diff --git a/.ipynb_checkpoints/Efficient_Frontier-checkpoint.ipynb b/.ipynb_checkpoints/Efficient_Frontier-checkpoint.ipynb
new file mode 100644
index 0000000..7fec515
--- /dev/null
+++ b/.ipynb_checkpoints/Efficient_Frontier-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/.ipynb_checkpoints/S&P500-checkpoint.csv b/.ipynb_checkpoints/S&P500-checkpoint.csv
new file mode 100644
index 0000000..3db3193
--- /dev/null
+++ b/.ipynb_checkpoints/S&P500-checkpoint.csv
@@ -0,0 +1,506 @@
+﻿Symbol,Name,Sector
+MMM,3M Company,Industrials
+AOS,A.O. Smith Corp,Industrials
+ABT,Abbott Laboratories,Health Care
+ABBV,AbbVie Inc.,Health Care
+ACN,Accenture plc,Information Technology
+ATVI,Activision Blizzard,Information Technology
+AYI,Acuity Brands Inc,Industrials
+ADBE,Adobe Systems Inc,Information Technology
+AAP,Advance Auto Parts,Consumer Discretionary
+AMD,Advanced Micro Devices Inc,Information Technology
+AES,AES Corp,Utilities
+AET,Aetna Inc,Health Care
+AMG,Affiliated Managers Group Inc,Financials
+AFL,AFLAC Inc,Financials
+A,Agilent Technologies Inc,Health Care
+APD,Air Products & Chemicals Inc,Materials
+AKAM,Akamai Technologies Inc,Information Technology
+ALK,Alaska Air Group Inc,Industrials
+ALB,Albemarle Corp,Materials
+ARE,Alexandria Real Estate Equities Inc,Real Estate
+ALXN,Alexion Pharmaceuticals,Health Care
+ALGN,Align Technology,Health Care
+ALLE,Allegion,Industrials
+AGN,"Allergan, Plc",Health Care
+ADS,Alliance Data Systems,Information Technology
+LNT,Alliant Energy Corp,Utilities
+ALL,Allstate Corp,Financials
+GOOGL,Alphabet Inc Class A,Information Technology
+GOOG,Alphabet Inc Class C,Information Technology
+MO,Altria Group Inc,Consumer Staples
+AMZN,Amazon.com Inc,Consumer Discretionary
+AEE,Ameren Corp,Utilities
+AAL,American Airlines Group,Industrials
+AEP,American Electric Power,Utilities
+AXP,American Express Co,Financials
+AIG,"American International Group, Inc.",Financials
+AMT,American Tower Corp A,Real Estate
+AWK,American Water Works Company Inc,Utilities
+AMP,Ameriprise Financial,Financials
+ABC,AmerisourceBergen Corp,Health Care
+AME,AMETEK Inc,Industrials
+AMGN,Amgen Inc,Health Care
+APH,Amphenol Corp,Information Technology
+APC,Anadarko Petroleum Corp,Energy
+ADI,"Analog Devices, Inc.",Information Technology
+ANDV,Andeavor,Energy
+ANSS,ANSYS,Information Technology
+ANTM,Anthem Inc.,Health Care
+AON,Aon plc,Financials
+APA,Apache Corporation,Energy
+AIV,Apartment Investment & Management,Real Estate
+AAPL,Apple Inc.,Information Technology
+AMAT,Applied Materials Inc,Information Technology
+APTV,Aptiv Plc,Consumer Discretionary
+ADM,Archer-Daniels-Midland Co,Consumer Staples
+ARNC,Arconic Inc,Industrials
+AJG,Arthur J. Gallagher & Co.,Financials
+AIZ,Assurant Inc,Financials
+T,AT&T Inc,Telecommunication Services
+ADSK,Autodesk Inc,Information Technology
+ADP,Automatic Data Processing,Information Technology
+AZO,AutoZone Inc,Consumer Discretionary
+AVB,"AvalonBay Communities, Inc.",Real Estate
+AVY,Avery Dennison Corp,Materials
+BHGE,"Baker Hughes, a GE Company",Energy
+BLL,Ball Corp,Materials
+BAC,Bank of America Corp,Financials
+BAX,Baxter International Inc.,Health Care
+BBT,BB&T Corporation,Financials
+BDX,Becton Dickinson,Health Care
+BRK.B,Berkshire Hathaway,Financials
+BBY,Best Buy Co. Inc.,Consumer Discretionary
+BIIB,Biogen Inc.,Health Care
+BLK,BlackRock,Financials
+HRB,Block H&R,Financials
+BA,Boeing Company,Industrials
+BWA,BorgWarner,Consumer Discretionary
+BXP,Boston Properties,Real Estate
+BSX,Boston Scientific,Health Care
+BHF,Brighthouse Financial Inc,Financials
+BMY,Bristol-Myers Squibb,Health Care
+AVGO,Broadcom,Information Technology
+BF.B,Brown-Forman Corp.,Consumer Staples
+CHRW,C. H. Robinson Worldwide,Industrials
+CA,"CA, Inc.",Information Technology
+COG,Cabot Oil & Gas,Energy
+CDNS,Cadence Design Systems,Information Technology
+CPB,Campbell Soup,Consumer Staples
+COF,Capital One Financial,Financials
+CAH,Cardinal Health Inc.,Health Care
+KMX,Carmax Inc,Consumer Discretionary
+CCL,Carnival Corp.,Consumer Discretionary
+CAT,Caterpillar Inc.,Industrials
+CBOE,CBOE Holdings,Financials
+CBG,CBRE Group,Real Estate
+CBS,CBS Corp.,Consumer Discretionary
+CELG,Celgene Corp.,Health Care
+CNC,Centene Corporation,Health Care
+CNP,CenterPoint Energy,Utilities
+CTL,CenturyLink Inc,Telecommunication Services
+CERN,Cerner,Health Care
+CF,CF Industries Holdings Inc,Materials
+SCHW,Charles Schwab Corporation,Financials
+CHTR,Charter Communications,Consumer Discretionary
+CHK,Chesapeake Energy,Energy
+CVX,Chevron Corp.,Energy
+CMG,Chipotle Mexican Grill,Consumer Discretionary
+CB,Chubb Limited,Financials
+CHD,Church & Dwight,Consumer Staples
+CI,CIGNA Corp.,Health Care
+XEC,Cimarex Energy,Energy
+CINF,Cincinnati Financial,Financials
+CTAS,Cintas Corporation,Industrials
+CSCO,Cisco Systems,Information Technology
+C,Citigroup Inc.,Financials
+CFG,Citizens Financial Group,Financials
+CTXS,Citrix Systems,Information Technology
+CME,CME Group Inc.,Financials
+CMS,CMS Energy,Utilities
+KO,Coca-Cola Company (The),Consumer Staples
+CTSH,Cognizant Technology Solutions,Information Technology
+CL,Colgate-Palmolive,Consumer Staples
+CMCSA,Comcast Corp.,Consumer Discretionary
+CMA,Comerica Inc.,Financials
+CAG,Conagra Brands,Consumer Staples
+CXO,Concho Resources,Energy
+COP,ConocoPhillips,Energy
+ED,Consolidated Edison,Utilities
+STZ,Constellation Brands,Consumer Staples
+GLW,Corning Inc.,Information Technology
+COST,Costco Wholesale Corp.,Consumer Staples
+COTY,"Coty, Inc",Consumer Staples
+CCI,Crown Castle International Corp.,Real Estate
+CSRA,CSRA Inc.,Information Technology
+CSX,CSX Corp.,Industrials
+CMI,Cummins Inc.,Industrials
+CVS,CVS Health,Consumer Staples
+DHI,D. R. Horton,Consumer Discretionary
+DHR,Danaher Corp.,Health Care
+DRI,Darden Restaurants,Consumer Discretionary
+DVA,DaVita Inc.,Health Care
+DE,Deere & Co.,Industrials
+DAL,Delta Air Lines Inc.,Industrials
+XRAY,Dentsply Sirona,Health Care
+DVN,Devon Energy Corp.,Energy
+DLR,Digital Realty Trust Inc,Real Estate
+DFS,Discover Financial Services,Financials
+DISCA,Discovery Communications-A,Consumer Discretionary
+DISCK,Discovery Communications-C,Consumer Discretionary
+DISH,Dish Network,Consumer Discretionary
+DG,Dollar General,Consumer Discretionary
+DLTR,Dollar Tree,Consumer Discretionary
+D,Dominion Energy,Utilities
+DOV,Dover Corp.,Industrials
+DWDP,DowDuPont,Materials
+DPS,Dr Pepper Snapple Group,Consumer Staples
+DTE,DTE Energy Co.,Utilities
+DUK,Duke Energy,Utilities
+DRE,Duke Realty Corp,Real Estate
+DXC,DXC Technology,Information Technology
+ETFC,E*Trade,Financials
+EMN,Eastman Chemical,Materials
+ETN,Eaton Corporation,Industrials
+EBAY,eBay Inc.,Information Technology
+ECL,Ecolab Inc.,Materials
+EIX,Edison Int'l,Utilities
+EW,Edwards Lifesciences,Health Care
+EA,Electronic Arts,Information Technology
+EMR,Emerson Electric Company,Industrials
+ETR,Entergy Corp.,Utilities
+EVHC,Envision Healthcare,Health Care
+EOG,EOG Resources,Energy
+EQT,EQT Corporation,Energy
+EFX,Equifax Inc.,Industrials
+EQIX,Equinix,Real Estate
+EQR,Equity Residential,Real Estate
+ESS,"Essex Property Trust, Inc.",Real Estate
+EL,Estee Lauder Cos.,Consumer Staples
+RE,Everest Re Group Ltd.,Financials
+ES,Eversource Energy,Utilities
+EXC,Exelon Corp.,Utilities
+EXPE,Expedia Inc.,Consumer Discretionary
+EXPD,Expeditors International,Industrials
+ESRX,Express Scripts,Health Care
+EXR,Extra Space Storage,Real Estate
+XOM,Exxon Mobil Corp.,Energy
+FFIV,F5 Networks,Information Technology
+FB,"Facebook, Inc.",Information Technology
+FAST,Fastenal Co,Industrials
+FRT,Federal Realty Investment Trust,Real Estate
+FDX,FedEx Corporation,Industrials
+FIS,Fidelity National Information Services,Information Technology
+FITB,Fifth Third Bancorp,Financials
+FE,FirstEnergy Corp,Utilities
+FISV,Fiserv Inc,Information Technology
+FLIR,FLIR Systems,Information Technology
+FLS,Flowserve Corporation,Industrials
+FLR,Fluor Corp.,Industrials
+FMC,FMC Corporation,Materials
+FL,Foot Locker Inc,Consumer Discretionary
+F,Ford Motor,Consumer Discretionary
+FTV,Fortive Corp,Industrials
+FBHS,Fortune Brands Home & Security,Industrials
+BEN,Franklin Resources,Financials
+FCX,Freeport-McMoRan Inc.,Materials
+GPS,Gap Inc.,Consumer Discretionary
+GRMN,Garmin Ltd.,Consumer Discretionary
+IT,Gartner Inc,Information Technology
+GD,General Dynamics,Industrials
+GE,General Electric,Industrials
+GGP,General Growth Properties Inc.,Real Estate
+GIS,General Mills,Consumer Staples
+GM,General Motors,Consumer Discretionary
+GPC,Genuine Parts,Consumer Discretionary
+GILD,Gilead Sciences,Health Care
+GPN,Global Payments Inc.,Information Technology
+GS,Goldman Sachs Group,Financials
+GT,Goodyear Tire & Rubber,Consumer Discretionary
+GWW,Grainger (W.W.) Inc.,Industrials
+HAL,Halliburton Co.,Energy
+HBI,Hanesbrands Inc,Consumer Discretionary
+HOG,Harley-Davidson,Consumer Discretionary
+HRS,Harris Corporation,Information Technology
+HIG,Hartford Financial Svc.Gp.,Financials
+HAS,Hasbro Inc.,Consumer Discretionary
+HCA,HCA Holdings,Health Care
+HCP,HCP Inc.,Real Estate
+HP,Helmerich & Payne,Energy
+HSIC,Henry Schein,Health Care
+HES,Hess Corporation,Energy
+HPE,Hewlett Packard Enterprise,Information Technology
+HLT,Hilton Worldwide Holdings Inc,Consumer Discretionary
+HOLX,Hologic,Health Care
+HD,Home Depot,Consumer Discretionary
+HON,Honeywell Int'l Inc.,Industrials
+HRL,Hormel Foods Corp.,Consumer Staples
+HST,Host Hotels & Resorts,Real Estate
+HPQ,HP Inc.,Information Technology
+HUM,Humana Inc.,Health Care
+HBAN,Huntington Bancshares,Financials
+HII,Huntington Ingalls Industries,Industrials
+IDXX,IDEXX Laboratories,Health Care
+INFO,IHS Markit Ltd.,Industrials
+ITW,Illinois Tool Works,Industrials
+ILMN,Illumina Inc,Health Care
+INCY,Incyte,Health Care
+IR,Ingersoll-Rand PLC,Industrials
+INTC,Intel Corp.,Information Technology
+ICE,Intercontinental Exchange,Financials
+IBM,International Business Machines,Information Technology
+IP,International Paper,Materials
+IPG,Interpublic Group,Consumer Discretionary
+IFF,Intl Flavors & Fragrances,Materials
+INTU,Intuit Inc.,Information Technology
+ISRG,Intuitive Surgical Inc.,Health Care
+IVZ,Invesco Ltd.,Financials
+IQV,IQVIA Holdings Inc.,Health Care
+IRM,Iron Mountain Incorporated,Real Estate
+JBHT,J. B. Hunt Transport Services,Industrials
+JEC,Jacobs Engineering Group,Industrials
+SJM,JM Smucker,Consumer Staples
+JNJ,Johnson & Johnson,Health Care
+JCI,Johnson Controls International,Industrials
+JPM,JPMorgan Chase & Co.,Financials
+JNPR,Juniper Networks,Information Technology
+KSU,Kansas City Southern,Industrials
+K,Kellogg Co.,Consumer Staples
+KEY,KeyCorp,Financials
+KMB,Kimberly-Clark,Consumer Staples
+KIM,Kimco Realty,Real Estate
+KMI,Kinder Morgan,Energy
+KLAC,KLA-Tencor Corp.,Information Technology
+KSS,Kohl's Corp.,Consumer Discretionary
+KHC,Kraft Heinz Co,Consumer Staples
+KR,Kroger Co.,Consumer Staples
+LB,L Brands Inc.,Consumer Discretionary
+LLL,L-3 Communications Holdings,Industrials
+LH,Laboratory Corp. of America Holding,Health Care
+LRCX,Lam Research,Information Technology
+LEG,Leggett & Platt,Consumer Discretionary
+LEN,Lennar Corp.,Consumer Discretionary
+LUK,Leucadia National Corp.,Financials
+LLY,Lilly (Eli) & Co.,Health Care
+LNC,Lincoln National,Financials
+LKQ,LKQ Corporation,Consumer Discretionary
+LMT,Lockheed Martin Corp.,Industrials
+L,Loews Corp.,Financials
+LOW,Lowe's Cos.,Consumer Discretionary
+LYB,LyondellBasell,Materials
+MTB,M&T Bank Corp.,Financials
+MAC,Macerich,Real Estate
+M,Macy's Inc.,Consumer Discretionary
+MRO,Marathon Oil Corp.,Energy
+MPC,Marathon Petroleum,Energy
+MAR,Marriott Int'l.,Consumer Discretionary
+MMC,Marsh & McLennan,Financials
+MLM,Martin Marietta Materials,Materials
+MAS,Masco Corp.,Industrials
+MA,Mastercard Inc.,Information Technology
+MAT,Mattel Inc.,Consumer Discretionary
+MKC,McCormick & Co.,Consumer Staples
+MCD,McDonald's Corp.,Consumer Discretionary
+MCK,McKesson Corp.,Health Care
+MDT,Medtronic plc,Health Care
+MRK,Merck & Co.,Health Care
+MET,MetLife Inc.,Financials
+MTD,Mettler Toledo,Health Care
+MGM,MGM Resorts International,Consumer Discretionary
+KORS,Michael Kors Holdings,Consumer Discretionary
+MCHP,Microchip Technology,Information Technology
+MU,Micron Technology,Information Technology
+MSFT,Microsoft Corp.,Information Technology
+MAA,Mid-America Apartments,Real Estate
+MHK,Mohawk Industries,Consumer Discretionary
+TAP,Molson Coors Brewing Company,Consumer Staples
+MDLZ,Mondelez International,Consumer Staples
+MON,Monsanto Co.,Materials
+MNST,Monster Beverage,Consumer Staples
+MCO,Moody's Corp,Financials
+MS,Morgan Stanley,Financials
+MSI,Motorola Solutions Inc.,Information Technology
+MYL,Mylan N.V.,Health Care
+NDAQ,"Nasdaq, Inc.",Financials
+NOV,National Oilwell Varco Inc.,Energy
+NAVI,Navient,Financials
+NTAP,NetApp,Information Technology
+NFLX,Netflix Inc.,Information Technology
+NWL,Newell Brands,Consumer Discretionary
+NFX,Newfield Exploration Co,Energy
+NEM,Newmont Mining Corporation,Materials
+NWSA,News Corp. Class A,Consumer Discretionary
+NWS,News Corp. Class B,Consumer Discretionary
+NEE,NextEra Energy,Utilities
+NLSN,Nielsen Holdings,Industrials
+NKE,Nike,Consumer Discretionary
+NI,NiSource Inc.,Utilities
+NBL,Noble Energy Inc,Energy
+JWN,Nordstrom,Consumer Discretionary
+NSC,Norfolk Southern Corp.,Industrials
+NTRS,Northern Trust Corp.,Financials
+NOC,Northrop Grumman Corp.,Industrials
+NCLH,Norwegian Cruise Line,Consumer Discretionary
+NRG,NRG Energy,Utilities
+NUE,Nucor Corp.,Materials
+NVDA,Nvidia Corporation,Information Technology
+ORLY,O'Reilly Automotive,Consumer Discretionary
+OXY,Occidental Petroleum,Energy
+OMC,Omnicom Group,Consumer Discretionary
+OKE,ONEOK,Energy
+ORCL,Oracle Corp.,Information Technology
+PCAR,PACCAR Inc.,Industrials
+PKG,Packaging Corporation of America,Materials
+PH,Parker-Hannifin,Industrials
+PDCO,Patterson Companies,Health Care
+PAYX,Paychex Inc.,Information Technology
+PYPL,PayPal,Information Technology
+PNR,Pentair Ltd.,Industrials
+PBCT,People's United Financial,Financials
+PEP,PepsiCo Inc.,Consumer Staples
+PKI,PerkinElmer,Health Care
+PRGO,Perrigo,Health Care
+PFE,Pfizer Inc.,Health Care
+PCG,PG&E Corp.,Utilities
+PM,Philip Morris International,Consumer Staples
+PSX,Phillips 66,Energy
+PNW,Pinnacle West Capital,Utilities
+PXD,Pioneer Natural Resources,Energy
+PNC,PNC Financial Services,Financials
+RL,Polo Ralph Lauren Corp.,Consumer Discretionary
+PPG,PPG Industries,Materials
+PPL,PPL Corp.,Utilities
+PX,Praxair Inc.,Materials
+PCLN,Priceline.com Inc,Consumer Discretionary
+PFG,Principal Financial Group,Financials
+PG,Procter & Gamble,Consumer Staples
+PGR,Progressive Corp.,Financials
+PLD,Prologis,Real Estate
+PRU,Prudential Financial,Financials
+PEG,Public Serv. Enterprise Inc.,Utilities
+PSA,Public Storage,Real Estate
+PHM,Pulte Homes Inc.,Consumer Discretionary
+PVH,PVH Corp.,Consumer Discretionary
+QRVO,Qorvo,Information Technology
+QCOM,QUALCOMM Inc.,Information Technology
+PWR,Quanta Services Inc.,Industrials
+DGX,Quest Diagnostics,Health Care
+RRC,Range Resources Corp.,Energy
+RJF,Raymond James Financial Inc.,Financials
+RTN,Raytheon Co.,Industrials
+O,Realty Income Corporation,Real Estate
+RHT,Red Hat Inc.,Information Technology
+REG,Regency Centers Corporation,Real Estate
+REGN,Regeneron,Health Care
+RF,Regions Financial Corp.,Financials
+RSG,Republic Services Inc,Industrials
+RMD,ResMed,Health Care
+RHI,Robert Half International,Industrials
+ROK,Rockwell Automation Inc.,Industrials
+COL,Rockwell Collins,Industrials
+ROP,Roper Technologies,Industrials
+ROST,Ross Stores,Consumer Discretionary
+RCL,Royal Caribbean Cruises Ltd,Consumer Discretionary
+SPGI,"S&P Global, Inc.",Financials
+CRM,Salesforce.com,Information Technology
+SBAC,SBA Communications,Real Estate
+SCG,SCANA Corp,Utilities
+SLB,Schlumberger Ltd.,Energy
+SNI,Scripps Networks Interactive Inc.,Consumer Discretionary
+STX,Seagate Technology,Information Technology
+SEE,Sealed Air,Materials
+SRE,Sempra Energy,Utilities
+SHW,Sherwin-Williams,Materials
+SIG,Signet Jewelers,Consumer Discretionary
+SPG,Simon Property Group Inc,Real Estate
+SWKS,Skyworks Solutions,Information Technology
+SLG,SL Green Realty,Real Estate
+SNA,Snap-On Inc.,Consumer Discretionary
+SO,Southern Co.,Utilities
+LUV,Southwest Airlines,Industrials
+SWK,Stanley Black & Decker,Consumer Discretionary
+SBUX,Starbucks Corp.,Consumer Discretionary
+STT,State Street Corp.,Financials
+SRCL,Stericycle Inc,Industrials
+SYK,Stryker Corp.,Health Care
+STI,SunTrust Banks,Financials
+SYMC,Symantec Corp.,Information Technology
+SYF,Synchrony Financial,Financials
+SNPS,Synopsys Inc.,Information Technology
+SYY,Sysco Corp.,Consumer Staples
+TROW,T. Rowe Price Group,Financials
+TPR,"Tapestry, Inc.",Consumer Discretionary
+TGT,Target Corp.,Consumer Discretionary
+TEL,TE Connectivity Ltd.,Information Technology
+FTI,TechnipFMC,Energy
+TXN,Texas Instruments,Information Technology
+TXT,Textron Inc.,Industrials
+BK,The Bank of New York Mellon Corp.,Financials
+CLX,The Clorox Company,Consumer Staples
+COO,The Cooper Companies,Health Care
+HSY,The Hershey Company,Consumer Staples
+MOS,The Mosaic Company,Materials
+TRV,The Travelers Companies Inc.,Financials
+DIS,The Walt Disney Company,Consumer Discretionary
+TMO,Thermo Fisher Scientific,Health Care
+TIF,Tiffany & Co.,Consumer Discretionary
+TWX,Time Warner Inc.,Consumer Discretionary
+TJX,TJX Companies Inc.,Consumer Discretionary
+TMK,Torchmark Corp.,Financials
+TSS,Total System Services,Information Technology
+TSCO,Tractor Supply Company,Consumer Discretionary
+TDG,TransDigm Group,Industrials
+TRIP,TripAdvisor,Consumer Discretionary
+FOXA,Twenty-First Century Fox Class A,Consumer Discretionary
+FOX,Twenty-First Century Fox Class B,Consumer Discretionary
+TSN,Tyson Foods,Consumer Staples
+USB,U.S. Bancorp,Financials
+UDR,UDR Inc,Real Estate
+ULTA,Ulta Salon Cosmetics & Fragrance Inc,Consumer Discretionary
+UAA,Under Armour Class A,Consumer Discretionary
+UA,Under Armour Class C,Consumer Discretionary
+UNP,Union Pacific,Industrials
+UAL,United Continental Holdings,Industrials
+UNH,United Health Group Inc.,Health Care
+UPS,United Parcel Service,Industrials
+URI,"United Rentals, Inc.",Industrials
+UTX,United Technologies,Industrials
+UHS,"Universal Health Services, Inc.",Health Care
+UNM,Unum Group,Financials
+VFC,V.F. Corp.,Consumer Discretionary
+VLO,Valero Energy,Energy
+VAR,Varian Medical Systems,Health Care
+VTR,Ventas Inc,Real Estate
+VRSN,Verisign Inc.,Information Technology
+VRSK,Verisk Analytics,Industrials
+VZ,Verizon Communications,Telecommunication Services
+VRTX,Vertex Pharmaceuticals Inc,Health Care
+VIAB,Viacom Inc.,Consumer Discretionary
+V,Visa Inc.,Information Technology
+VNO,Vornado Realty Trust,Real Estate
+VMC,Vulcan Materials,Materials
+WMT,Wal-Mart Stores,Consumer Staples
+WBA,Walgreens Boots Alliance,Consumer Staples
+WM,Waste Management Inc.,Industrials
+WAT,Waters Corporation,Health Care
+WEC,Wec Energy Group Inc,Utilities
+WFC,Wells Fargo,Financials
+HCN,Welltower Inc.,Real Estate
+WDC,Western Digital,Information Technology
+WU,Western Union Co,Information Technology
+WRK,WestRock Company,Materials
+WY,Weyerhaeuser Corp.,Real Estate
+WHR,Whirlpool Corp.,Consumer Discretionary
+WMB,Williams Cos.,Energy
+WLTW,Willis Towers Watson,Financials
+WYN,Wyndham Worldwide,Consumer Discretionary
+WYNN,Wynn Resorts Ltd,Consumer Discretionary
+XEL,Xcel Energy Inc,Utilities
+XRX,Xerox Corp.,Information Technology
+XLNX,Xilinx Inc,Information Technology
+XL,XL Capital,Financials
+XYL,Xylem Inc.,Industrials
+YUM,Yum! Brands Inc,Consumer Discretionary
+ZBH,Zimmer Biomet Holdings,Health Care
+ZION,Zions Bancorp,Financials
+ZTS,Zoetis,Health Care
\ No newline at end of file
diff --git a/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/.ipynb_checkpoints/Untitled-checkpoint.ipynb
new file mode 100644
index 0000000..7fec515
--- /dev/null
+++ b/.ipynb_checkpoints/Untitled-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/.ipynb_checkpoints/Untitled1-checkpoint.ipynb b/.ipynb_checkpoints/Untitled1-checkpoint.ipynb
new file mode 100644
index 0000000..7fec515
--- /dev/null
+++ b/.ipynb_checkpoints/Untitled1-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/.ipynb_checkpoints/daily_data-checkpoint.csv b/.ipynb_checkpoints/daily_data-checkpoint.csv
new file mode 100644
index 0000000..d3e0fa1
--- /dev/null
+++ b/.ipynb_checkpoints/daily_data-checkpoint.csv
@@ -0,0 +1,1266 @@
+﻿Date,DXC,BBY,AMG,CNP,WMT,MRK,NEM,VFC,MDT,HST,MTD,CCI,KMI,RMD,LUV,NWS,AMGN,APD,TGT,MYL,GPC,FCX,KO,DISCK,FISV,ACN,SRCL,IT,PHM,ALB,AAPL,EFX,FE,COST,GWW,M,CRM,LKQ,AON,PEP,RJF,ORCL,MHK,PPL,FMC,OKE,EQR,RCL,IRM,BA,ABC,GIS,SYF,BMY,ADBE,SNPS,BWA,MSI,COF,LYB,RTN,FFIV,HLT,CVS,NEE,KMX,INCY,MGM,AES,GM,FDX,ADP,HOLX,NRG,NBL,MSFT,COG,OXY,GOOGL,GS,HRB,AJG,CINF,TXN,ETN,EXPE,TMO,BSX,CTAS,WBA,UNH,HSY,FB,EIX,SBUX,MCO,HII,RL,LNT,AXP
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+2/20/15,22.52500343,34.29746246,212.5265656,17.65259171,74.38844299,50.12866592,23.70599556,62.5470314,70.90336609,17.32009888,313.6300049,73.13722992,34.05640411,60.59261322,42.68548584,15.59443665,138.8347473,127.0429764,65.53531647,57.86999893,83.30516815,20.42691422,35.65807724,29.51000023,39.52500153,81.34522247,134.6100006,84.25,21.06324959,50.9790802,119.1735992,88.1479187,29.13104057,134.4159546,214.2360229,49.60461426,63.74000168,27.37999916,94.68476868,85.49893951,52.77777481,40.41390991,184.2599945,25.55148315,51.47006989,35.95594788,60.24773788,68.31391907,26.53757668,139.0725403,94.18319702,44.42964554,30.02733994,52.85497284,78.55000305,46.95000076,57.04516983,63.18822479,71.92284393,73.95468903,98.20440674,119.3600006,56.31072998,90.90418243,90.58036041,68.12999725,82.48999786,21.55379486,9.746264458,30.18437958,169.8403015,79.33209229,31.73999977,23.76000404,45.26457596,39.65591049,26.77456474,63.01846695,541.7999878,177.6477661,29.14596176,42.15461349,45.11830139,51.31212616,61.03921127,88.03421783,128.857605,16.46999931,77.96537018,69.4384613,104.1068802,94.94178772,79.90000153,54.22201157,42.79153442,91.30415344,128.6229706,125.3064194,27.53225136,73.80050659
+2/23/15,24.14378357,34.04425049,210.1317139,17.61197472,74.65315247,50.08570862,24.05815506,62.85235214,71.31732178,17.19280434,312.4700012,72.46943665,34.1865387,60.62945175,42.59970474,15.80959702,139.5039978,125.7859421,65.38188934,57.65000153,83.42631531,19.76457787,35.55612946,30.34000015,39.40499878,81.41713715,134.8600006,83.98999786,20.90585518,51.0617981,122.3945084,87.88424683,28.92789078,135.1903687,212.4637451,49.96283722,62.58000183,27.23999977,94.84520721,85.83552551,52.68452835,40.42314148,183.2400055,25.69027901,51.25296402,35.76737976,61.24356079,68.88790894,26.23395729,135.9363708,94.90358734,44.44626236,30.05497932,53.52744675,78.09999847,46.81999969,56.97071838,62.10237503,71.62759399,74.83753967,98.90795898,118.5299988,55.45663452,91.39987946,90.91488647,67.61000061,83.41000366,21.4776001,9.770856857,30.21644211,169.6499939,79.7614212,31.71999931,23.71321297,44.72966003,39.91811371,26.31655312,62.78244781,535,176.5346527,29.28019333,41.56419754,45.10113907,51.09292221,60.30685425,90.3710022,128.6708984,16.30999947,78.1733551,70.75286102,107.6011353,94.28781891,78.83999634,55.38954544,42.82357407,90.95636749,133.0321503,124.7396851,27.7367878,74.23500061
+2/24/15,23.84089279,33.40684509,212.3415833,17.90442276,74.62669373,50.13726425,23.91914177,62.97612381,71.1103363,16.96208191,313.0400085,71.570755,34.30040741,60.22415161,43.22883987,15.81895256,138.5793457,126.4950409,65.60352325,57.22000122,83.39168549,20.36932182,35.79401779,30.70999908,39.52000046,81.66884613,134.5700073,84.76999664,21.51691818,51.53969574,121.6306839,87.63005066,29.30981255,135.0263672,213.6692352,48.35866928,61.93000031,27.36000061,94.92069244,85.94776154,53.78485107,40.51546478,183.5099945,25.74870872,51.33338165,34.01747894,59.7345047,68.96863556,26.44360161,135.6201019,95.09750366,44.38808823,29.81542397,53.66718674,77.68000031,47.06000137,56.82183075,62.01186752,72.02124023,74.64951324,99.38599396,119.5999985,55.19842529,91.48838043,90.99208832,67.27999878,81.16999817,20.83946228,9.934797287,30.26454926,169.1742554,79.84194946,31.85000038,24.21854782,45.80869675,39.8638649,27.09898758,62.74309921,538.6500244,178.3063965,28.95298958,41.32975769,45.49585724,51.69792557,60.37419128,89.82733917,129.5255737,16.62000084,78.62713623,72.37335968,106.7044678,94.0831604,78.44999695,55.53337479,42.76407623,91.34174347,130.47258,124.2179565,27.91576385,74.75270844
+2/25/15,23.71974182,33.44177246,212.6433868,17.52260971,73.7442627,50.24893951,24.14155769,64.04058838,70.7593689,16.90638733,316.9200134,71.38115692,34.2516098,60.12281799,42.05636215,15.91250038,139.2045898,126.5514832,65.77403259,56.5,83.73777008,20.63809586,35.72603989,31.37999916,39.45000076,81.44412994,135.3999939,84.36000061,21.22990036,51.76944733,118.5202179,87.63946533,29.13104057,134.3613434,215.540451,49.51117325,62.86999893,27.85000038,94.78857422,85.87870026,53.41184235,40.37697601,185.8899994,25.28852081,51.67110062,34.2362175,59.52000427,69.58745575,26.37130928,134.4165802,95.39305115,44.4878006,29.75092697,53.46631622,78.06999969,47.18999863,57.50115204,61.55036926,71.26973724,73.2353363,98.45697784,118.8300018,55.45663452,91.55918884,89.67010498,68.09999847,85.65000153,20.92518616,9.836433411,30.35273552,167.1190033,79.67198944,32.06000137,23.7506485,45.93782425,39.7734375,28.53981018,63.10501099,547.3300171,177.8425598,29.19629288,41.05191803,45.41862869,51.82068634,60.23108673,90.23748779,128.7593231,16.92000008,79.12818146,72.03125763,105.4287796,92.82860565,79.55999756,54.89884567,43.13474655,91.69890594,132.7145844,124.5327835,27.4299736,75.96376038
+2/26/15,23.84763145,32.7869072,213.2469788,17.07581329,73.94721985,50.65271759,24.38251114,63.43821335,70.92137146,16.80296135,314.6600037,70.97715759,33.52769089,59.17404938,42.01823807,15.77217579,139.9882813,126.213028,65.56089783,57.25,83.52148438,20.26373291,36.07437897,30.84000015,39.31999969,81.17443848,135,83.59999847,20.97992134,51.74188995,120.0202484,87.76187134,28.93602753,133.6051331,216.2511749,49.51117325,70.23999786,24.78000069,94.57154846,85.50757599,53.26266098,40.52470779,186.1499939,25.04016685,51.15648651,33.1651535,58.86122513,68.87895203,26.6387825,133.292099,95.1067276,44.38808823,29.89834785,53.67592239,78.95999908,46.72000122,57.39857864,61.95758438,70.81344604,71.47222137,97.95188904,119.0400009,55.63540268,92.20536041,89.41088867,67.73000336,87.54000092,20.90613747,10.35284805,30.1122303,166.1294708,79.46625519,32.20999908,23.17981148,43.64139557,39.8367424,27.57608032,61.61804962,559.289978,178.8475342,28.92782784,41.08664703,45.48727798,52.1012764,60.43310547,88.94032288,127.8457108,16.81999969,79.42125702,73.50771332,105.0682526,92.20576477,80.41000366,54.23048782,43.26745605,91.05036926,133.246994,123.6692276,27.14872932,76.96219635
+2/27/15,23.86782265,33.26713562,210.6866455,16.88897324,74.06195831,50.29189301,24.40104866,63.25667191,69.82347107,16.70748901,314.1700134,71.15853882,33.35688019,59.28459167,41.21752548,15.73475933,138.887619,125.8181381,65.50121307,57.33000183,83.13213348,20.76288414,36.78805923,30.51000023,39.03499985,80.93172455,134.9700012,83.11000061,20.8873291,51.99001694,118.2165375,87.91251373,28.42409897,133.887558,213.1294556,49.62020493,69.37999725,24.57999992,94.70365906,85.42989349,53.2719841,40.46008301,184.3500061,24.90868378,50.98762131,33.38389206,59.00678635,68.53813171,26.56648827,132.5190582,94.90358734,44.69554138,29.43766594,53.20431137,79.09999847,46.40999985,57.31464005,61.4779892,70.41978455,70.780159,98.10521698,118.1200027,56.15182877,91.93980408,89.39362335,67.11000061,85.84999847,20.69659615,10.63154316,29.91179276,168.3940277,79.46625519,32.38000107,22.44052124,43.55839539,39.64686203,27.67150116,61.27190018,562.6300049,176.6049194,28.65096474,40.80010986,45.27275848,51.55763626,59.7765007,87.50965881,127.7081833,16.89999962,78.92019653,74.79510498,105.040535,92.33921814,78.97000122,54.35739136,42.78238678,91.11618042,132.0232697,123.6062775,27.10185242,75.4275589
+3/2/15,23.89474869,33.72991562,212.2150421,16.80773735,74.08840179,50.32625961,23.99328232,63.73526382,70.93937683,17.0496006,317.519989,71.22450256,33.21047974,59.65304184,42.15169144,15.90314198,140.5695038,127.4217072,66.22587585,57.88999939,83.87622833,20.28292656,36.70308685,31.07999992,39.43500137,81.96550751,137.1499939,82.56999969,20.76697922,52.09112167,118.7962952,89.57479858,27.86341667,134.7803802,215.1896057,49.76037216,68.45999908,24.81999969,94.59041595,85.44715881,54.23243332,40.65397644,186.1699982,24.39736366,51.93645096,33.2405777,59.42809296,70.86100006,27.10143852,135.110611,95.21757507,44.45456696,29.44687843,54.40953827,79.79000092,46.91999817,58.76010513,62.33762741,70.81344604,70.93669891,99.62049866,119.5599976,57.34358978,92.22304535,87.7346344,67.76999664,88.68000031,20.82993698,10.36923981,30.15231323,168.2227631,80.66488647,32.68000031,21.88840485,42.8021431,39.67398834,27.81463051,61.16173553,575.0200195,178.4660034,28.68452072,41.08892441,45.50444794,52.55722809,59.76808548,87.91977692,129.0344086,17.05999947,79.89393616,75.28126526,105.7523422,91.3427124,79.75,53.90898895,43.12101364,90.95636749,134.0971069,124.1909561,26.59475708,75.83435822
