbVoAKC9/Q2Mbvibi66zUbXZd9c4Zt0l0xclnNBxpZPUyyXq5TqNap16tYFtzxPp/hFGfB7hKc2iqedxf3gaEf3VbL3sVpS6zMwHP0jjiSef8xkhCeQrelFvfh2N9GtI98Rp6w42lWwuUNzl12os/NmfUfrWt6kZ4IYNAlWbif4QO/tfgvA8/FoNv1rFr1bxTJPy5iyNdRYUJPy4jkg3UOdU7HwGxTCRQxaEHPywB7KPcURCzUnURwR2u0CKycSeihD+no9UcVeJVj4yTizDdNuVSBumCV7/Y6LL/Wy9+ovYtUWWx+7FmZ9rLgvzuLkcbtqj/lIfPwbGUzJOCfyhFN7DJbofBlkPNMlKmzcT3LwJv2GS/cQn8Gs1ev/t3whuHMVdXib3+c/TeOJJxIqdtrBthGlhTUygx2Uy738ngatvYfFvPobzxH10fe5r6CPPbzNvT00x8Y534GWXkWMx/GoV/PMTK8GtW0m+/W0YIyMYQ0MXPE8XglcqIUejFw00+cKnbJVxHBfH9jDVGp/Z+3l+MPMDXOEgIaEKrVlM7qsonopQfCqBHFE5zjppC/GWIEZU5c0jb2ZLegt5M89UZYqJ0gRTlSmqdpXeWG+zULY0zn2T91G0imwYj3GDdDntu7Yh96bISxVmK7PcNXYXVbvKuze+m1DqRh6tyByvNfAF+DQLn23RbC1f4AgfV8COoMqHogqj8QjHzp7hLws2RyIpHOVcsFP1XDqzs7z84R+SKVaRpBDRtmuwGqlnC1FfFJrUIBbMUzMFwncx5BpBqUhELhJVi3TqZ+kLHkLCx3/5rcylrqVWKtKxYROheBLtWQGyaj7HD2/9Nbr0JTZsHkR9ye8yVVSZOX6UpYkxcjNT1Ar51c9nhtfx1v/25yiazg//9Tin9i2iqBKpzgjBqIbn+niOwPd8HMdnSRVk61VqmkY5pIKA9oJLZ8F7jneEj49AIMkKDg0KoXkamovqy0TsBIbRil6TUJ2LHyxPchFIICuokoSiyui6gqY3FSVlRUZRJWLpIIlMiFLN5r5jE8wHv0usyyPstCMthAkUE0TsJKcye9nfex+ucIjrcbaEdtJitZOTF6koRepyhYJdoGAWcPwmwTMVSPGS5DUMn74S+5SBbXksh2bIh+cpB5YpBbKUglnKgWUSjQxXjr+RjvogxZF5Hgh9npdVtrK2sQYh6+QDJvWwQEkYRGNROrvSxNMh2kPtxDydR993C47w2HHjr9F+/WvQOjvPu9++c/rb/Omjf4orfCKWSrgqY+mCQqyZyFCFRlDECEoJkFWWxEl6c1vZsdjHGg2WhY+tSLRIHjEJVM+DegOqVfxSkUChTGq5QKpmrp5PryVFuLcPJRIBWcKTBEXdo6iYBB49RKL0XHc7ETHAd/AbPjOtMNYuMdYhMdYucbZDIm218Yn4CRbbDJLSEAdTr+GRhQM8tfQUCIu0KjEip1kfCdAVd7DVdooVBevMY8S0BNds/v+IaWkaZ49hnjmKefIJ7GIZqSAjdIeBXTFiO3bjR9MUgw55eZGiM0nFmcFfcejTpDApuinbFRraHGvTf0Il/ypKJZf2dVOooSXsyiyN+VOYhSnsRhZFCWOlG1iiSun+awkFTVo6NIgUkawQSj2JVE9BPQG1OLP1HCdzP2b06gbG4ATmzFqM6RsYMUdWj5UjfBq4NPCo+j59SohZW3C8XGDbqc/gVcvkIkUcxUNGXlGklZGEBMjojk9XzkQOhVDiccygwpxcxozoeJEwfjiKH4rj6TEaWpTl5TrJpdPkYwUeWFNHSJAu6uiOjCwkJCEhC5qtD7or05WNoigdaKENaKH1eFYz0CrJoBoysiYh6yBrYNd8nPL597Qi1ZFX+tkmgaRJEF2bCLLzt0aZmziBXJfojq9D6tGZmjlCMBoj0d5JPNOGoqrnqYdZ9RoP3fYFDv3g7vO20zY4RP+W7fRv3k7HyDp818VzXQKRCL5pkv27vyeweTPSZdeQm62Sm62Rm6uyPFuhtNjgmfxER7Y4k9lL2jQZnAsRdzX0UBI3lqESTCA8Cc0XGIAmQUKSaEEmhISFQAPkizjqLOHxjZTLZFuEG07Os7XsoMgqqqKjKDqqrCPJCvXCGI2FQ1BdJNA6QrD3JdhunXlzCUfYyL6H7LvIvgsIpjr6OdPeyeMJi1ty3yNX3Ip6+hhDpx8DJDxFQagB1FASXY8QETUkUUPbtJG0dBmi4VC7979x3oF4BqobtjJ95Ws5PrCOeUuwWDZRFYmApjQV60WTHOSvuOPUHQ8hBN1xg0FpnnW1vWiajhdIklbrtEgVFM9EdhtIwsWKDXL/PUcoVxtMd27HzS3hBCIo6XZS7W10p0J0paJ0Z1J0t7evKhzNTpwiGYsyboaJBzUSIY2z2RqnFiqcWFhRXp0rQXGJodoYHdYCdSXEicgIC4FOOiQFCVZGLPABG9DNedqsRapqhKRTpMNcIGlEaQ+14SkSliRhKRKOLGOqGuVYhvTko7Qsj+P6NvPRPh5JXM6i2sKwrjGq6wzLKv1CotcUxB2Bi+DfUw22bzKZns/yvWmF040UwxhsQllZVGJI5BVYDspgKAyUXbQLjJ2+BLYmY+rNZUkWPGib3FuuI4VUtvQk6IgHcDwfy3ZpWDam7WK7HpKiNglflkM6rLK+M85bdg2xJn3xxOvTOPvkXr7zib/Gtc+5G4aTKTIbNhPs6CGSbmPjli0kk83C8plP7sGbaJLvlWfYw/qyj1AEDauC49kk9AxyQAEfhOUhNGjodRyngWU3sMwajmPiCQ9fuHjCQ0KmL7KekBojZ84xUT2CJEkokooiaSutiiJrFOxFdvzeW+jZ+MIUeYUQ/OhklrPZKicWKjw5WWB8uQaArsp4vqC/JcR7rhqk1LDZ0ZdiZ1/yoklNIQSVSoVgMHjJbkEvFEIIHn/8ce677z5GR0e56aabqLkSZ5aqlGoN5rMFFvNFsvky5YVJusgxMNBPMBgivWYjdTVGUFcQQLnhUGo4FGo2+apJqeFQdwQd8QBXDLbw0uFWohcoTKjbLgemiuwdz7N3PM+x+TKlhkNrxGB7b4JtvQm2twfpD9rUC3mqhRy56Sme/O432f3mt7H7zW+nVsgTSbXgOg7ZyTGseh1NN5oOQoaBZgQIRGOomobnuuRmpki0taNrCuaBr1M5ux8zN081v0StmMO1bBbMGJO1BKrkochQczSEJBFsSdPa3Us01UK8NUMikyGabGFx7DQH7v0OleVmkVaqq4f+zdvo27KNdO8AgWgUTT9H5nVsi7NPPM7xhx9g4uD+VcJOLN1G78bNNJNuKx+WJCLJFnpHN2M1aozt38eRB36A57k47T2IQBjZc1FcG9l1kBwbIcvYqoGnahCK4mrNxLsExEMBvNwSbnYBw3UY3nk5ay67glhrhtbefnTj+Yl//9lg2zaHDh1i5ughTv7oPkZ27mTDta2MP7kHWz5IsG0J02xjcnKEQr6TVMoglD9F/kgJLeTi1FWQRbPDXEEgGqCltw093MrSdJFIsoGiCCy7QNvOIyCijN/7XkJhG80wkeQ6vlPFqhep5vO4tokRkwm2NvBsB8+WEb6EJAtkVSCr/jNaHyEkylMR7JqOFwqDrDRJd5pEqNcl2Okh1ASu24JtRWg0NOp1HwSoThRfr+AjUGQfX0gIIcGz5hwdHZO0tR9hdnYdy9khfCEQsoKkG2iyjOw6OI6NEIKGovHtK66jKsnc8sQPiVrniqaKwTCLsRS1eAuR9g5SVo3G+Bg9SzNYisrlV17JX+stzFgOQpLwZIWkWeeltTzbzBL5yYnzVGRl3yNSznPFVe/l6J4T9Fz1efTYGTra38TIyJ9i28tks/fR2nodp398gvs/+09ogWax2PDlu+laN0r3+lGSHV2rLm+TU//C2bP/i2h0I9u3ffE5CprQ7AMbjQlKpQPML9xJofAoTUctH1leg229D88LrsxlBL7vI0kSO3fupKOjY3U9jlPC9000LXFR0SIhBKfP/AXT058DwDTD5JbfSCzWTTrdSibTQSbTTTAYYGbmi0xOfRpFCdPZ8WYq1WOY5gyOUyIQ6CAUHCAUGiAUGkQIj5Onbl1NgIbDw2zd8rnzlEg9z2R6+gtMTH4Sz6sSDPazY8dXUJUQTzz5FkxzjmhkA4XiHqDpWN7R/kYymRtW1S593+bs2N+yuHgXlrVALLaV4eEPY+gZPK+B75vNVjiEw0NoapLl5R9w7PgfEomsZ3jow6hqjEnRzT9MLfGtpSKqJPHWjhS/3ZNhIPTLdzP4rwghBGf2PUZ+dob1L30ZsdbMpX3RrsNf98GK4AKv+wfY+vaf/J25A02n09Tgz77j/8GYPXGML3/kQ0DT7TAQSeB5Kr7r47n+isuiQPhVwEUPhrAbTSK3r+lIjn1RT1VfM0BLoAfbyfQMEwkFOL3nToTfnEMiB0GNIbQwvuQiN+aRPAcjlmD369/Cxmuvwwj98gqIflo1b4BTex7hgX/9NJ1rNxBOJMhNT5Kdmlwlt0qyTN/mbaT7BnDMBmef2EsllyWWblslYKe6ukl19ZBo70TVtBVCmkMophNtCVzSvgnfp7AwRziRwlgp/hO+T35uloWzp1aW0/iux/AVV7LxZdcRSbXw1a9+laNHj3L55Zdzww03nKe4XnM97j+5xO/+25N0Usao53nV9dcwMxjjh7kyh16y8Tlx258Gni/4028d4bbHz3chjAZU6raH55//bBgxVP705g3cclmTiOV4Pn919wm+sm+aquWSDGncsLGDmzZ10JEIcHSuzLaeBD2pEEsVk0/+6Cxf2tskMhmqTHcySHcyRE8qyOUDLdy8qYPlqsVdh+ZRZYlYUCWoqdx3dIFvHZxDluD1W7t43zWDDGWimI53yWSOx8dyvPVf9vDBlw/xOy8fesEOPJcMu0bpqzcTO70foQXIZV7HPXPXkZ9vQUVCD81wlf5N9ldvouT28Mo132L49z9BoXyApew9uE6JWv0M1eqpVZK0okRWiM3NXE+9PkYidh2SH6RQvYu+3vcRCHSi62l0vRVdb10hHKuXTIACcD2fN33qMQ7PFPEFrO+I8al3bqevpUmMmy+ZTReahQonFyo8Pp5nttjgFesyXLsuw2LZ5JtPzRLUFNZ3xFjXHmN9R5R17TEWyiZ7x3MslCy+e3iOcsPlg68Y4vL+FG0rQi9hQ8VQ5XMxOtdjOl/nbLbG2WyVHxxZZP/Mc8lTAO9pS/A7/Rnq+5cQjo8SN5DDKn7Vwas5q4Ski0ICvS9G5IoO5KiOMF18synkIkwPSZVwCxa1x+dZCfQ0z00qgNoSQFJkJEUCtdkaA3FCW9N4NZfGoSzVR2bxag7JNw0TXN+CX3fw6y5e3cGvOtjTFezpCsLycAtm030qoiFsH0mRkDQFSZeRdAVJkzH6Y4S2ZVAz5xPLTcdjuWpRqDnk6zbFuk3ZdHnFugydiV8cWfyFoNFo8PWvf50zZ86QTqcpFAqkUik2b97M2NgYk5OTq4IjPT099Pf3Y9s2pmmyadMmBgYGkCSJubk5vv/97yPL8qqjciQSIRQKUS6XcV2X3bt3YxgGlmVx/PhxxsbGSCQSZDIZokYSp6xy7JE5po8XuPad6xi5ou08d6j/TGjYHt87PE93MshIW5Rk+KcniQkhyOfzmKbZFC5SVeLx+HkOHj/NOk3TpNFokEgkzhvTnka5XGZ8fJyxsTHGx8cpl8vnvf80kdqymjHAYDC4Sorq6emhq6sLw7jwnN+yLKanp6lWq9TrdWq1GrVabfXvQCDAVVddRTqdZmFhgYWFBcrlMoFAgFAotLrMzs7ywAMPPHcDvo+qKrj+BfoSIUCSkK0GiWqeX/3wrSQ7Lp1YJ3z/gnnxZh/YYCgTYa7Y4Lq/fZC67aHKEkOZCF97/5WXROy99+gC7/vik7xpezev3NBGItSMcSeCOmezVT5611FOLVZpCev8ydXtJE4+SGFhDteyiGXaSLS1E29rJ9HWAdEWxusKJ797B+XH7yUzvJ4bfusDTB46wPLUJJmBNXQMj5DuG0TVNBzHYWxsjKmpKebn51lYWKBer2MYBsFgkGKxyMDAAK985SvpXCE0TU9Pc/vttyNLEvHiEuWzJwisWY+c6aRSrWI6LuLpfk8IBiIB4obKmT2PIBlBgt195H0ZV7vwtdKbSfO233j3JV3vrufzh189SL7u8FtXD/DRQo56Nst1+36IUBRkt5m/9IJhnPZODF1HmziDa1m4iorItDEqu/RetpuuoRFilQLFuRlyM9Pk52YwgiGuevuvnxfre6FwbZvP//77sc0GO296PVte9eqfSHb6eWPy8FN8/9P/QGlx4YLvR5Ip4m3txDPtZPoHGdl1FdNHD7H/7m9j1qp4joNr25jVc+SXeFs77YPD9G3exoarr0VRz48FC9+nUa3QKJeadUulEo1yifLyEoX5Ofq3bGPzdTciSRJmtcpDt32OuVMnMKuV1W0+jWRHJ4X5OUZ2XUUgHME2G2y9/maSHZ3NOfyZ06tzeeH7dK3b0Jz7z89RWlpYjcUm2jtYu/uljOy6inTfwHOeIXxfMP5UllK2wfBlbURTF46bnqmbvP+rB3n1UQu93Ly+7IiCElTx7RUhS8dHdgTySndUU6v4iSzhhdM49aYApyQFkdUYgUgLkVQribY2Wro7aenO0L022RRL+CmRz+cRQpBMJi/Y1/+scF33OX3400uj0Vgl5JmmSbFYZG5ujmq1Snt7O9dccw3r1q37hZE1fN9i3963EHpqM/X4aZQhmcydv8kH3CILIsgNdZ0vRi22ZsK86tRBBJsYuryVv5vKctOChCI9xvY/eh/f//M/wDOi1OXX0WPAg9d8honSKb44Pc3anqvghr/iI1+5ke9EYtx24wPc8InHeJuls612iNCmKwlGqxy85//QNriGN/zJrYRi50gYv/a39/DQksdnf3Urrxj9yWNR40Se3BeOknzTMOHL2n8hx+y/Go6f+DC55R8xPPLfyaRvvOi1aJrz7Hn8VbS0XMumjX//grYxO/slTpz872zc+A+Y5iyzs7fTaEyiaS10db6Vrq63XZK71DPhujUefewaYrGtbN3ymXOv2x6q/kzn1Dmyy/c3BdllnUzmZoLB5nXm+w62k8O2stj2Mpa9hG01nYq7u96xKqh1yfvkOPz7n/weuZlzsYpQq0Q01Uow3IluRFE0Dd/zmDl2mFqxgGL4pLo6SPQEMc1ZSgsFKtNhhC8RaoXebV10r9vIkR88SWkhz9Drz6DoNqHQQNNBueOW85znXLeC4+QxjHaq1eOcPPkRqrVTCOESiaxj5447nkOi2rNnD/fccw/vfve76e3tZWxsjG984xu4rrs6j31mnsDzvAs6KT4NRfEYGkqye/er6etrEj7L5SVOnLiLWv0AbZluRkY+iKqGm0KO5YNks/exlL2PRmNidT3R6Cjbt92GqkZXf1ulcoT5+a+zlL0b37eIRNbR2fEW2ttftyrm9nx4oTE9z/NQFIWjR4/yta99DSEEoVCIXbt2sWvXrp9ZCONFvIifB14kQr2IF/Ei/stDCIFlzVMqH2Rh4Zvkcj9atbAMBnsJhQbxvAaOU8Bx8jhOcfV9VU2g663U62fo7LiFkZGPoCiXVji0tHQPh498YGU9UULBAUz4STgAACAASURBVIKhfkLBfgJGL4bWRyw5iKrG8X0Lq77MqYf+J7ngD9iw/uO0t9+M5zXw/Aa+V8fzbKaPujz61SXsukcwplMrNui44rPE+/ZecB+Uei+x+kswMr+CLwWwvVMYD96J/8hDqwmBVbsWReBHQKqDPi0jBQJIho5omGT++EPoff3NRIIAZ2EBN7tEYN069J4e9DVr8IpFag8/jFep4DcaeLk8XqGAWyzil4pY4xP4pRJ+eyvyfPa8/ZQ629HD0aYbkdJ0OvCKRZzZWQA8CeqhLsb6X0XP/CPEKzM4WhhLjWJrERwtimXEqIU7Kcf6CVAnmjuC5Gn4ioSfbqURa6GhhWn4Erbr4ikmdnAZX3bo7jxB79qHMI5I2AMCcZEcc7Q6QHjmMh44vBvdXGT7wdsQrxjh1vY9tK3Zzke3fwxRUajkGgjPZc1QgNlffwe+ZRHcvJnqjx9BT9pU5Xa8GgjHRxLNpRFs5fDQVsoRm8vbJ1HNMFWzm7WBh+lLLyBah2lERqkHhygobZixdtZt24weaAZTl//5X8h+/OP0fu6zhHbvBt/HK5fxcjncfB5J1Qhu23pusjv+EDzxOZqZpBDoEdDDK0v03N9GBLQwwqlzpjrNnBFi1jeZLk0wXZ5iujbLTH0Rx3NRhYIreU2SnK8wXNjOYH83yc4gjnCwPRvbszE9C0WS6Y52M1udZe/CXnRZx/RMKnaFkBqi7tZXj7sqqQTUAFWnWfxjSDqjyhpqU/Oc7Hxugk2XdTa2buTDV/x3/s+CztcWC3QYGtsiQeq5JaxyGck2wbYQpolo1NEbNQKex/HBUaZb2gg3alhGkEjD4+XTWTINl7jlEbEFhiNhmyGs+rm+IBjRWHdlBy1dEYyQuuKyJhDVLGJqL+L0DxH1PErrAGLNy5k+OM1yPoCmga8GMb0IphvAsnX8lXuyLVki2RWnZMbRDAVFlamXbRzrfELj01M6z7EpLy0iKRKJTBRZFRTmTXxfbxI+JRmEhC8Ez7ZpkmRBxyAsTmSR5QDJzg40XUWSBOBRWnap5Cx+nvBl8AMKIiTjAlRcApa/6mIkJ3UG1iQIR3U8TzSLUDwf3xUrRC2fwmKdSs5E1WVc28dWQPcg2mLQ0hVBD6rU6i75yTLVRpWO4QTmkqC8/KyHVgmSbSHS/VGiXSrCllk6XV21034aMymFpwYNZNcmWs2RKmZJlJaxdY2zPX1k6u30ZT2uN6ANlbIvUIHQMwogHN9lwixgbRvimjevpV5aYvLB+yl97x4iR44RtF3kQIDAmkECQ8PIA308cOYo07PjtA8Mk42kKC3kGBmfIlWZQ/MlFCmIFQzRCIawdJ371xxi75DP9fsFm8cFlSCky7ClmsJvNBD15v3laDLjGcF0KywkJfJtQdyhXiaMCgWnSG+0F9d3yZk5SlbpvGPR76UImi3kRCvX1h5FthrkbZWxpM5kAuyV2MuA002P3kUpoPFQeAcfbz3G5ulTTCWOowmVQHSIhrOI65w71r6ArCuRVpsOEr6A56shsXzI2RoZW0MNm6D44MuolQ6UchdquQu53IXcSONLAWRgfufHCEXzJKPXY1nz1O1zKq0SBoocA8IgLCyrSmrfW2mvXQVA1i9yvOaTd8NNh4ZnwfUWsatfxpN9GrpNNuEiWteh+lHkuothOgQbDoZpotk1Lk9cTV90lO+UsghPRpI0kMLnBSiaz28+Tw/gNaOCp5TwUdHdAJoXQEgeruTgKg6O4mArDq7s4MsehhtC4NPQFtFcFYUktmJhahUaWnVlqVAMLGFqNTbObqEv24FLFUttMNlh4qugKDK6JBGvCsJVF810kZ0QAWkLAa8NWejNfRQOz2GHCh/XPopnPr7ynkIonsSqV/Ccc32MJEmohoFr28iKgqQquI3mfbvzNW9k6LLdWPUq7YPDhOIXVrqqzWXZ+6GPs9RoJZdag1DOFchWjBy50Pz/Ze+9wyQ76zvfz8nnVA5d1TlN9+Sg0Wg0CkgySCQbgTAGsysQuwac8NoXp2WN4/p5fH3XcY0zmOA1GCyEDBICZISsLEbSaDQ5dI7VVdVVXblOPveP6unRaGbkEeEud63v87xzerqrT6g+5633/b3fQDmUo64X6PEVBooW+wohNkk7EZNjyOrFLkMuAVV8KlKTqtSi4iepKvDtLo1HN4cJREg0fTINh2zTpavtk676SLZL9Oo1okGJgYVpbDFGO9SLoyexZQNLDtESFOqBznLLZ7JpMZVVcJJqRy7i+XQ5AhFfwPADjEDA8EHyAqq1AiOtM7xt+iuIVovSD30UKzVEQwpjOR627WBaFrZlM7Pa4NvLNumwSriR44YgzM9L3XxWtTjhFdeFptI6SURCcCXe1YiwAwmHgAV88jIcFzyecGymuLR46twi85Uiaa/x7uUvoQQOgh4mMDvEQF/RqadGyIWHmJB7WfDCDKg2m4Mi3eYKOVPkqDiAJ0hovoXuW2ieSUSw6TMCerw19KVTQEC0Z4CgZrHN2MdgfCdqcGnhSdutU7ZWqLtraJJBd6yfkH9lLkaBENBwKoiBiC6HkYTzC95iXEHpDVOP1LCOm2htmYe9KqoksC2cpMcMENffTrFLRx+JI3cZOEsN7EIDr+lw2qrxlw5YgAasEbBGQO0SGZNbMiF+/MAQrx1QOPbCIaanp2k0GgSBjyzbqGoLSXJptzvEq3C4gm3rtNsx7rzzPWzZsoWXw6EnH+XBL92DH03Q29dPPJFgaXGRSr1x0bn09vYy2N/P4sNPsV++hpq/Rrm5jCQqKKKOIqrIgoom6QyNbCayKUvs1iEEVcQtm8hp4yI3d6vVXBciWDimiWNbHeG9pZDY0k84kcT3OqJIz3XxXZe15SVOP/04XYPDyH1DZDIZuru78TzvgkL35bCwsMD09DQ7duwgk+k4yBbrFofm1jg0V8a2HQ6EV5mfOkuhUCCdTjM8PIznedi2jeu6F7R6vU69XicajXLHHXegqiorKytYloXruhcU3IMgQJIkotEo0WiUeDxOb2/vZYvYa2trTExMbLS+vj5yuRyaphGPxzFNk2r1/Oe6oigbDl/pdJp4PE44/MpIt8tnT3HysYcxm53nVzNCqKHQxlY1Qqi6TnF+jumzEyiuiWO2Wcst45jti/bXNTRCorsXq9VElCTqpVWq+Ryee7EQGzqOtj1jmykvztFuthAAQ3ZpuZcmnoQ1GDHyiOE0Vu8NbDpwE5uvuxFVvzzZIggCSgtzzB49zNzRwyyePI7rnE/YklUNPRrFiESpFlaw220i6S623XgLm67ej22aPHvfl6gWVjYG8EFnx7Sq1XXBMIiSzO5b34A8soVHnniSdDpNs9m8aNFFEAQMTUW0bUYH+ti2bz/LxVVmZ2dZXl7mXN1XttpgtQkEEdFzkIIALZlGjsZwRXmDXCXLMoqiXPS1YRjs2rWLoaGh7+li9TkCle/7FItFCoUCxWIRz/MuOA9RFHnuuecuuGcBRNEllV7CMsM0GkmCYH3wGQggdK5dVxSEZo1Ub4JUXxZVzlLPV6nmi7TXytitErh1AkkiUDQEI0TgOIQqRQwjRKNcJBAERCOCkkojRWIEmkEgK/iCgNNq4bRbyIqMIHUSu4IgIPDPP7udrzv9tBwycAT5IuLyOciyTCwWIx6PE4vFiEaiNGsmSyvzRKJRbtx/C/FIamMu5Ngu9UqLJ7/2AmboBSpex9mSAGpGhMlMH6rnkGg1SLTqROzz95AriDwxfhXXTpUI+fNMpfagWzL9cpuuUJt2tUCr1brg/PKjW7hvYCueKKEKAp/c3EOiUuL+fJl/tQUm1BAIAlflZvmx1iq6qpLL5Wg3GyBKxD2b29/+szz2hUlim75CausDaFoW2y6vk4kFerrfzjOfrCFJKrf/4q+R6ruQGOB5JqdO/xorK/dRrb6DRn0Hmmag6/oFzTAu/J4syywuPkS5PIVtd/PCC0VM00LTOokXotgh9p5zf3z3u9+94bL8StBqzXDy1D3868MOltV5pt0X9VuRSIRMJkMqpaLrX0SUjhGJbCUUGkWWY1jmMq3WLG1zkXNj/mhkJ7t2/Rm12jHOnP0tJDHEzp1/QiJxgJX8fUxN/RGWlaOr6za6s2/h1Olf3xCG2XaRvVd9knT6h2i3l1jJf5lc7l7a7VlEUSeTeQOGPkh57UlqtSNkMm8kHBpnOXc3tr160fWdgyDIBIFLOLyZa/Z9nuNtjT+ZXeGbpRphSeR9fWl+ejBLz3fpnn0OK9NVnvjiBPt/eISRPV3fk32+HIIgoF2r0q7XSPb2I0oSzcoapcV5WrUqQzv3bMxBrFaT3NnTLJ05SSW/wjVveTs9Y5tf8THnjx/FbNRI9Q1w8olHmD38HJKioOhGR/SrGyiajqrrBAS0azUS3T2M7b8eq9WkWsjj2jaubXW2jk1+aoL54505riCIxLPdaOEwyd5+Et09F5E6tVCYPbe9GUXX4dg9YNVg61sg2v3dv6mXQLNqsTxRYflshVbNJjsSpXcsTmY4hqJKHdHj8RIr053+XzVkNEOmVjKpl0xs08Vuu9htD9vsJH7EugzSAxEGtyUZ2J5CUS9PmHZtj2fun2Hy2XspzT/Ju37rD3nqnm+wdGYRSXJRDQVVlzvNUHAdhdLKKIKYJvDLtKSnwVklk9xN9+gYoWgEIxYhFAsTTkRRQhoHDx9kcvbMxmeeJElIBPiVMqLVRrRNBNvqbH0frbuPHTe/jte9452I4g8m2fu7RbOyRnF+loXjRzjz7SdolEsginRt242YylArrWKWirjLcxvpnIIgkhkZZe8b30KsK0tpaR7Xtgn8jlDNNts018o0Kmu0Kms0Kp3U866hYSoruc4xgEi6C0XVaFbWNsRsim7QvWkM3/VYPnsKWVG56o0/wjV3vJPCaolNmzZdcvyzcPI4//AH/wOt3allHY3t5Oqf+RB/feYsH82o3LF7C+FUGkeSabgecUVCewVkxCAI+C+fP8wDR3P89C2b+MlbNuF6Af98eIlC3SSsyoQ1mbAmEVZl+pMG+4aSqLKI4wdItodTaCGFFNyQzGMzJR44luOhk3ma9vm6siaLvO2qPr52LIfp+rx9bz97BuIsrrVYXGuzuNZmvtyi2nbY1hNlvtyiZV9Ylw6pEnceGOIDN49upF68Unh+wH/+9DM8PrFKX1zn524d513XDF4yHeO7he+7nPnXtxGbfIHeRhixXqBJF08HH+RUcR+iryDg8frsx9nyKx9jpfUsJ0/9KqKooihJQsYI0ejOjWYYwxfUBRcW/p6zE78LwKZNv8ToyM99T877z781wR9/8yx/cefV/PCuXkSBlx2bW67HJx6b5jNPzbLasBEEuHlzBkUUOJWrsVy9mNAVViXGshH+4J172NZzeZGWvVBn9R9OovZFUAejOPkm5qkyOcfFIkBXJQxNRtdkdF1GaDh4NYvQngzR24ZQMufrbUEQELRdvIaD37DXtw5+20WKqshdOkp/FFH7t/tEa7ZK+2QZ0ZBQB6JoY4krSobzWw6lz57Cmq5e8ueCKqEORxFDClJCI3KgBzn9gyFc+k7h+z4LCwuUy2Wq1SrVapVKpUI+n8c0Ta677jrm5uYAeM973rNRH3Ach/n5eaanp5mammJlZeUCgUwmk2HXrl089dRTKIpCLBaj0WjQaDTwX2LamM1m2bZtGwcPHsSyLEKhEO12e2MeqygK3dlu1MoA9SkVBBjcnuKNH9iJHv7/V8LSlcLzPO69915OnDhx0c/C4TD9/f0bwqO+vr4L6ljFYhHbtkmn08zMzDA5OUmlUtlIhrTtTu0iFAoxNjbG+Pg4uq5TKBQ4deoUy8udRCvDMBgdHWV0dJS+vj5WV1dxHIcdO3ag6zrFYpHFxUUWFxdZWFhgdfUcsV8gk8lsOMT39vbSbreZnJzkyJEjG2Mh6IyHQqEQ4XCYcDhMoVC4KGXknEjupdgyth19bZjpmSlcbxrfnaNvxz66RoY25n6+aVIvrtAsljAT2zDDIWrT36bRaBBqVRmOhhAFGN27n/EDN5LovjTB/PH77uXhZw7Rl07x4z/xAeKJy6dtzKw2+ebJFc7mG3z49ZsZSJ4XX6+tLJOfmqDdaLD7dW/ojLVfhHPJRpfCQNLgv755G9eEW3z1j34Xs9kkO7IJWVWpFvPUioV10X4H55Kz97z+zdz2/p/t1NPqdU6dOrVRh6zX6zQaDcrlMo7jIIoi2WyW3t5e+vr62L17N7Is868Hn+Hg44/jmm2aQ5toxxJkT75AIpHgve99L4JuMHniKPrmHRS8gKmWyWTTZKFQxJ46w/j8BEYQIFgmntZZj4POLNdIp8mm0wxlM/Rls0Rice779CcoIZNKpfiJ97+faDRKYWGOz33qk9TcAF2RSSQSdPf1093fz+DgIAMDnbTje1bKfPj4ND934ikUx+ZDH/oQpmkyNTW1Ie6zbZuRgX5CZoOV576N1awjCCJB4F+QOA4Qiic6875dV/H2X/2NjeT5S8FzHcxGg/LyIvPHj9CqVpAVld23vYmpQ8/wxOf/nnf95u8xtOuqy+7j+wnHtpg4+BThRJJkbx9mo4Eky8Sy3Vcs8jIbDfIzk+SnJzcESPVSkXi2m+0330r3pnFG916DY5rc+/u/TW7yzEX7ECWZcCJJvVRkaPdekr39TD37NK1aldGr9xOKxdHCEfRIFD0cITM8Qu/mbTx9zz/y9D2fRzVCiKKI+aLkKgSBULwHSelBEAR8bxk9rJPo7iPZ24cailEr1inMnqIwc5LA90n1DbDlhpsJJ5IsnjpBrdigUvSx2xKCoCFIOlo4jCBodFZgVAI0jEiYcDLM8plJ1rQVGnqThKGzqu7AJYIkWihBHcVroLo1IlYBrTKPVev0kZ5kQKofQ5URzQZOvYxnt17yLkkIgoGih9AjSdRQEoQY8ewAm/ZdxeD2HhLdV5be/YMCz/M4duwYjz32GOVyeUMQtXXr1u+LUKvZnOSZZ+8gHB5j39X/yMyf3MPf1aJ80dG5zpZ5WuvU5/7mR3o486l/QdavQ48qtGsWW6+d4w0f/ABP3v1ZDt57Nw9t+iA/Uo7gxZvcs/OPMCSXL0yfIS4qvL4nSVi9mv9y9R/xM599nr/yQ2wNHL5R/BRmu8Hwnqt52y9/9KJ1htMrNb51qsCHXjv2sn/HIAgo/MUL+G2Xnl++plNzfhXfFer1Uzzz7FuR5SiuWyOVfA2bNv0imtaN6zXxvBae26TVnmV6+k/wvBbXHXiAUGj0FR3Htld5/IkbOFfTjcf3MdB/F9nsmy5rrnUlmJ39K6am/5hr9/8zmtaDoiQRRQXHWSNf+Dr5lfuoVJ99yW8J6FovrtfCdatc2s1bJBQa4Zp9n0dVr7ze+tQX/5Env/xFhl8bJtJ3CGdlnOIpcMwWvicgEkagY/6hd1VQYgVi+huo5drkZyYBgWg6zcCeYbp3SATGaWr1F/C8FiASiWwhlboZSQpTKj1KrXaYeOxqBFHFsvJYVh7fP7em2CGwaloPPd1vQxAV+vvvRNcuHN9Vq1U++clPkkgkeP/733/F13pODOV5HrVajdXVVVzXRpIcduzY/2+uK18KQRDQbE1Sqx0hFt1DOLz5sn2C49TIF77K8vLd1OvHEASVdPoWUqnX0J29HVVNbeyz1ZqhWj1Etfo8leohbLvA+NhHyGTewMLCZ4hEd9Cd/ZErOsdisYjrunR3d39f+utX8Sq+U7wqhHoVr+JV/LuD79usrNxHvX6ceu0k9dopfKEzmZTcCH19P0oodAfV8gx15wu0alXaNZHAjSL4MURiSGIcVcuw88A7SfclmJ75GHNzf00ksp3e3h9DkeMdlblbxXEquE4Fx63gOFVEUSOduoXp6T/Hrg9SPfULSEIG2/SxWg52y8V1OoPf/i0JBralWD05z9LpEqYSYeh1f0ioa+qy1xf4EqraRTyxm8DTKK09QDryn4jX+2HiLNaxk9hnpxBaPnKpM2ASNA11yxaCRgN7ZgZj3z6UgQECx9loztIS9uTkBccSw2Fit7+F2Fvegnn8BK1Dh2gfOoRXuVB8IoRCBO32eUXGy8CJ6nzugM2H3/r71CdO8SvNf+A9b/9N3r3t3RdeZxDQPnOaX3vg5yltSvMX4p0U/u4T+Eu58yR+2aAVH6I9uJN2G7qsebSf/mWefGqJtlvFlZtY+iq+dGkBRyabJRwLMTs9y8Dwc4wOnqJtd1Exb8PSEtieh+XYWI6DHxjsG7iFqftbtBs2hmQQWCKy2wJVxPUvLoSFqDGUyFNdaeChYqNTVYfxRZGmWqWqr1LXSlT1VVZi0+RiF/7dZV+hpzZG2uqiJteoa2Ua2hqm0iEYxtsZRsR+xhMSWw/m2T0psOvv/wbMKnRtAfnCgXfj/n+lPrvIonAMefU5okGcqrsLx80g+hKiLyEECgIqASo+KppoEVEWmdRCWKJCUSnTFi1STpyMkyTlRon5EfSgc/0uLjVqKB4IvsdU/RhTjWMoEZ2uoWGGd1/N4M7dyKrGmaceB2Bkz9X0bN6C2Tb5ytL9zNXmGIoOMSoPM9jKEq/oOLkWhSMTOLZFwy5j+22KssvCncPEQhX6In30R/rpj/ST1JLUTJsPT63wL6UaPxOCbc8+ztysj9zwUAQVQdUJJBlf6IhwgnVhUCB4+HpAM64jOwZdS5GOYmfjZveRZYeQ0WZ7zwLpwTTe6E0MjoXR3DIkR6GRh5NfhhNfhqX1sczAAXjtR2DstvPk8EsQxYMgwDE9Jg8VeO7rs3iuTzxj4Dk+ruMTjqsounyx2+z6N9r1OrmJCTzPQEBF0Vtohk9zrYTrWICPrKoEvrtO3OyIFTz7FASXd7QQJZmhPbeytjxPNT+JICUQhBAILaKpFKoRRdYiyGoEWQnRrBQozB7CiMYY3nM9sa40kizRbrQxa2WalSXqqzlqq4WNArNqGNhmgCCmULU2W244QN/4VvzLpJQEftBxiWq1SGR7eO5ogvZEC7NXQy3ZSHanP2qrArodIEoCqiYhKyK+FyCIAuPXZAmCgOJ8nWqxjdlwLujGtJDM1GuSfC5i88GJIukTIgTyi86hReDXAB9BjCGIEXpkgesiMketHPOOhO+6CE6NqOgTk0S61AhDoQEmakc5UX0KIXAJSVFaXgPTa1xwjUIQdOoSAuz3FCpKhOTMFF3VCt72nSS27kCUA/xmA7/ZxGu0sFs2wuYB/vbmBo9UD2H75wm6eysJspWAKb1GMepDPMpIYhOyKLPSXCHXzG3Q6Q3JwJANFElBEc83URTxAo+G3cBqtelppjhpTKNLCiElykh8hL2hXfTPJRmYiTPUPl9o+EL6GxxMnOZP5j6MZcxRHP8CglAlbKSIjN9MKLUNXe8nHN6M77gUzRx/+ezv8MTSNON2gjHJJCKFibppUk4XXXaWtNWFb5Rox2exI/N4SpNQeTtacRvOShfuuoFYIAQEggiI+J6JKqp0RTMsj3yB5vAT+K5A7tkM1bkorikRuOefewGB/V1vYlP0Kg41HQou2AGIgoehrJALz3AyMUsuXEQVLW6qaKS9N2LNxnDtowSSDe15ztuS+ht7luQIgqKjqV3cnnobz5ceYqLWSWEMWHdaXU9SeilcPYOrD+NLIRxdwQz5KEjovoISSCgeyF6A6PjgWgR+GdFz8dwwbmAT8iwQDXwphk8UxDAIoc69vN43OaKF4l9ZEaeqLFIIn6Wlg+IKhE0PQZDxRQVPlvCCgLAVJVss4lkvAAGCGCcgQJT7kLWrgYDAq+D6eXy/AE6OZjTCXLdPOjrIpuEtqFtlms025QUfyVdQBBlVUlElBTmQ8CsC7oyLWEojCBJNZY2FxBma8hyquYhir5BuBfRaaQaDEbYkbkfXzgtdcr7Lc4JPPmLSDpdoGjlK2gTTSoNCZCd2eD+ect4dqbeV55bJk/QttNDNBbT2Aord3hCcpvU2kgiP2jsxlRCDXhHBdRBt6xLjpoAtXRb7e6uktBaWkuSUuI3l1TZ5x8ATJAJBwhckAkEkAFSrTsOWMSNdBKKIZLYQzRaSbYF/cRKoICt4gYDUriMg8rr0HfQqfSxIdVqCi+oLKL6AGogkMBAEmNdm8St1Qn6EuJohoqwTPwWTslSgxArloIjttGmUCri2jdY9iJbpI57uQlQ1fEFClGWk9SbKCpKi4kWSlIlwdmKG52eLHDNj6L7JUHuBLc4Sva1FdLvTNwaKhrAumPNEmYhgcHX6VjQxhCiICOvPjICIKIggCgjdKt1XbUFsCzSfy+O7LvP1UzS0Ko5jYzXq6/e7QEiPMTZyDREhiVc28ZUW7egEVmaW9I4b6EreSuAE+JaHZzrYtSa1XB5Z1UgO9uM3bKxCg+rqCsXiAsXqPOX6IjWnhBs457pzVFHnNd3vIKF0xDT1YA2xR6Op1ik7K9TrJYr1NqsNC79ZJwh88lo338zcymhrlh/ScmiGRmtpHs+2kIwwocFRQgPDCIpGafkEA+lTGEYDQWyhqg7RqIAsNUCoAZdPiHVdA9McYGzsdchSHFGMIIpRJCmC6zpUKs+TW34II7xAuxXDsW9hJT9Gs9miu7ubnp4euruzKK7No3//d7Q1A7V3iFKtfkXiuIQscOPePeiGQawrS6p/AD0SJfADGuVSp62VqJdWccw20XSGeLabWLabVG//ZdNLX4yHHnqIJ554AugQb9bW1nAcB8MwSCQSGy0SiSCKIs1mk8XFBWZn5zb2kclkNkjz0CF8lEolbNvm2l641nqSw/qNHC4bG06I50Qd51ooFKKnp4fnn39+gzjyUgjr+xZEoSOkeFGfsbmvh2t2bqd38zZimSzVSoUTx49z/ORJcrkcACFdZ+umEfZsHcdUQjx/+DDVanXDwdn3fSzLotls8tIa4c6dO7nxxhtYmpxkrbRK4LnriXsOgW3heS52y8R3bax2i+LaKumwjRAINP0wS9BXXQAAIABJREFUdU/FWxd/BILQMbwQBKRGlf6QihEKIYgiejiCIEi4tkm7Xt/4+xIEhA2ZREzD1+JEkmkSiRA9WoWQvYJbLeLUSzitGo4vsmYbLLVixBSLTbEaFamXhpgite1aYltvwIjF0SNRjFgMIxJDVlVoljrpFdKVpeS+FK5ts3TmJNXCCu16HbNRp12r0W7UCMUSbL/phxjYseuKiMztRp2l0yfRIxGyw6Os1ep84hOfYGRkhPe85z0bAo1zJDVFUejr67usC5tlWSwuLjI3N8fs7Cy1agXfcTBtG9v1kAIf2k1UUSTd148ajiDrBn4Q4DjOBaK9Wq2G4zgbArxzz8a5Fngemq4RiyfYtGkTiUQC27Zpt9sYhkGz2WR1dfWi1lwXzb0Y5wRQ54597r5Mp5LoxWUqczPIu2P0Dk0zN3sV7VYcAhE9iJMOD9CT6SWb7ebI49M0gjxy2sQRGgSih2XZnZQi4dJzC0EQiEQiNBsNNHzirkk7nqH2kudD0zRisRi6ruM4Do7jdJ7TK2hoOoQj9AwPM5JM4NVrG/uLxWKEQucJDWuOy0OlGhNNkz5dJSFLSIKAJHTSJ0WBjf/HHag+u8pSu0jRLVPcMsInaxbvS0a5Kxxn0rSZaNtMtZrka2UarQqbcnP0VTt9T198nL3jNzK2L0u6v+NOfM6JfGlpCV3X6e3tRQuHeXytwdF6ixsSEa5PXOhkvGzafGxmmc+sVLg1FWVvLESXJKI88S3mTp7AlRVE12EknUau78K0pxm+5W5UcRvFs7diiY+RHH2IocF3MTT0XhYX/x7bWSPwbXzfwvdtKtUyxaJDpfJ6VnIO2Wwn4cY0TUzT3CD4/VsYGBjgjjvu2BC2nkOtVuOzn/0sq6ur3HXXXYyO/tsL3idOnODhhx/e6FNbrRaRSIS77rqLTCZDpVKhWCyyurpKsVikWCySz+dxXZf+/j62bdtOu90ml8uRyWQYGhpiYKAbWalgWXkS8WvwfXn92Zzj6LGfxLJyKEoaxykRje5i8/ivkUxeD0B57Wnm5v4WVUnRlXn9RQucQRBQq71AbuVeCoUHcZw1ZDnG9m3/N9nsmwBw3TqFwoOdFEfRQJIMRFFHEETqjVPYVoHHuInHWz2UXZ+D1SZJWeInBzP8RH8XSeU761cvBc/zufv3nqW83Okztr+ml5veuRnV+N4dIz89ydFvfYNqoUMmrK8WN4SuejhCJN3F6vzsxutlVWPTNQdYW1qguDAHQYAgiCi6jmtb7Hn9m4kk07TrVaqFAqIsY0RjpPoG6Bocomtw+AIzh9kXDnHv//jvGyRGQRAZ3LUHURRxLBPbNHHXt45pAgF6JEZ9tbghon0pJFlGj0Q58PZ3sWnfAU4+9i3WcsuYjTrl5UVqxcIlfy8zNMLbfvnXSfS8MjdYgGbF4vG7Jxjdk2bzgZ6NVMwg6JjZtOtOR/i03ir5dSGKJhGKqVSLHRKDKAp0DUURRaEjghLWaQ3rXbEoCkRSGlpIQTWkDbESAtSKbYoLdVzbR9EkRvZ0ke4PY0RUHNvDtT1c28exPeZPlCkvN7Brn0KQkmjRdxAEsPnabl77nq0bxlMvxuKZNfIzVUTd5/7HPsuBA9fx5je/6WXfF9/3KZfLLC4uUigU8H1/gxwej8c32jlh5r83zM7Oct9991Euly/4fjgcZteWzfTFwjQKK0wdeobi3Mwl9yEpCuFEcr2lCCdTBJ5HcX6GcCLJ6NX7aVWrVFaWcWwbIxKlZ2wzPeNbSPUPbIzVKis5vv3P/8TJRx9mdN9+3vZLv8azX/kSi6dP4Htep/kevutSmJkmls1y3dt/nMWJs5x8+BuciGxna/MscnB+vtU0ItQicVp9w/zOT/0U2a4rIxfd/dwC//Weo1x9TS9rwyEyqszNySg/P5R92fvkM7MFfmd6mT873Oaa4roQVwApqaNkQ7hpjYOeQzOqsHUsxccfn+bBE3levz3Lf7tlnO75Bl7dQdQlBF1G1GXQRL5WrvPxQwts7o7wS2/YSiKkUDdd6qbDcCpMPHRlooTp55+luN6fvnguNbBjFz1jW3h8YpU/fegsh+crbMqE+bv37WfTFaQVv1JYVoGDz9yOIie4tvc3kE9/HU58Gada4qx5C2GpzOAHPsJU8CwLC58mkbiOq/b87SUTKF+KIAiYmv5jLDPHjh1/gCBcPBeomw6feXKWh88UOLtSJ2Yo