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+3/30/15,22.52549171,34.02280426,210.8715973,16.75899696,73.26396179,50.52564621,20.4295826,62.27237701,70.84885406,16.35161781,324.8299866,70.24917603,34.21907425,65.99971771,42.55258942,15.00508499,144.6907196,124.6470795,70.02824402,60,81.73761749,18.60308647,34.70323944,29.79000092,39.86500168,84.87808228,140.8600006,84.19999695,20.85437775,48.44761658,116.29319,88.14865112,28.85476112,138.8163147,213.6512299,50.4298439,66.84999847,24.98999977,92.57103729,83.86490631,53.73096848,40.10920715,184.7200012,24.81123924,46.62917328,36.2350235,60.85739136,72.42153931,26.90833092,134.1442413,104.8132172,46.82270813,27.90819931,57.43132401,73.59999847,46.41999817,56.9789238,60.38970184,70.85817719,72.31258392,100.7214203,115.2600021,58.85315323,91.90441132,90.49959564,69.22000122,94.19000244,20.25847244,10.44301319,30.4564476,158.8437805,77.27219391,33.16999817,23.3201828,45.23690414,37.03389359,27.90051079,58.74944687,561.1400146,177.749527,26.77235031,41.49148941,46.42129898,50.85617828,57.54556656,90.01418304,133.336319,18.06999969,78.2206192,77.41492462,112.2276535,91.13806152,83.19999695,53.69392395,43.9218483,97.86483002,132.9390717,119.4291458,26.66719818,72.15494537
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+4/2/15,22.16277504,33.55745697,208.5644073,16.83210373,71.66607666,49.45174026,20.72646713,62.56249619,69.44850159,16.4641037,321.4700012,70.04937744,33.93439102,66.80107117,40.91080475,14.95831108,137.2672729,122.4102173,70.48010254,58.09999847,80.75357819,18.23831558,34.84886551,30.64999962,39.81499863,85.59550476,140.1399994,83.30999756,21.09600639,48.87268066,115.3269119,88.2808609,28.71662331,138.1421509,207.2909088,53.09846497,66.68000031,25.57999992,91.18388367,83.14373016,53.31938171,39.49003983,185.2799988,25.02563477,45.74983597,36.2576561,60.40232086,73.94620514,27.20121384,131.1398315,103.7973175,46.98889542,28.20303345,55.54034424,75.68000031,46.45999908,56.96960449,56.86036301,71.85128021,72.48562622,98.42549896,113.7099991,58.3168602,90.91305542,90.5082016,74.73000336,88.79000092,20.32514191,10.52498531,29.50266647,158.338913,77.29917145,32.95000076,22.44988251,46.03926849,36.42810059,29.35087204,59.20210648,541.3099976,178.242691,27.14384079,41.01015472,46.28280258,49.73383331,57.42677307,93.63617706,130.9168549,17.71999931,78.1733551,77.39692688,108.8515472,89.6432724,81.55999756,53.69392395,43.19423676,98.40997314,130.6251831,121.5961533,26.80782127,73.92657471
+4/6/15,22.14582825,33.54868317,209.440567,17.10830879,71.89685822,49.52101898,20.94913101,62.81943893,69.8911972,16.34357643,326.1600037,70.70700836,34.13773346,68.06305695,39.22130585,15.0518589,136.7389221,123.2612457,71.05131531,58.47999954,81.22380829,18.38230324,35.26862717,31.62000084,39.91500092,86.96786499,141.2899933,83.66000366,21.06812286,50.8224144,117.1950302,88.60197449,29.0741539,138.9347534,211.5461578,53.31757736,67.94000244,25.85000038,92.31625366,83.83015442,53.32873535,39.80506134,183.4100037,25.41747093,46.12094116,36.86106491,60.99625015,73.81168365,27.64053917,132.5893402,103.9358368,47.14677811,27.49358368,55.33832169,76.23000336,46.86999893,57.89283371,55.92347336,71.86021423,74.93256378,99.05167389,111.7399979,58.83329391,91.55036163,91.19080353,73.94999695,88.45999908,20.32514191,10.9266386,29.63198471,158.7675323,77.59606171,33.20999908,22.9271431,46.7125206,37.56733704,29.09324455,60.75860214,543.9500122,178.7079468,27.02563858,41.24644852,46.70692444,49.81274033,58.4958992,94.20957947,131.3003845,17.68000031,77.35086823,79.23348236,109.166893,90.31057739,82.44000244,54.71601486,43.25372314,98.60736084,132.4425964,124.4403534,27.12315559,73.86165619
+4/7/15,22.12887955,33.41697311,208.4962463,16.95396233,71.4618988,49.7375412,20.56875038,62.68681335,69.72859192,16.07038498,322.8999939,71.31468964,34.15401459,66.69975281,39.45993423,14.92089176,138.5001068,122.5236969,70.42895508,59.56999969,81.26735687,18.21911812,35.13156891,31.69000053,39.65999985,87.60405731,139.9199982,83.69999695,20.60345268,51.05342484,115.9619064,87.48748779,29.09853935,138.2787628,209.4860077,53.17671585,68.19999695,25.67000008,91.83498383,83.59555817,52.98262405,39.80506134,181.1000061,25.09217834,46.19354248,36.54427719,59.93180466,72.39463806,26.93762589,133.8104401,104.0651398,46.59835815,27.41987038,55.33832169,75.65000153,47.00999832,56.8763504,56.38737106,71.27867126,75.65757751,98.67959595,113.1200027,57.97919464,91.28479004,90.11074066,73.41999817,89.38999939,20.10608482,10.770895,28.88027763,163.0446625,77.24519348,33.02999878,23.29210281,46.38972855,37.54924011,29.37950897,60.99681091,544.8599854,179.0243225,26.75546455,40.98389816,46.18758774,49.92673111,58.1734581,94.10443878,130.8283081,17.69000053,77.51158142,78.57627869,108.8422623,90.52412415,82.31999969,54.28163528,43.04780197,98.29716492,132.480011,125.6773529,26.67572403,72.65583801
+4/8/15,21.95938492,33.68037796,210.0246887,16.80773735,71.93238068,49.49503326,20.48525047,62.65365601,69.01485443,16.22304916,326.769989,71.06496429,34.20280457,67.18797302,40.90126038,14.86476326,141.1859283,122.3535233,70.88079071,68.36000061,80.85806274,18.06553268,35.02876282,31.77000046,40.15000153,87.37441254,140.6600037,84.31999969,20.88225746,51.63557053,115.5845871,87.70472717,28.96852684,138.4792328,210.7904663,54.62451172,68.20999908,25.95000076,93.08060455,83.43914032,53.347435,39.94404602,183.4100037,25.19567871,46.2338829,35.95594788,60.19406509,73.067276,27.50873375,134.7240601,104.5823135,46.75748825,27.61335564,55.79507828,75.44000244,47.58000183,57.41722488,56.77851486,71.74390411,75.18793488,98.89738464,113.4300003,60.60106659,91.1077652,89.89476776,74.06999969,91.62999725,20.56325531,10.75450134,29.1874218,163.6924286,77.88395691,33.24000168,23.3201828,46.04849625,37.44978333,29.26499748,60.83005524,548.8400269,179.1825256,26.89899635,41.43022537,46.49919891,49.95303726,57.82556152,94.27648163,130.6316071,17.88999939,77.64393616,78.93636322,109.6213837,89.47419739,82.27999878,54.26459503,43.57863617,98.99271393,131.917984,125.9030685,26.64163589,72.98976135
+4/9/15,21.86108398,33.98767853,212.9062195,16.66963577,71.76371765,49.7375412,20.62441635,62.38842392,69.68341064,16.00610161,329.230011,70.87351227,34.43869019,68.01699829,40.87262726,14.70573139,142.2074432,123.2288284,71.00867462,70.09999847,80.91030121,18.02713585,35.16583252,32.09000015,40.00500107,87.69591522,141.5399933,84.44999695,20.73356247,54.52782822,116.4680481,87.7802887,29.01728249,135.572998,211.2762604,53.21584702,67.73999786,25.82999992,92.8730011,83.71720123,53.08551407,40.02743912,184.25,24.92952347,46.27421188,36.26519775,58.52030563,73.55158997,27.36230087,134.7767639,104.8224564,47.00872421,27.76998711,55.74237823,76.33000183,47.65000153,57.5477829,56.68755341,71.89599609,74.75955963,99.83209229,116.0899963,61.77296829,90.61209106,89.86881256,74.11000061,92.27999878,21.53474808,10.69712257,29.33291435,164.7212219,77.91094208,33.40000153,23.0300827,46.96152878,37.50403976,30.13331604,61.80683136,548.0200195,181.3506622,26.94964981,41.45648956,46.30010986,50.66327286,58.1649704,93.48326111,131.3692627,18.10000038,77.18070221,83.3837738,109.9552841,89.63436127,82.16999817,53.97499847,43.89439392,99.49087524,131.4683228,126.6434326,26.63737488,73.42570496
+4/10/15,22.32210159,33.87355042,211.9327545,16.86460114,71.595047,49.58165741,20.7171917,62.6453743,70.40616608,16.01413727,331.1499939,70.49889374,34.9185791,68.91972351,40.87262726,14.71508694,143.8717346,123.1234665,71.24739838,70.23999786,81.22380829,17.56638145,35.02019882,31.81999969,39.52999878,86.97943115,141.9299927,84.66000366,20.74285316,54.28757477,116.9649887,88.2241745,29.45607185,136.3291626,211.1503143,54.12364578,67.63999939,25.85000038,92.71260071,83.58685303,52.28105164,40.31467056,183.8600006,25.17349815,47.09708786,36.39342117,58.3274498,72.86100006,27.21585846,135.6201019,106.5309982,47.31023026,28.18460655,56.77888107,76.52999878,47.79999924,57.17476654,56.87857056,72.11968231,75.31154633,99.78673553,113.8199997,61.47502899,90.76255798,90.63784027,73.19000244,93.80999756,21.4776001,10.8200779,29.55924416,166.1024933,77.67704773,33.29999924,22.99264717,46.96152878,37.72102737,29.57988739,62.29918671,548.539978,182.0485382,26.83989716,41.70153046,46.32607651,50.59311676,58.28376007,94.80206299,131.5266418,18.10000038,77.83300781,82.84358215,110.3726425,89.05602264,82.04000092,54.33273697,44.08658218,99.37808228,133.0233612,124.7112274,26.9058342,73.82454681
+4/13/15,22.16955757,33.66280746,213.295639,16.70212555,71.27547455,49.13129425,20.93985939,62.06517792,70.54168701,16.25518608,327.6000061,70.75695801,34.95925903,68.88288116,40.81534958,14.91153622,143.0879974,122.0374451,70.7273407,68.55999756,80.84064484,17.57600403,34.86600113,31.67000008,39.47499847,85.87714386,141.5599976,83.98000336,20.65921211,53.94568253,116.7349167,88.3092041,29.00102806,135.7642975,211.3752136,54.11582947,67.08000183,25.56999969,93.06172943,83.00469208,52.29975891,39.91625595,182.4100037,24.78905296,47.36330414,35.94086075,58.09605789,71.73992157,27.04013634,134.6186371,105.2749786,47.25997925,28.23067474,56.17277527,76.01999664,47.47000122,56.42871857,56.36917877,72.54911041,75.05613708,98.57977295,113.6399994,60.54148483,90.40851593,89.64417267,73.01000214,99.83000183,20.95376015,10.63154316,29.42183304,164.9212952,77.29917145,33.16999817,23.01136589,46.63873672,37.75720596,29.34133339,61.73536301,548.6400146,181.9927063,27.0340786,41.75403595,46.35203934,50.16347122,57.98678589,94.3815918,130.5333099,17.79999924,76.87818146,82.5644989,110.7158356,88.49546814,83.01000214,53.49803162,44.38860703,99.0867157,131.3840179,124.1784973,26.73538399,73.52773285
+4/14/15,21.89497566,33.18868256,214.0355072,16.83210373,71.15117645,50.02333832,21.17180061,61.88283157,70.37004089,16.03824043,324.5,71.081604,34.98365021,67.97093201,40.56718063,14.82734489,143.1584625,123.0586014,70.81258392,68.62000275,80.70129395,18.24015999,34.70323944,31.43000031,39.30500031,86.17108154,140.8099976,83.97000122,20.94730759,54.49085617,116.2287903,88.68699646,29.04165649,136.2198334,214.2449799,53.21584702,66.91000366,25.5,93.02398682,83.83883667,52.9264946,39.59195328,183.3600006,25.03303146,47.21002579,37.10998535,58.69770432,71.82063293,27.00352097,134.5922852,105.2842102,47.42747498,28.12010956,56.24304962,75.94999695,47.40999985,56.45669174,56.31460571,72.78171539,76.86869812,98.41641998,113.3399963,60.12436676,90.38195801,90.17123413,72.45999908,98.97000122,20.72517014,10.87745571,29.48649597,163.3685303,77.02927399,33.18000031,22.78677177,47.70856476,37.65774918,30.05697632,62.97420502,539.7800293,183.9840393,26.80612373,41.95532227,46.58575058,49.76013947,58.25831223,93.74128723,130.4939117,17.89999962,77.21852112,82.80760193,111.2259369,89.86567688,83.51999664,53.6513443,44.20556641,98.60736084,130.213028,123.7811966,26.85043526,73.73179626
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+3/2/16,24.79727745,29.66044235,141.343689,16.12959099,60.04992676,46.40328598,24.43875313,55.80994034,68.4386673,13.27317238,330,75.89936066,16.08829117,53.84857941,40.32133865,10.90643311,132.706604,110.9529724,71.2337265,46.11999893,83.80024719,8.693452835,38.42525864,26,48.63999939,95.31362152,114.6500015,83.98999786,16.82499504,54.27173615,94.4348526,102.2220688,28.60256958,140.7057495,202.7664337,35.13160706,70.43000031,28.95999908,93.07387543,87.96683502,43.57778931,35.40240097,186.0500031,28.74058151,31.08475685,20.75084114,61.87166595,69.12386322,23.06209373,108.1083908,81.96330261,51.44010162,26.02861023,58.00415039,88.38999939,45.88999939,32.78210831,65.92906189,63.49667358,68.64770508,115.6742172,100.1399994,42.60377121,88.57532501,100.8769531,47.72000122,73.59999847,19.30603218,8.739931107,25.1878624,136.1703796,78.48363495,36.04000092,11.82305336,29.12553787,49.18102264,21.10941315,58.7714653,739.4799805,145.5554199,28.00720787,36.51005173,57.49049377,49.02324295,50.49736786,102.5887299,136.3197327,17.37000084,82.30328369,72.75744629,113.9330597,84.21160889,109.9499969,58.32052612,55.19258118,87.97370911,124.972374,86.47708893,30.27607155,53.6154213
+3/3/16,25.24858475,30.03680038,146.035965,16.0953083,59.98643112,46.2523613,24.97893906,55.85203934,68.74144745,13.40632057,332.4500122,75.45293427,16.33021927,54.01789856,40.40786362,10.91585732,131.2219696,111.4985886,70.01280212,45.72999954,84.14964294,8.829136848,38.59206009,26.81999969,48.64500046,95.44361877,115.5500031,84.20999908,17.09803581,53.8109436,95.1378479,102.3462524,28.83166313,139.6098633,203.7774811,35.23549652,70.80000305,29.40999985,93.86709595,88.70934296,43.76676559,35.52428436,186.8899994,29.02041817,31.58374596,21.58671188,62.71109772,69.5927887,23.6053257,108.0722351,82.51515198,51.66476822,26.31423187,58.09352875,87.20999908,45.86999893,33.10302734,65.90129852,63.97423553,68.19535828,115.4708328,100.4700012,43.00210953,89.24888611,100.2126007,50.29000092,72.55999756,19.36317825,8.884464264,25.95644569,137.692215,78.48363495,35.95000076,12.17307758,29.89471436,48.62372589,21.22429085,57.85224533,731.5900269,146.6220856,28.27361298,36.85422516,57.7052002,49.42861557,50.89339447,104.2996902,136.8625183,17.40999985,82.92484283,73.1786499,114.4498062,85.20640564,109.5800018,58.71239471,54.71070862,90.41371155,126.9400558,87.57437897,30.35563087,54.52590179
+3/4/16,25.03523827,30.08160591,149.1609192,16.70381355,60.56689835,46.23460388,24.31767845,55.39712524,69.3745575,13.72254562,334.480011,74.90352631,16.00189018,54.41292953,39.89832687,11.05725574,131.3479767,111.4241562,71.26006317,44.77999878,83.89878845,9.439713478,38.72374344,26.72999954,48.58000183,95.79641724,114.8700027,85.56999969,16.88148499,55.64474869,96.55318451,102.8526154,29.32379532,138.9652252,204.0072632,35.62709045,71.05999756,30.03000069,94.54563141,89.46083069,43.71007156,35.52428436,186.8200073,29.35786819,33.11344528,21.39195061,63.15292358,68.04811859,23.441185,109.3913956,82.30939484,52.01905441,26.35108757,57.83433533,86.18000031,46.22000122,33.03695679,65.62381744,63.90993881,69.98773956,115.6095047,99.79000092,43.59964752,89.15907288,102.6097031,51.34999847,71.98999786,18.86790276,9.17352581,26.20707703,137.7400513,78.97846985,34.75,12.70783901,30.42000198,48.32649994,20.55415154,57.2203064,730.2199707,148.0473785,23.85639763,37.13500595,57.72309494,49.44662857,50.99900436,104.3188858,138.4712982,17.44000053,83.19258881,72.74829102,114.431015,85.04213715,108.3899994,58.96494293,54.39564133,90.92839813,127.1967087,88.84544373,30.65617561,54.71363068
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+3/9/16,24.87112808,30.59236717,144.3420868,17.09805107,61.70052338,46.48318481,24.36858368,54.92277527,69.3195343,13.45625019,329.8699951,73.16077423,15.54395103,54.54461288,40.68667603,11.25691319,126.7771606,111.3332367,71.3303299,46.54999924,84.15859985,8.867904663,39.33826447,26.62000084,48.22999954,96.00066376,114.0899963,83.72000122,17.07074356,56.65100861,94.78165436,101.9927902,30.37591743,140.9451599,201.2315063,35.41131592,71.04000092,30.42000008,94.34493256,89.63973236,42.98252106,36.0774498,180,30.32765961,31.85369301,21.48121643,63.33849716,64.48985291,24.59018326,111.0087509,81.90718842,52.22644043,25.50342751,58.57616043,85.26999664,45.77999878,33.15022278,66.11404419,63.09257889,70.49131012,113.2614441,99.79000092,41.3688736,90.2726593,104.3783798,50.99000168,68.84999847,19.09648895,8.926971436,25.83365059,135.8928223,79.03775787,34.59000015,12.01751137,30.07293892,49.07885742,20.34353638,56.76677704,725.4099731,141.5059204,23.55561066,37.21652603,57.24893188,49.32050705,51.53583145,101.8209534,136.3493042,17.42000008,83.42207336,74.7169342,114.2428818,84.48542786,107.5100021,60.74147415,52.88516617,88.6980896,125.1719742,88.83630371,31.30589867,55.42700195
+3/10/16,24.69881439,30.78951836,142.0348358,17.30374146,61.59089279,47.08685303,25.49658585,55.27006531,69.9801178,13.35638809,329.2900085,72.97190857,15.30201912,55.30649185,40.62898254,11.1523304,126.8941269,111.2670975,71.58503723,47.29000092,84.14068604,9.304028511,39.70697403,26.56999969,48.21500015,96.16778564,113.5199966,82.69999695,16.99503899,55.84225464,94.82852936,102.0118942,30.52016258,140.7793884,200.3124084,35.32339859,70.69999695,30.5,94.19200897,90.15861511,42.99197006,35.67430115,180.2899933,30.40252113,32.07455826,22.26028824,62.7906456,64.35192871,23.91798019,111.0810242,80.60706329,52.30420303,25.623209,58.03989792,84.84999847,45.52000046,32.68770981,65.87353516,63.57932281,72.53118896,112.6420746,98.45999908,40.85101318,89.21295929,103.8666229,50.97999954,68.65000153,19.37269974,9.190530777,26.07050133,135.777771,78.55830383,34.5,12.53282642,29.9978981,48.34509277,20.97538376,56.77506638,732.1699829,142.5536804,24.12280464,37.59692764,57.35628891,49.98713303,52.28386688,105.3758774,136.1617737,17.47999954,83.90019989,73.85623932,115.1768112,83.91954041,107.3199997,60.75017929,53.3021698,88.76480103,125.4191589,88.01330566,31.25727844,55.145401
+3/11/16,25.07626915,30.57445145,149.5892944,17.38087273,61.37160492,47.64208984,24.87198639,56.20181656,70.97105408,13.83905029,335.7000122,73.64154053,16.08829117,56.77380753,41.65769196,11.7893362,130.0793152,112.8129425,71.91003418,48.59999847,85.43968964,9.255572319,39.99009705,27.31999969,49.06999969,98.11751556,116.0100021,83.68000031,17.41139984,57.59143066,95.85019684,103.6073227,30.29106712,140.6320343,199.6965637,35.73432159,71.62999725,31.14999962,96.02695465,90.63276672,44.83447266,36.51810455,185.2400055,30.4108448,32.84349823,22.97443771,64.41651154,66.95397949,24.84812546,112.6080017,83.75914764,52.76218796,26.55378723,58.0577774,86,46.20000076,33.9242363,66.23635101,65.23240662,74.66496277,113.437088,100.6600037,42.34483719,90.12896729,103.9833374,51.88999939,70.88999939,19.82034874,9.275549889,26.44269562,138.4720154,80.46694946,35.13999939,13.35927296,31.46121216,49.29248428,21.02324867,58.02768707,744.8699951,145.3099823,24.38247108,38.5841713,58.95772552,50.50061035,52.91750336,110.722702,138.5429535,18.04999924,85.17199707,74.54296875,118.0163651,84.62231445,109.4100037,61.30752563,53.36703491,90.07057953,127.4343491,90.06162262,31.31474495,55.81184006
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+4/1/16,28.25349617,29.02523994,159.5482635,18.1693573,63.09844971,48.08985519,24.8160553,55.26160049,69.50553131,13.53031921,349.8999939,75.56735992,14.9564085,55.4852066,42.84022522,12.86368561,138.7080841,120.8954773,72.69177246,47.5,89.33675385,9.585089684,41.43222427,27.47999954,51.68500137,108.0239716,127.6299973,90.58000183,17.43032646,61.62239075,103.095665,111.3838272,30.57106972,145.7339325,215.422699,34.61435699,75.73000336,32.15999985,100.222374,92.84244537,45.34576035,38.59011078,192.4100037,31.76668358,33.11223221,23.31527901,66.88376617,75.28413391,25.58285904,114.7132492,80.91575623,56.13217926,27.02368164,58.35857773,95.16000366,49.27999878,35.56663895,70.80407715,65.0211792,74.11018372,113.9177856,105.5800018,43.90958405,94.13431549,106.5779953,51.75,73.30000305,20.87756157,9.836671829,25.77443504,156.929245,83.22386169,34.59999847,12.41615105,28.94731331,51.61453629,21.54978943,56.57597733,769.6699829,150.8603516,22.7033062,40.42281342,59.44517899,52.19416809,56.02409363,104.2390747,140.9636383,18.94000053,86.12823486,79.38674927,122.5634537,85.52584839,116.0599976,63.07311249,56.54552078,92.98715973,130.6663513,89.40010834,33.1622467,57.35123062
+4/4/16,27.78356743,28.82643509,156.3648987,17.96366882,63.13499832,48.71673203,24.51773643,54.27901459,70.36317444,13.21017551,350.5899963,75.48927307,14.85272598,55.28768539,42.40758896,12.55944347,139.1579285,118.723999,72.28771973,47.22999954,88.07358551,9.129579544,41.48529816,27.62000084,51.20999908,107.234787,127.4800034,90.41000366,16.28533363,61.74527359,104.1548386,110.2660904,30.27409363,145.2550201,212.5550232,33.96976471,75.69000244,32.29000092,100.2032547,92.8782196,44.82388687,38.5057373,189.8999939,31.63359451,32.21641159,23.02312851,66.43888855,75.86339569,25.57504272,114.1530457,81.52370453,56.47781754,26.69198608,59.31158447,94.5,48.93000031,33.30125046,70.99942017,64.13035583,73.53831482,115.5196686,104.6699982,44.26867294,93.82897949,106.5869598,51.15000153,73.48999786,20.59182739,9.658132553,25.29227638,157.0538635,82.71674347,35.20999908,12.45504093,28.14061737,51.48450089,21.73168373,56.56767273,765.1199951,148.925293,22.78986168,40.25071716,59.00357056,51.99598312,55.13524246,101.2911072,142.3271332,19.46999931,85.01901245,79.0296402,122.1577911,84.42152405,112.5500031,62.97667694,55.83198166,91.73857117,131.08461,86.2197113,33.10921478,56.90067673
+4/5/16,27.3795948,28.21195793,155.0214691,17.57799911,62.71470261,48.57344055,25.44997406,53.70301819,69.61617279,13.00798035,348.3900146,74.73456573,14.69719982,54.72332001,41.9461174,12.40732479,137.619339,118.723999,72.11206818,45.91999817,87.5450058,9.052046776,41.16679001,27.48999977,50.48500061,105.9628296,126.8000031,89.25,16.61653519,60.96081543,102.9269638,109.4540329,29.75651741,143.6526642,214.7517548,33.41381836,74.58000183,31.5,97.39356232,92.23409271,43.66627884,37.9994545,189.2200012,31.05134392,31.36169624,23.07181931,65.8605423,73.86818695,25.49687767,114.7764893,80.14875793,55.54459,26.36030197,59.12279129,94.16999817,48.41999817,33.20685959,70.4319458,62.93645477,72.43730164,117.2028732,103.3399963,43.57043457,92.66150665,104.4591751,51.22000122,73.34999847,20.25847244,9.411579132,25.03850937,155.270462,82.75362396,34.77999878,11.87166882,28.30007935,50.67642212,21.36789131,55.92891693,758.5700073,146.6409454,22.00221443,39.60765076,58.25555038,51.98698044,53.14633179,100.2409973,139.6890717,19.17000008,84.47393799,76.32848358,119.8465118,83.36284637,112.2200012,61.75801468,55.63738251,89.37479401,130.5617676,86.26564789,32.49042511,56.49705887
+4/6/16,27.61867905,28.1486969,156.4427643,17.75797653,63.08018112,49.81822205,25.86015511,54.34678268,71.29457092,13.04168034,356.5,75.46324921,15.20698071,55.98371124,41.98456955,12.59747505,143.6567841,119.5476761,72.17352295,48.34000015,87.8316803,9.313721657,41.32605362,27.70000076,50.88000107,106.4641876,127.25,88.93000031,17.01396561,62.40686035,104.0048599,110.294754,29.34924126,144.3709259,214.0072327,33.49438858,75.58000183,31.63999939,97.57513428,92.96768188,44.75745392,38.20572662,192.5200043,31.24264717,31.12335968,23.71292496,66.36769104,74.98991394,25.41090012,115.5896835,81.87911987,55.42361832,26.39715195,59.8240509,95.40000153,48.56999969,32.82930374,70.78544617,62.69767761,73.59806061,118.197937,103.8899994,44.38838577,92.85009003,104.782402,53.29000092,81.87000275,20.34419441,9.420080185,25.32611275,156.0662689,83.75865173,35.75,11.69665527,29.3225193,51.19656372,21.39661407,58.16873169,768.0700073,146.4898987,22.00221443,39.85219955,58.79628372,52.57250977,52.4070816,101.8691254,143.3744965,19.55999947,85.05725098,76.63063812,120.7804718,83.83742523,113.7099991,61.68785858,56.3694458,90.01342773,133.7366943,88.6831131,32.47274399,56.47819519
+4/7/16,27.18173218,27.30830574,151.8672791,17.76655006,62.33095932,49.6301651,26.06524849,54.21972656,70.21561432,12.88160515,347.7600098,75.2723999,15.14649487,55.49460602,41.96534348,12.35027981,141.6053009,118.0168304,71.64653015,48.06999969,86.81936646,8.577152252,41.01639175,26.95999908,50.15000153,104.0780869,127.2399979,88.15000153,16.7679348,61.1403923,101.736557,108.6993179,29.49348831,140.0058441,211.3693848,32.72893524,75.31999969,31.37000084,96.5525589,92.68141174,42.20503998,37.47442627,191.7799988,31.07628441,30.32616425,23.49381256,65.75377655,73.80382538,25.23112106,114.7493896,81.05604553,54.93622589,25.77062225,59.59029388,93.77999878,48.13999939,32.14024353,69.76215363,61.14562988,72.02761841,117.7050476,97.72000122,44.08912277,90.64984894,104.3155289,49.47999954,79.40000153,20.63945007,9.233038902,24.88624763,154.6376495,82.79972076,35.25,11.90083599,29.0880146,50.58354187,22.27737045,57.5548439,760.1199951,141.9778595,21.43095207,39.33592987,57.9581337,51.4825058,52.34547424,99.77856445,140.3510895,19.29000092,85.03812408,74.44224548,119.6861496,83.08903503,113.6399994,61.54756927,56.68451691,88.50746155,132.0731659,86.91829681,32.450634,55.51613617
+4/8/16,27.47028542,27.20890617,153.1133423,17.92081642,62.18476105,49.57643509,27.12799263,53.04232025,70.42771149,12.85633278,350.2799988,76.38279724,15.5007534,55.09956741,42.78253937,12.14111423,140.7775421,118.5742569,71.04047394,47,87.07019806,9.042354584,41.46760178,27.37999916,50.22999954,104.7558594,128.1999969,87.90000153,16.84363556,61.29161072,101.8490448,109.8839493,29.79894066,139.6558685,211.985199,31.97154236,74.84999847,31.63999939,96.82015228,94.00543976,42.34737015,37.84007263,193.9199982,31.10956955,30.80283737,24.33780479,65.76268005,74.10725403,25.54377747,115.5445023,79.79332733,55.09288788,25.81669235,59.40148926,94.06999969,48.24000168,32.2629509,69.99472809,61.2282753,71.58379364,117.5748596,97.44999695,44.48812485,91.12582397,104.8721695,50.97999954,77.47000122,21.32521057,9.318058968,24.84395409,156.6895447,83.28842163,35.36999893,12.31892014,29.79153061,50.54638672,22.47841072,58.5669136,759.4699707,141.8551483,21.07607269,39.48084259,58.26456833,52.14912796,52.72390747,99.20053101,140.5091553,19.30999947,85.41104889,74.50634003,118.5635376,83.79180145,110.6299973,61.97719955,56.56404495,88.93636322,132.5294342,83.86658478,32.60533905,56.11978531
+4/11/16,27.30539703,27.59747505,154.9240875,17.87796211,61.58174133,49.29882431,29.00178528,52.45785904,69.77295685,13.08380413,350.6700134,75.91436005,15.37114716,55.23124695,42.65755463,12.09357738,140.7145233,119.2731247,70.06551361,45.56000137,86.71183777,9.459097862,41.08716583,27.51000023,49.875,105.006546,126.0999985,87.18000031,16.63545418,61.66966629,102.18647,108.613327,30.00258636,137.2615356,213.6119995,32.08434296,74.16000366,31.36000061,96.97305298,93.30763245,42.80282593,37.86819458,194.3699951,30.93488503,30.72886848,24.3864975,64.31234741,73.1234436,25.63757515,115.5716171,78.97957611,54.72734451,25.67848587,59.3205719,92.94999695,47.86999893,32.84818268,69.65981293,61.71502686,72.71042633,116.1985168,97.27999878,44.48812485,90.49716949,104.3514328,50.88000107,75.80999756,21.0109024,9.369070053,24.97929573,156.3347626,82.71674347,35.02000046,12.7467289,30.2324028,50.4442215,21.93272591,58.72453308,757.539978,143.6675262,20.76448059,39.67105865,58.36370087,52.08607101,53.34873962,98.22750854,139.9657593,19.17000008,85.21025085,74.30489349,119.1767349,83.6001358,108.9899979,61.86322784,56.43432236,89.56543732,132.2157593,83.06690216,32.32688141,56.40273666
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+6/1/16,40.38922882,29.11560822,168.1443481,19.58983612,64.88576508,50.44509506,30.44674301,52.67808914,74.25479889,13.00798035,375.9400024,78.76841736,15.62481594,55.9434166,40.89818192,11.77982807,143.1443634,119.8055496,60.5464592,44.45999908,86.87116241,10.27320194,39.54772568,26.65999985,52.95500183,111.5664597,98.55999756,101.5,17.85614967,75.30788422,92.85027313,120.2092361,28.36379814,140.8724823,210.8377533,26.61341286,83.44999695,32.68999863,104.8259125,91.54671478,53.33509445,37.88702393,198.1499939,32.14100266,39.19389343,36.1199379,59.05383301,71.10451508,28.64686012,115.1479568,71.07020569,54.97973251,28.82956314,64.61608887,100.0400009,51.97999954,31.78274345,64.2455368,67.62819672,71.16281891,122.0479736,109.4899979,41.84057617,87.09207916,108.6645966,52.09000015,85.18000031,22.30622482,9.391835213,25.56296349,157.9167786,81.2507019,34.65999985,16.41596985,33.3747406,49.43148422,23.63695145,62.58198547,748.460022,151.6208954,18.67851067,43.72837067,62.50936127,55.36488342,54.74826431,106.7837753,151.2294159,22.70999908,90.66078949,71.84116364,126.9123917,85.42654419,118.7799988,62.74871826,50.97790527,94.59979248,149.3721466,87.74555969,33.25537491,62.16563416
+6/2/16,41.57643127,29.3324852,167.764679,19.59851074,65.29992676,50.88391113,30.15774727,53.14396286,76.53262329,13.28600121,377.3699951,79.63587952,15.62481594,56.30269623,40.5424614,11.83687115,144.7926941,119.389595,60.46681213,44.95999908,87.4303894,10.33135128,39.56542206,27.11000061,53.32500076,111.7820816,98.73000336,102.5299988,17.87507439,75.45907593,92.15245819,120.9947433,28.56964684,139.9396057,212.2792664,27.67697906,83.23999786,33.09000015,104.9122009,91.93430328,53.68618774,36.38132477,199.1100006,32.0827713,39.45689011,36.08692551,59.16950607,71.72355652,29.00726891,115.5487518,72.42320251,55.03196335,28.82035065,65.63204193,100.1699982,52.40000153,32.59768677,64.00369263,67.77597046,69.50668335,122.9035492,110.8399963,43.17930984,86.92977905,108.3571014,52.09000015,87.70999908,22.95388603,9.305990219,25.59680176,158.0126495,81.22303772,34.84000015,16.70824242,33.33711624,49.0854187,23.70402145,62.39117813,744.2700195,150.9669037,18.79968834,44.04788589,62.74367142,55.08384323,54.83706284,107.2665176,151.713562,22.98999977,91.29191589,72.76102448,128.3368988,85.20608521,118.9300003,62.91530609,50.79191589,95.29832458,149.486618,88.80260468,33.34453201,62.63722229
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+2/9/17,59.08301926,41.35059738,159.7216949,23.48172379,64.47224426,59.00942612,34.77702332,42.7830925,70.93704987,16.08532143,465.4299927,78.47023773,19.81922913,67.00525665,52.79686356,12.21096992,153.5882111,127.7906876,59.74768066,39.29999924,91.10150909,14.91552353,37.3891449,27.21999931,54.73500061,110.8041916,76.18000031,100.2699966,20.53886795,89.74951935,126.7436447,123.3847198,26.50904083,159.2438202,237.6043091,26.91469383,81.02999878,31.23999977,111.4083481,96.89968872,74.387146,38.29463959,214.7700043,30.42382431,47.64176178,47.21052933,55.92583084,89.21940613,30.18178749,154.5352173,86.84537506,56.10595322,34.05636215,47.18894958,116.4400024,65.44000244,38.82164764,73.63600159,83.51922607,81.25396729,141.0143585,139.7299957,57.26550293,70.79394531,115.2791367,67.44000244,122.9599991,27.25893021,10.13519859,30.74146843,182.0661469,91.6722641,40.11999893,16.10689163,36.4092598,60.69711304,23.30022049,58.31657791,830.0599976,230.5508118,18.81666756,50.7073288,64.57555389,69.57247162,64.02935791,119.5301437,153.3559418,25.34000015,111.7354584,76.47367096,153.3548584,100.4778824,134.1399994,66.89337158,52.55626297,103.6998367,190.8852081,72.86283875,34.37582016,74.80034637
+2/10/17,58.93323517,41.30437851,163.3867188,23.49946213,63.48294449,58.78948593,35.19771194,43.51819611,71.34931183,16.0940876,465.3999939,78.27355957,19.90778923,67.41803741,52.98086548,13.02503586,153.9733887,129.2572937,59.13589859,39.31000137,91.20205688,15.31288242,36.78186417,27.64999962,54.53499985,111.3914566,76.76999664,101.0199966,20.75001526,89.54883575,126.4564896,125.7247086,27.01473236,160.2125092,239.5389404,26.59873199,80.63999939,31.20000076,111.8146286,97.01856232,73.76364136,38.8277092,222.7200012,30.49253464,48.09913635,47.37326813,56.39938354,89.65908813,30.47520828,156.3695679,86.39051056,55.83903503,33.80437851,47.31721115,116.8499985,65.29000092,39.75756073,74.16595459,83.38717651,80.91920471,141.7608185,139.6900024,57.31432343,71.91112518,116.0374985,67.54000092,121.6999969,27.17321205,10.25890446,30.8203392,184.2771759,91.83187103,39.93000031,16.34231567,36.86449814,60.64026642,23.14635849,58.55603409,834.8499756,231.6675415,18.7631855,51.13367844,65.32012177,69.44313812,64.21929169,118.9482422,153.5046082,25.20000076,113.0527267,77.33700562,153.6511841,100.0224762,134.1900024,67.29601288,52.94235229,104.1046906,192.3057861,74.38587952,34.56755829,75.08739471
+2/13/17,58.57540894,40.64801407,163.0943146,23.65914536,63.2496109,59.35767365,34.94528961,43.57873917,72.070755,16.26940346,463.8500061,80.65145111,19.96977615,68.02280426,53.96862411,12.78560543,154.822937,129.598587,58.84534836,39.77999878,91.30259705,15.46794891,36.81811523,28.10000038,55.04999924,112.3291779,78.19000244,101.4199982,20.65403366,90.5522995,127.5763397,125.301033,27.08570862,160.1752777,238.8627625,27.08930588,80.91000366,31.35000038,112.085495,97.40260315,74.41591644,39.11326981,223.8000031,30.69009972,48.85588837,47.12488174,56.59063721,90.27654266,30.66267586,158.0627899,85.73670197,55.9547081,34.20570374,47.66532898,117.6500015,65.98000336,39.79576874,74.27005768,83.98144531,81.23633575,143.4805298,140.4700012,57.47056961,72.06678772,116.5276642,67.5,121.1500015,27.77325249,10.32075882,31.12704468,185.9282074,92.54534149,40.02000046,16.43059731,36.4756546,61.32247162,23.03096581,57.63240433,838.960022,235.0558777,18.58491325,51.48587418,65.95437622,69.77574158,65.30469513,115.8933182,154.9515381,25.29999924,113.3142395,77.79858398,154.8363953,100.5708313,134.0500031,67.60917664,52.83876419,105.0975418,193.1120605,74.13357544,34.68625259,75.49879456
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+2/22/17,58.8583374,42.26580429,165.1412354,23.80923843,66.92681885,59.83421707,33.65517807,46.26835632,74.60055542,16.08532143,473.4700012,80.9732666,19.04877853,69.48194885,56.07971954,13.02503586,159.3939514,129.4509888,59.87134933,42,87.73787689,13.30670071,37.70638275,28.63999939,56.90999985,115.7580795,85.41000366,102.4599991,20.83638763,88.34465027,131.232605,124.2802887,27.31637573,164.4134064,241.7647095,26.90637779,82.08000183,33.04999924,111.8243027,100.0452499,76.40148163,40.46495819,225.0500031,31.09380341,48.59809494,45.84012604,56.39938354,89.76200867,30.27143669,164.9580078,86.89949036,53.90832901,34.327034,50.70682144,119.4700012,71.26000214,40.84628677,75.37728882,87.62255096,82.81313324,145.5875854,144.8399963,56.49400711,73.40373993,118.7842178,67.55000305,121.3600006,25.20165443,10.25006866,33.16012573,187.1447296,94.27269745,40.27000046,16.50907326,34.77800369,61.35105896,21.73276711,56.36670685,851.3599854,240.2672577,18.07683754,52.1068573,67.03907013,71.35569763,65.57604218,116.9213257,156.6065979,25.15999985,115.0673676,80.46556854,153.479126,100.9040222,136.1199951,69.06765747,54.21364594,110.2274933,206.6171417,72.98429871,35.28885651,76.40773773
+2/23/17,58.04281998,40.96232986,164.985321,24.0511837,66.55348969,60.34741592,33.52429581,45.44677353,75.64994049,15.80481625,472.6199951,81.5811615,19.07534599,68.75239563,55.45027924,12.92926216,160.6867218,129.4694366,58.99971008,42.33000183,86.83300018,13.0644083,37.76077652,28.60000038,57.45000076,116.0138168,84.69000244,102.5400009,20.73081779,88.315979,130.6774597,124.4343567,27.84868622,163.7987061,234.730545,26.97289658,82.06999969,31.57999992,112.39505,100.1641235,75.3271637,40.89331055,225.3099976,31.3686676,48.22388077,46.79940414,57.15526581,89.36909485,30.10843086,166.3690033,87.15635681,54.07738495,34.18703079,51.0915947,118.8300018,71.22000122,40.55978394,75.10284424,88.11307526,82.03794098,144.8411407,144.1999969,55.86901474,74.04473877,119.4593277,66.06999969,121.9499969,24.93496895,10.38261223,32.64309692,184.5861359,95.4180069,40.29999924,16.71506882,35.48931122,61.5989151,21.66545486,55.80226517,851,239.7518616,17.87182426,52.33856964,67.41595459,71.27252197,65.23233032,116.0193939,157.310257,24.47999954,114.708992,81.11830139,155.4194946,101.5583344,135.3600006,69.70296478,54.2795639,109.9071808,205.7436981,73.48886108,35.70885086,76.58950806
+2/24/17,57.50191879,42.1178894,163.7863617,24.21248055,67.56144714,60.63152313,33.72996902,45.88782883,75.92165375,15.78728199,475.4599915,82.7700882,18.8096714,69.0787735,56.68980408,12.83348942,161.1946259,129.9306793,60.38889313,42.15999985,87.9755249,12.84150124,37.86954117,28.54999924,58.15000153,116.9136658,82.93000031,103.7099991,20.8555851,88.81293488,130.8019257,124.5884399,28.67376709,165.3914948,235.0123138,27.57986832,81.77999878,31.87999916,112.7529678,100.4292831,75.28879547,41.09320068,225.9600067,31.6349411,48.34030533,45.53177643,57.1734848,89.94911194,30.07582855,166.9146271,87.67961121,54.602314,34.04703903,51.70538712,119.3099976,72.05999756,39.66205978,75.96403503,87.35842896,81.42131042,145.0206604,144.4100037,56.42565155,74.61248016,122.0430679,65.83000183,131.2100067,25.13498116,10.54166412,32.33638,186.4495697,96.69475555,40.81999969,17.12705994,34.88232803,61.5989151,21.58852386,55.4943924,847.8099976,236.0867004,17.87182426,52.70003891,67.55384064,71.36490631,65.47654724,115.5635834,157.5580139,24.78000069,115.3288879,81.69644928,155.8591614,101.7920074,135.4400024,70.5708847,54.12889481,109.9654312,208.2680817,74.01212311,36.08319473,76.3120575
+2/27/17,57.0525589,42.66331482,164.6928711,24.00637627,66.9548111,60.34741592,31.75739861,45.89648056,75.65930939,15.9625988,475.3500061,82.7522049,18.95136261,69.1363678,56.58328629,12.83348942,162.6444397,128.565506,60.75209045,42.43999863,87.91153717,12.86088371,37.7698288,28.32999992,57.79000092,116.3074646,83.41999817,104.5500031,21.21069717,88.3637619,131.0603333,125.9654694,28.22130203,165.4473724,235.2282562,27.91245842,81.54000092,31.59000015,112.5691452,99.91722107,76.17127991,40.64582062,228.0800018,31.41160774,47.92451096,45.69451523,57.61061478,90.45429993,29.87206078,168.7865906,87.27052307,53.33000946,34.47634888,51.81532288,118.7799988,72.26000214,40.67781067,75.02713776,88.34889221,80.45233917,146.2962494,143.6100006,56.66002655,74.54837799,121.0272598,66.06999969,134.0200043,25.21117973,9.843601227,32.66061783,187.6661224,96.41313171,40.70000076,16.45021629,34.85387802,61.22714615,21.31926537,55.99040985,849.6699829,237.9765472,18.05900955,52.81125259,67.15857697,71.31871796,65.44037628,115.1077652,157.0624847,24.80999947,115.36763,81.33277893,158.0767212,100.7638168,136.4100037,70.68721008,53.46970749,108.7618256,209.3719177,74.55406189,35.65406799,76.70431519
+2/28/17,57.0525589,40.79593277,163.688858,24.48130989,66.19882965,60.36575699,32.0098114,45.3602829,75.80923462,15.76974964,476.2200012,83.61039734,18.87166405,69.14595795,55.97320557,12.64194584,163.0138092,129.5709381,53.36123276,41.84999847,87.48193359,12.98687458,38.03269958,28.06999969,57.70000076,116.0327682,82.87999725,103.2099991,21.1627121,97.01282501,131.1177826,126.2543488,28.77135658,165.0375519,232.8710175,27.62144279,81.34999847,31.57999992,111.8726883,100.9322205,75.35593414,40.54111099,226.3600006,31.67788506,47.91619492,46.29406738,57.43758392,89.90232849,29.62754631,169.5391235,87.06121826,53.71260071,33.82304382,51.95273972,118.3399963,71.44000244,40.42866516,74.73377228,88.53755951,80.3730545,145.6537323,143.2700043,55.85925293,73.78834534,122.0803375,64.54000092,133.1000061,25.03973961,10.17937851,32.2837944,186.3240204,96.33803558,40.58000183,16.24422073,34.53142166,60.98883057,21.05962753,56.05882645,844.9299927,237.3832092,18.32641792,52.78345108,67.06664276,70.79206085,65.10572052,115.4472046,156.2696533,24.54999924,114.3022003,80.54946899,158.0767212,101.277916,135.5399933,71.34933472,53.55445862,108.1017761,209.7270355,74.12424469,36.04667282,76.59907532
+3/1/17,58.73351669,38.95627594,165.0340576,24.82182693,65.75085449,60.67733765,32.17808914,45.68892288,76.89608765,16.12038231,483.6499939,83.1455307,19.27902985,70.0291214,57.01906967,12.83348942,164.5928955,132.5410919,52.50774384,44.86999893,88.26800537,13.55868435,38.213974,27.87000084,58.55500031,117.5198822,82.63999939,104.1999969,21.58500671,98.11186981,133.797699,128.6303253,27.99950981,165.6709137,236.7684631,27.39695358,83.80999756,32.25999832,113.6719131,101.0270462,77.73479462,40.85523224,231.5299988,31.54904747,49.2467308,47.44178009,57.39205551,91.03429413,29.73350334,173.000824,87.74621582,53.87274551,34.4296875,52.38330841,120.3499985,72.23999786,41.19527435,75.68959808,90.66939545,82.70742798,146.0506134,145.0800018,56.34752655,73.89821625,120.5986099,65.18000031,133.2200012,25.55405617,10.02916431,32.80083466,190.6109314,98.13111877,41.18999863,16.52869034,35.34705353,61.90395737,21.74238396,56.64892197,856.75,241.8330994,18.38881302,53.90332794,69.07976532,72.20570374,66.24536896,116.8146362,158.3905029,24.95999908,115.8712921,80.91314697,160.5236664,102.2593765,137.4199982,71.02723694,53.80871964,109.8780594,211.2381592,75.28289032,35.68146515,78.37867737
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+3/3/17,58.12604141,41.27664566,164.4881897,25.00104523,65.35886383,61.0164299,31.8508873,45.48135757,76.69933319,16.11162186,481.7099915,82.01918793,19.26131248,69.48194885,56.99969864,12.68983078,166.4028015,128.6946411,52.07190704,45.18000031,86.55877686,12.79304123,38.50402451,27.20000076,58.75,117.1125793,80.73000336,103.4100037,21.57540512,100.1283875,133.788147,128.2633209,28.15919876,158.5917664,234.6648102,26.41580963,82.22000122,31.70999908,112.67556,101.7911987,76.53578949,40.63629913,229.6699982,31.50610161,49.29662704,48.32397842,56.75456619,89.76569366,29.6356926,171.3734436,87.74621582,54.03289795,33.64571381,52.45658875,120.0400009,71.02999878,41.16651917,76.22900391,88.61300659,81.99627686,145.2757721,142.8699951,56.39635849,74.19124603,121.893959,64.87000275,136.9100037,25.20165443,10.20588684,33.50189209,187.6468048,98.10294342,41.24000168,16.97010994,34.81594086,61.24620819,21.50197792,55.46873856,849.0800171,242.0053253,18.70078659,53.06341934,67.99507141,71.93775177,65.5978775,116.4946136,158.727478,24.97999954,114.6896286,80.09254456,160.772171,101.567688,137.1699982,71.1256485,53.77104187,109.3150864,210.6125793,74.55406189,35.78189087,76.42686462
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+3/7/17,56.82788467,41.18419647,162.3534851,25.09065247,65.20954895,60.44823074,30.87865448,45.50731277,76.26832581,15.93629742,481.2999878,81.79570007,19.15504837,68.65638733,55.12962723,12.45040131,163.7987213,128.8053284,50.06530762,43.33000183,85.48021698,12.29876328,38.05989075,27.20000076,58.47499847,117.5861893,80.86000061,103.4599991,21.87293243,99.19181061,133.5393066,126.8821487,27.66238022,155.5551605,235.3409576,25.61759949,82.97000122,30.88999939,111.7662735,100.649559,75.48065948,40.55062485,227.3000031,31.60058022,49.1386261,48.46102905,56.96401978,88.88196564,29.17110825,171.2229614,84.17852783,53.60582733,33.22572708,51.60461807,119.9800034,71.08000183,39.94953918,75.38677216,87.55652618,81.09845734,145.9655151,143.6000061,55.31237411,73.9989624,121.7541733,63.81000137,133.3899994,24.51589775,10.01148987,32.87969971,186.2564545,97.88702393,40.95999908,16.77392387,34.02876282,61.38919449,22.05010033,55.33190536,851.1500244,240.1009827,18.5759964,52.55947113,67.2596817,73.10192108,65.24221802,118.9702759,155.8534241,24.47999954,114.5540161,80.18579102,160.8677368,101.0909805,137.3000031,70.91090393,52.92351913,109.3539124,209.601944,73.94671631,35.86406326,76.13983154
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+3/9/17,57.41871643,41.45228958,161.1253204,24.52611542,65.67963409,60.38407898,30.52286339,45.93123627,77.57070923,15.63826275,484.0400085,80.91069031,18.83623695,67.9460144,54.67370224,12.25885582,165.2208252,127.8275681,50.11978531,43.22999954,85.57688904,12.01770401,38.09614563,27.29000092,58.72499847,116.6768646,81.76000214,104.5800018,22.27762794,97.95895386,132.7352905,128.0218506,27.59140396,154.4094543,229.1707764,26.216259,83.27999878,30.44000053,112.5304718,100.3733597,75.98902893,40.39832306,228.1300049,31.2836647,48.9224205,46.68805313,56.58153915,89.78450012,27.79364586,169.858963,84.30219269,53.94393158,33.45904541,53.12535858,119.9100037,71.38999939,39.82496643,77.00502014,86.88679504,79.56056976,145.6348267,143.7599945,54.67592621,73.89821625,119.9835434,63.77000046,138.0200043,24.32458878,9.772909164,32.60526276,185.0954132,97.60385132,42.20000076,17.51943398,32.84326172,61.70376205,21.99240685,54.08576202,857.8400269,239.4119568,20.81331635,52.4848175,67.48951721,73.11116028,65.29693604,121.2254639,156.3687897,24.69000053,114.1665955,79.55169678,161.1891479,102.2219849,138.2400055,69.79242706,51.97240067,109.1791992,205.6845856,74.45127106,34.96929169,75.87194061
+3/10/17,57.46864319,41.41530991,159.7606659,24.83078384,65.90525055,60.11831284,30.84120369,46.16674042,77.80495453,15.69962692,486.8999939,80.70507813,19.03992462,68.57958221,54.2080574,12.25885582,167.5478516,128.0028229,50.26505661,43.40000153,85.81626129,11.98862934,38.33180618,27.09000015,58.63999939,117.3872681,81.81999969,105.9499969,22.67268753,98.48459625,133.1755981,128.7075806,27.73335457,154.0368805,230.2414093,26.38255692,83.51000214,30,114.010498,100.89814,76.06575775,40.62678528,230.3899994,31.53546715,49.93694687,46.53388214,56.42671585,91.42975616,27.90776443,168.0998993,84.01678467,53.89053726,33.60838318,53.42768478,121.0899963,71.83000183,40.04537201,77.69586945,86.96224976,79.81835938,145.871048,145.9299927,55.30258179,73.62351227,121.2043457,64.19999695,149.2400055,24.39154625,9.852436066,32.60526276,185.9081573,98.68937683,42.22999954,17.51943398,32.31215286,61.89441299,21.83854485,54.17229843,861.4099731,237.6894836,21.35322189,52.87677383,67.99507141,74.21987915,66.10856628,122.2461472,157.9048462,24.63999939,115.2901459,79.85009766,163.0791931,101.8200531,138.7899933,70.51719666,51.35087967,108.64534,203.7595978,75.03058624,35.25233459,75.94847107
+3/13/17,57.26060486,41.46153259,159.663208,24.7411747,65.76425171,59.21372223,30.91610527,46.31502151,77.66439056,15.66456223,485.4500122,80.99113464,19.04877853,68.80997467,52.85965347,12.11406708,167.1877289,127.1265182,50.11070251,42.97999954,86.67248535,12.17277241,38.43239212,26.77000046,58.94499969,117.491478,82.23000336,109.1800003,22.53779221,100.1814499,133.2330017,128.8234863,27.59140396,153.2730713,231.3589935,26.00178528,83.61000061,30.22999954,115.0552216,100.7324295,75.84513092,40.53159332,231.0700073,31.6483345,50.19475174,46.23411179,56.98223877,91.09130859,28.17283821,168.4290924,84.80644226,53.84605789,33.62704468,52.15428162,121.8000031,72.08999634,40.8311348,77.71490479,86.58493042,80.16503906,146.0883789,146.2899933,56.31111145,73.66014862,121.5771179,63.38999939,151.0299988,24.82198715,9.737565041,32.64066696,186.8466492,98.96309662,42.40999985,16.99953461,32.29318619,61.68470001,21.99240685,54.41460419,864.5800171,237.4788971,21.65916824,53.18474579,67.93992615,74.85739899,66.34568787,123.7916946,157.7659912,24.73999977,115.3870087,79.83145142,163.2998505,101.605072,139.6000061,70.75879669,51.4450531,108.8588715,205.2514648,74.36716461,35.38016129,75.78582764
+3/14/17,57.03591919,41.01779938,160.1408234,24.64260483,66.48815918,59.25987625,30.33561325,46.45457077,77.31771088,15.55937195,481.3699951,80.14190674,18.63255692,68.15721893,51.29781723,12.25885582,166.3289185,125.6137924,49.71120071,42.77000046,86.59882355,11.89171505,38.37753296,26.67000008,58.68500137,117.3683395,82.30999756,109.0699997,22.3354435,99.65415955,133.0320282,128.929718,27.50268936,153.9158325,229.6497192,26.04385567,83.51000214,30.14999962,114.5521927,100.667984,75.03940582,40.73149109,229.9199982,31.63097,49.54610443,44.70953369,56.76367188,90.19816589,28.13142014,168.1281128,84.49247742,53.79267502,33.52437592,51.93441391,121.4400024,70.76000214,41.2240181,79.34249115,86.54718781,78.74273682,145.8899536,145.1300049,56.09569931,73.15649414,121.6796188,62.97999954,150.9600067,25.20459747,9.719891548,32.72034454,185.1631317,98.14189148,42.31999969,16.68564034,31.95175743,61.39873123,21.45388985,54.55306625,865.9099731,237.0578613,21.63217545,53.05408478,68.11457062,74.92207336,65.49756622,124.0930481,157.0716248,24.43000031,114.7283707,79.63562775,162.1965485,101.4368134,139.3200073,70.16822815,51.10604095,108.8200531,203.5574951,74.77830505,35.48971939,76.24507141
+3/15/17,57.73492813,41.05477905,161.6711884,25.1713028,66.35653687,59.72140503,31.92728996,46.99535751,78.0485611,16.07655716,485.5,81.24417877,19.18161201,68.62757874,52.66563416,12.45190907,168.6190643,127.2833481,49.54776001,42.83000183,86.50676727,12.49259949,38.51468658,27.20999908,58.82500076,118.2113571,83.02999878,111.9300003,22.57633591,100.8716812,134.4390259,130.5716705,28.02612686,155.126709,232.3826447,25.51372337,83.48000336,30.18000031,115.1325989,102.2975922,74.06100464,40.9789772,231,32.0390625,50.22801208,45.94289398,57.75632477,90.95967865,28.57045746,168.1093292,85.12989044,54.41548157,33.41239166,52.81387711,122.1100006,70.25,42.11518478,81.13188171,84.820961,80.79618835,146.2017517,146.4799957,56.93777466,73.00997925,122.9190445,63.50999832,152.6600037,25.65416718,9.993817329,32.83543396,186.9821014,98.80265045,42.77999878,17.12705994,32.63461685,61.72284317,21.79046631,56.30111313,868.3900146,236.1583252,21.97411156,53.25940323,68.89589691,75.59654999,67.44916534,125.8622055,159.7599182,24.64999962,115.7066345,80.00863647,164.8060913,102.1565475,139.7200012,71.41197205,51.36029434,109.5771637,203.6922455,75.91825104,36.13798141,75.80496216
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+4/7/17,63.28658676,44.91075897,156.748703,25.00104523,68.5377121,58.27221298,32.12391281,47.27446747,75.70457458,16.22002983,482.8900146,85.38227844,19.09305763,66.2660675,52.90815735,12.45190907,150.8706665,125.4055481,48.340168,39.59999847,82.73200989,12.95779896,38.96274567,28.56999969,57.90999985,111.2399063,81.87000275,110.0800018,22.43180084,101.5619354,137.1955566,131.5664673,27.78658295,158.9270935,215.3183289,24.48711777,84.37999725,28.05999947,115.7323532,102.7579498,72.94182587,42.15932846,228.3500061,32.36031342,62.76196671,48.12698746,57.87029266,91.56138611,29.42368126,168.2409973,83.3603363,51.71873856,30.94845963,49.2938118,130.2200012,71.45999908,36.44232178,80.18960571,78.80274963,78.92942047,144.5293274,137.0299988,55.42008209,70.58333588,120.1512833,56.5,140.1100006,26.88809395,9.755236626,29.843153,189.2944489,96.46166992,42.75,18.15703583,32.79584122,62.60935593,23.47331047,54.50979614,842.0999756,218.0718079,21.05627251,52.56881332,64.9986496,74.40467072,68.00547028,122.9557266,151.8835449,24.64999962,118.7092361,76.77285767,159.279953,102.3715363,140.7799988,72.29043579,54.63741302,109.9557266,196.1559143,74.53394318,36.24753571,74.71356964
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+4/27/17,63.2949295,48.75732422,161.4859772,25.66415215,70.92571259,57.764534,30.81311035,50.45808029,78.30433655,17.05319023,513.2999878,85.85212708,18.3703804,69.93313599,54.08195496,12.7414875,150.2612,131.0623322,50.9278717,37.72000122,85.92673492,12.60890007,39.32851028,28.70999908,59.94499969,115.3129272,85.62999725,113.9899979,22.03673935,103.7093582,137.6262512,131.5375061,27.07683754,165.2890167,181.4151306,24.83212662,85.84999847,31.19000053,116.5655136,103.7062607,72.0567627,42.79985046,238.8800049,33.06361771,61.33556366,45.92149734,59.23810959,94.48526001,28.87695122,172.3517609,78.12770844,51.50342178,30.84579277,51.37001801,133.3800049,73.66000366,40.38075256,81.92189026,77.6424942,77.71155548,148.4212799,126.9899979,58.98420715,76.29962158,124.4287567,60.08000183,124.1699982,29.66203499,10.08180428,30.5779438,185.4824524,99.26517487,44.58000183,16.54760933,30.88954163,65.0782547,23.19443893,53.23770142,891.4400024,216.0908813,21.83913803,52.94210434,67.58972168,75.11719513,69.75645447,132.3944244,165.364624,26.18000031,120.0458832,80.09254456,167.5404053,100.3712158,147.6999969,72.38052368,57.72618103,115.9252472,194.606308,77.48597717,36.55359268,77.17295837
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+5/9/17,65.89746857,48.26369095,150.3058624,24.59780121,72.1291275,58.41989899,30.67266655,48.47813416,78.50214386,15.80344582,547.4299927,85.78887939,17.72892952,65.07219696,56.53624344,12.9345417,150.7228851,134.963562,52.73472977,38.00999832,85.46640015,11.27144432,39.78570557,26,59.86500168,115.8680115,86.26999664,113.6900024,21.88256836,104.8118362,147.3890381,131.2284088,25.83578491,167.3466187,177.5271149,24.65541458,87.12999725,31.40999985,120.6017532,103.7799072,72.65322113,43.47859955,234.3899994,33.3154068,60.55980301,43.72980881,59.52268219,102.307312,28.82724762,175.8228912,83.28421783,50.57042313,26.34496689,51.04706192,135.6000061,74.12000275,40.15077591,80.68453217,77.65194702,72.81347656,152.0306549,130.8399963,61.0306282,74.74209595,124.6617203,60.27999878,119.7300034,29.61420441,10.12645531,30.33005905,184.5923157,91.63811493,45.56999969,14.46441936,29.58393288,65.81226349,22.90594864,51.81848907,956.710022,214.1291046,23.28787804,51.53292084,63.84191895,73.86212921,70.551651,135.5050201,170.7412109,26.37999916,117.6825409,80.17648315,166.2068329,99.46453857,150.4799957,71.64185333,57.6613884,113.2850723,188.638855,79.01840973,36.41555023,75.35723877
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+8/11/17,68.62913513,56.28253555,171.2161713,26.07987785,76.57339478,58.00330353,34.25307083,54.16117096,79.26121521,15.99120712,577.5800171,91.97515869,17.09453964,69.99167633,52.60728073,13.32064724,157.5885315,135.2001343,51.07760239,30.87999916,76.8039856,13.52960968,42.03074265,21.87000084,61.41999817,122.6916656,71.02999878,116.9199982,24.02737617,105.1431961,151.9459381,136.9101257,29.22570992,152.2525635,156.0864563,17.64517975,88.29000092,33.81999969,134.6291199,108.0060654,76.5464859,46.29109955,245.4299927,33.75375366,69.18766785,46.0210495,61.94602203,110.6857224,31.25858116,223.9667511,76.45324707,51.22575378,27.51355553,52.71349716,146.4700012,76.26999664,42.94221497,83.72089386,79.25644684,78.38322449,171.2040405,117.8199997,60.16689301,73.66048431,138.1269531,64.41999817,124.0999985,29.35969353,10.01968288,31.26831055,198.6858673,103.2923508,38.20000076,24.27124405,23.53955269,69.5066452,23.7631073,53.56047821,930.0900269,215.224472,27.84707451,55.27019882,73.60398102,75.65924072,66.23384857,140.7487793,171.9911652,26.40999985,126.2351151,75.60522461,185.9485626,98.87535858,168.0800018,72.13684845,50.51288605,124.4294128,205.7947388,79.30866241,38.36777115,81.2829895
+8/14/17,70.45256042,56.88217926,174.3037872,26.30594444,76.85912323,58.27295685,33.77485657,55.84985352,79.98081207,16.12558556,582.0800171,93.36140442,17.05867958,71.01416016,53.17085648,13.32064724,159.6719666,137.1074982,51.78300858,29.62999916,77.69437408,13.71375179,42.22434616,21.75,62.02500153,124.1176376,71.94999695,117.8199997,24.55938148,106.5565186,154.2326355,138.3242493,29.50733948,153.4772186,159.106781,17.41413498,90.25,33.77999878,135.8646088,109.2389984,77.38573456,46.87644958,248.5700073,33.91160202,69.70617676,45.94202423,62.87086105,112.9424896,31.67951965,226.1312866,76.51055908,51.95896912,27.92814636,53.5404892,149.1600037,77.27999878,43.43259811,84.79277039,80.65396118,79.13838196,172.1490479,119.0100021,60.60858154,73.55844879,138.9528503,64.91999817,126.2799988,29.74360466,10.02870941,31.75169754,201.5856018,104.1277466,38.43999863,25.05831528,23.48225594,70.55163574,23.60861206,53.65685654,938.9299927,218.3066254,28.36410713,55.68647003,74.09777069,76.74422455,67.1604538,143.7388916,172.7854004,26.68000031,128.7727661,76.36389923,186.6132965,99.57089233,170.75,73.03481293,50.55087662,127.1272049,207.58078,80.34050751,38.64599991,82.42088318
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+3/26/18,87.34693146,66.29460907,184.7694397,24.99572563,84.27412415,51.48876572,37.69136429,67.47383118,75.58911133,16.82159615,588.75,104.4137573,13.74922562,96.0038147,56.32498932,15.74891186,166.4148254,153.2447205,66.45310211,39.86000061,84.10035706,17.20276451,40.34860611,19.88999939,71.27999878,147.6993408,58.84000015,119.5500031,28.47429466,91.47470856,167.9799957,115.3556824,31.58214951,183.5778351,266.5376282,24.95558357,118.9700012,37.86000061,137.6679077,101.1406631,86.86426544,44.95250702,234.1999969,24.96266365,63.8095932,51.43188477,55.90341187,114.9367828,27.59847069,316.9281006,82.24319458,41.73549652,31.63874435,59.65719986,228.9100037,84.22000122,48.84463501,102.856987,91.81641388,97.15389252,210.5803833,147.6000061,78.99920654,57.8734169,154.556839,60.59000015,86.37000275,33.85219574,10.12187386,33.5177269,234.1306,110.0470963,37.66999817,29.94944191,29.27902412,91.26772308,23.23500061,61.01044083,1054.089966,247.0298615,24.03733826,65.76194,70.0148468,100.9001236,76.32591248,104.821312,208.6719208,27.25,167.4207611,64.25167847,213.2641449,93.87599182,160.0599976,57.56290436,55.49137878,160.3448639,255.365921,105.9238586,37.53516388,89.97697449
+3/27/18,85.86331177,64.60649872,181.4678802,25.22854805,82.87759399,51.21245193,36.87876511,66.66012573,75.3000946,16.76671219,573.210022,103.7947617,13.71287632,95.03664398,55.44475555,15.60218334,162.5771637,151.045166,64.77948761,39.52999878,84.09087372,16.70848846,40.53764343,19.72999954,70.27999878,143.8437805,58.93999863,117.6100006,28.53286362,90.57314301,163.6727753,113.8400269,32.08388519,179.5870209,263.0689392,24.91980362,113.8099976,37.59000015,135.7319489,101.9266129,85.01174927,43.88865662,227.8999939,25.3718853,63.22171021,51.37776566,56.25410461,113.3841095,28.15450096,309.365448,81.33314514,41.74471664,31.04017067,58.72564316,213.8000031,82.88999939,47.76696014,102.9931107,90.41602325,96.27563477,207.0952301,144.9600067,77.82379913,56.933918,155.6674347,59.75,85.02999878,33.79403687,10.22458839,32.4746666,229.0448456,108.3104248,37.63000107,29.58455849,29.06734657,87.07318878,23.06052399,59.75754547,1006.940002,239.644516,23.35694885,65.08725739,70.00527954,97.0761261,75.01774597,103.5949249,205.6266327,27.03000069,166.0596924,62.81370544,212.1835785,93.65570831,152.2200012,58.62115479,55.16495514,156.6529083,248.1015015,104.8333511,38.1852417,88.811203
+3/28/18,84.70970917,65.3885498,181.2425537,25.09816551,84.53417969,52.48919678,36.27405167,66.60588074,75.58911133,17.17362785,571.9000244,103.9916992,13.45842934,94.03040314,55.01442337,15.45545387,161.9217529,150.616684,65.41300201,40.5,84.16680145,16.23359108,40.94405746,19.27000046,70.73999786,142.4426422,58.75,116.8099976,28.38643837,86.82147217,161.8643646,116.4019699,31.95380783,180.0380859,267.3566284,26.00210762,112.8799973,37.5,136.3577118,103.3848648,85.11844635,43.50180054,228.8899994,25.6174202,61.55487061,50.17811966,58.33934402,111.6876602,28.86939621,308.3057556,82.39809418,40.86024857,31.45821953,58.87619019,212.5399933,82.30000305,47.23298264,101.0777206,91.0437851,95.36039734,203.1961517,142.6100006,77.34967804,58.91627121,155.3610687,60.63999939,84.95999908,33.05727005,10.48603725,33.03345108,229.2010345,107.8280106,37.38999939,29.85082626,28.24949646,86.99532318,22.99266815,57.33347702,1005.179993,241.6895447,23.44083023,65.7330246,70.70410156,96.46089172,74.39659882,104.3111496,204.9300079,26.68000031,165.5309448,64.3659668,212.709259,94.09625244,153.0299988,59.11320877,55.58738327,156.0637665,246.5434265,105.7462769,38.27004242,89.57865906