9CcMtvfG6InrRHW50zSFkCpx/9Fl7n5ukbfs7uVj//HqV3StQRAwX26hyRI98fPrV9WWw+mVGmfydRIhldeMpYnWXVqH8p0XiJ15qBhRkJMaUkJHTmoErk/+z1/o9M2igFexkBIa2niCyPW9KH2RS4qPAj+4IlHS/y4Erk/z2RUCN0AMyYhhBdGQEUMyckr/gSCgNptNCoXCxhykVCqxurpKqVTaEDOcMwR4aQOYn5+n2WySTCaZmpq6oN+NRCLE43ESiQTXX389g4ODV3ROlmWhKAqe53HixAkOHjxILpcjnU7zvve9j3i8k4Lg+z7tdntjnLy8vMwXv/hFTNNk27Zt3HjjjQwODuK6LsVikZWVFfL5PJOTk5RKJbaM7CIm9jD3bJtkOsrIni4aaxbRlE6yN0SyJ0yyJ4SiSazlWlTyLXrH499Vqsb3E0EQUK1WMU0Ty7I22okTJzh9+jQ33XQTg4ODiKKIbdsb84nFxcULhEfZbJZEIrFet1q84Bi6rpNKpS4w2tA0jfn5eSYnJy8wvejt7WXHjh2Mj49vkB2DIMBzfGRVIvADSstN9LBCJHnhOkG73WZpaYmFhQUWFxfJ5XIX7FsURbZv386+fftIJBKEw+GNMU/gBzz+T2eZPVkktrVN13AINZtFSaXxVY2iZZNvNCnUG6zVGwjTDXqe8RFkkdY2D+nRj6HoW9Azb6N+5zBV28WdbyLPt4jkTML185/HE6MyqdQU/tIcSuCTNus0ZycAyAyPsvnAjQzvuZrA96mXiswdP8rBmQUCVScQOtaNSVVmKJtmaHCQeCZL4AeceuIRREnih+76AJFkZ32hOD/LycceJj81QX5mErt93vwn2dvPlutvYurQQYxIlLH917H3TW8h33BZa9lUWw6VtkOl5SCJcMfefpaPP89X/+cfoIXDvOMjv01m+Pwc1fc8aqtFKvkc1fwKlXyOVP8Au177BgRBYG1tjc985jNUq9WNmkc4EgUjREUzOBhJMR9PszcRZUtIJy5LPFNt8ky1yarjoroOe+cnuGppCsn3WO7qwbjpVr5eN6m5F89DErLEWEhjU0hDDQKK336CdLPG/pEhkiGDeTfgwUQvT7fOp/70qAq7ogbXttewP/7HtAY2Y2gqcTwK9SaeqpPSZJr1Ok4g4KsqrI/d7nrve9F6+/nVL93H2PwksuuQbVWwl+cQRQlRlpBkBUGSsFptXLOFJMuMH7iR3be+kZ6xLZx+8hGqhTypvk4Saap/AD0c4eRjD/ONv/qfRLsy7H7dG9h925vQwhG+/aUvMHP4Ocxmpw744r+vIIoY0Rh2q0VA0ElA3b2Xt//qb17wPlltl/xMlVbVJprW6R1PIAjgewHS90EE/r1GEATMvnCIp+/5fCeNKfBJDwwhKQqlhTlueOedxLLdhGJxQrE4xvpWEEVeePCrPHX350AUSfX2c+tP/DTdm8Zf9nitWhU9EsGzHZ74p/tZnizSqMRx7HSHED4QwazbNKuXrwcFfgvfnQT/LE57gc7aZARQEEQbAgvfu7T51qUgKSr+uumNrKo41oX8CiMaW08334UwuoVPBzoPlOq0vPPPTdS1GLUaDLbq9NQqJFbLGKs1gkod16wQeDUC/0X3l9SFog+SHtzMpr294JdYXZjDbrd4y//1kY302x9EeJ7H8ePHefTRRymXy+zfv5/bb7/9+3KsZnMaVU2iKElmP/9PPHokxW9jowcBI4LEIj63bO/mJ1ILPHXPSWTjBjxngR/71Wvp37aD1flZ/vSjv4G07018cznNz/Vkmcgd4yu7/pxxMny0cJz/1JPiHYO/TMy5gb94eJIHhSghBJ5dexBtd5I3/cwvbKSluWUTKaogXGGqpVs2WfvyJNbZNZLv2kL4mu+PMc2/N7xw5P1Uq4e54fpvsZL/CrOzf4njrF3ytbHYXrZv/3+IhC80ObIsC0mSkOWXr0cWi9/E89rE43sxjKHvyfm7bp0nn7oF160DAbIcJRzeSq32AkHgEgqN09PzNrqzt2MYA5jmCrncPbTNeSQpgqqkkOU0gRXGaSnYTRGr7lBZnaQhfo6u0Sxjm36Rrq7bEEWZenmV0vwc8Z5eEtkLjZTy05N87rd+hdbYNlyhM79885vfzPXXX0+rNcfKyj+TW7kX0+wY3stylB07/phM120AeK7bMWS9KJ3PwTQX0bTeC4IJgsBncfF/sbT8BWQ5hqZ1o2u9aFo3shLHNJcREBkc/M/I8vnageM4zM3NMTU1xeTkJMVix6j/rrvu+o7Mz34QUG+cJrf8RYqr38Q0l9YNyu4mX/gq09N/iuN05neynCAR34frNalUDiII6kaidU/P29k8/lFUNf2/81Jexav4jvGqEOpVvIr/j9CsWjimR6K7M8mo51s4fod4LYpCZyuJGFHl+76oVVtt4/sB4biGcgVOWf+n4eTxj5Ir/BOBo2Kt9dKujWBV+7Eqgzj5LJnyaXLZazmnHBACj67iEcTAw1HCOHIIRwljawl8UWbzNVmyo3HiQydYyP/WxgDiHAIvROBG8d0IvhNGUEoo4SWcVoLqsd8jmujDsTw0Q0YLyaiGjLF4HOn5R6jkmjSkBGuJzSTaS/Qzj1OZwr7ZwolmMLV+LJLYbgjflRiyn0J25wm6Ndr9DbyYS+gRkfjd0kaKCqKIIMsIigKKjGiEEHUNN1/Ab7U6JLQXOQQJhoFoGEjJJMl3v5v4O96B32zQePRRqvfdR/u5Qxuvlbq6UIeGUPr6kNJpRMOg+tX7cReXkNJplKFB1IFBlP5+lIF+1IEBlIEBlJ4eBFnGXz7FXzz233hYgy//6FcIgoD3/cMd7Gp2c2Dvf0CMyPi6jyVbWJ5FsV3kz57/M37/5t/n9k2dCXEQBHhra9gzM9gzM1gzM9jTMwS2DT/3IR4/dYqJiU4BUxAEikaRarRKS2xR82u4gosnebTFNt2pbhbqC4yvjbN7bRdHRr9GwZYZbAzjiA6WZGFLNpZoIfsyw41hNE+jolfQwjJBq4qyFhBqGZhKjZbSoB5q0wz7NNSAINAw3DjZWpKKUSIXzyMHEkgibnC+0Cci0q8N8mNjP0rPvxzh5MRhvP4IJXOFo1d1sRpUSItdZNUeetUU26wMeqnK173nmFUdmmoNV+rsL+r5xLyAmO8Tl3QSWoJEJMvQ4gCvW/pRHFwULpygtUQTH3+dqLi+fdG/Pj4NqYXoiKT8GAoyltfG9Nq03QamV8f2moBLTJGQxTSIEJJDJOSRzjG8OjW7TN1ZpWaXkEWV0chuREGkZOVI6/1E5DhCWkFNhXFyTfzG+ffIUVyK1Tka8S5iYpSYLRIK4CP7DH7vLTtpFAucnZlhaW6eteUlfNvClBVkXSc8eQZD+REUp+NkGLAuKlh3ThRFAUEUEUWhk7b04rQkLUc8/By26NEWBUxBoSXoeMjEhQa6b1GnDwEfmTqy0EbFRsNG1XS0ZB9aZhS0GK1Wi3Q6za5du8hmOwvX58ZjV/K50LJdinWLctNeX2zuLDjXTZeeuM4P7+pBljqLFI21Mu1ak8xwZ9HKbNisTM2ycOokK5OnsRpN1lbmcMw1RFnFd236t+8kO7yJZmWNuWMvYLWajO+/ns0HbmBleoITj3yLRE8v+9/6DtL9g1jNBrNHD1PNr2C1mljNJmaridVsYERjjF97PaXFBWYOP3uBe78RixPPdhPPdBPv7iGWyXL46/dTWpy/yHnr8ggQFR/fERElufM7sk5p/OcRLSh1ybRjLrZQpF1bZnr0Bt496TBqSrSaDl6vgef5BJN1ggBkVUTt0rETChVNQIgp9GxJ8HG7TmN+mvc+dT/CyhJ6NE332H7C8UFEJYXvh7BaIr7n0G7MsjpzmNvSNyJLER6uO4hKeb1wHcFzNLx1cc3OsMj4S4peLgGnMwWK0hqNpk3Q9olaGglXQxI01PISaL3EQ1mSqoq+fs94QD2AqutTdQKqXoAhCWTDMmXf4mwox213XsO3ql/n0yc+fcExBQQUUSFlpBiODbOnaw/7uvdRaBZ4Jv8Mk2uTWJ6FJEiIoogsyAiCQMtp0ajX+PXpD7DNHOVIfILFrTVuCO/HPVmjKx9GRGQ+kkfaE2dkZDOlJ/+F2Nx22oKFGwicquYZ1jS6tDSSIOEHAZZswUCafGWGY8smi12TbFHCvLa2D4nzpAo/8Gj5dap2kYpZJMBHETXaXoNlZZVlqUwrkNC9bgLRwRGruEENfBvJczE1gUBPcVVrGzcZV6NoHhPyMnm/RjtoowoyGgrxQCPu6/S4o+jonDFdFr0KcsggOhrl6M5HuW/+n2m7JvuMPu50VV6bm+HY0Hv5hvE2XpdNUJ+ocnqiTMXOUak+SF1vUk94tNMObtrGCVSmT74V387yKV9lWBARgxxBUMP0qgSBty7sWP+UF0UQFFzf5WxlmsVmkYiSRJNCSIKCFzjYnontd5rjmxvitnPjhI3sGFG6pFBGCScJZbdhSzYmTVRVJjh7FkmK4AceltvqJDYJGopkoIg6BB41c5mAgEATwfYQXpI85wsBvhAg+yJCaBs9qc2YmslS5RRHhtbIJQpErRTpVh+pVh/pVh+x/CECt4AW/8mNftLHQ+Ty49sAn4pRYDZ5nJnUEUQvzf7q69hR72cQgawgExPPfw5OBDb3dS0Sjgg4QYqWpBNuPsAR9ync8AjNxNUUUtfQ0DOIvsfu1RfYnz+NGGgIa1GMtRiCImGk5hAlp5NCIbj4go8NCJbLsp/mvuY1uMjsjU6w1V9Dd4XL60ICH9EyCUSRQO0U/ATbRPDcdYFksCGmDfQQgSSRjfchCxHq7VXqZo1AuJK+tHO6u7whdrqDeIKPg4uDhy24mILDEWmWutAkqan0ZdIkIyG8lQpiISAd9JAki4yCj0dDqqGJBpIv0fSrFFoLzK+dICTHSKrdKJKOIqjIoooidsgIJytPs9LuENokRUGUFXzXwXOci841ANB0on2DbBs/wNBsD4ILbaWBpCjrH9+dEU0Q+OBByIogI+MFLgVvgVPeN2m6OQTRR5QFFENGDWnoER09phHJegjhRRx3CVXtYtOmD7OSv59K5SCJ+LVs3/77L+sCtrKywpe+9KWNoqroe8QVGQMP2fdxU70srKwwmIrymhtvRAh87v3GUzxZUmiqcepyhLoYwr0EWWoo7POln76BeEJgdfVhLKtEYf4ExYXTmO0iihEQThkIehnw8H0NCOE6KqYpYzshbNvAMnVMU8P3JYxQDQFoNhOoWotUqkQ4nMMwGhcd/xxarShmuZu+MTCtSfZe9RnS6ZsveI1jmhx75Js88pmPdxyeBYHI8Bh+7xDWejqKpiqosoKmSCiCSGWtTKHRAt9DtEzU4hJKq36Zs+CiMUPv+FZufNedNOo1FufnaZoWbcvCtG1M2yEQBELxBAvLOXZt30ZY05iZn0NwXHzXwRdFnAAcz+u8/sU1M99HrpVIWE28VBZXNdYFfTKi1BH3RaJR3p48RfTo33V+x0jBTz0CyeHLXgNOG9vxePjBBzn9yDdxVvP0DI8QS3dRWclRW5lHD1pENA9Z9Gk6CraoYcUzrMWHUJdmCUQJN55CMWR6hFV67EVi5iptU6BsGZRNnYar0RX3mO3Z3xFQEhDWNUKqiq7IqKKIXS5QmTiBJAY0jRTteAZJFngNz9Lnr5xPtfEDXE9gvpXkbK2L4NycmoCE2kYARCFAEiGQVXzFwFGiOGoMT1SoNVvouo7arGKtlTbeCllRSfb1d4gHMYXu5fsZcV9AFCUE/3x/ECDSVLuoS0lqQoxKEKHkhrAdhwRVakqWrW/9MFv3dOqgrZpNtfBSh00IJzVir9DFu1WzaVYsbMehXM9TquRpNBqIokg4HCYSiVzQwuEwkiRRq9U4fPgwCwsL2LaNKIpomoaqqpfcVioVnn76aVRV5Wd/9meJRv9twuUrge/7iKLI/PEjPPa5T5OfXjdDEQRSvf30jG8hmu4iCAJ6N2+jb9tOTp89y9TUVCfdp9XCdZ11MnDQGVe8yAU/m82yurp6keM3dNylu9JpQpoKrSaCIKBoKtnuHvqGhkhkuqmXSxTnZ1idm6G8uEA5t4RVKXfutJFN7Ln1CcxaEnntD9l9ywg9m+LIL0n8aFYtDn5lmsUza9RL58kIY1dn2HPbIMleHS9wcRwH27bRNI1oNIokSZw+fZq7774b3/fJZrNs376dVCpFKpUinU5jGMZ5wbgfsGzZDOkqdhDwWLnOvGmzaruUHJdV22V1fZu3HZovIjwogsCt6ShJWabqeqw5LhXXo+p6VByX9npqlAiXy198Wbw1k+Bvdg4jXWKwEQQBLcfloa9/jfn5eT74wQ9uECS/F/jEQpHfnVrGWe9Hd8gCe594kDft2Myxo8doeD6CY5NwBSiNYSZ82pEOcU8UfPYfuBdNsyDQMdtjVCoJqtUY1WoEy+6MH2RR4bZbX8/1rzlAEMDi6TJzx0rEuw26N4eR9WBDHGWaJo7jXPScXm4O3m63+dSnPkW9XueDH/wgXZchrfu+z/PPP88DDzxANpslm82iKApdXV3s3Llzg/h5KbRaLQ4fPszx48fJ5XJIkkQmk9kgsgLE4/ENF/Zz44oOqfQ/Uq9/g9XSw/R030F391svmVB7pXglNYlzuHulzC+cmmdAV8goCm/sivGTAxki8sXjl3w+z5kzZwiCgLGxsQ3X7peD1XaZfC6P5wbUy1UOPfA4wztdrLbAypSJHo2y9w3jDG7vp3vT+HecnOO5Lo/8r0/wwr98DVXXSfUNEOvKEs1kiXVl0UIhFk4cpV5aZWj3XnrHtyCrGke++TVmjzxPZniUvi3b6d+6g97NW/A9n2996q8589TjnRROVSOe7cb3PFrVClbrvADUiMboGhwm1T/IqSceIZ7Jcuv7f4by8iJDu/Ze1pn+xWhW1pg/foRQLEGipxdF11FUDUlVvqP3ZOaFQ3ztY3+Ia9vsuvWNjO2/DiMSpVXrJGQM79l72f0GQcD9f36EhZOdmrka6pAaPNvHdf0LfD1UQ6Z3PM7/y957R1ly1fe+n8p1cuocZ6Z7clIYpVFAAQVElEwwBgfA18Tnay3jdM3F9y37Xfvy7GVssJFtTHqWLzZRQogRIAllIWlGE3pyh+mcTk6Va78/TqtHoxlJIywcrvmutVed1ev0qap9Tu1d9dvf0LM+Te/6DIkOFYFAEToL4xXmxyosjFdolB123tDPlqt7Vut1TtMnmtJRXoaQHngh82NlTj6zyMTBPFbtRc8VEqi6QjxtsON1Jt//m0+w5qJ30Lflavo3ZVaIiC9/PTz77LPce++9fPCDH6S7+9WLxv5PhWVZq/c5pVKJ+fl5BgcHicViq+65zydTPO+ke+DAATKZDNdccw2bNm3CMAwmJiZ4/PHHGRsbQ9M0Lr74Yi6//HIai/P4rkNb/yB6JIIkt2pV0gsMCl4LPHf/vTz4hTuJZ3PUiwU61gyhmQayoiIrCrKikO3tZ/fb340eiRL4Pl/+/d+idOok7sAmDg3swppaRK2WSYZ1OlSbTGkSSdO4/Td+m6GLL8NyA8aW62zrPXuuWKrZXP9nD1OPKISXtrE7kyDv+YzULT63ZZDbOjNn/c+y6/HNxRJ/MNpK9LjYl/ladzfCCfGLNv5yE3+piZe3wF9JDe2IEtmcpZRQiY9WsY8XW+VyTUZ4L7r7kCCys534pd3og4nzFoWIMGRxYgxNMzn4wPfYt+eec74vGW/n/X/+NyhJHSEEDx1f4uNfO0gQCt5+cWveEALClTnr8nVZbtnW/YL9CAgF0qsgDxeLT/Dc/l9CVeOkUheTTl5MrmkSnzxCNaZwSH0Mx1mkt/cXWD/8+yjKmeT/iuVxfKHG8YUqmiKzvS/Fhs4E2gv6ZrLQ4Oh8DcvzaboBlhtQtTz+8elpCg2HnX1pdvalaLjB6nvrztkkXF2Refel/Xz85o0kzJ88CcdbbOCXHWRNQTIUJF1G0hWEE+CMlSl/d6Il7lXklT4Nz74RlUFSFTo+shO1I4pwg5Zg7t8ZwjBkYWGBaDRKKpX6NxWani9p8oXwfZ+TJ08yOzvL4uIi83Nz1M9hJKGKkKihIwuB5ziEkkQoKwRAIM601YpGoyQScQqFIlFVRi8uEVMV0pkMqfZ2Etk24pksdqNOcW6W+ZPHsRs1Uh1dRJOp1n3GSjrlixMrXavJyaefINneydZb30Y6nX7F54tyuYxlWS87j3qex549e9i7t7VGraoaZrMLvdFBKpalWXYJX5C2a0RVnOZpEWj/lgyDVxgMDveQfpk0n38tFItFRkdH2bt3L4uLi+d8z4033siVV175kp/RbDaZnZ1lZmaG2dlZqtUqkiSxc+dOdDnKc4+eIK5n6OsZQFWVlpD8+aUAVWJga46udUkWFhYIgqCVQJ0POPnsIvWSQ6N8uvleiBFt/W6dpo8kwcC2HFuv7mVwaxb5HHPB8yKvhYUFdF2nr68PtyE49uQcPtBUoCFDVRaUjpSQDlewMxpmycM3ZJ5apzPdpuKpEu2VgI5yQGfZp7MSoAUw3a7y9Svi3PrAV+hcmuGeWz/GO58QaIFAWRmvXEOm1mMg+mNctK0d+3iFxQfmcDSJsZ4GHepxaNTo6uygO2bSGD3G/ImjZxiWublunI5ern7zW5DyCxx68kkqoUQoy0ieg1YuoNYrKKkMoWMTCz02X/k6rHqNY489jKzItK9ZR+e69XStG6ZzaD3NcpluYS2/AAAgAElEQVQ9n/tz6qUifZu24jTqLE+d4vKfezdXvvM9q/uuLi9x4Af3MTVyAD0SZfrwIdoH13Lb73ySePb8SatLS0vcddddWI5D4vW3ctxMcKjpMNq0CVZO9bJUjB5DY1+1ybTtEgK9hsbuTJydiSjb4xG2xiMEjTrPnZriv1sKs67PrW0ptsYjpDSFlKrQrqmsi5rktLOJzedC1Q8YqVmM1JscrFkcqlscb9hcM3aAq048R9GIg6KiyTKvu/kWFgaHKbgepYUFrOMjMHoExfURZoTFdDsdpWXUegWjuMCatWvpWDuMCEPCICBYqV+pukHf5q0MbNtJJPHSqYcvxMT+vTxzzzeYPnwQRdOIZ3NUFhcY2LaDeLatZbgUT2DGEyTa2unbvBUjGqNZKfP9v/0MU4cO8N4/+TTZnta9TGmhwaGHZjj61AK+c7qmbcY0fD8k9EPWbG9jeFcH/ZuymPF//+l3nmNzav8+Hv6Hv6dWyPOW3/xvDF182Wu+HyEE++6f5KlvjxNJaPRvztK/JUv/5iyxlEHghYzuW6JRcRChQIStdf9cTxxkqOVtqnmLasGmtLCECD3aBvoYvqiDwW05JEnCd90W12GF7/DC13ajjmtZZHv76N+6nXgmR62wzKEHv49rWSTbOki2t7fqCW3tRBLJs64FPxQcb9qcshzmbI85x2XO8Zh3PGZtl0XXe/42HWjVDf9oIMd1zSKjz+5n+vAIxdkxwuC0+fPzzyu3fOQOtr7uhte8319rBEHAd77zHQ4ePMgdd9zxmte8X4ylHz/G2Ld83k3rHupjGBQRfBWXH/3Wtez/8l8wtm8ZMx7wob/+NNKKcdwlv/c1TCnAiXeQrzvc2JelU93P3ZG/JurFaKpN/jjzJf5ipAwVh7+VTcxcHDmm0fmRC/DLDtaBZZr7l/DmGxgbMrS9b+srjo/ufIPlvzkIoSB18yCx3T3/Kc1SXkt4XonJqc8zOXknw0O/zeDgB4HnDaD2AKAo0ZUWQ1XjxOMbzzKzGBkZ4Zvf/OaqsU00Gl1Nt7zyyivPy0jrX4ql5fsplZ4iGhmkXj9OrX6YTGY3XZ1vIR7ffNZv5bGvfoUTTz2GrKjY9RqNSvklTe1VM0RSA2TZQJVTNMqnRWKqrpPuaSPVnUSSXcaenMDt7MZO93DNNVuYm3MZHx/nAx/4AL29vUBLvFQq/5hy+Rm6u972mgnCzhd79+5lz549eJ6HoigMDg4yNDTE+vXrV03V/qOjUHiUAwd/FcPoxranyaQvp6vrraRSFxGNrltNvZyc+jsajRMMDnyQpeU9TIx9DkVT6ev7JQYHfhVNO7u+9DP8DP+e8TMh1M/wM/yU4LkBo88u4TkBtaLNoR/NIEnw9t/dRfGxUxh7i8x7goNWgHvGYp9Ce1Zw8du3k2yLcuhHM6zZnqNvU/Yl9yWE4Ef/31FKxya56EKDgTddgXyOIqIQgkf/+SSHHmoRCIyoyuVvXcfmq3rOuUAohKDw+c9TvfdeEje8nuwH3o+yEnH/HxXzsw9w5PivUTxxA+V9b6Y94dK7KcPgQB596Um+99w1FJspehcep3P+x1iRdrrXJel+y3XIkegLEpJcys8d4eChgMXuy/CUKCDoafdYKjdRtAZyU4AlowQhcuCiCA9FClECBzU1TVZTufLT/xNFbxUqhO9T3XM/+TvvbCUvqSrC989IdpEMAzkRJyiWzhArnQsCQZADpaIS2bgJrb8ftb0dSVEQQQBBgAgD/OU89sgIamcn6dtvI/XWtxFaTWTDQIpEXtE5feY3foPanvtX9gn5eISZXJLlRBQBJFyfW37lg/Te/nOv8OUcIPzyW6laGj80dxPt2Q1C5dmJKcIXp+IgcFSb6egMakTlpuRN9Pb2snv3bkZHRxkbG1t1oFaU1qJnoVDg6NGjmKbJVVddxZYtW0gmk+yZ3MOXDn+JzmgnOSNH0ksQlmWOLO3npDrKpf2X8qHuX+Wfv/1tVCuNH6kRhOd2jQllQV2uk/Djq4TyyeQ4z2afI6nGiGlxFq1l0nKaq3quQvUazFdnGBMFemI9XNR5EWqoki5GaY+10x5tpyPeQTaSY/5wCZ6YQw9AlE+AIiHQqVdHUW68FK2uoSx5KJaJLK0Uv+QANafSzLsU/RIL6jwZMsSI48ou9kpzZI9t1npOauP8s3cX65s70fUstu6SD2ZperMEsouvBPiKIFAhVMFXASRUV2J4Nkq6evqhT9I0FCOCGo+jJVI4iR5OJTZgBAlSUpTHIwEjPQq/M3kfb5tbQPM7sBjEFf1oorVwmDeWMaU6ut1O0cuTr8+Qja0hk2ijotRZ8MvMWk2WHDCtEKHolNraMBydzlqU61KC2VDwQOLH6GFrgaMciTOfyuFG42yfPIreMInXN6EFUa67PUd6QMXyfTq7Ookn0qBoIKutlIL6MuEX3oBVqlHzknhCon9DJ2LXfwGzjVBNI+QEITFm909j7V0ibhvIPE/O95k09zOpjeGqMRzJwA1lnEAiQEHoUdxGlYjQsWSJhB6n7lQRBKiqgWFGiCZimNEoRjSOGs8ysHaIiGnwmQdHefDYuR17n0d/wuSa4TZiioxxokI4W2JG1WioDXQRYBKgE6BLPr5i0zDKDCV9tPIyjQ0djGZ1Lu26jL5EL/nSMkv3fo1g9DhWTxvyNVfwzt1voS9t4rqzmEbPatTuuVBZWuC+T30KI5OkZ9dOpuaO06hX6du0nXgyTbNWwapUsCtVavNzFA+e5Irbf4HLb3snVrNGYX6c6ZEHWXxqDrfYEr6Eio+ZdTDaahgdJYxsjUi2j75170ET63n4y//EySOHQVHQHQtZUehcN0zPxi38VcXj0a2XEwl8rBe4/ucaLnFJYjKiriZVRBUZPxS0zU+ye9+PWDN1Ai3i03vFInrSxa3rmPE4sXSaaCqFGYtSKRwgdeQNRJa2EXU7mR3+BvV1e4AzCTehZ+DUupl/6tfIee1osowSQEMSbDMUIhIUfEFKkTBfwiXTVSSsqIatyPgI9FAQ9UNMJ0AJTt9wPJ88AlAFTvSN8xhP8uuX/QaxMIZd9rFLDs2yS2JAwRg+RTK+DU3kQAiEFxI2PIKmR9j0CRteqzV9EAKvYOEXbU4NFegbS6GFrX5d0PKM9y0xfPUF7Ny4k3J5L6OH9zD29CSDlTfS7bTz0PxXKbtzOBpoQqNL7aYjMkinOUDW6EaWFPL2HFmji1AEnKqPsGidIhASTRFS932QTfRonEgiieOH1GtNNGU9qny6gCFrMiJokbbPhUDyCdUGl2pZOtTTfe4LgS/AFQKPkKJwWXZljitLPHLRP1GwDVx1FCSBqF1IUL6S0OklDMVq+sWZCJGUBiI4V1HXb31TkscOSeLnwjRxyaVbCLJoSEgEK00gr+ZJxVuh4uc8r7P3buMi0DHwCFBCkFBQZJlQhHihgxNYNIMqda/MqeYJqu4yQ4mdJLUcda9IX3SYjHHaecoOHZpBEytoYgUNrNBiWjFZkGR0e5554TEhx0g5NbJOhbRbJe430ISDuv0CbgqvIrqSpDilL7An9hCxuRRKPY7ul5FEDSGa+EEdEbhItDOcn0MPYyzktiP5Lh3FCQyvgSw8JCkEAnwlpNnehrv2ah5K9jFsx7kNEwWJpinjJHWsqIoTU1k2JY7gUesc4cnDzzJ96vUrqWGtK6gjWcKUHQgFIoBAKPihgidU3FDDCzS8UEMgEVcbdMSWcAKDhhel7sXww9ZcPZiYpuq2XIh2de7nB1PXAaAKQYyAmAiJEhITITFCeiSfdVkbX66gqjKd7b30dQ4Rj7QR+ALfbSUEBl5IEAgicZ3p40XuH80zZobkCbnUiPD2La3ilecEuI6P7wSt13ZAtdjADS2MqErUjCEFOqEbEs3IxNtlIjkVNQZCcXGtgFK5xKmZUawVh0Nd18lkMui6jqao5JwY7Y0YibpOU/Lw5ZC0FCVaU5BWLgihSGDICE0iVCVCRSDVfbQmzJoFlrQyNaOOGgmQFAUfiSCQkDwFXAnJA9WWyYZxusI0aRGjgc39+gFKYQm1UgQJhKKCphMoOgtKlqKIE2LiJQosumksO8lFPXt5x8a70ZWzxVaBp1AvJKiMx2hO5RBhBBeJ5HCR/gvGkBXB/Mga8qMDyIqKFIkRGhECVcMR4AlQEeQCh5qnsRSazIUxFkmwpKSpSSZxXeYajmDg8Yzfz0yYxpQCEljEJJeMIVjTkaKvLUm+WEZRFC7csZVuqcLeH9/F8PAP0PXW4o0QMr5vEAQGnqvhuSrNZprFpWGazRbJQ/JclGYNKQxBhESiMeKZDJmOLvo3byUej5PL5ZienmZ8fJyxsTEiEYWerIFbmqFemESSLTRdx/b6CPV2Mv1r6O3tpFz9n0TljfgLO2iUCpTLZSq2i6NqhKpOpFElk81Sj6epNJpkMhna2tpWk5YajQb1en2V9P1ibBnsoysRQ1dVUm3tRNMZ9HgSJRLB9wMWZmc4evQYc/NzeOUSoVXHT+ZAecFCRRAgBT6EPkJWUGwL2XcJInFCI9ISmL7sIBqCBKZr02FX8WyLwGstovueuyray2hNAmQCNLqGhrmJr+PKJsfqfVTrHobcaqbiYcg+ad2m06jhCYXJegoRSWEmooQB+I6F6VWIiCayJFabhKDimRSdKP3xCq4WxUUnIiwaTRirZRmr56h6rfE1ovmkYxBRA8bzOqoU4gsZzjF/qFLAmniJghOl5L6yg6SmyWxeE6Uv6SB5TfLKIEWnlSIX2jXcWgmvWcfzfNxQwVsZP/2wte94RBAmEkTbe9i+qY9U7Rjx0mEyjTF0YeGg83VuZclYy/XrdDy7wcRcnlEni5nqIBqNnuFwnU6n0UnwxFOPUq7nuem6N7KmZz33fe7gaSLUi9C1LkWmK4okgRnX0QwZu9FKIVJ1BU1XUHUZRZM5eug4YzPHCZQmgWIh5BZhwTQiILUEF6+E7u5uDMNACIHjOLiuu7p98TWwZcsWtq+9jMIpFyTIdsdW22uZggJg1aosjp1kYewk82MnWBw7iVWrtkSMYYhmmPRs3IyiqkwfGcGzW3OBGU9g5NppoNCo1VCsBkEsQRhPIjXryK6NbEQwNA3sBqLZQDg24jwdVgUQ6iahGYV4kvW7dhGP/QA1+RQx5y+57JZbz2sxuF5yWBivEIlrFHsMpmwXLxQ4ocAVIW4oWBsx2JWKsSdf4dlKg8FqEcW1mW/vpSkEgRCEAkJa263xCJemYvzeyRkO1iy6dA0nDCn5rd+FDGQ1lTZdpW1l266rbIpFGIzo2KHgsVKN7yyVCWm5JqdUhYymklIV0ppCTlO5coV8tOR61PywdRy0SMDByvEEAmZtl2nbpdvQWBc1GIoYpM4zkUcI8VNZVHfCEE2SuHupzG8fn8aolPh/dZtbbrqJwwf288P776ds2a0xVpbJqRLrhod59tgYiUiD/l7BkROJ1WtNDgw0N4kRptD8JJIVRdNUuoZS5Gfq2HUPWZEIV56HMt0xBrdmGdiWo2cojaK9OqFQsVjk85//PLIsc91113HBBRegKApCCGZnZxkZGeHw4cPUajWGhoZ417ve9ZIJba+EWq22KoYMgoDFxUWmpqaYmppibm6OXC5Hf38/qqry8MMPk81m+ZVf+ZUzyKWO43Dy5ElOnDiB53nE43GuvfZaIpEIJ06cIBKJrLrKvxyq1SrHjh1jaGiIXO7cJLsfFqr88qFxrkjFuWvnOoxzfGa9Xmdqaopjx45x8ODB1b9rmsaHPvShl/xsgJGHZ3j8G6P4bogI6zjVr4CwVwxQzh4/km0dXHTrW9hx4xvQ9HMn2Xq2Ta1YwK7X6FizDlXXCcOA+/7yTzn+5KNceMub2f3O92DGXpvUkVYCko+iKKs1VyEEjVKR/MwUhekpCjOTK68niabSvPOTf0wid35JMWftLxQ0a+5q2lHreSFAkiW61qVWk5nOB9XlJZ78xlc58siDZ/W3pGSIpi8nltuJbupE4ho969O09SdYGKuwd88k62+McHLmAPnSIjEjTSqaI5NoI5tqJ5dpp2c4Q7Y3xuLiAgcOHODIkSPUai3h+/DwMLt27WL9+vUoyrkFV5ZlcfToURYWFlAUZZVYrqoqjuMwPj5ONpvliu1bW8kzk+N0rN1AtncdvtPEsarYtSpWtYJrWzRKRaaPjvChO79CLH324n+z2WRubo7Z2dnV9jyRXdM0PvrRj/6bEpPCMEQI8ZL99fx7HMdZFSj5vs/hw4fJ5XL09vae1/ELITh8+DBHjhwhl8sRj8exLItGo0Gz2aTZbFIulymVSkiSRCaTWU0akSSJWCxGvX620YJpmmzevJlbbrkFwzj7+l1YWODxxx9nZGQESZLYtm0bu3fvpqvrlYWC/1I89OW/4+ADe3j9Bz5yXqTCZrXC/MljrLvo0lXjq5HZKt/YN8M9B+YIyku8Kb+HrnSUj336Tj78D/vYc3iBqze2c+mGNmpVh6l8k4l8g1OFBm4o4KpOHr5uGwMRg0AI3rj3JDO2yw8v2ciU5fBcrcm+anOVvAxwRd7n6nScT6k2X79gCCsICYFrMgkiK+KWoGhjj5ZoHsjjTlUhEMgJndjFncR2daK2RRBBiHACQjsgtHyaB5dpPDGH8EIkUyGyrY3YxZ3oa84mea72yVyJ7/7pp5iaPbT6tw3ZS9ieuvq0uEaROBUeZu+pPbxx7YfIDvYjaTKSKrOYUvm9mSVOLjWQJZClVjxcGAoabsCvXz9M0/L5/qF5dnoSb1ANbvroLtSsec7jORcKhUdZWv4e5fKzNJtjAEiSihA+8fgWNm38Q1KpCzg0U+Gh40vUbI+JfEuwNFu2zvo8XZW5ZE2Gz7z7IqqWx82ffgTnHIkZFw9m+B9v3sr2vrOFcLYXnGF+VrN91nfG6Uye/3k9D2+piTNeJnZpN958g6XPPneuwPlVGMNpsj+/ESXeuqcRQrRqw2UHv+QQlG2CiktkWw5jzUsLvl8Kge9TWVrEjMfPSRB+OYRhyPj4OMvLy1QqlVbtYUVU2dbWxvDwMPPz8+TzeSKRCMvLy6upNKZp0tnZ+YIU685VAfvLHm8QsLy8jBACTdNwHIdIJEI2+9JrIi/GkSNHuPvuu9mwYQM/93OvsH66cp579+7l0UcfXRW46CIgqJRQ7Ca5XBanXMaqlknEY2TaOygvzKMaBqn2TkQY4toWrm3jWk3sZhMvCIhmcyiBj1UuEQbBakqJEK307Vph+YxUE80w6RpaTzSVprK0gF2vr6ZUeo59ThKlqukEgc9H//6rr3kqRb1eZ2Ghde8wMjKCEKJlstHWRjySRJdjSJ6BsFQiGYlAs5mbXmR+eZpQdpEkiR3bd3DtddeSyfzrkv3K5TKPPPII4+PjlMtlADo7O7ngggtIpVKYpolhGBiGQSQSIfYqORonnlng0EOz9KxPcfSJeQIvJJoyqBXt09f7SrpmsLJOYsY0IgkNM9a6BubHKsiqRDxtEHtBM6MajYpDGAi6h1OUF5scfWKeZsUlktTp35Shd0OGng1pUu2Rs65pIQTfmS5w8nNHMUvnrvvt3Rlj/8440qzF1SdshqfdMypWWlSlrTdOe1+cjsEEw7s6sJp1/ubX3kvfrbdzbPdNbK4IMkdqdPUn6NmQJtsVOyuBbmG8wv4fzXBy7xJNNUC/zEXJj1IsFkkmk+zcvo3OqEE0FufoqSme2X+AzLph/rh/GwBJVeamdIzLq3nc44eZmpo64/N7AgtneoIwCNhxw81c/vZ3Y0Rj1Go1yuUy5XIZ3/fZuGE9chhCPIkpS3zvM3/Kiace55c+9RlqxTz77/8u43ufbn3mxs0Enku2t58bPvBhdPOlxYVCCOpByLLrs2g7HDt4gKlHHyZQVe7edjmL8TTdhsa2eIRt8QjbExEuSETpMU8/wzp+wInDBRoTNay6R7ojupK4FiWRiyDLrfsbTwj0V6ql/gR4olTn48enWXQ97tnSz4ZUnJOOz88fGGPJbT2XKBKkVZWsprDl4e/SXa+CJGEsTLJ1wwZe94vvJ9Xx2t8nFudmefbeb7I4Psrud7yHoYsvPa//810XRdWYPFzg0EMzTB0pIqsSG3Z1suHyLhIZk+XpGlMjBYyohhCCk3uXsKqtWmDHQIK+zVkGNmdJ5EzyM3XCQGBEVOymR3mxyeyJEq4VEM8YJHImiWyrGTGNwAvpGEy8YjpeEISEgUDTFYIgZHmyhhFVSWTNs4yHXu5cm9UyM8d9Fk9VSXdESXdESHdGSbZFzjvpym54FOfqhCF0DCbQTZXAD/nRXcc49uQC6y/p5Ppf2oR6nuk6/5HghYIjDYuTDZu0pvL3M8s8VKzxxvYUv7u2m/UxkzAI2LdnH09+6wRv/Ni1rN3Rzd9+9H10Da3nrR//xL/1KZwX8vk8n/3sZ7n22mu59tprf6r7csp5Fv/kCDdRwkbla+ksZkznbbML/NLuNfzu69fyz//37zG061I6XvdWhtpjHJyp8Na/ehxZBNzzrkEeqcb44uOnWK45DA4+TDH6Pdpqa7n18H/lr5I270PnPQM6nduHqNw3gT6QwJ1q1Ti0/gRaW4Tmc0ukbxsmftlLi7/9os3S5w4gSdD+wR2or9LA7Wc4E66bZ2rqC8zM/gNB0KCj441s2fypM5KGXglzc3PMzMwQiUT49re/TXd3N+vXr19NObUsi8XFRWq1GjfffDOXX375T/GMXh1GHvoB99/5F/Rv2Y6ZSGDG4sQyOeKZLPFslngmRzybQ9V1Rp95ipmjh6hWj1CvHyGXu4ZUd4aK9zXsio9VMLGLBlbRILBV4hsUFtQL2L59M7ff/vNYlsWdd96JLMvcdNNNDA8Pn/WcJYTg5MmT2LbNxo0bz1n/+ZdifHychYUF6vU6TzzxBOvWreOKK65gcHDwJ67Z/3vH3PzXOXr0d+jufgebNv4RsvzS60FCCJ77/hQ/vmeM7m1jxIb/DE036O//ZQb6P4Cmnf/zvRCCRnMUx54jm736X2TQ9jP8DK8WPxNC/Qw/w08ILwhZqNj4oSAIQ4SAdFQnrsgcfWyO/T+YOsNRcHc3qPkqY8l2trg+YfEEhplGMlIsz+7FyWoovf0sHZpiOboOx8i0Kk8Ccr1x3vWJS85Z+BW+z75P/i1iz9eINRcAsDvX0/7Xnyeaja0scgZ4bsjM0xMc+9EEm9a5ZJ69G396kqaeI1ANNEWgKSG6JtDUFjcsKJcJ8nlCSUEWAcgyqdveRva970Xt6kJJv7wDol8qMf/7nyBxw/Wkz6OI+0qw7TmKxScIQovenne/7ER9xv81PB772klK5cdIbfxrfCtB28Ff5JL/sgtp/11w6GtgVxCRNgK7Sd1Lk9h2NcFlv43aO4D8Mjc+1fvuo/yNb2J5KierHUx3XElbfZQr39BBvC1O2GgQNptnbAHs48ex9u4j9da3Er/heirfvpvGE08gXkCQkmIx2n7t10i+6Y3UH3gQORohccstKPF4ixx18iSNRx+l/vAjNPftA98n/fPvouN3fxdr3z7CpoUkS0R37UJJnp97zfmics89CD8g9FwW/+B/oF+1jtl0hKNLNnUHTFUw3B5ApJ1jix6aLPO2D/0q6WXR6gPfQvKb4DeQ/AZ4DWqLyzwSbOGYXCJEICMRSCHrgnbWqgkinowXatSlkJpkU5TqzClFQgQGEg4CSQoQQkHWFJClVbc/EYqVCpjG+kY76+ptSAgaShMpUIkGEVIiQkycFq28GD/SDjOqLCCjoGuXIksmSB4SHgIHCUHolLkm6KfLU2nKJUYjB3kuEAwMDiAELBfK2I1WJC0Ckp0buPGNN3M8b1GwHNTxKlcerRN/iSl4wQuoBdCjSYS0DBozK8WhUAgqfoOCb1HyfbwwZK3kYOgqVa9KTE0SN9qxJB879CEAKZRQpFazQ4+99TK+lAA1iWJ6tLU5BG3t2LE4ekTFMDXMiIZhaBiGgmmoREOQGj7PCZf7fZvpchOp6pOtBeSqAblaSK4WEF1RfAaKRSl7EDlU0PwU6wa30ndRPx3OQTpmvkl8/D6EH8HFZL/URZ0obWGdkfrbqFgb8SngRCV0N4nmxZBYIY3gIkkBodQib1bSRwi0GrfZu7nPK9NI1pETAamEoCOiU3ryaWRvJyjDqFKT69J/yQbjxy/9o39+vJE1+MVvQftGwsIMxYcU7KPFcy4SOsoyRvAktlei4EYwlJ20mRtxRYNqWKMUWiyEPtMhTIYeh2XBu7ROLtJlRmjwrDJHOTRxUTClAEPyMSUPE58YLgMiTVUY3OV3Y0sKN0cbXDAgkYqYlOchP6vj1VQiCKaNkMfUgJIiMGWb67XjDKKSk6N4mkVeLZNXS+TVCnm1hEtAwk+wpraGuB9Hcpr4fo0wmiZQBA2tQUNtYDY8+uYl3KDGo/0mU+Y6VKVOX3SCNrmM7ZjYsoJjhAg5BEmQqcm8/+R17IjvbiVwWJNE1ARxLY0mGUiShBe6+KGLLzw84aJqEZJSaxxrqlUATD/2sqkvz6Oh1Llvw1/RucZhXfU2/Eac3k2bSfcb2O4Y9fpRHEfhzw91s1wNiJUWubr3JJ5Tp/CMgur6+BENLeKTTlRob6tQmYxQn4oi9IDJwSrHhprousG2qMSA6pEOPBKehwwoYYzOo/8XOXuQZ+Ij7I8dZ0Q9xMWp7RybegahhuiADhgSRHWNXEQltXwjp0SaKdOjs2rQbaW5Qe5ER6YUBpSDkEogqHkSiqSQ1EPkeIRm4GM3PALv7IdKU4KUIuEJKAWCuBLSpUl0qioZRWqRBn5CCMVHmB6YAlnRUZQo6ZuHiGxqwykUqS8WOeiPksuExN1Jpo5OMH9CpzqzFbtwCt9+HABF7mCqu4MgMs37PvwHKLrD3oknOXbsWZYnRsmW4lyqX8oOYxcVqcix2hFyQ+tYs+MCOtYOYTcDanmbSt4iv9xkcbFJdbGJ5gmm2sqy6i8AACAASURBVFVO9enMJWSWkwrVaKuPMj5sRmODpNIfKCR0hbiuYB0/wdxcHk+bIBZW6Al7ULUuAqOdUJgEniD0QDFUSsLhK9FPU9VKiNBAeDlE6SbUMIeqSGiyjCorCEJKTgHHTgMCFAGahWE6dER78FGxQoHtB3heS9BC80xRtECcTnl8CWjAVQr06j7TWoxN4gA32o8zJfqZYIiS6CIgSUSoxEMwkSgh2I3K+pXrqiB8VCAlnb7f8kMPR5LRkdEkiSaCKBINCaY3p6gjEDUXuemjOwERV5DwBekQjBcdsytBXYQ4gIMARSYhS+Q8OBS1+HTTJ4nMJ4RB7oXHIAR2CLYQ2EHAUv0R5uUER/t2cMqrcsg1uSEe5daYiStg3vKZbTg0goA0Er8smasiMQEUOqOMqwEPLC6zhM+iJJNHwQpWXIMlAUJiKDPOR3f8PVU3wTMLF3IwvxUJgSb5qFKIKoVoQqCu9H/UbBKN1FHUKrVgiIq/noRpkDIlUlGZpC5hN1z2HLdZsmQ+uUNw4ZoBTjbvZ+/MYUT8QxTtCEtVm8Wqw3LNwfJaZF9FgCnAFBKGkBAIfInn8wxb25XuzgQSTRmWlJD+TIRcXGf/dIU37+zh2g3ttCeM1ZaN6siyhNP0OPbUAsXZOo7lryxkQmmxSXmhSfAios7z8r6q3uRo1MUyIJADZBGghh5K6KMKH014pAiJ4uKrNqUwTZp+DgcqR1bI2y+EDnwUlVsxiazM9zWsluhE6GjnmAMahEyFPp7qEa7RiGxrY/rkASZPTaDqOgWljVEvzYmGiR3KbFPm2aAu40oSSVx0QvJhlGNBO5IcIEshihSiEiIJiYKfwBI6CiGm5NEp10lKNgY+DUlFS5VIpJbBV6jle0kFAZoIyfsxLGFgC5UlkWReJPBXzkkmpE1xyAYVMqVJxjsuohjqhKFAU+C6NotN0iw9nR109fYRiUTwvFYi0Zo13YRhnf37f0SpfB/d3WNACqv5XsKwGyE0oLUQ/Tzp1q1WKB8/hFssEHguRlcPka4+krqG4TtYpQLlhXka5RL9W3dw9S/8MvVScdUp88GvfZVKrYYkBEJRCFcEQ6EZQfyEiQu6rpNMJkkkEvi+j7ci/Ah8H9/38FeSI6PxOL7fcotfxfNCJklCSBIrkZ4v0PKsvJCkVVHzK0GWJBK6itSsYy/MIrsOiJVfqBCt5LWV+3kp8JCHtlBTTdrmRlFVlSAI8KwmvnumeUJ3rMFs2IFsNYhkTN7T9RQpTqdaCcDGxMKgSpxZ0UtoBVSrDmVHo+oaNP3zc/uUJcFAuoHtyeSbJn4oI8kSye4+4r1b6BjcyYXXXESmIw5CMPG/P8nRh39ARm2Q0m0M2cdUWs2QPTRNJrz+DzA7hll46EvUp4/jeAHOpl/ASuzAiETRo1GMlRbPpklk4xhR9eUJbI0CzD0Hc/tgdh+hVSVw6mjLh073+Urf5OVO8pF11NKbsXuuINm7gSNHjnDixAlM02TNmjXs3r2bgYGzHeQmDxf47l8dJAwDytmDBGqDbOlistksV759+AxjGIFgearG6N4l7LpHGIjWNhQouoQsg+cKXKWMaxZwzDyh4qApOh1t3SRiSbKxLmaeCQhswaYrurGaDrVafYUQ3MB2m7i+jRFTyXTEufL6XQxt6X/JbvI8j0ajgecETB0ucPiBPLWCvSreCF7gyh/PGMQzJrqp0DaQoGMwQWGmTq1gIysS2Z446y5sJ/EqSKDnQuD7TI8cYHTv08weO4zvOnRt3IIfiTNXqbNYKoMkMTg4yMDAAI16jYM/egDDquOYMYSiotYrSGHQEhrLEkgymmmSbE/Rs9VAknJY9SSy54NjE1pNoqkU6Z5+Mr19mNEYiiJhmEsc+vFfIsWeJBp+mCte//GXPXY3DDlQsxiOGmQ0FT8U/K+JeT4z9fLGEtAyRWiuJDdFZImEqiAjrRBwW5y/WadVC0yrCh8Z6GCkbqFJErd3ZtiZiJLRlHMmMf1nxbcWS3z4yCRvnD7G53/xXasE8bGTJ3nw+/djOk3ssWPUCsuEXYM0Mu0AJIwsl116Of39A7R1ZjCj2uo1UVm2eObeCfIzddoHEwxuzbF2RxuVZYvJwwWmDheYGy0T+gLVUBjckuXqd20glj5zoVWEgsJcndkTZeZOlslP19j2uj4uvHGAhYUF7r33XmZmZojH4wwNDTE5OUm5XEaWZVLJDAoqcS1LRM7SmerDdTyOz+5DDnRSDBCNRTCi2mpCvBHTSLaZZLpiZDqjq8JGu1Hn5I+foWfDRnJ9PS/Zl6Ojo/zjP/4jmUyG2267jUqlwuHDhzlx4gS+76+6kRaLReLxOMlkkunpaQBisRjbt29n+/bt9PScdpWt1Wo888wzTExMrL43Go3y3ve+l56e08cSBAFPLxX4xCNPMxA4/OGNr6MjlWRychLHcfA8j5mZGSYnJ8nn80BLKLJhzTa6IusJw0UeO/YEHZ0dvP/97z9LuOHaPvt/OM0z904wsDXLZW9ZxzP3fInjT/yQW3/9E2y49OLVvmqUqjz93WOMPXuC0DtE4M4Qz+bY/c73sPWaG5g6tJ/n7r+Xan6ZeiGP3TgtwNAjUXo3baFRLrE0McY173kfu958O+XFFllaXRHBarqCor26lJnAD5k6UqSy1KStL44Z1/DdEDOuEUsbaOcgkYmVpFfPCVEN5bxFS0IIxvcvs+/+KQqz9TPmiRci2WZy6ZvXsfGyV0cIbFbKFGZnGHl4lNG9Ndr7JUpzj9Isz6IZKZI9l+FF+rAX4sii9Ts21hWYaR4mlUqxadMmlpeXmZubWxULq6pKV1cXjuOwvLyMoihs2LCB3t5eHMdh//791Go1EokEF110EZs2baJYLDI5OcnExATVahXHablf63orNSYIglYCoQhRHIs4Am9+CsVuIsky6c5uSvOzZ5ybJMlEkkk0w6BRKjGw4wLe9lv/nZGREQ4ePEg8Hsd1XWZnZ1cJywDJZBJFUfB9n3q9zg033MDOnTv57ne/y/j4OLFYjEQicVbr6Oigs7PzNRVM+b7PyMgIDz74II1Gg46ODtavX09fXx8nTpxoJThaFpZlYdv2qljq4osvXhV0AbS1tZFIJFbJ18830zRXt/l8nkOHDjE7O0ssFqPZbK4myZmmuTruJBIJuru78TyPhYUFent7GRwcZHx8nFqtRjKZJJVKnbE9X/JLuVzmqaeeYu/evXiex9DQENdff/2q2/ALEQQBlmVRKpVYXFykq6vrFZPoXioZz/c81FcQSpwPXD/k7x4f53tf/xbXLT1M/B2/yR8/26S9N87SQgMpEAgJ1JhGIqmTSpmcjEv890vW8uGB02Y/I7UmN+89wQs8kOg1NC5MRrlA0Vnzgxm2Oh5jbUf43uGjNFWV71/1ZhqxJBFZ5vpcglvbUrw+l1wVTIdugJ+3UNsj+IGLbkZWhRGFmSkKM9MUZqfoXDvE9qtvwhktYx0pYI3kEW6IkjXRu2OtR7KV/mtYZcZP7uXE7NPUvRIXbnsDyY42TDNBT2o9kiHTSAaUlSYFp8Lc7DQTjzzA1QO72dhxGcILEW6AN99A7YwSv2KFMLjyiOYFAZ94aoLvFmrIwAUoHJNCmkLwOt3gfW/exMb1ObpS5up3Wml63PX0JG/a3sNA7twCDdctUKnspVzZSyQySE/3O5EkhS89cYr/57tH8UOBqcn0Z6Js6k6yuTvB5q4kG7sSOH7IodkKh2bKfPmJSa4czhEI2DdZ4ovvu4RcTCeqq0R0haiunJEa9VpCCIGwA/ySjTNeobLnFPgh8at6cU5VCMoOufdsbgnd3FY/h26ArCsoSaMlbHsV4tlXc1yjzzzJo//45dUxOZFrZ8s115Pu7Gqlur0g3U2WZYQQ1Ap5To2NMj0xgZ3M4azUI1RVJRGLEjVNDFVluViiZlkYqkIyYqJG4/j1KrUTh1tmKOksUjyFLSBYMZ+UJIlcLrcqjOrq6qKtrY1CocDU1BTT09PMzMyc07Ql0d4OGzbj6iZetUpQrxHWqlCrIDfqIAShoqAqKsKxkTQNfJ877riD5Eus4zaDELdW5e6772ZiYoJ0NII/dhQqBTKdXWy55nq2XH0dqY4uRBjSKJeIZbJnjVuhEFT9gKIXUPB8SpZN+sg+Fg88yxIqS0YUtauHq3ddwuUDZ46NTrNJvVTAjMWJpl6aGyCEwHcdPMfBsy0820aSZeqlIl//o0/wtt/+5HmLBH4SVKtVxsbGmJqaolgsUiqVzqwhrSAej9PV2YNUyDIzO40dW0CSBRdduIvrb7iW6AvEWo2Kw+NfH0VRJa5976aXTZ58NQjDkC9+8YvMz88zPDzM2rVrWbduHW1tbWf1r133KC00KC02qZccAi9EkkE3VYYuaifVfvbYVZir8/U/fhbNVLDrHomcyZs+tpNM17nFVK7tM7F/mbmxCk7dw256eHbAmh1t7LiuDyP6ynNeEIRMHiow+uwiMyfKLcEGrTpF36YMl79tiGhSZ8Jy+f3DU/TdM09/wWfptl461yXpQKENmSwynRGNnp4EQggmbZespqJZAZVlC9f2yXbHiKWNs/rq+JOPcu+n/xfv/sM/pWfDpvP9OgDIz9X54mefI1r0KA+YXLrbYG5yhImJiTPet3n7dv6kfYhsxOS9PW3srza5P1+h7AdEFZmbIwqZcoF7bME1J56j06pz21veQlt7O//0+JMsT4yjNRsr9cXTCA2TUns3Xq1KaEZY29NN/O6vEDgOge8TSSTZfsPN7LzxDSTbzkwsaDQafP+ZvRwfHaVZKuHLMq6s4MgyNq3XvqLQVSmQcCxm0208uuUSbl/Ty0cGOugzz+bCLExUKM03SOYi/Pg748yPVpBkCSOqYtdPj3+KKpPrjbHlqh7WX9KJ/lNKApyzXW589gRZTeHmthRfmcsTUxT+busahqMGSVVZXeMUQvC/P/cZsC1ef/s76Fiz7qdyTI2Kw+zxEmu2t51lTCSEoJq3mD5aolawiCR0okmdeMagayiNBNx35yFOHcwTTelsf10vW67qJZp8aV5SGIQsTdaYPlpk+miRxfHqGcl3Z0CCtr440aROrehQK9pnJE0BmHGN179vC4NbT5uRuHZLrDR/stxK452oEnohHWuSVJabZ/DfIkmdZM4kkTNXthESOZP2/sRZ51HNW9z1B0+1koFfsL4kSdC5NsWVbx/GjGnMjZaRFQlZlnAtn0repjhbpzBbp1E5XWuXZIm2vpZZyfJUjUvetJZL3rjmP01CTiAEfzm5yGenlrCCkHd0ZfnNNZ30qhpf/J3HGNia46YPbOWBL3yOkYd+yEc+fxea8S+rBf9r4a677mJubo477rjjVSVm/iSY+MNv8V89mbqv87Utg5gbs9zxjYM8poU8+d9uIBXRGJmt8KbPPMbv3LKJ5ZrDFx5vzQkfTx3jY7/3mzh+wLefm+VvHhllRtzLNZEu5OfKfL/tSv6OGFe8bwuRvgyLf/YsclwjurOD6M72lsFEKMh/YQR3qkrnHRejZs7+joKay/KdBwiaPh0f2oHWeXoeFyLg6LHfx3UWae+4hfa2G1/WqPj/dLySoZfjLDH1/7P33mFyXeeZ5+/mW7Erde5GN0IjAwQYwRxFkaYVqWBLtqxAyZLWXttry9ZjS2Pv2LseyRpZM9bY4zhajUyJSqZMSqIYxCySAAEQGQ10N7rROVRON56zf1SjAQggRdqSZ3aHL57z1EVX1b23bjrfOd/7fu/pv2Nq+h8RwqWz4y4GBz9OPL7hNW3H8zy++MUvrsSYmUyGe+6557z4EaBerfLPDz7I8PAwN9xwAzfffPNP/RklhaBaWFqJC5x6DSsSfdli99PDx/jmn3yKnvUbuPsP/vgCZ3cpW0X96vU6nufR1dWFqqoI4fLc829A06I4ziyRSB/d3e/ANHOtZuRYmvf4+re+i6qqfOxjH1sR8J8+fZr77ruPer2OaZps3LiRLVu2sGbNGmZnZ3nqqacYGRkBWmO5MwV2zhQGMwwD0zSJRCLs3LmTaDTK3r17iUQibNmy5Sceo0KhwF/+5V+u5Jm3bt3K2972tlcsGvQ/E6SQPPvtERJpm+239L2ma8j1ljCN7HnfkVKuOL12Dibx3JDHvnSUUweWyPXHWZqskek1WHvzd6l630DXE/T3f5DurrspFJ5GUXS6u+8+b51h6FIqPc9S/nGWlh7HcVrmHNnMDWza9BlMM/e6IOp1/JvgdSHU63gdrwFSSvZPlrh//zQPHJih2LhwklOREJWQNg16OmMUqzWu3v1d3jbyFLqUxK/+daZn95Md/SEAeTvJSHY1E6l+pqw4JLIk7TauHD9Opq8PbewIc4lNXPfuDXTuWI2i66DpoCq4J08y/nt/iF6apxZNMdeVIYyl2XBoL1M9N7CU3UqyeppEdYJk9TSWV17ZT4FCxYyio4FqEGomQjVXiLWqDEEK9vdfw8Pr1nPJUp7bjnyLTHXx7I/VdfRcDnNVP0ZPL3pHO83DRwhmpun89KdZ/Pyf4xw5AkDXH/0R1tA63LExvNEx3LFRgtlZoruuJvPe92AODi4fYwEoLYvhoEqx+DyFwrMUis/SaIytbLqr661s3vRnKIpKsbSHqakvI6VAVQ1UxURRDZRQoTw2wkK5iWLWieROERbTJB9Yx5WXTaLmD1NSsxzvfDPDfj+LS1Wuu/02rnSeZN9T3yeRbmfDB/8KEq8uGSw8j/rBw0Q3bkCLv3xVpuLX7mPuj/7owmvHNLEvuYTknXcQvfRSrKEhlOXgy/d9Dh48yKFDh7jhhhtYs+b8CZuwVsefnsafn2f+//6/8McnUCIRknfcQWTHDoy+XoyODrRc7hUFbKEIOVE8wWh5FCEFQoqVZJ+QAolEHjpI8wf34zR7me/egpQhnqyjSklCD8lFfNKWwBEmI34PAQYNtYamSrY7GxCKxCcgIMRXQnxCAkLqikuoCKThERNxjDACUpB3LUw3RcMsUzOLBGYdQ/cYkGneUNtJRFiYGMypRZ7QTuApgqwawZQ6Bho6KobU6QuyDIgMvpSUAkkIGEorRxZKaApJHUkVKKsKjiZYE1aISUEpiGMaPkdih7km2EC/uHh12lBKJqWg6IX06z5ZPcoebZwT2gxRadEmbZLYxKTNklLlhD5DTERYE3TTQRQVFS8wmGuaKLLl9LFM58SXMG1N4utVjCAJCKTUyLldRBWNUtj6TULxCDUPRWjoIoIMKyTqo6xZ3Efxjq2c3POjcyqyGShaDkXvIYyuxaKXQFUYzYYk6io9DRBak1BvogoDNTRRhbkiPjoXcjnbeO57SlxHy1mYWZtUV5TtQ2kefvwblMplktE2lgqLSASGm8Lwk+heEkNGMIwQT/hI30IVBsoyaUKJFgjcCEgIjBq+USM0agR6DakGpGxY2xkjFpZ5arr1nev8jeTL7SwFZ655gRQlFDWOpihcFvsm2y/xCUvd1BfWEIYJpNRR1ABFC1E1gaJLFB0UHUKti7BhYmY8/HKAW4jzrDtFPawjhAPCgaCB6+epqAVkW5owmkBxmjR8yETiqLqFqqgoioa6HPBHpMVAmGFMX2ReLROXNplyg0TNIaLG0RQNVdFRVL01uLBXkTJyK/fmMVnkeFgibgbYqoIiQVd9DFw0NUTHJaoINLmabq8TEx0VtUWeR1xAJm9Ih8ngNH7oEidKVBooikI1LBFoYCsRLDWCpUSwVBtf+ix6MzT8MiJ0KbnzeMKh0x4gYWSwtRiWHieixbDUCKqiclQcx5GS1fRQosmi4lBVWpWsLAwsdGw0Imi40meKeQwtIEUcRYT4oU/ZK+IIB1VR0dDRVA0VrfVP0bGFwurIWiJKjN8Z+BzX9s1wS+c6ZsonOOWETLg6WmEIxyqyPjvHjlQPjUDw4DMegwezNO2QhZRLW92gra6jiWXhnSJZWF9nd6bKFcV+3hy+jfawg1F9gobmkpBxkiJOSiSJh1EEgkfdB/C6QiodKt/0f4hrCrqKERKBiYNHoEiEJhGKpBoNcCyBGsIqN0c00JFhSCBCjFAlEhpEQxNbGJhCMplUSRUvxQzN1nVr1ijrDUpqDakIVKmdbaL1GlFMVKkRBJBws6wubqVNAytaBKOBojdQtABFGPhL62mPqrR1TVKVM1Tnh/CcOEZmDj3ZILSqCLOCpIJUKtiZcezUFKASNLuoTg8RuklUs46TX0NtdivCj4FcRNf3Uls6ytorrmfHG3+RkyMjfMSyaEZa/eimqMVHV3Xy1s4UpqIwXZsmG8lSbyp8aT7PfRN5lhRB1oPtNQWl7recHRyB7Qk6SyE9xZAfdsLBdpVmUgdXYDoOKa+CtDS8uI0bj+DGo/jW2cn5XZNHaQ9WEY/FabN1bFOn3PRYqnnkay5LNY+lmkvDC0FpYqb34BVuINf5HM3E44T1dQivHeFnEF4a6WeQYRxUib86iSoC1IaPkDpK1Udtnp+EQAFNlXTEfdZ0h4S9a5heCpgfK+JVX51bwvnP6bO6ALm8/hUySihRaAl43olJEckjRkgoBIlQYTUqa1AZREMD6kgewWeEEAsF78w6l2EbKhFLx7I1pKnRVCFwAnJNQZcn6QkU+qRCBIWIqtBm6ER1FV1VeDBw+U6zyZs2RAmDkO+Puny0x+CD3Q6WryAcjdDRCBoqQV1HNlvP+3ooCQyVmJTospXcv5i4bzamMNwbpbssOTZW4vFYgZewCVGJ6w3SRo20WSVt1EhZZQKjgR4ILk3lUZXLWDpmUTPnSUV7uWLH9WRzWeKJGKatYUZ0zIiOcQ5JUUrxipM7UkrcQGAvV6nzvDzP/uhG2tvfwNYtf37e5wp1j+fG8uwbKzA7X6fc9HGlRF8+3oauYmgquq6gaSqhkJycr+IGgt+4bYg3X9Iiq37h0ZP8xQ9P8uM5MktXuef61fz6LUMr+/PjEKGgsuRQmK0zMV3hH8bmeWG2RM42mG96hLIlYNIE+AoEP2E+LoZPP3U6jRqGEqKqAkUVqIrAR2XGaWciiJNVdC6XGrukhgssKJKCIinSamUpcCWUDZWlMGDAMFCaAeO6JBdRuXzQ4LlTDmVHIWoEXNk7yRb9BPWpDInEEmGYwXF0hBAEUkFXfiwRLSFAI0BF0XR8ARHpYigCIcFFJ6K07suysJgRbUyLNuZEguC8PlbSYZToNfN0mQW6Ikt02nls00VRQjw3weK4yfeDG0npITfFDpDMzhBNVtB1D8Nw0XV3ZVlVzxGKCA1qG1FKN6IqyWWeWUv8c27sf+SJR/Fdl57tl3LKCVuEfilbzwIhMJtN1FoJrVltCVECHzVojXtD06bZtw55saSZlNi1EpFKnkg6Q9PzcaolpKLBOZPp8sy+qBp6MkWiqwcjEkMoCr7nUi/kcauVZffbFvn3zP4pkZYzpuo0qWrmBa6xSIkSBiiBjxKGyzHv8lgmmkCqKmboQ6EldlBVFUXVWiIqIBASzaljVIooUqBHYqjZFJlIldZh0pBoKKqGlK2k7UCszmprjv/u3MybeIQdHMXBwsRDEQInNHBCHVWVfMt8K8bgLsToUUojx7n1N3+fl556hMrEKGGoIPwQfB/puy1XHFVDET5S1ZBWAj3sRDN6iKVyLRLbMrlXiJDA8REyRDcSdG/opTTzGMWpY8TSHbR1rEO311KvdFIvnU+ENmyNSNxg3eWd7Lill0g4B408Eo1GPaRSCKgUPJZKMfJLrSrxZkRHhoLyYoPC7IWVzs9FqjPK+is7aV+VIJGxMSM6kbjxkyuG1vMwd4Cgsoirx4isuw41krroRxuNBrZtrziZBF6IU/dx6gFu3adWcnny3mFi7Spbfy7N9OwUe17cjYbOlq2bybZncBxnxbGg2WwShiFSSoaGhrjuuusYHR3l8KHDnBw5SRAEraR9GKJpGoMDq9m6dStbtm7m5MmTHD16lOuvv56YmeKhvz5EYa6BHdOJxE3seKuqsh1vCR8WJsuMjZ0iCF0S3SpmzieQLq7j4LreshuURyjOut6YToaOtj6uu2Mnq7d3oukq1XyTwkydwmydwkydRsXDqfvkp+tIIVEUiKUswkCsEBY6BhKsvbSDNTvaSXVGl8W/F5J8Xw5SSsbHxzlx4gSxWIyFhTlm5x7Esqq0JZN0dnbS3pFbJjG3RNz5/FpefPE0u3ZtJJdrMDU9hRBlLLOOqpWRIo/rzS9X3G/du6pqY9vdWFY3ltWJlAGel8f38nh+Hs8r0BobK0SCj3DtG3+Xr8zk+c5CETgT7igrIY+UsL/aoByEaAqsj9rMez4FP+SXe7K8vzeHqSiYaqvpisKhapPd5TrXpuJcl44z6/r4UtJvmxeNNU7UHZ4qVrkz10bvRchEr+N8SCm56amXmGw63Ls6x64NQ+e9HwQBu8cm6A+aPPCF/0Ax00Nn/0be9+Ff+okVG4UQ7N69m+PHjzM/P08ul2NwcJCBgQG6OnpYHG9w+nCe4RfmsGI6d3x4G6nOCFPDRU7snmfqRIGmU8M3KpCo4etVqMW48spdXP+WreiGysF9R/jRs8+xUJhFQUXIkDOWl2poIsMaZmEWxcggogk8M8TMz2IW5kG3UewUipVDUTqQsp1QKyBlFdvbTCymI8URKvN7kKIl8FD1TuzkZto6tpHIdbDx6m7WXdaxcu+Oj4/zzW9+c8VdJRaLsXnzZrZs2cKqVatQVZXp6Wm++tWvUl8u1nTmPJxBW1sb27Zto6uri4ceeoh6vU5Pdw9avIMH9SibxvZjeg6KYSLCABmGF5D4FEVZEYWcgWVZdHf2krRyUI2SPzFLs5gn9EcR/kn8RBqnby2mYrJh42aEr1ArutSKDo1KAwRs23QVd3zwEsqLc3zp//gY2255I7fd8/GLnv/58Qp7HjzF2P6XMPQXaJROE02laZSKWLE0qc5VJNs7yPR2ku7uwLAsxvbuZuHUKLpts2HX9Vx211t4/v5R+nsCYAAAIABJREFU9j40ccH6NUPl0ttXcdmdgxetYO3UfebHKyyMV5g/VWFurPyyLoQAuqG2+ofYcl+x3F/Uig6njxRIdUT4+V+7hGTu4pV/pZQ0qz6TR/McfGKahfEK6a4oA1uzJHMRDFtDN1pCLt3UaFY9XnrkNAsTVe76+HYGt+eQQlJaaBFsM90xom3myrUVBoJHv3SUmRMl1l3ewcJ4hbmxCht3dXHL+zYhpOC5hx5k/3fvx8svIlUNkUiRWb2RzJpNHDz2Elu2bOHtb3/7CtlASkmxWGR6enrFWUlRFLZt28aWLVvOczYLw5ATJ06wd+/eFYIEtEgSg4ODZLNZIpEI69atI6apzI2eYHZkmNmTwyyMjyHOXIt2FGvVWj7wiU8yM7/AEw//gPmJU0TbUrTl2sm0d5DOZFYcRBRF4ctf/vKKOOiVYFkWqqrSbDZX7gGA7du343ke1Wp1pZ1Lnk8kEiSTSWzbflkBz8uhWq0yOzvL/Pz8SltaWkJKSU9PD4ODg0xPT3P69OmWq6Wu09/fTywWO0/ctLCwwEsvvYRpmtx11124rsvw8DCO4+C67opo6tx7+gxyuRxXX301O3fuJAzDFVeUf2tSSbPZ5MUXX+T555+nXq+vuIedcaeq1+srLsbnYseOHQwNDdHW1kZHRwdCiPNcvqampkin09xzzz0/0/3/7O5hxOd/j+H4en609g24uzr4hfYUA7pBSYfTrseppseppsvaqMV3dg5h/Jgo5b6ZPCPVJjsjNpeYFh2oiEZA4evDuE6N7zrfZcmIYMgQFmaIyIDBd7yPF9r7+X5TMO8F6Aq8pzvLrwVFSnOzVPOLHH3qcSqL80SSbYS+d74zjB3Bd5rc/P5f5dI73wS0BFTNI3ka+xdo5EsslMeZLY8yVxmj6uQByOX6ue6972ftNVdRq9U4evQohw8fZmZm5oK+w3Uc1hqSX/7Uv1/5uzNcoPD1E4j6hTlaaao82WmybTDF+rVZWJ3kb757nL/aPcGZMoQxVWF1zGJ1NsazM2UKXsDahM0///YNxOxXJ3D73A+G+eLjI9y2qZP/+M5LaLuISEA4AaIRoOgqiq7w5X1T/NGDRwH4dz+/mQ9et/pVbeu1Iig4NI/lCRabhEWHoOQSllzkOQRoayiF1mbReHEegMwvbCC6o+PlVvkzQbNW5dG/+SInXniWTG8/l975ZgLP4+RLexldzLeKrQiBIkXrdVnciqrit2WRRkswqYY+5vwUeq3UKpZyzjYkLXdwKQWqaDkpA9SvvJFGKktsehxr6hRquYg0LMJoHDfXhZPKoUmJ3myct8+KotDZ2Ul/fz/dfX0MN10OHD1KbPeTqFYUf1m0v7J9KVB8D91tongeihQITWe8bx1T7T0kF2fYXC+z7drruPsNt11wjP5ifI5vPL+bG0YOYYiQZGmecHqC9Vddw+U//za6hza+4hhuxvH40vQS35ovMuf554klASxVYV3U4kjNwVAUfNmaI35vd5bbskkGIiYDEYvoaxD/eEJwou5wqNbkdNPDUBU+0pni7z/8Hrbfdgc3v/8jr3pdPw34vr/iEhaLxchkMitiWyklR56e4Zl/OkLJGMWJzKMqBmvat7Bz5+WcPD7CyMlRVC+C3kyz4dJ+rnrTGsJA0NYeedVuKBfD3r17eeCBB3jrW9/Kjh07Vv5eL7mc2DNPcbZOca5Bab6B82PPOlVrFQKVElRdYcu1PUTbzNYU2vLfR/ct4NR93v2pK9ENFd3Sfmoirh/HybrDaccjrqnEdQ1bVfCEoDLfJD9SpjRaoXSsiBPVuO/GJIuK4BefrdGzFHDrBzaz8TWK8l8JD//1f+bE88/y8b+7F/VfEIvUHZ+//6dh/B8tYvuScGOSW2/LspQ/zcl6k5NGlOFMF3uqDb5/2Xq2J1qkZ19Ini1V+e5ime8tlsn7Ab/ck2WqWKLriYdoc1pjr1BRyHf04MfbaEZi1CNRGnYUxXNZd/IQyXoVsy2FX61gNBuoHV1sKkyx5cZbWb/rugtE2I7j8MMf/pDde/dCGFKIJqglUkQViS0FphCYIkQTIWoYEksm2XzZ5WzftImcaaBfROAahoKXHjnNC98ZW6ETmBGda9+xjqHLOzEsDafuU5xrUJyrU5prcPpYgfxUawyazNnE0zbRpEkkaWJF9AvM5yNxg41Xd79m0dQzxSrvPjCKAlyXSvC5jf0XFXH9LHFG8Hfw8SmmTxRBwpbre7jpvRvxnICJw3mmjhWYPF6kmm9FHsqZ4r3LGNiWpWt1khf++RRXvXkNO9+46l90f3rNgOkTRRoVj2xvHMPScBs+VswgkbbPE2dJKXEbAdWCg9cIEELy7DdPkp+uc+kbV7Hl+l6e+cZJxg/lV+YIc31xutelMEyV6RMl4imLdZd3tnJEeYdq3qGab7aWCw4iaP1Gw9a4/UNbsKIGx380w9ab+jj42CQnX1zgl/54F7qpUVpoUF5oUpyrc/xHs+eJnM6Fpquku6Nke+Nke+Jke2NIYG60zOxoicqSw1Vvfu3FPf7/giUv4C9Oz/Ol6SWEhPf2ZLnyuTILLy7ygc9ex9zIYb75J5/izb/9+wxdec3/6N19VRgZGeErX/kKiUSCDRs2cOedd/7Mxpajf/0l8pPdENisuhbabtrI8585zgeCGp+8cyMfvXEtX3j0BF949CSWrhI1NTqTNsfnqtyy+ASf/rV3s2rbDjRdRwjJc6OLjPzXP+GH2m0cUHUe2thL569sbxV9CiWoFymwUXKY+7MXiV3RRfqt6yh9/xSqoZK8bQDhBCz+zUGCxSa5e7ZhDZwvmj9x4o+ZnPoSltWF686hKBqp1FV0tN9Be/vtWFY7rrtAPv8EnZ1vQdPOFhupVA5h2z2Y5su7sv9/CeXyfg4d/jV6ut/FmjW/AUAYNpie/hquO4cfVJif/w5ShnR2vonBgY8Ti639F23r8ccf58knn+Rd73oXAEk7y74HZgh8gWHpIGvkJx+nMLmH7o034nZ1MT534mfidPb0vV9i93e+Sd/mrdixOKMv7mbzjbfwxo/+xnnXWnlhjoOP/YA9//wtEtl23vMnn8OKJ3jssceYm5uj0WisuHoLcTaH2NXVxV133UV/f/+Kw5Cup7jyiu8QifQRhiETExMcO3aMgwcPYlkW73vf+8jlzne1D8OQ8fFxDh8+zLFjx3AcZ6UYmmma3HLLLfT09HDs2DEKhQLVahXPO5Mf8/E8jzAMicVidHR0rIjUb731Vq677rpXLNLwla98hcnJSe655x4MwyD1EwwfzoXbDGiUXcJAEkuZ2DHj31xwu+e7p9j9QOv3brqmm0tu7f+J45BzRYGhL5g8XmBhvMLCRJWFicpKjjDbGyPwBNW8wzV3r2P7LX2MH1zisS8fQ4SSXXcnIPW3LC4+fN76BwY+yurBX6dWO8bU9D+ysPAQQjRRVZtM+hqyuZuRwuPkyGeQ0gMUNC2GrsfZsvnzpNNX/WwO1uv4Xx6vC6Fex+t4BUghOTWc57Hnp3hhssiBhsMiAkNR2OBKLqmWSSgqUV3D1nWm9RilpIHojVHTIV/zeOeD/5XLJ/ZysGsLqfoivbUlNCl4buNW5EAHHRPTdE5Nk6jVztv2eKoby/forudfcR+bRpS9O69ienU7dVVg+5IrDhxg6GQrISiBUDVx9QjVrj5K6SzDkXa+1LUV13SQfotMpKguqA6K5qCoLorqoBglVrXtY3OkjmpXWXLbKey7k0sXKqzKj9JeWSDt1oj7TWwZogUe0pAE3RKtoICukPjjeygc/h6N4DQiKpERkBEFGVcRpkSpC7SiQueGu1E6YkxPfhVVs7GjPdTrJ5AyRFUjpNNXkklfRyZzLYuLjzB26s+Ja+ux06tYWnoUQ0ujixjCbyACFyE8BCGeaEN4NtFKlfhpnY6lS0lE9nDqqI3TtFFrTWzHwVqu1j2ybi3jt95KvlzGxuG3kt/Hev/9kLl4QiIIAqrV6qsKlvyZGSrff4iFz38ed+NGnHs+RPu9X8Xs7oZbbiZ6xRUYhoGu6yt2oEtLSxw/fpw9e/ZQa9SYT8wTJ84n3vcJutrPH9A36mV+9zO38sxql7hi0e6aZCYbJGoCy5N4hopjKLimimfrCEMjreSIGFFq62LMiTzTtWmcZXLFK8EObG6euQlTmEhhYJzjrMDKkoIvdDwlxFSbtIkEUpG4+ChSQxUGmjBRpYEmVRRhUvOj+H6a7uAsubKmF2lqHhoR7NAmGpyd0NIAU2mJhHYlNLIXmSQKpSSU4Eo4GRZRtUdwLZ+IJjFCOJ3ro9nfjWfNMOdNMe3OcNpfoOa7XDKSZGApQlKY1LoGyKkB7xEjnLAvZcLupqGYNFWLpmrSdDLEp+LoAbhtedY3x5gWO7nEtujUFBYUmLMgH5eUEk2GhWDXXJUKMxTV8gX7feZgKkKiBAKpCKTZui5qoUo5MPGFypLSTlIYaFqNuFImSQNbEy1yaRAhXswR8ToJ9Sie3qBpSDzFxA5VbF/BWBZ2CNWj1DZMYBZbPFgJoaJiXODPAIFU8aVBIA1MJcBUPBREayJTaCiKiqrLZaKZXBks6bp+XqLfNE0S8SSNeoOmezahpAkLI4yTTnTQmevBNqNsuKKLWlDgiR8+Sr54keN15tq0LEQYEA8LBEIjIwa4K3RQlAcotl9Pvu0WCs0cav4Yu9w/JHLVJyk/5+CJrUgtT4MyXuCjCJaFI2pLXElLZAk1mkqNuDKAis3ziw8wWT+Oouvoho6imvgiQSORJciaCAFLYZQ23cdSfILQRgkjWAJUQGqtZ6VU6gQ4KKgshZJBxaKqOkSkSX+Yo01GSQibuLSISYOyLPGM+izpBcHayGbWJLa/7DE5Fw3ZZDI8hWMtIbUmx2emCOtFbMUkoSWJ6kliehs5u4/uyGpQFGphhYKiEKoq3VJHQ8ERDo5wcJdbRLHpNHuwtAsJORXRoCmaNEUdN6jhBlXyjQkWmmerqJ15dpyXpFRUwmicMJpAqhqq76JXi6j+2clQYZgI024RhLUW0Vpqeuv/qorm1EnWfW7vfA8oCv8Q+UdOZkfZWN7E5c52NoebiCpRfOnz2Z7/xnOpl1g9G+G6/R2o6TLJtwzhZbqpCZWyH1DLF3AWC1S8Kl1jcHVpG9vS1xPVk0w3RmgzWtX6nLCBu9ycsMFsc5SSUSNoNloE7UQa1VAJCy/fx6uZJLLSQJ6T/FdUDVQVGVyY5BemIFQkAkklGiBsg06ZImrGUGwTbB1pK4SWIBJGiBZAN0yMtjiN/gjZyQ5mT6ZoBgZS1BHhEjJYQoR5JCaq1okI5xDhEqqaRtE6ULUcKBYrZVfPCCLVNJGUjm761JbOvyYM2yWZmaaeP0hpbgxF1egauJ62nluYnWnQKC7yQLLEfCJHt5zg9OBaynYKq9qka36BeK2Ji47X1sFNJYv+ksBDMq8J8pqkoUgctfXaVCWuKknrJXYaR9AI8KVGM1SpSZMmFr0ssUMd4Vr1MKuURUpGgooe59Nr/3eeSl3KB390L//QvB2WK/3HLYOYpWFoy6LtsFXxtVKtsOhoRAiJUidPazJSJSRmNDAtH2Fq1GMpqgM57tr/EDumDxN4IenodkrxBJMJlazQWdsM6RI2MRJEiBESIPyArNGzfL9IaorHUUNBVQ1sCWrg0PQXaDSmKTdPY+g2fs+d/CiUzHsOJelTVQU6EFdU0opFUjWwBEjZRBoVfvnNO+no7ONPHz7O4aky9UaAqquolgqaCmqrT/WjOkOZKF6jwmLNx62oqEJgSY9A0Ql+3I1MVdA05bwq5NLWCPpbVYGVZojSCFCaAYoTIlIWYX8MMwc5t8j8mI0200RVJaYaoErRaghUKbmpdpKbmg7x7JVElDgLEh5RfR6XAQ4tUU4EBQvQgZll6a4hJaEqURBc2/MCV3TtJ+MUUQqSsGbjVU3cioFb1hFnKtRpUZr9q4l1dvOxj38U2z5fDOK7Ds1KBVXTiGde2+Tx+Pg4jUaDTZs2MTr6WSZO/y253K20524jl7sZ0zx/0rBYLOI4DslkEsdxqFarKxXPw3PEEbreii2F61ArLBF6HloY0KzVENEUfjxD3UxRCHRenCjywIEZoqaGriqtWEBIsnGT9oSFEBIvlPihwA8Fi1WXQEjuvrSPUsOjNxXhl3YNMJCN4jkhpq3hh5K6G1BzA4oNj1NLdZ7ec5DTE+Ns6vK5rPc+osl5FOXl5x+EVBivDHC0eCPD+c3EDOiI1snZBbLmIhlzloQxi6bUMK2QA/m1/P2ht6GrATf3P81YeZDxyiq2Zo9xefYQORlSLnZTKrZjRyrYVo3KQi9ZWUctLbLm0ivoueJapKriuu5Kq1arHD58eEUEkclk2LFjB5dddhmRSITFxUWOHT3KiZMnmZ2dbcU/CmBq6GoV26gRi5WIR0sYhoPrRXGdGK7bakFgEo8XyOUmMAwXw3CIxVtV5qVIosgowjPwmwpuJaBZDfCJ4zkGQVnSXLTRtCShthy9LTslKSJACZaXgdyqQW54x4f5pycepl6vsbPZR7cTY0GrMKtVWDDq1LTz+xktEMjQQxgmKvD2d76TWMRmaXyUuZETzA4fozI7jQpY0ShOvUYk2caay3dQ9r9G/5o30bfqbeimiW5aGJZFfmqS5775VRbGR8/bVrQtxZabbqOtvZN4JkMslSGezlCan+XZ+75CeXGeTE8fjuNQ9EK6BgZYNbSeiGVjmkYrvlp2wDrjouDUa+z93ncoLi7S3t3D0FXXghQEvk+43ALfo1ap4AqBiCYoez7bG09yrboXXV7Y756LU/Tydd6EQchbu+fIxk1cTBqhSiNQqXtQiQ7Qv+stLbKpofOPn/g1wtBGhmXARFHjoEYwzAR2PEG0LUaq00TR05yeidLXvYZNV/fSvylzUZKA74XMjZUZ27/I6L4FmlUfKUMUpTUZHk9bdK5uo2tNkq41bRiWxtTxIpV8k8pik/HDeRRawiXNUCnNNwi8s89tw9ZId0ZRNRXPad0DkYTB6kva6RhIIIREBIIwlIhQ4jsBtZLLxKE8MydLF+xvNGmSzLUqhSZzNslchGQuQsdA4jWTIKSQKKrC3FiZJ+4dXiFerLxPSJibp2qNE4StuErX9YsSeV8NVFVF07SVcU06nSaVSpHP56lUKiiKgq7rXH/99WiahmVZZLNZcrkc8Xi8FSs6zgpRt3bOXJAa2GihjSK1s020hP7xVAQZrVGozxGEAYlEgne961309591kgrDkHq9jm3bmKaJ2wwoztbJdMdWyA/FuTpjLy0ytn+RhYmWI5mmq4SBaFX2jalEBxvEshprBzewZks3kcT5pJK5uTkeeOAB5ufH6OiYQFF9OjomiMdfef5KVU2y2VtYWvrhcgLkLEwzh2V1Y9vdxOObyWaupelMU60cwnFmcNw5XHcWVbUwjCwyaCNoxqkuWsyfTDG09Q1c/ZbL+d5iiQ8eHmdd1CKlLxPtz7SWkRtDMYvbskmO1RwOVZt0WwY3ZhK8qePiYrvX8bPHU3OLvPvoFFJR6Paa3JRJ8NY1/WxNxHj/k7vZo0fZ7Df4TF+KFz73fxJLpbn+V3+TaCJJPB4nFoutkCKEEJSKRWr1Ok88/jiTLz5HW2c3/dt2sLi4yPT0NFJKVFVdEQlk493s/3aBZmVZ+Ks6uJnT+FYZL2yRvW1NJaVKFpoBQtMw/RSWkqBJkcCogVSI6ikyiQ66u3oZXD1A96osj/7tnzJ55MAFv9kZXI/iexj5eVTnlUSlComOLfg7r8VanMQbO0Cz1BJkaFYnki4SXX3kL1tD285NfGBdH36jwYEDB+jp6WFgYABVVTnddPneYpmIqhIZr3LiB9/GV2vMR6/CSrSR0MpQn4DqHPo5eSEjluDIwE6WnDrHu7tQhSDmNNmwcBpVSoSqYRsGCcsgYZh0Htaw5sFvmyeeNbD8LJYWQVEVShMLuNVTCH8cEU6DbD2HDctmy81vwnN0Dh9+BidiE0YTtAKpc2JEVcXyHLb3dnJsaoamVOgb2oAXBHiex6pVq1i3bh1r165didPDMOTZfxrm4COzGMY4zdI+FK0Xzb4c5RzX2TP93GV3DLJqW5p8Pk80GiV/yuW7f3mQoSs6Wb09h++FBF5I4LUqcY/uW8CwNcJAIEKJqirYcWNZpOqcOYWku2J0rU6yZmc77asS5Kdr+G6Ipqs4NZ962cWp+StC3rPLPoapMXhJjhMvzKEoCrGURaPiIsVZZ1ZkS6h0pu9OdUbZcVs/m67pRn0FQl3gh3z7z/ZRWWoydEUnI3sXqDdqhHoT3Y8RjUXJ9cXJ9cXJz9SZPFqgd32K2ZEy0TaTy+4cZPDSFC++uId9+/ZRqVSIxWIMdXfgTp5idvgYYbOOMExSO67iA7/52/+qis5SShYnTvHSYz/g9JGDGKZF1+BqLv/5t7M4McaBR7/PwqkxvGXSum5ZdK0ZomvderrXradr3XrGpma4//77MQwD3/dJJpNs2bKFer1OsVikVCpRrbb6R11vOVv6vo+qqlx22WWk02nK5fJKVdozLRaLrQinRkZGmJmZodFosGvXrgsIIFJKXNelUqkwNTXF2NgYzWaT+fn5le8MDAzQ1dVFMplcyTn4vk+5XKZarXL8+HGOHz9OuXx2jrStrY3Ozk46Ozvp6+tjaGhoRSheq9WYm5ujv7//ZZ2WSqUSmqaRSCRe9hz4vr8iimo2myQSCTKZ/7kqTjuOw9NPP83Ro0cxDINIJEIsFltxp4rFYiSTSXK5HPv37+e55547j+hzLrLZLKZpMjs7y+/8zu8Qj8d/ZvvtCsFvfOoPGTh1mAevv5vfuuEy3rF10wWfe7kq167rMv3ll/BGK5i0CsSdKXpYVIo8xjOUrCjpZAI3CGk0GqgiRCstoVdLtKdT2Gs3cLi9j/kD+9g8cnBl3eHaTczlevArZXRdI9GWoj2RpD0WRREhxZFhaof20t7XT61aRegGwjCRmo5TbyCRaLpBW1c36e4e1m+7hB1XXsX8/DwPP/wwY2NjSCnp6OhgzZo1dHR00N7eTnt7S1Dy+T/7LEGjzu9+6t+h6RrTw8fQdJ2+oS2IZnB2QvlMzY2IjnKRZ9/SVIUDL81xcrLMyFKNU3WX0wh6UbnVtPi81+DWSIQPvnMLq7oT9KUv7g4F8LXdp/nktw/xrsv7+A9v377spC0Jiy7uRAVvvIw7XiFYaJzXlSkxnf+42mKm4fLl916GUvNX6n+sBKtSIgOBP9/An6nhTddQVAV7cxajK4YWM1BjBmrcQDFUnOMF6nvm0RIGatxk+tAp6osVumUaNaqjtVloaRs9ZaEtNz1jY/TEQULxG8NI2RJC/TRIXUIIju99kZNPPsLixBhrLruSjoE1OPUatUKean6JamGJan6JeqGA1A1SV91Aw45ScH0y3T1URk/iO01kJLYsug5QQoEqzoqcZpIZRntWMxNvo6abbB07jC0FjmnjWDaOadMwbbra2tjWnqGpGbwwOU3X8ZcotmWZW7uZDlPHFRJHCPRKiczcJKsWJhk4fZJUfo5qIs0Dt72TO/u6eYvVeiZk0ime3rePA3teQAwfJtZo9RleVx9Dv/yr5ITP3IsvMLX3OSxVIdvdS7anj2xvH+meXrxmk/0PPcDc6EmivauoT47T6B/CacvQ/u73o4YBWuijBgEzxRKl3c+SbdZRnDrRqVGauS5+7gMf4bLtl/zE8/XIUpmPHZ2gEQrekEuyORYhY+hkDI2MoWOpKt9ZKLK7XOdXenP8UneWphB87tQcfze9eJ5oqtPUGYxYDERMUrrOwWqjJXDqa6fdNDhUa3Cw2uRgtcGxmoO3HE+qtJzrP9rfzpav/RWNUpFf+dx/uej+/qQq/j9LiFCwcLrKsf1j7D/2HBV/AUVoSDVEQWk9x1SdSGkACXhWoVVUzDKwIwZ2zCIat4gmbKJxm3Q6vRKPDg0NnSfu9n2fI0eO8NBDD9HR3sENO+8imrRwaj6TRwsce26W0BdEkibpziiprmjrtTNKuitKImOjai1ntHrJ5YXvjDH8whw/Tu0yIzp3fHgr/Zt/dv10yQ/407FZvjyT5+VndlvoXfJ5z9M1bG/52tAVbv/QFtbu/OkJMKWU/N2vf4iOwTW85Xc+9a9a16lCg3/49nEyL5XQQ2hsTPBgVlJvN0FV+FAqxc+ZUdraW+foXOfWUErynk/pYIFaPeC/tftMTs8Qr5b5uUu28ItrV/3Ea11Kyae/fC/qqZPc8AvvZevAKg4uFTiRLzJRLOE3GtwWMxjet5dKtcrxzn5WX3oFv759w6sqyCJCwdTxIoqiIKQkv+y4k5+qU5yrI0LJuss7uPzOQUrzDbrWtF3goPzj+zs7WmZ6uEhxtk6t5NKs+jQqHl7z4vNvkYTBlut76RhMrrgHFWbq1MsuitISD6lqKw+X7oqyatm1aKLpkjF0EvrPVnR/Zr5RhILF0zWmTxSZHi4yM1omcEPiGYtN1/RQXmxwcs8Cb//EpTz+349TmKljRnT6NqTp29hqqc4oXjOgUfGYOJznR98aQUpYs6OdO3516/+wZ1/ghTzzjZMceXoGlFZxjm039dG3IU3nmraWiO1VQgpJo+JRXmzwzDdGWJysrsRAmq4iQsElt/Zz7TuGLviu5wQcfWYGTVfp25hG1RREKFcKar3SmPZ1tDDjeHxhYp57Z/N0LAV86NEKI5ckGLi9B/ff/xbBhm38we9/+qe6TSla4jo7/q93yT1vvVJy4MCBlTHv3XffzbZt237i94aHh9m9ezfvete7XrW78Ph370V/ujW3PrXjC6hrQ9ae+lM+sv800wmNp373Ft75189Rc3zmKy41N+CL79nJJ791kLWlY9ww9xhmJELf5m0MbNtJ6Hsc//aTfK7rDm7oS/Gf/7erX9X9XfzWSer7F0i/fR3Fr58AIP3O9TT2zuOOV8j+ymYiG848bk7KAAAgAElEQVTvz6em72V4+NP093+AoXV/QK12jIWF77Ow+H0ajVOAQjK5nVrtOEK49Pd/kPVDf9