+3/29/18,84.65077972,66.75241089,185.729538,25.51724243,85.68993378,51.8984642,36.91656876,67.01273346,77.28471375,17.23836136,575.0300293,102.8006134,13.68561363,96.19919586,56.02179337,15.74891186,161.9407196,152.4864197,65.64939117,41.16999817,85.26776123,17.02831268,41.04801941,19.52000046,71.30999756,148.3274231,58.52999878,117.6200027,28.78665924,89.90424347,163.1283112,115.1992188,31.60072708,184.7642975,271.9718628,26.60140419,116.3000031,37.95000076,137.2083282,103.3564606,86.96652222,44.24650192,232.2200012,25.72655106,64.46801758,51.34168625,58.40569687,112.8473663,29.00178909,315.8780518,83.46304321,41.51438141,31.85726929,59.51605225,216.0800018,83.23999786,48.76696396,102.3805771,92.54074097,97.69933319,207.7788086,144.6100006,77.79416656,58.44651031,156.3759308,61.93999863,83.33000183,33.94913864,10.61676311,33.84368896,234.3843994,109.4874878,37.36000061,30.10722542,29.15394211,88.82495117,23.24469566,58.97676086,1037.140015,244.1028442,23.68316269,66.24385834,71.08701324,98.33502197,75.20597076,108.3238678,205.4674072,27.31999969,167.0290985,62.34709167,208.3285217,94.77624512,159.7899933,59.66619873,55.57778168,158.3810883,251.0034027,107.4376068,38.49615097,90.61812592
+4/2/18,83.76662445,65.73190308,176.7653503,25.12610435,82.39602661,50.75511551,37.10554886,66.10861969,74.64498138,16.91468239,562.6799927,102.0409317,13.54021549,93.59077454,53.14637756,15.3087244,157.7326508,150.10849,65.22389984,39.54000092,82.3445282,16.61157036,40.32970428,19.56999969,70.54000092,142.9934387,57.93999863,116.0599976,27.8886013,86.23981476,162.0588074,112.4026031,31.4613533,179.1947937,266.5472717,26.00210762,115.3000031,37.15000153,135.1159363,101.3679123,83.9706955,43.53081894,227.6100006,25.51738739,63.13773727,50.63813019,57.85595703,111.4288864,28.56931496,310.6371765,80.03585052,40.62070465,31.03067207,58.33985519,212.2799988,80.76999664,47.41745377,101.6221848,90.54158783,95.87811279,204.0722504,140.7100067,76.12489319,57.34729385,155.4568024,59.91999817,80.55999756,32.84399414,10.61676311,33.30352783,232.8127899,109.3138351,36.63999939,29.91985893,28.008955,86.14862823,22.44014549,58.71347046,1012.630005,239.7317505,22.90024948,64.67282104,69.27775574,95.26825714,73.11665344,104.7722626,202.1633759,26.84000015,163.9740448,60.09012985,211.4437256,92.93741608,155.3899994,59.14133453,53.99369049,155.7888489,246.7674103,103.8243103,38.43020248,88.40320587
+4/3/18,84.31395721,67.08621979,177.7548523,25.21923065,83.59994507,51.53640747,36.68979645,67.14836121,75.48313904,17.247612,568.5800171,100.7185211,13.64017773,94.68493652,54.74057388,15.65109253,159.7939606,152.7261505,65.74394226,40.38999939,83.64479065,16.84416962,41.00076675,20.17000008,70.97000122,143.7761383,57.93000031,116.7900009,27.99597931,87.65519714,163.7214203,115.7565842,31.61931038,179.0575409,273.5134277,25.93055153,116.4899979,37.79000092,135.6537476,102.4474106,85.10871887,43.41476059,230.6999969,25.49010658,64.19016266,51.05305099,59.09761429,110.8442307,28.96647835,318.7104187,81.25569153,40.8141861,31.76226234,59.0643959,215.9299927,81.63999939,48.90288925,102.0208282,92.17372894,96.27563477,206.0747681,142.3399963,76.57924652,58.79413605,155.1025696,59.95999908,81.88999939,33.38687515,10.73814964,34.40246964,235.2922058,110.0278015,36.77999878,30.04805374,28.68247604,87.30674744,22.81818581,60.492939,1018.679993,242.8622742,23.60860252,65.39568329,70.34989929,96.71645355,73.27663422,104.9488602,205.6863403,27.45999908,166.294693,60.1567955,218.6281128,93.67486572,156.1100006,59.15070343,55.68338776,157.958847,252.3374481,105.5540695,38.45847321,90.09354401
+4/4/18,85.43388367,69.48965454,180.1942749,25.33098602,84.00445557,51.96516037,36.84097672,68.88424683,75.83960724,17.3955822,574.5300293,102.144104,13.77648735,93.62984467,55.12200546,15.65109253,164.828476,155.4589081,67.94706726,40.79999924,85.1633606,16.80540657,41.81359863,20.65999985,71.12999725,144.9163818,58.31000137,117.9700012,29.77257156,88.79909515,166.8521423,116.4410934,31.75868607,181.9109192,277.9263916,26.91446686,119.4800034,38.22999954,137.0127869,104.3317795,85.71178436,44.01438141,238.9100037,25.32641792,64.13964844,50.98089218,59.85588837,111.9943466,29.39012146,315.4541321,83.50176239,41.79998779,32.21831131,59.26199722,225.0500031,82.73999786,50.10676575,103.1292191,93.05259705,94.97212219,208.9148407,143.4100037,77.07312012,60.39128494,155.4185181,62.72999954,83.98000336,33.86188889,10.63543797,35.41759491,233.0665741,112.6135101,37.27000046,29.97902679,28.58625412,89.85655975,22.98297691,60.48386383,1029.709961,244.8394318,23.92549324,65.92579651,70.74239349,98.63791656,73.95425415,107.1955948,208.3136597,27.73999977,165.9324036,62.38518143,222.726532,96.34690857,155.1000061,59.13196182,56.48024368,159.3236694,253.0970154,108.3024826,38.55268097,90.90957642
+4/5/18,85.99804688,68.78388214,178.3132477,25.41480446,84.5727005,51.95563126,37.10554886,70.0595932,76.78373718,17.23836136,577.6699829,102.9788132,14.08545876,93.01438141,55.61102676,15.65109253,163.3845978,157.3574371,68.49550629,40.45000076,86.0460434,17.55166435,41.96482086,20.72999954,71.23999786,146.4624634,58.56999969,118.7600021,30.07518005,92.84159851,168.0091248,116.9691162,31.91663933,182.6267242,283.0522461,27.66581535,119.0400009,38.72999954,137.0518951,104.7010727,85.9549408,44.44960022,239.5,25.46282578,66.96859741,51.81072998,59.98858261,112.9240494,29.80493927,324.0861206,84.59575653,41.8552742,33.06390762,59.00631332,223.5399933,82.95999908,50.94172287,103.7320328,94.18256378,96.93201447,211.2158051,143.2400055,78.07073212,60.74830627,157.0174255,62.24000168,83.06999969,34.48231888,10.73814964,35.38965607,235.3215027,113.3757172,37.45000076,29.89027023,29.18280602,89.9052124,23.20592308,61.52793503,1032.640015,247.9311981,24.08394051,65.95471191,71.17315674,96.77322388,74.58482361,108.0295334,210.8414307,28.09000015,168.1257629,61.56619644,222.9991302,95.48495483,159.3399963,59.66619873,56.77785492,159.2942505,254.1487274,109.9265366,38.93896484,91.8554306
+4/6/18,84.002388,67.22928619,172.8564301,25.04228592,83.49399567,50.8408699,37.12444305,68.99273682,74.79911804,17.06265259,555.2600098,101.2999954,13.78557491,91.46105194,54.07551193,15.45545387,159.717926,153.3781738,68.35366058,39.52000046,84.71729279,16.79571342,41.51114655,20.72999954,69.83999634,142.4136658,58.06999969,116.2900009,29.31378365,88.99298859,163.7117004,114.9743271,31.77726364,180.3812866,276.2113647,26.65506744,116.0999985,38.18000031,135.1257172,103.498497,82.50195313,43.35673523,236.0800018,25.39916801,65.78145599,51.13423157,59.76110458,110.0582962,29.59311485,314.1824341,82.6885376,41.89212799,32.12329865,57.65213013,218.6100006,81.38999939,49.77667618,101.097168,91.47838593,93.17861938,207.8654327,140.7100067,76.55949402,59.54573059,155.8206482,60.29999924,64.01999664,33.0863533,10.66345215,35.09163666,228.703186,109.6997528,36.43000031,29.54511452,28.15327835,87.81281281,22.45953369,61.31004715,1009.950012,242.2710571,23.77636719,64.66316986,69.88084412,94.14189911,71.49790192,105.5178909,204.5717468,27.35000038,163.2690277,60.44248199,218.0245514,94.67088318,157.1999969,59.40376663,56.0098114,156.1128693,249.5913696,107.4087524,38.64689636,89.62242889
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+5/8/18,86.50327301,72.13150787,159.9636841,24.72564697,82.57901001,54.08035278,37.77640915,69.86972809,80.15567017,18.52384377,546.4299927,96.35739899,14.78575516,95.57396698,51.18052673,16.2380085,160.0504456,156.7821045,65.63993073,35.36999893,85.21081543,14.86964798,39.51687622,21.82999992,70.41000366,148.1155853,63.72000122,130.5299988,30.42658997,97.6402359,180.8917694,108.7943726,31.21697998,190.6966095,279.4873047,26.63718224,128.75,30.53000069,138.1585999,91.65250397,88.75624084,44.61420822,213.4299927,24.96266365,73.57788849,58.44645309,58.89857101,99.74542999,29.55781746,325.9840088,81.99147797,39.39610672,31.5771389,47.8508873,234.5599976,89.05000305,48.18444443,104.8501511,87.09375,96.64542389,203.3729401,169.6300049,81.41916656,57.47359085,153.1015625,63.15000153,62.86999893,31.07965279,11.06981754,33.83437347,236.1805267,121.345108,36.93999863,33.46241379,32.2845459,93.24333191,22.62432098,70.99726868,1058.589966,229.700531,25.92938232,66.22458649,67.18133545,100.4220505,71.05963898,108.4514008,207.0696716,29.82999992,172.9629364,59.38542938,225.8806763,88.25415039,178.9199982,57.27618027,55.36656952,164.8518066,215.9957275,102.4212799,39.61604309,97.25754547
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+2/26/19,65.87511444,58.64160538,109.2369537,29.97291374,96.73095703,78.59884644,33.57903671,80.38906097,89.41664886,18.79330444,676.9799805,114.1622314,18.30665588,99.90714264,52.96680069,13.13014889,185.8965149,177.5860443,70.67928314,30.62000084,106.5111923,12.95072842,43.3174324,26.89999962,84.72000122,158.7164764,44.52999878,143.1199951,27.07031059,89.16802979,172.0776672,109.5987549,39.44155502,215.6208496,302.5470581,22.83247948,163,27.26000023,169.812088,112.6283798,82.19661713,51.69269943,140.0200043,30.31000137,75.37376404,61.11695099,71.62876129,116.740097,32.5452919,419.2540283,82.71298981,45.15403748,31.21269798,48.53134537,261.2200012,102.5699997,40.93798828,139.5301361,79.55149841,82.64494324,181.6318207,171.8200073,82.94773102,58.72565842,183.7851868,60.95000076,85.69999695,27.17521477,16.76216507,38.49132538,178.8569183,149.7993774,46.38000107,40.9403801,21.61483765,111.1957092,24.5990715,61.82462692,1122.01001,194.8823395,23.288311,78.33078003,83.72692108,104.3887634,77.77838898,126.1093216,253.3223419,39.86000061,201.2443085,69.71848297,258.6065979,108.0427856,164.1300049,59.21164322,69.86759949,171.249588,209.4023743,123.4913025,44.20812988,105.460289
+2/27/19,65.62996674,66.91618347,108.9402847,30.19579697,96.16246796,78.48204041,32.68552017,80.75727844,89.02485657,18.60250854,686,114.3071365,18.36380577,100.9181061,53.12464523,13.13014889,187.2070465,177.7328644,71.393013,26.01000023,105.8903656,12.93107605,43.55975342,27.03000069,85.05000305,158.0180206,44.95000076,143.8600006,26.72502708,90.42225647,172.6106873,107.4156723,39.38352966,216.056839,305.0670776,23.38666725,163.1199951,27.26000023,169.6535034,112.0456619,82.44249725,51.47649765,138.6000061,30.35746384,76.25871277,61.93450546,71.24982452,115.5693741,32.50813675,427.7713928,81.59924316,45.37566757,31.22245026,49.30537415,262.8999939,102.6299973,40.63350677,140.8600311,80.88881683,82.48319244,181.7494965,171.3800049,82.94773102,56.61587143,183.6180878,60.29999924,87,26.66469574,16.63613129,38.38576508,178.9553528,149.8973389,46.95999908,40.59401321,21.97655106,111.0076752,24.25618935,62.39569092,1122.890015,194.88237,23.33628845,78.94849396,84.09856415,102.8706741,77.92333984,126.7420425,258.4588318,39.93000031,203.0071716,69.6111908,245.9211426,107.8852692,162.8099976,58.50697708,68.89530945,172.3516083,207.6345367,124.1941299,44.19841003,105.9336319
+2/28/19,64.58074188,66.93563843,108.3963699,29.20735931,97.0249939,79.13426971,32.78159332,80.41667175,88.64286804,18.70744514,680.9099731,114.7225571,18.2495079,101.5227051,55.28514862,13.12029171,185.8965149,177.3217926,71.02148438,26.38999939,105.5217514,12.67559719,43.94747162,27.25,84.69000244,158.7558289,44.58000183,142.3000031,26.63623619,89.45218658,170.9129181,108.1762924,39.41254044,216.7405396,298.8406372,22.89713478,163.6499939,27.70000076,169.9904633,113.2185822,81.22289276,51.23080826,136.1199951,30.53782272,76.15660095,61.08843231,71.59960175,115.5888901,32.89823914,432.2117615,82.10191345,45.41421127,31.7977562,49.98264313,262.5,101.6800003,40.05162048,140.9880676,82.18682098,81.36995697,182.8672943,168.1399994,82.7088623,55.967453,184.5125427,62.09999847,86.23000336,26.26217651,16.70399475,37.88674927,178.1580811,149.9463348,47.15000153,41.24715424,21.65394211,110.869133,24.11904144,61.92760086,1126.550049,193.5050812,23.17316628,79.13578796,84.91030884,102.9388046,77.0826416,121.9076538,258.8877258,40.11999893,204.6115875,69.43562317,238.1918488,108.9682541,161.4499969,57.8119545,69.0033493,171.875061,206.8148346,122.1832733,44.60684586,106.2492065
+3/1/19,65.96336365,65.93412781,109.3061752,29.23643112,95.98603821,79.48472595,32.49336243,80.34303284,90.20023346,18.65020561,698.7600098,115.1862869,18.80194473,102.1966782,53.60804749,13.36672783,186.9527588,176.264801,71.31480408,27.45000076,105.8806686,12.64612007,43.9862442,27.51000023,86.38999939,161.5299683,51.63000107,144.9400024,26.37973976,88.96226501,172.7093811,109.1147232,39.557621,217.4341278,296.6441956,22.6200428,164.5299988,27.81999969,170.1093903,113.7472763,83.07199097,51.60425186,137.4799957,30.62325478,76.95645905,62.61897278,71.41499329,116.1254654,33.23260498,432.8601379,81.78651428,45.5009346,31.65149117,51.49199677,264.0100098,103.1900024,40.33763123,141.4707794,82.85549164,81.88021851,182.563324,166.5299988,83.38565826,56.25778961,184.3552704,61.65000153,88.16999817,26.48797798,16.96575165,37.93473053,179.9298096,150.7988129,47.91999817,41.7617569,22.31871414,111.363945,24.72642326,63.2382431,1148.52002,194.9807281,23.1635685,79.17520905,85.07657623,103.8924866,77.52716064,123.8453598,263.3658752,40.75,206.3447418,64.9684906,242.0564728,110.4942856,162.2799988,59.18268967,69.58279419,174.406723,207.3975067,123.9403229,44.60684586,107.3931656
+3/4/19,64.72784424,65.20487976,109.0688324,29.40116882,95.90762329,79.21215057,33.09865189,79.02669525,90.39613342,18.88870239,689.1900024,115.4567871,18.90671921,100.997406,53.10491562,13.36672783,185.6031342,176.8520203,71.05081177,28.07999992,105.2598343,12.55768681,44.24795151,27.12000084,85.55000305,160.1724091,50.13000107,143.8800049,27.3070755,86.70855713,173.5780334,108.8776474,39.40287399,216.4135437,296.7324524,22.49996758,158.5,28.10000038,169.0985565,113.7374802,82.50152588,51.14236069,138.2299957,30.72767448,77.46775818,62.64748764,71.88139343,114.8084106,33.13043594,425.0697632,79.32247162,45.07695389,31.65149117,51.32751083,258.1600037,103,40.17983246,139.8847504,81.92131805,81.92834473,180.1218262,163.2899933,82.9875412,54.1576767,185.0236511,59.83000183,85.41000366,26.35053444,16.59735298,37.66603088,178.2958679,150.1717072,47.41999817,41.27684402,23.10079575,111.0967484,24.82439041,63.14462662,1153.420044,192.7967987,22.96206474,78.48519135,83.91275024,104.5152893,78.56111908,123.5784378,258.7680054,40.29999924,204.6016693,63.14457321,232.0949554,108.9288788,167.3699951,59.93561935,69.68099976,171.0013885,203.8125,122.4273148,45.00555038,107.4917755
+3/5/19,63.82570267,64.96179199,107.4865494,29.23643112,96.38790894,79.53339386,33.14669418,78.7137146,90.81730652,18.92686081,693.4099731,115.5244141,19.02101707,101.5227051,52.82786179,13.22872353,184.6642609,175.3937531,74.30661774,27.38999939,105.0852203,12.61664295,44.19948196,27.29999924,85.61000061,161.0085907,48.81000137,143.5,26.51785469,86.15982819,173.2621613,108.571434,39.09336853,217.8106537,295.4381104,22.50920677,156.9700012,27.78000069,155.8386383,113.6004181,82.32447815,51.45684052,135.1699982,30.8320961,77.59529877,62.69501495,71.83280182,116.4961929,32.7867775,422.5450745,78.51426697,45.11549759,31.41746712,52.05316162,257.3800049,103.3799973,39.94313431,139.4907379,81.58699799,80.98487854,179.062851,162.1499939,83.61458588,53.18988037,185.1022949,60.75,85.04000092,26.39962006,16.88819504,37.6948204,177.183609,149.583786,47.5,41.30653763,23.05191803,110.5425491,25.22604561,63.21951675,1169.189941,192.8164673,22.92368126,78.8597641,83.67803192,103.7075729,78.07795715,124.5374069,253.7911224,40.18999863,203.3934174,61.83760071,237.4149628,110.0217056,171.2599945,60.3313942,70.29974365,169.8298798,203.89151,121.8904419,44.63601685,107.3438416
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+3/15/19,64.47290039,67.7037735,108.1392441,29.85662842,96.98537445,79.94569397,31.96977234,78.53985596,91.86534882,18.27815819,708.5800171,121.8864594,18.92576981,99.48095703,50.82912827,12.65362644,187.0310211,180.9136505,74.95191956,28.09000015,104.583313,12.13516617,44.29201126,25.89999962,86.23999786,163.6843567,49.36000061,145.0399933,26.61437035,84.05918121,183.715332,110.0634079,39.87678909,231.4646912,291.3982849,22.2497406,161.5099945,27.86000061,168.4742126,113.2381668,80.54421997,52.0268364,128.5700073,31.48019028,75.78025818,63.55059433,72.63925934,114.9947281,33.01506042,372.3155212,79.02677917,45.78038025,32.48031998,48.33784485,257.0899963,109.1699982,37.29012299,139.1073303,82.92431641,83.75753021,174.4838104,153.6900024,85.35635376,53.80927277,187.9724121,61.06000137,84.80000305,25.66921806,17.75102425,36.89621735,175.8467102,152.9726868,47.63000107,41.53414536,22.5826664,114.708931,25.4023838,62.02695084,1190.300049,195.0397491,23.60846138,79.13578796,83.73670959,107.7655716,78.55435181,120.4836121,262.591156,40.20999908,203.5716858,61.08657455,248.1627655,109.0765533,165.9799957,61.70211792,69.40600586,175.4193878,201.8767853,117.8980331,46.0947113,111.949234
+3/18/19,64.81609344,68.29689789,110.3544464,29.63374519,98.20729828,79.73007965,31.83471298,79.72563934,90.0043335,18.31631851,706.8400269,121.5257721,19.04006577,96.53726959,50.54218674,12.64369392,187.0994568,181.4225616,76.14472961,28.18000031,104.8373184,12.40046883,44.39956665,25.84000015,85.08999634,163.7237091,49.25,147.2100067,26.41627312,85.05309296,185.5908051,111.7388535,39.88646317,234.4273529,296.1833496,22.4186554,161.9499969,28.31999969,167.681366,114.8144379,81.16387177,52.53786469,129.5099945,31.46096039,75.46631622,64.99559021,71.88139343,116.0938416,32.91109085,365.7236938,79.23376465,45.8863678,32.4120636,48.24109268,257.7600098,109.3099976,37.91145706,138.9688416,83.4848175,84.01747131,176.7194214,154.3600006,85.80422211,54.84481049,187.6087189,60.49000168,85.62000275,25.89611626,17.59590912,36.80899811,180.2137299,152.36203,47.18000031,41.4450798,23.26698875,116.3517227,25.421978,63.48596954,1188.550049,199.1813812,23.57937431,78.39646912,84.03009796,106.8605423,80.03613281,120.0772552,263.0303345,37.97000122,205.5425262,61.52548599,251.7164154,108.81073,160.4700012,61.31600189,69.57297516,176.6901855,204.8396149,121.2461777,45.80296707,111.9788284
+3/19/19,65.10046387,68.44379425,109.0787354,29.33333778,98.39453125,80.27893066,32.10482407,80.14250946,90.75853729,18.2113781,715.7399902,121.4380264,19.09721565,97.03282928,50.20576477,12.53444004,187.2754974,180.9625702,76.71180725,28.62000084,104.7396164,12.45942593,44.54623032,25.87000084,84.59999847,163.4974518,49.06000137,147.1100006,25.99036217,83.87221527,184.1200562,112.452652,39.08370209,234.8831635,293.7123718,22.47496223,163.9299927,28.63999939,166.4525146,115.6172714,80.19013977,53.10785675,127.9000015,30.86481476,74.82859039,64.9385376,71.41499329,115.2498779,32.60863113,366.8534241,79.90397644,45.52020264,32.2560463,47.98953247,260.4200134,109.1900024,37.63530731,138.9292908,83.00299072,83.71903229,176.6605835,154.2599945,85.29662323,55.25128174,185.2792206,59.59999847,85.66999817,26.21180153,17.29537201,37.09005737,179.235611,152.3029327,47.43000031,41.49456024,23.46251106,116.4308929,25.43177414,62.69013977,1202.459961,197.853302,23.48241997,78.10075378,83.26226044,107.0649033,80.15312958,121.1575928,265.455719,38.16999817,204.5323639,62.1984787,253.818985,107.6391373,161.5700073,60.82369614,70.10331726,177.3454437,202.4594879,121.8318558,45.18059921,111.1109924
+3/20/19,64.19832611,67.67993927,105.8152618,29.32364655,97.2021637,80.44554138,32.67398834,78.66954803,89.83782959,18.23999977,712.8800049,122.5981064,19.13531494,97.93476868,49.17671204,12.52450848,186.91362,180.7178955,75.81230927,28.70999908,104.7786942,12.59699059,44.51689148,25.20999908,83.73000336,163.5663147,48.58000183,146.4499969,25.55454826,83.09479523,185.7289886,111.4810944,39.25778961,234.8137817,292.2218933,22.17466927,163.5099945,28.70000076,164.2227173,115.8424606,78.0459671,51.73200989,126.0199966,30.87443161,74.2497406,65.40435791,71.53158569,113.836731,32.51411819,369.5353699,78.12986755,46.53198242,31.6417408,47.5928421,259.7399902,109.2699966,36.72795868,137.1884766,81.56732178,83.11250305,176.513504,153.4900055,84.52029419,54.35123825,186.6258087,60.61999893,86.30999756,25.89611626,17.38262558,35.85921097,172.9716187,151.7021027,47.29999924,42.06853104,24.31302643,116.3022308,25.87261772,63.7228241,1226.430054,191.1637573,23.07521057,76.71084595,82.7208252,106.685379,79.1880188,121.3855591,265.1263428,37.86000061,203.2151489,61.24262619,247.274353,108.1018753,165.4400024,61.0939827,70.34883881,175.9753571,202.2125702,119.8210297,45.29729843,109.2372742
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+3/22/19,63.09027481,68.65924835,98.06207275,29.76941109,96.84741211,80.65136719,33.28174591,77.55786133,89.020401,17.93472672,702.0700073,122.3446426,18.9543438,99.25298309,48.80071259,12.55430508,182.5909119,182.3327637,76.57492065,28.69000053,105.0034027,11.96812344,44.90799332,25.45000076,85.58000183,162.5530701,50.49000168,145.9100037,26.32712936,81.40219879,188.5816498,111.9073868,40.3990593,235.388504,286.8191223,21.8743763,161.5,28.36000061,164.8173218,118.192215,75.49853516,51.85976791,124.8600006,30.95135307,73.56297302,65.60398865,72.8421936,113.4245682,33.19464493,355.791748,77.63706207,48.89279175,31.03718185,46.59628296,259.6900024,110.3099976,35.74171066,137.1291199,78.66649628,81.89946747,176.4840851,152.2400055,84.17194366,54.23510361,190.6164398,61.63000107,85.33999634,25.73827171,17.50865746,35.31647873,171.904541,151.4952545,46.84999847,42.04874802,23.43318176,115.8371124,25.43177414,61.8090477,1207.650024,185.8908234,23.39516068,77.7557373,83.32131958,106.7340469,77.03356171,120.562912,263.3097839,37.29999924,192.6775665,60.87199402,243.9082642,110.2678452,164.3399963,62.44540787,70.67293549,176.6107635,200.6126556,117.3611526,46.24058151,107.9454117
+3/25/19,63.16872406,69.42311096,98.06207275,29.84693527,96.73901367,80.7101593,33.66762161,78.28971863,89.24692535,17.83932877,708.5999756,122.1301727,19.17341423,100.5216522,48.17734528,12.50464439,182.4833374,181.9608612,76.78025055,28.31999969,105.59935,12.16464424,45.00576782,25.65999985,85.26000214,162.3956604,51.72000122,146.1000061,26.95113373,80.28035736,186.3014832,111.4017868,40.48611069,234.803894,283.9657593,22.39050293,160.8800049,28.34000015,165.1443481,118.3194885,75.74443054,51.83028793,124.75,31.105196,73.06262207,65.860672,72.91072845,112.3647156,33.24189758,363.9356995,75.99108124,49.23004913,30.60814095,45.94804001,262.269989,111.3600006,35.92909241,137.1291199,78.03716278,80.35910034,177.1018219,151.1399994,83.62453461,53.18021011,190.3019104,61.61999893,86.01999664,25.40285683,17.68316078,35.61691666,170.0075684,151.4361725,46.81000137,42.6821022,23.89265633,116.4407959,25.85302162,61.70483017,1197.380005,185.4481049,23.19155693,77.4797287,83.34101105,104.233078,76.97506714,120.9990234,268.2903137,37.63999939,195.1237946,60.16973877,243.6812286,110.6813431,166.2899933,62.05928802,71.00686646,176.1342163,200.8496857,119.6648331,46.27947617,107.5312271
+3/26/19,63.75881577,69.04118347,100.7321777,29.97291374,96.88681793,81.26880646,34.30431747,78.75292206,89.69010162,18.2113781,716.4000244,122.3836365,19.13531494,101.413681,48.23671722,12.41525459,184.126358,183.1744537,77.85573578,28.18000031,106.6642303,12.47907829,45.60219574,26.11000061,86.93000031,164.2254181,52.81000137,148.0399933,27.11951637,79.74895477,184.3766785,112.383255,40.62151337,236.8847046,283.7009888,22.45619202,159.3999939,28.31999969,166.2542877,119.4649811,76.81650543,52.36097336,125.2600021,31.20134926,73.66108704,65.87017059,73.56668854,111.0006256,33.58216858,363.8571777,75.45883942,49.91419601,30.97867775,46.77044296,265.5899963,112.4000015,36.29400635,138.8699341,79.31549835,81.16779327,177.3861694,152.8600006,83.10697937,53.60603714,191.6681671,62.88000107,87.12000275,25.43245316,17.84797096,35.73321915,173.0506439,153.8492889,47.24000168,42.90970993,24.5183239,116.6882019,25.85302162,63.55228424,1189.839966,187.5927124,23.55029106,77.56845093,83.71509552,105.4203033,77.52099609,121.0188293,270.9253235,37.84000015,197.4610748,60.39406967,240.2559204,111.4985123,167.6799927,62.81221771,71.65505219,176.6306152,200.7311707,119.352478,46.54204559,107.9848557
+3/27/19,62.84418106,69.04118347,102.5715866,29.59498405,95.7930069,80.65136719,34.4490242,79.0401001,88.89237976,18.12552071,702.710022,123.2025146,19.03054047,100.6009445,49.30534744,12.30599976,182.2192993,183.654007,78.04151154,28.25,106.9963989,12.488904,45.57286453,25.90999985,87.65000153,163.7630615,52.93000031,148.4900055,28.50619888,78.87314606,186.0349731,113.9298096,40.35070801,237.2215881,284.3579407,22.83155441,155.1199951,28.20999908,166.4723358,119.3377075,77.20993042,51.89908218,126.1299973,31.09558105,73.89655304,65.44237518,73.41004181,108.920166,33.50655365,367.6197205,75.39971924,49.43240356,30.84216118,46.4221344,262.3399963,112.4899979,36.6096077,137.8511658,78.73532104,80.3783493,176.3174133,152.0599976,82.06192017,52.30918884,190.6065979,63.84000015,86.01999664,24.66296959,17.69285583,35.4812355,173.9793701,154.4304047,46.90999985,42.37531662,24.0979538,115.5600128,25.76485443,62.86067963,1178.01001,186.9434357,23.66663551,77.10514069,84.03995514,103.1236877,77.37477112,118.739212,268.3402405,37.49000168,197.154068,60.69643021,238.5975494,111.4689713,165.8699951,61.59593964,71.43898773,176.5611115,200.4546356,122.349205,46.26975632,107.4720612
+3/28/19,63.24739838,69.62876129,105.1427994,29.3914814,95.71417236,80.98458862,34.31396103,80.74466705,88.5969162,18.28942108,703.7800293,124.0311584,19.00196838,101.7903137,49.91881943,12.36559296,183.5200195,186.1203461,78.53036499,28.23999977,108.4422836,12.50855541,45.54353333,25.31999969,87.77999878,172.2723846,53.38999939,150.0399933,28.03076363,79.87689209,186.2817383,115.7737885,40.04121017,239.0150299,288.0644226,22.70018005,155.1799927,28.20999908,167.6516571,119.2887573,78.62627411,52.27252197,125.9800034,30.37444305,75.05056,65.95572662,74.0464325,110.3529358,33.67668533,367.8456421,76.76972198,49.61548233,31.03718185,46.28667831,263.5299988,113.9300003,37.29012299,137.6731262,79.61049652,80.73456573,177.4352112,153.7100067,82.81835175,51.64141464,188.6407776,63.68000031,85.73999786,25.11676598,17.55713081,35.91736603,175.7676697,155.9866333,47.52999878,42.31593704,24.33257675,115.7183609,25.8236351,63.06909943,1172.27002,188.0747375,23.37577057,76.0306778,84.10886383,102.0921631,77.85244751,118.0057526,269.7874756,37.91999817,198.6990509,60.96953201,239.1108398,112.5618134,165.5500031,60.58473206,72.63716888,178.0999756,202.5681152,126.945343,45.60848236,107.6495667
+3/29/19,63.24739838,69.58959198,105.9240494,29.75003052,96.10834503,81.51383209,34.5069046,80.51307678,89.69995117,18.22193527,723,124.7817917,19.05911636,103.0490646,51.36344528,12.40532207,185.7987366,188.0405579,78.47170258,28.34000015,109.4485626,12.66577339,45.81729889,25.42000008,88.27999878,173.1577759,54.41999817,151.6799927,27.69399834,80.67398834,187.4958649,117.4789658,40.2443161,239.9266205,295.0753174,22.55003357,158.3699951,28.37999916,169.1679077,119.9838943,79.42636871,52.78355408,126.1500015,30.51866913,75.77059174,66.39302826,73.74292755,112.4824753,33.51600266,374.7027283,78.37627411,49.86601257,31.10543823,46.1608963,266.4899902,115.1500015,37.88186646,138.8897247,80.32832336,80.94636536,178.5333862,156.9299927,82.71881866,52.19305801,190.016861,69.80000305,86.01000214,25.31407166,17.52804756,35.95612717,179.235611,157.3360138,48.40000153,42.03884888,24.17616081,116.7178955,25.56892586,62.71856689,1176.890015,188.8716125,23.21094704,76.98685455,84.56169128,103.2210007,78.53485107,117.9462891,273.2010193,38.38000107,200.1647949,61.71080017,244.0760803,113.0540771,166.6900024,60.35081482,73.01036835,179.7877502,204.6322174,127.2200317,45.83214951,107.7876282
+4/1/19,64.55543518,70.59828186,110.1566544,29.75003052,96.39411163,81.64125061,34.35255051,80.90215302,89.31586456,18.5883007,730.3400269,123.4852219,19.08769226,103.7428665,51.85817719,12.52450848,187.5493317,188.562439,78.18816376,28.46999931,110.4939041,12.8721199,45.68041992,26.18000031,89.30999756,173.4528961,55.13999939,154.9799957,27.62466431,82.85861969,188.7692108,118.490181,40.08956909,241.9578857,305.2043762,22.96293259,161.1799927,29.20999908,171.883316,119.4454117,82.06370544,53.6385498,127.8799973,30.42251587,77.86164093,66.87786102,73.41004181,113.4540024,33.79010391,384.6445313,77.95245361,49.13368988,31.76850319,45.56102753,272.1700134,117.5699997,39.96286011,139.7799377,83.07181549,83.92119598,181.1611786,161.4700012,83.75392151,52.44467926,187.2352295,69.06999969,85.94999695,26.23153305,17.37293053,36.59577942,184.2151947,159.6309662,48.18999863,41.34611511,25.1048851,117.7866974,25.34360695,63.64702225,1198.97998,193.5444489,23.58907127,77.90359497,84.96530151,105.7219849,80.17262268,119.1852188,275.6663208,38.65999985,203.0071716,61.92538071,242.3782196,112.0793762,168.6999969,61.11104965,72.63716888,183.1533508,209.8072815,126.5431366,45.5598526,110.1544113
+4/2/19,63.1293869,69.97151947,110.1368866,29.82755661,95.52694702,81.55303192,34.564785,80.4019165,89.03025055,18.74256134,734.4500122,125.1424789,19.09721565,104.0798569,52.15502167,12.39538956,188.1947937,187.5678711,77.68952179,27.61000061,109.8979568,12.89177227,45.53375244,25.85000038,89.77999878,172.5183258,56.47999954,153.1000061,27.50580788,81.57933807,191.5132904,119.1940613,39.98317719,238.3016205,305.2141418,23.15061569,160.5099945,29.17000008,171.5860291,119.1321106,81.99456024,53.21596146,127.3600006,30.49943733,77.88135529,66.74476624,74.10518646,114.0918808,33.81845856,383.8684082,73.41861725,49.12405014,31.61248589,45.18369293,271.3500061,117.5100021,40.15024185,140.1260986,83.26848602,86.02957916,182.1907349,165.3200073,84.63973999,50.45103073,186.2424774,69.79000092,86.69999695,26.40910721,17.4601841,36.64423752,181.8242188,159.010437,48.16999817,41.92009735,24.94847107,117.9549408,25.37299347,63.12594604,1205.540039,194.292099,23.69572258,77.45014954,84.18761444,107.3179245,80.56256866,119.3735352,274.2889404,38.52000046,204.1064911,53.99573135,241.2627716,112.9753113,174.1999969,60.92586136,72.9416275,183.7192688,208.2073517,124.8753738,45.268116,109.4641037
+4/3/19,64.21121216,71.03896332,112.1641769,29.75003052,95.7733078,81.52363586,34.68054581,81.01332092,87.10979462,18.607584,732.7299805,125.1522369,18.9448185,102.0876617,52.33312988,12.46491528,188.6740265,188.7889252,77.54286194,26.97999954,110.0054245,12.93107605,45.15243149,26.23999977,90.63999939,174.3087463,56.95000076,153.2400055,27.50580788,82.86846161,192.8261108,121.2858734,39.7413826,240.2635193,305.5180969,23.09431267,162.6199951,29.63999939,171.1896057,119.0146179,82.75513458,53.12751389,126.8199997,30.66289711,78.06876373,65.89868927,73.8114624,114.4549866,33.92242813,377.9642334,73.97057343,48.45916748,31.5442276,45.35784912,271.5,117.4199982,41.0575943,140.7393494,83.88798523,87.20410919,173.9151154,166.7100067,86.38150024,51.08977509,186.0753784,71.19999695,84.34999847,26.6360054,17.50865746,37.20635223,182.9702911,158.6755524,47.52000046,41.90030289,24.44011497,118.7268524,24.97133827,62.58591843,1210.810059,197.5975342,23.65693855,77.25300598,84.13839722,109.7215805,80.78678894,120.9890976,276.23526,38.33000183,205.3939819,53.48854828,242.6743622,113.0836105,173.5399933,61.84204102,73.00054932,184.8808441,206.0346222,124.9048157,45.24866104,109.0301895
+4/4/19,63.65063095,73.02696228,112.8465424,29.58529091,96.67988586,80.22011566,35.19182968,82.95876312,87.87798309,18.55937576,727.2000122,124.9865112,18.97339058,100.4027176,52.62007523,12.49471188,188.0970154,188.8381805,79.56674194,27.42000008,110.9628372,13.32411766,45.445755,27.15999985,90.08000183,174.2792206,57.40999985,153.5599976,28.31800652,84.18711853,193.1616821,122.0492477,38.14553833,242.1659546,307.5380554,24.38931847,158.5200043,29.76000023,170.991394,118.926506,83.38731384,52.89165497,129.6900024,30.45136261,79.23265076,66.05079651,73.70375824,113.7091599,33.96023941,388.8883972,74.87733459,48.4302597,31.69049644,45.55305862,267.8900146,115.2600021,41.78741837,139.1468964,85.25481415,88.76373291,173.5033112,166,86.89904022,51.68013,185.1809082,72.08999634,83.22000122,26.78398514,17.45048714,37.59402084,185.4205627,156.9420319,47.31000137,41.80134583,24.31302643,118.1231766,25.29462051,62.94594574,1219.449951,198.945282,24.00597572,77.54872894,84.3155899,110.1984253,81.08898926,121.4648514,274.5284729,38.15999985,203.3637085,52.81555557,244.2044067,113.1328354,176.0200043,62.07595825,73.02017975,185.4864655,206.8938446,125.9348831,45.04445267,108.9807129
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+4/8/19,63.57194901,73.27178955,112.836647,29.51745796,97.78356934,79.33803558,35.3654747,83.21814728,87.64161682,18.6943531,738.3699951,125.2789612,18.99244308,100.5612946,51.39313126,12.54437256,190.5908966,190.0788879,80.10448456,27.77000046,111.7737198,13.5009861,45.5141983,27.04000092,88.33000183,176.0007935,57.45999908,156.5599976,28.55572128,85.55497742,197.5147095,122.2078705,39.09336853,244.2666016,308.8323669,24.07964516,158.4700012,30.18000031,171.239151,119.4454117,84.45410156,52.79338455,132.75,30.7013588,79.6173172,67.03946686,73.97789764,116.2116013,34.30995178,367.9242249,76.99641418,49.44203568,31.72949791,45.67019272,268.8099976,116.4300003,42.03398132,139.0974426,84.60581207,87.92615509,178.0921631,167.8800049,87.76496124,52.40597534,185.4168396,72.69999695,84.43000031,27.18845558,17.44079399,37.85570145,189.0861053,158.0451965,46.81000137,41.51435471,24.89958954,118.6872711,26.27427292,64.77445221,1208.280029,199.2502136,24.39379501,76.84884644,84.32543945,112.1252441,81.57642365,122.1190109,277.8920898,38.15000153,204.3243713,53.703125,245.5468903,114.4717941,174.9299927,62.14418411,73.8549881,185.8240204,211.5750885,124.9832916,45.08335114,109.5547104
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+4/12/19,64.88980865,72.0476532,111.0961304,29.62405205,100.0795898,77.84831238,34.96995163,84.0333786,85.4355545,18.53045273,742.3499756,125.6299057,18.87814522,101.3740387,52.57060242,12.66355896,187.2070465,191.1916351,78.93122864,26.96999931,110.2105789,13.51206303,45.69997406,28,86.30000305,177.1907349,57.11999893,159.3800049,29.11039543,82.32722473,196.3006134,123.9824371,40.01218796,239.7383575,298.9288635,22.78463745,160.7100067,30.81999969,174.5392609,119.6705933,86.72597504,53.79979324,132.1300049,30.63405228,78.87756348,67.11551666,75.82832336,119.6659622,34.52733994,372.9541016,73.6650238,50.18143082,32.17804337,44.47938919,271.8599854,118.1900024,43.62184525,141.6691132,86.36598206,88.85037994,181.7616882,167.0099945,88.31236267,51.10912704,187.5890808,74.58000183,79.40000153,26.981287,17.46987915,38.48565292,194.589325,160.8522797,47.54000092,41.83102798,26.26823616,119.696701,26.74450684,61.89431763,1222.72998,204.4641418,25.00461006,79.37236023,86.12692261,113.6238708,81.77138519,124.6761627,280.1178589,37.72999954,205.4038696,52.13280487,220.3456268,114.3142853,179.1000061,65.42877197,75.27905273,185.7644501,216.5625,125.7190552,45.52095795,109.7625427
+4/15/19,64.66361237,71.72447968,109.8105392,29.55622101,100.9369202,76.9662323,34.89277267,84.48731995,85.55374146,18.33762932,744.3400269,124.1968765,18.84957123,102.1867676,51.73944473,12.56423664,186.9918823,190.9651337,80.15338135,26.93000031,110.1421967,13.50219917,45.95418167,27.95999908,86.55000305,177.8453827,57.59999847,159.9299927,29.21934891,80.94953156,196.6559601,125.0828781,39.9251442,244.0783234,298.86026,23.07554245,160.0899963,31.03000069,174.3807068,121.0706558,86.39012909,53.92812347,131.5800018,30.65328026,78.67042542,66.6306839,75.97518158,120.1762695,34.5651474,368.8476868,75.01531982,50.31763458,32.12928391,45.38713074,272.2200012,117.5699997,43.27666092,142.0054016,85.43180847,88.78298187,180.135376,166.6100006,87.75500488,52.47372055,187.8937683,75.02999878,78.15000153,26.91223335,17.53774071,38.34997177,193.8285675,161.2167206,47.04000092,41.85082626,25.86741638,119.7956696,26.80328751,60.02791595,1226.530029,196.6629639,25.26638603,79.46108246,85.7725296,111.9987335,81.50818634,124.3391724,277.0337219,37.81000137,206.2258911,52.90333176,227.235733,114.9345245,179.6499939,63.54768753,74.79782867,187.8493652,216.4538727,124.7674713,45.4431572,109.386467
+4/16/19,64.89964294,71.64614105,111.2840347,29.21705055,101.4296265,76.01554871,34.39840317,86.45127106,84.8446579,18.31834602,732.1699829,121.4770203,18.86861992,100.9478378,52.22428131,12.66355896,183.9111938,194.0866852,80.14360809,27.06999969,110.4743652,13.9657526,45.90529633,28.06999969,85.01000214,177.6073303,56.68999863,158.7599945,29.4768734,81.88439178,196.675705,125.1820145,39.13205719,243.0973816,300.0466919,23.13184929,158.6900024,31.11000061,175.34198,119.8468246,87.46679688,53.88863373,131.1000061,30.11482811,79.6567688,66.77328491,74.14434052,121.7954865,34.07365799,374.997467,74.26625824,50.0744133,32.33405304,44.91861725,271.4299927,116.7300034,43.26679611,143.2318878,86.44464874,88.73484802,179.7411194,166.1199951,87.73509979,52.16402435,186.2817841,75.94000244,76.98000336,27.07007408,17.28567696,38.43719864,194.8659973,159.6999054,45.79000092,41.59352112,26.49308395,119.5185623,26.87186241,60.32161331,1231.910034,198.5615997,25.68329239,79.74694824,86.35334015,113.2443542,82.03461456,124.8743896,266.3240662,36.16999817,207.3153076,53.48854828,218.1147614,115.0231476,178.8699951,62.80695724,74.34603882,189.1697845,218.3105774,127.1023102,44.83050537,110.7225037
+4/17/19,64.12269592,71.88117981,111.1455841,29.08138275,101.6562805,72.44802856,33.79527283,88.47080994,83.44616699,18.13516235,715.2199707,121.0480804,18.75432396,96.50752258,52.20449448,12.6238308,178.45401,194.7267303,80.83777618,26.72999954,109.9858856,14.0052042,46.22795105,28.22999954,85.29000092,177.49823,57.11999893,156.5700073,29.75421143,80.79207611,200.5055847,124.3789902,38.90960693,243.3153534,302.3215637,23.42275429,155.3399963,31.12000084,173.79599,124.350502,87.71373749,53.78004837,130.8699951,29.89367867,79.64690399,66.28845978,72.73449707,120.9417191,34.04530334,370.8713989,71.26012421,50.34681702,32.4120636,44.70388031,269.4500122,116.0400009,42.90188599,142.0548401,86.4544754,88.34013367,178.0852356,164.4499969,87.34693909,50.84782791,186.4095612,77.41999817,74.31999969,27.18845558,17.1596489,38.75702286,195.6860504,160.3992157,43.43000031,40.75234985,26.60062027,120.5082016,26.48979759,59.35525894,1240.140015,204.5231781,25.79963684,79.11607361,85.12281036,112.4950333,82.30756378,123.7147522,257.021759,34.90999985,207.9194336,53.78115463,214.0477905,114.9443817,178.7799988,61.80305862,73.77642059,186.6182709,217.2241974,129.2605743,44.63601685,110.6037445
+4/18/19,63.51294327,72.11621094,112.381752,29.35271835,101.6759872,71.73257446,32.66810608,88.51712799,82.94390106,18.22193527,728.7299805,119.537056,18.46858025,98.34113312,51.63060379,12.54437256,173.5640564,195.0713959,81.40486145,26.85000038,103.0201797,13.80794811,46.42350006,28.03000069,85.05999756,177.1609802,56.04000092,157.1999969,30.10087967,81.25458527,201.2261505,124.6169281,39.17074966,243.5630798,302.1842651,23.53536606,155.9900055,30.78000069,173.5977936,124.4288254,88.09896088,53.81953812,131.7700043,29.77829742,78.85782623,65.72757721,73.49815369,118.7336731,33.96968842,373.3764954,71.40795898,50.31763458,32.50957108,44.43058395,270.5700073,115.9800034,43.39500809,141.797699,86.64131165,88.36901855,179.8692474,163.3999939,86.81942749,50.93492889,186.1245117,77,73.95999908,27.14899635,17.17903709,39.0574646,195.7749634,159.9953918,43.40000153,40.57421875,26.50286102,122.091629,25.59831619,58.56890488,1241.469971,202.565506,26.17776108,79.27378845,85.25078583,112.4074554,83.06795502,123.4075012,259.2874451,35.11000061,211.6234283,53.28372574,218.8945618,115.1511307,178.2799988,61.49116516,74.69960785,187.7004395,218.1624298,128.6131134,44.71381378,112.4939804
+4/22/19,63.54244614,71.09773254,112.0949554,29.53683853,100.8777924,71.99719238,32.18361664,87.86865234,82.87495422,18.0194664,734.1900024,119.4980621,19.07816505,99.12413788,51.16555023,12.43511868,172.4784851,193.6140137,80.19248962,26.71999931,101.2616501,13.46274853,46.34528732,27.15999985,85.73000336,176.6253662,56.20000076,158.1000061,29.93249702,80.86096191,201.8874969,123.7445145,39.25778961,241.194931,285.5444336,22.83155441,158.7599945,30.61000061,173.3202972,123.7924347,87.48654175,53.91825104,131.3999939,29.65330124,78.38439178,66.47858429,72.61700439,118.1644974,33.45929337,368.5628052,70.03794861,50.34681702,32.7143364,44.1572876,272.2099915,116.9899979,43.10899353,142.549408,86.14965057,88.56156158,179.8791199,163.75,87.49622345,51.22804642,187.1271057,75.69999695,73.66000366,26.83331108,17.14995193,38.2821312,193.6309814,159.4733734,43,40.46536255,27.25561714,122.4775848,25.63750076,59.7342186,1253.76001,201.2767792,25.89659119,79.03720856,84.6306076,111.8624954,82.80474854,123.248909,258.5987549,34.93000031,208.7414551,52.76678085,224.1855469,115.2298965,181.4400024,61.4229393,74.05142212,186.7373962,216.3748627,128.2697449,44.67491531,111.1678467
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+4/29/19,64.4177475,71.87137604,111.6894989,29.50776863,100.0795898,75.25107574,30.41376686,87.53515625,86.11510468,18.54009247,741.5200195,120.4924088,19.15293503,102.1570358,53.26322937,12.43511868,177.1826324,200.4577789,76.06652069,27.25,100.1967621,12.2594862,47.3425827,29.32999992,85.05000305,179.7398834,58.16999817,157.7599945,31.03193855,74.5038681,201.9664612,125.0729675,40.00252151,242.0470734,279.3081665,22.60633659,165.3600006,30.07999992,176.9673004,124.0372086,90.46960449,54.37234497,130.5599976,29.39369011,78.22657776,66.05226898,73.7233429,119.9996185,30.27404213,372.3744507,73.4383316,49.55877686,33.5529213,45.21143341,286.1400146,119.8600006,41.46195984,143.6769714,90.84013367,85.76963806,172.9106445,159.1000061,86.83933258,52.75228882,188.4933624,77.31999969,74.37999725,28.21443558,16.69430161,38.77640152,184.3930359,160.5371094,45.59000015,40.45546341,26.80591774,128.4253082,25.43177414,56.96778488,1296.199951,203.5590973,26.20684624,81.76772308,93.51007843,113.5654831,81.87862396,128.829071,272.0032654,36.72999954,214.7827301,52.24009323,234.392395,122.3874588,194.7799988,61.69584274,75.53440857,193.299881,218.2019501,129.5843201,45.34821701,115.5520248
+4/30/19,64.65377808,72.8702774,109.6918564,30.0407486,101.3409424,77.14263916,30.71038818,87.46104431,87.46434021,18.54973602,745.2600098,122.6175995,19.16257858,103.5842819,53.65901947,12.40532207,175.3733521,202.6438141,75.69497681,26.98999977,100.1772308,12.1411314,47.96834946,28.76000023,87.23999786,181.1880493,58.38999939,158.9700012,31.16069984,73.86421967,198.0773621,124.8647766,40.65052795,243.2856445,276.5136414,22.09021187,165.3500061,30.10000038,178.9641571,125.3687286,90.44984436,54.619133,136.25,30.00906372,77.9799881,65.38808441,74.81989288,118.6846085,30.69937325,371.0384216,73.68473816,50.0744133,33.80644226,45.31880569,289.25,121.0800018,41.19566727,143.3308105,91.28263092,84.94169617,175.0396118,156.8999939,86.58055115,53.13334656,191.1177216,77.86000061,76.80000305,26.27099228,16.72996902,37.7490921,187.1891327,161.9160309,46.38000107,40.7723732,26.4539814,129.2467194,25.36319542,55.78352356,1198.959961,202.5753326,26.38136292,82.42818451,94.68153381,114.6651306,80.73804474,128.6903076,276.9239197,37.11999893,215.0501404,52.24984741,230.0688019,122.9191055,193.3999939,62.15393448,76.29064178,195.2060699,219.8216095,129.0839996,46.2790947,116.0171585
+5/1/19,64.75212097,72.30227661,108.2974777,29.82755661,99.88251495,77.15245056,29.97871971,86.16408539,86.97192383,18.78112602,739.1599731,121.3210373,18.8925457,103.5248108,53.33249283,12.35566044,172.2633362,199.0594635,73.98396301,27.06999969,98.13538361,11.54936218,47.50880432,28.86000061,85.93000031,179.8390656,56.95000076,156.4799957,30.99231911,72.88999939,207.8001099,123.3975296,40.57315445,239.3816528,269.5125122,21.93068123,162.1499939,29.63999939,174.5730133,124.5756836,88.40517426,54.1749115,135.3500061,29.89367867,75.92840576,65.05117798,74.91779327,126.6237411,30.20788002,370.164093,72.33444214,49.91875076,33.30914307,45.46521759,283.3500061,120.0899963,40.48557281,141.1745605,91.0368042,83.24728394,173.8075867,152.2599945,92.16414642,56.01572037,189.9677124,78.34999847,78.91000366,25.49164581,16.51498032,37.55525208,183.3951416,155.1100159,46.00999832,40.15835953,25.43727303,126.5548859,24.86357498,54.45714569,1173.319946,201.4046631,25.64451027,81.14671326,93.73649597,113.1665039,79.85092163,127.6694107,275.9657288,36.38000107,213.9805298,52.35713196,228.9632111,121.0189514,193.0299988,58.76212311,76.13349152,192.5056152,220.3746796,127.2494812,45.83815384,115.8093262
+5/2/19,63.44409943,73.62434387,106.7943039,29.7984848,99.67557526,77.93650818,29.76119614,86.97930908,87.78934479,18.89682007,753.2000122,120.9115982,18.67073631,104.8033752,52.80807114,12.28613567,172.6154175,204.4753571,74.71725464,27.68000031,99.64968109,11.35210609,47.31325531,27.64999962,85.45999908,177.9346619,57.25,157.9600067,31.39842033,74.87781525,206.4477997,122.2376175,40.59250259,240.4716034,273.5229797,21.98698616,161.8300018,29.04999924,175.3280487,124.1742783,88.82990265,53.89850998,135.8300018,29.55714798,75.62263489,64.34849548,74.80030823,123.42453,29.81090736,369.1817017,75.95165253,49.87010193,33.29939651,45.75803757,279.6400146,120.6999969,40.27845764,140.7987061,91.37112427,82.75629425,174.4975281,152.3200073,90.80059814,55.42947006,188.4441986,78.23999786,80.94000244,25.32393646,16.66156197,37.07067108,184.7981262,156.0358887,46.34999847,39.18782425,24.9093647,124.9021988,24.5990715,54.33398056,1166.51001,201.6604614,25.89659119,81.70857239,94.45511627,114.3050766,80.06726074,127.0945511,277.2832642,36.88999939,217.6647339,52.46442795,229.4567871,120.6448364,192.5299988,58.18707657,76.08438873,191.3837585,205.0569,129.3881226,45.74016953,116.0369492
+5/3/19,61.96888351,73.47743988,109.5929718,30.18610573,100.5920258,78.40695953,29.87984085,88.35037994,88.22268677,19.16677475,762.4299927,121.6524963,18.83468246,111.6819077,53.055439,12.34572887,173.4075775,206.3758698,74.24795532,28.01000023,99.76691437,11.78606892,47.63591385,27.77000046,86.73999786,175.5442047,52.00999832,159.9799957,31.47765923,75.82253265,209.0142212,123.1001205,41.10510254,242.3839722,278.0334167,21.80868721,163.3399963,28.79000092,177.5832367,124.9966812,89.97572327,54.0860672,139.0899963,30.01867676,76.49062347,64.38700104,74.98632813,128.4490509,29.86761856,369.8300781,78.0017395,49.79227448,33.69184494,47.4563942,285.5799866,121.6500015,40.72227097,142.0548401,92.68878937,83.77679443,176.7250671,154.3699951,92.89071655,55.36107635,189.122406,78.62000275,83.05999756,25.63962173,16.54429626,37.60371017,185.8058929,157.7792511,46.72000122,39.05907822,24.48700523,127.5643005,24.85378075,54.90242767,1189.550049,204.149353,25.83841896,81.94515228,94.57324982,115.0691376,81.42433929,125.974556,278.1116638,37.20000076,220.7844086,52.74727631,228.9632111,119.945816,195.4700012,59.05451965,76.65402222,195.0273743,209.4023743,128.7994843,46.26929855,118.1152267
+5/6/19,61.44763947,73.4088974,96.87535858,30.08920097,100.9664764,77.89732361,29.60299683,86.95152283,88.78404236,19.16677475,760.7700195,121.6329956,18.74788666,111.6323547,52.91691208,12.08749104,173.1630859,202.8407593,74.28707123,28.26000023,99.02442169,11.55922413,47.39147568,27.5,87.80000305,174.8300476,51.79999924,161.4900055,31.43803787,75.82253265,205.7864685,122.822525,40.89040756,241.9975281,273.875946,21.7711525,162.5,28.5,178.5071564,124.6050491,89.70903015,54.145298,137.7799988,29.81675911,75.20838165,63.74207687,74.61428833,126.7611237,29.39502907,365.0556641,77.18367767,50.05495453,33.64278793,46.94883728,283.6600037,121.5299988,40.17983246,140.7294617,92.04963684,82.03424835,178.0162506,152.9299927,91.86557007,55.30245209,187.6382141,78.30999756,85,25.1562252,16.42703056,36.91560364,183.3753967,157.8383484,46.68999863,37.97960663,24.32985115,126.8220825,24.95174217,55.67930603,1193.459961,203.0770416,26.14867401,82.36902618,94.65200043,113.4920425,80.67696381,122.9912109,278.4310608,37.36999893,220.7546997,52.59121704,237.4031219,121.727829,193.8800049,59.62957001,76.66383362,195.8216095,208.0295868,125.787735,46.18111038,118.1053238
+5/7/19,59.86424255,71.77346039,93.04820251,29.85662842,99.82339478,76.34877777,30.37421417,86.74771881,87.91738129,18.66543007,742.2999878,120.1317215,18.86361504,111.3449173,51.66028595,11.66040611,170.0432892,198.0944519,73.36801147,21.53000069,96.80672455,11.28306484,46.93193436,27.10000038,85.54000092,172.5288696,49.61999893,155.1900024,31.17060471,74.64163971,200.2390747,120.1854553,41.01727295,237.9845276,271.0813904,21.38640213,156.8999939,27.97999954,175.6360168,123.3420639,86.96302795,53.30621719,136.4600067,29.76868057,77.43750763,63.8479538,73.20443726,124.9063797,29.1681881,350.9387512,76.34590149,49.80200195,33.35826111,46.08990097,277.0700073,119.5699997,39.22317123,140.2052307,90.07313538,80.14730072,175.9069824,151.6699982,90.06407928,54.08110809,186.5078735,77.68000031,83.23000336,24.53472137,16.15341187,37.3420372,178.4946136,155.9669342,45.65000153,38.27671051,23.84855652,124.2193375,24.98113632,56.55092239,1178.859985,199.3387756,26.03232956,81.08756256,93.5297699,111.6014938,79.68374634,121.7820206,271.184845,36.77000046,216.7436829,51.63536835,234.9846802,122.3874588,189.7700043,59.66855621,76.56562042,191.2546997,205.9654999,121.559494,45.93614197,116.9969101
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+6/7/19,48.58616257,62.40147781,88.60187531,28.20045471,105.0691986,80.81797791,35.41278458,83.84674835,95.63858032,17.68202591,790.8800049,131.8202515,20.37771797,116.7446136,50.02808762,11.98816872,173.1249695,219.6497803,85.67987061,17.39999962,100.692009,10.20801926,50.34428024,26.48999977,89.73999786,181.4360199,45.36999893,157.4799957,32.43843079,67.97949982,188.4160767,129.4561005,42.00294113,254.3549042,267.2526855,19.17175293,161.2700043,26.55999947,188.99823,131.6319885,82.72550964,52.57572174,146.9499969,30.22237015,79.6173172,63.52067947,76.347229,119.4004822,29.480093,349.4671631,82.70570374,50.40519333,33.14241409,45.63114548,278.1600037,123.9000015,39.40530396,161.797348,89.1508255,77.27721405,183.2401276,140.4299927,92.22229004,52.6838913,202.1679993,79.88999939,80.83000183,26.05356979,16.31953812,34.76436234,156.1259613,164.4079742,47,34.39457321,20.32234955,130.5197601,25.00946426,46.0566597,1068.369995,187.5686188,26.38136292,86.96485138,101.0408936,108.8978958,77.7661438,121.8462982,281.1559143,41.27999878,230.3811493,51.11768723,243.592392,136.6260529,173.3500061,61.05257034,81.38057709,189.0437317,216.3819427,108.7766647,48.01345825,119.8570099
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+8/19/19,33.18440628,65.38790894,76.42839813,27.79107285,113.3017883,85.03787994,37.85505295,79.17485046,103.1652603,15.59132004,675.5100098,142.4037933,19.92176437,135.6326294,50.29625702,14.26264381,204.6402283,226.2498322,85.41350555,19.19000053,88.9385376,9.164388657,53.89050293,26.60000038,107.75,193.5965424,45.84000015,131.2100067,32.31122971,64.2131424,209.2238159,143.2102509,44.43124771,273.8281555,272.882019,15.4081068,143.6699982,26.30999947,193.4724274,130.7443848,76.30339813,53.3931427,114.0699997,28.69274139,85.44221497,69.12317657,81.64998627,106.3618774,30.7365818,331.8434143,87.34247589,54.19458771,33.03305054,46.7346344,287.9700012,129.9400024,32.2217865,175.562851,86.2792511,73.04364777,177.5803223,129.6799927,93.31919861,60.52040863,216.5795898,85.97000122,84.51999664,28.52211571,15.13093662,36.59613037,157.0181885,167.2168274,50.59999847,35.14782715,22.19085693,137.9406281,16.55269051,43.88090897,1200.439941,199.8123016,27.08308983,89.68900299,109.4176254,122.7808228,78.5032959,129.9958954,279.1759644,42.74000168,265.2423706,50.78171158,242.6286469,156.187912,186.1699982,71.45600128,95.73304749,217.0441589,206.5049438,86.00976563,51.29657745,123.4979782
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+8/23/19,33.18440628,65.33856964,74.36599731,27.10890198,110.3350983,83.80458832,39.01661301,77.55155945,105.0170517,15.29880047,642.8400269,143.8587036,19.10185814,131.8229523,50.39593506,13.85542297,197.7659149,218.4003143,102.8799286,18.34000015,86.35946655,8.748276711,52.95439148,25.32999992,104.6800003,191.2457886,42.84000015,129.4299927,32.50006866,59.29726028,201.5550995,141.3548431,44.29341888,272.2385254,263.5973511,14.27136517,151.5700073,25.45999908,188.3144836,128.4760742,75.57933807,51.12342072,112.0899963,28.69274139,82.08240509,65.71137238,81.63025665,101.1997299,30.00429916,353.944458,83.15203094,52.65318298,31.14742279,45.86808777,282.4400024,135.0500031,30.59682655,173.9746857,82.4499054,67.3371048,178.9082947,124.3899994,90.94278717,59.38670349,219.4876251,80.83000183,81.91000366,27.5406456,14.56943703,35.32270813,150.7299347,163.0997314,48.13000107,34.71170425,21.34116364,132.9376526,16.64163017,40.79056549,1153.579956,193.8831482,26.13400841,87.1827774,107.1213837,118.5337524,75.97380829,127.0668106,269.0284424,41.16999817,253.5757599,48.95531464,228.6981354,156.2159882,177.75,70.92486572,93.7918396,209.9300842,202.5680084,82.81216431,50.96104813,116.9061279
+8/26/19,32.88803101,66.75961304,74.80438232,27.26708603,111.4899139,84.73201752,39.16553116,78.8779068,105.8488617,15.37680626,647.4500122,145.0874939,19.44348526,134.7550049,50.52550888,13.94481373,204.0541382,220.5284882,104.1523819,18.79000092,86.44805908,8.758183479,53.74269867,25.56999969,106.3799973,193.884201,43.54000092,129.2299957,32.98707199,60.14789963,205.3844757,143.0201874,44.68722153,276.6597595,265.0341492,14.05165958,155.1399994,25.39999962,190.7042694,131.8982849,75.92649078,51.6685524,113.5800018,28.7219696,82.78607941,66.48146057,82.47861481,101.1602478,30.38007736,356.9568787,85.50106812,52.9968071,31.42385101,47.37470245,288.7399902,136.6199951,30.77517509,177.0319214,83.61061859,67.84436035,180.0776825,125.1399994,91.51193237,59.89933014,221.1889343,80.61000061,82.80999756,27.7984066,14.61869049,35.50882339,151.2456818,165.0889893,48.54000092,35.34606934,21.4399662,134.9906616,16.35504723,40.55951309,1171.180054,197.2924194,26.57430458,87.55921173,109.1998749,119.8935928,76.21188354,128.043335,270.5865784,41.84999847,257.8343506,49.66999054,229.1145782,158.2255249,180.3600006,72.18383789,95.57457733,211.7859192,202.9150848,82.53582001,51.57289124,117.6705399
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+9/25/19,30.76086044,67.03237152,83.76138306,30.26270866,117.9409866,82.53406525,39.4293251,86.55804443,106.5717545,16.63464165,699.3400269,138.8411407,20.01937294,135.6426086,54.64210892,14.36999989,194.7658386,218.3904266,106.1704178,20.12000084,97.0014801,9.976799965,53.76836777,24.71999931,103.9400024,189.3215027,48.66999817,143.4900055,36.08148575,67.91726685,219.8466339,142.441803,48.07396317,287.2789001,288.4588318,15.16585159,152.9900055,31.61000061,193.581955,134.1503754,84.09938049,53.36341095,122.2300034,30.77569199,86.88920593,71.77463531,84.92504883,108.9896164,30.60993576,383.9592896,82.84346771,53.18334198,33.41807556,49.07826233,277.4299927,139.3899994,36.6926384,170.9410706,90.56494141,85.88550568,195.686203,140.1799927,92.63024139,61.70341492,228.1495209,86.08000183,75.06999969,28.15576172,15.87960339,36.71609497,146.4191284,160.8002472,50,39.40997314,22.71450806,138.8874054,17.37291527,44.41201401,1245.939941,208.8524323,23.29777336,88.52690887,114.489502,125.8749695,82.00489044,133.1252136,282.1626282,42.20000076,264.0539246,53.95804977,221.3191376,152.5749664,182.8000031,73.91490936,89.48355865,213.2526398,212.8672333,92.78987885,53.31962204,118.2562637
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+1/6/20,35.33000183,87.91000366,83.33000183,26.75,117.6500015,91.63999939,43.25999832,99.20999908,114.8899994,17.56999969,793.7299805,141.2599945,21.03163338,156.0299988,54.13000107,14.77000046,240.3000031,225.8999939,123.5800018,20.87000084,102.0999985,12.80251312,54.66999817,29.95999908,116.9300003,207.6272888,62.50999832,158.8600006,39.31000137,71.48999786,299.0901489,143.4799957,47.19275665,291.1960449,335.9221802,17.10000038,173.4499969,34.86000061,208.1521606,136.1499939,88.86000061,53.80053329,131,35.41999817,98.36000061,75.96740723,81.02999878,131.6300049,31.17000008,333.7399902,85.23999786,52.10360718,35.44519424,62.97999954,333.7099915,141.9799957,42.18000031,166.9199982,100.6894302,91.30999756,226.5870056,138.25,109.4199982,73.36489105,241.5200043,87.05000305,77.33999634,32.88999939,19.8890419,35.84000015,153.3000031,170.1900024,52.38000107,37.07822418,23.80142021,159.0299988,17.30710411,45.04999924,1397.810059,233.9499969,23.53000069,95.75,105.6800003,126.0494614,95.33999634,108.7399979,325.1400146,45.34999847,270.269989,59.59000015,291.5499878,144.5700073,212.6000061,75.12999725,87.72116089,241.8699951,265,119.8099976,53.40428162,124.0599976
+1/7/20,35.84999847,88.41000366,82.38999939,26.87000084,116.5599976,89.19999695,43.22999954,98.72000122,114.4899979,17.52000046,797.1599731,138.8699951,21.08104897,155.1499939,54.29000092,14.93000031,238.0399933,226.8600006,123.8000031,21.17000008,101.7099991,13.00177383,54.25,29.98999977,116.4800034,203.1446228,62.63000107,156.5800018,39.56999969,72.43000031,297.6835327,143.2100067,47.16298294,290.73703,336.2705688,17.67000008,176,34.66999817,206.3857117,134.0099945,89.80000305,53.92000198,128.0099945,35.18000031,100.1500015,75.90813446,79.83000183,130.4400024,30.97999954,337.2799988,84.62999725,51.7469368,34.94848633,63.93000031,333.3900146,142.9600067,42.43999863,165.7200012,99.69329071,90.91999817,226.5399933,136.9900055,108.2900009,73.0867691,241.3099976,87.23000336,77.13999939,32.90999985,19.9585495,35.15000153,154.8000031,168.1300049,52.49000168,36.5723381,23.12535477,157.5800018,17.40645599,45.27000046,1395.109985,235.4900055,23.52000046,94.72000122,103.6900024,128.4818878,94.83999634,110.0199966,326.980011,45.40000153,270.0700073,59.29000092,289.7900085,144.8500061,213.0599976,75.86000061,87.45241547,241,267.4599915,120.3300018,53.45396042,123.4100037