DaXnE3+/b/IqCSSl1Oe/vttOfeQCTyym7JF0MYOiwuPYLvF4nY/eRyN7/mdfxrkc8/xcFDrSJJQjQZWPURFNVkZuY+PG8RVY0AclkA9VGi0cF/8baKxSJf/OIX2bRpE+94xzvwvZBvfWYv1YJDugsKk09SXXoRpEQzOgn9WTT7GsI1aVy9yO998vdek7DPc5rUCgW8ZoNYKk0snV5xcZodGearn/oEvRs3U16YJ/BcOlavZeLgfm675+NkevsZ27eHU/tfJD91GoDNN9zCLR/4VQw7wv3338/Bgwfp7e1dmV8/d97E932eeOKJFdfzq6++itGxz5LLvYHFhTaOHTvG8PAwzWYTXdcZGhri9ttvJ51Ov+JvCoKAsbExTp06RU9PD0NDQxfwLS6Gubk57r//fhYWFrj99tuZnp7m0KFDJJNJuru7sW17hWtrGC3B0vz8PMPDw9x5551cddWrE9+4zYDZkRLHfzTL2EuL58XYuqESz9jE09Zyay0nMjbZvjixtleIlZbjipa7sUOj4lEruhx9dob5sTLtqxJ0r0vRva6NrjVtaIbKsWdmePJrJ9hwZReJrM2L3xtvrUyBtvYI2Z44md7YilC4rT3C9MkST3zlOG3tEa580xqevu8ECxNVFAXS3TE6BhJ0DCTRDJX9D5/GcwLeeM9WeobO5saqBYdH/uEIsyPllvjqroBq9WkymeuYmf0G09P3rnxW02J0db6ZXPttpFO70LRzuL61YfL5JwnCOmFQIwhrDKz6MLHYuld1Ll7H63iteF0I9Tpex0VQOF3mP33hYV4KAw5ZMYSqkUByOYKrApfBuQPMmfOUElEM3z/bQjC1GLaRxG7rALfCmDfDQkcHDot4zRjXPnuIapfF4rX96IaHYToYRpNoo07bYoWUmceoCsQLaVzP4IUt63lWX0uupmNJDwfQhEDDJ6rnifamCSMKM4OP09dWoOmZ5EZvJnuoyhRpxrtWUY3G0AkxCVH0Ch2pMS7tHCMZLRNwRrLSEi2czRlINFUQi1bPOzb1QGO6mcANLdzQxguieEEML4hh43Fd+27U6I85GqBgiSy62gZmGwERHFehXg9wmkVMK08yuYQUCt5ICssR2Bs7MLW1kO/EnY/RLFZp1mo4zSbZhXmS3Udo7vQRGR3rgEbymyH4Op4Rw7eSBNEMjUgHdn2erj6Lnk/8FtGdO3H/n7t56e+niRbq1Drbsbq6SA0OkuhbhT8/R/m+r1PKZAjf+lYm9+1l+/FDtF+zivb/8r3zBilBEHDs2DEee+wxSqUSbckkQ0NDrFm7llqlwszkaRzXRZudJXH8OJkTIyQWW25aS7kcT91wPb5pEo1G8TxvhYQlELiai6u5BEpAykuhShXZ5/CC8QKzFFpHVCrEtThJI0kmkqE93s745AFOkWfLtA1SoWBLKjEf1xAEukQLFTShrLyiSKrL5yrW1MhUTOINnY5SjP56L8by9K6CQJESRdFQlHZ8s4Nqym858BQuQQsjlOx5QkBBA6miSBUFFUWaRMMICaHxxqTOmCs46Po0dUldEzQUn4bi4akuUSQDjRS6VKmlJqByALW8iBvRMIx4y01BUZFoqEoMaSZQop3gBXhGEUOVbBR9VGiyoFTxCAgRcOa8SR9T9ehQ84jkiyyYPl7D5Hi8znBEB6GSqhqsLWoMFjWiS0kIDIKIQ2/MwXBUHugJWF/uIb1YI6r7xHWP2HIzlZBxt5sJv5OmJkm4FRASvzPJz0dOoDTL+FLFFxrN/5e9N4+y6zrIfH9nvufOQ81zaSjNlix5juPYcduJkxAwSUg6mBACAUIHwuvXNL2a5kE3zYPmJUA/kjRDMwTTYBIImRwnjod4iAfJsi3LmkpVpapSlWq4defhzHv3H7dUlizZcSZYvZa/tY5O6dapfc89Z9+999n7G4jxlH4VXravQ1BEgfW0iEzCZmxsHCNm4zgOlUqFWq2ODH12hEt4nuSU3rWRsCBfZqOUU9sMsIITqUwz2vn4ErQwjup2o+oOQvWQSoRQI1CijshKCTcync7/e+Fz+flhweWe1V2p40odBYmuSNR18VRH4yNR10uWUhKi4kmNZNzm6it28obrryObzeJ53ob768LCAouLixvEgwvRnUuzN+9gqRKdCF2J0GVEvbTK4lIZRzFQdZW8V+OkHKVpd3OX92Y0VHRtgRhPE0ufhWaRhv0xvHoPkganwmMcOfsIiqKiJ3OouoaqqWiaiqpIFBlBGFAp11ClQEFFU3SaE1ei5fJEbR/hu0CIVAQCSVs16cZiwK7hGm0WNKCdR0QGTryOSDRJ2k3SZpO43kTzBZnkKslYmZV2EvfsNTScDkk6Ci+cuJaoaoQQOqruEgQlMoHGFr+fRmWZulPm0nFc5/+ecJDKhkE1K2Y37UwSR1i0ojghOkJRaekJrN6I7YOn2JqdxolsvDBG2qrhhDHONftYavVxrtnHuVYvtu5y09AT1N00k8XdDHh5kug8S0T1kiUQSb9S4wptCUsNMbUIW4ZICSVHQwpB0oS4IVDXRXkSBU2RCKlw1ovTJEZW9xnUL60jQkKARiQV4mpIJBXqbpyfjCbo0rKdtATVwI9cFpwZprwl9id2ULD6ORudoNYoMZiYIKHFKAWTzOsZbKljS52YYmIrJnF0YlocTdFZlCG/pXicEi6jrBE5LqYMMISPIQIsQsp6hrnEKLvMVbZ78wTLyxgi4FRhH6JrZN3RJMD3fBAhXX6JfneZmpFm2epDKAqxyCMd1lGQhIpOpGgd0YmiERMe45ZLytRQ3Abx2iJK4L2UpvEaYKoxhKrjCRdNvLQw4agWpgjRiAANRc0hRQV4eV9/ITRUYxxFsTFjPoG7gERiWD14zXNI6aOoeTRrN5q5E1WNE1dBV1o8oME34yo2Pg4XL9hIAENFDQQSSAvY4S9yxOrFvYDElqRNliZZpUVaaTEjB1mWWS6xnbsMbB264ypm6HA6slE8wZ54BS87wuS5i+ubaWokbJ2ciIgagnkEQzGP/0u/h9nEIJ/Y/H6iRCfFEyDhOnQ1m3ygDu9yCuhJi7DYJjxPkLsQCh1iQsFGBoKo7bOqLjA59zTZsIuElSWWTBLYPq14i8iKUNbbLVXTCX2f8uQcBa+P7sQI+aibiGg9zwlaBR/zigK9BzYR70pf+v6AEPKiBTyAltPgd8/W+JulEj2GxrhsUaivMhmZvBjvJuO26FlbJrm0QqzSQG/6+JGOtJLslIvsTTTwd26j3TzBmpEjrwf0u0sUnGUKQZVcUKeZ38qZ3R/gEWOYstTZpPpM1XWemQloBBLnwg5JSsyWw08cvZsQjXsG3kOk6gwr87xb+RLpeANsHTeepBbPUTK6UbUQNXRZKWewXZerzDJqqZ/q3BzhBSRUM5Ek2d2LnS8QaiZLy0uwvIAa+vRt2Ua2pxffadOuVWnX67TrVULPWz81lVs++LNc+dZ3bJTXLJdoVSs4zQZuo47TbBC4LqN79uGrOn/z3z+OCEP6dl7BNTdejeQLVKsPEwQrSKFg6NtR1T00Wy0qlTJnzgwShgZSgtZ20Fp1lCBADX2UsLMnihBWHKnrnd+/St1XbBU9baDm8yyaI0SiSZSwUbo30RI91Nw4mqpgaAqGBoYGtgHv2dMm7r3I4vIi9dISYXGJ1jkdt2JgJDTsjIWdTZDI5TBTCcqr89TKRWwjhaIsolsJYoPXUKrFAB1V1ZFSQwQSv+XiSodI1Mhkz62T7CsX1FGFMDQRIgYyjpBJXDfC8zRqbpqgncB3elG9GEpo4QhBuC7wUUMw3IBUq0zUKhN6HVfOwvAWygszKKpCqqubTHcP6e5e0t092Mk0S7MzrMzO4NeraJpOIpejsbZGo1S8qO+VioJMZkhu2obV3UsskaDRqFMqlfH9C0XhBplMmkwmh2manD07R6PRYmBgka0TZdKpt3LsmMrMzFk0TcMwjA3SpaqqNBoNXPcybcjlIDtiQF10UildxSc2dwrdaV5yqDBMoliH9GVYafR4F9JQ8YI6o/k0reVVqsudiXNVMzHio1jxcW5879vYfsNmSgur6FYcwzI5euLdSOmzZfN/JJvbj2FcTKxs16qUFuZxmg2QkvErr8K4XOLU94goDKkuL5EfGERRX8Pi6aMfh4d+C3a/G677SCfVSkQQBSDCjU3mN1OS6Q1RSzabJZfLkcvlyOfzG/vZ2VkeeOABoqjTfxpSRdZWSWV7Gd62j0J3nu6+HOlsh9SfTCbRdZ2zZ89y/PhxJiYmGB9/bW7h58kw9TUXzVBJZDqT8q+GynKLyUMrlBaaRKG8mGzTFyeeNr/rRXmn6VNdcWhWXAI3ol3vnFu95FBfc2mW3Y1nDSOmsf26fq5629gGCeJCBEHAmTNnOHHiBJOnTmPJDMriAG5sBdcooWsGibRJKH2C0McPvY1rvn37dm644QZ6e3uxLAvXdTl48OCGK3Q8Ht9IRcjlcmiaxqOPPsqpU6fI5/Ps2bOHHTt2bAguyuUyU1NTTE9P0W63yWSybN++nZGREb761d+lXFmkuHpxkrNpmhQKBcrlMp7nsWnTJq677jqsbI6zQmVuqkF/S9KXsLASOrF4JxkkVYhtkA+CIGBmZob77ruPRqPB8PAwrVaLZrO5kXJgWRZXXXUVg4ODCCGYnZ3deL/R0VFyuVwn7bXsMvN8kVbFA10wt3KKmeVjBKLTrsTtGgYamtFNPF3AtxNUzRiTq6vEcj4D/acwZAUTn35D8OaJD9Ldddt6XVE5n/YNKr5fZPL0b1EsPkB//50M9L8bRdExjByW1YOqXlpHZ19Y47lvzKOooJsauqFSKzqUF1uIdSfdWMJg982D7L5jlC8Vq/za6UW2J2J8ft8WYq8TJf6PwpFSlb8+Nslj1RYLiQxiva1WpGRfo8SxeAZVUfi/Tz6J99j9RIkUfqFvY5IiZseJmQbO7BRqvUyUSKOICM3p9PFXv/Nd7Lv97ZipNAsLC8zOzjI7O8u5c+cQQrB3z5Vs7t7LzPwUx+cOgSLZPDpCrN2gOT/NyulJpBSke3rJX/0Wps7O4wZtcmaczRPbufmtt5B4WTr8ySce5d7//nvc8sGfo2v7Lr5x5AUOz83zTGGQ+cGXXEdTnsPu6jIj5WV6urrJ2jYrjz2IIgTGG97M5xI9rBidvtEMfMaX59kx9QL9S7PE2g30daOMSjrPA+/8Bf7Ljs3cvqWbQEi+tlLhL2eLPOl05gLOY2xtiVymm+eMS4lNMT8g16zR1apyqn8URUpiTpNrpo9x3bnT1EOFxcFRYmFA3HPRpY6uGR2jo3aaG2+9iqWjbUrzU8hoEt8pEbglRNi5F5neQQZ27CQ5OEJhcIjuwWHiySTxeBwpBM/f/wDHHnm0IwruyWGnM9ipNPPFNZ6fmUONQoSm05PPYcYTGwvds7OzG46iw8PD9Pf3c+LEiU5b2bOZvDJOId9N21zibPE0IpLISEGEne7dafq4YUcEBB0iruXnGbKv4H2/eiP6ZRJTZ4+uMXu0hGlpaEaH3OU0AgI/omsoSe9Ymp7R9EVO3N8tKsstHv/caVS1I4ZS1HWJw/p3QNUUUoUY3cMp+rdkLnZ+rdWoVCqUy2UqlQqVSoVms9np/6wU04838WULsjWaQXnj72wjhRllkHUbNYgxek2CwnCcwf4hkukkq6sr3HfffbTbbcbHxzlw4ADbt29H13WiKOLs2bPMHX+RqQfvo7q6zA0f+DBX3nAjbrOJYVmYMRvdsi4ZY0ghcBp12vUadiqN125z6olHOfmtRyifW0DVNPq3bkdVVZamJgn9znNYbmCIkd176Rkbp2/zBF3DoxclAYRhyMGDB3nwwQeRUpLNZrnlllvYvXv3JfP+586d48EHH2Rubo5NmzZx5513vqpA6PuBdrvNvffey7FjxzZei8fj9PX1YZom09PTG0JsTdPYsmULY2Nj9Pf309vbexHJ+nW8driuS61Wo1wus7q6iqIoDA4OMjAwgG3bzM/P8xd/8Re8973vZceOS4VJ30/8j8efov1H/xUARVV5xy//KhPXvuGS47x2i8fvuZso8LGyBZ4+eoy2fvHYWQF0tTML5EYBKCpjgwPc9VMfQlEUTp8+zXPPPcfU1FQn6RSJ3qiiVtdQnSZP7b+Z4hXX4FZr3DR9lKR3sWg3UhQ83UQxDOx2k4ShQRTRurym7BJs2rSJ+fl5LMti//797N69m97e3sse++jXvspDTx1EExFKu4nqtNBbde78hV/6npztz4uNFFNF77L5xP86widffCn9bUtPkjdv7+GWbT1cNZbDWB9bPjJZ5EN/dYgbRnJ8orcLteYT1TyimodYT/5TLA1zNI01mkbLmMhQIgNB7euzxK/oInXrCMVPPb9x/CtBiemYgwmEFxEsXPrsjtZJeVdTJtKPCL2Az8Wfoikczm7awblte7ixK8tNuRRXZxLf0/h4zQ/5zOIa9yyskndb/Gsb0u0m1XqdRrOJ227hOw5RrQaqClFIWldh5gRyfb5NN0xSXV2kCl0k812o2Txn6g4rxSLLqRwR0Fuv0IjFuX/n1UTZPN2mTpehUzB1ug2dgqbQY6jc3FNgwDJ5pt5CAa5Mx7G+zbN+NQj547NFNAV+Zqib3GXGQbCefnvkWb7+J/8/zUadZ7ddxaZchvTCDMrcFKoQuJZNsGUnW8bH2T0wwO433ox+QVqpiCIUVb3sc7TvtPn87/4mK2emefNP/RzffPhhSpd5HgJQQp9kq8aubROcGZngd+w+fBS6TZ2MrqEpCroCmqJgKArbEzG2J2yONNp8fqXCrqTNn+0eY8x+bYTgC6/VjOMx7/jMOh6z6/s516cchOxM2Kz6AYveS3NcGV1jT9LmilScK1I2e1I2IzGLXzu9wN3nSvzy7LPoX/s8D37kN+guFHAjSSUMqQUR1bCTWH57IcUvdSfZ2/eSOKZVrXDmuWfoHh2nZ2zTa5vT+R5xenKKp588yMT2rew/cCWlUomvf/3rzMzMdD5rMgdCw/cDwiDszDsooiNSVztrrufR29vLBz/4QYIg4NChQxw+fJh2u013VzeZ2i5qZ186VtUVJq7u5aq3jZHpfmUx5sshok4ZyjrR459DVPFcvc2Hj53hnBvwoaEufrgnRyuKaEUCNxIYqoqpKBiqgqkoJDSVkTbMPl8ECSO78vSMXn5d4rtFZfkcf/Gxn+XWD32EfW95+/elzIfmy/zTF0+z6WQL8xWWxDRdJZnvkGBThRjpQozyUpvThzqJe3f+u/0MbOmQS8+TX2tFh/raepLOmkMYCHa/qWOAdP7+rbXa/N4ffRLLc9BegbvXTGb4xta9/My+XXx0pIcwELRrPulCDOUyaU/nz+Hhu09y4omli15P5qxO6s5ggt7xDON7u35gdWl5psZTX5xmcbL6Wpcweecv7fuBCfvcVsDBr5yhXfXIDSRYPFVhebqGnTIJ/Qjf7dz8XH+CoYksw7sKjO7Ko2oqTsPn7l9/csMI8C0f3s3YnsKrindmni9y6qllbvmJ7cQS318RyXeDqcOrnHmhyDXvGP+O2p5XQuBFPPmFaRIZk61X9fLoPZOsztX5179xLXby9eT0HyTOuj7P1VrM/8MZlKNVntls0bfwVbLF4/yr//ZJDgy/cvqw1w547v7TLJ2eIpnPcvNPvAHjMokjvhvy3DfmOfXkMs2qx1s/vJtNV3YMDKSUhIFP4Lr4jkPgOviui99uUV9bpV2rkcjlGNm1l2xf/6t+FiEEn/rUp7Asiw9/+MOXbY/Oi6gbjQaf/vSncRyHt7zlLVx//fWv6XqtnngI/zOd7+DMTf+eILbKmPlvefYrO/gVHP7T23fw2189wS/fOsFgzubPHz/DP/3CDXzwLw/SdgM+fq3G3AvPMX/0CNWVTptaGPthflMZ4A/u3MOd1468pvMIim1Wfv8wAHrBRk0Y+HN1APLv3Ub8ZaLhev0Fnjn8XvK569i7939umOGdvyat1iSrq1+jVPomieQEQvisrHyZAwf+nkx6P88cfjeet0x//7spFu+n1eqIr1LJXWzZ8qvk85c+g14OlcrTnDj5H3GcWQAUReO6a79OPP6dpd6GYYuTp34NXUuSSGwhkdhKIrEF0+z5tv3Q8sqXOX78V0gktrBv758zefq3WV29F1DJZa9h0+Z/SzZz4Ds6n1fDPffcw/T0NB/96EcRjs5TX5xh+rllxnfNMHXofiI/YNfNt3Ldj76PdFc3X/3kJzj5rUcIc2M4fV389E//9EXGdpeD02zw/Ne/wtTBpyjOnUHKC8aKmkYy30W6q5va6goSyQc//ilMO94x1EDyj//vbzB/9Pn143WGduxi0/6rGb/yaoRpcfDgQVZWVpibm+PNb34zN9100yuei+d5fOlLX+LYsWNMTExwyy238PDDDzM5OYllWWzbto0dO3awefNmTPP7374HfsTCiTJnXlhjdbbBrR/cjp1TSSaTCCF4/vnnmZmZYWVlZYN3GwQBQRBszPtt2bKFt73tbRtGQa+E0mKTg18+w5kjHfGTldDZecMAXcNJVE2lVfVoVlwa5c6+WfFo17yLhFL5gQTje7sYnMjRKLmUl1udlNelNo2Ki53s8Drc5kvPUImsxcjOPGsLTdbONpCyM9VrxnW8VsjA1iw/9It70U2N8rkWpcUmleVW5+dzLWqr7Y1zOG94mO62add9Qi/CsDRuvmsbY3u6LjGhlEIipLxsKqWIBIfuneWZ+2bJ9ca5+a7ttCoeRkzDyD+A7xex7VG6um5B11+aLz2fQBkF4lVF9K/jdfwg8LoQ6nW8jpfBbXr8zw/9Kr3qGo1kkpZt0Y7bODHrIgWAHoZkHEGoQqgpRGpn8j/UVOQFHajhugRmEtQQgUAxQmJS4oUXN/gaCgkM9qjdDNshx3sf5Nkz29GlTqAElEUKTRiYZgNV7ZDtY2GMxfgiR7oO89t9YFqdBWUhYXVlM56bQFEFqhqhqBGK5pNJlUjEG4SRxkojh1DXJ+bPi1ekClJDFSpSqix6BpNOQMvPMmJK9uWq2KaLqoaoStjZqyGaKlAUSbU0xEp5DNNwGJs5Q8+LDUo3/wRnsj2srKxsLNapqkpPTw/j7TaF559n2vYppdIUkwOXne+IOQ6DC4sMLyzQu7JCuVDA3L0b7emnqafTrPb2YPgBiXabVMsj3mpheG1kbx9q6EGpjHnT9cwtnaH/9DKfepvKI3sv7swVFO4qbuW2Ly0SW+24Ka7mdHoqIdl334n9vvcz6/tMTk0xNTWF7/v09vZyQFEwP/PXtFSVx99wA6oQjE/PMLSwQGZdyFHKZlns62Gpp4u2qZPwWtS2JHiwcIxQF1hWjGbYxBEXLyipQkGPFHxD0NVU+MWlOi0zyQOpUaq6iqv5+JqPp3pIBPvnN7HHGSOKJTAMSZfeQlTqhGGGpJ3C7hqH7BakZhO1PRrPP0G9uYxlhAgtAtOmaG+mba+9dFWk2hHqrNcP3+osiOfdAYaVNGvaCqv+GTQJhuy4DRpSR0PD0SKaumBbNMy12k6+XP8iVVlGKmon1eSCvRAhZnUN3XORuoGIxfEtA9VMIAwLUJCK3HA7VSREqkSoLqm5Zc70Nel1CsQCk8hS0aTWcUdVVXQDBCoiiJBI1KDjFCisOKrvoQYuShShhGHHLV9eumKXN9tszZYoh0nqgUWgmniKiYtFGxMigd1qcN5AMlI1pGGhBi7SsBBmDGHFiKw4oWkTaAapxgpqcYFj43WcQZ2fKr+TdjlHzcsRSotQGnQIZGAkVxm84dNYqWXcWseNQ9VcxEoc1VFIx8vEcz5tK4GjSiI1pFXrZWV5E9VGlkBqyHVxm6n6IDWEMBBoRCgEElQlQAQ6B+KTVK1evlXbjRUU6Y2toGg6UtVB1ZGKjlA0QKFRgdCArZzEyg6x6lgUA4MFkWEhzLDKeRffl2AIn3TYwBIejpEknrAp2ArdtkZ3Uqc3ZbCzP83mvhzHjh3j1KlJTNNkIJ/ghqnfp1oPqPo2FT9O2Y9T8WNE8tLBuZ/K4g1t4b35MkPD78JdTePNNUB0zkcxPRYq9/FkcRppJllK7edEOo2r6pSFTVXGibi43JgM+GG7RaweoVvLRFYbO1YnZjfQtPX2UAtJJCr09Z++rHDsYsSQMomipNG1GEcaM9SjkD0xHR3JC6u7Kbl5YoqPFUmMSEGNNFSpgB7SameJWsmOYBJYE3GqIoYiXxK5IiGMBH7TpaUlcBNZFBGiCsEN41Ps6WqgECEROIFGIzA41ywwVenDcTUSio+GIEBjQWRoSguTiIItGUoKeuMRq47CN1dSaJrKtSMt+pN1MkoDs1xBBqCoFlHYid6NQokIJboZ4ekaVTdGLbKwVeiTHaFPKp9jYLCbiU19jI/2kEqN0GoJHnroIV54oeNIascTXHP1VRtuz4pm4KPRCqDuhjTcEKO5zCN//1cEiTQNYbGptY2UCHlC8fmWHqOhdkgiY845/n0YsMUeI66nWPFXaUZtRq3BjmhK+DjCxREeLeFRAabNLE+qEDHJgN7irOzihWiQpOIyoNYZ1BsMG3X6jRZZUaXlepRFgjoJtmmLeFaWx5pD1Ilj65AwdZIxA92y0XQTVJWrtGmK9Ta/t3IVEoVNGYVbxyyG83HGulNs6s3Ql0vzT8dq/OljZ/DCjnjsXNXFX1/80kRITLjEhIcdtklGLdqajdo3xjVxm3cuVQka8yz6Cyw3TnbqzDoiFBp6ikTYQtV1mvFu1swu1iKTHfVjJKMWVT2Lq1q4WgxPs4gUm21SkHRmCaVAYKLo/evi2CK21k1PfA9Zu59QXaZPf5x+/TSanODR8Ef5ZRw2hyrvaFmc0QVSkShSYqtNskaJZjJOYaWPcmyWhwyNRbWLbKMIJGgAACAASURBVFBDVWBrStATkygiWierh9RCjUeCAXZ2mdw8bKK26sjKMt7qAu7yWRpmmtXEEGtmgYqWoiYtfKleXvX5alDgWvskv2/8MYPeKgBfyfwbivwQw23BkCNInuc2qGAOp5F+hKKrpG4dwSh+A+/r96DGTfSkj54CJZkBK41YehZK0yhWGiUzAql+SPVC3xVg2CAFnS+YB4HT2RQVBvd3jkXit3K0nqth9CawdxXQMlZH4eo3walAYwXOPg3Vs9CzDbq3d7byGVh8Bhae6ezLM9C9HTl6A8oLnwP/JXFYoBoYojPOC4RKxbcp+zYlz6auW0RxKPpxGpU4qi4wkiGRp6KKLKncMNmuLnKFLJtvfAtdYyO022doNZbRVJOwmaa6VETVDYjZVI0YJd1kxfMpP3Yf0eFH0NoSo1dDdPvIU8a6o65EXmhfisRMSlRDxa2yscgmVZUwlSOKJRBWDGHZSP2lBShN0+jq6qK/p4dEdYXl6Snqa0UUw0BZdzkOVZVAgickWq2M3qwhMnm0TB6lVkbUyrwiFLVzH8+f0vlnifU0mwtrox4P0LI6a5mrAbCLZ9DXSqBIjLiKldSJpSxi6ThGzKI8X8RttEiPVbF7fUxTJdAGKTd6cZomjmviBzEEnc+r+g56pYQaeKCqKCmdVGaNrt4FDCtA0SWqJlB1SbuRYPbEFThWL/I86UrKTgKREm1EcGwMqyQdoZaIELqB1E2kroOivtzv/9JLpCgUCgVsGzRNR1EshOhMwp4XAEgp6erqIpvNUqlUKJVKGKqCiCIiFLRWA71VQ2vWUH0XTUsilSyqmqNrZJhIDNOsJNi0VyWemqVZLlIrrlAvrtKqdO6fbpjkBoZI5PpQVXCaVRplHacZAzpGAKwL3KVoIYITSOGQ7t7Ftjf8CHtuuQI9IWi326TTaVQpqCydo3xuAadeY2jnHl6cmeWxxx7b+OyxWIwrr7wSVVUJggDf9wmCACEEyWSSVCqF7gpmHvwWK5UzKKGPKiJ8GSK19aTEi7ZOiqJZWSOjbsXMDGHGDDTDRNNNdMNEMy2kiGiU5miuncatTSNkgIKKoSUxtCyaPkxojJDqGyPXl6K+5lA+18JOmzj1l5Je0qNP0H/1Z1BUgRQKXnUEpzyBaO5m97U/xI7rR15xYf6fBYELpdOgGtCzvfOa14A/3AND18CPf/Y1FeM4Dk8//TSlUmmDZNxuty86Ztu2bVx55ZUUi0W+9bUjRFYD1ejU48vBsqyLfrd161aCIKDdbl+Q/NZJgctms7zjHe+gr6/vsmV9P3CeJLlly5aLXOuEEBv18vxeURQymQyWZSGEoFgssrKyspGYlMlkNrZ4PEG7GlBdbXPy6XOcOjKDYRpcddsEfSN5gjDgzOw0cwvTnCvOE0YBKjq6m8G3KrBOMOpK9xPPmqiqsiFoisVi2LZNf38/W7Z8Zy5jjjNPqz1DGNSxrF50PY3vF3HcBRxnDseZx2nP0XbmqZHjG8ZdOEoSO1rFCM6Sp8SP7v51MlqemWKJuUqVhVqd5VabIGaTHhrBt2LMOz4Hay2C9XnYuKbykeFuPjLcQ/JV3G3b7TZf/epXN4Rc5wV0iUSC2dlZjh8/viHQNE0T0zQ30qcsy6K/v5/+/n76+vpYW1vj2WefpdVqsWnTOOF2g6fbKzSFT5kCRXpYpQdfeXWR4rZEjD1Jm6SukdTUzqZrjMRMDqQTFEz9VV2+fTdkeabG0VqbL9QblKdq9GgaUVKnrkiaKqR1ldFEjK2FODsH0mzpSfKPqxX+YHaFahixIxHjnr2b6bX+5Ykkr+O7QxRFPHv8OPccOc7xSOG6mMavv+dOvnzoML/YVBl0Gnz4xBNUnnnisn8fmBbFzbvpWZjCjCJu/ODPUZ08xgsPfA0A07YpDI3QNTxK1/Aomf5BTs7N88wzh1FEhOq0yRgqectg5fQppBTk+gfZdv2NdI2Mcf+f/BGxZJJbfvJnaZTWePgzf4qiqGy55nos28ZrtfCcNl6rRXFhHrfQw9//6EdYCjvEqa1xix/vL3BrIU0tjDjddplqe0y1XaZaHrOud5H7PkDac/iAGaHaNqcjhVORwqwAgYIhBNvOzXDtzHFyJ55hfnALn337XVzZUpkxJTVTIdUW7JvxuKmpQG6NB4wqz43vBFXj18d7ubWQZimIWHR8zlQc5moOC45H0Xe56ewpNh1/jObSAgDJXJ5mpUxubCtGdgA/0nADBTcEP3BQKifR6+WN8atpx8kPjyJNCyWdo61bFGt1fP/iVDiAiYkJ3v/+979q/fjyl7/M888/z5133snu3bsvqTsLCwtMTU1x+vRplpeXGR8f30h9CcNwo2/t7e0lHo8Thh3iaqdflWhRjOaCgi7i+DRxkovs2L6TH3vfu79d1cV1XaampvC8jgi33W7TarVotVobffdtt93GyMhrI8Kch+d5PP744wwMDHxHIozzqUNf/OIXOXHixEW/S6c7wmvXdalWqxtpOF1dXURRRKXSMR9QFOUyRjsX4+Upi5qmYZomURRt3GdVVTfeQ2vVsRenUdaFyigKZiyGEbMxYzGiMKJVKRG9PLlRURjasYvtN7yJLddcjxOEHD16FLfdwm7XGRgZZfOBa/HX05te7gAdRRF33303s7OzbNq0ia6uLmZmZlhbW6O7u5tsNks8Ht9wvz137hzHjx9nfHycu+666zty7P1e4XkeKysrLC0tsby8zPLyMo7jsGXLFoaHh4nH4wwNDb0ufPpnQhAE/M7v/A7XX389t9122w/0vTwh+Ltjp7jRkBz6279ieeoUB97+I1iJJJquo+k6qqZx+N4vUq5WifK9OPE0iqaRDXzaa+uE5vVnPql2ngdT6TR3vOd9bN11aeKA7/tMTU1x8uRJJicncV0Xy7I4M7iJdKtOcmWRbC7H2+64g3Q6jbUuYjzphTxebXF/qUZ5+jR3TB8lFrepD2/i7ZvHGMxlSKVSmGbHUOH8JqXk0KFDPPLII4yMjPCud72LZDLJihfwTysVFAUOpBPsTtobop0wCPjjX/9VXMNC2Ekcv0Nqii/P8qY73kF+YJB0dy+Z7l5i32Nq1/Nfn2b24XkWt6R5goCDZ8oEkSQV07lpazcHRnP8/jcmGUxafNIxiQcSvcvupC6lTYz+BOZoGqMvcdnn3OpXZmh+axGjN0FYccm+czOKoXaOPe9MpyooCp1y8zEiCY4QxJ2IsOIimgGiFRC1AsKWj9mbIHFlDwK47/EneObhB1jK9dBf6cxPurpJM2bjWDaJVIrBfI6dvT3csm8PyQvaynIQ4gmxkRR0HtMrq3zumeeZnJ0lV6+Q8i6TZClEZy4oihBRSLN/mLJmMVReRdc0hgb6WQoFDRRcFNoS2gLiXpuBWomHtu0nGt/K3+/bTMX1EKrKlkSMxD9j23s5tKoV7vvU7zN74hhK4FMs9BFt28OVV1/LDx3YT8r67sl+IorwnDZ2MoXntPnHv/oL2s0GwvcRgUfkuQjXY+e+fbzxvXdhxjpt/qzj8XC5wZF6u2P4IyWRlIQS3EjwQrNNPRTkDY23dWX5z1sHfmDXMRCS+9ZqKMAVKZuR2OUNVFpRxG2HJmnNzfCBz/8PZt/xfl7ctp+4ppLRNXKGTiYK0JbO4nz1H+hdnqfnzXdw6403cfyxhzj+2MNE69wCO51hdM8+xvbuZ2zvfhLZV3ec/35CSsnU1BSpVOqSuRevHVBabLK20OT0oRUWZ4voFsT7BXPOYWwrjuO1kVIw2D3K5qFdNGYNFk9WePMHdhBPm+iWRs9o6rLi+39JTLdd/nxhjVU/oBxElIKQchCy5ocMWAZ/tmuM/ZnEty/oFXD0oft54rN/A4rSmZM0DDTDQDdMdNOgb/MEN77vA69JAHfwi//AY3/7V3zoD/+EXP8rk/2/U/hCcKLWprDiU111EJEknjZJ5iyqq23Kiy0aZbcjaiq7OHW/05/dMcbJp5YwYzo/9mtXo2kqj94zydFvLmyUraoKybxFFAhaNR87bSIjiW6qJHMxEjcneHzqKLlEnMFsmvFcjv5smpKq88uzaxQlfHrXGFerFk99aYbpw6sEXoRp63SPpOgd67j+d4+mSOVjBF7Ewa+c4cgDZ7ny9hHG9nQBkvxA8l9EkOO7IeVzLdxmgBCSXF+cdMFGSokQEik768qf//hhkPC+/+ea79t3xG0GrMzWWTlT49jj53AaAam8RX3NJdcXZ3R3Ac8JUTWVwYksgxO5y5o2ARz+2ixPfWGG2z60k4lrfnBzs/8nI4rEZYnWr+MHAykk3/y7Uxx/7BwiquDXP0MwcoD/8P/9xuWPl5K/+U9/xurUl+ms1Bn0bPkwu2/e/dJaq5REoeT4Y4s0Kkukc8u0a0v4rkWuT6W8cIIoaPBa1I2xRJIPfPyTpPJdr3rcoUOHuPfee3n/+9+P67oUi0VqtdrGVq/XyWazWJZFsVgkn8/jui4f+9jHXtMzvOsss/LbRwBJ+/2PoGg6iwt/y8Shv+QDLYdFIfAjwRf/zRvYO/xSWspv33uczzw5x7H//JYNs4Ta6jJnj7/I48/H+N3lGo/8ys2MFl69fwyCKqpqo2kWa3cfxz1Wouund6N326z95TGS1/WTvH5g43jHWaBc+Razs59Gyohrr/kyhvHtx0Jh2OTpp+9AIujuvo2FhbvZsf13GBj4MQDa7VmKa99gcfEefH+V/Vf+L1qtaRx3gbHRn0dVL+4f2u05pqZ/j2Lxa9ixESa2/QZ2bJiDh36Y7u7b2L3rD77tOV2IxcV7OkIoPU0Y1jde1/UM/f3vYnzsoxhGBikF1eohYrF+bHuEhYW/4dTkb5LNXs3eK/4UXU8hREizeRzbHsMwvr+C6+npae6++25uufkWvOkuTh9aQVGga+AFzr74ANtuuIkb3vPj5AdeGoMIEXHsmw/yzXv+jtLAKNfuv5473vmWS8pemjrFwS98juW1Emu+QCpgJ1P0dPcyOjZMX08vTq1Ko1SkvlaksVakVaty60/9PKNX7LuorHa9xuGv/BN9mycY2bMPK94RuM7OznLPPfcQhiGFQoGdO3dy0003vaaUyqeeeoqHHnpoIzH99ttv56qrrnrF1PfQj1g4VWH+eBkrrtM9lGJoe+7bGkX5Tkh1tU1xvsHsC2ucPVkhCgRmTENEktE9Bd76s98+IQ4665avJn6KAsG56Spnj5WZP16mtNjEjGnsftMgQzvy9G/KoF9GDHpRGZHoCKTKHsszNeaPlzg3Wd0QJumG2jGc7EuQLsRwmgFSSHpGU6S77M54bTS10T/6bsjKTJ1zU1VqRYeJa3oZ3V141XsU+hGV5Talc01Kiy0sW2PfvxqhVfN54aGz7HzjAIWB736e5OyJMt/4y+MXrftvv6GfwYnsRtKUFJ0UqUbJpVFyNgTkY3sKjO/rxm0FFAaTDO/IX2LC/Dpex/cTrwuhXsfruACl5SUeve/n8NdTkNQwhhIk0IMkRpDG8jPItVEakYEqTDThYUuNuNSxMIgUgY8gUCJk5KBHPj3ZDEqySqM0zJPmFCW1RkLGuNafYFVp4as+nuLjKQF1pU0bj/1ilH3BOIvmCmYU48XYFE8YkyiKQltrE2kRcaFh+wlmc7P8jBwhse0BBp/9Zf5b8l7G+ma5PhmiqZ30DCFUZKQjI4NVJ8HzUYsn/Ii2UDpk+VfpZxQJQyG0VUlJU9CFzkBjjILTTcHJkAkT0NFDdK5ZoGE3NxOpgvnki9z1jUfIVqssXXM12r59ZIeH6Rofp3vzZpaefZH6xz6KEfro+w/Q+5MfoPbNh/F7eqn0dGP5PtbsHMrRo4QnTnRc/0dHccfH+EoqhZNIoAgwWwrDqYhQk9QjaEoFX1FRhECqKlrgMz75DDsnz2F7EYe2KnzyvUn2Fa7BazoIJ0BzJW7UZDI+Ryh8bl/pwbBS3J8+ywceCrn9cGeS1TcMaj3d+NvGicby9B46gXV0CieXQq83kaqKEQpQoD0xQuXKzazuHaGeNWhLF0d6VJslFtfmeFGdJeOadJUMUBVMX8F2DVJeloSfQ5cxFvInEQmHidUUqdIb0cw9KLgYcgU3qBMpDpHuoVoueiyD4t6IFl3q1CKUgEjziLQ2UmsjDRepgtUYQg+TG8c4iUXayXkiYSClgrKe5qPQEVQYqkJcquyWo2z3v7OF+5J3jq8v392pJ+LyuRyrWZeEa2G7KlgJFL99WVHSecj1qieRBIaGk1GItxQMT+IbgrYV0ogHNGMB6abO4JqNBGJaRCgUIqmiKoKUERDTQ2JaSEwPsbWQbqNOT7zFF+UbmW91kaqcw/A9QGLqAkSH6H0hPXk0UaUnE5LR6rxY7GbZfXWn0EhR6RtKM7apxlcqu9ijxene/ChKsogmVTRpoAgDVeosyYD7j7yRQGR49xuPk1UjaishVvYUmtkCaRG00wTtDER57EwGwygRcgb0ClGk47TT2PEamtYZeAqh0mwUqNd7KNV6GSsv8SPycVTlux8DPBXt4DGxmwgVA0FGaZJXGjQDkyfqE2RbJQruynpKVAeeatEwktS0NHU9RUNP4qkW29VlcrJFLbAJw4CUVyEfdMgYAoW6kaaiZ6kaGcpmjmWrj1jkMuAtMWePkIxavCm3glVdZaA2Sc5wSeYHyGWvoVFzeGruBRThcyS3n1R3kl6tdXH9ktAWNk6UwIsShGGCwUglRwDdp3Bx0XWXoaET+EEM37OJIgMhDJJJA9cwmKuZ+MInlT2JElsh8LqouXlqnk0tsGhGJp40SOseB3rO8NmlLaTae8hoESU3R9XL8u2gIOlVG4wZNUa1Gqbw1onzL9XO78m0S9WIhECV8lXL0XWDVDqNrqm4rruR6JXP5y8ho/b19bF37951wkyTycn/ytLy5wlDdb2s4KKyNS3ByPCHSKX3IIVFLnctuq6/Jjeyp7/wOR667168/jEO+wMcFYNkgir9QZHeqEyP2uSIsYVJcxSANAqOBiM5m521JxmIFrFUl7hpEovHicVTTLYSHKxl8KTBPn0RWwmpE6cV6bSkSVnarIoUdRkjXE/gMQnZphXpVpsURQJH6mRVj4Ti0fHJ79wzFUldWhwOhwjpTAbsU07zJvUIfx3dToWLJ20MArabJf7DO69kTe/lxFKD3rSF7a4QzB4kJ6sMxiN64xLVsHCJkaVFbc2nNflGWppK4wqL1aER5sst5tYaLFZdFqsuxXanrTiQdfjsgeNolg12DhHLUXQNHnvoGeory/jNBl7bIQw6RCXTgF2jkil5K0G0gxGlTkGVWKoBYoYx7Wvk1eeIFIVv5X6EwaERhNS58+BOhGpiRvDjm/vYPZCmvOqwvNDAr3jEPYmBQj0u+KUfW8becwefeHSVTz0yw4Dhsep3UrJejk3tWW5f/QaG7JxfPJOle3ScrpExANxmA6/VxG028VpNerfvInbVW2kqMY6fO8c/nJ4mFkb8u2KOeOizIoqsyjWKYRnFGmC50Mt1wZf4UPhV6iLF/KafI338bkbtZYL0drTsCMT7EHYf2D1o8hxqfQYm3gLjb4LSFLzw9/DCZ0EEnZqggFifm9EjSTWto0hINUIUINIUFNkROip0xmsv/zYIeEnKqerQv68juHEqnc2tdhJNXgbPUCjlTKoZAzMQJNoRCbLEC/vRu/cgph/AWzuCMvFW5J73ENgWwrSRho3nLuG0Z3DbZ3HdBRxvGTdYRb5qghhIoRI6Bn5TRbdDzFRwUXsTtDWKL+QRoYqRCDHiIUYiwEiEWBkfRYW1wwdYeKYjOkj0DrCSKoBhkYnbZG2LuKYinDYL06cJPY9YLo+eylB3PcxsgWyhAHQIchcSIs+TGDeIe5q2kS4CbJDlLMvCsix0XUdVVapTp2idnSFqt5CZPOR7OqJiOuMXXwhEFKHXK2hhwKYb3ki+UECrlmhVyrSbTTTDwDBNdNPCME1UNcSr1pku1SijYyshntTYt6nEwPYWUq0TBFU8r47rukSRTiploOv7ePqpcep1H9u2NxJDkskkhUJhY1NVlUceeeTyCUNSXLx+oWz8Q9JQ6UokSGWzaOksEQqe5yGE6CyORBGh7xJ4DqgGkZCk0mnS6RQGCkvPPklt8gSqppIfGqFrdJz80CiJfIHK/BleeORhmrEEalcf7noCiK4oaDIC30e6LfD9TgpeOgcxG3wPpVIk5bXpGh4hkcuTHxgiPzBItruPVLwbPdJptAOisocxX0cEgpWaz5MnK0hTw7AucFETIVI4KFoCrx0hws55qKqCoilcfftIx8kpkohIIiJB4ISsLVRZmH6E2uq3QAYoWi+akUI3BFFQInBrl1zqnrHNXPGj7+uI6EVEv56hdvgsfuARCp8g8gkiD89vUS4tUF2dp9EqATC+7QDp0V5EJIE4gR/DaRo0yiqtqg6Kjaq2yPcW6RrZgmb20677eK2AaP28RSSJQoGUYMY0rLiOboCcqzOBQkxX0c7XBQWM3jjmSBp9MMnUfJO1ukfPWAYjpiHCjgA6DFv48kVCXiBUX0RoJ0DxCb0kwhkjVVAYHHofPV13oqoKYSBoll2a6xPIzaqLpqtc9baxSxyrvmMUT8GRe6B4srNVZtfVegrc+Sew973w2Cfgwf8CH34IBr97tzjXdTfSF3RdZ2JiAkVROHuyzJf+8Hnu+Pk9bNrXTRRFG4K+ZrNJo9HY+Lmrq4vdu3fz5JNPcvToUVKpFMlkElVV0TQNVVVRVZXTp09vEGRN0+T6669nYGDgsuclhKBcLlMsFpmamuLMmTOMjY1x9dVX09fXd2kqg5Q8+OCDPP7440BHnGea5obo6cI28XL4diRqRVFIp9Ok02mKxeJFbZASGUg1BEWiRAaWV8B0u+hK93HFzSOkRhf41lNfYvMmg6GhIRTVxNAzxGKDxGKDWFbvxkJdEFRZW3uQavUZstmr6ep6M7qeRogA31/DD9Y6e3+NYvF+SqVv4hBjhX4EKjrB/2bvvaPsOut778+uZ5/epndpVEeyJNtqRnK3ARtiE0ooTiihJTcEAgmXtPvmTW4CJDcBwzUlgfWaUAOh4wYxIBfZki1ZvY3K9Hrm9Lb7c/84M2PJkmwZEq7fRN+1nrXPOnPO3vvs2eV5fs+3EKWEg05OaqeoraSo9jEntbOj3o4pZKJSjYoILfb/ng+aJJHWVFp0lWtTUbbEwwRkma9NZfnhbIEmTeWPlrRxV3sa7RImBxZ/h52hbs5wMJelbjvEZJ+esIXnm+wqhqjUNEIlMCdMMjMZXNdFkiSWL+8nvDbG5wsu+7ylqLhEFGjRBGmnRCg/SZM3SVdwgraQQkpZTzRyI3oiipbUOVgx+dFsgXHTpuJ5lF1/Udy1gJSm0KZrxFQFH8iYDnXHw3d8PMfHdxqTfIWIguIJhCwteFgQUmSSqkLR9ah459cIbkxFeX9vK1vj4V+J+/V/Jbg5E2emile0EZaHcLz5VAMP4fg4mRpewSK8pZ3o9k4k9d+H2CKEYHZ2llQqhaY1ruOvTmb5oxNjXBEJomWmKBTyuJ7fSG0WgrAiI3r6kYIhjlequEICSWJDNMQddp7WzCTyzCTW1DjZsRHMcumC25YVlXBHF9rAesw1VzGbamXKdsnYLj3ZSXq+9yX8uQa5eOlVm4i3tnHiicfwJQknEKSi6mQVnVIgyJ6NN7Jl+TIGwgYbYiGuS0aRn+cctX2fobrN6ZpJ3fNJCZ+rk1Fixrmijprnc7JmsiwYYG5inC9/+cvImUmMmTFOrdjAfde9hu5imU2FHOuESVj3KU2PMVmpsXJgDdvuuJOpY0fY+493Y5bLGNEooVicUCxOMBYnFI9j1+scffRnxFvbWHvDrazYup1kewfPPPADHv+Xryym8JwNRdPo3LAJS8D4XA7LCCPmf6+u67S1tdHW1kZrayvNzc1YlkWlUuH06dMcPnyY97///aRSF3f5XhD3GMYLp0e6rrs4IV+tVjl+/DgjIyMsW7aMK6644qL3itJcnSe+c4pAWKMSO8X+A/v44Ac/SOQscv3CPtu2TbVaZWpqitOnT58jCILGMzMcDhMOhykUCtRqNW6//fbF9B5FUTh+/DiTk5N0dHTQ09NDLBajUCgs9iGeeeYZCoUCgUCAD3zgA4RCF3fo9jyPw4cP8/DDDyOEmE+fPl90toBoNEoymURVVUqlEnNzcxiGwebNm1EUBcuyFv9H2WyWubmGcVYikcBxHKrVKs3NzWzY0CBdLLiuLmyzr6+PYDDI6dOnUWWZqRNHOZnJoSkKsVCQoKZiKDK6JNB8H8WxUBSFcDKFGonjyDLlcgnTdtATKar1hnCrUCicJ7J67jitqamJ7u5uurq66OrqYu/evTz11FPccccdXHXVVYvHa9++fRw7doxarbYoXnNdF1mWueGGG9i2bduvVAR1GS9NfOELX0BVVd7xjnf8SrZ35MgRHn3kEbzZSaqjQ4sFH8G8WCbVihmKIssy/UuW8PJXvhL1qTLHfvxTlBvixFpaiKabiKabiaRSKOqlEZs9z2NoaIi9e/dy7NgxwuEwGzdu5GUve9l54sIFuL7gvUeHuX+20HhDklgdNvjelctIPCdtRwjBU8UqNc9nY0jje7kKXxzPUvU8pm3nHCGwLkmsjQa5OhbimkSE61NRMrbLjlyZR6fn6HjsJ6j5LFphrvGckRqGJJKmEQwG6ejuIdzciut53HzzzcRil0aCE0KQ/9YgtX2zqC1BxLom9vguj+UqPHJmjpmSRWtI43NWkPaEQdM71qI1Xboo0avYTP/dHoTtkXzjSsLPcXc/ez/O1C2+P1PgK2MzZC2bQCCAJkk4QjSaL/CBpKrQFwwwUqlx+xMPUTZCnN7+cv46LLCzGbLFIqPZHLliCadaQZ9/fk/F04xuuZH/vrKHk2Nj7Ny5k6BZRxE+mvDRfIHqewTmhU9OOMLStjbm9jyBocgYS5ejNbeSjMdpTqVofEn9BwAAIABJREFUjsdpjsdJNLcgKwpFx+XNj++jafAwrbUyVc/HkEBDoCFQhUARgsCqtbB2PW/vaKLlJWxmsDtbpD8apkn/5VMe/yPhCcGM5dAe0F5S46Ipy2aybvHMn32AcnaOpVdvRpKglMlQmpvFrDTmkoxYnOH2PtpOHABA1QOsvvYG1t30CnKT4wwf3MfIwX3UigWQJK57y9vZdMfr/m/+tPMghGDsWI6hA3PMDJUYzwxRCZ8hYDURrLWjeI17hiTBdW9awdrru35l+1Yt5AnGYsjyxfs2ri9426EhSq7Hbc1x7h6ZBtOkIxggEQyS0jXSukqbrvHbXU0kNXWx5vNiz7mjj/2cBz/zCdqXryTd2YPn2LiOjec4uLaNVasxc+YkN7z1XVz9qtcADUJxeS5DJZ+nWshRLeSp5vNMnTzO6OEDtC5dxl0f/eT/1fPftT1cx8cIawwdyPDA5w6xfFMr6c4wu75/hoHtHazY1Eq0ySCSCCArMp7jc+yJSWZGyqiqjOv6DB+YIxTXef0fb7xgKovl+7i+IHuiwMNfOopjeizf1EpLX4y58QqzwyWyE5X5OjEEoxqO5eHaPgPbO7jhrpUvqfvE82HsWI4ffmo/627sYvsblv/CplozwyUO/nyMmaESxdnG802SoHVJjGvfuIKW3hi26aIFlBd1bIQQ1Ir25eSDy3hJQQhBJW8RCKl86iMfRZ5+mo5172bpurU0d0dp6ooQTTdqKw/943c5+vN7qTcv5/o33Mn+ez+H50VRQ298TtqQh67toZzZCUA4kaJaLAIqoXg/ergJuy5j12UkSQNJB0lDM4L4bghBCCNcpDT1NdqXr+ZNf/k3z3ut2bbNJz/5ycU5zYV5hAWDtWg0ysTEBCMjI9x+++3E43G+8Y1v8NrXvpZ169Zd0jE6/r8/Da5H17tvIxTq4+k9v07o2AZ2Hr+Vv8UkHdZ56k9vWqwL1I/nuP90hj967BQPvP9aBjrOHWf84V/9nIfMOof++jZkWeLkqY/h2DlWrfprZDmA51lk5n7C1NR3yOV2omlxOtrfQG/L7+JOuQRXXrgmNjNzH0ePfRjft9H1ZtZd8Xni8Q0X/OyFUCwd4PjxP6dSOUootIwtm+9Hls/t11rWLHv2vA7TmmJhQrip6WbWrvk0imLgOEWGhu9hfPwryLJGb8976Op6J5lhm+beKCNjn2Bk5B/ZsvkBIpEVl7xve/a8HtersGXzg9hOlmplkGrtFMXiM8zM3IeihInF1mFZM9Rqp5FlnXT6BjKZn9DUdAtr13wKRXnhOuHzYfpMkcnTedpWhGjpTC3WE33fZ3Z2lrGxMZ544gkQsES9ltGDE/RfKdG1MsJP/ukfWHfzK7j13e+76PoHd+/hX773LSKRZj705x9efL80l+FnX7uX44cOIuLNWNE4kieQPQOhgK80xm6KpKKqWmNOWpaQlYbRiO8JAprBa153B93d3czNzS0a/FSrVUZGRhgeHmZkZISZmRmampq46667SCYbAjrP9TErDma10ayqi1lzMCsOnuszsK1j8dlWKpXYtWsXK1asoK+v74K/c/RIll0/OEN2vILvN4TdntOYb5YVia6VSZasb6JvXTORZID8dJXT+zJMnSwwN16hdpbYJpo25j/bRMeyBE/fN8TeH49w1/+7lUTrL55eOHmywDM/GWHiRB7X9pEVifZlcXoG0gxs7/ilheG1kk12vEK8JUg0dfGEzv8/oVayGTqQoakryvChOfY8OAyC+f5S4zPRtEE0HVxMR7XrLgd3jGNVn62Vh+I6t/72GrpW/urMLC7jvxYuC6Eu4zLOwuToJE/vfhN6oI7s+ciqjRSwkNSziD2uijG2kUj2CnSrGUubwwpkcfUCvl4DvQ6ahdDr+IEKXrgxQeifWMeSM7+DpGhIAh6b+iZz1hSSHAE5iiRFQIkgr6wSbBrHK3XQnbuSNruDNlVnt3GCCTVLX72HNidNAoOQLCHwGdr2p/hqnSWPf5xc+hn+KvAtzkTseaLl+Q/VVbrHxojLsoBPbJ7FZgswfQlTgOVL1N2Gq32/qtM+u4VgcRl5tci3Uz9lv1cl682T1QW02zJttSCpchRbKZOLGCRnrqa3cD2aA6vGf0TPmccveMzzwThHW7rZNnK4cZxUBdn1kGMx/FKDkGAMDBC55Rb0bddjxtvJjJzimW//EzP5HJJjIcsKTV3daEYQaZ4IZssKFcfjTPk4j64coRp0UF3BwJgg7ffzXvv3iYrAOeQDIQSe5HPCOcSEe5qmnhb2Mct30j9l/WiSNcM+zYUKnXM23RmBLGA2Dg9slPnx1RJteXjnj31Ot8MDm2Ty0cUZKgJuiLCdIOGmaTN76ZxbSsJKE1JSKJKDV8/j+QFczhXOaFKdlDrKjLMMUMhJRTTPIShFUC/gxmxr8LhexTQK+LaB7gVpMsbo1mcuePwlfPrFECfEEmRJRpKg6BusjbSS8gLEHY2YGyDqBgn7je2V5SqDoSJydY6xkccRLWn8VIyaalGTTWqKSU028ZFpttpIOUmiGDyVGudIR5Z8fQwhLAKeTyrv0jsVpGcmSNTUMHUZw/bZl7yGnckNxGX4Q9NijVunhs80HlOisTTtEp3Fp5GFSWtoFQouWWuSgBwioARxfBvHt3B8E8e3AAlFC7EmMcSN6cM8zVWMmiF01cGQXDxkXGR8ZDxkyiKC4r6ObbTymHaM0/I0y6QWvpf4MWu0l6NZMl6tRNCeI+qV0PCY1jrwkGlJjPLy8hMEyzUmRZoRqZWQbxIWNcKiji4cTE9jr7mEUkVG9TzkFh+z3WC20EXKriB5PpLnIfseku8RqNfx7QbhKx026YxV6AkXeMx8K461HtczmIkp7FcdBt0qmuSyYVkXV3YnOT4xTjT/KP3hEY6WrkaYdSxVwdIkXNVFUarcOHec3xQP8ygryIUiaDUXueqSs8LU6wrC9xtxuvPJDkJIDbGc4qPqHrg6niMjCxfPl84+yRrX9nxiU1B3URIq+7WVHHX7uT7+OMsYxStq2GWVWl1b/OwCfCRMJYitRZkMdTMdasHVIgRVl5BeJRwqoWs+NX8tlqviVufIB9s5nXe5Q95PXHWwShW0XIawW0bzHFxJYSi8FCm2inQ0gyT5yCmfq5f+EFn2KJebKJV6KVdbqNeCeM75/SJFdejp2U9HxzSyXAeeJQHtz/Xymb3vxxdnDZRkC3wdBX8+aerCg56BjggJQ6BKJd6wsY9ty1dStlxKdZdi3aFkOjiuTyyk0ZUI0hkPEDLOdaFyXfcc4szQ0BBnzpw5hygSiUQYGBigr68P3/dxXXcxVWDBuffIkSNMTU2xfPlybrnlFvL5PMPDwwwODpLL5QiFQmzatInOzk5OnTpFtVrF930MwyCZTLJu3ToSiecXcy248o6OniQWy6BpVuPZJRZOIEFzyxhNTcOL31nW///Q2/u2513v4rGwbb70R/+NyVAKLxDCljQCnCu0EgIyfoghL0mdAF1amaDkY3rPCkHPXiakGjH5XDKRJEkomn4eGawqdHwBYclGlgBFB8/GExKyBLoRwvMbk9euL/B8QQiLmtAY9RLUhE6zXKEoDPa45wpQJQSKJHDnrxkFjw6pSJNSwxQqZ7w0LvKzYlZcdDyqBHBQeVZOyvz3fdqVEl3M0MU03dIsVRHkn7xX8+faV3mX8sDzHmvHl5nzm7l/dClVR+ba5iE2JCc5e3xf1VLU+m7lycSr+cdTcY5MVZAkCCuCqiMQksyHk3F+7yPbz1t/rmzxnSdG+JufneSWgVZaYgG+vnuUX7+yk0/8xvpGwcdvuGB6vsDzfKyJCmqhSnZiHD0RJtbbSrg5iRRQkZSLFx6EEHz75Le5/8jXuTtbJTh+Bl8YOLJNQMgoPiC5SDgoUoPske14OT8ZamHyzAiplhRvuF5CKw4hV+ZQqjlku1GoFZKMCMaRa/nF7fmqRqlnOWW5iGvlkAWoBDD0Vpwlm7F7rqRcPkxtZhfNw0MYpoeQJHy5IYryZKmxnH+tuz5dkyaG5eNLErWIgVBUFF9C8UWjr+W5yI6zmAJmJzoZTyukMpMkSi6eJDHRbjDSE8TWG+eYrrfiOHmEuDiZrvG5JgyjC8PoJGh0YQS7CBpdSJJCrT6CIgcxjHYct4hlzTSaOU29Pk1mHMZGIqSiUSKRNFM5E9PPYbv1efW+hIQGaMiSwsrVUdJNLsXi9/Fcnd2P34Ijgi+oAJVlmba2Njo7O6nX62QyGWRZRlVVNE1D07RFd3PP8+ju7sZ1XU6dOkW9XqdarS4mnV4KFkQDl4J4PE4ymTynJRIJkskkgUCAT3ziEyxZsoSbb76Zz3/+8ziOQ3Nz86Jo62wRQTKZXIyC37p1K4VCgfb2dtasWXMOmXMBQohFQYaqqvPJIkOcPHoUz3UbQhnfQ/geiiyz7aabaev45Rw2fd+jMD1FrKkFVT/fVbFWKrLzm19haP9eSrlGwkA0lSKabibW1NwgeDU1o+o6wwf2UZyZJtHWTs/a9ay6ehv28TLmyTxewcIrWPjV8/9vclhDDqm4c3WI6oy0RXBUGclvpNJJAhTPJ1B3CfqCkKFAyYaSjeo9RyR23srBa5IYMo9yZvwglmPjeTIQRxZJgkqKqJZCkwNM1U9hWrvx/RqheJJqIX9WpNb5CKsJEnoLgUgHUvsVzGWDeI6P6zy7T5FkgOaeKC19MVp6o7QuiRN4AdetC0H4gnrFIRTT8WsO9ngFe7SENVrGHi0jzEYxU0kEiGzrwFieRInpCF/gVxycmSrOdA1nuoo1U6AaPky2fzeF+gS+qGMkJpg7ejtzh+/kLBknslon2nEKOTCDLg9w5S09qLP3Ee2/gWTvbY17Y30EWaRxa2HEdB4xfQalMkY4UMfQTDTZQhq4ExK9cO8rG4lP6WXQvJCAtxL2fgmGd8LK2+D0z6Fv+yWnQb1YPPqNExx7Yorf/odrL0hkgPmJyspxJqf+ldnZB+npfjs9Pe+56MRgtVrloYceYmZmhnK5jOM43HHHHaxZswZJkpienmZ4eHhx0mMhaUrXddrbk0xMzOG6HuFwmGQyeU7C08Lrq6++muXLl3Ps2CEkSUPX9cX75cLrhaXv+xSLRSzLQghBc3MzbW1txONxgHOcG89uyWSSZcuWIXyfmckMmUwOTdVZ3r+Cnt5ujLCOHlSRZYnxia9w6tTHkOUgIM5xC3wWMoFAg1xoWdONd+Qg/nOSmF0UpulgjB7G6GVc7mdSWcWU+8ITaM26yqZYmD/tb2dZyGiQHzyfh/Z/hP01nY6+95PSdNK6SkpTSGsqKU0losjn/T8rlRNY1jRH7Sb+flJid8mmPxjgrZ1pug2d/pDB0mAA0/c5U5pmx/B9jNeKFF2fsq9QJUyVCCP0UZGenYRNiBwSgryUXnxPw6ZDztMp14nKFnOuwzPeAGGpxnub6/z+6hsxlGfvFZ7jc+BnY+x5YBjHOlf8lmwLsXRDM+muCOG4jqorqLqCr4KpSIzisa9SZ6RuMW05lF2Pat7Cn6whN6KJMSIawZiOEdW4IhbiN5Jx2lrD5FyPuKoQnHfFE0JQcD1GTZuxus2YabM6YnBD6t/X4fE/O9yCiXW6iF9zEW5D0HRua7znZk3c2dr5K1AkJFVG0mTUlIGkylhnishRDb071ngO9L+wqceLhRCC/3l6iv3lGkmtQfrtDwXoDwboDxmktWfJSnXP50C5xu5ClfsyBQ5Vzr3um1SFPt+irzhHZyXP9niIdDRKrLuXu6syX808K1Y2ZIm2gEazpjFh2UzXTF41doRXRHSKW25kT7nOU8UqE1ajj9Gma2xPRtiWjPDKpjhJ7T+eMDs6Osro6ChTj/+U0X1PExy4El/VcHMZvFwGao1EOC0UZsudr6eUmeHQz35CqqOLZZuuoV4qUptv9flmmybrb72Na+96O5p+LqFL+D71colKPkc1n6OSz2FVK6zYup1Yc+O+W6lU2L17N6FQiGXLli0K7y+EYrHI3XffzbXXXstNN930H3uwXgQymQyf+cxnuPHGG9m8eTPHjx/n0KFDDA0NnSPyTafTLFmyhHXr1hGPx5FlmVAodI6AplKp8PWvf53JycnztvNcEc/ZSKVSrF69mp07d3L11VfT1tbGiRMnsCwL27bPWS6sI5VKLSY9dXZ2snXrVmRZXjR9cF0X0zQXkyyr1SqxWIz+/n6uuuoqwuELuxbn8/nFRC1okCBisdiLIgmOj4/z9NNPL2777ATNaDRKLBZjbm7uvMRMXdcXx0WJRIJ0Os2qVY00z/3792NZ1mICom3bjI+PMz4+vkiYAti6dSuvfOUrX3AfbdtGCHFR4cdl/NfDgw8+yN69e/mTP/mTX0oYVy6XmZqaWhQNOo6D67pEIhFWr16NqjbI5J/97GcpFosXrSGoqso111zDNddcsyiOnLlnH5Iq0/I763/h/TsbtVoNXdcv6vB8NkzP569OT7I0FKDX0Hnn4WHWRYN8c30/YVXBF4KfzJX49OgMz5Qa13xQlqj7gqtiIVaEDNoDGm9oSxFWZJ4pVdlTqrG3WOVAuUbdF6gSzPuR0BnQyFaqvGFwL03VEookNaqbwkd4LnXTxJNVZCGQNY1kMsnb3/72i97bngshBOaRLKWHR3GmnzVOk6Iaw3GV8HiVjp446bcOoER0arUa09PTi8YzCwnBC0tg0fihra2N1Uo3Xs5iz4Y4uwpVZmyXWdth1naYsVxcIdB8F6lQoCc3zZWTQyiug2htxw9FkBENw7L5Vo8lGEm2sOTUEdTJMW76jTexffVKZEnCc12qhRzlbJZKbo5ydo7p6RlOzWUpWC71QJC6rJCqlXH1ANHmFlxJxpZkLEnCQiLW1MSvXb2BjZ3tPPTZT3J85yO87R8+S7LtwsYbZ2OkbnHb3kHqnuDu1d3c2XKZ8PRfHdVCnr33f59jj/2cQDhCrLmFWFNLY9ncwpINGympGm+772HkQo57fv3V9CXj56xD+D6Z0WF2f/ebDO7eyfY3vZXlW15GrLkVVXvpiekc26MwXUOSQVFlZEVGUWU0Q/mF6nNno5SZRdE0QvHEBftjpbkMpcwMLX1L2fvAD3niX7+G1tLO0le/lg3XbKcjEj7PpOGjpyf59OgsbbpGsVjgtbsepOPE/sW/q4EAmh7AiETo37iVSDLN3vu/j1mtNEyoOrtItnVgRKMY4QiBcHh+GVlcSpLEru98g93f+1e6Btby63/8F+eNN6BxP/7B3/8NQ/v2cOVtv0Zm+AzTpwex6+eO7SRJJtrUxIZXvJoNL78dLfDLkaH/vbHrB6fZ95NRfE/QM5DiVe9bf0lu+KNHs/zo0wfoGUiR7orgu405L9/1EUAoqjN9psjEYIFke5hXvnstqY5zn3We4zM30RBFzY6UUDSFVVvbaF3y4vrwLwU8+o0THHpkgu7VSQa2dxIIq5QydTy3kazQ1BV53uQGs+rw9b/cje/6dCxP0LokRuuSOC290V/eeOsyLuMljoMT0zz04d9D8SyQAshKK5LSih5qwzGHcOuHccI93POmt9MRjfBZkeORT30cSVGQJRnOSnf1HJtVN76czHW3cVAOcHMoxDWhIKmmZ+8/ru1RnKtTnG20crZOIKyhBRQyo2VOPvUwVulhos2bueb1v8mqa3rPMSY8G4cPH2Z8fJw1a9bQ0dFxwfGYaZoYhoHv+3zuc5+jWCyyefNmXvayl51nJmNZFg8//DDbtm0jkUhw+PAHcZ0CG668F2jU5595/G107Pg4b9YtrhsI8Gvtv8+6df9EMrGV6Y8/xbDp8GaryP949QDv3L5kcd3CE7z6z36MEQvwnT+9Ec+zePSxq/H9OunUdRjBLmZm7sN1SxiBDlrb7qRWGyKTeYju7newYvmfn/fbhBAMj3yWM2c+QTy+kdWr/oZQqP8XuocLIRg6+gDjh8YpTGSJNTfTvnwV7ctXEk03I0kSlepJTp/6O9ra7sR28gwO/iWG0UE6fcP8vpdpb30dYelOJo4MUZjtYOiQjxZQWHlNGr/1NwlHetiw/l50Pf2C+1StnmbX7pezbNkf09vz7vP+Xi4fZXz8K1Qqx5EkhY7ON5HNPsLs7AO0t72WVas+dp6g68WiXrX5zMe+REWZBAlkoRFX2/Fki6qbwxONeq+hhYhXVuFmbXC+i11rzEclO7r4rY/djfY8pk3C9/n4H/4hVjTGR/7kj9n1+C4OPLWLYq2M0ObnxYVEWl3CzbfcCJ6CVXMxrRqnTp5hOjNxXt1QUiSEJ7D1AkKzSKVSZLMN08xYLEZpnm+rqiod7V0kgs20RZaBqxBrCpKbqHBs1zSudXGjw0gywKvft5505wsnCg0fmuPBfzxELB1k6ZXNdC5vpCkKIZgdKTN0cI6hA5lFIXI0bVDONvgMqY4wLb1Rkm1hEi0hUh1h4i3Bc87zWsnmy3/2BJ3LE8Sag7QtjbNyy6WlMJZzJmPHcowfz3Py6RnCiQBLNzTTM5CiY0Xicj/gRSI7WUH4kO64cBL2AhzLo1qwMCIaE4N5jj85zfVvXkEk+dLqq1/Gfx5cFkJdxmU8B7OTU3z78e+w77hFyIkSqwcxHI+wViemZ2hZ8hBG3wzSBfrhwlZxbQ3b0XAcDdfUqJXbiCU8Ep2HmNu/jtZTNzMnD2Fu2E9ILxCQTSRdIGk+suGhBp4lujl2gPHx1agz67nWvgJUi7pWoq7nsAM5LLWK13wEOTGGcfS1iOn19HqdnLr2Q4yOWlTqMmbYwwwJrJDAlWGtZLB2/E6q2T5mXAdbdpHwUSUJTQJFAlX2UWWB4svk6xHKkkWnl6TPb0GVJOqRU8zF9nMg+TSHAyWGXYlxW8Z/DqlfFdA3kWL9yDraS1ECZgbVzqI6eXTXQRaCiVSCQKiF1MRJgo7LiY5eUtU63fk5CmGDmViEqqaA8GhkGzQgKxFk7QrWXL+JK19/FV88eB+t4SbWtCxhdXMvET2CEILX/eC1zFUzvKv9zWw8sYvHMxK3Vd+FJEm4vo3l1al7VapugbCaoMnowMWl6lXZUXwcSQ4w02pxIlRE8zQSXpyIFSRckolUA0hqF7IaIPYyk8QWA01W8bIqxd0qfknBqYBd8hdd4xeg6cNYwXHi2CRsHdkNgFOl2BplsjfBKTFE1szRe+ZGmi2DUlOSjdd1sWmjQTLQxNHJCk+fmuPgYI6xsRK65aMLic3RDLd6cXbG9/Nk6BDdtTh6vRNfmITqeUJOBcOuIrkevhygku6krCYp6gXKep61Zpzbq7+GLCAvFaiJKnW/huk3jtOMNU3VzGHULYTvUUrfSGdiNaMtDgVFYk63mAzNMC36cJQEIqpiiCne+JigtRKjoufxhEbQDaELGR+PSqBASc+gWFMsr8yyPqERbwlRC2nUlCRRjiAn5jD1Jmw3iVLTUS0NxY4RyVyJ7AUoGBI/C8Cj+QoxIZFAQpIaYWWyJKECLxcqy9SjtOt/xlHvBu5w3k07Mm9BZ5OmE4zqqCENNayhRTRCER1daQzsXc/hm/sfYNbMAQ3zkq7WblKpFJFYBDWiEo6G0eyDzMz8A0v73seZx9N01P+ORD1HxLbwVBlf0bCIUndjKJZEj38C4Xs8nFvF6UICxz2fEKJIPkHFIapZ9CxpxdSSHD08juPJSAhWxDJUgs0NQrJj4Tk+NVvF9hU0Q8ZWdIJ+nbIfpIpBm5cFIQjILrriEZBdJBkcT2aomubsx7+sahidTdQigqpfo+JWKTtVbGEjJBCSQPVkArYMMkQCLj2GS1ry8BUJV5KwJXCEhCS7XBUssdopE6k2JhCPKit5T+13eUXPCdZ0PUk0NIGEwDfjFGea+Wn+SmzV5/q+nXRFG8RFSfTh2gZKYBgwKVpRjudXM1ttQlNMIkaIoUInO0bXALA9eIwe10VXTBw0hvU+9lWjBCS4zZ5GD00CPkuXPk1n1yCmuQLPuwrXOY2ijhIKZZBlH9s2yOfb0DSLYLCCojgoisOIozCpraDqqeStAPm6Rr5uwKnV/Hf1u6RiBSbaNqKYCVrKY6yp7SViNwagDRdPGSHJ1ANRdihNhFqXceOSLRBuBj0EhTHwHQilz22JXtBe/ABhQeh0qWlKDRJuhUgkcs7nhRCcOXOGRx99lJGREUKhENdccw2bN2++JKKIEIKJiQl83+fgwYPs2bOHm266iXg8vkgCWBBkLbx23EnyuXECxoMkkzmu2Xo/heJezPo4gnmFHmL+tQBJpqXllcSia5k5c4pj+/ex4+CRxX3QNI2Ojg76+/sXHZhhoZA3n/yiakiyPC8CFAjfn0+FEYvr2Lx5MwMDA7S3tyPLMo7jkMvlGJ+e5dCpMUYnZ9BVmXVLO7hy3VqamprY8ehjlEplbrhuO+l0+rxj870fPsCTz+wniIMsgS8amg4/3oXkWbj1CpJroeIjkHjK7ea41yAiSQjiUp2yMFDwaZXLCCT8ebmLQCKMTUKuM+KnmfNDBBWfO5pneEvgCVZELYKpDoh3Q7wLEeviXT+xeXy4zHuv7WUgJbM67jA4meObRyroqsLK1ggrO1Is72olFVLBsfjZF+5h+MAzNKdDvPa9byeyfCtmvc6/nrD5wuPDjOZqJEMaAVkwU3EbEzdYfGzjKq7ek6Xl969Ev0hR5Z8ePc1HHzhGUFO5bW0bH33tFRia0nBtRsYeKlI/NIl1dAJRLaJKs6jSOKo0jiLNIWMiSSYCG0tqp66uwTXWo0VXoxh6w/U+U6WqPkmX8kVCIkvdv4ZCc5nOlm5QNIRQ8C3wTZCXrkfZ8CpI9wMwNfI447P3UCo/fc5+y57AcCQsTeDJkCg6RKoetaBCKaaCkSIeW0cytY1UchuRyEok6VnSryRJmKbJiRO7yWSGKJfLi67V9Xody3pW/KKoDt2dZfqVWaLTE6SsAiGrhqdIOJqEo8nYmoyjSdiajBWQmUvruL7K8PCNxOqtrC3GzD3YAAAgAElEQVTtYMA9iIvCQaOfY6k29IRNOr2EFcu2EcycQTGr+L1bkIJpZKuKHOylZkXI56vMzc0tuoZXKhVisRjNzc10dHQwMTHB8LFn5i/GMJIaQJq/fhYKc2dDkiQ0TUKSZHy/UWz3F6/H+eMruw1HITmA53lomkYoFCIYDKLrOoqi4Ps+qVSKVCq1SMZ3XZd8Pk82m10k+y/ch+r1+mK63dn70traSk9PD5FIZDHtbqEtOLsviKXq9fqiAMD3fUql0iLhv1Qq4XkegUCAVatWIYTg8OHDZDIZ8vk8hUKBSqVyzvYXSJJvfetbWbp0KcVikUOHDjEyMkIgEFhMqFog+Bw5coR8Ps+b3/xm2tourSD4UoZVq6EZged1LoV5QdfuKYr3DyEcHyVtoDUFUeIBlEQAJR5Ajmj4VQdJUwiuTjVI3CMlsl8+ekGx1AIkTUYKqqhJA7U5iBLTkYPqvAP1vLx0ofAngVe0sYaL2GPlRebWwrYvJKAquHWOFJ7A9uok1BhhPYa8rgctFUPXDFQ1gK4F0DUDTQ2QydQ5uncWLaDS3h9HD6rohkJzT5Tmnijh+H8ggdP3oDyNyI/i5QpYziqq+8vYQ+cnXYFAlsvoyQKBeAG/VKEytw6lpQW7Vmd65T9TTv+MYHmA5omtuJER7NAJLHWkMV51BaG6R+eUSaTm4ckw3hYF2cUwPcI1j1DdQz7rmPqAI2sgJALCRqgGkhGH334IUkvP3T2rAv/6Npg5At1b4Na/hGTfpR8KX5Adr+DaHnpQJd4SRNXOP0/LOZPv/O0eWnuj3PyafvSOc591rltmfPxrTE5+k7o5iiTphMPLqFSO0tHxRpYu+YNFYc/ikRUepjlNuXwYRTFQlJV8+9v3MT4+jq7ryLK8KJCMx4O0t+u0tgbp6lpHrf4t5uZ+hOsGqdWuo1ZdieOE0XUNTVsQhqrEYiaR6MMUi3vxvApr13ya1tZXXfLxAbCsGaamvkulegLXLZ/XPK+CJOmoagTHKSDLOl1dv0lLy+1ISIv9PYHP6MgXyMz9G+n0DQys/js0LYXn1RDCxXFymOYkpjlB3ZzANCdACNTgCrTYFkKR1RTKhzmSO8m/lWIctuOMOEGcRWE59IcCrI4EWRU2WBYyCMgSpi/IOS66LNEd0Ok0dDoCGoZyYVL/zMz9HD7yfjas/xLp9LUXOGccSuWDVMrHMYwO8oXdjI5+kYUbgwD2S5v4Jm9ljOcnGWp4RGWPmCqIKzJLghrXpmJEFYUZ22FPBRwhc2dzhIg/x/HiJCerJYbrPqNumDpBgrLEK5Lw31dtJqlf3NXerDqUcyaqJmPVXObGKww+Nc30mRLCv3AtOdZkcPUr++hcmaCcNXn0myfJT1XpW9fElbf20NoXQ9H+fVKELhVe0QJJQg6qSC+wbSEEfs3FzdZxM3XcuTpaR4TQFU2/or19YfimS+1ABjyBHFaRQ9p8a7zG86k8NY15PIeXM/FKzyFWSzSETbqMpCqNZ50mI0c0jJUp9J4oajyAZKiNz13AUMA8kaO6dwZrqAg+tH14I/JLaBJxzLQZqVtMmA6Tls2k5TBuNpZnahZhReb25jg78xVGTJvf62nh9a1J2gIaCfVcN+gfzhb4wLFR6vN90TZdY1M8zLZkhO3JCP3BwIsmJAjXx8nUUROBRr9iHl7JQtKVSz6Wnuvw3Y/9BaOHDwKgqCqdqwboXXcVTT29PPntbzB9ahAtYLBs8zXc8s7fRQ9e2EVzYQzyon6H42NPlBELsR4ClIiGEg8gPH8+VczHtz38qoN1poibNdHaw/zgzM/IlHN88EMfvKhg6rzfW7KRw9rzmlw8F47jcObMmUUDgYXm+z5btmyhqamJmZmZxfSjHTt2kMvlFscgyWSStWvXMjAwQCQSIRAIoF9AzH8huK7L5OTk4rZnZ2fZs2cPiqLQ2traMPeybYrF4nnjkLMRDofRNG0xfdXzvMUxzAKSySS/9Vu/9bwJWy8FLIgGZmZmOH369GLK1EKLRCKEw2GCweCLPx+FIJvNMj4+TrVaZevWrZfTnS7jF8Lhw4f59re/zXve856Lpq6+EKampvjyl798jjjvbIRCIW6//Xai0Sj33nsvd9xxB8uWLaNUKiHNEw8XWiwWO4fQ59ddJv/qSaI39RC/tfcX2r9/TzyQKfCuw8NsT0Z4XWuKz4zOMlgz6TF0/ltPC226xkNzRbYmwryxLfW817bjC3YXK/wsW6bT0LghFWVpMMC3pvN84PgoUUXmqliYq+MhNsbCXBULEVcVjj35GA/d8wm0rl7y4RShUIh169ezbt26F1Ub8WsO9mQVZ6qCM7/UOqMkX9OPpClMTU3xta997YK1m0QisXgPXqgFmabJ7bffTmj1Wn798X0k61WaZEgiSCCI4aPNTiFNTyDN9zNWrlxJU1MTg4ODWJaFJEmLycDAItlN0zRuuukmtm7dSm5ijPv/99+TGRmC5/A91EAARVGpKhrBleuopJrRmlp4VUscBTDCEYxIo+nBEKOHDzC4aye+53Hq6SfZfOfrufYtb7/kYzhSbwhbe4OXxaWXcek4WTW5be8g/aEA/6O/g5G6zbXJCD1nnUe+53Hfp/6Wk7ufABrn7rpbb6Nz5QCBUJhkRyehWPy8dZvVCjv++QtMnRokkkyy/tbbWbH1fFO2lzLseo3HvvHP7P/x/QDowSBawEDRdFRNQ9E0PNclNzF2zvdO9q0mUczSnJ/F1nSGeleRXbUeZdUVtEXC2L7g+7MF7mpP8Z7iOA994R78Wo2rbr+DYDSGY1m4toVjmpSzGYb270X4Pp2r1tDSt5Tc5Di5iXHK2czz7r+sqPiey5rrb+Gm334vunHxGkS9XOIrH/kAlXyW5p4ltC9fScuSfqLpJsKJJOFE8gVTrl4KKM3VObV39kUnDex5cJinfzSEJEsoqoSsyiiKhBAsGlZdeWsPA9d2XNRs6T8LhBAc2znFY98cbJiAPQeSLC0SqbtWJVm+sfWcPsZPv3yME7umecOfbKS5O3re9y/jMv6z454DR/nZk7uITY3SPTNBvDCLJDwkWcFYdS1/v3E7b1vZzZcmstR9n5WnDtGSnVoU30s0lqMdSzjdtxp41tygSVN5Q1uSG1IxVoYNWvUL81CqrscHT4wxlqtx20M/wDm1E6QIRvxGVl97HWu2d9LSG73ksX+1aKEHVTRdoTBb49jOSXquirBz16McPXaUgB7guuuvY/PmzYtp8zt27GDHjh1cccUVvO51r5s3ufHPSb4aH/8qlX/J49YGyN/8KWzrCB0db2JZ4k+ZufsZfATvT/kcLda59x2b2LasUSM2Z6ps+OQOXr+8hb9+5yZyuZ3s2/9WWlt/jZmZHyHLBi3Nr6S9/bUkk9cscgCOn/gLJia+xsaN3yEWXQvI8+avNseP/xlT09+lrfVOVq/+GLL84vrU+akJHvnqvay98VYQgvvu/jie55FobaOSzeI6jRpxOJGkfflK2patpGv1WjpXNv7H2ewjjI7+f2SzO5Erm7Fn1zGy/ziVbKNmJmtLufpVv4dVdxl8aoYV20Dtfh+G0UH/0g+TTl+Holz8OX/q9P9idPQLbHvZTgKB5kv+XfX6OIbR+UuLei3L4ov3fJVMeYzlvQMEpChTs+PkalNohAh4ceR6FKUeRfYM0u0m+bFvIMlwy7t/j1ohT88VG84xiRBCsK9U4+Fcibva03TOG1r/88fvYcicQxUSriSQbBPVVmhOraZ/1SoGNvTTtuTC4nYhBGbFoTRnUpqrU8rWqeQtWnqjHHhkhLHKQcKtEiIbJ5hQMJpcosEkUiVKcViiMP1sHUJWGklSsiqxYmMrbf1xAiENI6wSCGsYYY1ASKU4W+e+ew5QK9moukz36hQ3v201erDxt+xEpdEmq+QmqxRmazR3R7njAxsu2tcRQpCfrjF0IMP06SIdK5Ks2Nx6yfPYj31zkIM/H1/8DTe/fTWrtrY/73dyk1W++/d7sWouqi5zxQ1dbHr1kv/0/abLuIz/irgshLqMy7gIDmQO8KGff4iSVeIj3b9D4pTJqT17WL5lK9e+5S2cOfIQo0efYPLoMKWZGpIXpq1vBWkjTLxUJTw4iDV4kqf62igFdTpvmaO5f45MqZ9weAZNNpmR2jD9IHrJJJwroylhnDmJ/KCKnHJJry0T77wQiexZ1LJ9ZHLdjE72gCSzzu1lhauT3/JFJAFGYSlGuZ9AtR3NbMKxgzytnmZQnQJAFTI+Al+6yDUvQBYqvuwiIdEuWul144SETlDoBFGISJPIxk5OJ56kqd5BwF3K0fQ0/5aY5DHTQQDdM0EiNQ0hSTiKjxlw8UIumwI9mKrJymOv4rh0jEdW7KKrkuaag6uJSFFUXUULaGiGihbS0YIauhqlWl5OMh1lfURhanAUw5c4HjzDzuh+dkUOUZZBI8ByK8Hq2lLOGDFen6+xvvIqQGJmiY2xQifWFCMYjWFEohjBCMVvncY6kWfGdRmxIKFIjNo+1bPqKbLsowU0FF2muSdGvWQzO1Kmtc1jeXw/T51ai4QgHc4SNkzCQZtI2CUcFoTDHg+Nf4lPNPMsmQvQ3AiO2pgsiTlRrixuZbndxEhonNfc9B66umPcu/NT1E7VUIwqr9m8kVVdmzFCnShampMZn1MPfB9G4LAyRgCV6nw6zYDVzBVO17zoq0LdLVOSLGo4RB2fqNFMV2gZhtQYgGStSR6f+R6mV8FDxlQCCNlAlw1icpBmJYghG+jpPkKph2j1jtHpzGJLKqYUwJJ1TFnHlIPktQ4GI80EPRepGmBQvg1DTZPGpMm3SPs2Cd/E8E2azEM0uV9Flp7thHsSKGeTGSWohhSqIZVyRGE6ESUmLaF94ihiyXWUr/o8kYBGIqRhez6m7VF3PEzHJzSxn8773kjBT7Dd+p9s7Wzjo1f3kVqSQGsN4Qt/fuJ9gkzmGI4zQW9vEFWzEL7D+PgzDD+xlhZzJX+9/Dv4epWqL3BFQ1ogpCDp8FIi8U3MqGu4Khbmfckk69uiSLKPLDcICrOzswwPD5PLFEhbLRjD99NU+zFBw2JfMY/Vu4Urt/4+wVicYDiMpmtI+KCFINhwVPY9j6OHd7Hrp/dRfvoQCzxwVfZRAxJeABTJQ696uJ6EqgoMyUFGoAcNAm3LsU0Lu15vOMdaDrKiErlqHY/oRzjgDGLqHmgKrnDRZZ3OaCddkS66ol10RbrojnbTGe1ERma0PMqTkzt5cOhBinaZvmgnZadKwSrjifMdJNKex2/aCnfNzVJzdT5k/y67/NU4aIRlm5hWoTMywxvXP8PSlgCJxGZKpYNUykco2zLHsn0cy67g6FwP4+ULEToE/6vp06yrjvEH0nv5je4dZLOd1CtNeEg4noEmJFDrpFJjrFr9KJItY0/HER3ddHf1EtAjqEoEX2hUq3PUqlOY1hR1W6AqY9h+kJ9XO4gc87nWKqEKUPFR8VAljw3SaWTdQDViUJ53+zXi0H8TNK+ej9XyGgRi4UPuDJx5BKznv+cvomkFvPdR0C5eOPhVYWRkhMcee4xTp07R0tLCXXfdhRCCwcFBBgcHqdVqi2kBC21iYmJxkhYu3ZUX4Fvf+hyJ5N0oisezDPL5lBhJgsW0LQ8hBD3d72Dp0j/g/7D33mGSnIWd/+et3Ll7uifn3ZnNWoVdCUmgjARKRjI+BAcmncE+MMfPGGyfbc74bGNs/LOxjROYBx1gEJYlgy2hiDJahV3tanOcHHumu6dz5bo/anZWq10lEMG+/T5PbdXOTL9d9VZ433rfb5DlKM899xyNRoPBwcEV4RIsD6AfOMDExASlUomOjg4sy1pxFT7uSpxMJk/aXr169SlOQq8XyuUy09PTVKtVUqkUt912G+94xzvYsGEDEJK3Go0GtVqNY8eO8f3nR3GjWeREK+NVaImp/NeNMZIaJ6U1KIpCec88U/fvZ2adwxMjs+y1Wxn3Q0fOuLCIyz6ZiEwurtGZjqI4dYrTIwSuTTmIcszLYqOwKVImKUxwGsSETQRnRRSdTae5YN0QO267lWgmS/3S9/KPO0tUnfBecZfTPjrMObrNGbJ2kfffdDkXXn09s599GqUtSvScVtTOOGp7FCmuIiozsO1vYORh/MIxnL63Yyo/h1Z/jKCyHat2iAgmWuAgiVMnQnzZwNRylF0Xy5dQRYQWb55IELa/NjHqrAFVQvVGiPslPJFiv/ErHBnu4eabf/FlB9TcQpOdT9zJk6OPY5oJDDlBVE0S1SLE1BgxLUFMiRFd8jgkFViXGiHSr5IevoJ83mBmZg7XdVeILZIkEQTBipO1pmkrwkBJkkilUiQSCaKxGLFYjFgsvrwdxWyaPP7Yo1QqFfr6+pZdvsvIsosQPkIECOFjGCqRiE48HqG7u4NVq86lt3fTyr3hzB3A+/4foh+5G0+JcDh9OfXFKTaKY0SD+mnroYlOnSg1olhKEj+SRdITKI15mqbNEb+LHvIskGaWNhbIYnJC2LmJg1zFD8iTw0Tjcf9KFoX+UiF6p0UikWDNmjXUarUVB94XkgJfDCEELS0t6Lp+UhqUpmn09fUxODgYpr7JMolE4lUTM18P2La9kvB3XBwlyzJXXXXVT3Q/XisC1w8JsH4QEuOXxxekZQL1jxPWRIXKA+NYR5bQh9Ok3jqI2hU7+f4NArDroJ8quHRLJo3nF8JQMVkKCd+KQGgyWnccucX44dzWHB97qoo1WsYtmsgpHSW9LMzKGAhJYB4oUDtconqsjCwJIm0Rsj8/fIpY5qeGIIDd34ad34ClcajMgP+Ce0uJQOdmfCkREp1tE+HbCK+CaE4j3JNTRQJJx9HPwzMG8SpNfGk3MW8E+SXEFACWkqMcvA1ZfZKseQAPGUtrw4p3YKWy2OkkVlqjEfGoW4tYziK+u0DfbIW2RZvyJR+l67zfQ1FeepDbLTRBCGzXp3G4hLtk4msyvirjqxKuIqEmNDqG0qi6TLVo8uBX9zNzZGmlDCEgkYvQ0hEl0xFDViUWDhaZGavgBXD9ujTSbJ32T2xBbYviOGUmp/4Pk5O34rplMpmLaW+7jtbWa1DVDMeO/RnjE/+AEDKRyAC+18Tzm3heHd8/1Sk+CDSKxX7KS+34vk8yNUMqNY+uv5h4KTEw8BEIPObn76ZpTrxkveh6B7ncVRSLTyBJGm+44Hsrk3UvB9sucuzY55mZ/RfAJ2L0oagJFDmBooSLrCRQlDiB7+C6VVQti9mcZG7+3zidYlAIlaHVv0Fv7wdOuR9t3ydvu+Qth3nbYd522bZU477FMuaLrq2oLHFhKsb6eIT1MYP18QhDUR39dXi++r7FEz94I65bJ5HYQCp5Dsnk2aRS51AqPcXRY3+G4xRO+kxX1zvp7LgZ217EsvPY1gKmtcCCVWXadDhm+swFrUQlj55YB5cPvo3hzABR6dR0qZ80XMdjab5Bs+bg2j6u7eFYHo7pcfiZOfLjJwj9iazBJbesYXDzT1ZI5DccmvsK1LfPY4+fEF4LVVrpe0qGgrtk4ZWXl+U0weA0JJvU9YMkLun5SR7CSfDKFo3nF3DmGzT3LhK8jHvjcai9CdTWCGpnLEzuS+mhEEwWr9s1ZE/XyH9xJ/FLekhfN/jKH/gZwNGGyacOTbK72uSCVIwPdOe4JncqafKFGG1Y7Kk1OTcZpUdXX3P9uUsm9ngFe6KKPVnFnq6BF4AAtT2K0hbFq9jYYxWQQO2Ko3bEVn6ntkaR0zruQgN3oRn2K9qiSLqM1aiz6767ae0fpHfDWSc5kga+T7WwSDybfdVkwcAPaO5eoLl3EWe2jjaYInV1P0KV8OoOft0J0x8XmtSenMGvvroUVABkgZIxcAtNRkWe72t7uHHV5Zz37ksRLyE0PQ7zcInFW/ehdEbRbuwh2dPyisklR48e5e67715J6DgOXQ/NFIQQrFq1ikOHDr1kGbqu097eTnt7+4pwqlarUavVkGX5pOQr13VZWFhgdnaWubk55ubmqFQqqKq6YgKRTCZ53/veRyZzckpGrVZjfHycWq1GNpulVCrx6KOPrpDthRAkEomXXHp7e88kGp3BGbxOWFpa4gtf+AIdHR2USqWV5NWXQxAEodHG3UcZ0xZ5PP8cmqJy7eYr0IWG4oDkCmQH5htFnlrYTb5RpL2jneJCgf+27mZa3jyIkjZOKdevO7gFMxSathg0nstTuv0wuQ+d9WNJZPxh8O3ZIh8/GL5bbIgZfKy/nRtb0yivIgHj1eLhQoV7FstsL9c5WDdXbBSHozob4xEmdu1gy8PfIe452NlO/ESKIICenh7OP/98NmzYsEKI/GFw8OBB7rzzTgzD4LrrriMIAgzDIJPJkEwmTxmzqTguX//GN1iamWZ69Xpyh/YgnYaLkUwm2bhxI319fXR2dpJOn/6c+r5HJZ/HQTA2OcnQ0BCZTIaxXTv49y98DkXT2fzmt4Yp2i054tkciWwOPRrDbjZ48B//loM/eJRoKo2i6VQW5l/yWOOZFrRojEgiwc//1mdeUkR9BmfweuLehTLv3zu68n8BXJpJ8K7OFq5tTaFLEr7vMX1wP9XFBY4++xRHnt12kvgvmkqT6xsg19tPS1c3tVKR/Y89RK1YoHfzeUxPT+HmZznnLdcztPUiErkwff54Yn1xZppacZHejZt/Ku/clYU8k/v3MLlvN7NHDwPguy7l/DwBAee+5QbSHZ0szc/i2jaebYfzB469IlDK9vRy5OAB/tKU0c55A59b083B3buYfmYb5u7tiEYNV9WYWrWBXZfeyKq2HO986h72f/9e2gZW89aP/hqtfQOn3b9aqUizUqa1/+T3Ps91sOp1zHptZX1821re7lm/idVbLnhV9WCbTQTiZZMW/l+E7wfhzOjr2Lb+R4BtulQWm5h1l1RrBCEgP14lP15ZWVt1l4HNObZc249ZcxjZucCBJ2c57639XHTT6p/2IZzBGfzU4PgBjxQr3D5f4sH5AonFOeREilI0yZqYzj1b1rCr0uCBQoWoLCELgR8Ey0ar4AcBPmGbfEkmwdmJKA8XK3xrtsgDhfJKgmtakVkbM1aW1VGdecvly1ML7K81GYoaHG6YrM5P8rbH7kJenEZW+5EjV7Dpsk1c8Z51L3kMtZLJsecWOLJ9nvnRCgObc1z/kc3c+6W9HHsuTyShokUUCsVFmqkxTLVAOp3mqquuYnBwkL/8wl/hOC6IgI997FdPMayF8J3r4Pf+iMTjl7HU/Qiqn6MwdDc9zu8hPWUitxhUFfhV0WCq1OSbH7qQc3rT7Hlighvv2sPnrlrDO68e5siRz7L70TtZO/SHDGxdhWF0oiinCjFdt8pTT78V163h+xax2DBr1/wex0b+nKWlpxkc/DiDAx97zX0Rs17jm7/7SUozUys/6xxay02/8WmiqTSe67I4McbMkYPMHjnE3NFDlGZDXtPl7/0ltlx/ExN7d7P/se8zsvNZmpUKiqrRtnoT9XIPteIknrWLD33xKyRb23js24fZ8/AU512v42Y+gW0vIkkRstnLaGt9C9nspSwsPMBi4SHWrvkMshzlyW1XkUqezdlnf/k1HduPguOGzU9ve5b9B/bh+S59sQFWd/r4yzwM33PRIlH0aBQ9GkPRItRLZZ757jfRY3H+y+/+IdmevpPKPdYwuWO+xJ3zJcaa4djoW3NJbj0rNGWcPDTBV775FQh8MlWTK3/uFjZceh7yK4x/vhKKM3W+/dln8N2AZM6gXrbxnOOmzxJdwyl61rfQu66FTEcUWZGolkw0Q3lFcXa1aHLo6TnqSxb7n5ghkTWQFYnizDJHRECqNUK2O06uJ85Zl/e8JsH3a4Xn+CwtNEjlItz9t7uZPrzE1mv72XhpN3p0WYC5bFjquQH5sQoP3rof3wvCZKue+KtK5TyDMziD/5g4I4Q6gzN4GSw2F/nko59kx/wO3rP+PXxi6ydQpZMbbd/3mNq/l8NPP8nM4QMsTowRLKsSVN3A9z1u+O+/RubYKPvth6kMPEvVSmJuG6LZcyHfW30uzypR0pLLJrGb9/YNs9FJsf/rv0O8OkdDg8lEB2QTuJ6G4+rYto7l6zS9CLolQBKolRKqEqUR1eny0lzlbEZHJSDAwmFeMRnTShzzR/ADn2itjWhjGBGEk94BPoHwwkXyVrZzfp4++Skm5TVMKmlso0ggnUqukAMJHZUmNgK40B1mrUiw+8Lf5zZLY089IAjqvJjElHYTbGoMsi2xh067jc9OfIxHkzv4dvY+op6BI7lYkk3UizBs9bGm2Y/qKxx093J1+WI2y+ewK7GbCysnP8d8AlzhogUnny8Xj22aRzEfdm5cwyMSt+lNOKxuV+i/+QoO33qI1ExtJQ5+Vimgf3CIdbE4yqP/G2n/HZDshis/jde9FW9yF0e+ez/bF66i5reRMRZ489rbKYl5xmsOsw2foilRN2UcU6XpK1hSnFn/XCZTKqWWAufLLm+s9bCukSNpaZheHSew6I4Oo8tRRoe+TZDdR2Ouj+n8BuZ9h3QQIxvEyBAhJVTqruBx7SBZL07c10gFMQbsNLpfRZcKaFIMWUoBLQScmKgwgzpT5hgla56KahKTtnNldA+OorFAJyUxQJVeGnI72aFRnm1L8KC/lT/e8XnOso7ymL+ZiaAdGQ8DB13Y6DgkaDAozZGlghCg89LO+sfxmHo2X3TeRtPSWCdNsEmeYJ/Xy1G/m0Exx1oxwQYxxrA0Q7u0dNLVJIClS95HesMvhaKSZhEaRWiWoFkiOHg3NaK8Zem3iHXnOHc9GLbEJvMBDOU5EBU0rYmi2LzwHdIMNPJ0sNO+gF3exYxE+nBfpnOsOXni/gJNYwMOgn8abCWan2FsbIyxsTHq9TqucHEllzed+yZuuOGGlc++8Vtv5NrBa/ndC0+NPXZ9l7948i94du5ZbGxG6iMEBGiWSrrcTik9h6OFRNS4E3Cu2PUAACAASURBVKepNIk5MbYsnkfLmiw3n3sZm5GodG5iyanRFe866Xm2Z2EP77/3/bRF27hl7S1IQiLfyHNx18Wc33n+Kc++FyJMzxHUnTpf3/919hX20WK0kI1kyRpZspEsUVnDccrY1jRW4wjF8k5y1SmuOlAhbrl4CGaUDEflDvbRz321i9jvD7A6PUaMJq4kYZPjSLEVAhiUZ7k0uZ/zY6OsU2ZJKg47BYw5sKbe4LJqmCD1584vkL3gED2JWYIAisVuRka24tgRhtdso7V1lom5HFcenqOfPE4g83ywinkpRVmL0IxI+HEXNVknnSyS82pEig7/bmn0LbTxQfsA80oXgZ5EVlQkRUNRNfS2YYyrfzdMdiocgUgGX21BaPJLD1L4Png2gWsTFOfwlpawqxm8OghnCWGVEHYRqX6UyNjnqaofoNnyAfShdEh+KprIcS1MpkiEa3l5reQiP3Y37qNHj3L77bevpDgBK8krxxNWji+JZIJ9xj66Wrq4fuB6glzAornIpT2XvuL3LCws8M+3f4qhoTJbzvsk2ezFp61Tx6lw9NifMDNzG4bRy7q1f3BaN/7TwffDNAFZTiJJ2kuKDTyvsZw4MEMQeMRiq9H1rlcdwX08eeqVSMSe5/Gnf/qnbNiwgbe97W2vquyXQ/n+MaoPT9L9B2/Ecm0OHDjA6PwSzyzIjC+ZLFYtik2fqiuwgxPkOFkExJZFthI+uvAQsoqDghlImJ7AC8JzIQjISg0aIkLThWD5GEXgMRgU2JK02ZiT8HHJLxUxLZve/l4uuuBieitpqo9O4ZeOf1eBpHEHMe4hwKcePRvVz6E3H0QsC54WgnYWRAah5ii6Ls1AxhE6iVw7B9UaDwQHqNltdDV7SIkULbTgNl1kWUZXwPArJL1Fct4CpSBFgSxrdZktHe/EPGIhZ3RaP7gJJXt68WFtpMDXbv8y+aaJqaksxVpJWS6KZyM8C8mzkZaFoZai8oPVZxGLdPLxnbNs0w9xoCXHsfYehJDQPBfNddBdB811yGga3fEkUTmgomk8H00z6UHZ9TiVkhtCEbA1GeWNiQgXZtOsMhSqkxMISUKKRBGRCIGmYwuJhudTsF12zuVpVMpsGVrNldkkyWWRgG+62LueQXr6T9FKD+MJnXF5Dc+5A5SIMcA8SUUg6SmSCqQki1hQR/eqyE4J4RQQXh2PVgqByn7Rww/YQoBMVvNJSzYtUoMWamS9Mno9i+5vxg8StGmfoObdTHXD/0fixnBC1fO8lXQ7z/OoVqssLS0xPDxMLBajVCqRyWROIrP4vr/ydxDGwMuyjKIoKIpCPB5/RdIkQQCeA8rLu70HfhCKgGwPFo/B+GMIv45QZYTvhGV4drgAbHhb2Fb828egvghv+DBsuAmiP4Rzu+9BfQGqs1Cdg+YSrLockp1QOBYm3ZhlWH8DRDKvVNprQuD5K+RyZ6aGX3uZRCVdRoqpKC0GalccCAgsLyS7yuJE0oQcrqWogtqdQGnREYqM33TwKjZe1cZfXntVG2/Jwpmt4y010SNjJAcPo7EP0boOOs+GpYmwTV48DItHwTXh/XdB/8Wv7WCtKkw8BVYlFP7YtbDus6shN3xy3fo+zO6CscfDdKG114O8fK35HpQnoXAUCiNQm4NEJwxcAm0vPdHzusH3YPLpcH9jreHxNJfCa8Qsg5Bg+BqQFDh8L5SnYGIb7P9OKOru2BSmB6Z7wzUCjtwH+QNgLoWfVwxQdNCTkO5bXvrDtWfB87fB+JOweJhA1iDWgTdwPs1cB5HEGhQtFX6/JONWJaoHDNxGHDmh09izCG4TJD28diQRXjfLa6HKYV8opUNcYs+x56im7iTSux1RWIM0vwWpvBnZ70WJqOhxjZacgZioIvINzMQYtbadKGYLqtkCgYwIpJW1sOLQaMMRgqbn4wlBS28CLaHieQFm3cGqu1gNB7vpEhcQT0/jKxYxZQP+ooWv1DHeEqPa9QxTU1/H82rkcm9mcOCjJJObV05VwXbJqDJmc4yZ2TtoNsaQ5QiSHEWRo0hyFE1tIZk8C9etUansxvVqBL6N79tIkoZudKLrHRh6B7rege+blEpPE0+sJ5U8Gwj7JUtLz1JvHDvlctG1NrLZy5Aklbm577Jv/yfYfNbfk8u9Gd83l/s0/oqDomnOUFp6mqWlZygWn8T3m3R3v4fenvcSjQ686su00Ril0RhlRQ0rBAJBJDJANHqy2/2BWpNPHZpke6VxSjktqsyNrWnWxgxkIZCFIKvKXNaSJPojTjS9HKrV/czNf5dK+Xkq1T34/on0xlRqC729HyCZ2IxlzSJJ2knn/XTwPAvTnCYS6XvV/c0fJ9zFJtZIGX1NBiX90mT7IAiYG6lQzjfw/YDh89t/bI57vuliT9UQkkAbSOI3Xcz9BRp7FrGOLoEfoOQiRLe2IxkKftPBb7hYo2WcqWUnfwFSXENO6ygpbSVNUMlGwiTAlE7p9sM09yyGQiJdDts2XQ6TezQJYSgrgiM5FSYRvhohcBAEOFM1AtdH602sfCYIAnADAscjcH3siSqlO4/gN1ykuIq+KkXi0h7klI7fCI/pxNolcDyMjTm0ztiPpd5fjOLth2nsypP+udXoA0mU1uh/CHLWD5OA9Frh2x6Ve8eoPRkSC4QqoXbH0foSaJ1x3EITe7KKs9BEqBLRs1sJXB9rtIKbb5ycWinBC18IhC4Tv6iLxKXdYRLYi77XHqssJ2NqWEeWcIsmCIHaEUUfTJ32GnUXmxS/fQh7soqc1lE7YphHSqFo6zTQV6WIX9yFiCgrY2te1car2GEfT5URuhTeK7qM2hVH0mR8y8OcKPP3t38FTJ9bOt5MpC1B4PjLiwdegNoZQ+tNEAgo3nkYPy7zaH0XI4Tk7ZgSIRVLksmkSWdbiJYl0kGUNW8/nyef3cbDDz9MNpvlqgsvoy3XRiQRxUhEkDSFSqXCnf9yB9MzM1x40YVs2rQJv+kSTcWQVYVCoUA+n19ZZmdncV2Xzs7O5YTpELFYjP7+fgqFAgsLCysptpqm0d7eTjqdxnVdZCRissE5nRuIe3rYb1kWyMsJ7SXvGc/zME2TSCTyM22McAZn8J8JQRDwV1/4K2qNGrFYjEajwYc//GFyudOLuufn57nt69+kVDtheJXyo7zVOYdEcGJcSWgSQldAgNlo8m/SsyxJdTa6vVzkrUEoEvrqNL4ZtufH+y0nPYMVAW6AFFfp/M0LXjHp8ieJ+xfLyEJwZcurd3X/YVFzPXZVG2wv19leabC32mRTIsJbcklGF4vkv/EPDEweRRneiGXEaNoOkUiE8847j/Xr19PS0rJidlWpVHBd9yUT9VzX5cEHH+Spp56is7OTm2+8gYiuk8ieej24ts100+TWfIVvzBYJ6jXeuf0hFM9F7+zmLWetD5PGI1H0aIRIJEosnkCSZQrTk4zt2sGeh+/HtW02XnYVmhFhcXKcwtQExZkpPMchls5w5Qd/heELLmZiz/P86598hpaePm761KdJ5l7eVX3qwF6e/s7teI7DudfeSLq9E6sWihTMWhWzXiPb00f/5nN+5tNWzuA/Jx4phmYy3YbKXfky35otMG05ZBSZt3dkuKIlyXnJKBk1fD+uFQtUCotMF0u48zOUpyZW7hnXthBCQurqJX/dLXzHyLBkWrzzue/TvePxk743mkqjR2OUZqcBWHPhm3jLr/yP110EGPg+04cPMHPoAHazSTSZxG42WZqfY+rAHsr5sI9rJJJ0rVmHoqgISSLT1cOq87bSObT2ZcuvuR7fyS/xpckFJk2bhy9Yy8CLUrUm9+3h8FNPsP/xh0l3dNJ/1tnsuPu7bL3x53nTO9+L/Epj5mdwBj9jCIKA3Q9N8eSdR/GX+0yqLjN8fjuX3DKMop5pz87gDADKjstdC2V2VxssOi7/o7+dsxM/fDtXclz21ZocrJscrpscqpscrJuU3RPcwrQi87cb+rmiJcFzlQZfnV7k3+eKbNj3NJc/+yCK7aBEruBtv/YeOodSHNw2x8iuBRzLo30wSWG6xuzR8B0r1xsnltIZ31vguo9s5p6/38Pqc1spLzRxLI+t1/az474J8sVp6JtmqVrAMAxM0yRV3Ew5s4cN6zbxjne9/bTHYzcLzHzuKRQriROYPLz4fyjVlrhs7btYf+NVlO44gnVFD+/fOUrVdrn9ly9i+/0j/M99U9z9kYvZ2Jfh8UfeyvYvK/guvOHmd3D21dfhWCaOaeJYJq5l0TG0FiMep1jaxtTU1zCMHubmvoPjFBFCY8P6z9HRcSo35LnvfY/Hb/sqwjCQNR1DEsjLqZCKqqFoKrVikdLcLG2r303vWh+znueK9/3Sy/ZnmtUKD3zpixx99inWXPQmDj35GEYszsA5W+het4XpIynG9pRJtUU475oM93zxU1z09ndy8X95N74fcN+X9zKyc4Fzru6ha8M8pfITlJYew3EXEJKLrFcRArLZy4nH1jA+8SXO3/qvGOoGVF3+ocePAz/gyI55ZEUimY0wunsRIWDrtQMrZTYaDXbtfJ6nn3qWcrUIgYTRbKUjnqB85E4C30fRdCRZBiFWztEL0bNhEzd8/DeJpU/MAy/YDh/cM8azlToCeFMmzs+3ZxhpWPz1RJ5/P2+Y81PhmPx3bv0O7e1tXHTta5yXfgUc2T5PtWBy9pW91CsWR3fkyfXE6RpKo7xO8zDTh0s89LUDRJMaay7ooH0wSaYz9lNLVrJNl+/feoCRXS+fRKpFFG76xLln0iDP4Az+H8AZIdQZnMErwPEd/nz7n/ONA99gS/sW/tdF/4tVqVUv/femyfzoUWaPHKIwNcHGy66id+MJMovr1pFlA8f3eGL6Ce4ZvYf78tMUEzfj6sMAaLisjsWoewH2wWP8722f5VCtHV8zCDQdX9PxVZ1A1ZAsC6PZSUScQ0IpM6/61FJHUb0AyfexFUHwgklRuVFDnx1Dtk0CWUEEHqEkWiBJAkmALAWowkPBpWrJeL5Akz36o0skI2kK0jnMBeuwieFLDq5sImkmhuwSoFATdWy5Rq+X5TwyFN/4eXw1FEE1fag5BhRWk1o8lw0Ll6D6OlOJw6TNVqJuHClQ2ZbcQUVq0Gt10mO3k/TCTom3nDVx1Jjks13/iBDwdyOfZl/0CPdnnsDwYsS9CHEvihFo9NmdGPpq1hdUrMDiAXuRoNlBrHsblhZQb/RCJY1ihwN5kqcjkOjqPUD76oewn387g0E3d7Teh3beEYbltcRHXBa3P8dsEeqehio8zu9vsPmWX2bcv5h/fe4v8J84RNQ6eXDQlgMqEYFMjG5H0LTqBAQEQiBFs2jRFiQ9ia9pmAo4ks9QM0WLX6ahNVkQrUwoS6jIDPhtlEWDRVE5keYVQItrEJn4Pt3GEt3RCqJT52D7ADPRduaDbsrEMHyLjOXQ26xx5dIj9FpHEQJsIRNIAskL+Lp/NUmpwbpggmGm0UVItLjX38qD8TfwQfMu1niTfD52M6lVUxiKhR9IuL6MFyi4vkzDjTBe6WWm1sFsvZ0Os8q1+tMokkc1iFL1I1S8GHXfwERnMUiyX+rDiPkYksVSKoeDTEy26TMXcSxB01EwHYWmI9PmFfgF6TFiisc/WlfzV8Zf8wZOdWx1JR1bSzIVtPLByoeZzbVTP6cTll94zgm283H+fzRsbFQK5FigjTFWsY03MSEGVsrqlcpcVLTZMhpDKA1svYyrVXD0Mhjz9MQfISktYjbT7Ebhb2J/yeDCUc4afYJmsokRVWhvJBm2VZLRCmOxgwx39pDJplDSl/Fbz/4DjucQU2Ok9TRpLU1CSRCX48wdGeeGqYsRgeBvWv8Fw4nSarZSSVcIEgFDySE2t29ma99Wetp6eGr2KX71oV/F8U+QZFojrSw0wxcBRVLoTfQymBxkIDXAXcfuQpVVvnX9t8gYr54cXSo9w569H0GWIiRT5xIEoYt7uNRw3SqeVz3FqV5VW0gkNqEp3dhTI1jTe0mU5uhv2sSXByYX1Daavk6fN0mVCFO0kJKbtPoV1OBE+oCpRakGLq3L0c0egqObb0KZ2U96YYb/1f9JfnHjg9TrB4EAz1NxXQNdr7NtoosPjY5hYHN/7BZagxk67FGy3gKtnOwQXAsM4sI86WePpm7m0o9/BfGiiUB3sUnh24dQUhqptw5SvneU5t4CQpVCYktaXyHEHU+DkGIqjR3z1J6eZcUy5yWQjfwxBs9Riv8p7qIJ8XakthyiOoVX97AbbRCcmNAQukzyzf3EL+58RVflHwX5fJ4nnniC9vZ21q5d+5KEgH868E987pnP0WFneVvzKlK1GGk3QWe8k4HWVWGdpE7Uk9oaoSjK3HXsLnYt7GLz4mYm9k2QSCTo6OhYEVjZtn2S4CqTydDT0yASvQMh5snlbqSr8zpsu4jtFLDtcFGVBOn0BWhalmZzgrHxv8M0w0kuSYogy1EUJYYsx5DlKL5nYlozOE7plGMTQkbX2tGNTgyjC0PvIhodIJHYSCy2doW0atuL7HjunZjmNIbRQyTSS8Tow4ic2I5EelacgW6//XbGx8f59V//dYQQBIGP45o8te1xEgmLzk5Q1TSG0bO8r1EkyUA6jYix8M0D2NM1Oj91/mnPj2XVGZ94iPz8wyzVdjNfb2OyejYzjSxF08D3fWxXpeFEkAUYcoAh+ehSgC4FLDZcxhsKMj61wKAlIuiKS8SSe9HVaeJlhXg5juzLWLLForaIEii0OC2onrpCPDhrVT+ti9vx55/FCmSKWo5SLIYdRMFNEEhNXNthyYshpACnr0HQ4uFUmyhlgVrXkR0NOZCwrBiep6HKNqreRFWbqKqJ56k4dgTHMXBcDd9XkCUHSfZwHJ12TWXzhkUEB3HVCkKREb6CZUfI19oo1dNoDZXFpkHTktnZN0ywag2qHuWAZeMGAVIQIPs+imuTrFc5/8geUmaduqYz0dKBpajYikLSlYi6Ph4eLj5B4BHgUY7EWIhnUH0XT0hEYm2cI+lkDA1VWSb9SyJMmbMaYDZoejbbMjn2WCeelS/iSZ6ErqUFrtn3DIbrcKi9l+neId5jqmycKNMoLNEQNnXJwtIbOC64nk9dWDSx8UWAEsjkggRGoCIjowQSMicWW3IZFXmaInxOD3hpLnQ2EudUF0dH90m8sYfEulaURz+KNPp9ZhpfJffLF6IPvrwz/48LQaMIX78FMfsMQawDX+nAMTPLiUfecsKfC4GPCDyEaKCIWWRROX15QgFJAzyEZxFIGggdT+9BaRwAwNe7CYxsKCCJJhHRFCKRQRjJUEQ1vSMUmQxfDXN74Oj3QwHUi5MYhRyKTkonHFQZvBR+8bvwKomTQRDgzjdwy1YoPDouPqrYeBULv2rjVR3wA+QWA31VCqXFCMm0QoB0wpnyhcRsJ9/Ama2DJJB0icAHPJ/ADZOkXrQXxw8IcFDEDKqYQJUmUMQ4qjyJwjy+0oKQbCS7GP5t67pQIO9Z4f/TvWGqYm4N7P+3MG3zw4+eECdV50PhUmksTF3U4qAnwrVZhh23wtEHTk5BejFibWH5kXQoHGq8IPEl0QWJ9jCNqjR2QhC3cmwBqDH4709Ay/I7p2vDzHOhkGtpfHk9GZab6oG118F5v/iqzuUKanm480Mw8sjL/12sNRR7lZdTgiQVLv9NeNMn4PUkQQUBvEZinFsyaezME9h+aETiBSdSyLyAwPZWrlGvYoe/J2Cp9/uU+h/AiYZkEsXMEC1sxKgMAj5NvUglOYrIHXzFfVAafejldahuDI04ip1AreWQrCi+YuErFoHaxJcsam3PU8n8AADJNQgUn4Dj51/Q1nYtAwMfJRE/IYLbWWnw+dFZHipWGYrqvK8rR6umEJElUopMSpFJqzIpRSEivX5pLq8E33d56qmr8X0LP3BPSTV6IQyjl0zmDfT1/jfi8TWvy/cHQcBY0+axUpXHSlWeqzSQBcxbLklF5r1dWboNjTZNoV1XaddUWjUF+aecmOT7DvX6YcqV59HULK2t1/zUU5x+WNiTVaqPTdHcuxg+ngVo/Un0/mRowJDQwoSChIYUV8Nn/lwdKaYiFInG8wv4VRu1J46c1EPxohIm8CELnJk65pESQhJICfUF70wGSmsE6TSTa+6SSeW+cRq78itNhhRT8ZvuSvsUOStH9Kwcanf8tHXvFsN3PTmpvaJoKfACqo9P4eYbBLaHb/thEp7l4dteKD4yX9BWyAK1bTnlVA6TBlGkE9uSCOtpuoa7uJzcpkgIVQrTqNxTe3FqZ4yWd61DbfvZc+T3Khb5v9+Nt1ynwlBCoU9vAoIAv+midScw1mSQky8vMv9ZgFe1Q7HcdA21J9xv83ARfIiclYMArJElfNML+zDBcpsULCdj+oAf4OQbNPcX8Cs28Yu7iG5pR+2IvqZ3dK/u4OYbOPnQDEXNRVA7YngVm8bzeZp7FlHbY+Q+dBaSLmMeKtHYvYC5v3DaZLPjEGpItjfWZjDWtqC0GPgNh/zfPo/fcEhdv4rouW0ISeAWwzZYaDJSXEWOqUgxFTmhIid/tASisbExbr31VtZJvWyWB0A9fr+IMNBzocFiUGaXMkZNmCiygud7bOnciFT3WaqWqbh1asKkjsmyTwcyEh4+mzdv5hKxEevp/MlfLAmEIvBtDxePxNpWAi/AOroUpoL2JZB0eXl/wnvTlGyerR5krrxAf7STliCO5diMVqbJNwtk1AQ5NU1OTpGTkqTkOHpvAqHLNJ5fwCuYpxz/C/dHTmrImVDw7eQbqO1RUm8ZQGgybtEksL0XCMV8hCqIbWkHRaLx7Dz2TA2hShhrMuir069IJvFtj+buRbyqFT7P3IDA80MRpufjWx5ewURpj5J9109AtH8GZ/AieFWbpe8cxZlvhMl4HdEwKa8jhhRVcAth0p41VsFvOAhZYKzPEj0rF5oj/Aho7Moze8c+1NYYif86xJe+8mVisRg33XQTPT09NBoNCoUChUKBxfkFnn76aVRPYkNskMjZrQwND9EZzSGk8BkiGTJCV0Ijh2UErs/MY0d49NkfcPmFl9B2Vi/le0dxF5pIEQUpqiBFVUREQU5oKFkDr2Lj5huoHTGMtZkf+Rn8nxmPLizxN1/7KoPH9pErzONH49gt7Xjx1Mq7qKYqRGPxFROdbDZLZ2fnStJePB4nEonwyCOPMD09zZbzzsNYmGbvw/fjuy7Db7yMXFcPUzPTLMzO0FyYR1TCsjxJJjAi6K3tPHzuFbQ0q5z9yHfwXkSsOx2OpzuO7txBEPgkcq3kevrI9vaTbu9g94P3kR87RiSZwjFN0h2dvOP3/phI/AzR6wz+88ELAh4vVfnmbJF7F8rYQZiIszUZY2sqSlSWuHexzL5a2M9q1xT6Izp9mkK8XuGOuktVyCQViYvTcYajBn89kefz7TEux6SykKe6uEBlMU+9vES5ZxV7yzU6Hr2baEuWy9/5XoYvuPh1SyZ66Kv/wM57/x0IzfKOG+cp8ST6qmGk1euwB9dSz7bjCMEvdGRYFzshqG16PkcbJuNNm6rnUfd86q5PzfOYsRy+t1Cm6fusjRn8zqrOl029Hd+9i3/9k8/guS6brriGa375tSdPnMEZ/CyhNFenNNfAiKm09SdeNyL4GZzBGbx6BEHAvO0y0rBo0xUGDP2UhNgF2+G22SLfPjLKlrv+id65adJdH0aIGGbdIdsdw4irzI1USLVGGN7axtCWdtLtUayGw9d++0l8L8B1fX7xDy4ikQ3baCEEVsPh3i/tZfJgkc4LPCaW9uHMxTl3/cXsOrKNujbNJz/568Tj8dPuv1Ou4Xtw++//Nvm5UWJqGjOo887P/AncW8OZrjEt+XxENJE1ibMVlUeqDfb/0bV4zhz/8lc3M7+jlaHzL+Los9tO+x2D527l53/rMyf9zLIWGBv/W9rbriedPoXPjdW0+bsPfxDPl6mtGiCQBaobEHM84p6Lggd4+K5Lo7EBIa0hmTN4x+9cgB4J50Iri02iSe20z0bbbHLbpz/FwsQYZ19zPZe86wPsfniWHfeOh+Ki6wZY/6Z2Dh05yMF7vkNlcoxrPvYp0A36B1bx2G2H2ff4zCnlAuixgGx/A5LfINa5j67u66iP/Arb7xlDjyp0DaXpXpOhazj9qtN7fM/n4W8c5MCTEwReCd9bwBFjuGoTw6wQ7+6kEWuhZNsEAmTTJ9JwyKgBsbggP3qERK6VW37vj4mmTk7j9VwXu9nAajRwbYuW7p5TDCJ++/AUX5tZ5LdXdXFze5pOPRzrrnseFz51gFURnTvOGXpd05HP4ARKc3XG9hTwPT8Mhg0I/xGCbHecztWpH2tK1RmcwRn87OCMEOoMzuBV4q6Ru/j9J38f0zNZ37KeG1bdwKr0Knbmd7J9bjv7CvtwfRchBLKQkYSEIilc2HkhP7f655CEhOM5yJLME9NP8L3R71G1q2T0DNcMXMNbB66lqgzw1/vvYufSHKhdxNUI9WaFK7dN8LH6t/ADgS67BHJAkEjREkuRLh/mEe/93KkN4npFPhncx8HmpRzS4uB7SI6L7DSR7AqSVaFNstmYPsK/SW8kyOaIqTo5VaZNFeA6uLaFa9thhLrr0LF6Da39g8wcPsixZ5+kWQsdcnXJJaE6aEoET7RRZwiLdnz7CL5fxMoNYadNAuHT7qfoUAW6F0F2o6GDNhIeAXlpCkcU2OpeTFyKEmn5nxSlm0jPXQaAHZ3DTI3QTI5ipkawEhNEFjfSufuj+ASYag3Di6Clfp264TDZEqOc9An0OoHw0c0sowdvwSmtJlqKEgjob/9nRolQI4qFzoq7NJBRHSp+ColJHDcDQqLVNrjeu5BDjR0cLTyD6dUxIy5utkEk5uOXFdS5OE3NYz5rMTAbxUwFWC0JlEgEw4iQjkBWt0irNiqCqbFzqAcSKgGzUh1LhAQZOZBIBjpxEWAJizwB0UCnISzkVP/OGwAAIABJREFUQKJVMuhSH8I1GzhmG4GVwQ1asJUYlixYU3+AjcMHeSh9Kf/QcgvjiR40bBpEWc0R1vv7WCf2sTo4wl7rLP7a+CQ9Vp5Lpp9myJwiZVW4rXAJ8tnD9A6CKVyatkVyaYZzJ7bz7vw9RLAZD1q5O30x7V2HKU3IWOM6OBKyrtI5PED7UC/Z/g7kSBXLnKdWH+GBQz73j1+NJCCh2cRlm5hsEw0sDNckIVU5f8gm2WIxO7dEuS7ztLqZJ7NvYF7pOOWeFE0XdbxKpFFHJCUYaXJL5FEW/AyjVjuFIEmZGBbLpBoR4AylGByY5ubgLoZFnm3BBm6V3keb5eBIMsUXvehtTUa5ImPQ4o3T3bgftXQHvm8hUAlOSrgSGEo3af0NBAsy1cZ+XKPAX8Z+ge3iDXz68D+xRpLQkjM0MoeXhYFAIPBcDSH5QMDIsTfhlvtpcTJEfJ2YbxAVAj1aQIvnqadG0a0c2YWbUYfaURWFxIb20LlXPvXF6WDxIEeXjrKhZQPb57fzzNwzrMmsoTXSynhlnNHyKGOVMSaqE0SVKF9961dZkwkJipXKbg4f+aNQyGF0IQkVIRSEpIbbkoLvW4yMfAHD6CYWG6JWPYAkGyhKAkWJo8iJ5e1wkZUEht5JIrkJXWs/ZRC9bJV5cOwBnjn4z0Qnt3NFPXTN2KvrZDyPdXKMYuAxhcOIqjCiyoyqKkuyTGuklS9e+PtsSA9BNItb87F2P0jsoXfzaed9PNp2Dh+5vItLWhsUiw/TNOe4f8bj/Tt2EcOmaP8xejDwohq0EWKOmpilKabxxRzFIMtBfyseS0SFy1XSG4i1x084f2uhC3hzX0gIDVwvFDVJEL+oC4TAK1t4SxbukoVfs3lxtFn03LbQFTmmonXFkDNGWFcSoQu+JKA4Cn9zwYsI1CcQICDVR5BYjRcdpFlaRWVyE0prnPQNq9DXZBCBT3DoPiiNIbRImNig6CGxPjsMra8PWfXFqJpVPvX1X+UXyueztrCeIFAwYy5Vvclic5GUHyfnZDD8E4S4gCY14w7m1Srjeo6Sn6aDDpxmmIgjFBlZldF0nYgRJRqJoSgqZr6Ku2SyX4yS7dtOT+9eJOlEhbuuhuPoaJqFLJ+oS8/rIfDfQHtHimhE4PsNPK+B69Xx3BqSrGPo3RQKcPBQnvKSTDQa5frrt2A7syspUZY5i2nNEgTh80JRErS0XEJv7/sZGfkC5fIOurvfjWXO0jQnaDYncN3qSfWlqi1EjB6mpnM8v6ubLVsfJBZbIAhehoT/AnheBFlqIxrrJZMZJhbrp/LoGF50CTFsr+yrJBnUaj2Y5gyRyBSy7OL7glqtDVV1iUROJTm7roFldeI4WRy7FdvO4rqtRCJZUqkUo6OjLCyE4kt/WYIjIeFLPkE0QCgCyZWgdnK5Mep0sMgx+l/8lciyh5BsFMUJ06CET9SoUS6347oaL2zTAWxNohYxqOkxxlvbmM5k0YSLHrgYuGSo0soirSJPVsyQ9mYYkKcRgcTBg+exuDAAQC1iUEwlkB2fRL1J0jyRNuFIMnXdYOfgEOdOHCVdq5+0D4qiEIvFVpa+vj4kSeIHO3dRKy8heX4opnnheZcVVEVFkiRqzZPL04RCW5Am5mpYwqEmTGrCxBQnJ/AYqLQm2phtLuIrCrS1IQmB5LkIx0G4DoHj4Ds2TrNJSzbHYLqbHcd28+IEzwBA1VAVBU1A07JZjMZx01kigU+XVUe1bVzXxfHclbSm4+7nAIl0moGhIbrSLbTrLbRqaRRVPSn5RygSckeU+5eq/PNcieziXv7s0fdQlS/BjHyY+HVvPJG4oMtIhhISin+ESdnAD7Anq9hjiwinjAjqCK+K5FfBruBOz6Ev3I4STFHzbkSiiizyKFoJIUmh4YBQQsGRtLzIEfxYH356PX7bm/CCTJhWVHBx8zZeOXzeCJrE5HvQpKOU3ffhqx2o/iF08TwqI0jUEKKBRGNlLYkmgZChbSPCKofCGDUWCqKyQ5DoCFOFkp0ga7Dn9jChZ/WV0HdRmAB0z2/AWz4LF330petlOdXKb7iUvnsU68jSSb+XosqJ9MFk6GCv9SUw1ra8JseuwPMQpZEwrao6C5UZqM4RVGbCVM9kD4ELYnobeBaBmkHYi4jlZ2AgJMgMItrWh4lL9cWw4NVXwtBVEMuB3QjFQ+k+0F5AFt//Xfjn98KWD4Qip8mnoTL98jsca4Wz3xWWHe/4v+y9d5wdZ33v/5565vRztvdVWzWry7Yk926KMTaYZvrlxwUuuRDITSHJJZUAl18SIJBcCE6ogRAcijEYsDFuslxk9bKrXa20ve/pZ+rz3D9mtZIsWZLBgCH7fr3mNWelOXPmzJl5ZuZ5Pp/vJ0wkMhOAEiY7TfXAVDdMHYHSOLRvgaXXw5KrYeipMAHJd8CwQqNTzdLwd6tdGhqopo/AF24ME6Fe91U4/H145O/C5KhTtyHTAdGa8DNn++H1/wbLXxp+B7cUGrVONekJMWfWC0IT3f67w+244S8gVhuaqqx0OEUz4bw4Bk98DrwKbH1PePwYsXDbf8OQgcAbLeNPVTEXpdEzEarVIaanH2Fm+lFmc4/jB2ElQQWDWGwJTU230Np6Z5ho6k4ipUASIGW4XyuVfsYn7qVc7sP3Czy73Xw2qhqh3PgBPHMxy73HOCrqODyQYeuxHJve+DLiycWnLf/NsRl+7/AgKV3j9c01PDxTZF+p+pzrNxWFtKGxNBphWybBrQ0ZViXOnmL4QjA2fg+9Rz5KJnspifhKFEVFUTRQVBQUDCNLJnMJltUy/56yH/BYrkQ5EHRaJp3RCDXG2dNShZTsKVb58VSeIxWbWS9g1vOZ9QNmPB9nzizZGjHYmkmgKpDVdd7f2Uit+ZtXrVjYPsL2w9SgF5HQyJ+xcYeKBLMO/qxNMGvjz9j4k1UUSyOxtZnomjqqh2awe2bxRkrPmRJzGgooEf10o9CzUJMmiqYQlLzTTUAKGI0xjNYkZlsCoyWBfXCa4mNh+53Y0oy1ogZh+1QPTqNnIkTX1mO0xH+l+1ZKiSi4eBMVgryDN1nFGy0jbT+8xs4bDE68lqgxHb3GIra+HjWm4/QXkIEIE3SM0HhxwoChWjrR1bUvqtSHZyOlxJ+q4h4v4g4UcAcKeOPhPbRiakgnAE0hcVkLia3N4XPvCzggHJTc+bRKWfFQYnOGnYSBljDn5uHfqqWH6VpRPUwb8gSVvZM4R/O4x/L4Jwwrc57l+TlgdiQRVR9/8rnb6BMohkqkK0vi8haspZnzLv/zYB+ZZepLB9ESBsL2kXaAGtOJrq3DWl2LKLj4szbWsgxGSwIZSNyBAnb3LHbP7Lx5Ta+PouihAaf+nWuJLPrVFSS477772LFjxzmXaalrYmnXMpzAZe3atbS3t8//X1D28MbKuFNlnAaN4cPH6d6+l5pImg3tF+EcmiG+pQmzIxXe79qhiVF6AVrWQlR9yk+MomgqsYsbEWUPd7gUGo98AZ5A+qEx6NQ2T43roalNP/lsc+pr6QvcoSIEMjSdLc+i180lzSXM0Lw911cU5Jywzc05SF+g10VxembDJJhzEFmaxuxIUXxwEMXS5/ukTiTXKScSNDUFRVVBV1CjOkZ9jOqBqfnnlNAYNmdCmzNsKoYGCvjjFZr/+NIFw8UCv1KqB6bCJERHYHVl8KeqoXH4LLcdel0ULWWGxtG5647RHMdaWYO1IovZnjqjH13KsJCCYmpIT4SG09Fy2JaMlHD7CxjNcbyxMtHVteS2Rbj7P++mUqkQUQwcebI/RpHQKDO8fM11tN1+UXjuLPCiYNzx2FWo0Dc9zUj3ISq9h4kMHEVRVUxVwwh8xju6uGL9OhYlYhw5coTp6WmKxSK+f7L9NU2TW2+9ld77vkvvzifYv3wDthll44En0AOfUixJLlVDPl2DWlPPolSCjQZEnCqHtz9MLJ0FRcEpFbnhHf8jTD33wjFZf24ufJ9McwvNy1aQbmgEoFLIoxvGGRXcRRBw6NGfMXhgL55tc91/e/dpFcoXWOC3lfJcEtxjuRL3TxfoLts4QnJRwuI1jTXYQnDcdjledRmwHcYdn5fWp/lAZyMr49ZcsTnJ7bt6OViuclU2SVzTiGkqMU1lxHb59kSOBlPHPN7Ljdt/SN1k+NwZz2Sp61hEXcci6jsWUd+5mJrWdnQjFFna5RLd2x/m8PaHWX/jy1h52VVnbH//7p3850f/jLorrufAZTfTi45TLrHPE7jPSoBWAE0Jay7c2VzL/17azN5ilXcc6KdwlqIZugIZXefmuhRvbK5lYyp2Qc/Dx/Y8w/F9uxeSoBZYYIEFFviVE0jJJ57cjfb3H8awNrBo/e1c/uou6jtCc/9zpbjv+E4fO+87Tn37LAQ7eel7P3haUmsQCB7+t24OPjZKstaiOG3zhj/bwv6nevnpM9/mmitu4JobrqBcLhOLnXm9PHG93tR8DW36Rfy08A3Q4M6//lsi1QiVvZPse2aM95RmKQGrIhofvSwgMHt45Is/om3Fel79oY9x5Mnt2KUiRsSan47v381T3/0Wd/zJX9O5bsM590+lkOdnX/4CHWs3cOCRaYb2fRlr041MVnM0ml3knDEcpRDWWnSzWNUGIk4d2YYkW1+5hB994QBNi1M0d2UY7p5lvL+Aqis0LkqFxqPlGZqWpOfTfSqFPDMjw0Ri7fzsa4eZOF5k6aYG1t5Uz/7u3ezcuRPXdWmqq6X0yI+odq4giCa4ceNatt5yG6N9RapFFxHIuUnge4KJ4wUGD85QLc5pZ0wV3xV0ro1gmCbjx1yK02GxiEhM54rXdrFya/NzHze+4Md37adnxwMI9xGE7yLMCJXFq5GqdrIIYxBgFGaxigViukIkZqGbJnokQiJTw3VvfxeJmtrzH6jPYsh2uWzHIV7XXMMnVrSf8f9fGZni97uHWJOI8ncr21n3C6SuLbDAAgsscG4WjFALLPA8mKpO8cP+H/L9o9/n4PRBADRFY1XNKjY0bCCqRxFSIKQgkAFlr8z9A/eTd/KnrSeiRbih8wZeseQVXNp8Kcaz0hp2T+zmG93fYKg4RGd6BV99ZgstYyPcuuxHvKKuldWagjp7DC83xD/NbuFfg5eypasey9IYHZvl0uGv8N8jD6EZJo6RIKemGAtS9FbiPOosQS6/lvva0iiGOi8giqgKaxNRNqXibErF2JiK0WGZBBKqQpDUtTAi/eA+pgaOMTs2Sm50mNzwMQozufkxpzAZAso+YLaTXNyOg8K0evbKZlG9jBAqBCprOcq0EmcFvUzUrKGvsQtH9amqASVdUNEFni7IKtOs7KtiFdpYU92AoX6bSW+MZNmlVR8kFi0RV8tMZ01+NPsBZsY3oiVHSNT3siz6Ux6dvAZdV+hs64BKHlHOERTzTFYFM/EWFM9F6gbx4hiNep6jsZW0VaPcwBYEkt3xx9i39DuYyQKLIoIGQ1IciTG+p5bSQJzMkjId1w2hahIpwXHiVPLN2NOLqRRrmbAjgKSGgDIaTUiWRqZoVvpodg8TlTNAWDD2Mf0y9kc20pVUuKT0Y9KlnjP2oa+olCNxDNulGKnl+uTfURyTaMA6W6MuJpis60NRTMpVk6mKSc5OIlG5aFE3s5F6Rrpr5te3uTPDt9592WkPeUIIBnID/Ml33sSWgx7l4kqkYeFpAX5MJZnJsmHVNloWLyWRTBKNRhFCcOTIEYQQbNq0gj17bwdSZDOvQspJAjGB541i28O47olKrCqem0JKF8N0UJQARW1Drb0SGdgEQQEZFAi8AqMu3C+vZpg2ag2V46N1TO12aWrQeOu6DmxvnP7qMIPSZ0jLUDITvFJ7kpc7NXRuX4UqVYzWBA+tS/OfhkttzqN+tEpzMaBV11m5uoGl13Scth98v8jExH2Uyj1ErTai0Q6i0U6i0VZU9aQAwJuoUN49zn2jO/ndjmW8W36aK3mICK1k0pdQ03wZSX0NE98aRxsWFCIT5NZ/Bi8+Rnx8M5HyIpzUIE7yGL41Fo6gAhGzCccdR3eyJCY2YFQbSA9diSYSYWXIueqQSlRFyxgktrRjtpy9gslpx5CYE60fyBPkHZRGwe7xNxKICpoaww0mkZxdbJFIrGTjhi9hmqcn/0gpCWYd3IECzvECouBiNMfRa6Ogq3gjJYJZm9glTUSWpOf3sxQS6QXkB6cYfeII5UqJGavAUmsxNTJMmFATZlhFOhCIIEAEAXLWw+3JI32BmjDmBrolNTV/iFU5xONiJf/pX8kj6SQ3X5qmUtrDu5/5Gc2izNP6x9j21ldjtiZCAYzthxV1fXH2eSDQ4qFJx+nL4U9XEW4QJhK4AdINxTM1r12B9AKKPxsifmnTWZNMpC/CtIKcQ1BwMFoSF17Re/BJyA+FAuziaCjiznaGQuepI6EYe7InFFX7NiLegWu3g1tGMQ10ZRjNP3s1FgC/5UY8cwPBbBmNSVTNIYh0gFkDhoFiGChmOJcoSDtADHWj5A6j6iVc3WYqDmXVx3I1LEcj6mlYnkaEUQx1CKklkEuvR21bh4xm6R58hJniEDLwUf0A3QPTg+WFfqLipEHIFitx5HKiyj5UpQjSQKIjMZAYgI6UGpoyg6bkqMgujndcynDbBmx3BlVNo2lpdM0kUR3hme5+KkoeTfdAGkAnlUp1fpBb13VM0yQSiWCaJqZp4rgOE+MTTEWmaGxuJDgW4K50MTtMrm67mq0tW4nqUaQUFMt9/KTnC5TzO6kTQ/Mpe6tWfpyWljtO2++el6dSHeBo3xOkUi6eN0K1OkC1Kvnxj5cSjqVJgkAgpYKiqBiGQzod4eabt2KYRVTV41h/D4cO7yeZVBFihkikjGlWUdUwCVIKA5QMipJFVbMUi0OkU0cJRJYg2IChryca7SIIVBYvXkxra5IgqDA1NcW+fUeoVCaJJ0bwvEGqlUn8QCACHSE04vEMLa0Xkahp4KvdP2TmcIpmtwXNf27xRzRqYiaqdBR2c6vzGP11tVQs6FPbGfOaGPYWMUQ70/Ess/EkRStGU36WlF2lu7EFoaqsGz1KWbeYjqfIRxMUrRgNtk+90Ik3pcAuUpicxBECFwVP0ylHLIpWDF87ObDX7lZ4e26Q5sUBn5/OEkyW6ZoYpKZcxDUMKpEormHiKyoChWK2Fieb4X2dLVzVtZSenh6EEDQ3N5NOpzFN87wDjUEQ4LoumqZhGKcbe6rVKhMTE1iWRalUYv/+/YyNjVHIF4haFqlEilQ8STqWJBlLkoomCMouO3Y9xUwlRyNZROAzbZRRdQ1D0zF1A1MzMQ0DUzeJYdI1UkPE0Zg0ihxShng85TCaSjGaqWcwW4erh+2eIiUqEqGodFgmx20XTYFb6zM0RgwcIcN9LCS2EDhBwJTjs7dioysKb2ut44pMAgE0mAYdljkvhHeE4L0Hj/P9yTwNpk7W0Llt/2d47+A30GWAI7pwxUacYAOuXAmE6QLJa9uJrjq9gzIounjjZfzJKv5kFW+yQjDrYLQmiK6qQTE13IEi9lO7SThfI6Y9gKI8K01pDqEmcC7+B+i4iqDsYXakMJvj5/xNz4VwAvzJCv50NawGHTfCKtbWyeNQBhJR9sLkpaKLKLr401Wq+ybwp8ugmkSWpokvq2BdvBo1fmGVfqUf4P/jqzBmfoaUOhId0Oba0AhuZAte7BLE9ARBkMUWG1DMKKkbOjE7U2hJEy1pnhRey7lULO15DI5XZqD3fui5L0yysk8xWWlmaORKNoeGnPwQ+HZowolmoDQJqRZoWBWmPdUt//mNOVLCV24LU5ESjWFSVssmaNkYmpP8KjilML3JLYbLL7oiNA3/Mtn7zTCt6QStF8Nl/xMaVocJUKeauXwH7ropNEhnOmB83/nXr0dh1S1wxQeg8aIXfvt/xUgpmfYCxl2PMcdj3PUYdzxcIdmQirEpFaPePHe1LykDHHcSVTHQ9fR8euOF0leuklUdLDnLWPE4Y3aFmBEjqkeJ6VHiZoKvTen8Tf8MErBUBXvuOVwTkuVWBAwVX0oCCZ6UDNouV2YTfK6zFX3nBM5wkaGqR1ATwY7p5IKAQhCQF5KcFJSiGtXOBAcdl32lCoGEVXGLjqiJrijkvYC8H5DzA/K+jy+h3tBZk4xyU22a2xszmBeYElcJBH/dN8I9kzmWxyyaIga2EFQDgTPX9gOkdY1AMm9gGnM8vGf1NSY1lU7TpNPU6dQNzJjBuO/z4HSRMddDBZbEItQaOllDI2voZHWdjqjJVdkki6Pnv8aeihQSf7KCEtFRLS0UsUs5n0akGGqYHOwL/JwTprkmzp8O9Fz4uTA174SB5USSSDBjY/fm8MbK+OMVvPFyWKQuooXJBs2nTE3x+QQk6Quco3n8qSpKRCO2of7nSnuVQiJtH1ENJzWqo9VY4ffOu+iZCJVdE8x+p3de5K9EdfRsmMoUWZwifknTadetE9sXFFyCkosoenNzFyWiYzTH5xMBrVU1oUB5xg6Tk/y5Z61Agi/Qsta8cUnKuevhnDHAHS3jDRVxh4qI8sln1NjGBlI3d6JnfvPMmv+VEG4Qis9VBW+sQumxYSo7x8Pj31Ax25NElqSJLEmHQnVDxe6ZpfzUGMnrOs56/yWlJCi4eMMl3OES3khYkTUohIYOoymO3hgLj7+SR1AO52emT4aYnSn8WRtRcFFjOuaiNJFFKcxFKczmBPaRWZxjeayuLEHeJf+Do6hJk9T1Hej1MRSVk4mtypzhZK6wiWrpP3d78nywe2bJfbcXc1Ga2Lo6IssyF9RWnDCv2d2z2N0zuANFMq9YQvziM4sT/TIJgoAjR47geR6KosxPEFb0jcfjtLe3P6/23+7NUXxoEOdIjvilTWRuX3be9z+XyOYEwg2wD88Q5B2iq2vD/q7zID2BcAO0n6MSqaj6VJ4ZR4kZYd9Y5BSTpKFRPTjN7Ld6QEJscyPZV3dBIKkemsbpz88nO52aoEkg5p6bKhjNcdIvXUykI/WcJkt3pMTEp3eRvWM58Ysbn/d3WOC/LtILjzUgNKBeQEV+4QS4xwtUdk1Q2TWB0Zqg5rXLMRrjc+sM8CaqeGNlRNVHr4uGBaVSp/fR24emqR6ewT1eABHe05itidCYbWqohopzrECQc06qzOcuEYqhYjTFiXRlSF3XQWnHKPnvH8VaVYNsiPDEo49TSQbUJDNkExlq0hmymSxWe/qXZnhd4IVFSMm9k3n+tfc4m7/yKdRSgaH2Zdx00SpWLllKx9r1WPEEjuNQLBYplUrU1tZydMejPHDXP/Lgtpew5OZXcGdzLd8bHENXNVbXpFidiLI8ZmE96/o7dHA/3/rInxIEAXf88V+dV/C4wAILPD8cITCVsydmP9e93dGKw+93DzLhelQCEU5CEEjJu9sb+KPFzRwsV3nZ04e5szDKrX6R40NDVIYHKA0PIvxwrEfVNGpa2jCjMUZ7u5FCYEZj+K7LHX/ylzQuWcb08CDTgwNMDw9y4KEHmDGj/NNt7yIaiXBRIkpUVVmXjHJlNkmdqZPSNVK6RlxTyfkBnzw2zl3Dk9QaOjkvYEkswgcXNbEkapLSNRJzy0YusH9ngQUWWGCBBV5MOELwwY/8NYsO7mTr7a+lsaOTri2Xn7Nvplpy+eE/7Way/3OUpsep71zMje/8HXqfepxll2yjuWsFUkp2/XiAx7/dR0tXhtt/bxP5yQqf/uRnyNSmuPMtd/DZz36GZR0d3Pn2/3ba+h/+ty+y8/vf4da3vZpgl419RZGfff5xalpaue0PPkwiW4MUkieeGuZt393Lm+Ruoke3z7//dX/xcdpWnn0czvc8/vUD7yYSjfKmj3/qjKShE4z0HOKev/8YpZlpQEFR08hMlGJjK1dccQU33HADABMTE+zZvYd9+/ZRKBbQNYMVK1awafNGqsMWT3zvKE7ZI91oobZPoksLfyLO7KCLlKBqCl2XNLLmqlYOPDpC784JfCcgEtNZe0uWgenDHDwY6mQvuugiEokEO3bsYO2qlew7dBgAY2acFY113P6HH0bTz973JYRkuGeCkSMTVAs6hfEHOfLEDwDQzQiJmjoMK4tdjuLY7dzyvltYvK7hjPV4bsA9n36M47v+HeEfp3PdRhZvu4qHdu3FDwJuvfVWntl+EE1GWLdmPUvXNWFGf3Gjt5SS/9M/xuO5EoGEPcUK27euos0yz7rsvZN5/vjIEDFNZcfW1b/w5y+wwAILLHB2FoxQCyzwc3I0f5Tx8jjr6tcRN55bCGn7Nnsm92DpFqZq4gqXRalFpCMXXknzozuP8bn/ODD/t66rNKQtRCCYLbu8/Jbl3G2XcITklXVpSk9N8FjP1Pzypq6ypC7OsoYEd1zSzp/NTjPr+fz0kpVUheCZQplnChV2FSrsLVbmRVlpXaMcBAQStqTjXFOTpCli0BWzWJ2IEp3rxA98j/zEBMf37cd7qEBzkGTI+AKPH/GQikG6rYlouwIo+H6EwDcJ/Ai+rRKMjuKKWdT2egpKChUdH0mHHKJRmcLARyeMbz0xP8Qy+ukAwFBcAqEhlPChQBE6ppPFcpNYQcBMPI8XOSmuNHARUsE62o3q2if3qRkhmU1hWwoz0WZuCX7EaquXp5RlTPgXsUcuJkWZZVqWi8pbMLSAqbb72ZvsRisvotONo9X0UcnsRZtZwejACnJehLzUcOdMLEhIyxgtUmJ5x3l6MM7vvjVLZvB+1PHDiNouRmpW80xsGd/XOhirVvnnvk/QVBrAVQ0eT63jm00voS/aTlvU4kazzDYlR7s7CflhxvuneY3zagZLWfTUKMsTTRwaUZBzx0BrJkpLxqIlbVEXq9I9PsJPe0KRUDR9BBnbyQrrDj64ZSWV0aMUCgUKhQLFYpFiqYgUkqJZpN6sxy7Zp1XAPR+WZZHJ9tPVdX+4K6SC48Sw7QSuk8IPMnhultHRNEEQ4w1veANtOaOVAAAgAElEQVTLli0lCMro+tmFvUJ4FIv7QNFIp9YD4AcC/RzijsquCWa+2Y3ZmaL2TavQEqc/jAg3wD40TWnHKG5/gYb3bbwgI9FzIaVk2479COGwLZMENUogJYGU1JsGf7i4ibgeHruel+N7T74Do7KbuAYRs5Fkai2p5Jr5uWnWkS/s4ciRj1Iu9+D7eXQlTY13HZ7I4cpJPHUST5sGqVF79BbqCq9Ej0TRayz02igymKs8DSc7DRRwjhVCsZBWZWzt5ynV7aXjqT8mml8afhckKAFSCZBqAKaEiMCgBtU00NIR9GwEVAVRcHEGCoi5Sh6KqaIlTdwZm4frdb7forN5NuA1ExK96qMmjHC7vLn0pDkUQ0WJ6oiCe/J10T3rcaeYGlZXBjVu4OccInPiJfvpbjJtD2GU78OoDlKRJj8SF7NWPUoLs3zJ+xDveO87wwHw31ZEAN0/gB3/F1mdQbgRRLlK4Mfw21+LbLmMIF8myBUQ+TKyWCIidpDUv4uqhEk0gigSC43Z835cYDRR8iOYgYVOCQUfiQpoeKrEVQVOopaGi+9Ame0LRfDFUwxZevRkqsqJhJWGVXDNhyBag+z7KcqTn4f8ILJ9GzLRDr6D9Gxsp4DjFPDcEoFXxUnUYEbrqRk4QJQJytErMNa+GiZ2o87sQysdRBE2Uo1yuONtlFa/irVr12ANPYaXG+GwupzpooPruriui+M45Ct5JgoTTJWn6I320rSiiYH+Pl42diMmBnsb9jGqTFAxHZa3reKyjsv5Xt/36Jnopt5soLGQoS3bSzqeYl+hFUdxqJpVPNWbN1Ivm1xG43gjuZoRsmYvy1dcw5Ur3kR/3zB79uxhamqKeDzO8uXLMU2TXbt24bpzCTOKQl1dHVNTUzzf+/kTYtOz/ftVV13F6OgoPT2hIVfTNILg7KaRUzGMKqlsAV1Zxvh4aGaLRqO0trbS0txC1lexg/+gYt2HPdrKy4/s4VPtb+SjS/47GXeahJliDB3/RNKTlDR4Hh0ywj5d4GgKK11YpRkUpKRZ1VhtGFwUs1iRjBGbM5g8W3AohMB1XXK5HNPT0xyfmaUvX+Sg7fODbAseCkJVMUTAP67u5KaaJJHIc5sfpJTs3buXgwcP4rouNTU1rF27ltbWVgzj9I6+YrHI7t27icVitLa20tT0yxUWSiGp7Jmk9PAQouKFqQNzguP5CuYKHNMmOWyOMGtV6VzUybXXXkt9fT0QVuI6UrHZXahwvOpSCQR3ttSyIm4xZLv88+AkXx+bxpehwN9UVCKqQkRVsVSFhK5xaTrOqOPxH2MzPLtOZUJTaZ8z4PdUbP730hbe1VaPrirszJf5yJ5nuKzvW1wz8yQbi4fREJS1KPsym5hQN1I3u47Vmy8h/ZLFIKH4k278h/8dKVUESaSeRq2tQ0nVEAwMoDhTQEBUe5y49hNQNeTaN0LjKjDSSCOF1JPISBq9sQElVgP6mR2Yvw6klHijZap7JqnsmSTIOShRnfimBhRLhxPX+bnf1mgJTcjeXEVrpy9HMDlJpvlBNMsBGaDgg/RR3BmM3KMo8mQBA6lFkS0Xo7ath0gqNB3pUTCiYfLQM18JE5DaLgnTgmb6QsOQZp6SRhTMTX44OQWQIkxA6roJOrZC8zpIt0M0rIz8K6Oag5mj0LwBXiwiASlh+6dDk9PS66B187n3yewx+Pw14e9zzYegrgsUFVR97nr6rMSyWC2YP7+R79eNlJLtuRLDjsdg1eXu8VmOVs8suqHCfFvTaZlcnI7TGjF4cKZIb8UmoobtlKWGAhFLC19bqkJUU1kZj7IsFuFgqcqk65OcE58kNZW0oWEoCrNewPcnc+wsVNAUaI2YDNrucz4i3dqQ4faGDA/OFFmbjLLeiPD17x3k+OIEVn0MTVHQFdAUhUWazluO2Lg7xiAQ6A0xtJSJP1VFVIOTSaRzImh3qIQW08m+dgXljgR3j8/wwHSRCdfDl5K0rpExdDK6RsbQUFGYcD2eyJcZdTyur0lx15pF+FJy3HYp+QGlQFD0A8qBYML1ODJdZsr16JUBI47HS+pSjJQdZt0AS1GwFIUIYBGaHAo66AJSjiBZ9KkreGyZDqipBAyakiFLZSimMhwN5yNRBaFAWtXYVpvkJfVpbqhNUWM89+CUlBJvrBIaiqaqiKKL9ET4rKooocBVVeafXe2e2VDkei6e/ZyrQmRphtimRmLr68+bWCOlxOnNUdo+gn145pzPzFo2gl4fw2xPoiVNvLHyfPqAdIL57TEaY5idKezDswT5k9uvN0SJbWgIU/qixsnCGIYaGkssDVH2Kfx0APdYAVQlLOzg+GdslxrTEbYfnjhqKAKOdGVIv3RxKLi3XlzVoKWUYdricAmtNvoLGZQX+PXiTVRwjuXxxyo4xwthspgEdAWjPoY3Wg7PZV0l88plxDY1ICoepcdHw5SpkTKiPJfEoRCeUy1xjNYEkUVpjLbEGYKJE2bAoOQhSm7YrsZ13OESpe0jaCmT1PWdYdGWC0ipOp9hZoEXD6LioUT139rfq3poGm+4RPK6jueX0irkBR/ro3/zBJHFaWrvXPWLbOoCv2VIKXEHipQeHcYdLM4/k84bnZ+VGKkYamiISpjh/Ysxd29rhsa+IO9QPTQTpkJqCsmr2khd3/ELmUlF1cc+Mot9eAZvsopCOBYgbT9MmuxIIqs+6CrmnCH92WmFUkpK20fI33sUBETX11PzuhUvaKLhAr8+ZsdG+NFX/oVDR46QzM+gIJFmhI03v5xtr3gVsXRobpscOMZXPvQB+poXkfz/PsDHVnY8r88ZPLCXarHA8q1X/DK+xgILLPACIaREPeWe8WNHR/nk8XGiqkp1rgCMIgKy+Wnqp8dpmB6jaWYMy65wrGUxQ0vXsGHxItZ99VNUx0eR4pQecV0nV9vE966+jfdv2cydzbVnGCefi92FCr/XPUBa1/mXNYvInKPPZIEFFlhggQV+07jnSD87PvHn1OSnAbj53e9nzbU3nraMXSrRv/tp+nfvJNvUgmYYPPJvX+TiV7yKnfd+Z/6aq5sRbv29P2bxhs0AjPcX0E2PR7/+T1z+ujfz9S88yrRyhMa6OsanpkBKrr9kE1fe8sr5z/ran3wQVdN53Z9/hP0HfpfJyfuIe+9g+7/uQEpBsq6e5mUraFq2nEqg8PTX72Ll1VupGt+iLvMKrnnNX53z+x7e/jD3fur/cMXr38Kml7+Sez/1CaxEgpvf9T5QFHbddw8PfeUukrX1NK+4g+7t/4EXtXE6llNXX8873/nOM3QIQggGBwfZu3cvBw4cwLZtXvWqV7Fu3TqklDz99NPce++9QKgBaW1ppTHbjl6u4dhTJYQv0XSVFVsaaVqaYdLt46c/u59IJMLmzZvZsmUL6XQa3/f5zGc+Qy6Xo66ujpaWFvbv30f08C7WXH4VN73rfWckTE4OHOPRb3yZ4tQknmMjhWB2Nkdi3cVka2oxAw+KOcpTE+TGRnGrFRSthld84A/puuSkocyt+nzjL7/KZP89qJrgyje+nUnF4KmnnsIwDN785jfT1tZ2wcdd0Q8o+AGtZzEznYqUkg8dGeaLw1N0xSL0VRze2VbPX3S1nvN9nx+c4MO9I+y6bDXNkReH3mCBBRZY4LeNBSPUAgv8BiCk5HOHRnh4aJaeqRITeRuqAYor8JckEfUWdzRmabVMPjc4AYHkWlenPWlRl42STpmgKMx4Pl8anmbM9fjauiVcX5s647M8ITlUrvJMocKBUpWsrqEpCt+fzHGkclJwoynQFbNYl4yyLhljXSLKomiE33nsG/TlfILiZ/jY0Ri9va04fgmUBIpiAj5ShmJLOCFUMJGoGNEtiCCHl05jZ12k4gMS+axxJBXBZcpulok+fiyvxfUbIH8RmjVBNTpDWfMITvg7hEqTcphau4QndEa1ZrzxGWT9EoxlG0jWNVDX1ERtbZaWTJSuwg78p76EsuwK9oufcU+vZGnqKJnxCIOjqxkRLZh4rAjq6fSXclAfoF+dRCoQkQZL/EWMaMcpKh61MkmtMGnSHRpjNrGkx6Ap+NLRGPf7F4GiIBWFWDaCkTCZrXrgBiiOQHEFSIm5JEJzU4FIfRc31Ncy218g4UssVSVtGaiVgPJAiVxvnvuiHsOOy6UbXSqTd/GW1rcwPl4gNzuDb1eIxaIkk8n5KZ1O84nu+xmdVXhtJEW5XMA3fCzbwjAM0uk00XiUIW+Iw5XDqJrKNmsbMS3GVVddxbJly8LqzELgeR62bVOtVuenIAhYtGgR1WqVhx56CE3T6OqKYRhxXDeB4/jYtj0/+b5PXV0dy5Yto6WlZf73Lu8cp/jwEHomgt4Qw2iIoddH0RKhUCyYq7CtJU202tDwc7bBR3/GZvyTOzFaE9S9fc05K096U1XG//+nyb6qi/ilv5hA/Wsj03ysfxQNBW1O2KgpcLzqcmk6ztfWLZk3Q337yLf5i+3/m+/e+g06s2vOu+5i8RBHej9CLreTSKQBK9JMxGrGijRTLh1lauYnmEETzTNvxavMUrR2IVWBgoYWxFC9GGoQDecRDbpKTAU/wfGLLKn5Peqb3sTj00UGKg5mAGYgMH2J6UkMX2J6guHAZ58aUHUDotWAbTMBK4RKqT1BrinKTK3JdFSjt+rwyEyRYdcjrarkhWBp1OQ9vsVNYx6mqZ+sZGtqaCkTa1UNakQPxYx6WMXtxAD1fIVl7cRcPe13fzJX4sHpIm89VCF4YgzpBZjKYbTog0TFQygyYKf/YTa99jXE1p9ZQeS/MvNV12fLaHGBFjOwNYPffegD7Bl8hPWJTkYKQ+gBxAKTGiWBL1zKaplewyORbme8Ms4nt/4dm6ZWoAgw2xIYLYnnPu/ccphoFa8H7QIqIwsBgXvBKSD56iy7P/1Grqo8jqIIpDRx5VI8ZTl+ZAWWfR+WuhehJJFKHE2MARAoMUrxpeR0yZha5ZiYZUYxKSuC+lgTLwnWk5goIB0fXzZRDm5GcnqiV0WxUVGxpMm9TQrfbfW56egYHcUqsZhOYORQpA/4SHwUxSdarWIGQ6zQHqFOhCmBBTXOE8alDButVGMejuWhoqIJhaFYJ1GxlHhuhmouN59ktWnTpvn29ITQy5+sUnpkmMQVLZhNibANn6rg5m2Gq0XsQAWhEHFyJJxRkv4Iu/068q5AaAaltsVcvXgD16azTFQLjOmC0YjGkKrQ7wv6XZ/FiuBymeeHT/89q7ROxGwEVbVZutRjydI6FH8YOz+E448RmAUQGqPjb2fz8DfRpMaD6U9wvMFlr9VI1JMsLQUsyQUsyfksKgssAegq2hXNONuaWZQ+f+Xt50NfxeafBiaIT09SeegnvPq6a9i6detpywRBQHd3N7t27cL3w+vZ6Ogo2WyWeDzO+Pg4nhfe56RSKWpqashms8RiMXbu3IltnzRjr127lm3bttHQ0ICuP/fAZblcxrZtkskkpvnCdJKVy2X6e4/ywAMP4MuAd77znaRSZ94fvpAM2S6TbmhtG3VcBm2XAdtloOoy4fq8s62OVzfVnPYeRwjumcgx5njYlVnqhx+nc+QxVow9TnNlCIDD0eX0pK7maLSJNw59kXp/8LzbIlUDZfPb4MoPhilDv2FIKXGPFyg+Mox9cDoUDatKmLSgqWGld/ekYVFaGpHmOInLWomtrTv7Su1CmCQYbwjnh++Foadg4jAEZzEPNK4NU5KGnoTAC004qhEuq+qnm3FOTNEa6LoBmje+eMxHv2aklHM/388poLPzoRHtQq6hvwRcIRiyPfaXqrRbJhtTJ6+F903m+fexGcpBaKgpz1XXTeoqn1jezqb06eYFX0iGnDlz79y/KYAtJP1Vh/87OMHjufL88lvTcV5an6YlYtIUMWg0dRpMAwnsK1Z4ulBhZ6HM0/ky467PxakYm9Nx/BOpdUJSnZvbc4lGxSDgSMUmkGAqCo0Rg5IfJjA9S8PJ4qjJW1vqyPvhe9YkonRGI7hz6XgnEpKaIgZ3NGbPEF6Pf/oZ/GkbLWWe/LIo+DM2CEFsYyOpa9vR6859rXNHSkx/7RDBtI21Ikvy+g4iHedvzwPH50u9Y/zJxBTtlsnoWVKbTtBoC+ptScaXvGUaLsmJ85uK5tBqLMz2JKqloRinJlio838LKSlvH8EfKYdpf9d1oEY0RNnDzzkEs/b8XDE0rJVZ7J4cbn9+ft+pcQPF1E5W8pcyNHnPvTZak8TW1oXnnBOERjJFOT0B1hcomoqWiUAg8aaqVPdPEczY6A0xoqtrw8HUU5I1RMUPDUpSIuyAYMZGjRvEtzRhdqSQXnBawqwWN4gsy5xRmOMEUsyZfEZLuCNl3GN5nGMFzLYkyavbMNuTuANF8j/sx5+qnnf/KxGN6Nq6MFVlrsDEfKKwpRMUXdyhIlrSRK+18KeqqHGTxGUt4TVlgQV+hYiqj9Ofx+nP4w4WiSzNEL+4kZl/78Y9VkCvixIUXaQbhAlqrQnM1vB502iOX1DKyAILLPDzM/PNbuzDMzT/6dYF88eLAG+ygjtUQpS9+eTFU1+bHUkytyxBMX6+tjEoewSzNlKESWIIiRTMzSVBPjQlnzCbK1Gd6IpseD+mKSiaiqIrYV9v0pxfpyh5Yd9j2UNUfaQ7d6/kBkg3vEeLrqkjuroWszP1omvbnWN57J5ZUtf9YuasBV6cHK86fHd4goNHevAefYBVvftQDYONN76UjTffwjc//heM5fI89bb/xbeu3LiQvLLAAv9FcITg/YcGSOsaV9ckUVEozfV1lQIx3+8VSEmjaXC86vKDqRzezDS39zxFzopzOJ5lIlNPPpWlIxblI8vbuOEsWo3zcULH9dtq7l9ggQUWWOC/LlJK/rBniK8OjvNHP/0GDB/nzr/6BIqqcnzvLvp2PsHQoQOIIMBKJLFLYRHW9tVrec2H/4a+nU+SGxth8YbN/OAf/papwWO89L0fZOXlVwPw5He/xSP/9kUWb7yYWMst7Dj6fQDMqVG8dANK4PDKG29g/fU34VQqfPYdr2fLba/h8te9GSE89uz+ANMzP2ZRw8fIDSiM9fYw2ttDYXIcgLqORVz81iwTU9/iissfR9PC67x6lmeGct5BN1Xu/+dPcnj7wzQtWcZY3xEALr3tNeTGx+h5/BFaVmzEC66jOC1pv1iya+gRmpqaePNb3kIsFjtjvafi+z533XUX5XKZ3/md30FKyac//Wnq6uq46aab6Onpobu7m7GxUBuzeeOldKbW0bQiztBYP/39/ezbt49Vq1Zx2223nVE09sCBA9x999284Q1vIJvN8tnPfpa2bJrcY/ej6Tp1HYtpXLKUxiXLiMQS/OSf/wFV02lZvhLdjDBathnzAUU5rQBvbW0trS0t1GsGT33z6yBt1lx7Pf3PPImqmzhVC6d0jGzzEi5581t44JFHyeVybN68mWuvvZZE4sKLYJf9gJc9c4RRx+XBS1ae0wz1if5R/vbYOO/taOBPlzRTEYKoqp53bHdXocJLd/bwuYs6eWVD9oK3bYEFFlhggQtnwQi1wAK/gZSDgH3FKvtLVeoMnfXJGItj4Q3noO3y130jfHcid9b3bk3H+f3FTVyePXvKzrmozFWCPlSqsrc4N5UqTLr+GctuMEaZ7P0jPj6UpHN2hHsKqxnVVRLxBhrSi1CNGJ5T5trq10kKuHtwFUI4SEVBkRJUEwUDKQMkQVg1XpVIRUWRGkZkG3psJcKrgHcIZC8aGlImcMkizAi+6aLl9qIEp26fwsHWLdxvbDhrB+HbrlrMn79sNYO2y+/fs5cdO8fRFZ/3JQ+z6tbX0r3jO6RGDnBMNCPQ0KXCiqCNGil5Rh+nrHjoUmFrOsH9LZt4rKQzNeVQnROISUBmTLwVKWREwxqqwKyDrAZIQ0WaKkRUpKGhVnzUSZu2WISV0Qh7S1UmnDnzGJKT0sCTxDss7ph4BAWIRCI0NzdTV1dHPB6nXC5TLBYplUphylOxON9ZWltbi8gIuoe7Wb1yNW++6c18s/eb3LX/Lmzf5o7ld/Ce9e+hNlr7vI+bC0UKSe6ePryhEpnbl2G2JHCO5pj8wn70+iiKouBNVU5LDDobiqVjtiXQay30mihajYVeY5H/YT/uQJHGD25Cz5zbPCGFZOQvHye2vp7s7V0v5Nec5zvjs/yPg8fpjJq8siHLumSU6cIhPv7oe/jyS/6FTY2bznjPiXOvFARcmU2yPB5+j+eqPjwz8xg9R/6Kcjl8YLasVnQ9iRAuvl/E94sIEYrxJfAD9TU8oV7P8aAenwsP/YqqCnFNoxgEOOLs78jqGpdlE7y8PsOt9RkenCnwN0dHOVS2yeoa65Ix1iajrEmE5so2yyDvB8x4AVOux5DtURGCW+rT1JuhyFdIyYwXMOl6jLseE67PuBOKcE+0gdfWJPnX1YtQxyu4xws4A0Xc/ikUzSbz+kvYkVS4e3yWjK5Ra+gcLNsEUrIhGWNjKsaGZIyE/uIabH8h+GH/D/nCvi/w9jVv58rWKxktjzJSGgmn8gijpVEmKhNc034Nr1/5et7/4Pt5euxp/mzbn/Hq5a/GCzyO5o9ycPogh2YOkTAS3LnqTr584Mt86eCX+PNtf87tXbdf8PY4QjDmeLRb5mkdBVJKXCk5XnU5WKqyKhFlRfzk+RtISTkQ80LjE6JjV0qqgeBAqcrOQoWn82UUUWLRgQ+xzWqlL2ExwhSzfo68W2C9XMH/mmqktnIUPZhkj7aUQauNKyv7iDOJUKtoVLBEmURQQT3lzMjrCSQKGb9IXkuwM7aeCa2Jab2RWa2JvNZELKjQKLq5vPoA60s9PJDdSiQwuaLw8Dn3y/74Mr7a+Cak4nBFfjsvnXoUndNTmAJUNAQjZj0VzSLtVxg2VwL1pNQ8rp6kFFtMJbkEJ70Uu5Ll+EiJHzXs4cbcQS4t9aJLD08NQPFos8dpd8ZO+wwB7FVXskQMYioeL9/0j/RGl+E8Sxjb4AhaPcmRuEZJgZWTB/gX6yISVy/l2PT3qBz/W1xfMuKspl+sot9axtFIC46eonXmMN/Z+S4Km/+K0t5LESUPozGOVmOdFOrOTXpjjEhHKkw7+CUipeTLX/4y4+PjvO9978OyLEqlEs888wxPP/00hUKBVCpFOp3GdV22bNnChg0bUFUVx3Ho7e1lcnKS2dlZZmZmmJmZoVwu09nZyS233IKu6+zatYvHHnuMIAhQVZVYLEYkEsGyLCzLIhKJUCwWmZqaolo9KXQ+0eYrijI/nfq3YRisWrWK5cuXI6Wkrq6O2tpafN9naGiIvr4++vr6GBkJ09hisRhvfOMbaW09d8WiFyP5yT66d95Ndv836SqF17sRs54/XfUHGDWLWKJUWSTLtMoyDaJCa00z8UwrvqIzHG3moJLi0dkSTxXK2EGY2hgg8aVESPBl+LoSCFbELf5hVef89fcEwVybUwkEVSHQFeW8VaPg9MqiT+ZKuFJyeebM1IILwfYCHCSeBE8KPCERUtJU8OmZLPO7pRmOex5rE1FcKZl2fdJGeO07MTVEDG6oTbEibp19QF0E4FXDya+G9+eZztPSigIp6as4DNoubZZJp2VecEXTFwu7ChW+NTbDszPv9LnEH0tTOVZ12JyK84r6NAO2y/3Thfnf3w5C40v4WmDPGWHimkqtoTPl+Yw5HqVAUPJPCCYCIqrKh5e28JaW2he1kGFnvsyXR6YZd8L7r3HXY8Y7ubdU4C+7WrmtIcvXRqb5aP8orRGD5ohBXNOIayoxTWVHvsS44/M/Oxu4tSFDk2mwv1TlQz1DpxXgeDY1hsYfLG7mmpokKV07Z1rQqUgpqQpJ7AKPx3IQMFB1WRKLzAvb5FxbUAgCXBGmLKV17Rf6vaqHZ6g8M37ypnvOtKMmTZJXtJ7XAHUq0gsobR+l8LNBZNVHb4yFItVnJyTB/Hnrz9oQSO5tM/nPpRYXWxabYhFilYBoOSBa9LDyLvGBEpmuLPFLm3GOF0LTj5BElmYwmuOnJC+FHyBKHu5ICTWmYy3NoNde2PeQQlLZOU7+R8cQJe+0/1NMFS1joWcjBCUPb7iEmjRIXt2OtTwbFsT4JQlRpZRU909T+PEx/Gl7znA6J+7VFBRLD9Nx5/ZrdG0dsXX1L+i9ynOldUhfIKp+KHiu+oiKH6Y+AtIOkIEgtr4eNfbrMUousMALhQwk1f2TlB4bQU2apG9ehNFw7sH+BRZY4IWnsnuCmW900/DeDZjtz398YYGfH1H18UbL+PnQLO0czeMNlU4uoBD2m8SN/8fencfXWdf5339d69m35CRp9iZp072lLS2LgKyiwLCIKAiiotzjgjPjPaPo6Dj3LMzP0XF0cNwBQX8qriCrgqwFhrX7nrZJmj0nOft27fcfJ6SUtlA2Reb7fDzO4yQ917muK1evnFzL9/35IAc1JF3G2JNFawkTPrEFOaThGQ5u5cAxg1uxDxw/PP911Ub2q0iqhD1dPfIKPb9Yn4KvO0ZgUT2BYxredKElQXgtns4Wue6pDdQ99nuW9G1G8lw8JO654CpuvugcOgJH7h4vCIJQsh2u3z/Jr8bT9AR9rIqGWBWt3Xt8/j6nIAiCIAgHs12PD23t59nB/XziN9/GKpdnX6tv66Bn9Vp6jj2e5nm9jOzazvp77+DE97yfZMfcg+ZjlEvc/pV/YXjnNs646uMsO/0d3PBXH6Waz2NbJqd+6Ivcu+5xHClD/USOlhP+gs1DT+CbGOJdF11MtKGB2778T1z89//C1EicLY+MUM6ZxNr76DjlBtYcezuBQO2+ejmXZaJ/L3Vtc9iw7RwaGs5k0cKv8oPv3oim+bjq6isBcByXgU1TbHtslKHtaRRVpn1RhKn+m5ka6ieQOAvXGsUobkOSZJrmnU0mtZBYY5BTLp3PA0/dwfT0NJ/61Kfw+4+uYPDg4CA//OEPOfbYYzFNk82bN3P11VcfNPP6KYUAACAASURBVCYgl8vx8MMPs2HDBk477TTWr19PLpdD0zRWrVrF2WeffdgwF0ClUiEQqN3/+d3vfseTTz7J2mVLCFUKTOzbw2T/XoxyrbhhormFd33678lVqqxbt46RkRF6e3s599xz8fl8jIyMzD4GBgbQdZ1Tlp3Bupuvx3OnqG9bQi5VxjEnWXDSGchdLTz19NMkEgkuvPBCOjs7j24nm+F5Hn+5fZC7JrP4ZIljYyF+vqLnsMGm30/l+OCWft43p45vLGx/RfcFLdejd90W3t9cx3W9R9+pShAEQTh6IgglCG9Rk4aF4XnIgCyBgoQqSyRe40CtF/M8j3HTYkuhwu5SlZMSEe6dyvFfgxNcGR/j9xs/y3XDPs5z+mbf43gSeULoWHiKzrbIiRyT/gNTVohmX56BUoKNpQ4UXAJeFV2yUSUXRXJRZZe9xSZGygdXDk/Vz8ED4kaRYLWEPROW6a6rMNqykNawTXHx6fxTpgNrY5q6eo05dTI5XaEgy5RlBXO0ijRlEFndQCZTRdtbwNcWolyyUDImc+s0/s8lqymEZZ5Y93M69z3FVLSBweAKBmIalwzeSTglUwlKfDHzHkBCUiWCYZm4W6DeTGO0tLG1uwXN8WidshmtV4mXXI6xFJY0hVk2N8HCORGafRqPpQt88M4tyINFpKqD51ewFsVwG2ZOaGyv1jnKcpEsF83zeOfw05jaRloWtPAvZ/0LsizjVmvVdP0L6g4aOFWpVNi+fTuWZbF69WocyeGaB67hqfGnCKgBKnaF09pP429W/w3dse6X3AecvFkbtCdJtbFfM5WmZf9RDkx0XLJ37qP05BiST8GzXLTWMPZkGSWq0/jJY5D9aq3SZKaKlargFkzUpiBqwo9nuTh5AztVwRwqYI4WcdJV3PLBIb34hfMIH998VOuU+v5mXNOh6ZqVRzX9q3H/VI7vDqV4MlecrS4vuRXmBRRagvX4ZAldlvDLMkNVk6dyB6rfy8A5DTGiqlKrNmbXKo49X3kMYF7QT4dfJWANsCgSZXVyIWnbIWc5KJKELIHs2XhuhR+NFfjtVIXjYyGOjQbx9tSqL6/IOswruNgyGDKYsoShzDzL0BDUWb6wgUBrBCuu84TiMGyYNMxU42/SNRp19bBhItfzuG8qz33TObYUKuwsVY9Ygf55uiSxIORnyrJJmdZhc3ERRebK1iStPo2/7xthaTjAu5IxTk6EWRkNockSY1WTj2wbYH2+TFxVZrsBtPt1ZGCweqATQW/Iz8pIkFXRIGcnYzT5/nxvUGwtlPm7XcPkp+8lO3UvRmAFjjYHT/LhSX482Y8kB4iSYZH1MDunNxDWwuSlRpbO+yy7rThTpo1vZr/0yRIBRabVp/P2ugjLwgHiqoOFRtpySFs2EUWmN+Sn0+9DfcFn0GDFoOy4jBoWX+gbZqBiElFk4ppKZWYwecVxcV/0M6yOBpkb8JG3HZ7IFik5L57iYE26yupoiEcyBRQnS3P1YVxtDqbSQElKkPPChL006sTXCXkZOuLL2RX+EBPOgUF1OrBQUllYhd6MTVqt8Fy4ij9Wz8LGelRJwje6nrVbf0BvbgdzqpMHhaWeNxHtJth7JvbmX6I7VXYs+whNi87GlmRsx6W4r0CxL8uA5LI7qiOV/KwYn6Yj1kJ9dxfjkSKhaomGnIyWk7Hy4BZtdJ5G0u9lNKAy7vezvLSVhJVn1N9AwsqTsAuz61CWfTiSQsSpXTQc9jWTVQKYkosqS5jhOjKRJgrROVRiLWQDEbat/2/OLxtkPDizkKGohris96+QUIhVi7SUDOaWPFqMMI12HfOM+fywO8SPu3Tayi6jAQlXkkgYLgVNwp7ZD9okg1OVPETmcPHmr3Pc0L3If7sLTwnjWc6bYsDuyMgIP/jBD2htbSUYDLJ3715c16W7u5u1a9fS29t7xAt/h2NZ1iEt6guFAoODg4yPj1Mul2c7JRqGQbVaJRQK0dDQQDKZJBAIUCgUMM3aZ5T3fKcLOOi5UCiwc+fO2e5gAI2NjWSzWUzTRJIk2tra6Onpoaenh5aWFhTlLTBYqZKBqT1sDXRwy7RJ/0wgZ/QFHU5koCOgM1q1MGf+LSBLrImFiKoKqiShzvyNVCUJZeZ7nyzxy/EMZcehJ+gnY9lU3Fr4qXqYEHBPwEdHQCdl2nQFfBwbC5K2HPZXjNkuWCnTZnkkQERReCxbG8C2NBxgSTiA43kUHYe87VKwHfK2g+l5XDqnjms6Gme7SQJ8Z/8k1+0bPezfxLAi43geIUXhnIYY24sVQopCva6SsxymLXv2UZ75PG3xaaQtG12WWBAMcFlzHe9rrkM5zDnEmGHyWKbI5kKZzYUKW4qV2flA7e9oi0+jK+Cjza9TdV2CiszFTQlOPEzoy3I9RgyTwYrJmGESURVafDpLwn7017nKctlxeTpXZF/ZQJIkZGCgYvD94RS6VPv79kKm61Gc+dlUqZbNXxL2s6tUPWjb+2f+RgYUGb8sEZBlfLJM0XGYMm2SukqzTyOi1kJBYUUhrMhsLJR5NFPk7YkIV7c3sCYaxAMeTBfYkC/NHOPVjvnKroPn1Y5RGnWNgu2wNBLgvIb4Iev9eno8U+CKzf34ZImugI8m34HjvWa/xsKQn+sHJ/jdVH72PRc2xvnGwo5DAnEZy+bTO/cfNC1Au1/nmo5GgkrtL6k70y1LlyQ6Aj4Wh/wH7f/CoVzDpvT0BNXd6dogVk0+KGjlveBrJeFHbwlhDhao7s4c1F1I8te6tCpRH3pHhOgZHUh/pGCja9iY+2vHL3JARUn4kYPqQZ8ZTt5EDiivusOBIAiCIAivnFOyGPvXJ4mc0kbsXV1/6tU5rCMVjHrV83O92omN7VF6bhxzsIDkU5B9CpJfRfYruFWbytZpPNslsLge39woUkClsnkKa7RYC1Crcu2hSDDztZoMEFyexC3bWJNl9PZI7Vq36+FVD4SVqnsyFB4exjNmChCoEnpLmMDSJP4FCZSIjuRXDwlNV7ZPk/7FLrzqi8s8ULt2H1APdIoMajPdIpValybDQWuP1EKnykwBFlmqLWPmppMS1lESvjd1IQdBeK0cz+PHo9N8a8NWFjz3KOlEA59+//s5Kxn7U6+aIAiCIAiCILwlDVYMjntyB5/XTU6Y2k8onqCldyGJ5ldW0NMyDe76+pfZt/4Zuo5ZTf/G5zjnU3/HQzd/n/r2uUyMH4OR/xkrT7+E0z98Kd/5xg2ksiOE9m6hobmZzNgIrUuvJTVYoXNZPbbpMtqXYcG7P4fmg2VL/5tEYu3s8kZGbmXnri+wevUvWP9kmUf/5wEA1sw7k/pwMzueGKOcNwknfCw8sRmzYrPzf8aR5SqanqVSbkLCwq4+gaR0g9zK6rM7WfXOTvbs7ePWW2/lvPPO49hjDxnn/ZJ+/vOfs2PHDgCOPfZYzjvvvEOmcRyHH/3oRwwODhIOh7nkkktob29/ReMgHMfh1ltvZc+ePXR1dZFMJmvjGxQZq5CnfyrNlq1bAQgEApxzzjksXbr0sNcUxsfHuemmm0gkEsyPvI2d60aRJJ2GjghLz43zh0fuJZ1Os3btWs4880x0/UCB0vX5EpsLFd43p+6Qe6ZF2+HRTIEHpvM8mC4wZlh8sbuZuKbyd7uGOCEeYl7QT9F2SJk2U5bNlFm7j748EuC3K+e/qgKg79mwh5ztcP+aBa/4vYIgCMLLE0EoQRBed5brcfHGPTybK3FBosInWyLEB/YiFcbR7AKamUO1Clh2lS82XsTtTgPf3Xkz5Pbyi+RpdA0OcWq0D5J1FP21R8VXRylQT9VXx5ZcnmWbH6Tb8ajq3fxLyyrm7IFV9SGe6A2xX4czAip/FczwpakI2zdOI09VAQlNl9Ech4vk59ClmYGMqorf72e8anNndSmGXTvIPmF+PRf7cgx0NvLt3VmcwSqS6dLYFuKqs3pZMydGo08jqSo8O5Dmv4dT9GUGyTzrsLjez7UTTxD73e08N38hD557MY+2dWOqEnMM+KdigGa/ji+o0rmknnjT4avYPjSd57eTWXpUjfH+PWwYG+WM5WtZOieO5hiM9u9jcPcucuPj6I5F74K5fLXyVf75bf/MRfMvwnM9pn64FaMvi29enLpLelFiR65S53ouv+77NU+PPc37FryPY+cc/gTKc1zsjIE1UqDw8DDWWOnQiSTwL6wjeEwDSsyH1hxG9imz7zdHapUrjX05zIEcnukSfnsbkVPaapW2MwayTyF29txXVAn9oJ+nYmOnq9jpKtgugRUNh62ifTjZe/opPj5C6z+d+IZVFn9ezrLZXzXZXshx7bM/oaXuOOoCTRgzHQRM18OvyLxvTh3vSsZQZYmbhlP8YjyDJkmEFJmQWhtIWxtQK2N70FeuMlI1KbxMUOR5n+9q5lOtSTK/7qOyMUXohGZCa5tRwhputXbj3as+Xzm09mz0ZTH25Wbn4V9ST2jNHJy8gTNdnd3+nu3in58gdGwT2pzQYZdvui67SlW2FCqMmxbxmSr/9ZpKm1/H8jx+PDrF3rJRG3Tr02jQ1dmwVePM8wsHx/5qPM33h1NsKVTwgJAic0I8zPZihazt8K/zWrl4TgJNkig77mxgK23ZbMiX2ZAvsz5fYmOhTNpyiKsK/7GgnfMa4y+7PatOrTNRUJbZXzWpuC6LQ/4/2eCAkarJuc/1kbMtKi/YJSKyRVCWiKgqUc1HWNV4LFNkcTjAImWY+yeHyfpWEFJkTq2L0B3wze6btYfH7lKVnaWXrhLrkyV6Aj56Q36GqibP5Q9U7+kO+LiqLUlfqUrJqQ2SD8i1jhEBRaZRV1kUDvBYpsjdqSxTZm2A/onxMD1BH7os45NqwUHdAzldRZ4ymF8fomdBPW7e5BnT4PK+/ZQdF4naQOueoI/OgI87JjNUHJfT6qLsKlUZNUyu622jUVZo1jV6Y0G0o/zsAMA2IDcM6X7I9OOqfpzmFWhzloEkYVkGpm0RCoRxqzalp8YorBvBLVronVF8XVHcqkOhV+axjU9y/vnnH7GFt1M0mbpxK+ZkCem4GMnF7Wzv28/Q7iyNOQXZ9XDkLHl1G47aR6dVxu84hOa10XTCFchdqxguDON4Dp3Rw1fJeW7iOb7w2BdY3bSaS/U5LLvni2SDdeC5qJ6DjDwTIqgNjCkikbH9DHSfw/2hYzhj7zM0GpOUYgoNSp6mygTh0hiyMfPZIc+EZpdfChd+6+i38x/Jww8/zPbt23Fdl56eHtasWUMymfxTr9bLqlQqpFIpZFlmcHCQvr4+kskkPT09dHV1HXWlqLcCx/OYMCz2VQyeyBbZVarS6fcxP+SjN+hnSThwVBctJwyLf9k7Ss52iGsKIUUhKMsEFImgohBUZIKyTMFxeGA6z7RpU6+r7CxVGTMslJmOQh1+nfaATp2m8j/ZIiNVk79sbySuKfxweIq0ZaNIEmFFJqoqRFSFqKqQtx3un84TUmTa/TpzAzp+Web2ySzvqI/ytkQYTZLQZRlNknA8j83FClXH5fPdzS8b5E2ZFr+ZyLC5UKFBVyk7Ls/lS2wrVunw6yR1tdZUZmb6kuOyY+azPyDLM10da50dOwM6o4bFvrLBQMVgX8VgtGoRVGRSpkXBcWnza5xZH8N2PQarBoMVkxHDnA2Hv5BfljghHubsZIyYqtQ6cM0EZp8PzkpIvLc5wcLQoceN44bF9mKF7cVa8Hp7sUJf2ThsAPvipgT/Nr+V2GE6DWUsm6rr0qBp3DI6xU3DU5xSF+Fj7Q006Bp+WTpspbCj4XoePxhO8c3BSaasg8P8oZl94fluSiFFxvNgR6lKznbwyxJV1yMg116TJWZDViFFJqweOEacF/RzyZw6VAl2lqokNJWoKpOZCTCnLYeMZc98bWO4Hn5Zpr9isC5ToMPv49cre45YudbxPH42lqbsOPSG/JySiLzkNhmtmjycKVC0HcKKwgVNcUJvhWDmnymnYOJWbZSob/bcTRAEQRAE4YWmf7KDytYp6i5biCRLGPsLqHU+1GQANRlEiepHff319eQ5Hpnb+ihvmESt86M2BNEaAqgNQeSAijlcwC1ZyGGt1vlo5hqM3haudUqqPt8hycEzHZDAmihj7M7UToJkGa9qI0d1cFzcqsMLT1709giSJmMM5Jit6qNI6K1h8GpdHD3bxXO8WvdG2z2kiBfUOix5psOL6+v4F9UROr4ZNeF/RZ0wPdvFyRo4ZQvZp8wGnt7o692C8FYzbdp8Y3CczoCPj7Y1/KlXRxAEQRAEQRDe0s5f30fWcnhk7YLXNL7GsW1+/93/Yse6h4g1zeGqb3yPjb+7i4du+QGKHsExC1z1je+TaG4hm83yzeu/iZSvEBjajBbowBd7H6dfsZD5a5oY7ctw29c2cOoH68lLf0ulsp958z5Pe9uHAHji0cvYfd/5NM1dyLPD96B7EVytilvRSGRW0LmknrnHxgg1SRQKeTo7O3FKKnd+cyPFjME7PrqEYFTnrm9uYk5PjLdftoB4U5BsNsstt9yCLMt84hOfeMXFTavVKuPj4ySTSUKh0BG3Z7FY5Mknn2TNmjXEYq+u8INhGNx///2Mjo4yNTU1W9wVQJZl1q5dy6JFi2hpaUHTNCqOy5f7x7Bdj+jM/fCYqpDQFOZmUvz8pz9h5cqVvPMd57Jzx042bH6WgYEBYrEYF1xwAd3dBxd1nzAsTntmJ2nLodmn8YGWetbGQmwpVHhgOs9TuRKW5xFRZE6pi