+1/8/20,36.45999908,88.65000153,82.52999878,26.63999939,116.1600037,88.59999847,42.08000183,97.04000092,116.5,17.63999939,797.0700073,139.4499969,20.91303444,156.2700043,54.36999893,14.97000027,238.2200012,228.0899963,123.4000015,21.21999931,101.4199982,13.1312933,54.34999847,30.14999962,116.8000031,203.5430908,61.86000061,158.6499939,39.93000031,71.18000031,302.4721375,146.2799988,47.26222992,294.0700073,339.8240051,18.10000038,177.3300018,34.59000015,207.2339935,134.6999969,91.55000305,54.13000107,127.6100006,35.38000107,100.4499969,74.72284698,80,132.2200012,30.95000076,331.3699951,85.44999695,52.48999786,35.21670914,63.86000061,337.8699951,145.8600006,42.70000076,165.8899994,100.7491989,90.54000092,227.3999939,136.4400024,109.2099991,72.17294312,241.1999969,87.08000183,76.52999878,33.24000168,19.91882896,34.65000153,157.1300049,169.7100067,52.29000092,36.56242371,22.58848,160.0899963,16.74079704,44.97999954,1405.040039,237.7599945,23.37999916,94.84999847,103.0999985,128.8293762,95.12999725,108.6200027,327.5,45.63999939,275.2799988,55.83000183,295.8999939,146.0399933,215.2200012,75.73999786,88.46768188,245.6199951,268.9599915,120,53.57318878,125.5400009
+1/9/20,36.22000122,89.37000275,82.93000031,26.45000076,117.3600006,89.37999725,41.65999985,95.77999878,118.3899994,17.43000031,810.8599854,140.25,21.29848099,157.5800018,54.29999924,14.81000042,238.9299927,233.5,123.5,20.93000031,100.8099976,12.91210651,55.34000015,30.23999977,117.8000031,205.3560791,61.86999893,161.1600037,39.81000137,72.73999786,308.8969116,147.9799957,47.51035309,298.7900696,341.5758362,17.70999908,179.6000061,34.65000153,208.6811066,134.7899933,92.84999847,54.38000107,126.75,35.50999832,99.51999664,74.68333435,80.41000366,133.9199982,30.90999985,336.3399963,86.66000366,52.38000107,35.19683838,65.44999695,340.4500122,148.6699982,41.93000031,168.6900024,102.1139069,90.56999969,228.6499939,135.9900055,109.0899963,72.37159729,243.0899963,87.59999847,77.94999695,33.43999863,20.1174221,35.08000183,158.0500031,171.2100067,53.27999878,36.84016037,22.31010246,162.0899963,17.14813995,45.36999893,1419.790039,242.6000061,23.45000076,95.77999878,104.9400024,130.3881226,95.19000244,109.7600021,329.6099854,45.70999908,279.3500061,54.68000031,294.2200012,146.5700073,218.3000031,76.13999939,90.11003113,248.8500061,276.0100098,117.9300003,54.17926407,127.8099976
+1/10/20,35.74000168,90.65000153,82.93000031,26.29999924,116.3799973,89.52999878,42.27000046,95.05999756,118.6399994,17.52000046,817.6900024,142.3999939,21.25894928,156.8899994,53.93999863,14.72000027,238.2599945,232,124.7300034,20.85000038,98.90000153,12.8523283,55.52999878,29.87999916,117.1299973,206.8602753,61.52000046,159.3899994,39.99000168,72.09999847,309.5952148,146.7200012,47.2820816,296.614624,339.7244568,17.80999947,180.1999969,34.09000015,207.6431732,134.5299988,92.87999725,54.45000076,127,35.43999863,98,74.60431671,81.26000214,133.1900024,30.65999985,329.9200134,87.04000092,52.25,35.23657608,65.23000336,339.8099976,148.4600067,41.41999817,167.3000031,101.1576157,89.43000031,226.4799957,135.1499939,108.5999985,71.62662506,243.5500031,89.08999634,76.47000122,33.20999908,20.03798485,34.65000153,156.6300049,171.0899963,53.16999817,37.00878906,22.13114357,161.3399963,17.37664986,45.90000153,1428.959961,242.1100006,23.64999962,95.44000244,104.6999969,129.0676575,94.98000336,110.6900024,328.730011,45.66999817,278.8399963,54.22000122,295.1300049,148.1300049,218.0599976,75.5,89.741745,248.0299988,270.9400024,117.9599991,54.71579361,127.2799988
\ No newline at end of file
diff --git a/.ipynb_checkpoints/sharpe_ratio-checkpoint.ipynb b/.ipynb_checkpoints/sharpe_ratio-checkpoint.ipynb
index c6f3f0d..d31374b 100644
--- a/.ipynb_checkpoints/sharpe_ratio-checkpoint.ipynb
+++ b/.ipynb_checkpoints/sharpe_ratio-checkpoint.ipynb
@@ -2,11 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-<<<<<<< HEAD
    "execution_count": 3,
-=======
-   "execution_count": 4,
->>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1754,11 +1750,7 @@
   },
   {
    "cell_type": "code",
-<<<<<<< HEAD
    "execution_count": 5,
-=======
-   "execution_count": 6,
->>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1767,7 +1759,6 @@
   },
   {
    "cell_type": "code",
-<<<<<<< HEAD
    "execution_count": 16,
    "metadata": {},
    "outputs": [],
@@ -1810,9 +1801,6 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-=======
-   "execution_count": 7,
->>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46
    "metadata": {},
    "outputs": [
     {
@@ -1832,11 +1820,7 @@
        "Length: 100, dtype: float64"
       ]
      },
-<<<<<<< HEAD
      "execution_count": 19,
-=======
-     "execution_count": 7,
->>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1847,24 +1831,15 @@
   },
   {
    "cell_type": "code",
-<<<<<<< HEAD
-   "execution_count": 81,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sharpe_dict = sharpe_ratio.to_dict()"
-=======
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "sharpe_ratio.plot(kind='bar', figsize=(25,10))"
->>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46
    ]
   },
   {
    "cell_type": "code",
-<<<<<<< HEAD
    "execution_count": 82,
    "metadata": {},
    "outputs": [
@@ -1901,35 +1876,6 @@
     "for key,value in sharpe_dict.items():\n",
     "    if value > 2:\n",
     "        print (f\"{key}: {value}\")\n"
-=======
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "GPC      2.910716\n",
-       "ABC      2.827482\n",
-       "PPL      2.789727\n",
-       "NWS      2.749488\n",
-       "BMY      2.666319\n",
-       "GIS      2.639886\n",
-       "EXPE     2.501534\n",
-       "HOLX     2.477266\n",
-       "SYF      2.474125\n",
-       "DISCK    2.330280\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sharpe_ratio.sort_values(ascending=False, inplace=True)\n",
-    "sharpe_ratio.head(10)"
->>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46
    ]
   },
   {
diff --git a/Efficient_Frontier.ipynb b/Efficient_Frontier.ipynb
new file mode 100644
index 0000000..3bb7bd0
--- /dev/null
+++ b/Efficient_Frontier.ipynb
@@ -0,0 +1,354 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from pathlib import Path \n",
+    "from ipywidgets import interact\n",
+    "import matplotlib.pyplot as plt\n",
+    "import plotly.express as px\n",
+    "import hvplot.pandas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>sector</th>\n",
+       "      <th>sharpe ratio</th>\n",
+       "      <th>FFM returns</th>\n",
+       "      <th>P/E ratio</th>\n",
+       "      <th>EPS</th>\n",
+       "      <th>beta</th>\n",
+       "      <th>mkt cap</th>\n",
+       "      <th>shares</th>\n",
+       "      <th>vol</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ticker</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>GPC</th>\n",
+       "      <td>Genuine Parts</td>\n",
+       "      <td>Consumer Discretionary</td>\n",
+       "      <td>2.924464</td>\n",
+       "      <td>0.074228</td>\n",
+       "      <td>17.71</td>\n",
+       "      <td>5.45</td>\n",
+       "      <td>0.89</td>\n",
+       "      <td>14016415887</td>\n",
+       "      <td>145293000</td>\n",
+       "      <td>0.217077</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>GIS</th>\n",
+       "      <td>General Mills</td>\n",
+       "      <td>Consumer Staples</td>\n",
+       "      <td>2.641281</td>\n",
+       "      <td>0.063147</td>\n",
+       "      <td>15.34</td>\n",
+       "      <td>3.48</td>\n",
+       "      <td>0.73</td>\n",
+       "      <td>32242795100</td>\n",
+       "      <td>604817000</td>\n",
+       "      <td>0.166789</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>COG</th>\n",
+       "      <td>Cabot Oil &amp; Gas</td>\n",
+       "      <td>Energy</td>\n",
+       "      <td>1.952983</td>\n",
+       "      <td>-0.050017</td>\n",
+       "      <td>7.80</td>\n",
+       "      <td>1.90</td>\n",
+       "      <td>0.47</td>\n",
+       "      <td>6037284157</td>\n",
+       "      <td>407925000</td>\n",
+       "      <td>-0.097682</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SYF</th>\n",
+       "      <td>Synchrony Financial</td>\n",
+       "      <td>Financials</td>\n",
+       "      <td>2.493336</td>\n",
+       "      <td>0.091836</td>\n",
+       "      <td>6.07</td>\n",
+       "      <td>5.56</td>\n",
+       "      <td>1.21</td>\n",
+       "      <td>20704848750</td>\n",
+       "      <td>613477000</td>\n",
+       "      <td>0.228978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AMGN</th>\n",
+       "      <td>Amgen Inc</td>\n",
+       "      <td>Health Care</td>\n",
+       "      <td>1.861649</td>\n",
+       "      <td>0.151749</td>\n",
+       "      <td>17.36</td>\n",
+       "      <td>12.88</td>\n",
+       "      <td>1.12</td>\n",
+       "      <td>131810065840</td>\n",
+       "      <td>589807000</td>\n",
+       "      <td>0.282503</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       name                  sector  sharpe ratio  \\\n",
+       "ticker                                                              \n",
+       "GPC           Genuine Parts  Consumer Discretionary      2.924464   \n",
+       "GIS           General Mills        Consumer Staples      2.641281   \n",
+       "COG         Cabot Oil & Gas                  Energy      1.952983   \n",
+       "SYF     Synchrony Financial              Financials      2.493336   \n",
+       "AMGN              Amgen Inc             Health Care      1.861649   \n",
+       "\n",
+       "        FFM returns  P/E ratio    EPS  beta       mkt cap     shares       vol  \n",
+       "ticker                                                                          \n",
+       "GPC        0.074228      17.71   5.45  0.89   14016415887  145293000  0.217077  \n",
+       "GIS        0.063147      15.34   3.48  0.73   32242795100  604817000  0.166789  \n",
+       "COG       -0.050017       7.80   1.90  0.47    6037284157  407925000 -0.097682  \n",
+       "SYF        0.091836       6.07   5.56  1.21   20704848750  613477000  0.228978  \n",
+       "AMGN       0.151749      17.36  12.88  1.12  131810065840  589807000  0.282503  "
+      ]
+     },
+     "execution_count": 127,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "# Load dataset\n",
+    "\n",
+    "Efficient_df = pd.read_csv(\"CollaborativeProject1/portfolio.csv\", parse_dates=True, index_col=\"ticker\")\n",
+    "#Tickers= Effiecient_df[['COG','GIS','GPC','SYF']]\n",
+    "\n",
+    "# back out volatility by using sharpe ratios and returns\n",
+    "Efficient_df['vol'] = Efficient_df['sharpe ratio'] * Efficient_df['FFM returns']\n",
+    "\n",
+    "\n",
+    "Efficient_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 168,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "np.random.seed(42)\n",
+    "num_portfolios = 30_000"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "all_weights = np.zeros((num_portfolios, len(Efficient_df.index)))\n",
+    "ret_arr = np.zeros(num_portfolios)\n",
+    "vol_arr = np.zeros(num_portfolios)\n",
+    "sharpe_arr = np.zeros(num_portfolios)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 170,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# populate the empty lists with each portfolios returns,risk and weight\n",
+    "\n",
+    "all_weights = np.zeros((num_portfolios, len(Efficient_df.index)))\n",
+    "ret_arr = np.zeros(num_portfolios)\n",
+    "vol_arr = np.zeros(num_portfolios)\n",
+    "sharpe_arr = np.zeros(num_portfolios)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 171,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "    for x in range(num_portfolios):\n",
+    "        # produce random values for each stock\n",
+    "        weights = np.array(np.random.random(len(Efficient_df.index)))\n",
+    "\n",
+    "        # get weights for each stock by normalizing sum to 1\n",
+    "        weights = weights/np.sum(weights)\n",
+    "\n",
+    "        # store weights for portfolio\n",
+    "        all_weights[x,:] = weights\n",
+    "\n",
+    "        # store returns for portfolio\n",
+    "        ret_arr[x] = np.sum(Efficient_df['FFM returns'] * weights)\n",
+    "\n",
+    "        # get vol\n",
+    "        vol_arr[x] = np.sqrt(np.dot(weights.T, np.dot(Efficient_df['FFM returns'].cov(\n",
+    "            Efficient_df['FFM returns']), weights)))\n",
+    "\n",
+    "        # get portfolio sharpe\n",
+    "        sharpe_arr[x] = ret_arr[x]/vol_arr[x]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 197,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "        \n",
+    "    #print(all_weights[1462,:])\n",
+    "   "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "max_sharp_return= ret_arr[sharpe_arr.argmax()]\n",
+    "max_sharp_vol= vol_arr[sharpe_arr.argmax()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 198,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "    #sum(all_weights[1462,:])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 179,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "    min_sharp_return= ret_arr[sharpe_arr.argmin()]\n",
+    "    min_sharp_vol= vol_arr[sharpe_arr.argmin()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 180,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "portfolio = {'Returns': ret_arr,\n",
+    "         'Volatility': vol_arr,\n",
+    "         'Sharpe Ratio': sharpe_arr}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    " df = pd.DataFrame(portfolio)\n",
+    "\n",
+    "    column_order = ['Returns', 'Volatility'] + [stock+' Weight' for stock in Efficient_df.index]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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4HB3T4eFxkimTZ9GtS1/OnLkSvvfDzp3biWUfg2FjB5EocUISJUnEyAlDiWZrw+7dO79pvj59u9O6UwtmL5lGqw4tWL5xEUVKFmL06GFfPZaPjzcpUkXcF8HCwoLESRLh4+PzQf+XL18wYeIYqteoSKvWTTh27Mg33UNkypo1O4f3HAmvSAEIDQ3l6MFjZMmSzYiRiYiIfBtDFP76GSkBISIiUW7Bgjm0bNOMsuXdMDU1JU4ce6bOnMDp039z+/YtAIKCgmjQoBa9encmOMyPv47uJ3/+nJw9exqAI0c8qFu3GvkL5KRZswacP3/2h8RmYmJCjhy5KFSoMNGjRw9v9/S8Sr4CeTExMYnQ17lgXjw9r371PP7+/hw7eoT6TSNubtmkdSN27tr21ePly1uArRt3RGjzunOPu7e9yPg/xz++fPmCMmWLc+32Req3rk0250y0atOERYvnf/W8kcnNrRz+fgH0bNOHa5c8uXDmIm3rdSRZ4uTkzets7PBERETkK2kTShERiXL37nvhVr5IhDZLS0vSZ0jH/fv3cHBIzZIlC/EP9OPY6UPhmw1uWLuJdu1a0rt3f3r27Ez/IX3ImTs7hw78Rc2a7ixZsopcufJ8ct7Xr19x6NBBLCwscHUtgo2NzRfHnCZNWpYu//AF/fiREzRt1PqLx/mHqakppqamBAUGYW1tHd4e4B+AlaXVV4/XpEkL3MoUpXvb3lSsVo4H9x4yceRUunbrha2tbYS+8+bPIWuuzEyYMya8rUDh/FQpUZNqVWsSLVq0r54/MlhaWrJ+3VYmThxLmzodsbCwoFLFKrRt2zFCIsjD4xCLFs/Dx8ebfPny06xp6//ceDMsLIzbt29hY2NDkiRJo+JWREREgJ91Z4aoowoIERGJclkyZ2XPrv0R2l68eMn58xdInz4jAFu3baRdx1YRTjqoVKUCgUEBDBrUlxnzplCnfk3SZ0hHi9ZNGDyiP2PHjfzknGvXriJnTidWrl7EnHlTyZkzE4cOHfjimN3cyvHowROG9hvBq5evePniJQN7D+X6tRuMnzD6o8sc/ouVlRUlS7kxcdSU8CUGoaGhjB8xmUqVq37VWABx4sRh+7Z9xI2VmDGDJrF780FGjRxP82atPuh79OhhKlYvF6EtTbrUJE+RlMuXL3713JEpZsxYDBgwlJMnznPkr1N069YrQuJo8ZIFtGvfnFxFstK8eyMePfPCrUyRT34/Dh06QN582ahWowLFihekYqXS3L+v/SRERESigonB8OucROrjY7zNyURE5Md5+vQJJUq60rhpfWrVqc6jR4/p12sQ2bPlZsiQ90kEd/eydOjaitJlSoZfZzAYcEqbkydPnuD9+n6ET8F9fXzJlbkAnp5eH8x3+/YtypQpxtZ960mf4f2mhkc9jlG/RlNOnjxPjBgxvyjuJ08eU9m9DF53vTA1NaVc5TIMHN6XaRNm8uZ5ABMnTv+q5+Dt7U3NWpUxMzcha/YsHDl8jCRJkrFo4YoIyz9+FC+vu9y6dYO582ZRvIIrtRvVDP9aSEgIzukLsWnjDhwc0vzwuSODv78/2XNkYOn2BaRJlzq8vX/HwSSIlYw+vQdE6O/ldZeSpVwZM3ckBYo4ExISwsKpi9m6aieHDh7H1PTP+lzGz8+PS5cuECdOXNKmdTR2OCIiAMSLZ2fsECLVjVeXo2yutDEzfb5TFPuz/qUVEZGfQoIECdm8aSe3rt+ndPGKdGnfk8qVqjNo0PDwPuXKVWTyhOkEBQWFt61fsxEbGxtsbW25fetOhDGvXvEkceLEH51vw4a1VKvlHp58AMjv4ky+AnnZuXP7F8ft5+fH06dPATC3MCe6bXSiRY9G286t2LJl0xeP84/48eOzd48HvXsOIqNjdiaMn86a1Zt+ePIhMDCQlq0aU6p0YabNmsipUycZPXAs16/dAN4nHyYOn4yDQ5pfJvkA7/flSJAoQYTkA0AZ99IcPerxQf/+/Xvh5l6KgkXzY2JigoWFBU07NsbUwoSjR/+KqrB/CvPnzyZ7jgz0HdQd96plKV+hJE+fPjF2WCIi8pvTHhAiImIUKVOmYsqUmZ/8er16jfDwOEje7C6ULe/GrZt3OHn8b5YtW8Pu3Ttp17Iz8xbPJFHihNy6cZtuHXvTonmbj4719q0fse1jf9AeK1ZM3r59+0XxPn/+DHf3snTu1YGGzevz9o0fIwaNoX71JsxcMOXLbvojTE1NKVKkGEWKFPvmMT5n1Ohh+AW84ti1w1jbWOP/zp+WtdtQsXAV0mVIx6OHj0iZPBU9evSlZ68uPHx4n2zZctGwQRPixIkTaXF9rzhx4uL9xJugwCAsrSzD2x94PSBevPgR+t6758WRo4fpPLBjhHYTExNSpk7BkyePoyTmn4GHxyEmTx3H4t1zSe6QjNDQUGaNnkfT5g3YsmmXscMTEZHfmJZgiIhIpAgNDSUoKOirNnr8XwaDgePHj3LixDHix09A+fIVsbOLQWhoKCNGDGbx4gXYxbDD/50/bdp0oHXr9hGWZfzjyBEPunZrz6GTu8M3WPTx9sU5mys7dx4gZcpUn41l+vTJXLl+jinzJoS3hYWFUSBrYTJndSK6VcyvXoLxv/f67t07okWL9tF7+B7pM6Ri44HVpHBIEd52+8YdqpWszby5i4kTJy4PHtyjTdvm1G9eB8eMaTmw6xBHD55g29Y9JEr08cqSn0HNWu4kT5eYrgM7YWlpwd1bXjSu3IJxY6ZESOpMnTqJnfs3Y2llwZy1M8Ofsd+btxTNXJI9uw6TKpWDsW4jSjVr0QCnAo5UbVg5vC0kJISy2dzZuH4HadKkNWJ0IvKn+92XYFx/dSnK5nKM6RRlc30pVUCIiMgPFRgYyIiRg1m2dDH+/v5kyuREv36DKViw0FePZWJigrNzAZydC0RoNzMzo2/fQXTq1B0fH28SJUqMlZUVoaGhXLt2FRsbGxwcUuPhcYh161YRGBhIgviJKF6gDA2a1iXAP5AFcxbTpEmLL0o+ANy8dYNc+XJEaDM1NSWjUwZOHjvNvr3fXsK/ZOlCJkwYg6+PD/b29rRr15nGjZv9kESEwWDg1cuXxE8YsSIgfsJ4vH71CmfnAhgMBho0rMX4uWMoVKwgAKUrlmJ4n1FMmjyOkSPGfXcckWXa1Dm0btOUwplKkDBxAh7ce0iP7n0/qCgJDAwgvZMjp46epnuLXtRoWI3Xr94wefhUMqTP9MckHwCeP3tGwqQJIrSZm5uTIFF8nj17pgSEiIhEGiUgRETkh+rRoxMvXvlw/MxhEiVOyNbNO2jevCFr1mwmU6Yfm4mPHj060aO/TyAcOLCPrl3bY2llydu3bzE3t8DU1ITmbZsSPboNS+YvJ1Ysey6duY6lpRVTp8wmX778/zn+pUsXGTduJGfOnMLaxoZrnhdp0Kxe+NdDQ0M5e+o88+Yu/s9jH//LqlXLmTZ9IrOWTyVrjixcOneZDk07Y25uRoMGTb5pzP/LxMQEF5dCrF+xkTpNaoW3r1+xEZdCrgA8evSQ169f4VI0YqLHvXYl2tbt9MmxHz9+xLjxo9izZychISFYWFhQrFhJ2rfrTIoUKb879i8RJ04cVq3cgJfXXXx9fUifPuNH99AoWdKNOnWrsnTnAjau2MyovmOxsLTg/p0HzNu1NEpi/VkUKFCIXev3UrD4v3//vW7e4/7dBzg5ZTZiZCIiv79fZvlBJNESDBGRP1hQUBDv3r0lZsxYP+TT9qdPn1LQJRdXbp4jRox/SygnjJmM55U7TJgw7bvn+Jh797woVaowc5fOpFCRgty5fZei+Upy8vJR4sZ7v4dBUFAQJfKXoU/vQRQvXuqzY169egX3KuXo3LM9pcuX5PrV63Rv3xvHDI5MnjMevzdvGDFgLK+f+7Fy5YZvjt2lUB6GThyAs0u+8Lazp87RtkEn/j554ZvH/b8uXrxA9RoVqVK7Mrmcc/L30VNsWLmJNavfJ4VevXpJjhyZOOp5CFs72/DrDu31YMqwGezYvv+DMV+8eE7xEi6UqliCqvXcee77nLGDJxAaHMLj+0/Ztm1vlCUhvtTgIf3ZuGkt7nUrEhoayvolG6lfrzFduvQ0dmhR6uXLF5QtVxzHrGkoVbk4j+8/ZtGUZXTq0P2HJL1ERL7H774EwzMKl2Ck+wmXYCgBISLyBwoICGDo0AGsXLUMQ5iBxEmS0L/fYEqUKP1d4546dZK+/bpx6NieCO2HD3owdOAYNm3c+V3j/8Pb25ulSxfi6XkVB4c0vH3rh8E8iOFjBwOwbOEKDh/8i5kLp0a4bsr46Ty648uwYaM/O0ebts3IkCUNbTq3DG+7deM2JQqUAcDGJhpVq9SgR48+33VqRbJk8bj04Cw20f7dKyMsLIzkdql58uTlfx4N6el5jblzZ3Ln7i0yZnCiadOWJE+e4qN9793zYuHCuVy/4YmjY3oaN2pG0qTJwr/etFl9Ysa3pf/o3pibm/Py+UsaVGpKg3pNqVe34QfjTZ48nss3zzFm1ojwNr83bymcuRjlq5bDJMiSsWMmfcMTiVwnT55g27ZNmJiYULGiO9mz5zR2SEbx8uULFiycy9GjHtjbx6F+vcYUKOBi7LBERP6ABMTFKJsrXcyfr6pNSzBERP5APXt25rXfC85cPE6iRAnZu3s/zRq1ZvHileTIkeubx3VwSM3Nm7fw8fElXrx/lyQcOvgXGdL/mLOob926QaXKZSlVpjilKhTh7+OnWbtqA70GdAvvYxfDjme+zz641tfbFzu7L/vB5sKF87TqEvHT4NRpHYgbNy6rVm74YcdVZsiYkSOHjlLc7d89C44eOkb6DBn+M/lw7NgRGjWuQ8OW9SlWqQFHDx2ntFsRNqzfTrp06T/onzx5Cvr3H/LJ8caMnkjzFg1xyVSUNI6puXj2ErVr16NunQYf7X/+wlmKVoz4wmprF53sebKRNGUSNi7f+rlbN4o8efKSJ09eY4dhdLFixaZTx2506tjt851FRER+ECUgRET+MD4+PmzbvgXP2xeIESMGACVKFaN7ry7MmTODGTPmffPY9vZxqFu3AbWq1GfE2CGkTJmctas3Mn/2IrZu3fPZ6+/evcO6davx83tD0aIlKFiw0AdLQ4YNG0TLds1o36U1ANVqVeHt23esWb6Opi0bYWJiQvHSRenesRe7d+ylpFtxAK5evsbKJWvYunX3F91L8uQpuHT+EpkyZwhv8/V5xovnLz444vF7dO3Sk67tOjBkfAh58+fm9Mkz9Ok0gMGDRvzndQMH9WHoxEGUreQGgGvxQsSLH5eRo4awYP6yr44jdmx71qzejKfnNR4+fECmTJlJkCDBJ/snS5qcaxc9KV+1bHhbaGgonleuk9M5JwkTJPrqGERERH53v9AChEihJRgiIn+YCxfO0alTa06c9YjQfuzIcXp2HcC2bXu/a/ywsDDmzJnBosXz8fXxwdm5AD169CVjxv+ugNiwYQ29enWjWi137OPEZs2KDWTLloOpU2ZHqARImSoR56+fxD6OfXjbq1evcHLIQdHihWnYrD5v3rxh2IBR+Hj7kDqNA9GjR+fCuYtUr16b5MmTkz17LnLnzvOf+154eByiTdtmzFo8lbz58/D44RO6tOmBQ0pHhg8b813P6H/t27ebiZPG4nntGmnSpqV9uy6ULl3mk/3fvXuHo2NyrnlfxMzMLLzd+6kPJXOXwdPT64fG9zG3b9+iTNliDJ00kOJli/H2zVvGDZnIpXOXeeb9nBHDxlKypFukxyEiIr+X330JxrWXP2Z/py+RPlaWKJvrS6kCQkTkD5MqlQP37t/n4cNHJEmSOLx9754DZPoBO+CbmprSokUbWrRog5fXXXbt2s6xY0ewt7cnYcKPfyru5/eGHj26sHXfBjJmer98oG2nVpR2rcCuXTtwc/v3U3Y7O1uePXseIQHx1u8dGCBNqkyMHTYJa2sbOrbvRsWK7pw4cYx79+7idfc+VzwvEGYewIKFc0idOi3z5y3FysrqozG5uLgyZMhIOrbozvNnzzAxMaF27Xr06TPwu5/R/ypWrCTFipX84v5WVlZYW1vj89SHhIkThrc/uv8Ie3v7/7jyx3FwSM38eUvp3acb3Vr2IjgoGFS/LCYAACAASURBVLuYdoSFhtGrZ79fLvnw4sVzVq9ZyZ07t8iY0Ykq7tW/a28PERER+ZAqIEREfnNPnz5h3rxZnD9/lmTJktOoUXO2b9/Cnr3bGTF6CA6pU7Jh3RbGjZ7Ili27cXBI/UPmnTVrGhMmjKFcpTIEB4ewY8tOhgwZSY0atT/ou2PHNhYsmsn67SsjtM+fvYhTRy8wefLM8LZhwwZy4/ZV5i6dgZWVFcHBwTSr34pLF67w3Pc5TZu2pHv33hGqGyq7l6VkuSK0bN8MgODgYBpWb0q+3IVo377zf95HWFgYL168wNbW9pPJCmPo07c7D57eZcLsMdhEs+HVi1c0rdmSMiUr0rp1+yiLw2Aw4Ovri7+/P/7+70iZMtVP9Zy+xI0b13GvUo5cBXPglCMDJw+f5o6nF1s27yJBgoSfH0BERH4YVUD8OKqAEBGRKHXvnhflK5SiYsWytOvUggvnL1GtWgWmTJlFwoQJ6dGlL97e3uTJm49167Z+VfLh+fNnbNiwFh8fb/LlK0ChQoXDl0pcv+7J5MnjOXRyL0mTJXnfdu0GpVzLUbhw0Q9e6iwtLQgMCPxgDv93/lhYWkZo69KlJ23aNCObYx4yZErHlUtXyZ4zGwdO7Obd23dULlUNJ6cslC1bnrCwMLZu3cT5c2dZuXVh+BgWFha079aGPp0HfTYBYWpqSpw4cb74uUSVvn0G0blLW5wzFCKNY2quX71B9Rq1aNGiTZTGYWJiQrx48aJ0zh+tT99uNGpflzotawFQt2VtxvWfyMhRQxjQfygHD+7H1NSUokWLY2v7e/9gLCIikcvAL/P5f6RQBYSIyG+sY8fWpEiVmH4De4W37dm9j26d+uDhcfI/90D4LydOHKdhw1oUK1mElKlSsGXjdpIlTc78+cuwtLRk3LhRvAl4xrDRgyJc17JRW3JkdaZRo6YR2gMCAsiZy4k5i6ZRqEhBAJ75PqOES1nGj5tGwYKFADh+/BjDhg/g75MniRUrFkFBQWzcvZas2f9dOrJ2xXo2rtrG7NmLqFuvOo8eP8D7qTeeDyPul3Dm77O0adyR48fOffF9X7t2lUWL5/Hk8SOyZ89F/fqNiBUr9lc/vx/p4cMH3LvnRZo0jr98IsAYAgICSJMmKUfvHsTK+t/KjUf3H1PdtQ4Gg4Gc+bITEhrKhVMXmTx5Jm6ly/7HiCIi8j1+9wqIqy/PR9lcGWJljbK5vtSnz/cSEZFf3tGjf1GjVtUIbcVLFMXX1wdvb++vGiskJISdO7czZcpEmjatx+Tp45izcDp9BvTA4+ReAoP9Wbp0IfD+NARz8w+L7MzMzQgLC/ug3dramtmzFtCkbktqV2lI22adyJfVFffKNShYsBABAQGMGjWU2rWr0KhlXe6/vMXWAxvI6JSeEQNH07RuS1o0aM32zTuxj2vP6zevmT5jCnYxbfA4s4/UaR1Yu2J9+HwGg4GZk+fg7e3DixfPv+j+9+7dRWX3MsSMH43yNUtz5eZ5SpYq/FXPMTQ0lOPHj3Lw4H7evXsX4dn6+voSEhLyxWP9I0mSpDg7F/glkw9hYWHMmDGFfM7ZSZMmKXXrVePSpag7Hx3AzMwMUzNTAv6nAsf/rT/BwUEs2DabScvHMW3VRGaunUL79i3x9fWN0hhFROT3YYjCXz8jVUCIiPxC/vlf9pdWLpQs5crQEf0pWqxweNuLFy9JnzoL5897Ymtr+0Xj+Pj4UL16BaLZRiN33hzs23MAGxsbNmxbjb39+wqAHVt3MX3SXNau3cKlSxepVdsdj7/3ES/++xfje3fv4Zq3BO3adWLrtk14enqSKlUq2rTuQNWqNYD3m1Hu2LENPz8/ChcuSqpUDgQFBVG9ekUePLxH/aZ1ad/13yUGL56/IFuaPPQb1gsra2vmTp9PaEgo1arUYsPGdYyZNpxceXJw6fxlalasR0HX/KTPlI7d29+f9JEwUUIK5S/+QUXG/woLCyOfczZGTR1GgcL5w9v7dh6IjakdgwYN/+wzPHv2NE2a1idW7JhEix6NG543GTlyHA8f3Gf6jMmEhIRgaWlJu3adad6s1Ue/xwaDgTNnTuHhcYiYMWNRsWJl7O1/vuUhX2rAwN6cOHWEniO6kjRFEnZs2M30UbPYtnUPDg5poiyOFi0bYxvfkm7DOmNiYkJoaChdG/Xk0YPHrNy3JELfXs37UThfKRo0aBxl8YmI/El+9wqIKy+/vPLye2WMlS3K5vpS2gNCROQX8PDhAwYO7MOOHdswMzOjfPlKDBw4jLhx4/7ndXXrNKB/78Fk3upEvHhxCQwMpGe3vpQpU/6Lkw8AAwf1oXBxF4aNGoSJiQkGg4Eu7XswuN8wJk4bC0BIaEj4HhBOTplp2KApLrmKUrVWFYKDg1m1bA2hIaHMmj2Vd2/fUa2WO2XKl6ZX534EBgZQp04DbG3tSJMmLVu2bGTJkgWUK1eRmzdvgGkY8RPGJ49z7ghxxbaPTWpHB3LmyUG2nFmpVLU8udLnJ3/+gqxbvwYT3r/EO2XNxF9n97N2xXqG9h/J8HGDqVrbnTFDxuPr6/PZ+/fyuktgUCD5XZ0jtFer607XFr0+cdW/AgICqF+/JoPHD6B0hfenXVy5eJUabnVIkDA+q3YuI7WjA9ev3qBdw05YWlpiH9uey1cukSqlAxUqVMbGxoaOndpw5OhhSlcoweUbZxk5aghz5yzGxcU1fK5Lly5y7doVUqdOQ7ZsOb55mU1ke/78GUuXLmbXmc3EjvM+iVW7aQ18nz5j1uzpjBo5PspiGTZ0NLVqu1OtUB2csmfk7yOnsTS3In/xPB/0tY1pG6F6RURE5Kv8Op//RwotwRAR+cm9e/cOd/eyZMriiNfj63jeuUi8hLGoXr0ioaGhwPsExe3bN/nforZ69RpRoIArWTLmonjhMjimyoyv90uGDx/90bnCwsJYtWo5tWpXoXr1isyfP5vAwEC2btlE1x4dw19mTUxM6NKjIxvWbQbev2BPmTCDChXcw8fq0qUHq1dvxtbKnif3nxE7diz2Hd/JFa/znLp6nAf3HnD4oAczF05hwoQxGAwGRo8eTqPGdbCyM8XKzpTGTeoye/Y0qtauTPqMjhw/ciJCvM98n3Pv7n1SpEoOgK2dLZWrV+TUqVOUK1uRmZNmhy/5iBU7FhaWFmTOmolaDWpgMBjYsXkXzs4FPvs9sLOLwTu/dwT4B0Ro93nqg7mZGWvWrOTs2dMfPP9/7N27mzTp04QnHwAyZs5AldqVyemcg9SODgA4ZkhLz8FdGTZsIPMWzsDEJogtO9bhUigP8+fP5vLV8+w8sYVew3owYd5YJi+cQJs2zQgODsbf35969WtQt141tu/dSLMWDXCvUpbXr1999v6M4c6d26R0SB6efPhHPtfcXLlyKUpjiRs3Lrt2HmT44LE4ZyuMe8XqBAYFsmTmcqoWqsXerfsBePHsJXu37KdEiVJRGp+IiMjvQhUQIiI/uc2bN+CYLg19B/QMbxs9bhiuziVYsWIpq9es4OaN61hbW2FtE41xYyeHv1SbmJjQr99gWrfuwNWrl0maNBkpU6b65FydOrXlxs2rtO3UCksLC2ZNn8fevbsJDQ3F9P9s4Ahgbm5GgH8APbv2Y/uWneTMkZtatepG6JMhQ0YyZMj4fvnCpOGkTvP+RTtuvDhMmD4Gl1zF6DOoJz4+Ppw7d5ZFi+dx+NQ+4sZ7v6ygaatGOGctxMI5S/D18eXli1ckSBif8u7luHvbi65tulOrfnVi2//7Evv0sTdZM+QhQYIELFw0l6QxHYifIB6x7WNzz+s+Pfp1YcfmXcyZNp80adJRoIDLZ78HcePGJZ9zfsYOGU/voT0xMzPj4YPHdG3dEwtzC3Yf2MroMedIkSIVCxcs/+CkhOvXPYkZOwZnTp5ly/pthASHULJscRIlScjD+48i9N29dS+lK5Zk5JRh4QmfmeNnM2PmFNr3aoO5hTk3rt0kRkw7ChR2Jn6i+Jw6dZK9+3ZjYhnGvvM7sbCwICwsjL7tBzBoUF/GjZvy2XuMasmSpcDrzj38XvthG+PfapwLpy+ROnXULb/4h6mpKS4urty5e5tNW9cxZEY/nHJk4qTH3/RrM5j92w5y7vh56tdrRJo0aaM8vv9iMBg4csSDDRvXEhIaQrkyFShevNRPW/0iIvIn+7PrH1QBISLy07t16wZ5nSOWgpuYmJA3f26GDRtIhcpu3Lx/mau3zzNizCAaN67L48cRX2rjxIlDwYKF/jP5cPHieQ57HGDL7nVUrlKBshXcWL91JU+ePiJnzlxMnTgjQv8pE2aQI0cu4sVOyqyZC5g5c36EUybCwsLYuXM7LVo04snjxwQFBkW4PlGSRISFhXHqxGlixY7F4cMHqVS1QnjyAd4nKipXq0BISAjL1i9i1MRhjBk2HsdEGalQzB3PqzdwK//vp9EH9hzk+F8nsLS0ZPCQvoyYNJTTN48zZf5E3rz2w610Wfbv9GDRrOVUrliDuXMWf/FL2oTx0zj/9xUKOBWmTvkGFM1ZgrwFcnP06iGmLJzAwfN7iZ8kLkOHDoxw3ZEjHsycNYWDew7Run47YtnHInGyxPTvOojZk+YSM3bMCP13bdlN684tI8TVoGU9Hj96zOkTZ3DNXIzmNVvhlq88Tau3ICT4/caVq1evoHP/DlhYWADvX6g79+/AuvVrPrrxp7HFjx+f8uUr0r15bx7ee0RoaCi7N+9l4dQlNGvaOtLmDQsLY9u2LbRp24wOHVtx8OD+8MoVg8HAxIljGDZzANnzZsXCwpwCRZ3pP74XZ4+dZ/rU+fTq2T/SYvtWw0cMokPnVtintiWJUzwGDO1Np85tPlmRIyIiYiyqgBAR+ck5OqZn/YaVEdoMBgOHDvxFnDj2tO/078uaW9lSuFetyMqVS+nUqftXzXPs2BHcypYMPw0gWrRomJubU9G9LI/uPWPtqo2c+fssefPn5ojHcR49eML69dtIkCDBB2OFhYXRqlUTbtzypFb96jg6paJzm27cvX2XVh1avJ/vrxNYW1vTo2NfmjVthYWFBf7v/D8Y663fO2rUqUZGpwxkdMpA1Vru5MtciI7tu5EgQQKa1mlNipTJCQkJxvuJD/PnL6V3764kTJyQDs3ebyqYNUdmeg7uxphBEzh54tuOv4obNy6bN+3k0qWLPHnyiAvnmtNrSI/wpIuZmRndB3amWM7SjBgxNnyvjH79e9K1fydGDRjLpkPriJfg/aacdZvWoliOUiyevZQ06VKTM28OTh75m4CAQEJCI56G8c9Sm+0bdrBww1yy5spCYEAgYwZO4PTxs+TKlQf/d++IETNi5YVdDDuCAoMICwsL35/jZzJq5ARGjBxCFdeavHv7DqfMmZk7ZzGZMjlFynwGg4F27Vty6eo53BtUIjgomG49O1C+bCX69xtCQEAAT58+JVP2jBGuy54vK69fvSZfPudPjGw8N2/eYOnSRaz4azEx7d8ns8rVLEO9Io05efIEefPmM3KE8qsyGAzcuHEdU1NTUqdOo4oaEfkhlIAQEfnJlS9fiQkTx9Cn5wDadWxNSEgIo4eP493bd+TJl+uD/mnTpeHqxdtfPc/r16/YvHEbq5avwWAw4FauFKMnjMDr7n3SOmTi4MBjbN26iZs3r1OrRgPKlq2AlZXVR8fat283njeusvuvreF9atevQYHshcmYOSOPHjxiQK8hvHn9htev3zB6zHAyZcrMzZvXadWhOY7p35e4X792g+1bdtJr4L/JFFNTU0qXK8mLFy+oU6c+Z89c4eTJ45iZmZE7d14A7ty5Q7turVmzYwVmZqYsX7iKIb2H4/3EmwsXzuPg4MCSpYs4eGgfMexiUKtmPYoWLR7hHq5du8rFi+dJkSIVuXPnCf/h28kpM05OmQnwDyBGjA9f+P39/02ivH79ijt3bhMWFkbpCiXDkw8A0W2jU7NBde5efcSaBRsY0Xs06dKlp3ixkkwfO4uxM0eGzzl70jySp0hOtYZVyJorCwBW1lb0HNqVbeu2c/fuHYoXL8nKBatp2+PfhNTqxWtxKeT60SNRfwaWlpYM6D+Efn0HERwc/Mm/Tz/KsWNH+Pv0cVYdWoK1jTUA5WuUoVK+6tSuVZ/UqdOQIEECLp+9EiEJcfb4edKmdYzU2L7VgQN7KeRWMDz5AGAT3YYS7sXYu2+XEhDyTU6f/pu27VvwNuAdYaGhxI5lz/Qpc8icOYuxQxP55f2sx2NGlZ/zJxIREQlnbW3NhvXb6Nu3J06OObCytiJevPi0aNGG8eNH8+7dO6JFiwa8/8Rq66bt1Khe/6vmuHfPi3nzZzN64nAqupfHz+8tQ/uPoKJbVR7ce8jhw4OxsbGhWrWaXzTe3r27qVm3aoQXysRJE5PfxZl2zTqSLoMjb/3eUtytKING9idRkoRMGTOdq+MvU6pQOYoWL0JwcBAH9x0ibfq0JE6aKML4l89fIXf9ggBYWVlFOAVi27YtpEmXmg7d24a3NWxej8P7/+LA7oPUb1CDN2/ekNs5J3Wb1cLX5xk9e3Wibp1GtG/fmaCgIFq3acaJk0fJVyAvly9cIWaMWCxdsoY4ceLw9OlTWrRshJW1FUvmLaddt39f+JfOXU6cuHHw83uDnV0MrK1tMOH9sY5vXn94lPSb136kS5eerl3/3d/jzZvX1KzpTrmClXF2zcfF0xd57vuSxImTkNox4hIac3NzUqZOxZMnj+ndewAVKpbmzs275CmYm/N/X+DgrsOsXbvli75nxmRqahrpyQeA/Qf2Utq9RHjyASBGrBgUcXPl4MF9pEmTlg4dutKn5SAGTO4dvgfEiO5jGT1yYqTH9y1sbe14/fLDv1uvX7wmUZIURohIfnUvX76gTr3qNBzYgnxu7/cT8th0gJq13Tl5/DzRo0c3coQi8iv7+eoxRUTkA6amZpw/f4YataqxYOkcWrZtyqTJ40iVyoEKpauya8cejvx1jEZ1m/Pm9TsqVKj8VeMvXbqQmnWr416tEmZmZsSMGYOR44fy5PETevXqT/z48b94rEuXLuLpeY0XL/49fcHH25cl85dx3fMGqVKn4u8TpzExgTs371Lc2Y1SBcoxd+YCChUtSIKECTh5/BQ3PO8wePQAfL19mTN9HoGBgfj7+zNh1GRu37pLqVJlPjr/vXte5Mqb84P2LNmdcC6Uj+h20ciSIzOL1s6jVLkS1GlUkzW7VjB58niePXtGr15duXDxDFVqV6ZN15bsO72TbHkz06t3FwCat2hIdufMrN+3mpkTZtO2YQeWL1hJlxbdmTttAVlzZWHMmBHA++RIpcpVOHXsDMc9TnDmxNnweG5dv83KRavx8/OLsFbfzi4GW7bsZkDfYSSxT0XrFp04dPA4BQq4snvL3gj39PSxN9cuXyNVqlQkT56CgweOksPJmYvHPEmbIhMHDhwjffoMX/y9+93Z2try8vmHp4K8ePYyfOPQBvUb075tF4a0H0mexAWZNmgOw4eOoXTpj/99+xF8fX0ZN34UDRrVov+A3ty+feuLry1Tphyn/zrD2eP/Li26cfkmezftx71ytcgIV35zGzaswyl/VpzLFMTExAQTExMKVSpKKqc0bN26ydjhifwGDFH4++ejCggRkV/A7NnTKFayCBOnjQWgWIkiFCjoTNkSlejcuTtjRkwiMDCQEsVLM3rklK/+NPnS5YtUrlGO0NBQzp4+h98bP3LlzUXO3DmJEyfuF41hMBgYOLAPGzeto0AhZxbMXkjtBjU4e+oc3Tv0olBRF7Jkz8zOrbtJ65iaVVuXEy9+XN68fkOT2i0o4OrM0DGDMBgMTB03g4VzlhAYGMTqbcvp1akvIwa+P6rTysqK6dPmfvIes2bNxtLlCwgNDQ3fn8FgMLB3xz6y5MjCjWs3qFGvaoT1zIkSJyRT1owUKpSHMEMolWtV4uWLl9QuX482XVvRqXcH8jjm59KlC9y5e4ul2+YRGhpKQEAA/v4BrFy8mszZnNh+dBMvnr2kUpGqJEmajMaNmjF40AhatGxESEgodco3IFPWjESLHo1zp87TumsLdm3aw8xZCWnV8t+KDVNTU4oUKUaRIsXC2xo1bEJptyIM6DyECjXK8eThE0YPGEdIcAguLnlxKeTKmNGTIozzq3v69An+/v6kSJHyh6w/r+JeneIlXKhUtwIZsqQD4KTHKc4cO8usSYvC+9WpXZ86tSNWEV29eoXpMyZx5eplUqdOQ6sW7cie/cNE19e6f/8e5SuUJE+RXBSqnJfrF2/gVrYoixasIF++/J+9PmbMWMyetZCWjZuQOn0qLCwsuHz2CmPGTCRZsuTfHZ/8eby9nxIvxYd7+8RPkQBvb28jRCQivxMTwy+0RbKPz4clhiIif4Jy5UowcHhvXFwLRmjPm7UgU6bMJnPmrN807uvXr6hUuQz37nnx5vUbokWzwS6GHSlTpcDz6nVCQkLZu9eDVKkcPjvWX38dpkvXduw5so2YsWKycM5iBvYaQliYgR0em8mQKT0Azk6FmDJvIrny5gi/9sG9hxTNW4qr989jZmZGcHAwmVPmxNLSkvW7V5E6rQPPn71gzrR5HNpzhB3b93/yhdRgMFC1WgVixI5Gu25tsLAwZ8bE2Vy/doOUqVPw/NkLChbOT9surSJckzeDC/7+78iWMxunT5wmWvT3y1qe+T6naZvGLJi5iAXzlzF63FA2HliDx/4jNKnRnJLlSpA4aSJ2bt5FtlxZad+jLdVL1yZ9xnTYx4xPksRJWLFiKXHjx+HB/YfUbVYLp2xOFCpWkFj2sfC87Elj95acP3ftsy/Z3t7ezJw5hQOH9vHgwX0qVC9H7+HdCQwIZPqY2Rw/8Dd7dh/+5DjPnz/j5s2bJE+enIQJE320z8/g4cMHtO/QigsXzmFtbYWdXQzGjJ70RUemfs7mLRvo2rUD6ZzSERIcjNet+8yetYCCBQt98pqzZ09Ts3YV6rWuSS6XHFw6dYV5ExYxY9o8Chcu+l3xdOjYCpuE5rTq2Sy8bf+WgyydvJq9uz2+OPHi7++Ph8dBQkJCKVTI9YOjYEW+1IED++g5oCsjNk/EzPx9Ejc4KJhupdswc8p87SsikS5evN/7/18Xn5+Osrky239/ovxHUwWEiMgvIE6cuNzzuh+hLTAwkKdPvbG3j/NBfz+/N/j6+pIkSdLwYxk/pmXLJjx8eJ85i6ZTrGQRPK/doEPLLhQq4sKE6WNwK1wRPz+/L4pxy5aN1GtSh5ix3m+G17BZfQL8Azh25AQZMqXn2hVPzp46x9OnT0maPEmEaxMlSUiAfwCBgUFEi2aDubk5tnbRqVmjHuUKV8YhjQNPnjwhYYJEzJu75D9fykxMTFiyeBVTpkygbcOO+Af4ExAQwL5TOxk9cBzxE8Rj/vSFFC9dlPSZ0hEWFsbsKfMIDAjALoYdjhnSMnPpVMYPn8SGFRtp2KIer169wszMjPv3vbhz8w63rt+mR9tezFo+DdcS719cO/VpT023uvTtNIBy7mXoNbQH+RwLkipNSvad20nsOLHJnCgH7bq3we7/n1ZhMBjwun2PN29e07BRbcq4ladKleqf3DQyfvz49O8/BLuJMbj7+Dr9R/cGwNzWnK4DO1J+dxWOHTtC