3BOMsa7mxIAfLl/nIem8wwbJlFVoUHTSOrqbBHwD7bWv+qunl/pH+MbAxPctWo+3xqapN2v87Z4mOPjYSIzY9Q25ss8minwifbGgwpMC4IgCC9PBKEEQXhDlGyHz/cN84vxDItCfj7TNQfXg30Vg71lg31lg22lChIwR9cYMUyqrkc4eysLUovZtq+esE8lEdKoC+rEgzp1IZ14UCMc1LjXqbJVccByCT2ZQjVcDM/DD/SEfexYEqXsV/A/OYnfk+hqkimnUmSsMCvk/Vx5ykKOP/54/H7/bGeGu+66i4ee3cZkfhkrIxFQtpF3x0nQxYc/eQG/u+MuvjfgsNdO4kngtofoVDyc0QJj1dqBaUCTwLT4m92/4Llj1/DomhPJajoB02PxiMkHFs7hkhM6DltR/+XccMMNeJ7H1VdffchrU1NTDA0NsbO6lcefeZBrL/oHWuraKT46TOGRYYKrGqlsmULSZBIX9xJYUn/Q+528iee4KPFaSMozXTzDxq06szeCPctFDmmYwwUKDw3hFi0A1GSA0PHNtYFy3kxHCg+cbJXSMxO4pdp0kk8huKIBO2tgDuRrN3QBtSmIrzuGf34C/6K6N00FyfKmFOmf7aTxUytrN6z/SI7/6fFcNO8irl177es2z7LjsrVQpq9s0KCrxFUFl9pAVdcDB48GXWOhqzD9f7dj7i8QPXsukVPbjur/w8mb2NkqRl+WwsNDeNbM3X5FQk34Uer84HmzganY2XMJv621VgH1jyRt2TyRKfJopsBjmSKyBN9d3MnSyOFDiC/mGDbbJgt8ZnySTcUK/+/cJj4zd85B28dyPQqOQ8F2uDtV64yXsw+uuLpIUjnZUWuDEFwPx3FxHQ/CGlp7hCZdY1HYT5tfJ6jIjFRNZGmm64J+oAp+X6nK3+zcjyJJnFUf5eF0gQ2FMglVoTfk59S6CG+vi7AgWAtejVZNLt20j1HD5IrQBn6++3Y+dtzXuKi5lY7AoeHIP0zn+cttA7OhpKtak/xVZxPRl+jAMG5Y7ClXmTRtwopMvaZSp6lkbJvdpSq7Swa7SlV2lSuEFYX3zqmjza/jeh5nJ2OvuoOFa9iYgwWMgRxGfx5zqAD2C5JeEuDVKt26Vy2m1Oin06ejpg2qO9JUdqaZbtC5vtfP1lKFquvxjYXtrBozSf9iN17VRkn40JpCqE1BtMYgsr/Wuc6/sO6oO9+9mGe7FB4ZprBuBK9q45sfJ3paO3pX7BV/Drpli8xv+qhsn54dbKO1hQmf0ILsUyjuT5Pbn0IaN/FVVVLzq6z8yFmvar0BePoHsPMuCDWC9sIwzczGrmQhvQ8mth74eYMNSIoKoSTE2iHWVntEWmByG+x/Cs77T2hc9OrXSxDepDzPY8qySajqa75w+WyuxK8nMowZJnvLBv0Vgytaklw3v/VVHV++HM/zuDOV45fjaSzXO9BUBg9VqoWTzqiPsiDkP+rllx2Xu1JZ7pzM8mimQEiRmRvw0enXmTvTSavT76PFr1FyXPaVDZ7JlbhvOsdAxTzsPAOyhO2B7XmcVR/lrGQUGYlNhTKPpAuznR6h1qFqYagWgDshHmZpOIAkgevVuoDV66/uc/31YrouD04X2F81MFyP4+NhVkeDhw0TeZ6HS60g+xPZIvdO5TDd2vHd851Ci45DyXZnv5407dmOVi8nosjoskzVdWnz66yOBvl8d/OrvtAvCIIgCIIg/PlzTYepG7bMdm9Ehhe285Y0GbU+gNoQQGsNEzymATX++hbicHIG5U0pnKKJNieEpEiUN6ao7kgTPKYBz3KxUhXs6cqBsJIsIQdU3LKF5FORAwpOxjj8AmTAAyWi165XqzJu1SG4qhFfd+26jed5tTBTtRaaUsK16sNuxcYaK+HkDXzzEyihIx87W5NlKtumUSIaWlMIYyCHkzEOdGkKqMhBFbXOj9Z0+MJSgiAIgiAIgiAIgvBWc8vIFNfuHuYPx/YeNKbH87zZor0xVTmqcRWe67L+3jtpnNtF+5LleJ7H5j/8jodu/j7xOS186GsHCrU+/vjj3H///QQnZCJSJxf93YXM6a6FglzH5abPPEbXiiRvv7yd7ds/Q2rqfpqa/oLWlkt58DffYvyZD1Os20VFm+Syd3+QvJni7rvvJhKJUioVcd0DF1BCoRBXXnklYX+c9FiJ9oV1AFimg6rVCtEODw/zs5/9DNu2ufzyy+no6Hi9NvEbzvM88vk8U1NTpNNp5s6diy9Rd9CYo6/1j/PVgXEiikzRcQ+qCfOuZIwrJvexbt06Ojs7GRwcJB6Ps2rVKtauXTtb9PWxTIFrtu9nSThAyXHYVCjz7wva+enoNE/mDhR1Xxjyc0Z9lDPqoqyJhV5ZIeTX6OF0nks37cMnS+iShDmzHysSLA8H6Qr6uH0igwt8fWE75zXEuXjDHhaFA/zr/NbZsJQgCIJweCIIJQjCG+ruVJb/b88oQy8YfDhH1+gO+pgX9PGX7Q0EZJlznutDkeCd3q+4e8/dXN7yHcpVP5mSSaZskSmbZMom2ZJFwahVStRUGUWTcS2X2z5xIp4HNz/Wzx2bRzEdD58qI9su39EinPTZ43hy0zP84Q9/YP78+Vx22WWHtHDNZDJcf/31tDV3Mr4/jaXmUWUNqRpiWdPbOfHiecT0Clv/+wauGw/wbF0vAG5YxekME83lCfdN0xYt8T+nH0dAllhVlml7Ostazce5H1l6xM5PL6dSqfCVr3yFk08+mdNPP/2w0/y+//dIPx5ncfngigfBY5uoe08vVqpM+tZdWCNFQsfNIXZubbrCI8MUHh4Cx0MOaXiWg2e+dAchX3eM4Kom1KQfvSN6xCqfnu1iTZZx8iblDZNUtk6h1gfwdcdmH8/fJH6zsacrjH/1WeIXzUP2KagNwT9KIOr8289nXnwe/3nqf77hy3ohJ2cw+b3NuAWTxHsXEFz26rqdOHkTK1VGrfOjxHwH7RtOySLz6z6q26eRfAr+hXUkLpr3qoMkbwRrskxlcwonb+LkDJycgZ0z8Sq1zx2pPcJXTk3w88kM5yRjjE+XGHQdihIYLyrVenpdhLf5/OSmK9TtyFKt2vyqQ6M/JKN4tTEVMiB7IHmgBFSyLwpOvVBAlpkb0OkK+FiXKaDLMnWaQl/ZoMOvc0Z9lIJdO7HvK9cGcjT7NE5JRHgkXaDoONy8tIt/f+T9JANJfvjOH1J8agw7Val1IeqMokQP/D4WbAfD9ajXaheQ3LKFMZgH16tV+a0PHFI91nM9rJEiqDJKSEUOai9bYdZzPQoPDVFaP4FbMPFcD0lVkDQJSZWRNBmQ8BwXbK/2LNc6DyGBkzd4fhS41hLGNzeGb24UvSOCOVrCHMijJHwUHhnGM2yCKxqp7kpjT9e6mKjJAPZUheDKRnw9Map7sjjpKub+AlprmMDieqzJMvZECStVObjab0eEhquXz6zjkbkVm9y9/bXqw2Ub39wo5lgJe6KMf1Ed0dM70NsjLzmPo+EUTMzhAnpbBCVy6Ger53m4BatW+fdl1vl1ke6H1E5oW1MLQAmC8LpzPO8NCUD9sXied9ThT8/z6K+YuNQ6HwVmugf6Z/4mpC2b7w2l+OV4mlGjFsSPzHSCPCkRZlkkyMKQn8RhOj39b7KrVOWX42nCisyySJC8XQtxJzSVOq3WjbNOU0loCrosqsQLgiAIgiAIh3LLFvk/7MfXE8O/sB63ZNaCR1MV7OefZx5IEDq+mfhf9Bz5GvJLnBd4tos1XsIcLmAOFTGHCtipcq1jkiIduE4jQezcbiIntR54r+NhZ6q4JQutOYSsK7XrTjPrYaerWKkysv8FwSP/H+maiSAIgiAIgiAIgiAIh5W2bJY/vpXF4QCG65EyLSpOLQD1/GiNUxJhbl7WzbO5EvdM5fhSTwvBV1B8Nzc5jiTJRBsaZ//NcRy+973vUSqUufKyj5CYE0LXD4y7uO/GbQzvTPPhfz8JJI/Bwe+xd9/XkCSF0ac+TDYzn6nAFt524smc9Y4zsG2bO+64A9d1SSQSxONx4vE4iqLw61//Gtu2+chHPkIyeehYim3btnHbbbcRDoe5/PLLaWj48+1MW3Vc/r5vmFvH0tyyrIuzkjGGqyYnP7WDM+tj/GDpXFzPo+i45G2HW8fS/MfAOF+f30Lx3t8yOjrKqaeeykknnTTbEcvzPG4eneaLfcO0+3XytkPacvhKbxtXdZLgBgAAIABJREFUtta2Z8q02JAvsyQcoNX/pxubWLAdFj62hbiqctvKebT7dZ7Ll3g8U+TxbJEthQoXNsXZXqwwZdqcUhfh1rE0EtA0U+AzqMiEFJmQoqDLEuMz98L/a2EH/ldZdFoQBOGtQgShBEF4w1Udl8ezRRp1le6Aj9BhkupTpo3teShOlnNvO5eTWk86YhAkXTJ5ZiDN0/1pNuzP8JGTujl3efPs69NFg1ufGeL328b52zWd9Nw2QPTsuURPa2d8bJz6ZP1sF6gXu/3229m4cSORcJSTTjyZ6WyK9c+tJz56ApInEYzpdCyuo7nextv6KHL3IvoautgxmefbSY8gLhlZ4f2JGCt/N0V+oMDy09o48d3zUF5wA7U0lUf1afgigUPWoVAqcNsTt9E32Melp13Kkp4lbNu2jV/+8pdcdsl7Ma0yo+lh+pVhdrv7GC4OM1IcYWWql8+NXoV+ehPBSBjP8VDr/PgXJJBmDno92yV33yDFR4eRwxpuxQbHI3hMA3pnFHOkiOxTkCN67cavT0HyzzyrMk7ZQvar6B2RV9W56YU3mt/sPM9j9J+eBIlaCEaC4MrG2k38rHGgi9X8xEHhkdfq6vuupmyV+cm5P3nd5vlSPM/Dnigz/dOdOFmD5EeX4uuIvqHLq+5IU92ZpvTsBL6eGMkPLX3J7lCuYVPemMLcX8Dfm8A3L14LcrzO+5JnuYz/x7M4OQM5rKHEfChRvfYc84Hnkb9/EH1xHV/r1vmJUWJBzqG36BK2PEKuRzzmJ94YotuVmf8/tUAVgNYaJnpWJ3pLGDmsHbTule3TTP9oOw0fW47RFmZXqcqYYVFyHFp9Oi61gd8DZYN9FYOBikGTrvFfizpo8WmMGBYtPu2gThFDVZNH0gUeTudZlykSVRVuWdbFVPYZPvnAJ/mH4/+B88zTSf9kx2wTHwAl4UPvjOKfFyewrAHZp+BWbbJ37qO8foKDsl4SKAk/WkMAJe5D0hQq26YOqaYr+RTkkIYcVFFCGnJQq4Wq9hdQojqyrmAOFfDNj6M1BkGVwXLxbBdv5rnWpkOuBaMUqdZ9zvXA9VASPnxzY+idEWTfkQe3W6kyqe9uwjUc/D1x/Avr8C+qQ437yT+4n/x9gwDIUR2tIYDeGSV6WsdBg188x8OertQqC48VyfyqD9/8+Mz3pdnOeVpjALUxiNYUREn4yd3Tj52q1PZdn4KxL4ukysQvnEdgUf2RVlkQBEF4FTzPY2/FQEGiM6AftpOSIAiCIAiCIAhvPHu6QmHdCKUnx/D1JlAiOvZUBbdq45kOnuHgmg54oDUFURtqXbglv4okgTFYwBzKz7YzlUMaensEvSNCYHkDasKPPVUGat2b5KDoXCoIgiAIgiAIgiAIbwUf3zbA76ZyHB8P0+HXZwskBhWZgu3wzf2TLAj52V2q4gIXNMb57uLOVzWW7YWGhoa48cYbZ7+/8sor6e6uFRrf/fQ499+0nYs/u3q2U9T09Dq2bvs0u+/8RyYj26hriHH11Vejqi9dmDGdTvODH/yA+vp6rrrqqtli7p7nsW7dOh588EHa29u59NJLCYXevF2i75jMcsNwis6AzpUtSdbEDl7XvO1w6aa9rM+XqddUNEnintXz+cyuYR7PFlh33CLaXxRScjyPizfsYWuxwh3LOpnjOdTV1c2+brouX+gb4cej05xVH+XbizuRga3FCmtjode8D7wRHpzOMzfgozvoO+S15wsEPZou8N5NewH4y7YGzmuM8/WBcTKWQ8lxKbsOZcel4rjUaSojhsV/LGjnihYx5kgQhP/dRBBKEIQ3ne9s+g7f3vht3r/w/fz1qr8mqL26LkrPS92wBTtVof4Di5i6aSuBJUniF85DUiScvEl1bxajL4OVquA7uYl0uEJnZyeKorB582Z+85vf8MHLP0I1pbB/e5qh7WmMsn3QMlRdZledwi9ODnNiXuKMh3MoqsQZVy6ia8XBVRlsw+K/v/wNHFw+9PGPUN+YpFAosHHbRh5f/zjlyTIyMi4uMjILFiygXC4zPjbGZcUT0TlwQ9eQTdKhAuWYTdt0PcFElDnXrHrZgEh1T4biY6OoTUECi+vxdb5xwZc/Z6kbt2D0ZYmc3o5bsig9PY7WEkZNBjD2ZnGLtQoL2pwgvgV1hFY31YIcL8Ot2NiZKlrzoSdgX3zsizyw/wG+cPwXOKvzLHzKgZMgz3bB85C019b21q3aGHuyVHdlqO5O4+RMJE3GvqSeQovN0uTS1zT/o1V6ZpzMr/vQOyLIIe1AuMXz8CwXt2zjli3csgUuSLqCZ850TJJBDmjIM12H9JYwsXO6Xrb70EspPDJM7t5+kh9dhn9e/PDTrBsmd3c/AG5AJXl+D4Gl9Rj9eaq7a9vTnqwA4JsXJ7AsidYUfMnOaU7BZOy6p4id00XklLajXt+ckaM/10+6mkaRFCJ6hLmxuSiSwnBxmNTQKNK2EvV7gwRNHbdT41fluzCiDn/V+0nKvx9BawqS/OhSrIky5mABc38eYzCPmzeRdAU16cfJm7gli/CJLQSW1CNpCvZUBStVnq306+QN3KqD3h4hfFwzqBJuycYt1f7/3JKFU575vmQh6Qp6RwQna2CnKkTP6CC4pukNvyDhVmxQJGT90N+hyvZplKiO1ho+6vXIP7Sf/O8HUZuC+HviSLqCUzBnOkiVZ/dXyadQ/4FF+OclgJn9XOJNeQFGEARBEARBEARBEATh9VR4fITc3fuQAypaUwgpoCLrCpKv9sDzsEZL2JlqLRxVrRXv0lrC+Lpi6B0R9PZIrRCPuJYiCIIgCIIgCIIgCG95rufheKAdYZzNz8am+fTOIc5tiLEoFOA/Bsb5fFczfz236TUve9OmTUxPT/PEE09w7LHH8s53vhOAasni5s89hj+ocfKlvXQf04AkSWQnC9x03T3kEzv44Ac/SFdX11Ev57bbbmPNmjUYhkG1WsVxHPbu3cvy5cs5//zzXzZQ9ad2xjM7Ga1aWJ7HgpCfu1f3zr5WcVwu27SX5/Jlvrukk1afzrnrdyMjYXse/zyvlavbD9/paqhq8s5ndxNSZG5d0cPmQpmkrrIg5OfqrQM8mSvxVx2NXNvdjPIWuVbkeR7v37yP/RWT+9b0ElKOPDbQ8zzOfm43Rdtl3XELX3YbjFRNfj+V44OtybfM9hIEQXieCEIJgvCmYzomX3v2a/xs589oDjXzjyf8Iye2nnjIdLZr87Vnv0ZPvIcL512IKh/+4L+ybZrpH2+vdfWQJTzDQe+I4BoO9kStYqQcVJH8Kk62Svz8eQRXNSLrCul0muuvv57zzjuPY4+tfVa6rsfkQJ6J/jyRej/JtjCRej99z07w0B17CckKTXMjHH9BD5E6/0HrYjgGj/3iftbtehbFk1FUGS8kYeVrgZqCWoAGj3e0nkp2dIz7yk+xyFlMsVCky2mkU08QPK2ZtkQHkaIfZ7JSG3A/WcYpWTRcvVyEml5HVqqMkzfx99RCMZ7jzXYu8lwPa7yE0ZehujuD0Z8H18PXEyNyege+7thBN+Y926W6K0N5wwSVHWlwPHzdM9POjc4GeLaktnDtumsZKgwR88U4v+d83tP7HhqKccZv3oSMROcnj0eN+w9d4ZfheR65ewcoPjZcCxb5FPzz4/h761B7o5z/h4sYLY2yomEFn1/7eZYkl7wOW/GlFR4ZorR+sratZECWaoEhRUYJqbVOQiEN/8I69LYIRn8Oa7R4ICRVsnBKFmZ/Hv+CBPVXLEbSZJyCiTlUwL+o7mUHSLimgz1ZJnXDFnydUZIfPnIQzPM8rJEikiqjNgRmu629kJ2p4lnuUYXinjf2lWfQW0LUX7H4qKZ/eOhhvv6Hr7Ik20WX0UpWKTCqpxjTU3QaLZyRO47FlW5cXLaE9zCmplhZWkiTdaASiBL30fDxFaixgyuOeJ6Hub9A+bmJWkcrWSLy9jbx2XIETtFECR/aFc7zPJy8iT1ZRm0IvKrfWUEQBEEQBEEQBEEQhLcCz3Jq3b6PcrCF53qvezd4QRAEQRAEQRAEQRDeOlKmRVKrjRW8Zsd+fjOR4eZlXZydjL0u87/llluoVCp87GMfA2B6epobb7gJX7UBZaydruUNnHJpL0M70tzx2ztxolN87vOfQ3mJAMsLeZ7HT3/6U/r6+vD7/cRiMUqlEmvWrOGUU0550xeD2VmqcOrTu7hufislx+Xf9o2x4cTFNPt0bNfjI9v6uW8qz3cWd3JhU61o8DcHJ7gnleOf57ce0j3qxdbnSly8cQ8V98A4dkUCTZL4+sIOLpqZ51uJ5XrYnkfgMGPRXuyOySz/z7YBvrmog5MTEZp09bD7jO16/MX6PjYUyny6s4lru5vfiFUXBEH4kxFBKEEQ3rQ2TG7gS49/iYH8ABf0XMBn1nyGmO/AycqtO2/luqeuA6At3EZ7pJ2AGiCgBQioAWJ6jPcvej8N/gbGv/oMbtmm4WMrMAdz5B8cQmsK4p+XwDcvjtYcwrMcpn+8A2NPFhQJ/7w4gWMa+Nb9t9Db28uFF174qn8W0zH51e5fcfPGmzlz56kokkxEl7CqGuP6FIOhIU6sW8k73BPx9buzXUT2+YYZ7smxekc3I75J2j+2hvlzFhx2GeLm8J+WUzQpPTtB8fFR3IKJUufH1x1DjftwihaVzSncso0c0giuaECJ+yg8MoRbspF0meAxjQRWNFB6ehxjXxZTssg5eTJODkMy6DLaqEoGuqehhHS6PnnCUQUr7JxB4aEhlLCGW7YpPjFKcGUjobVz0Dsis0Gee/vv5bOPfpb39L6HR4cfJVvN8qUTvsT5Pee/6U+uAYpPjZG9bQ9KvR//vDjljSk8wyF6VifRMzqO+D5jX5apm7fXfucUiaZPrUSb88dvKz39s52Y/Tma//64g/7dciz68/2MFEYYLg4zUhxhf34/A/v6+ObA5/C5Oq5fQjI8pBccuhkJF5ZHSK7pJJasZ7w0zq92/4oT645nqboQOaShRHXxmSEIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiD82ao4Lhdu6GNP2eDu1fNZGAq85nk+8sgjPPTQQ3z2s59FVVVuvPFGUqkUruvSNWcRle2NSJJMJOFjn/soc3tbuOKKK17RMqrVKmNjY7S3t7/puz+92P/ZN8Z/759g44lLyFoOJz+9k3+b38qHW5N8eucQt46n+bf5rVzVdviuT0fj0XSBdZkC70jGGKqa/E+2yBUt9ayIHH1h6rcqx/N421M7GKiYAJydjPLdxXMPCVF9c3CC6/aNsTwSYHOhwvWLOnh3YwJVjBcTBOEtQgShBEF4UzMcg+9t+h43bb2JuC/OF47/Amd1nkXOyHHubefSm+jl8oWX88u+X1IwC1TsChWrQsWukDNyJINJvnPGd+h0WsHz0Bpe+kDYczyqezIYfVkqW6dwsgYPtuwmL1e45pprjvi+6p4sBaPImJNm//79jI+P4zoujmVTrBSoVMvIroTu6ZQxCbdrmPM9rth0JvKINTsfOaQRWFKPf0k9eDD+o01orsr2aD/1ly9ideea123bCm8Mz3Ipb5iksjONOZjDLdmgygSW1BNc2Yh/fnw2fOQaDsaeLJUd05Q3TILjIekygSXJmXk5GEaVVD5FVsoTOqeD+7bew8XPvg3d56P5ihVojUGcgok9XcGeqmBPVbGnKrgVC7U+gLEvh2e74HrgQeC4JuounH9wtyrP4313vY+KXeG3F/6WnJHjbx/5W54Zf4a50bmc1nEaSX+ShD9Bnb+OuD9Ona+OhD9B1siyY3oHO9I7SFfTfGDxB+iMdh6yXVzPZaQwQtkuE/fFaQw2vu4Bq8q2aYpPjGDsy+HvTSDpCpUtU8TO6SJ0fDOyfnDVFXOkSOr7m1FiOtEzO9HbIqh1f5quPYXHR8jduY85n1vD/uowLck2UpUUn/jDJxjID8xOF1SDzA128g/bryLhxGj82ArUhgC4Hk7GwJ6uIEd0tObQn0WATRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBei9Gqybue240iSdy5aj6tfv01zW9wcJAf/vCHXHrppezatYsNGzZw+eWX09/fzxNPPMHypcegjc2lf8cY6canOOuss3jb2972Ov00b26e57H2yR3MC/r42YoeAE5+agdNusaKaJBv7Z/kb+c28Zku0X3ojbS9WOGJbJGUaXP94ATLIwG6Az5Spk3KskmZFmnL4byGGN9c1MmFG/rYVKiQUBXaAzoBWa49lNrDL0vUaSofb2+kXv/zCuYJgvC/lwhCCYLwZ2FneidfevxL7EjvYGXjSgpmgX25ffzivF+woO7wHZJ2TO/gkw98EsMxuO2C22gMNr6iZXqux9RNW3l6bDPPOH1cc801JJPJQ6YZuWc7dz19P+NyFgBd1kgSRbagFkOQas8yKD6NumQ953703ciyjOd5mP15jH1ZfD1x9M7oQR1ahrb3MbJtLysvOBWf/qcJaAivjWe7AEjqS7ettbMGRl8G/6I6lPCRT8YNx+ALt32W924+hRbz0H1ajuioyQByQMVOlVHr/IycWOXfN3wF/5RCudPlEys/iemYZIwMOSPHSHGEX+3+FV864Utc0nsJAJZrcfe+u7mt7zY2pTbheM5Lrr+EhCZrAJzecTqWa1G0ipTMEkWryFRliqJVnJ3+7W1v50snfOkV/14eDc/xkBQJz3aZ+tF2jN0ZJF0hsCxJcFUjvq4Y1miRqR9uRVIVGj6xAjXme93XY7gwjE/x0RBswPVcbNdGVw7/f2sOFZj81kaG6lK0pxt4MraZm9rvJK8W+cyyv6O32kFdJowybmPtL+AUTJIfXoq/963X6lkQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQXoltxQoXru+j2afz21XzSGivPsxh2zZf/vKXaWhoYGxsjJNOOokzzzwTz/N44IEHeOyxx1i1ahURvYFHnvw9V199Na2tra/jT/Pm9VimwHs27uWbizq4ZE4dAF/eN8Y3BicA+HBrkn+b3yoKOP8R3T6R4Z/2jqJLEo26RoOuktRV2vw6H2pNElUVKo7LQ+k890/nSZk2Fcel6rpUHJeK61J1PSZNi3clY9ywtOsNW1fTdRmuWnQHX/+xeoIg/O8jglCCIPzZsF2bW7bdwj399xBUg5zbfS6XLrz0Jd8zkBvgPXe+h1PaTuE/T/3PV7zMyrYp9v3f57gzsh5Pgne/+90sWFALXnmux/YfP8Ed+x7CVWBtw1Ia9uskpDDbonvZquyGOo1TV5zFqoXHob5EuEUQXolUOcWHbr+SEzMr8PCY8FL4GsM0t7WzuHkpyxuW0xJqoepU+fbGb3PLtltoCbdw6YJLuWnrTWSMzEHz8yt+liaX8p0zv4NfPTRw53ouBbNAppohY2RIV9Nkq1kyRoagGmRx/WJ6E72UrBJfe+5rrJ9YT0gLEdbChPTac9wXZ1HdIqK+KHuze7lxy41oisa1a67l/J7zX9PJb8kqcd/Afdy87WbWzlnLF47/wuxrnuthDuQorZ+ksmUKz3BQYj7cqo0cVAlc2c1/DXyLv+j+C1Y1reLR4UcZyA1wXPNxzE/MR5aOHGCzXItbtt3CltQWInqEqC9ae9ajbJrcxL0D9yIhsSy5jKHCECWrxMeP+TiX9F7CdGWaifJE7VGaYM90Hx+//xx0T2NsTo7GyTC4ErJPQTJr3bwAlDo/eluY4PIGAkuTR1w3QRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQfjf5IlMkcs272V5OMjPj+kh+P+3d+fRetXlvcC/vzPlnAwn8xxCwhBkMFIDAhdai1q0VevVopU6XVnI9dqqvdaq1dveVlu11VrBoa2z1gm9Vds6t2IVcAIjiIxJyDwPZDrz8Lt/nCNlJgQ4Q/L5rPWulffde7/72W9yznrenf3dT+OD37j6wXzyk5/M2rVrM2fOnFx66aVpahoKVtVac+WVV+aqq65Ka2traq154xvfmIaGw9/XeDFYa57x09uzq7c/V5918l2f700Hu/K0a2/Lb8+Zlr8/5dg0CEGNS5et2553rN2aTz1+aS6YNfVhbfvDvQeztrMnvzpjSo55kIlsf3L7pnx8865cMLM9vzt/RiY3NmZiY0MmNzZkWnNjpjU1pe1+fm7/edueTGlqfNh1AUc2QSjgiPeRGz+Sy1ZelsvPvzznLz7/YW1bB2q2/c1P0jm95t8Hf5ZtO7bnvz3+STn3pDPT8fOd+cytX01ta8jLLn15Zs6cmb5tHXnbL96eb+/4Tt5+3ttz/jHnu7sBj4mV21fmL374Fzlp+kmZNXFWbtp1U27afVN6BnqSJC0NLekd7E2SPH/Z8/P6M16fic0Ts7d7b26787ZMnTA10yZMy9QJU9PW1Dbi9a/fvz5/ds2fZeWOlVk+a3nOXnB2VsxZkSfMeUImNU+6a73+wf58b9P30tXfldbG1rQ0tmR/7/6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SP500ORCLSQNVDABABAPFENFLXCRMGDAMT...PSXBLKTROWJNJUNHMMMUPSACNPPGNEE
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2015-11-23-0.001236-0.005097-0.058487-0.0150860.016868-0.0267690.009563-0.002596-0.006274-0.005488...0.0054400.002177-0.0028850.002826-0.007196-0.001889-0.004911-0.0012050.008092-0.005260
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2015-11-25-0.000129-0.005081-0.010034-0.0012840.0104570.0277620.0068700.000249-0.002408-0.001714...-0.0038730.0106210.005144-0.0007840.010721-0.0007610.000870-0.0023320.009153-0.005346
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5 rows × 29 columns

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SP500ORCLSQNVDABABAPFENFLXCRMGDAMT...PSXBLKTROWJNJUNHMMMUPSACNPPGNEE
SP5001.000.720.570.630.550.630.480.670.720.61...0.680.820.800.640.710.700.630.810.700.56
ORCL0.721.000.390.450.410.490.370.530.490.45...0.470.580.610.500.460.490.490.590.470.40
SQ0.570.391.000.510.440.270.410.540.360.32...0.360.440.410.240.390.320.340.460.380.28
NVDA0.630.450.511.000.520.310.450.540.390.32...0.340.490.450.320.420.430.400.490.390.28
BABA0.550.410.440.521.000.270.430.470.360.26...0.330.460.420.280.330.370.350.450.390.17
PFE0.630.490.270.310.271.000.260.350.470.43...0.400.510.540.600.510.470.430.480.400.41
NFLX0.480.370.410.450.430.261.000.520.280.23...0.210.350.340.240.340.270.310.380.240.15
CRM0.670.530.540.540.470.350.521.000.400.40...0.370.530.490.350.440.380.370.580.400.30
GD0.720.490.360.390.360.470.280.401.000.44...0.580.630.640.460.520.610.490.590.580.42
AMT0.610.450.320.320.260.430.230.400.441.00...0.370.490.450.490.470.380.360.540.410.64
HD0.790.540.460.510.370.480.360.540.570.50...0.490.650.590.450.570.540.500.660.570.48
FB0.630.460.440.490.480.330.480.570.350.36...0.360.460.470.330.400.360.370.520.360.29
MSFT0.840.640.550.620.550.490.530.700.500.50...0.480.650.620.520.570.510.480.700.490.44
WMT0.460.400.190.280.190.380.240.260.300.35...0.220.340.410.400.330.320.350.360.220.37
VZ0.510.390.140.210.150.430.130.220.380.42...0.340.390.410.480.380.390.350.410.310.49
MCD-0.03-0.000.020.010.02-0.04-0.020.01-0.05-0.05...-0.01-0.03-0.04-0.06-0.01-0.03-0.07-0.04-0.03-0.07
SBUX0.710.530.400.390.350.410.290.470.500.49...0.500.590.520.430.500.490.420.610.520.43
CLX0.310.250.070.160.060.290.120.160.190.34...0.090.230.260.360.210.210.230.270.130.41
COST0.580.420.300.360.270.410.310.370.380.37...0.290.440.490.470.420.410.440.480.330.35
PSX0.680.470.360.340.330.400.210.370.580.37...1.000.550.570.380.460.510.400.530.570.36
BLK0.820.580.440.490.460.510.350.530.630.49...0.551.000.780.540.580.610.530.680.620.43
TROW0.800.610.410.450.420.540.340.490.640.45...0.570.781.000.510.530.610.580.640.530.39
JNJ0.640.500.240.320.280.600.240.350.460.49...0.380.540.511.000.510.510.420.520.390.47
UNH0.710.460.390.420.330.510.340.440.520.47...0.460.580.530.511.000.490.430.540.500.45
MMM0.700.490.320.430.370.470.270.380.610.38...0.510.610.610.510.491.000.550.580.560.36
UPS0.630.490.340.400.350.430.310.370.490.36...0.400.530.580.420.430.551.000.500.450.33
ACN0.810.590.460.490.450.480.380.580.590.54...0.530.680.640.520.540.580.501.000.580.46
PPG0.700.470.380.390.390.400.240.400.580.41...0.570.620.530.390.500.560.450.581.000.34
NEE0.560.400.280.280.170.410.150.300.420.64...0.360.430.390.470.450.360.330.460.341.00
\n", + "

29 rows × 29 columns

\n", + "
" + ], + "text/plain": [ + " SP500 ORCL SQ NVDA BABA PFE NFLX CRM GD AMT ... \\\n", + "SP500 1.00 0.72 0.57 0.63 0.55 0.63 0.48 0.67 0.72 0.61 ... \n", + "ORCL 0.72 1.00 0.39 0.45 0.41 0.49 0.37 0.53 0.49 0.45 ... \n", + "SQ 0.57 0.39 1.00 0.51 0.44 0.27 0.41 0.54 0.36 0.32 ... \n", + "NVDA 0.63 0.45 0.51 1.00 0.52 0.31 0.45 0.54 0.39 0.32 ... \n", + "BABA 0.55 0.41 0.44 0.52 1.00 0.27 0.43 0.47 0.36 0.26 ... \n", + "PFE 0.63 0.49 0.27 0.31 0.27 1.00 0.26 0.35 0.47 0.43 ... \n", + "NFLX 0.48 0.37 0.41 0.45 0.43 0.26 1.00 0.52 0.28 0.23 ... \n", + "CRM 0.67 0.53 0.54 0.54 0.47 0.35 0.52 1.00 0.40 0.40 ... \n", + "GD 0.72 0.49 0.36 0.39 0.36 0.47 0.28 0.40 1.00 0.44 ... \n", + "AMT 0.61 0.45 0.32 0.32 0.26 0.43 0.23 0.40 0.44 1.00 ... \n", + "HD 0.79 0.54 0.46 0.51 0.37 0.48 0.36 0.54 0.57 0.50 ... \n", + "FB 0.63 0.46 0.44 0.49 0.48 0.33 0.48 0.57 0.35 0.36 ... \n", + "MSFT 0.84 0.64 0.55 0.62 0.55 0.49 0.53 0.70 0.50 0.50 ... \n", + "WMT 0.46 0.40 0.19 0.28 0.19 0.38 0.24 0.26 0.30 0.35 ... \n", + "VZ 0.51 0.39 0.14 0.21 0.15 0.43 0.13 0.22 0.38 0.42 ... \n", + "MCD -0.03 -0.00 0.02 0.01 0.02 -0.04 -0.02 0.01 -0.05 -0.05 ... \n", + "SBUX 0.71 0.53 0.40 0.39 0.35 0.41 0.29 0.47 0.50 0.49 ... \n", + "CLX 0.31 0.25 0.07 0.16 0.06 0.29 0.12 0.16 0.19 0.34 ... \n", + "COST 0.58 0.42 0.30 0.36 0.27 0.41 0.31 0.37 0.38 0.37 ... \n", + "PSX 0.68 0.47 0.36 0.34 0.33 0.40 0.21 0.37 0.58 0.37 ... \n", + "BLK 0.82 0.58 0.44 0.49 0.46 0.51 0.35 0.53 0.63 0.49 ... \n", + "TROW 0.80 0.61 0.41 0.45 0.42 0.54 0.34 0.49 0.64 0.45 ... \n", + "JNJ 0.64 0.50 0.24 0.32 0.28 0.60 0.24 0.35 0.46 0.49 ... \n", + "UNH 0.71 0.46 0.39 0.42 0.33 0.51 0.34 0.44 0.52 0.47 ... \n", + "MMM 0.70 0.49 0.32 0.43 0.37 0.47 0.27 0.38 0.61 0.38 ... \n", + "UPS 0.63 0.49 0.34 0.40 0.35 0.43 0.31 0.37 0.49 0.36 ... \n", + "ACN 0.81 0.59 0.46 0.49 0.45 0.48 0.38 0.58 0.59 0.54 ... \n", + "PPG 0.70 0.47 0.38 0.39 0.39 0.40 0.24 0.40 0.58 0.41 ... \n", + "NEE 0.56 0.40 0.28 0.28 0.17 0.41 0.15 0.30 0.42 0.64 ... \n", + "\n", + " PSX BLK TROW JNJ UNH MMM UPS ACN PPG NEE \n", + "SP500 0.68 0.82 0.80 0.64 0.71 0.70 0.63 0.81 0.70 0.56 \n", + "ORCL 0.47 0.58 0.61 0.50 0.46 0.49 0.49 0.59 0.47 0.40 \n", + "SQ 0.36 0.44 0.41 0.24 0.39 0.32 0.34 0.46 0.38 0.28 \n", + "NVDA 0.34 0.49 0.45 0.32 0.42 0.43 0.40 0.49 0.39 0.28 \n", + "BABA 0.33 0.46 0.42 0.28 0.33 0.37 0.35 0.45 0.39 0.17 \n", + "PFE 0.40 0.51 0.54 0.60 0.51 0.47 0.43 0.48 0.40 0.41 \n", + "NFLX 0.21 0.35 0.34 0.24 0.34 0.27 0.31 0.38 0.24 0.15 \n", + "CRM 0.37 0.53 0.49 0.35 0.44 0.38 0.37 0.58 0.40 0.30 \n", + "GD 0.58 0.63 0.64 0.46 0.52 0.61 0.49 0.59 0.58 0.42 \n", + "AMT 0.37 0.49 0.45 0.49 0.47 0.38 0.36 0.54 0.41 0.64 \n", + "HD 0.49 0.65 0.59 0.45 0.57 0.54 0.50 0.66 0.57 0.48 \n", + "FB 0.36 0.46 0.47 0.33 0.40 0.36 0.37 0.52 0.36 0.29 \n", + "MSFT 0.48 0.65 0.62 0.52 0.57 0.51 0.48 0.70 0.49 0.44 \n", + "WMT 0.22 0.34 0.41 0.40 0.33 0.32 0.35 0.36 0.22 0.37 \n", + "VZ 0.34 0.39 0.41 0.48 0.38 0.39 0.35 0.41 0.31 0.49 \n", + "MCD -0.01 -0.03 -0.04 -0.06 -0.01 -0.03 -0.07 -0.04 -0.03 -0.07 \n", + "SBUX 0.50 0.59 0.52 0.43 0.50 0.49 0.42 0.61 0.52 0.43 \n", + "CLX 0.09 0.23 0.26 0.36 0.21 0.21 0.23 0.27 0.13 0.41 \n", + "COST 0.29 0.44 0.49 0.47 0.42 0.41 0.44 0.48 0.33 0.35 \n", + "PSX 1.00 0.55 0.57 0.38 0.46 0.51 0.40 0.53 0.57 0.36 \n", + "BLK 0.55 1.00 0.78 0.54 0.58 0.61 0.53 0.68 0.62 0.43 \n", + "TROW 0.57 0.78 1.00 0.51 0.53 0.61 0.58 0.64 0.53 0.39 \n", + "JNJ 0.38 0.54 0.51 1.00 0.51 0.51 0.42 0.52 0.39 0.47 \n", + "UNH 0.46 0.58 0.53 0.51 1.00 0.49 0.43 0.54 0.50 0.45 \n", + "MMM 0.51 0.61 0.61 0.51 0.49 1.00 0.55 0.58 0.56 0.36 \n", + "UPS 0.40 0.53 0.58 0.42 0.43 0.55 1.00 0.50 0.45 0.33 \n", + "ACN 0.53 0.68 0.64 0.52 0.54 0.58 0.50 1.00 0.58 0.46 \n", + "PPG 0.57 0.62 0.53 0.39 0.50 0.56 0.45 0.58 1.00 0.34 \n", + "NEE 0.36 0.43 0.39 0.47 0.45 0.36 0.33 0.46 0.34 1.00 \n", + "\n", + "[29 rows x 29 columns]" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Different layout for Returns correlation\n", + "returns.corr().as_format('.2f')" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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"2020-09-29 -0.000976 -0.000300 \n", + "2020-09-30 0.001195 -0.001668 \n", + "2020-10-01 -0.000205 0.001534 \n", + "\n", + "[1224 rows x 29 columns]" + ] + }, + "execution_count": 163, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Prints Returns tables for Monthly\n", + "ffn.core.deannualize(returns,12 )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/The_Final_project_notebook/.ipynb_checkpoints/Individual Stock's Cumulative Return-checkpoint.png 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