/vwRE1VhYWEMGTqAJUsWkCp1Su7e9qJkSTfGjZ2MtbX1x6YymrCwMGrVrkLxSoWZtHok5hbmeOw5QpOm9diz+/B3f6pfoXxlihUtydGjHpiZmVOggMtnK4ZGjhpC274tqFyvAgBOOTKRMGkChgzr/90JiIOHDjB9/YQIbYXLFmJwhxG8fPmC2LHtv2gcGxsbSpZ0+65YRABcXYuQInFKRjcdTOlG5QkLDWP7vE1kyZSNPHnyGjs8EfnFaQ8IEZFfQP36jRg5dCy3b90BICgoiAF9hpA9e06SJEka3i8wMJCePbuQLXsG3KuUJXuOjCxaNO+jY4aEhHDy5HGGjhpEidLFMDU1JUPGdMxfOpO5M+eTImVyWrVvxsqVS785bitrKywszWnbtCPVy9bmyOFjJE2WFDeX8jy49zC8365te0ifKR3RotkAcGjfYczNLenSpQdnzlyhf9+hrFi2nh3b90e430+JFi0aPXr04ejRM5w5fYV8efPTql57kjskY8v67bTq3IJqbrUp61qJvBlcmDhyCs6FnQkKDKbn4G5cOn+FbRt2sOfvHfQZ3ovhk4aw+dB6hg0bROs2HahZpi5m5mZY29jw8vnL8Htt1LoBt67fpmOvdlhZWWJuYU6fET2JHSc2AJmyZsRj/5HwOIf2HM7YwRPpM6InxSu7snDpHJo2rc/FixfYvn0rd+/e+ej93b9/j/SZ00VoMzExIb1TOu7d8/qg/7z5szly/CA7T29h1f5l7L+0m1f+zxgytP9nn2VUO3bsCJiF0bxrYywsLd6vPy9ZkDJVS7F8+eIfMkf06NEpUaI0RYsW/6LlSn///TdFy/0/9u46rqplbeD4j+6SUrEpRUXFwAYVsACxu7AwUcruwAJsxG5FxMACAZWyEQNFVFQELEBEOvf7B/fuc/bl5L3qOe+96+vHPxxmZs3ae6Ouh5nnsZJo69KzE0lPnlJSUvIfrUVdXY3sT9kSbXm5+SACBYW/V3BI8L9BWlqawwdPMMBuEOEBF7m2L4yRTqPYs+ugUIpTIPgGRD/w19+RsANCIBAI/gZEIlFVicC7t9HXr4mDg5NEpvEePeyYNHEqVu1taNioIRnpGTRt1pwd2/dIzLN8+SLefXzL/Sc30dHV4UniU0YOGk9OzhcePUrg9ZtXNDVrhqVlRyIiwhCJKiWOQgDUqVcHRUUlMj9mol9Tnwf3nv6he3BwcMLNfQajxw9HU0vzH3PV5dK5MCzateLWk1iU/lF9wGfNJobYj2Dj9rXcv/sA3zWbMDI15tCeI7x8nsKp42fYuXMf0tLSyMrKYmxsSk7OjfWn+wAAIABJREFUZ4qLi1FUVCQuLoZdu3eQnv4Wc/NWDBk8nEePHlBSUoKNTU/MzJqK1yUlJcWuXQc4evQg5y+cRVVFDZ+Vflh2akdaagYlRSVoaWth2aENHzM+Ii0tTWhIGENGD0RD66fShoYmjehk3RENdQ309Wvy+nUKG5Zt5EVyCmMmjcRt8WwAmls0Q7NG1f0X5BdgUK+2eI6Zc6fhNsmT0pJS9GvrExJ0kciEMNTUVQHo7dSTXu0cGDzEkVZtW5Jw9wF2dr3x9dkqsSuihXlLwiIuMGLCUHFbSUkpt2PuMGfa/GrvzcGDe1i2eRE1dKp+mq6iqszC9fOwb+fEsqWrf3OXzI/2/v07Gpk0rPag09C0ASnxab8y6vvS19cjNSUN8zY/fR4yUt+hpq6GvLz8fzT3yBHj8F+zG5+j61BRVaa8vJztqwLoa+8grm4jEPxoCgoKTJ48lcmTp/5+Z4FAIPgThACEQCAQ/MVKS0txdh7Fm9QUevWxI+HKbdZ4r+D4sWCaNm0m7jdp0lSGDx9NUtITdHX1aNBAsiRjQUEBJ4OOE594Ax3dqsSRTZuZsdx7MbOnurN45QJatZ6O3/qtrPFexpKVC/ma/5nYqBsYmxiJ53mV8prS0hJ09HQ4djiQpMRnZGSk/+7Og06dutCntwOdLbrjNMiB3C9fuRQSioamBu7zXcXBB4CZHtPY5uuP89DJyMnL4++/j+zsLO7ergrAhIZeo7S0lCFD+nHnzi0qKirR1qlBUVEJNj3siIm9jsfi2cjKynLySDADBzrQuVtnahnos9nRBwuLNvj5bqNOnboAPHuWRH5+AY4OA3Bw6EdlpYgbN2JQU1OnU6cu9Ordjbdv0klKfEZuTi7SMtKUl1dUu8eKigrOnj2FqbkxJyOPoqAgT+anLJwHTqJWnVqcOHCScS5jKCsr41DAEZSUlLgYfJnx08dWvUbdOjJq4gi8F62jIL8QOwdbcfABQF5enoEjnPj69SvzVnlSWFDI1OGz8PffysyZc8T9Bg0aRsCuHazwWM3wCUPJz8tn61p/LC07SARf/ik7O1siEAKgq69DWXkZJSXFf6sAhIVFaxYvnUdhQRHKKlU7YkQiEVGXY+nX66+p6uDsPIWN8zfhc8gb3Vq65GR/Ya2nD+PGTfyPfyI8aaILL18+p1/rwTRr1ZSXSSk0aWzGnt3bvtHqBQKBQPD38vfcmfCjCEkoBQKB4Be8zn2F/4OtnHp+koKyfFTkVBlkMoSpLWfSUOP3EzL+GTt3biMqJoKgs0fFD4JHDh7Hf9ue30wo+K/S09Po07cHz948lGh//uwFAxyG8uj5PYqLizE3bsO5sGAam5ly93Y8owaNZc2GFdj1seVpYhJzpnti3rIZmZ+yKC0tw6xZY5TlNFm0aPkfWsfTp0+IiAhDRkaao8cOk5//lX3Hd2HRrpW4j0gkokWjNhTkFxIf/4QaNSTPuX/5kkPXrpYYmjZCUUmBTbt90aqhScqLV/Tt0o8jZ/YTEnyR0PNhOA5y4O2bt0RcvoqMjAy2fXsghRTXr0TjNXchKSkvuHT5PL379eRz5meiI2MJCNgvcXb/3bsMZrm6cO/eXerUM2Do2CEEbNrNxbhz6OpVBXOePk5iWK9RVIoqiX1yDXVNdfH4qPBo5kzyRE626v0rLy/HxKQxrrPcmeXqwuDRA+lgZcmj+Mf4++5CRkaGhg0aoamrzt7gAIl7XzxnGQZ1azHFrSop4YN7j5jvsoQbcZJJqzIzM/HbtJ7w8FCUlJQYNHAYU6fO/MVggvOEUTS1NGH8jLHitsiLV/Ffu4erkXHV+v/V3Nxn8CT5EZM9nFHTUOPUgdMkP0zh8qWrf8muAJFIxNp1q9i7NwC9Wnp8ev+JwUOGsXL52l/N1/FnZWSk8/RpInXr1hdKpwoEgv9p/+1JKB99vvvDrmVeo+0Pu9YfJQQgBAKB4F9Epl7BOWwMZRWllIvKxe2yUrLIycizr+chetS3+2bXs7e3ZeEyT7rbWIvbKisrMW1gTkhIWLWdDr+mvLyc1m2acvz0IVq2Mhe3b9q4jcTHT9h1YDuJj54waew0biREib8edS2G2S7uvH/3AXkFeRQVFGjSrDH9B/djyMhBRF+NIWDzPvr2deLWrRvk5GSjq6fH4EHDsbbuzpcvOWRlZVG3bj2J8/S7dvtz4/Z1jBsbkZGWwdY9fuJgyqVzoaxbuRFFBSW8V/vQpk07AF68eE5e3ldu375J/MNbXA2/RvSDq+jV1AXgw/uP2Fr2ZseBzSx0W8qFqLM8fZzExGEulJWVcT7qDEamhkBVZQ27dr1R1VAj4u5l1NSr/kNzO/YO00bPIuF+UrXz/079e2PUtCFPHyeR9iadosIi7Af24cvnL0RFxOBg70R4RCh3UuKICo9ms/c2nj5KoladmuTnFvDkSQoZGenIyclRq1bVjoPU1Dfs2r2Dp08TadjQkIkTXDAza0pBQQHtLM1ZsWkptn2rym3ev5PAGEdnBo7qz9INC5GSkiLtTTrDe47l8aPnf+hz8EuSk5/Rf0AfBoxyoqN1exITnrB/2yG2b9vNnTs3OXzkIF9ycujUuQuLFy3/t6uqfCsVFRUcOXKAk0HHKSwswMamF9OnzUJTU+svXVd+fh6pqakYGBj85WsRCASC/1b/7QGIhz8wANHibxiAEI5gCAQCwc+8zn2Fc9gYisoLq32tXFROeXk5zmFjuD70xjfbCVFRWYG0dPWcwFJSEBR0nIsXQ8jKysLSsgNeXgsxNW38i/PIysoyf95iRg9xZumqBZg1a0LYpQjWr/HhcOA+ALR1tPn0MZOioiKUlKq2twcHnqGhYQMCQ45gUNeA4MCzrF7iTWfrTigqKhJ0/DTx8fdQVldEXUOdB9fv065jW7zmuqKpUYNXr1LQ1tEmLy+f0aPG8vLlC+Lj7yJChF1fGypFFYReuEJ/uyE4DOjL44eJXDx7mT3HAnAZPZ06dery9m0qk6eM4/2Hd2jV0CI9NZ0prhO5Gn4NXX0d8T1qaKhTXlbGmcBzjBg/HFU1VZZ6rqB3v56UlZWJgw8AdeoZMHBEfzLS34mDDwCWndvR0LABN27E0q1bD4nXUFVVjdp1a6OqrkrzVs0wM2/Cl89f2Oy9FSNTQ74UZlFcXMzuLXvZu20/Kzcto2uPziQ+fIqXywL27tvF5EmSZ6br12/A6lXrq71fKioqHDxwnBEjB7FuyUbU1dXISHvHyk1LORRwlOP7TjJiwlCCj5yptk6oOnLj67eec+eCKS8vp08fBzzc5/1iVRRT08ZcvnSVXbt3ELB+Pw0bNCLoZAi79+wg49Nb9p8PoKZBTS4EXWTIUCcuX7r6hwNf/67i4mKio69RUlJCly5WEg/0MjIyjB07gbFjJ3zXNfxZqqpqEseifktlZSWHjxzg+InD5Ofn0c3allkz3dDV1f3OqxQIBAKB4O9LCEAIBALBz/g/2EpJ+W9ntS+rKCXg4XbWdvURt+XmfuHo0UM8evSAunXrMXr0eOrVq/+b83z8+JGFizx5/OgR67196Ny1o3g7d9CJYKSkpYmIDGXDljU0aFifM6dCGDCgLxcvRtCgQUPS0t6ydZsft27Goaunz7ixExk2bBQ6Orrs2u1PRkYaLVu2ZuCAIWzfFECLVs2pVbsmrVq3YJ7bItb5rSbn8xcunL3Ig+d3UVWrykUwatxw3qS8YfnC1RgbG3L5fCjnIoJp1aYlAJmfsujV2R7vTauYMmY6oTHnMWlsTNjFcKaOncm8ZZ4sXu/Fi+QUPKbPpaKinMjboXgvW4/Pmk3kfslFRVUZn9V+dO9hi75+Tbp174jTMHumuE5CRkaG9ct9uBlzGxBx71Y8bTu0AUBJWQkzczNu37iLkakRn7M+k5aaxuBRA3n2JLnaaywnL88v7fOTkpZGJKqs1q6qosa29TsYNXE4Ono6BPjtRlu3BiCFx7I5dLTqQOCBILwXr2eF7087F1pbtmLH0c2M7zeZCc6TkZGR+c33/p+aN29BeVk581Z5oKKqQqt2LZFXkKdWnVosmLGYx/GJ3Lh+m/MhYRLjRCIRo0YPRkNXla3HfJGTl+Pg9iMMGGjPlbCoX0yM+K+BkHfvMrh8+SLhjy6holp1rGHIuEFkvH3P3r0BrFy59g/dw7/j5s04JkwcQ0Pj+iirKjPHbQZLl65i9Khx3+2aP9qChZ7ceXCTiZ7j0NTR5MKxS9g72BB+JRp1dY3fn0AgEAgE/53+/xxA+C6EIxgCgUDwM412G5Bf9vt/16jJq5EysaqM5IcP73F07Enb9m2w69mdR4+ecPxwIPv2HaV9+w6/OL6iogIb2y7Y9urG9NnTmDTWhXfp73B06suL5ynciL1FUVER95/eRE9fTzxu5RJvUlPeo6yizIUL52hm3hTPBXPIzspm1ZJ1jBo5jmnTZklcq6ysjOXLFxEYeAxdPV0yP2WioalJdlYWqmoq1NCuQfS9SHH/qKvRTBk7HU0tTUQiEZ8+ZnI4eB8du/x0L77em4kMu8rnrM/IKyrQ1NyMLzm5tOvQhlmeM8T93KZ6UctAHykpKa6GXcN702qMmxhx5WIEntPnceTwSeTk5JjtNo2r8WHiIxoF+QV0bm5NpUiEjLQ0c5d5Yta8CdfDr7Nr616KCotR11Aj5PoZerTtyZnIIIb0HsHluPMY1K06+pD1KYvurXuipa3JpbgQlFWqHrLv30lg4hAXEu4noaj4U2LM7Oxs2rRpxqpNywk9H0ZG2juaNGtMzNU4mpo3poFhAxasmQdAy7ptuXwrhFoGNSVea4t67bl964F4F0JZWRmPHz9EWVkFU9PGEvk8ysvLef36NT17WhGffkviaxlv3+HYaQAzZ85h9KjxaGtL7mqIjY1m7oI5nLsRJN49IxKJGOcwCefRLvTvP+gXP3c/FxMTxTrfFRy4sFuiPepKDIE7T3My8NzvzvHvKCwspHWbpqzauZSO3doDkJrylvF9p3Am+NJ/Rf6D9PQ0uvXoyOl7gaio/VTNZvHk5XRp3QOXKdP/wtUJBALB39t//RGM7Ds/7FottNv9sGv9UdX3/AoEAsH/sIKy/D/UL7/0p36+futx6N+X/YcDGD5qKN7rV+C3bQMLF3nyazHeqKhryMvLsmz1YvT0dDhz8STr/NZw8Xwo0ijg778XYxMjieADgFYNTS5fPo9GDSW8N65AR0cbVxd32ne0JCjkKD4+69i5czsnThzly5ccAOTk5Fi1ah3x8Yns33cMX9+tiESV7Dm6E1ePmbx98xb3GXO5HhlN5qcsJo+Zxu6jO7nxKIqbj6PZe2wnE0e4kPslV7yOr7lfeZr4DLu+tqz2XUkLC3Pu3LiLkrKSxHqVlZVIefGKgC17CDiyg+atmqGoqIjjQHvmL/di796AqvwR9etKPICrqKoww3M6MtKyVFZWcvbkOdynepH89DmNjBpia9uTfo4Dse/qhEHd2hzYeZBZc2dg36Ufy+euYuX81Vhb2NK9lzXtOrbFzrIvaxatY85ED8YPnMyWzf4SwQeA6OhrNDRqwNol67Gy7cryjUuoXacWhfmFvH2TjtLPkh/q6utw/3aCxPgXz14iL6+AhkZVCc7Q0EtYWJgx230aI0YNpHuPTrx8+QKRSETArh20bNkYewcbpKQhKjxGYq7LZ0Lp3t2G2a4e1YIPAImJj2hv1U7i6I6UlBQdulnyOPHRL37mfi4/P4+QkNM8TkikIF/yuNGdmLvcvx/Pxo3elJeX/8oM/77IyCuYNjcRBx8A6hvWw2mkA0GnTnzz6/0VHjxIoKVlC4ngA0BH2/bEJ/y4s78CgUAg+PsR/cBff0fCEQyBQCD4GRU51T+0A0JV/qfSidevRXIq5JjE1/v1t2eGy2yysrJ+8cz3mzevaWnRQvzQLS0tTXcba0aOHU7aq0+Ymjbh9as35OXlo/aPoxEikYjtmwPYd3QXtr2qtv4PHj6QeW6L2OyzjRraNagUVfL0eQIFBYUsXbqA7dt3YWPTEwB1dQ3U1TVYuMiLJasX8PzZC/w3B+DiOhllZSXmzVmIuoY61jZWdOr6024HaxsrOnTpQMjpi4x2HsGrl684vO8YxqZGqKqrYWjUkI5d2tPYzJTZUzyYOM0ZKSkpXiS/5MLZS6ioKKOiqoJBXQOJ18CyUzsOBhyldeu2zJrlQubHTHT1dcX3GhMZi9scTz5lfsJ/xxY0tDSJCL1Gq7YtuBt/m0ULljN69HjOnAlm776dKCpdxdDUkKP7jqOqpoqyijIbdqxFRkaGo3uPs2qBNy4uM4iJ3oC+vn6190RWVpa3b9LYHbSTNu0tAGjZtgVyCvLs9AnAcYg9AIUFhRTmFbLcczUqqip07t6Rp4+e4TbRk9LSEp49S0JJSZHZc6bhf2Irrdq1pLKyksD9QYwYMZDpM2Zz6MheDoTsxqixIacOn8bN2ZNpXi40bdGEuGs3OXP0HGfPXCYzM5PIyCtV1T1se4rzJDRo0IhzF09Vu4ekh8nYdu37q59bqMpNMHzEQHTr1KBTt/a4jfdkvrcXNQ30uRB0ibMnzrNhrzf7txwie0k23ms2/upc5eXlfPjwHk1NLVRVVX+1388VFBSg8bMKIv+krqnG1/SCPzTHnyESiQgLu0xg0FGKi4uws+nN8OGjqwWgviUDAwNeJ7+hsrJSIkj0OvkNBrUMfmOkQCAQCAT/3YQAhEAgEPzMIJMhHHl6UKL6xb+SlZJjsMkw8Z9VVVXJzv4s0Sc/P5+K8gqUlH75IcfMrBm+futIfJzIu4z31Kpdi2EjBxMZfp3+jkPQ19enZ88+TB43Dd+t69GvqcexQycoKCjApmd3iblGjBnK6KETqCgv505iHPo1q3ZN3Lsdz3CnMcTHP5F4OExPT0NbRxv3GXOJuhdB7Tq1ABjvMg7zhq3pZNWx2nr19HU5uv84D+MfcerEaewH9KFrt87cvRmPXcc+nLx0nM7Wncj5nEPohXB69rVhyqhpzJ47k8EjB9LGpD3vMt5T26CWeM67N+9hYmyKnp4ekydPY3CvEUx3d0FLW4uNK31Jf5vBnZt3kZaWpri4BOncrzgMtmfRmvmkvn7L+P6TuHAhnHnzFjJ+/ATcPWYSHRWFtLQUNbS0KSwooEuz7qiqqZD3tYCdO/diaGiMnFzVP31xcTFs2erLixfJNGjQiLepb6ioqKC1ZSuJe+/laIf/xp2cDQxBVVWF4CNn6dGjJykpKSyavYwPGR+oU8+ACTPH8+rFawYM7MvgQcMYMNKJVu2q8mZIS0szfMJQTh89x6ZNG9iw2xujxlUJMweNHoCSihLL3dfQpEkTmjUz59LFSGLjolm6dAEdrTtQUVHBgoWe+Pluw96+HzY2dqxYuZit3juYMGscMjIyBO4P4tG9RPw37f/Vzy5AdPR1cvO/sGfnNsrLK/BfH8Dg7iMoKijCsms7dp7cStOWZjRt2YTeFv3w9JgvPlKSl/eVy5cvkp+fT35+Hnv27kSEiMKCQgYNGsqK5d7VKov8U3l5OTIyMlhZdWPxknl8ep+JXq2qgFNJcQkXT4ayYsm3zzuxavVSLoaGMHLaMFTVVTh7KIiQC2c5eeLsL5Ys/RZatrRAV1sP/1W7mOAxDgUlBW5evc2FY5e4dCHiT89XVFSElJTUdw2aCAQCgUDwIwg5IAQCgeAfsrKyOBiyF9/i9ZRR9qv9lGSVJapg7Ny5jSvhF1mxZjEnjgXx8cNHsjKz0VDX5sCBY784h4/POk4FH8d740oaNKzP6VNn2ernD0BkRCyNGhlSXFxMP6deJCc/QwqoW78uaW/T2X1wB2GXwgFw7G9PZWUlrlPdGT1+BJ6L3CWuM9RxFMOHjMXRsb+4bYqLMw8e3KNxU1MOnNwj0d9jxlyuXrlO3MPr4ioZBQWFWJp1Jjc3F4O6tRk7aTSTZ04Uj9mzYz/RkTH47dxIaxNLFBUVKSkpQUVFmYdv4pGWlmbDSl+ir8awdvNqTJoYc+ViBB7T5jJs6EikpWWIiAyjqLAQZRUViouL0dLWYNnGxdSpX4fzQRfYuNKPhkYNMGlszNvUNLS0NImLuomKqgraNXRYt9aXyspKJk0eSx+nXtQ3rEfouXDKSypobdGW8PBQsrKzqKFdg6+5X2nRohXJyUnMXemBiZkx169Es3frPoqLS4h+chUd3Z+OPVy9fI0Ny3wxbWrCg7sPaVDPkKCgc9Svr0/ss2toammId7JkfszE2twOsyZNcRzZh5GThku8vrPHeRB+IYLbr2JR/dn2/MrKSsx0WpKenoWsrCyvX7+iV+9uHLtykAaGVclMnz5KwrnfFG7eSEBHR4d37zKYO8+NqKhrALSzbM/aNT4YGRn/6mcXYNu2zaRmJeO1yk3cNqLnONyWzaJ1BwuJvoOtRrLFdyctWrQiJiaKiZPGYNG+JUWFRSQlJuMftJUm5qZ8zsph5ew11NVvxIb1myTmuHv3NstXLCL+3j1UVFUYOXIMWlo12H9gN4PH90dZVZlzRy9gamTGTv99v1gR5t/19m0qNrZdCL59Ag2tql0XlZWVTLafzrRJs3FyGvjNrvWvPn36hJvHDG7eiENBsepozto1PlhZdfvDc7x6lcL8hR7ciItFSkqK7j1sWLvGh5o1a/3+YIFAIPh/6r89B0RC9u0fdq1W2pY/7Fp/lJADQiAQCIBLl87TsaMFqY9e0D3bGspAWiT5V6SslBxKssrs63lIogTnpElTkUIWxz6D0NbVxmmgI+qa6rx4kUxOjuTOCJFIRHp6Gjt3biMkLBi73jaYNDZm3iJPnCePo2kzM8Y7j+Tz52wUFBRo07odrdtaEBZ9kbj716lVuybz3BZhZGJII+NGTHWeyZTx0ynIL+BJYlK1M/sKCgqUlUkGUzq070RmZiYpL14RfS2WysqfqkGoa2hQXl5O7y6OnDx6ihOHT+LQrT9lZaWYNjEl7U06w8cOlZhv+JghXA+PwmvGPAYN70+zlk2Rk5dDWUVF/DDpvnA2ffv1ZqTTWBpoGTNv1kJ69O7OqeBAIq5dxmFwH8zbNOP9+ww+fvzAwTN7aW1pgX5NPSbOdGb0pJGkvkrlXcZ7UpJTMGlqwoPUu9xLuYnXijk4TxjFLNep+O3dyMpNy5g405mTV46iqaPGxdAQKqng7PVTRD2OYNuhzTxLfsIy38Uk3ElgpP1Yzgedp6KyEhUVZRa5LuXrl68AvH2dxtolG3Fxn4zf3o1cvn2eZ8+f8uLFc/H9/zx3hUhUVUKyuKSYy2euSLy2uTm53Iy6hVnTpsRExkq8hnHXbmLapLG4CsrZc8H0HdRbHHwAMDNvQpcenbh06TwAtWsbcPhQIM+S3vD0yStOnQz53eADVFXDSHooWTHE0LQR8Tclc1p8zsoh420G9es3oLi4mCku49m43xu/wxtAGuaucaeJuSkANXS0WLJ5IadPB5GX91U8x8uXLxg9Zij9xvflVkYMJ6IOk/TqMS9eJLN392Hy35fxNvEj8zyWfvPgA8CtWzdob91OHHyAqt0oNv27ExMb9U2v9a/09PQ4cugkd24/IuzydW7Exv+p4EN+fh79B/bFrLMpF56GcPbRaXQMtRg42OG75OYQCAQCgeBHEAIQAoHgf97Xr7nMnj2dC6Gn2XtwJ6d9A4kaHYFSkhLK0spIIYWavBpjmo7j+tAb9KhvJzG+srKSlykvOHspiPmLPBk4pD+Bp49g2aENu3b5i/uFhl6iTZvmtG1rTg0dLQzq1JaYx65XD5CCly9eYGnZChvbLlwJv4RIVIl9DycmjJpCXl4+1++E4zJrMokPE6lTvw5r/Vbjs309aalpjB8+SZz48uWLFOKib9CtWw/xNb58yWHz5o3o19THom0rFrkvpa+1E19yvvDmdSoHdx8mO+szzlPHEXYxnIjQq7jOncFq35V8/PAReXk5PmfnSKz7c/ZnZGRkkJGV4WHCYzLeZjBl1iQKCwu5FVsV5ZeWlmbyrImYNWuMSWMTEl7foVbtmrRobU7E3VDmLJhFwNEdrNi4DGUVZbS0tSSuYWXTFePGxiQ/fY6qmipeS91RVFJESkoKmz496N7TmkpRBV26dxKPkZaWxnnGeAC8lnsgJSWFXds+rJq/huzMz9y/nUBG2juuP7xC6J0LXL4VgrqmOjnZn7Eyt8HGohe92zsweNQAHAZV5VVQVFLEslM7Hj16QPceNmxf/9P7KxKJ2LV5DyZNjTE3b4moTIppw2dxLfQ6IScvMKrPeIYNG8XiRStY6enN6WPnSE/N4NieE3hNWYCnxwLxXKUlpSirSCb0BFBSUaKkpFiiTVlZ+Q/nXwDo2bM3WR8+s2P9LgoLiiguKkZDU43dvvs4eyyEwvxCniU+x23cXIYPH42mphaxsVE0MGpA285V5VA/pH/EqImhxLxa2pqoa6iTnZ0tbtuzdyeDnQfSd3Av5ORkqV23Ft67VhAeHkbt2gas9fZhk+92evfu+6eCDyKRiNu3bxEcfJJXr17+aj8tLS0+Znyq1p75LlN8rOR709bWpm7dehKBqj/izJlgTMyNGeoyBAUlBZRVlZk4bwJK6opERFz5TqsVCAQCwfcn+oG//36+SwCisrKSJUuWMHToUEaPHk1qamq1Pp8/f8bOzo6SkhIA8vLycHFxYdSoUQwdOpSEhIRqYwQCgeB7uHo1AssO7WjVuqW4rY2hBe5NZzM6Yxz3+z1h7DtnXu94xc4120hOfgZASUkJPj7rsGzfEikpEe0s20jMO2LMUKKirgJw69ZNZsycTEFhHnJysnx8/5GCAsmEe08Tk6hT1wARIuQV5cjLz0VHV5su1p2JTbjOq5evMDRuhLqGOgn3HnDn5j3OhgXRf3A/+g104NL1EB4lPGaa8yzmzl5Ir64OrFixRuJBa9WqZXTt0Zm4B9fZHOBD1L0ITJuY0LurI9ZtbBGJROjq6jDKeQS7j+6U0phCAAAgAElEQVRk1xF/HAbY06RpY0QiEdIyMiz1WiHeVVFWVsZij+VISUuhqqZKSvIr9Gvpc+JgIHr6ujgPm8yCOYvZu2M/fbv248H9RyxaPR9paWlCz4cx3WOqxIPngOFOlJeV8zI5ReK1eRT/CBkZaTpbd6SRcaNqD3O16tSksLCwWtWRooJCykrLaGBYnynDpzFx1ngu3wrBoF5tAg8GsXLTMjRrVFWtqF2nFqs2L6cgv5CrCaE0aFQf48ZGTJzlLL6eSCQi+clzdHX16dqlG4EHT9GrnQPrl/owyGY410KjeJuSxgTnyQSdPEdzUwvWzt+I3/It1DNowPhxE+na1Zq9ew4TcvQy/a2HsH6ZL1LSUixbtgDrbh2oW0+X4yeOcOZYCF9zf9pNkPkxi4gLV7G17fXbH+jfIS8vT/Cp87x8kEoXkx50MurOm6cZbN0SQGjgVTob98B1hDu9utuzbOmqf7zP5SgoyovnaNrKjOgwycodL56+pLSkjNq1f0qy+PLlc8zbNpPop6SihKGpIa9fv/q31v/x40dse3ZltsdUzoQG0tfellmuLlRUVFTra23dg0/vs7hw/JL4s/H0QRIhxy8ybOiIf+v6P8rr168waVF9R4uJuQmpqa//ghUJBAKB4L9FdnY2VlZWpKRI/n/r6tWrDBw4kKFDh3Ly5Mnvcu3vEoCIiIigtLSUwMBA3N3dWbtWMqlUTEwMzs7OZGVlidv2799P+/btOXLkCN7e3qxYseJ7LE0gEAiqqaysRFa2qtxjdvZn8fZmGRkZsrOz6dnTGmRKme46kVp1tXFy6s2NG7G4THXmwaM7rN+0mvz8fOJibojHikQizgafJ+NdOlZWlri4jEdOTpZOXTvy4Pk9eva1Y/okV3I+5yASiYiNvoHv+s1oa9egtkEt9PR0Wb1xBUtWLyLp6TNGDx7PouULeJPyBoDY6Bv0dugpztMAVQ+Wdn1sOXvqHKEXroAI9PVrStzrmTOnmLfEQ/xALSUlxbwlHnx494GYhGtIScGXL7kM6jWUxR7LSHlR9ZAYfimCbrZWxD28xr1b9zCv35ph9qNoa9KRimJQkFcgKjKG6AcRnL4SyI3EKHr2tcXY1Ig7N+5y6vhp2nZog4amBueCQoCq8qAV/7KV/J9HFha5LePDuw9UVlYSdj6c7T47qdegLgl3HnD/zn0K8iWDN1cuRKCoqMDx/YHitsKCQjav3UZZaSkzx81GXkGeIWMGISUlxQjnYZQWl1DLQPL1aWTckHfp73EeOJnHCU94+zqNFZ6rKC0tpSC/gA1LfUEkxYwZkwi7dh6HQX3I+pTF6ePneP3iNe8zPpCfl8+MmZPZuzeAgwf3ol9HD0urtmjVVqNP3x4kJj7G0rID2dmZjJ8+hpsp0UQ/i2DuGnfS098SHBWI74G1SMtI06/jILav38mmlVtxaN8fQ0MjlJSU+U8ZGNQRH99IevqawBNncXR04nTwBdLTMkm4n8SsWW7IyMgA0LlzFxITnvD8adVugwmu4zjsf4w9fvt5lfya8JBI5oz2wstzPvLyPwUqmjRuSnzcfYlr533N5+WzlxgZmfxba3fzmIFFV3NOxBxizZ7lnIsP4sWbZ+zdt6taXzk5OY4dOcWRbYEM7jCSsbaTmDN8LhvXb8bQ8PePq/yVmjVrzv2YBImgWmVlJQlxDzAza/YbIwUCgUDwdyYSiX7Y719SVlbGkiVLqiU2Lisrw9vbm3379nH48GECAwPJzMz85vf/XQIQ8fHxdOnSBYCWLVuSmJgoeVFpafbv34+mpqa4bdy4cQwbVpVVvqKi4lezaAsEAsG31q1bD65fjcKwbhOaGJrTwMCU5UtWs3/vIT5lfmTm7Kl4b1hJz962zF/kyebtG1mwwJOEhHimzpqC1+z56OnpMXu6B+YmbYiNjmOB1xIiI67hs3Ud/vu3YO/Um8LCImpo18B37SYGDu2PvII8jRu0oL6+Cc6jpqCnr0vImQsUFBRy6XoIPfvY0qlrB3Yf8kdVVZVHDx+Tl5dPQvxDtLVrkJ6WIb4HkUjEknkrCDoeTHe7bqiqqVBRWcHKVUsl7rW8vBwFRcm/XxWVFKmsrKSkuJjKShGDhvdnwvTxqKgq49DNCY/pXuzevpcpsyYRHnqVOvUMUFZWwbB+Y04cP0NJaQkycjJ4LXGj9j+OlZQUl9C+SztSklNQVVPFZfZklq5fxNnIIC6dvcy7jPcMGN6fTWu3SuSoOLb/BNLS0pQVlNOlWXdMtM1Y4LoYkUiEnYMtVx+Go6auztBeI4i5GkvigycsnL2EnM9fmDjTmZ1+u3C0GsDsCe5Yt7CluUVz7ry6QSPjhhQWFIkDL5NcndHW1Sb26g2J1yL0XNXW9syPWUz1mszcVR7cir1Du0ad6GDclbTn7ykrK2XBOi92ndzOqi3LiXoSgY6uNtp6Opy/eYaHH+8xb50Hm7f4UFZehnETQ5SUlQi/EEnrjhZMmz6RFi0bU1xaxGS3CcjLy1UlGOxjjeNQe0LPhlGvYV3sHHqQl5fPkYDjPEtMZvmWJZi1McWxX0/y8/O/yWdfWVkZFRWV3+2npqbOunW+TOo3lXXzfbhyLgIlZWUuB17BffQ8zuy7yKrl6xk7doLEuIkTXTh37CIndp8kNyeX5MTneIyZR58+Dujp6f3p9ebkfOZGXCwT3ceL30tFZUUmeY0n8OTRXxzTpIkZcTH32L3zIN4rfHiQkISDg9OfvvaP1revIwWfC9m8cAsZbzJ48zyVNTPXoqOlS+fOXf/q5QkEAoHg/6l169YxbNiwav8Op6SkUK9ePTQ0NJCXl6d169bcu3fvm1//u5ThzM/PlziPKiMjQ3l5uTi5VqdOnaqNUVevShCVmZmJp6cnCxYsqNZHIBAIvpXMzEykpaXR1tYmPDwMBUUFKkUiOnXpSPy9BA7uP4yOth4J9+PZfWCrxFj7fn2YMNaFbj2smDB6CrsP7KCHbVVyucjwawx0GE6lqJJHz++hp1/1l3uLVuZ8+ZJLyotX2PTszsrFa7Bo04qAA9uZOXk2SkqKKKso47nAnTu37qKi8tNPuaWkpOjj2JPjh09i0ao19j2caNWmJY8fJHL+zEU6de3AtYgoroVf5/7zW2hoagAQsHUP61ZsBODp0ycsX74IRUVFhvcbQ25uLlo1tOjr1JvIsGvUrV+XKWOmM3X2ZNwXzAagl70dTZo1Zu6shXgtdcfXexOfPmQy3WMaospKdm7ew6sVL3n3Ph05OTlq1tYH4NiBE6xZsh5D44bIysuSlPgMU7Oqn3br6OlgZm6GfZd+9OjdnRdJL+jU1Ao7e1uSEp+R+OAJ06bNZM+eXZwKP04jk0aoqKrw5OFTRvQdw5lrQSzbuJg5E9zZuMKPtNR0WrWwwNG+P5kfswm9fQGLepY4DrJnqscUjBsbAeC1woNBPYaR8TYDg3oGSEtLs8xnMTPHzcF9yWzMWzUj9uoNAjbtoaKigiv3L6H1j6MZjkPtGdB1KPM8F1O/fgMmThlDb6ee4vdHSVmJKW4TOXX4NPUb1QOgo3UH5nt7cT7oIgvXzQNgwqxxOHYcgH5tfQaNdSI15W21oySNTBqRcOcBQ3qMpG3nNmzY7c3rF2/Yv+0QjsPsmbvGnYzUd5w6dYJx4ybyIw3oPxiLVm0IPh1EQUE+27fspmPHzr+Z26B+/QYEB51ntfcytq70R0FRgZKSEh7fT+TWrTgWLlyGo0P/Xx3/r0pKSpBXkEf+Z8dBANQ01CgsLPzVcVJSUrRo0epXv/53pKCgwJnTl1i/YTWu/d2QlZHByWkgHhvn/+l8EgKBQCD4+/grMzOcPn2aGjVq0KVLF3btktw5mJ+fj5raTxVIVFRUvtkPPH7uuwQgVFVVJc42/3N78+9JTk7Gzc0NLy8v2rVr9z2WJhAI/gdUVFRw5UooMTHX0dDQZPDgYTRqVJUw79mzJDw8XUlOTkIkEmHevAUpKS/pYtWJfYcCkJeXp6ioCMfeA3n88Any8nKkp2dQ2+CnsneZnzKRlZXl1s072Nh1FwcfAHrYdqN5i2YUFRWJgw//1G+AAwf2HGKW2zQmuoyje8de5ObmIisnz5ecXNLTMviclUNOTg7rV/kw1XUKampVwdykJ8mkvn5LnY4NGDSsPza9enBk/zGmT3QFkQg5BXnWb14jDj4ATJw2Hr+1m9m61Y+NG9di0sSY8opy2nexZMioQbzPeM8Sz+UoKyszesIIgo6dJvxyJFNdJ6P8jwBIX6fezJo4h9jIWJ4lPSfyXph4i71NHxs6mnXBrHlTsrIyOXkkGGVlZXxWb+ZMRBCGJo2orKxk15Y9zHKew6W4ECorK3mTksrX3K+8eZWK2yJX7t2K5/Sxs0ycOIWjB04TGHiUno5Vuxf+qWkLM7radKZ3RwfatG+NrLwch87u52roNcLPXsfcvAWLFs+jcVNjRIgYOWkECgo/PaSqqakiIyPD8F5jGTdtFNq62hzbewJNLQ2unA9n16Y95OZ8pbSkFBv7HuLgA1QdbXEY0ofYuBgMDOogJydX7QFQTk4OaRnJTYXNLZqxy++nMqc1dLSorBQRcHI7pSWljLF3pqiwCCXlqmM0IpGIq5evIRKJ6GrXmYXrqwIXVj27YNGhFbPHuGPj0J0O3drh67sekQgcHJzQ0dH57W+Ib6hBg4a4u3n9qTFmZk05ejiIJUsXkPDkDos3z6NWnZrcv5HAgimeaGpo0bWr9R+aS1+/JjX1a3H9UjTd7X8ac+ZQCDY9ev76wB9IJBJx5MhBdu7aStrbNJqbmzPPazFdulj96bm0tbVZt9aXdWt9v8NKBQKBQPC/Jjg4GCkpKW7evElSUhJz587F398fXV3das/wBQUFEgGJb+W7HMGwsLAgOjoagAcPHmBi8vvnPF++fImrqys+Pj5YWf35f6QFAoEAqs6vjRkzDB/fNTQyMaCwJAc7OytcXafh5TUHBwc7OnZpx5v3z3n9Lpk+/XqSnZ3N2g2rxA/WRw4c41nSc7wWutPHoTdebvPJyfkCQFFREXM9FmFv34+iwiJq1qy+jdzIxJC0t+nVyl8+f/ZcHMhQVlZmxOihRF+LZcnqBaiqq9LSwhxvv5UcOLGXpMRnDOwzlJKSEsJDIzl1PJiS4mKuhF/m+KGTLPZaTtanbCJuXOZN9guMjBqhoakucT0ZGRnU1dXx89uAX8AGutlZ039IPxavWYCpmQnWtlacCQ/izes39B/Sj9DY8+jX1MNvXdWOjxfPXuI6yR1FJSVio2/Spn1rifP9iooKOA5y4O6tuyz1XsiVixG4TfVi0kxnDE2qypRKS0szxbWqIkb87fusX1Z1LCH+9S1OXDrCCOfh+O7aSDc7K3T19NHU1KSoqAg19epVHXT0dHCZPZmatfSRkZZGTV2Vz5mfef48me3+m3EcYo/vqs3IK8hz8mCQxNhje0/Qt68j/jv2kpzwmuWeq+nex5rLt0M4eG4vUYkR2Dna0K2XFfl51aP9H99/IiI8lKZNm1OQV0Dc9ZsSn7ndm/bRylLyJ+w3rt+kcTNT8Z8/fchERVUZg3q1aWjcgK52XZg0cCqxkXEk3HmIx6R5vH2VRnbmZ+wH95GYy7x1M+QVFIiNuMH2tTtRVFHg5LkjWLZvwbZtm6qt97eIRCKSkp4SH3+X0tLSX+2Xn58vUVLzP5Gfn8+xY4dY6b+E2nVrISUlRetOFsxYPAX/gK2/P8E/SElJsW6tH2s9ffBZuJmzR87jNXYBD+Ie4TrLnQ8f3uPpNZs2bZth3b0DAbt2/GJyyu8pIGA7O3ZvxnXdTM4+Oo39hD5MmjKOW7du/P5ggUAgEPwP+OuqYBw9epQjR45w+PBhmjRpwrp169DV1QXA0NCQ1NRUvnz5QmlpKffu3aNVq2+/e/C7BCBsbW2Rl5dn2LBheHt7M3/+fPbv309kZOSvjvHx8aG0tJTVq1czevRopk6d+j2WJhAI/ssFB5/ka95nYm5F4jpnBhv91nLpylnOnD1FTYMaTJs1hVOBwWxc64e8vDzTZk6mvLwcHd2qShH5+fksXrCcc6GnmO0xk4ku4yksKKKZiQXG9ZpSv5YJFaVSrFq1FgUFBYKDzlJUVCS+flFREVFXo9HV08Fr9nwKCgoQiUTExdzEd91mLoWEMthxBLFRN/iam4fTIEdatGoOIhHnwoOx6t4Vy45t2XssgLKyMszqtWDWFDdk5eRwGtKPhBd3SMlMoiA/ny27fTEyqdrZYd+/Lwf3HJVIOHQ77g4FBUVoaKnjONCBh/EP6dGru8Trpa2rjVnzJjx7moyUlBQTpo7n6L5jrF2xgQE9h9DIqCEHT+3Bde4MQs+HEXstTmJ8RloGiCDk1EVWbVxKzucv1PrZbhGoemhUVVNltNN4zpw4R5t2FqhrVAVLcr98Zf6sRUSEXmXZ0oVMnDSG5s3NuRB8idycXPEcuTm5XDpzmV797FizdSXSMjLcu3WfHb4BIC3iTFQgC9fMJSjiGGu3rmLt4g3MnbqAo3uOM2P0bM4cD6GbtQ0WFm0YPWo8RiaGTHKdIJEPo++A3uR9zeNx/GOuhUWJ25MeP+PCqUsoKCsQHX2NLZt34ubsxfzpi9m6dgd9LPuR+TGTs8dDuBV9h89Znwk+fAa/FVvoN8xBPE9JcQlfv+TxIeMjACs2LaHvoD54L9iA6xg3pKSkUFZRJu11urjPPxUXFfPl8xeWu61m5sJpnL9zmgMXdnPmxkn2HdxFbGy0uO+TJ4lcvnyRtLS31b4/UlJe0MOmMyNGDWCO5zQsWptx8dJ5iT7v3mUwaswQmjYzpFlzY/oP7Mvz58lkZmYyf4EHbdo2o4tVO7Zu9asWZPs1WVmZqKqroqMvWfqySYvGpKa++UNz/FP79h2IuBJNbbX6PL/9Bruu9lwJi0ZWVoa+9raUKxex7uhqZq524fSFQDy9Zv+p+f8TZWVlbNnqy9KAJZhbmqOsqkw3B2umLJrIpi0bf9g6BAKBQCD4o86fP09gYCBycnLMmzePCRMmMGzYMAYOHIi+vv43v56U6NfSY/4NZWbm/dVLEAgEf3Njxg5j8LB+DBsxWKK9W2c7lqxciFW3rmR+yqRdy85cuX4RYxMjzAxb4DF3Di1aNcd1mjtvXqfSrn1bbHr1YMMaHzzmzaGzVUfi79xn8bwVmDZuTO1aBigqKnL1WgS1a9dixmwXAHzWbaKGjjYP7j+kXv26vEt/h5KyMgX5BYwaP4JJ05y5feMOS+atoLy8jLNhp7hz6x6P7j/Cz7/qAaW0tJR9AQc5sPsQWVnZFBUUoldTj6j4SPK/5iGvII95wzakfUkRHwUoKChkQK8hyMhIM2z0EF4+T+HE4SCMDE1Iz0gl/OZlXMZOp3O3zsyeO1P8upSWltLWpANnI07R0LABl8+HsXPzbp49SWbhyrmMmvBTqcLLIWGsX+7DtfvhiEQiwi6E4zF1Lvr6NWndui1nTp+iuLiYzt06ceTcAfHa0t9mYNuuN367N3An7h7H9p3g7PVTpKemM3/WYnT1dJjmMYX2nS05tOsIwUfP0bWrFRGRVxjrMorcnFxOHg5GTU0V89bNGesymiVuy3nzMhXzFi3obNuea1eieJaYTGVlJYpKCujo6GDerBV5eXncvBkn3pHxLu09S5euYumyBcQ8i0ROTk58f/u3HyIp8RkKigpcPh1KvUb1UFJS5PnTFyzzXcyLpy9REmni7DwZd49ZhF8JBUBVTRU5eTmamDfmffp7Pr77iIysLK1btSP+/h3sHG2oqKgg/Hwk7dq1J/vLJ5b6LcTQtBHXw6JZOnsFWw770sqyqgysdRM7VFRV2HtuJ/q19SgrK2Pt/I2cPR5CDZ0ahCaESBwBObYrkJf3U1mzegPOE0aT8uoFJmbGPLz3iL59HdmwfhMyMjJUVFTQoaMFI6cOZtD4AUhLS/Po7mNmjfTk4vlwjIyMKS8vx8raku79rBg3YxSycrIEHzrLPr9DqKio0r57GwaO70/+13wC1u2lZo06BOzc97vflyUlJbRs1Zg9F3ZQ36ieuP2o/wlSEtLYtfPA787xe7Zv38ztxFiW+S8StxXmFzKgzVAirsRQr179//gav+fjx490tbbkXOJpifZ3b9/jNsCdBwnPvvsaBAKB4P87Xd1vv+3/7+ReZtzvd/pG2uhWz734V/suOSAEAoHgP1VSUkJQ0AkiI8NQVlZh8ODhWFt3/91xRYWFFBYUVGsvKChEQaGq3JCuni5OAxwIvXiFRoYNkZaRxsttAQqKCixZsQAr6y7cj09gnvsiho4cjMuMSQA0a96UmrVqMt9jMWMmDGeL7w5MTBrzKuUl7q7zUFBQoLCwkLKycqa7upD2No23qWkUFhaiq6+DVg1N9GrqMmTkIFTVVFgydwXNzJuS9jadE4erai2Xl5czYeQUioqK8PZbiYysLJvWbeHh/ce0aNQaRUUlSktLkJGR4VbcbTp0bg+AiooyzlPGsmHVJiIvxfAgIQFZWRlatW+O6jNFOrWwwsjUiF1b9mDRthVdunUi72sey+aupIWFOQ0NG1CQX8CaJeupU682pSUl4sSR/2TX14Ypo6fTubm1OLlwQ6OG2PdyYubMOcjKyKKsJUdc9A0mj5jGoBH9+fD+Izt8duK2yBU7e1vs7G1R01Clf/fBVFRUYG1nRUOjBqxesJbP2TnIysmiq6tDVNQ12nVuw7mT50l7k86oScPp3sua5CfPmTZqFrk5uZg2bkKLFhYc3n0Uc4vmBF89gYqqCod3HePonuPU0q/Dgwf32X1qB206tAYg9mocU4ZOR0FRgdXz1jFvlQeKSoo8vp/ItvX+7A7yJ+1NOumpGUx2nUBpaSltOligrKLMjOA59OzmwLDh/bHo1IK4l9dQUFAg8MApdvvtZf2uNeJjMFFXYghYv48rYVFcvnwBKSkp5keuwMCgDtu3b2bKoJl8/PABHT1t1vivFAcfbkbdRk5WjiEDh+PUcTDGTYxJfZVKRUU5izbM58zRc9XyT2hpa5KXl8i8+e7UbKjDllPrkZGRoTC/kJnD3di1awdTp84kJiYKNU0VhkwYJB5r3rY5/Ufac/zEERYvWk5kZDiqGipMnTtJ3GfYxMGcPnwO3Zq6eK11E7f7HVmHQ+tBPHuWROPGTX7z+1JBQQFXV3c8xi7AbdVMDBs3JDo0ln2bDhMcdP43x/5RCQ/jaW8nmT9KWVUZ87bNefz40Q8JQGhpaYEI0l+nU6dhHXH7k3tPMDT6e5f9FAgEAoHgRxB2QAgEgv9j78zjamzX/n2sqXme0YCUUCFlypSxUJE5MpR5JkPmeR5CZpFkDhlCQgqRZJ4pFSFJaZ7X+v3R3svutZ+997t/z/vs/e53HZ+PP7rWfY33fS/rOq/z/J7/dlRUVODt3Q8EUkaN9iE39wfbAncyaOBQZv4VAbyEhLvs3h1EyvtklJWUyc39zp2kOPT0dAGIOH2ORfOX8ehlIiKRCABfn7HUrl2LlOT3FBUVUVJSyki/YQwZNkjebsy1WAJmLSTh0U35pk8qlWKoYcrnH2mUlpZhb9WCgyFH2bx5PcqqInJycrgYcw6RSIRHNy+MTIyYPGMCVVVVbNu0g5LiEsIjj1FaWkpdQ2syCz5QWVlJk7rNMK9rzqvnr6isrMLMwoyigkJU1VX5np2Dnr4uBfmFNHWwY/zUMUwZPROpTMqmoLU0d2zG7bg7LJi1GAN9I75lZ9HexZn8vHzevHzL4OEDSbr3kBMXj3AjOo6lASvIy82jsKAAZRUVTM3r0MjWhmuXrqOtq433qCHk5uQQfvg0Acvm4D2yek0+pH2kays3qqqqcGzVnI9pn2nc2JbgfYdQUlKicxdnVgcto0FDS7au3c6JsHCqqqrYfXg7zp3aytc1NTmNXu082Rm2jQ5dq1M2l5WVM8x9BN17dyPmSixpyanEv45j2qiZNGhoydR5k+T1E+PvM3n4dEQiEaZ1LPjwMZXbr27UEDseM2gid27cpWvvzmw5UO1ZUllZybjBk/mR8wMvb0/CD53h/btUdPV0qKyqoqSohOEThuHYpgXTR/kzdd4khvgOBODMkbMErd7Fxo1bWb1uKadvHq9hCJg1JoCmjnb4jBsKwNfPXxnQaSgvXqT85nNeVFTE0GH9KSkvoqtHZzLSPhEVEc2e3SF06tSZHz9yefHiOcbGJsz0n4y2sQa3r8Vz9Noh6lvXkz+Po3qPoXunXmzbFkj084toaf88OXp07zGr/TcyeeJ0tmzbQFZWFq07tWTcLD+sGldnCDkZcprUR5/YEriTvXt38jz1IQHr/GuMdbjbaNwH9aT/yJoZKxaMW0pPl74MHDjkN+f5Z2QyGeHhx9kbvJPPnz7h0MKR2f7zfrfsFMtXLCJPls2kxePlZVKplAEtvQk9cAx7+2a/Sz9/j8DADZy7fJrZm/ypZ1OPpLgk1s3YwI6gff+QEVWBAgUK/q/zn+4BkfgHekC0VHhAKFCgQEFNpFIpV65c5vLlSMRiEX369OfbtyzKyku4GntRbjDo4+VBc9tW1KtnSXDwLp4+fYKZuTkd2nciMvIci5bPx6nlXGJv3GT54lU0sWpGp84dyc3JJen+Q/aE7JC39fTxMyLPXcLM3JQBg/sxdeZErM1t6eHWrcbYXLp05H1KKqWlpaiqVmcqSHn3Hj19XSQSCUpKSvRyd2XZsoV07OhCxNlwFi6fh5KSElEXoykrLyf48G6Ewmq5nYPHg+ng2IXbcXdQVVVBVUUFp8ZtUVZRprysnFZtnTgZeQSRSMSubfs4fugkm3euZ83SDbRo2ZyFK+exfsUm1i3fhFVDS16/fEPAzEUUFxZh72BH+07tSLr3gPinsegb6AEQFRnN7EkBLFq9AKFQSBdXFzr36MSXz5lMHzMTV/cebFi+iXoN6qGjp8PVxChUVas9RYb6etO7gydu7t0RCE4tsQIAACAASURBVIXMn7EI3wkjaGzfmNXz1zFjxhxMTEwoLi5CSUkJY2MTjoeexLqRFRkfMhgxbhgHdhykka1NjXXN+JCBioqy3PgAoKysxMjxPkQcP8+g4f04dvAkAoGAZ49eMG3+ZAAe3nvEqcMR5P3Io7ioBDsHW149fU37zm1/ybTUvoszibcSqWNWW1527WIMP3J+cPxKGGKxGG+/wbx9+ZYBXb3R0tJCoiTm7LFz3L5+my49XTh/8gKBK7YiEAixbmjDyZPnSExMwLZ5k1+8EOwcbPnw/qP875vX4mna7G9veNXV1TkVfoHLly9yN+E2dY2tuRGzlNq16wCgo6OLs3N7KisrsbdrStjhUAQCGNp9JCMmDcO4lhEXTl4iK/MbySnJCIQCNDTVa/ShZ6DHt29ZbN2xEf/VU7FoYEFMZCxj+k4i5MIeLBqYEx1xnRFDqj0e7O2bcSB0L1VVVfL3RSaTkfMth9dP39RoWyaT8fZFMuNH/GOeBQKBgIEDh/xDxop/Bp9ho3Dt6UKTFo3p4NaOkqIS9qwJxszUAju7pv8jff41pk+fhZKSEtP7+5P/Iw8NbQ0qyyu5efMG7dt3lK+rAgUKFChQ8H8RhQFCgQIF/zJkMhnTp0/i+YvHjB47ivKycmbPmYamhhZ+44bX+KFubGxE4yaNmD/fn227NtOtRxeePn7OwL7e7AvdTXfXrgA0sWuMtrYWC+Yu4UZMHKqqKvQf5MWkMdMICzlCRWUliXcT6drdhSPhofL2a9epzcsXr2nX4edJffLbFMQiMadPRDBspDdfPmcybdIsRo/3Zd+u/RwLO8GH9I8UFBTy6tULlJSVqaysBOBh0iO6dHeRGx+gOitFlx4uXIu6TvTla6hrabBp53qePX7GxXOXWb5+ifza2Qtm8CjxEdeiYnBq1YKDwWEMGzUED6/e7N91kFkLZ7B6y0pePH3B4tnLuJ/wAIlYzPwVAXLjA4Br7+7Mn76IrK9ZyGQyUt6mIJZIMK9rxvfsHJo0bcwk/wls3bCd2Ytmyo0PAPUs62LbzJbubXtRXFSMR393ZiyYhkgkImDKfObPn426pjolRSUMGzaShw+TsC61AgHcvZlAYUEhPfu6sWzuStYGrUJVTZWsr99Ys3A94r/QXvgzVVVSBALI+vKNF49fkpebh4GRPh9SP5Jw8x47Nu5h1MThGBob8O1rNi+fvkJVVYUnD54hk8lqGAUeJjyioqKSy2evMHnuBFTVVIm/cQePAb1qGCusG1vTtlMbmrVqRovWDmxduY1aprVYs2MFGemfGOExmvZtXVi1ah0aGhq8efOK65dvkDngK9aNGzB0zBBqmZoQGxWHRX1zPqZlcOfGXbat2snhsJNkZHyksLCQBg2s/mo6arFYjLu7J+7unr/5nqzfsJonrx5yIfEMRrUMuXr+Oiv8V1NZWcUg3/7MXeXPdJ851K9vybXIGLp7dJXXPXv0AmWlZfQc2IMDW0IpKy2jfTdn+g3vw/qFm1ESK0GFEE9PLwBatWqDaW1zAkYvwm/mSJSUJRzZfRwlZSViLsbi0KYZPby6UVZSxr5NIairqNOqVZvfHPsfSb169QkNOUbAfH9Wz1hHVWUVXbp24+CBI78YjP4nEQgECIQCTOubsnDXboxNjcnJymHFuBUEBQUyffqsP2wsChQoUKDg3w/ZX8lO8X8JRQiGAgUK/mXcvRuP/6wp3HtwEzU1NQBycnJp0rA5Awf3Z0vQhhrX1zdrxLKVCxk6vPoEtby8HCNtM74Xfamx0c/JycXWqjnhJ88RHR3F8xdPKSkuRl/fgPv3E1FSFpObm0sDK0vGjPfD1q4xPkN8kVZJOX3+OA2sLcn4+Kk6TMO0Ntejb4BMhkAowNjEmAZWluR8z2HOwllEnrvIiSOnkEgklBSXYGpeh5i70UScPMu16BgOHg+uMQe3Th48SnqMiqoKEokYqVSGvoEeXV07s2LDUvl1paWldG3tBkCLls15/vQVqSmp2De3xc3DldGTfOXXJt17wBB3HzS1NAhYMpuBw/rX6LNbm558SP+Ivr4elZWVVFRUoqqqQlVVFfHP44i7dovZkwPw8fNm6pzJNer27tgH26ZNmLPEH1396pCWiooKmtd14tjFMEpLypg7eT6ZnzOxqG+BXXNbrGwaYF7PjPVLNjFmmh83r93i5vXbmNQyJvPLV4aN9uZ8+AWWrF9IF7dql/TSklKG9PRhxLhh3L11jy+fMsnNyaWlsxOxV+LIzvrO2bhwLOpXCxjKZDJ8+41FJoNHiY/wGOiO/6JpqKqpcvxgOBuWbkYgENCmQyu+fMrEZ6w3UeeisWpsxdzlNcMLvN2G4zfNFxfXjpQUl9DBpjPWja159ew1Hbo6U1pSztMHz5g9az5r1i5n4Kh+NG/ZjPgbd7l0+jKdXTuREHcfC4u6ZGR8pEkTO4YNHcHuPdt5+fI5mlpaVJRXsHbNZlxda6bX/HtUVFTQxNaSYzGHqGP+05sjPuYuGxZupjC/iJU7l7Jl4Q7WrtnMKF9vPL1709DOmrsx90i4kUhZRRmmdWvjN30k6prqnA6NIPn1e3KzfzBt6iyG+4ySv38AxcXFbN22kYMHgxGKRXTv25Wxs3zJSP3EuoCNJL96j0AgwMWlC+vXbcHI6NdUtP9KZDIZ3759Q01NFQ2Nf40br4NjExbuXYi1/U8dldTXqczznsfzp+/+JWNSoECBgv8t/KeHYNz7dvsP66uVYbs/rK9/FIUHhAIFCv5lXL8ezaAh/WtsfvT0dOnTx52jYccZM24UTWwbI5PJOHr4BEWFhTi3/+mhIJFI0NHVISX5PVbWDeTlr1++oXbtOjg4OOLg4CgvX79+NU+ePsTY2Ij5S+ZQXl7B2pUbyPr6DZlMilAopH2rzmhqaVJWVo7fuJH08nQj9nocfuNG0alLB+7fe8DG1ZvZF7aHJ4+e8uThU24lxWBmYUryuxTcu3jRzNoJt17dib1+k5B9h/AZ5Y1UKuXAnlBS3qUgEokwtzCluLiE5o5NKSwo4vqVGyxfv0R+UntwXxj6hvoIhUKSEh/S2rkVFeXlPH30nMVrFtRYR8dWLRAAk/wnEHbgKH0HecqzO7x4+pJ3r5MRCoXMXxmAq3v36vUMOc6mlYGUl1fwMf0jllb1CQs+yoBh/alV2wSAO3F3ef3iTbW4pMbPe7R/x0FEIhGnjkZg06Qhud9zmTZvCg0bNyTq/BW2rtmOiakxxUXFrFu8kbXbV9LIzoYd63dz/dEVjGsZ0blHJ8YNmYh9CzvMLEyJjryGY5sW2DnYsX3DbpycW+AxoDenjpzhx488zOubyY0PUH3K3HeIJ5fPRlNVJSU68hqnwk4jlcowrm3E9AWTCVq3iw9pH+nv0487cQmUlJRy/MAJ+g72wLpxtSDgpYgoPqZn4Ny5+rlSVVOlRdsWvHr6iibNGmFgbEDu91x6D3Rj1eolLN60gN4Dqo0ILm4dqW1WixP7T3MlKhZj4+p1k8lkdOvegXaubQg6tRGJRMLDhEfMGD6JunUv/V3Bxr+kqKiQiooKapvVTG3awMaSvNw8jGsbs3buBgRSEVFXIjkYcpSoK5e4feEe9vbNGerlx0hfb/ac3i6/h47ODoz2nICakibjx036pU81NTXmBSzG2sqGnfu2MHXRRJRVlNHW1WbKokksHLeUWzcT0dPT/6XuvwMCgeBfbhTJ+voVswZmNcrMLM349idPpD/SI0OBAgUKFCj4d0LhAaFAgYJ/GVu2bCDnRyaB22p6OgzqNwxtLQMiI8/RwMqS7Ozv5OflY2xiwqy5Uxk45OcJ/5yZ80m4c48TEUcwqWVCWmo6fXsNQENdi8uXY2qEcTg62qKqpsKt+9dRUlICID+/ALsGDjRtbk9K8nuys79z+cZ5GjayRlVVFW+v4XTu7oLfuJHydiLPXSJw3Ta+ZmYxZ+FMbsfdIS8vj46dO9DY1obRQycgEgv58SMPLS0tqiorkQGmZnVITXmPgZEhKzcso4G1JVGR0ezcuofS4lJ69+2J/4LpiEVi+vYYgG0zW1RUlNm6bzNCoRCZTMb86Qt58ewV52N+pvn7nPGFjg5dePQ+kSm+08n48AmvQX34nPGZ42HhtOvUFi0dLTbvrrnOHi5evHudTEV5OUoqyoyfPpa924Jx6daR/B/53L19D+NaxmRnfUOipESnbh148/IdP3JyWbFlGTGXb3D2xHlCI/bTopWDvN11SzdSmF+IgZEB+3eEUFFWQUMbG9TU1BApC/BfPB09fV0O7jnMsQPHcGzjSOanL6S//4hESUJ9q3p8+vCJtTtX0cXNhft3HjB34nyuP4qqsXE7sOMgb18mc/P6bXR0tSkuLsHewRZ9Q33OHj/P0o0Lyf2ey57AYAryC+Wu8RKJBCsbS3K+55L7/Qf7z+yhcdNqo4BUKsW1RW88BrtzcHsoIyb5UMe8NpcjokmKf0DMiyi0dbTlY/j+LYeu9m58/PBNXvbgwX0mTvbjfOLpGuPdvmY30nwRK1esq3EfSktL+fz5E8bGJqirq5OZ+YUrVy4jEAjo0cMNd4/uLN42H8e2P9f4VOgZ4qJv8Sn9M1VVUmYun0piXBJRp6M5fy4KS8tqA8vx40c4fzWcjSFravR5fH84j2JfEBZ6gt+iuLgYr369SUt/j2ndOujq6/Ak8Rn79obSsaPLb9b738zHjx+4ezceXV1dOnXqUiNN638H9z496OrdmS5eP8Nh4iLjOL/nAlcu3/i9hqtAgQIF/5H8p3tAJGT9cR4QrY0UHhAKFChQIMfLayDdu3dklN9w7JvaAXAz9ha3b90hMfEJIpGIq9ei6OPljpm5Kdu37GLWjHno6OrQpZsLz5++IP52Al8+faF541YYGBmQn5fPuIl+nD97EWdnRzw9vTAyMsLDw4uc3BymjpyIkpISFRUVJNxJRFpVRY+e3VBSVmb81LFMGDWZH7l5ctHJu/H32Lp7U41xu/Xuwehh45FKpQSu28bkmRMwMjbi5JFThB89TWFhIWKxCBUVZfQN9fj04TMVlRVo62ghFIk5cf4Illb1AZg8cwIlJSUcDT3B3VsJdHTogkgsRiKRcPdWAudjzsjDSwQCAXOWzKZp3Ra8fvEamyY2ZGdlM9l3Gk1b2KOurk7Qga2sXLCG42HhfM74xNTZk/jxIw9NrV//M29s14iUt+/p1qsrmlqaXI+KYdGa+SS/Tibl7Xt09XUoLiricvwFToaFszfoAJv3rqdb765IJBIaWNfn8tmoGsYHAPd+vRjmMZLSklKUVZQRq4v5+OED69YFkvL+HROHTiUvL4+Wzo6EXz3O25fvWD1/HcuWrSH08D4iYk9yNy6BmWPmMrssgPLyCoRCIUf2H2eo32AEAgEZ6Z8I2XmI8TPHEHn6ImWlZXTp6UJxYTGnws6ATIaFpTnuA3oxdMwQniQ9Y1TfMVRVVnHu9inS33+kqKCIpTNXkJaSTkNba0qKSti6Kgh9Qz2OBR/n4IVguWHCc7A7EwZNIXRHGFMX/AxT+fr5K2KxCKlUKr9PWVlZmFta/HLKbWFpxt2oB/K/ZTIZQUGB7Ni5FXVNdfJ/5OPo2JKkpEQ69miPVCpj+YpF9PMayBy/+fgvn0bjpo24E5vA3o3BTF8yhY2LtnDt5SWUVZRp380ZHX1tNmxcw+5dBwAwNjYh8+PXX+79+zdpZH/7xqZN6xgwYPAvKSqLi4vpP8AdiZqQCfPH8PlDJqcPRrB08Srat+/IyZPHOHO2OstJ754eDBniIzfq/W9EJpOxavUyQg/tx7G9I9++ZDN7zgyOHjlF48ZN/tvtLQhYyoiRg/mR8wO7lva8SHrB4cDDBO8N/fuVFShQoECBgv9gFB4QChQo+B+hsLCQ5OS3mJjUwsSk1m9ed/78GWbNmk5zh2aUlZXx7m0yu3cfQFtbG5/hg0h6dgctLS0A8vPzsbNqgaGhIW/fvqVOnToM/VOs/YHDe9izYz/fsr5hZ9+EN2/ekZ76gUFD+5P5+StXLl+luLiYAYO8GOIziDEjJlCrtgkisZiXz19VazKIJeTk5FCnTm0Onz5Io8Y2tGjcmt0hO3Bs+XOT/SHtI22bd0Qqk5Lw5Bam5tVZC2QyGYP7+HDvTiJjJ48m5W0Kew/vZN7MRUSeuYi2jjbZ374TdfM89Szrydt7+ugZ08b7c/3eFZ48fMpg96H0GejJiUMnuf00jlp1TOTXFheX0NC4CSKRCImSGJkMlFWUAbgQG8HMsbNQ01BnwNB+pLxNIWz/Udq0b0V66gfO3/hpzCgtLaO1jTOlpWWEnQuhuVMzThwK5+yJ85SVlpGanMqMhdO4GnmdI+dDORR8hAM7QjCuZYyOng6DRw6kWQt7nBt3IuHNLTQ0NeRjjL54jU3LAwmJCOb18zcsmr6EHzk/0NDWBKmApUtXIZNK2blrG2lpaZiZmWFlZc3nz58oryol7EII0339efLgGfl5+VjZNKBXP1f2Bh5AS0cT41pGvHn5Dsc2Dty/8wABAi4mnKWWafU6Jb9OYVC3oQiFQpo62SMWiYmPvcui9fMIXLGNelb1WLp5EXUbWBC89QB7NgUjFospLSlFR08bzyEexMfc4czNmt4BcdG3WDl7DZH3IlBWUaaooIgJg6fy4vFLnj55g7a2DgCZmV9o196JSw/OoqOnI68/3M2P0qJyKioqsLdrSt269bkYdZbNoeswrWvKk/vPGNdvIidij2Bev9p9P/VtGsN6jEJWJUOsJEYqlVLLzARTc1PiY+6wNnglLm4dASgpKuHb12zGuE/k2Z90BqqqqmjX3hFPn154jxuESCTi7o17+I8KwHvsIIoLi4k6fZXtQXvo1s1VPtbde3Zw7fYlNoWtlRtSXj15zYwhc+jUqTOvU14ydMJAxBIxJ4PPoK2mx+FDJ2tosfzeyGQyHj5MIikpEROTWvTo0RMVFZW/X/EfIDr6MguXzmXL2S1o61V7uFwJv0L49lPcuf3gnwqZePr0Mdt3buXNm1dYWzVk4oSpNG/e4ncZrwIFChT8J/Of7gFxN+vWH9ZXG6P2f/+iPxiFAUKBAgW/O9u3b2Hbts2Ym5vxMSODDu07ERi4Aw0Njb96fWFhIbdv30QiEdO6tTOhoQfYtXsbWV+zsLVrwtz5/nj28wBg3uxFVJYKyMj4yPPnT9HU1CQ9PR0VVWVmB8ykmYM9QYE7efc2mRt3o+UblLgbtxjs5YMAAUrKSgQf2kXnbp0ASLiTyAAPb5RVlDEw0Md33EgC121FKpVSkF9A/Qb1OX3xBEbGhuTn5TPaZzx34+9hXteMW0kxNeYScfIcu7fvRd/QAO/hA9HU1mKczyTGTx2NQ0sH4q7f5EjIMcIvHqeJXfXp+vGwk+wI3A0CUFFRQSAQkPY+HQ1NdXp79WLJmoXy9nds3s2erXspKSmlv7cX9SzrEn70NGkp6ZSWlNLcqRlhESHMmhjA3ZsJ1Leqy7NHzzEyMcKmiQ2jJgynvKycoA07UVNT5VPGFxasmkvXnl3kfZSVldHSypkevbtSVFjMys3LcHHohoGRAc0cm9LAxpLDwUcZNX4Exw+FY9esCau2LEdZRZnMz5kMdR/BlIBJeAzoDcDr528Y2Xc0t17G8PrZG8YOnoj3kOEcPBiMnr4enz99RldPh69fshCJRCirKiMSiTAyMeLdq3doaGkgEglp5tiUO3EJGBoZgkCGjp4OpuZ1qG1Wi3mr59S4D7PGBmDX3BaT2sa8e53MydDTxL6IZu64BeRk5/D2VTLfMr9R37oeOdm5LN+2mNbtW/L04XMWTl5CRXkFsa+u1thQnz12nvULNyMQgFVjK149eY1ILKSivIr+/Qfy+vVLLC0bMGb0RE6fOUHU1Ys0aWbDj5w8nj9+SVFhET08u9F/pBeP7j5m1/q9BKydRd+hnhQVFLFpyVYEAli4aV6Nucwbtwg9Qz38V0wjKf4h4SGnuRVdnUP84sMIUt+lsXnxNpJfpSAUCdHU0CTx3lO5tkpaWiqTp4wl5X0yYrGYkpIS1uxbThuXVgA8vveEAN/FPHr4Sh5y0H+gB55+bnR0rfnDZWinkXz7ms35B+GoqFW/W5UVlfh0Gc2KJevo3Lkrf4uUlHfcvBmHpqYmrq69fvM74b9SUVHBmHEjefrsEa27tOJjSgYfUzI4efws1tYN/6E2/hZ+o31o2MGKXt695GUymQzfjn7s3RlCs2YOf6O2AgUKFCj4PVEYIH4//h0NEP9zRxUKFCj4P8nZs6c5cfIICQ/iSHh4k3dpz1HXVCYgwP8362hoaODq2pOCgnycnOzYf2A3h0+EkFP0hZVrlzJ31gIuXrgMVHsfHDp0gAY2Fpw4G8bilfOQyWTsObCDsRP9aNnaCRkwbdaUGqejHV3aU6dObVTVVHBs6SA3PgC0btsSt17dqaqsIj8vn0FDB7B931YqyiuwbmTN9+wcWjdtT6fW3WjWsCV1zGrj4zuUr1+qBeX+koyPGaS8e0/u91w+ZXxhxYLVbAhaw5RZk3Du0Ib5y+YyI2AaKxet4d6dRHwG+LJk3goA1getYcmaBVRUVKCuoca566eJPHOJIR4+7Nm2D7/B49i6LojCwiIOHN/Dqs3LGD1pFJdvncextQN6hnp4jxrMqoVrkUjEJLy5zZlr4SS+vYO2jjZp79MYP2wyC/2X0r13V9p3aU8tUxPWLtlI3o98oHrTtX3DLoyMDYk8cxmnto706zEYLR1tPAb0RllFmd2b99LI1ob1yzbx9uVboiOv0qJ+a7o6utKpWTdcenTEvf/PjZyNbUOkUik3r90m+W0Krdo7sS94FwfP7yMvPw+RSMi4mWN4mvmAuJfXcOnRkarKKnr27YGuvi5DfAexeP2C6nAOsRiBAEZOHE5nNxdux9xBLPk1mlAA5OflU1VVxeG9R3Fx7YBAIGD87DE8vPcYj4G9CLt4AJlMxtLAhXTp6YK6pjptOrZi04H1FBYUMaL3aJbOWMGta/FkZ31n94Z9lJWWUV5WzvOHz1FRU0YiUUIkEqJqKGLc/FEYWerSf4A7TRrbkpudy48f+bx7lUytOsaMmeFLYUEhs0YF4NKzI9MWTeLE/lPMG7+Qbva9iL9+B5FY9MtcVFRVMKpliEAgwKldC9bvX02r9i1p6dSKJZNX4D8igBFThhGfHsO5e+HYt7Rl6vTx8vp169Yj8sJVoqPisLCox4LNc+XGB4BmrZqioa1BfPzPH0Qa6urk5+bXGIdMJuNHbh6O7VrIjQ8AYomYzu4duHP3t2NaZTIZy5YvpFfvbsQ/ucGxiFAcnexISLj7m3X+kpCQYL7lfSHs1kGmr57KphPr8Z4yiMlTxv5D9f8exSXFaGjVNIYIBALUNdUoLi7+XfpQoECBAgUKAGSyP+7fvyMKDQgFChT8roQeOsCyVYswt6jOWKCmpsbGLWuxqW9PXt4PuZv6f+XWrTiWLJmPWCLmyMkQmjs0A6Bz105s2rqOTeu2YGxsRHTUVbx9BrFs1SLKysrQ1tFGKq3CpUtHeVsCgeAXwwD83ED9eWx/iXldcyoqKlBTU6WDU2dKikuRIUMsFldrN+QLGD1+FN17dsPAUJ8924NRUpKwO2gf4yaPRigU8u5NMnt37Gf6nCmsX7GZt6/eUlJSQo/e3Wr05dnfneXzV/Eo6RFTZk2izwB3Th2LYPm8lZy8dIyVG5cybewsatepRdyDq5w6doZnj56jpaWBUCikVh0TnDv9zAYiFAoZPcmXaWP8yfjwibMnz3PzyXVU/hSaoauvy5L1i/AbOAbH1o48e/yc7Rt20qJVCzp160hw0H5aN2yHU1tH3r16R35eAU1b2JOaksayuSuxbmTFxfiz8hh/ryF9GOYxghPRR7FpYs31SzHMm7KIkRN82Lv1ABkfPjN/6iK69eqCS49OvHj8grLSUuZPXURRQSEW9S3Q1dNhkvc0SktKce3TA+/RgwEwMDJg/Z41dLLtxtkTF1gdtJwuPasFD90H9GLFnNVUVlUxfMIwAJo62uE/ei5+U0aiZ6AHQEb6J6IvXP/TBlId83pmXIuMwXfKSLK/fsfQ2ICSkhI2LAnk88cvODnXdIu/GX0LNXVV2ndzRllZieWzVvHjex4jJg7F0qY+S2esoiCvAF1dPXR0denj04vBowcC4NTOEdO6dVg6fyE+E4fw9XMWxrUMWbAhQO7GH7brCGsCNrB483x2rN2NUW1DAPr6eHJifzhjZ41G37B6Lt8ys7l6/jpHrh2sMUYDY33sLFsQdvggA3y96OZRnc7U0MSAlbuW4Gbfh8ePH9K0aXN5v2Zm5ujr6VNWWvbLe1FUVIT/rClcu3oLXV09Bg0cxrJVC2jf3Rkd/ep39nRIBMpKKpQUlfzy/nz5+JUWjSx/KU9OfkdiYgKfPmUQefkcR++EoaVTfbKVEHOPseNG8CDpxd8Ve4w4F85Q/8FIlH5e5z6sNwc2HOTjxw+Ymf36Tv93cO3ekxNhR2nn1k4uXPvm6Ru+fMiskUlHgQIFChQoUPD/h8IAoUCBgt+Vb9+yqFevpqCdjo42mpqaPHiQxP3796iqqsTNrXeNeOh9+3Yxd8Es5vovkBsf/kwb59Y8fzqG3t37Use0Nq3btsLTrT93bidQJa1CIhaT+eWrPH1k3/6ebFq3BU+v3nI39OvRN8jJyUVTS4OIU+dYsmoBmn/SLSgpKeHc6QssX7OYVUvWIigTUlpSyoXrEdg3swXgysVoZkyaQ58BnlRWVhJ+9DQOTs3ZuWU3OwJ3YWZhRsq7FBatXMDQkYN5+ewVEeHnEYqEfPmcialZHfl8Xj9/jVAo5NLN81jUq944efZ3Z3g/X8KPnGLoqCHk5+Vz42ocSQkPCNl7CJFQSGlpGWqqqpSVltUQPQQoKijCzMKUQ/sOI5VK5ZvxP1PHrDaqaqqEnNqHVCplzqR5XDobxb34RKxsTiqm7QAAIABJREFUGlBeXkFachp9B/dBQ1ODkF2hNLJtSNr7D4ye7FtDYLCZU1OsGlmR/yMfsVhMD4/uZGVmcfpIxJ9SQxqhoaFOwKQFqGtqUFxUhLNLW+Jv3OVw5EEiz1wmMvwiJcUlyKQyLBvWrzFWkUhEQ1trniQ+obNbpxqfDRzRn8nDZ8j/bt+1HfqG+ri19KCvdx/KS8s4e/wCDW2tmbl4KtcvxfLuVTK9B/TCvY0X2rraNG/ZlAXrAki4mcj04f48uf+Ujj06AJCWnM7xA+FE3juNrr4uAP18+tK33UDaurSheaum3L56hyaWDvj5jcPe3hpXr+41xtjVvTOz/eYhk0FUxFVCLwXX0BAYOKo/21bu5PWzN1hYWrD18EbSUz7g08MX98G9GNRpGL36uyJDRsTh8wiA21fjUdfUoF3XNkiUlYi9fJOZ5xYQE3sNuxa28rbzf+SzZs4GioqK6NffHVNTM1av2oCzc7ULZv9+g1i3aSUdXdujqaVB9tfvHAwKQyQU0rSNHcHBu5k9ez6urj15/OQBXq0H49i2BZkZmZQUlhGy/wiDh/QlOuIa3fp0QSAQkHDjHrei77Bm4dbqNUxLJfzUCaKiIklLS8W5e1tS36ZRkF9Abnau3ADRunMrDEwMSEi4Q/v2Pw2If42qqqpfPF2EQiFisZjKysq/WfcfYfDgYZw7f4bpfWbg0qcT2V+yiToexYb1W343nQkFChQoUKAAQMa/qWvCH4QiBEOBAgW/K61atSHi9LkaZYkJ9ykrK2PKlHFUUYxEFXz9hrFy5RL5NR8/puPg2Ax9Az28B4ygaWMnOrd35fCho8TfuoNF3Xo4tHCkXv26LJi7mMa2jUj+9JJP39/Tso0TE0ZP4cePPAAcnRz48jkTOytHZk+fx4ghfowdNZGwE/tJen6HyooKOjh1IXT/YY4eOkHPLn1wcGrO8NHDqKisRCqtYpDPALnxAaBHr+40tLFi+YKV9HTx5H1KKrVqm9CyrRN5efl0de3Mgzf3GDqy+iS/QcMGKCkrIRaL8Z84h8KCQgCyv31n7vT5NLZvJDc+QLXXRn9vL+Ku30IkEqGhqc64YROJiY7l8q3zPElLIuLaScRK4mrhyOCj8rqFBYVsXBnIyPHDmbPEH5FIyLXLMcTH3mHHpt1EnDhH+OFTtOnQGqjeuAUsn0NFRQVe3n2YMncSSkoSPn38TFLCAz6kf2BH2Fbc+rgiEokoLy//5T5XVlQikVRv/qLOXeFx0lNePXtDn8EepKekk/HhE2u3r6SstIzC/CKeJD1l6JghbFy2heyv2Ry5fIjL9yPxHj2I3Rv3UlRYJG+7vLycZw+eUVFRSfF/OW3Pya42Iv0lWtqa9B3ahyN7j/Io8TFzVsyktmktpvjM4Nyx87x88pIWrZtjalEHr6GeJN19SNTZK/j7zkVdS4OACYuIOnsFmUxGeOhpOnRzlhsfANQ11Og9oCc3r91GKpVy63o824I2Y2dvhZKyEp/SP9cYz95N+1FSUeLlk1dUVVX+skGuqqwCYMuyILzHDgLAwtKcHn26YWhswPbjgVw+fYXoM9dRU1OlXsN6BK3cRej2Q/R29KJ/28H06zeIBg2ssG1iz/2bSfK2Z/vOR0NLg+iXkcS8u8zogOH4jBjE69cvAejd2xPbRk1xs/dkiMsIPJz68/LRK0RiES8eviAq+hIAcXE3uHrtCsWFxSTE3aNhg8bExSZgZ2fP0SOn2L/+EP1bD2VQu+Gs8d/MgeAwDA0NiYg4RXfXjqR9f0NrNyf0TfSorKxk/5U9+PqPZNnEFTW8k5RUqjPS/D16uXlwOvgMUqlUXhZz/gZ6uvrUrVvvb9T8x1BWVubE8bNMG+/Pj3cFGIprcTHyGh4eff+/21agQIECBQoU/EThAaFAgYJ/mtLSUnbt2sbZs2eoqKzAzbUXRoZGbAvcTkFBIZ59evPixSuWLlpJcVEx0bEXcWxZ7fUwefoE2jh0wN29D02bNsfOrhkRp85TWlqGtY0VC5fNI+NjBovmLePL50zWrtlEbOx1Hj2+j7a2NqvWL0MgEFBWVsaW7Rvp7zmEhhZ2GBoZkJX1DWUlJYqKinlw/yE+o4ayZedGtHWq1e19Rg3lyKHjnAk/i56BHlNmTsS9by/SUz+grKyEsYkRpqZ1fpmvvoE+x8OqUw9WVlaSdO8BC5YHMHHaOAZ7+jB2kh9QfVp7+cIVAvdsZPHspaS9T8fBujUW9cxJefcegOLiUmQyWY2T8a+ZWWhoarBp1RZyc3KRSmVsD9mCmYUpAI1tG7Fhx1omDJ/MlnVBRJw8h5mFKdejYpBKZZjUMsa5U1u0dbSYPsYfQ0MDuvTszM3rt3ic9ITdh3fI+9LQ1EBaJeX9u1RWBi5DJBIyzXcmhy8clLugT/f1x6KeOSG7QunZ1w0t7eqT6+uXY/ienYONbUOG9R5BRUUlHbu2R1Nbg4/pHxk8aiBfP39lyawVNLFvRHzsXUpLS6koLyfzUyYHIvbK+5izfBYvnrzCf/QcVmxdSl5uHhsWb6a8vIKGTawJXLmN+avnIBQKKcwvZO3CDXTt/VMw807sXV4/f4NZfVP6DvVk6eZFLJ6+nPvxSaioqmJezwyrRpYsnLqEivJKToWdIe9HHusWbGbh+rnUsajDpdNRLJyyjJmj5qKiqkLL9r+63Of/yEcoEtHTsQ+FhUXo6ulQWVlFSVEJy2euYvep7ejq6/L84XMO7TzC2bvh1DarReDSIPZu3M/avSvlHiv7Ag8gkYgZMMqLXgN+Zp6QKEkoL6/W/ygqKqafjydTl0xCKBSSl5vHhH5TGTfbj5CtYXgP8QFgtN84unXviJ6hLo2aNiTtXTrbTwbK17eTWwe8hnviN2Y48beSyMrKwtDQiKqqKooLi7nw4BS6BrrIZDL2bjjA+cMXefz4IeMn+hKwaTbteziT+TGT9XM2s3jJPNavC6Rp0+bciX/I8+fPqKqqxM6uKSKRiMLCQuYGzGTb6UAaNKkOx/CeOJgJHpOJu3STPiM8OLQ1jA8pH7FoYM6bp29IfZNK69Zt+XuMGTOB695XmdBzEm16tCEjJYP7sUkcORz+T2Wo+GtIJBI8Pb3w9PT6XdpToECBAgUK/hr/rtoMfxSKLBgKFCj4p5DJZAwbNhCJkoA5ATNRUlYmaOtOLkZeJuTwPm5ci+X+vSRSU9PI+Z6DgYEBZeXlOLdrw67929HR0WbpghXIKiUEBCzi3bu3uLq6MHjYADZuXSfv52vmV5rZtEQkEtHErjEPkx7Rb1Bfdu7bypaNQWzfsgslJSUKC4uQKEmYM28myspKBAXuoqCggHYdnNkdEkRBfgEqqirExdxiz45gnj99gZqaGqEn99O0uT3pqR+Y4DsFl64dOXX8DDKZjFsPYuShB7k5uTg2botNY2u27t2MRT1zrl66hv/kAMLCD7B47nLatGuFc4c2BO8Kobi4hLlLZjFp1FTin8aS+z2Xjx8yqGdZD99BY3j25AXzls3Bd/wIBAIB6akf6NnRk7LSUuqYmSIQQMaHT7zJfFZjg5X19Rsdm3fhcXoSN6/fJjsrG9tmTfDqOhCxWMzKwGU8f/Scd29S2B++R74RDd0TRuTpS5yKPg7AoX2HCd0Thp6BHuoa6shkMuKu3uRA+F7OHD/Lh9SPvHn5lsj4sxzdf4yI4+fp1K0DXzK+8CjpCaqqqrj17UF2VjY7wrZyYEcoj+8/YVvoZvl4099/wKN9P8QiESKxGA1NdVp3aMWqoOU1nqWDOw8RuHIb0iopEokYsURCf5++nD1+geLCYtTUVanXoC7PH7+ktlltvn7OxKGNA7nZuXxI/UCrdi25feMOq4KWo6mlztTh/sxcMhVbhyZ8TM1g45JAWrRxIO7KTYQiEVWVVZyNP0kd89ryMayau443L96hrKLEi0ev2HF0C81bNQUg+VUKg7r6IBAI8BjSm5lLp6GqpsKDu4+YNsyfetZ1efXkNZY29Ul59Z4Bo/oxZ/VMAIoLi5niPYOvn7No3bEV754n8z0rh+zv2UTeP42BsUH18/X9B+5O/XB0duD5g5cUFxVz7dVFVFR/uv/HRd3i0I6jNG5mg6RUjXXrAqvHl/yONeuWExsTg2XjeuyP3F1jfaMjrrE+YDPbg/YxfcZEOri148Wjlwyf7E33vj+zVlRWVOJq60nrlm1o1M6KwWMHyj/Ly82nn9Mg7ic+RU9P/69+J1y9GsWWXRvYenpTjfKzh87zNPEZi7cvoE/zfrTr7oxQKOLa2ets3hhE796e8mvLy8s5e/Y0N+Kuo6Otw5DBw7C3rw7Jqqqq4urVK9y/fw8Tk1r06zfgN8eiQIECBQr+9/KfngXjdubNP6yvdiYd/rC+/lEUHhAKFCj4p7h/P5H3qck8epaAWFz9VRIcsosuHV0pyC9g1bpl9PMYTEV5BUOGDiItLZ201HSUlZWYNGYqR8JDKSsvR02pWqPBysoam0aNcO3Vo0Y/xibGWNQzZ+bcaYQfO42amhrXrlxnz45gIk6d40pcJPUt65H2Pp2RQ0ZTWVXJ2NF+9O7Tk2Y2rYi6GI2NhT1VlVVUSaXUrlML87pmlBSXUlRUjHtXL/kGecToYZSUlFCQX4iKqgrd2/Vi3JTRlBSXsHndNspKywg5EYz+n/QVevTuTsbHz+zZHoxIJGTvjv3cjb9HV9cu1Lesy7b123Fq44hYLMbQ2BBD42qxQTePHnz8kMHapRvYG7QfXT1t3ienMWaKL8N8veneuhdnrp5gRH8/khIe4NTm54l87NU4LK0tkUgkdHF1kZfXa1AXoVDIqgVrKC0pY//Jn8YHgKF+Q1i/dBN7twXz/l0ql85FUVVZhZaOFl7efZBKpXz59IUpo2YwespIXj9/Q2VFJXr6uji7OBN55hKGJoa079qO9XvWsGzWSi6eucyOsK0IhUISbiUywMerhrHEor45ZhamvH/7HomSBH1DPe7dvv+L58fDhMdUVVahrKKMQ8umPH34nIunoygrKaVRUxv8poxiqs8M+vbtz72keLR1tcn6/JVu7l3xnTKCgzvCSHn7nqUzV6CqrkpTJ3u2rNiOQCioFuIUQFRENBpa6ggEQoQSAZfOXGHExGEo/UnUsEvPTkRFRLM1bBOFBUVMHjodGzsbJEpi7t28j719M94lv2Huan/5896iTXNGTvbh8O6jVFZU8i0zG6FIiLLqT70MNQ01Rs8YxSzfACJPXgSZACcnJ3JychjkMhyPIb0QiYScP3aR1h1b8ujeExrUtyL9QxrKfxIR/TP6RnoUFhSioaXBnTuJFBYWkpAQj7KyCrt3HiAr6yvt2jtSWFCEhqa6vN6dmAT0jfRZt34lPlOHMGTsQHx7jkfPqKZOiFgiRldPh/dpqfSf4lnjM21dLUzqmPDp06ff3PRLJEqUl/0arlNWWoZEIibp5gOoEmCkaoqOtg4B0UsxN/+pF1NWVsagwX0oqSqmW/8ufM/KZbC3FwvmLWXo0OGIRCJcXXvi6trzr/avQIECBQoU/G/g/7oGhMIAoUCBgn+KJ08e0qVLJ/lmDKp1DHq5u/Ew6RFFhUV8y8rmdepTuRDkgeBQDuwLJT3tA0mJDzh++CTnzkXJ6zewtOb50xd07d5ZXlZaWkrml6/EXIvlxbOXiMRCBAIhKxavIWDxLOpbVsd/161vQdDeQAb18WHgkH4YGBpgbmGGiooyew7tpF79ujxKeswYnwkMG+nN1t2bce3YG4Dc77lIZTKCNu9EWVmZ5i2a4tyxLRfORLJw9hLU1NQY7jeMs6fOyY0Pf8bBqTmH9h/m65evaGlp0sSuMbu37UVDXZ3c3FxMzU1/2XA/e/KCMVP8OHXkDGnv06ltWgvbZk04sv8YLZwckMmk1Leqz6yFM5k0ahqLVy/A3sGOWzfiWR6wku7uNbNqFBUW8fnjZ9p0aE3O91woKashUPnnewOwedVWKisrkUgkGBjqc+RiqNzLo1uvLnS068rVizH08OjGq2dvmD9lEc8ev2Du8tl4DnSXt7du52o6N+tOeVl1RgUdXW0yP3+t0adUKiU7K5v61vVp5mTPlfPXEItFLJmxnOmLpqKqqsKRfceIjY5j9fZlVEllrJi1iuAzu2nm1JSKigp2b9zHvAkLEIlFnDt/BpFIRPSjixgYVW+CS0tKuRB+kQXrA2hkb4ObowcamupcfniOi6eiOBkSzvKtS2jc1IY7sQksmbaCsf6juXn1Nq+evGZzSLW3zft3aVRUVCAQCmnXtS1XnlwkIe4e5WXlPLr3hM+ZGahrqPP+TSrWTazkc7RsWI+6DSw4ELmH18/eMsdvPuEHzzBi0jB09HRIS05n7tiFrNu3iradW5OW/IFl01YiFAnZGLKGW1fjqaqSsjl0PRUVFaS+TSU/Pw+JWIn7tx7QssNP49OF45do0aY5549FIkKCQ4vGWDWxorS4hOzM7+wPDkNPz4AJXlOZvnQyeka6XDh2iaTbD6mqlJKWnc62iA0AtHFpyYWjF3F0dpC3//T+c/LzCujWtS0P4h9i5/RTAyX7azZfP3+lbt26/BZt27bjy4cv3ItNpFWnlgDk5eRxYk841rZWLB63nL27Q+jUqfNfrR8efpxyQRmBpzfJn18X945Mcp+Cp2dfNDT+s0/EFChQoECBgv8LKEQoFShQ8E9hamrOs2cvfil/mPQYcwszwk+cJmDhLLnxAWCkrw/fsr6hqqqCh2s/pk+fxadPGWzatI49e3ZgYlKLDas3E3fjFjKZjNzcH0weO51GjRty6dxlfEZ58zL1Ma/Tn3DibBiB64NYu2IDofsP8y0rm0ZNbPia+RVHW2emTphJWmq63PgA0NyxGas2LmPn1j0YmxgxeoIvGhoaTJg+jhGjh2FgoM8A736ciTqJ/7zpxN6/xqQZE7Bp0pDxU0eTlZnFl0+ZNeZ7O/Y2Xz59waaJDRIlCcfDTrI+aA25uT8IORlc7ZWwaC2FBYWUl5cTui+MG9Gx6Bno8S3rGzq6OiTeuU9RYRGDhg9k6piZFBeX8PbVOzwHuLN6ywoOBR/Bs0t/Vi9ax7R5U7l57RaH9x+lsKCQd6+TGTVgDN16daWrW2d+5OSiq6fDvqD9NQT7Th46hbKKMhNnjedBagJtOrTCrW+PGtktlFWU6eXlxrvXyfhN9SMnO4esr98QCgVY2TSoMW8dPR1EYjG7Nu2jrLSMgcP7s2/rAdJT0oFq48OujXuoqKgg5e17JBIJRy+H0t29K4nx9+nQqDPNTVuye9NeBAIBbV3aEHPpBiMnDaeZU3Xog0QiYXLABDS0NAg5t5fEtNu0aN0cT+d+7Avcz5G9xxjczQfb5k1o3aElFWXlVFVUsmrncrR1tdm/NYTNB9bTvFVTlFWUcXHtSMDq2dy4HEvQ4c08vv+E18/f8uLxS7av2UXrji0J3RGGVCpFTV2Vzj07kZmRiVgsQk1dlUb21kwcOJVZfgFUlFcLJ16/FEsbl1YIBAIa2Tdkw4E1/D/23jKs6i7t3z833a0iKoJgYCChSBgoKopiI4KFYAd2t6LY3QmK2IqKWKioKBJ2ISKgSIh0x47/C+7ZPjzOzD0zv3vmP/PMPo/DF6691rrWN/bW9VlXCKtrGOI0gg2LNjN+0BQqyytZMnkF4/pPYmxfP4yaGtG8jTn+3nOx79oR/2VTaWNtQcSFmxg2NqRpU1M2BG5h0YTl7AnYz63Ld5g/bjF3w6N4cOsRGloa5BfkceDKbvZf3snxW4eYv2k2o8d4UlCQR1ryF9bMWo//iLnk5eTRvK05RkaN0dTSpDCvEADPCcN4k/AWf8+53Lhwi0ObjjJ75AIkEgmmJmacOXiBS8FhFOQW8Cb+LQvHLsXXdwKamlp/8TdBSUmJI4dPsGbqehaMXMz6mRvxdBiJYb2GOLTvwr3I6L8oPgBE3rtFnxGudcQzY3NjzCzMiIuL/YvjZMiQIUOGjP8kxJJ/3Z9/R2QeEDJkyPiH6NmzN2vWLmfThm34z5qKgoICISdCuXXzDvUM61FYUFRHfIDaU3hFRUUyM7Lo1MmBwMA1KCkr4+k9jJQvHwi/EsG4iT7MnjaP4uJiKsorEMjJ0bZdazS1NJm/ZI70JN+xiwOjfLwIv3ITizYtWb1sHaN8vGjd1oKrdy4yZrhf7WbqN/HhT1hateNrWjoAb1+9I/3LN76mpSMUCikqKsased2SkBOm+bEtcCeKSor4TRnHuBETCNiyiuKiEtYsXcenxE+oa6jz+sUbBg0fQFVlFS+fvaSmugaHLvbsPLyV4W7eHNl3HDk5OUyaNUVJWYkta7ajp6/HlgMbad3OggeRj1gwbTEK8vLUb1CPqWNnsH7HWjo52VFZUcmSWcspKixior8fnbs7snHVFlYvWIu2rg4F+QUUFhSSmpzKnKWzSEr8RMTlm/TrPJCebi4kvU/i0b3HKCopIqA2AWUXly7EPHz6y3PNyshCJBQRcSkCBSUFToUHsWTGCu7fiqK1pYW0X9KHT8jJCWhgVJ+etn1xdHZAWVmJ/o6DaWLahOLCYspKyxk0YgC2DjYsmb6cXv17smrrckQiEcf2BBO0/wRuQ/pw8eRlerbvi7qmBj37192gCgQCmjU3pTCvEGUVZQ5f3M/grsO5eeUOP77nsmrbMlq2bcGSaSuIuvmgNpni1iOM8BtOVUUVzVvXFU5sHawJXLKZuEfxmFuYM7afHyKRGLFYjJa2Fqmf0hhoPwzXQb1ITvxMwuNnDB0zGP/l0xAIBFRXVTPdazZblm9HJBKREP2MOav9pfMX5BWAQIBIKORyyFW8Jg5n1OQRVFZWsXfdAURCIQH7ViIQCIh/9IzZYxeycsdSHt2OJvZRPKJqEUcOn8TRsTNXw24xeYov4edvUs/QgK6undHU0uD88Ut06e2EWCSWetd0de1MaIuziEQi5m+Yxc7Ve0mIfs698ChatG2OZTtb7Ds5snftQVbvW4aWjhaNTRujrKpC1M1o9OvrsS9sF9VV1Uwb7E/XLt15Eh7H/oBD1KtfH99xExnvN+l3fxfs7R15Fv+WW7ciKCkpYfnsdZiaNvvdcQAaGpoUFxTXaZNIJBQVFMu8H2TIkCFDhoz/I8gECBkyZPxDKCoqcu5sGLNmTWXj+i3IycvR2qINQUGhREbe4kdOLju37cG5R1fpieadW3fJ/ZGLiqoKWd8z0NHVYar/JIRCIe/efkC/ngEG9fS58yiCiopKNLU0WTJvGRfOXKKjfYdfst23smhBxrdMDgbv5cO7RHp1dkNBXp5De4+yff9mnDv24nn8C2w6WkvH3L/7kHZWbfj4IYmb4be5H3+bpia15TA/fkjCvcdgBg8bQH3D+gCIfiuhKBAImL9sDvoG+ozznEBpaRkbdq6j36C+pCSnMnfKAu7dvE8nJzvy8wpQUlHic1IKOzbuof+QfqxYvwSRSISGpgZJ75Nw6zaIk2HhNGteG0Li0qc7y9YvZs2idazdtprvWd9ZOGMJaZ+/oKahhp6+LtXV1cQ8eopjVwdOXDoGwI0rt1g0Ywn1Detz/MJh6b3u4+7KgmmLEAjAvqs9MQ9jaWzciOCDJ/Ea54n7UDc2LN9E1O2HOPfuikQiITLiHvFPniGvIM/2gJ0MHTkYOTk5Js0ez4g+oxEALm4uJH/8TMCiQAZ7DeTdqw8U5BYQcfkmLdu0YOREbw5vP0L9hvWpKE8n7XMal0+HIZGImew1HU1tTWqqazCop0fzVubEPopHLBZjUN+A0pJSrp4Nx92jn/R55efm8yrhNev2rqG6qhpFJUU6ONpQv2E9Dm45ioaWOj7u43Eb6sqlh2cpKy1j9/r9rJ4dgJKKMsmJKZi3+rkBjrr5gPLSMtYv2kR25nfatLfg0OV9VJZXsHz6alq1a8m7l+959/I9XXo5EXM/lglz/aTvnpKyEtMWT2KG1xxU1VWZNM8PXX0dAI7tPMG5YxeYuXwan95/JuNrBv7Lp0ptr923kuFdR/HsyQs6ONnQsYstTc2MWTljDWKxBC0tbXR0dJk42QctTS2mTvHn1s0otu/YzMmTx/n4OolmZmYIBALSPqUx32cxGloabDwaQGPTxujV1+NzYgot2jZn7/kdCGuEyMnLsWfNAfSV9Zk1cz6TJo9jUAdP2li35mXsa07eO04jk5/JOKG2GoeGkQrvIt/yLOEt2to6dT7/8OE9b9++xsTElA4d7H75XmpoaDB06HD+Xrw8RzHNfwLd+nWlXsPafCk3z99CXCOmQ4eOf/d8MmTIkCFDxr8j/+05IGQhGDJkyPiHuXr1Mq9fv8La1go9PT0kEgnp6V94/PghGRkZPH/2EscOzuzYupvJftOZ4DOFk+eOIycQIEBCTY2QG+G32L55Nzo6WqipqnB43zE6tnMCiQRNTQ1MmpkAAp7Fv6CwoFBq+3NyCts27Sb1cxo7Nu2mgWF9evftxUgfL0KOh/Lj+w+qqqrwGTGem+G3yfyWyangM6xYsIpmZqYMcvXAw3uIVHwAaGnRAuee3bh+5Ya0bfvGXWhoqhPz6Cm5ObmoqqlSVVXN7MUzGeY9BFU1VdpYtibkchAlJaVERT4kMz0TJNDLoS9xT+LpP9gNVTVVNDQ1ANDR10VeQV4qPvwJ2042VJRXoKmlgX1nO6orq1FRVaG0uJS8H/koKSszbYw/t8Pv8CMnl2sXr7Nk1nKUVZQZP923juu6c++uqGuoY2ljya2rt9Ez0KMwv5DmFs1xbt+TTau2oqmlybyJC+jTqT+uHfuxbnEg46aOwbylGfNXzSH06Bk+JSZjam7C6RsnePPyHZ69vdm/9SBCkZDzJy7iOrAX0R/vc+D0bj59SCZo7wlsHWxo39ESoVBEbHQ8I3yHc+DMHuTkBGw+FMi5u6e49vQyRy8fREdPB4FAQFj0eSRiCWmfvzJh2BQmekzFo4c3bp0GYd+tExOGTcG2sQOdW/b8DxiaAAAgAElEQVTgVtgdLK3b0b6jJROHTcPcwoyZy6Zj2KgBZi2bseVoIJ8+fKZLLydm+8znzfN3CIVCtq3aycZl2+g1oCdOPRzQ0FDnR3Yu545dQEdPh5Xbl3Lt7HW8J3qS8Pg55aXlCAQClFWU6jwndU111NRVWbFtMXvXH+Bu+H2+pn7jyPbjBN84wojxHqioKuPQvVOdcXJyclh1ak/KxxRpm76BPlu37Gbdus1UVlXgMXEwm44H4DygC0uXLWDJ0vksXLCUt2+SiYiIJD8/l2MRBwiNCuZy3Fn6e/ZlzpiF5P/IJ/ZBHPk5BUTfeQLUJpVM+ZjGtTMReAzzQlVVlRPBZ7h4PpxRw/xo3rwFye+T66wx+9t3xBIJM1ZNo1kbU8b6eNG5a0f6D+hFSEgwPr4j8RgxgCuRF5jqPx63/j3Jz8/7O341/jJOTl3wGzeZcd39WDJmGZP7TOXUtlCCjoX+ktNEhgwZMmTIkPGfiawMpwwZMv4h7t69zZKl8wm/fYkmxo0Ri8WMHzOZqPuPOHLiAF2dOxMXE8/I4T4UFxXTzMwUY5MmDBrizrxZi2nbrg3nr4XSoY0DBvUMyPiWyaRp42lqYsypE6dJS/nC01fR9HTqQ1rqFxSVFDExbcqi5fPIyswmYOUGxviOxMq2PffuRPH4wROsbC25H/kQB6dOyMnL8Sz+BeVl5SjIyyMSizFu2gRdPV3Sv6aTmZGFvaMdhkaGNG7SiJHjvGhqYsw0X38e3ItmkIc7LxJekZGegbGpMWWlZaQkp6KhoU51dQ0nLh3D1s6mzj1xsXOliXFjnsU9Z/hoD4oLi7gedoOlAYvx9vGU9ispKcW6mR0R0Vcxb2kmbb94+jIr560GAVRX1qBfX58tBzdi3dGK2Og4ZvnNxblXV76mpfM5KQVlZSW0tLUQiUQsWDUXV/fe0rlEIhE2Jp0QCMCpuyP3bz5goGd/qqqqSU/7xpsXb9HQVKekuARNLS2KCosQCASoqqqw9fBGurs6s2vDXj4lJrNux2pm+s7l/etEGjdtROqnVMRiMUKhCDk5ASbmJghrhBQVFDHIawD5uQXcvhbJpLkT2LfpAE+SH/Dg1kMuhlzmwNk9de7ZpVNX2BGwiy4uTqQmp9FnkCsHth5mwqxxNGraiEshYcRFJ7Buzyp6urvw5fNXFk1eRuv2FtwKu4O1XXs693TEy6/uifvscQt4+iAWFVVVhDU15OcWoKSsxOm7J2huURuWkZ9bgEc3L+Tk5Ih8G0Hej3z6WA1ASVmJhk0M0dHT5t3z9yzetID+w39WXlg7J5CIizdx7OFAbFQcBvXqkfktg7Y2rTl6rbYE5rnjF4l9GM+W44HScRKJBM9uo5kXMAu7rh1I+/SFMa7jiY97g72jFVuCA7G2by/tH7TrJMe2BzNsmBejRo5hxYrFWHZrzYS54+rMOcjOk4rSCsb5TKC7c098/UaipauJWCzme2YOGzduZ7jHiF++wxER4SxdMZ+Ao6soLynn6b1YHt16jH2PTvjMGsPIbmPo1q8b/bzcyM3O5eD6w4iEQoLuHUNRSRGJRMLOpbsQF8lxYP+xv/Jr8feRm5tLTMxjtLW1cXLqUqeayx9JTk4O+/bv5MHD++jo6uIz2o8BAwb/4tEhQ4YMGTL+tfxfL8MZlRX1L7Pl3ND5X2brb0UWgiFDhoy/me/fv3PjRjgikYjIyJvMWzSTJsaNgdrT3bS0r+w5uIPuLt0A6NDJFhPTpigpKTF15iRKS0rZtW0vioqKLFw2j9TPaSgoKJL+5RvhkZdob20JgPcYTzwGeOPi6ErO9xwcHTsTHx9LWWkZm9ZvI+NrBnsO76DfwL4ADPYYyJpl6wg6fIJzV08xfMBIxGIxrdu24t2bD9QIhazbvJquLl1oYtyY71nfcbJyRlVNla49OpP4Pok+Xd3ZtHM9tyLugESAmoY6M+ZNxdTclH7dBtLF2Qk1dTXKSsuoqqoi4emzOgJE3o88Mr5mUFFRQfSbKDS1av/xbG/bng0rN9Ghkw0tLJpTWVnFuqUbUFZRZtLIqWzZvxGLdhY8uPOAgCWBBGxbzcLpS1BUUmDHkS3o6Grz4c0H7LvYsfXgRnas28WVB5cAyM7MxtmqF9PmTWHXxr106dEZNfXavBuhx85gbNqEKw8vcuvqbR5GRqOjr0tZSSnpaelceXgBLW0t+jsOYs6KmQz2GkB5aTnbA3ZxcPsRnHt3o1NnO04cCKGf4yAcunXi0Ye7KCgoMGH41FoPgM1L0NbVZtvqndy6FsnNZ+GoqqkC4DF2KJOGT6NBw/q8f/UeRSVF3r9OZN74RTQyNsJjzBAamzQm42sGrdq1oqiwmOTEz+zdeICTN45h1rI2bMKlX3fmjFvAl5R05OTkMG1uwq6T2+hr446lXTuexTxHTUOtjgAhkUhI/vCZPaE7uH31Lnr6uvzIzuFL6jep+ACgZ6DL0NGDOb77BGnJX/DpP4GeA3rQuacjb5+9Iyz0GpWVVayZs57Yh/G0tW5N5LV7ZH3LZs3u5QTM3Yi6mjoxj5/z9OkTFi+bI52737A+HNt5gsNbj+E10ZPqyir2Bh4iJyuH1wlveXLvKdfORLB27QYiIq5SXV2NVSfLOt+3Hv2cCdl/BgVdIUOG9UdBQZ6+o3vW6SMQCGhgVI+kN8l8/55Nq1YWtGjRkpS0z7Tr2IaaGiGhp0/Qt4/bLwkk3dz68yP3O/7D5qCmoYpzf2caNG7AnbC71NTUYNvFljmBswBoadmCNrat8bT3prSoFN16uggEAnwX+DLU2oPKykpUVFT+xl+Sv46BgQHu7gN/t59YLObEiWOEhAZTXFKMczcX5syaj6Fhw98dm5+fh1t/F9p3s8YvYCJ52bms37KGpE8fmT9v8R9xGTJkyJAhQ8af5T/m9P+fhMynUYYMGX8T58+foXPnDjx/GcO7D894+jSGl89f1+nzKSmZTg4/Y7WvhV1HXkGe8MjL9B/oxohRw4m4ewWRSERRUTG6ujqUlZbR1NRYKj5A7aZqwhRfqqpqy0nGxsWgoanOo+f3uRB+BgnQ1921jm3vMZ6oqKjQ0b4Dzi5dqaiooLioBF1dHRobN+JeZBS9HPuycvFadm3dx1CvIZy8FMTwUR6sWL+ULXs2MnvKfEaO86aqqpL92w8SsDwQ74Gj0dLSJPrBE+YsnklVVRW7j+1g79YDXDlfu3FM+vAJP69JmJqbMtLXmzcv3nLicAixj+Nw6duDstJyhvUZQY+OrnRs4cj37zm0atOCkuJSpoyeTpuG7dm37SDbD21m4PABGJsaU1JcytpF6xk72I8l/svp3Lo7375mkvg+iW9fMwAwNDJEQ1OD/Nx8Mr5m0K19T2b4zMLNcQCByzfxJeULB7YeYuXcNQRfOcq8FbNJTf7CknULMW9pxrmTF3Ad2JvhY4aiqKiItq42KzYvJTcnj1fPXvPs6XO69epCUWERS9YvREFBgbTPX3j38h2bDgaiZ6CHvLw8P77n4ufvIxUfACxt22HWshk/cnKpqqxi3cINtLNug5OLI1VV1Xi4jOTSqTDOHj/P7OUz2HVyG+1s2lLP0EAqPvyJQV7uxD6Mk/69gVF9tPV0sLRpx65T24h/nEDIodNUVVZRmF/IuoUb0dTWpJFxrQfFkR3HuXzqGnJyf/5kW0FRgbFu4zFvZYbX+OH0HdKb+etmM2zsYLR1tTl54ygm5sYkvftEwyaGAHTv5wwCUFJV4vXrl9jbO1JVUc2F4MtIJBLUNdVZuWMJIfvP0L25K/1th6Is1GDHtv0I8+TQV2pI+NU7eHuN5vyFM7VVX3IL6qzra0o6TUwbMW72WERCIcPHD+Pmxdv8T8fFH9k/+PQumZCoIF6+S8DXbxSaDdQ4HxfK6gMrOBsTgl5jLdYGrPyz115eVk5bmzaciz2D/+rpbDu9hYmLxhMZdo+ubl3q9NXR16FFu+Z8evczbENNXRUJEoS/5Ur5V7J02QKCzxzDe+FIFh9cSpliCW79/raQkKCgo7TqaMHUgOlY2LSms1tXAk4FcuDgXgoK8v8Fq5chQ4YMGTL+O5F5QMiQIeN3+f79O0uWzCfyYQQtLVoAsGj5fBw7ODN52gSat6w9VTY1bUrM41j6Daj1TIh+8JghwwbWid/W0dXB2aUbS+Yup/9gN+Tk5MjPK0AsFtfpl5ebT2lpGVNmTeLB3YdYWrVDTU31N9d/IaUlpWhp/zzR/ZGTR1VlFTMnzaGgoBBlZWUkEgkTZ/gx2X8iAIUFhQzp40lRYRHB5+u6jLv274WcnBwhx0IZ6DEAY5MmnA25gIKCIpNmjifuSQJf0r5i3cGKdlZtORS6j42rNjPddxZa2loYmzbBom0rTh0N5ZKaKjZ21hw/EIyioiLtO1pyMiyIz0mf0TfQw9DIkHMnL7Bn8358Jo3Gd6qPdB0ikYgfObWJOgd6uOMzZUxtAsypi1i3JJBmzU0Z2G0InbrY4TNpDKUlpVwIvYS33wiePowl9nE8/oumMWz0ENLTvuEzeDya2lq0t60VeHKyczBtbgLA19R0OtjXDSORk5OjTfvWXAq9wtVz15i1dAZ3b0ahqa2JRCLhwslLNGraCCUlRekYgZwAkVD0y3tTXFhMWXEpq2YH0KOvM4vWz5d+Jq8gR+DiTVRX17BsxkomzPbDfXh/AhdvQiQS1XG7z87MQUdXm4yvmXx8m4S8gjzVVdX4zfQhaO9JBAI5tq3axfbVu6mprqFZy2ZYdWyHh7MXErEERSVFRAIRCU+ek/IxlWYta3NvFOQVcvbYecQiEdb2VjRqasQ838XYd+vIiu1LyMn6wfjZPrRo25wWbZsDtd4Vw7p4E/sgnoqyCrS0tBAKhbXvzsnz+Ph6c2r/WXT1dEj5lMraNRsY4Tmy9j795trfr597nfuUX5BH556OBC7YwoqdS9DU0iDjSyY71+xl3MzRZH7NRENbk1FTRjB5yAzmjVmMu5cb+bkFHN58jNEzRtKwiSGjpnuzfs5GgiKPSO+fnJwcExePx7vzGDZt3P7LMwq7ehGfRaNRUPj53wE3z77sXrmXN3Fvce7XTdouFApJS/qCgaGBtO3m+Vu0t7JCQ0OjzrzZ2Vls376Z2PinqKqq4uU5Ck9Pb5SVlX9Zwz9CVlYm5y+cIejxSTS0a21PWD6RorxCTp4MYubMuX91fGx8DF28utZp02ugj5mFOW/evKZrV+c/ZJ1/D/n5eTx/noCenj7W1rayUBAZMmTI+D/Kf1AGhH8KMgFChgwZf5bv378TEhLE58+fKCsrw9mlm1R8ADBu2oQR3h6M9vJl6YqFpKV+5UvaV2ZNm4eSkiJdnDtTXlFBakraL3OnpaRh09EKE1NjDI0akJmRxf7dh5jqPwmBQMCPnFwC12xi0871DPYYiL6+Hk8exQCgoaFOn369CVgRSOC2AOTl5SktKWXdyg1MmTWJHzm5vEx4iXkLc9K/pDNhmp/Uro6uDv7zp7F83ioK8uueNldWVFJZUcmR0wfo4dodgOnzpjKg+xBWzF9NUxNjPEcPY/fmfUgkEjo52XHpznkkEgnjR0ziaXQcX1PTcR3Qi4171iMQCBCLxcyZOJ8HkY9QVlaijWVrqb2vqelkZ2azd8t+uvXsilmLZohEInZv2otIJKJefQPGTR2LQCAg5Ggonz4kE/0hCj19Xaoqq5g/eRG+wyZQ/7eSp9cv3iA/N48zN0/Rpn2tnWbNTZm3cjar5q3la+pXjJoYYd3RijvX79La0gKLdq14HBWDx5ih0nVVV1fz6G40NUIhenq6HN55DCRw/+YDou89JvZxPFnfsikpKkFTWxORSERNdQ1Hdh5jwPD+aGrXhp7ERceTm5PHzefheHT3ZujowVIbt69Fcv38DTYeWo+tgzUv4l6xbNpKSopLUVRS5MDmw0xZMBE5OTkyvmaye91e6jesh4ezN22tW/Pu5Qe0dbVYPGU5cvJyHLywG01tTc4dv0hY6FVatjXn9fO3KCorSTdxV2Iv8PjuE0b3HUePft1RU1cj4sJNxGIRe87uwNaxVoiZsnAiY93Gcz/iAaXFpejoaf/y/sorKLAnYB9mFs1ISUwlJeUz7dq1x9y8OY8exPHq1QtKSkqwsemAkpIS8fFxgAQ5OTlUVdVo3bpNnc2lo0MXapTLKS4qxt1mKNp6WuTn5OM3dxx9hvamuLCE4oJiqqur2X9xF2GnrnExOIyykjIaNDJkrP9oAFTVVKTeF/8TdU11qiqrpCU7//ScP3x4R01NNX9un6ukrMiNczdx6u2ItaMVleWV7A84iFgoJnjbSWy7WpP0+hOPIqI5dzasztjHjx8xZuwIHFwd6TzIiQfXoli/cTVnzp3i0oXwPyRU482bV1hYt5aKD3+io4sdz8MTfnd8Q0MjMlIz6rSJhCIy0r79TSEcfzS7dm9jx86ttLBsyY/MHDTUNDkZdAZj46b/8rXIkCFDhgwZ/0xkSShlyJDxC4mJHxg2zJ3+A92ws+/Aw6howq9GEPXkNubNzRCJRBw7HMyubXspLCjEwKA+VlbW+PlN4vXrlwQGrqGsrJzGxo0oyC/kwrXTdLCzRSKRcOrEGdav2siLj7EoKipSU1NDr85ufExMoolxY4waGRH/NAFDI0Ni3zxCTk6OrMwsHK2cOX76EPUb1KcgrwD/yXMoKSpFW1eLwoJClFWUkZeTQyAnj0hYwyi/UYSdu0L0y/t1ri0q8iG+XhOxaNOKs+GnUNdQRyKRsHLhGi6eucybL8/r9A87d4Uls1cgFosZPmooF0Iv03+wG3OXzUZVTYXgQyc5tj+YivIKKioqiP34GIP6+tLxX9PS6dmhD4vXLsBncq03w/s3Hxju6k1FeQVNTBqTn1uAsWkTcrJzapNmKijS2tKCkKtBAPTvMojF6xbg0NVeOm9+XgHO7VyI+/wYgNXz13HtQjgvvyVIT7+T3icxe/wC0tPS+dMGuJ2tJUnvPuIxeihOzo7MmTCfAcPdGTl+BMWFxWxetY0X8a84ezuEFq2b8+bFO/Zu2E/0/ScoKirSuGkjysvKkUgkbDm8gRuXb5MQ8wzT5ibERSfQq78LmemZPIt5zo7grTg62zO463CWBC6ko5MtAEO6eTJz+XS69HSSXs/TB7GsX7gR/6XTWDFzLYqKCjRqakTS+2SENUIsLFtx+NI+1DTUEAqFrPRfy/0bD3iQdAdFxZ9a+jzfxTy5/5ThvsPQq6fLjQu36OBki5OLA2vnrqeyvIqS4hLk5eTp0NmG/B/5nLhV1xvm0skw4h4mkJ6ajpycPEERh5CXl+drSjqzRs+nML8IPQNdfmTn0tTcmPycfKorawhcv4X8/Hw0NTVxdXUjPj6WGf6T0NTRpLS0lJKiEtTV1NHT0+fwoWBatmwFQEbGN/q69aC7ezdsHNsTcz+OiHM3OHU/iKZmtVVapg6dibyCPKt2L0Ovni6v49+yYNxS1hxYSYfONojFYhaOXcqPb3l0G+iEz6wx0usJ2RNKcvwXgo6HEhV1l2PHj/DkySP0DPTI/ZGLhVUrtp/dKn1vbpy7yd41+/Gd50PovjNUVVRRWlKKk1MX1gdsZtu2Tbx8/Rw9HT3mzVtMt27dpbbEYjEdO1kydd1UOvXoJG1b4beC9E/pzJmxgJEjf67tH+Xdu7d4jRrC8Scn6njLBG8OQq1CnXUBm/7q+FevXjDCewhLj6zEwqY1VRVVnNgcRPaHLMIuRQBQXl7OpUvniY2PoWEDI7y9R2NiYvpX5/1HuHfvDnMWzmT1mQ3oGxogkUi4cvACr+885/bNB3+4PRkyZMj4d+f/ehLKu5n3f7/TH4SLUfff7/QvRiZAyJDxX0xBQT5JSUlcv36VnJxsOnbshKfnSMZPGIObe08mTv3pPbBt005iHsdy/kooMybPIfFDIguWzEVbR4sjB4J49fwNERH3CAxcg5a+CktWLQQg4upN5kxfgIaGOjVCIaUlJYRHhtGqdUvp3GdCzrFk3gpUVFQwa96MseNHsylgCz7jRzPZfyIjBo4iOyubr2npqKqpoqikSH5eAcpKSjg5O+I72YfiwmK2bdhJy9YtMGxoyOngMygoKHIoZC+amprEP02gQcMGhAadob2tJWHnr5L1LQs7x468f/uBkuJStHW0iP8YU+cenQu5wPYNu6iuqsKokRHv3rxnkMcAwi9HUF1VTc++PXDoYs/WddspKyvn1dcEablNgB/fc3Gw6IK+vh4KigooKyuTlZFFUzMTvqZ+QSKpPY1WVFBEJBbRqk1LkpM+IxaJefw+Cj19PZzaOBNyLYimzX6WDJVIJFgb23Hv5S309HV59vQ5vkNrQ00MGxniMXooR3Ydx39JbTiGRCLh/ImLbF21nerq6t9KgArQ1tNGSVGRVwmvqakRUl1Vjaq6CkhAr54+leUV9B7Yi8unrtB7YE+Gjx1Kfm4B21bvJDM9C347PRcgwLS5CXadO1BRXsHLuNd069OF1E9plJWUkZuTR0jEcVRUVWjfoCNx6dEoq/x0xxeJRLSv15E3uQlkZ3xnoJMHAXtW8vDOY25fieTA+T1Y2f3ME1JUWEwPC1cep9xDRfXnifqlk2HsWLMX/fp6aGiq8/HdJ/oN68Pd8Pus3bcKJxcHRCIRoQfOcGjrUYyaGHHu4ak6z/zSyTC2Lt+JiqoKFeUV0g2uSCjEon0rpi+fjHEzY/Jy8pg4aDoWli3Q1NYi+s4TXNy7U5hbyNvnHxCJhGwKXk8HJxskEglREQ8JnL+Z8XN9CN17jtinr1BUrA1lycrK5OChvTx7Hk/DhkY0bWLK8aDDdOpmh1gkIu5RAs2amfHhQ21CT7GoNhTJzbMvps2bcvPCbTLSMti75wgLF8+hnV0bGjSqR2xUAtnp2Zw7G8aefTt5n/iaXsN6kp+Tz+1LkUxfNY1Te0KprqrGZUB30pK+kPjiI/r6Bnz5kkp1dQ2NTRtTXVlNj269SEtLoaymlB5De1CQU8DV4KusWLYWL69RQK146TlyECFPT9Xx8oiPimf/6v20bdmOY0dCfu+n6W9i4OC+NGjRAJ+F41BVVyX+Xhxb52zh+rU7mJs3/93x166FsWz5QuSV5CkuLMbOzp7dOw+ir69PcXERAwb1Qb2eBna97clMyeT+xUgOHwyqI7j8EYzzG4Wxoym9RvSVtolEIqZ38+PCmatSoUqGDBky/luQCRB/HP+OAoQsBEOGjP9C0tO/Mm/+TGJiHiMvJ8/k6eNxtevOtbAIgoKOkpz8idOX6p4KDxk+mLUrA+nu1JvPn1J4l/ICdfVaV2/bjja49x5Cz55dUFJWYsHy2dJxbgP60LNPD1y79qetZVuePHpSR3wAKCsrx6GzPX6TfVi/ciOvnr/ixLljDOw9FDkFeV4+f4WSsjLrtq5h+MhhCAQCHtx9iM+ICQRsWU1Do9rEgF26O2HXpjMRUWF8z86hML8A70FjUFVVpYdrdxLfJZKclMKz+OcoyCvQf2g/Lp8No/+Q/owe783YIX7cvn6H3v16AVBaUsrhPUeprqomP7eA8tIKFBUVUFRU5FVaPMrKymSkZzJy4Fj6DuzDnYi7BB8MYdq8ydJrO74/GBVVFR6+u0evDm706u/CrMX+KKsoU5BXwLDeI8j6lo28gjzHzx7m65d0Th05TacuHfHo7cW0eVNoZm7KlXPX8F80TTrv3Yj7qKiq4NHTi9KSUqqqqpk4ewLDxw7ly+cvzPZbQIs2zfH08ZCO8fL1JOrmA14mvEYslrD92CZMzJoSef0eb168pa97b26F3WH05JEYGjXgXNBF9Ax0qW9YD4dunQjYtUo6l4VlK/rYuuO/ZBojJ3oBcC7oPMd2BbN04yIuh17BqsCSHm7OPIt5QfzjZ3Rr3RNdPV3UNFR5lfAGu84dpPO9TnhDUzNjBAIBDRsbUt+wHsH7TqGkrIRELEa/nm6dd0bjtzCDyorKOgJEwpMX2HXtwMbDAQgEAm5evsPKGWsZ6N2fzj0dAVBQUGDM9FFcPBFGxtdMnj15Lg3BqCir4Oi2IJBIcBvmylCfwRQVFLF33QFU1VXR1tFihmdtfgGnng4MHTuI8DMRKKsoc/X5RXT0tCnILWDy4Blkfs1ioe9Seg7oztQlk+nerxtXQ8PR1NbAwFCfqKi7dOrkwNlzp0lMfI+5eQtOBJ1BV1cPgL59+3Ps2CFUVFS4f28nxsYmlJaWkpKSzNFjhygW59OgUX2+pWUwcroXP7JzOXx0P1H3nuA9chjPn7ygu7szjU0a4+E5CP36ehyLPIySslLtd9PLjZnDZnMu7jRjnX1JT8sg4dEzTp44y5Tp4zn//AIaWrViWnlZOV52Xpi2asaWC1ukooyzuzP+A/1xdx+EhoYGSkqK1FTV1An3AKiurAIkaGrUrcTx/0LQsVPMnT+TkR1GoKSshL6+AYcOHP+bxAcAd/dB9O3bn5SUz2hr69CgQQPpZ/sP7MGweUNmbZ8vvQ6rrtbMne9P3NNXdfLV/L9SWFRI+3p6ddrk5eXR0delqKjoD7MjQ4YMGTL+PfgPOv//pyATIGTI+C+jpqaG4Z6D8B49nE+fEjkctA+nLrUbM69Rw5nsO52v6V8oyC9EtVFtVYMn0TF4DRtLF2cnamqE2Dl0lIoPUJtcb5jnYNasCERNTZXbEXcYOKQ20V5ZWRl5P/JI+ZyKnUMHioqKuBZ2HfdB/QDIy83jwO7DBG5bi7NLV9pbt6NjGyemzppMZWUVKxasxqajFWrqaniO+rmZ7ubSlUHD3Ll45jLT50wBQENTg87dHHkW9wIXV2eWz1tFC4sWXLhxBtXfNqlH9x1n45qt7AndScCyQNpZtWOUrxcdOtmy4/BWpoyZjkPnTjQ2bsztiEg0NDUQCoVo6WhRWVGJQf16PH4Yg625AyZmTUn9nMa0eVNqE1XaxHN8fzDvXr3DppM1D+48JO5JAs2am5L0/n5X3lUAACAASURBVBMCgYAFq+ZJNzS6+rpMnj2RnYG7adW2JcvnrCI/Nx/jZsZ0cemMtZ01Z4PP8y39GwlPn5Gfm093V2fevXzHwR1HsOpoybyVs9HS0SL06BmO7T7OIE93bDpZ03eQK/IKP13T/4S5hTnpX76hrafNGHdfcnPyaGBUn8C9ASyYvITTt09i3sqM1OQ0om49JOrmQ5ITP7Ns46I688Q+jKOdTVvGTf/pTj9qojeP78WwbtEGZq+cyciJIwDoN6wvxqaNObDlCPIK8sxfO4eVM9ewft8arOza8+bZW5ZNW8X4WT4AFOQVkJmeRda3LBo2bkg723aEhV5jxtKpUluR1+6hqqbCjjV7mLl8Ouoaalw+dZXI8HuEx1+U3uM+g3uxc80eTMxrY+nTU78RevAMj+/GkJ76DYEApg2fRdc+XahvaMD18zcpKy7F0cWB2Wv8f7PWhJ2hW+lvM5hDV/aS9S0b1yG9eBX7moTo51RXVTNmxih09LSpqa5hylB/bByt2HV2KxKxmKBdIUwbNpOgW4dp0Kg+hXlFaBtosXDRXITCGtp1akt7e0ueJjxk//5dXL50ncthFzl0eB9dejuR8yOTXr27cei303dLSyvu3Y9k9+VtNDZtLL0nVZVVHFx/mBs3rlNRU8aZmFOoqNW+9zGRT1k/e0Odd6J5G3PMLJrxJu4tZq2b0WuQC9mp2UREhNOtf1ep+ACgpq6GfgN93Eb2rRPyYNzcGDMLM+LjY+ne3QVTUzMMDY0IDwlnwJgBAFSWVxK65zT52fl4jRj9yzv550hNTSE19TMtWrSiceMmf7aPrq4ex46cpLi4iLKyMgwNG/7diRsVFBRo0aLlL+23I28ycumYOvNZd7GlWlhNSsrnv1nk+Ftwce7Jvct3se1hJ7X35WMaOd+ysbRs/4fZkSFDhgwZMv4dkAkQMmT8lxEZeZsGDeoxYGA/Qk6ESsWHPzHGdyRR9x+xYvEaDhzbjUQiwWfkRA4H78eld3ceP3zCgllLfjnhfPPqHXp6uoTfDaOnUx8WzFpC6udUnkQ/RSwSo6ysxNvX75k0bTzTxs9k744DNDCsz6Oox/hN9qFHL2cAdPV0aWnRnIvnwhAJRRgY6JOSnEYf996/XIupmSk/cnKlf5dIJKQmp9HAsD53b92nqqqauYtnSsUHgLETR7NpzVb8/eYwys8LeQV5/P1m03+IG0sDFhN88Shjh/ohFsUgFAopLy9n0Zr5tLex5MGdh+zZsp+ODrZ4j/PE1t6GFhbN0dSqdRU0amyEURMjaqpreBj5iKfRcdg5diDh6XOyM7LR0tL4ZYOkpa2JUCjk6cNYxk0fy5eUrzyPfcn0MbPwHOvB0fMHkUgk2Jk5cik0jCvnrmFp3RY5OQEHzuxF+bfT7IVr5/E1NZ1xQyZwM+4aTs72rJ6/jtnL/X+GEIhERN16QG5OHj+yfxARe5Xoe48J3h/C4/tPMGtpinkrM/Jz8xnr7sfYKaPZsC+ATcu38ikxuc66M75m0ta6Nf+bFm1aEHXrIUNGDazTPmT0YHYG7GWQtzuDRw5EIBCwZOoKvqVloKmtSSvLlgz0cic97RtLpq7A3rkTiW8Sycn+QYNG9Tl95CwfXiXiOqgXyR9TOHv0PFuCNnLnSiSuVu4Ia4QoKytj0a4lBg0M6ti2srMk/NwN9Bvos27uRvoM6cXgUQO4cek29RoYoKmtwbsXH2ju1Y9ZK6ezdfkOnN3qVkhQVlHG2r49n94l49DdnrRPX1i4YS69WvdHUUlR+hwe3HiElo4WCzbMkT7rhRvnMq7vRO6HP+DhzWg2HF3L0W1BNGxiiIOLPRMXjQdgmO9gTu07w4yZU8jM+saphyfQ+83z40XMSyb5+fLi+XtUVVVRVFCgqrK6zhqFNUIEAgHXb1xl2MShUvEBwKGnPZramnx4mUhb2zbS9qrKaqoqqngd94bZ62aRk5VDgwYN+PYx7ZdnKxaLKS4ortMmkUgoLixGXb1WrBAIBBzYd5RhHu5EhEbQxLwJ8ffjENWIWLhwGfb2Dr/M+z8pLy9n2owJxMQ8xqy1OZ/eJOHq6sa2rbul4Sr/Gy0tbbS0fk0W+v+CmpoaZcWlddpEQhGV5ZWoqqr+hVH/GD4+fly4dI7NkwJwdO/Cj4wcbhy/yprVgX9Iwk4ZMmTIkPHvxX+3/wP8cT6EMmTI+I8gPf0Lbdq1RkNTg+KiEmpqaup8nvsjj2amzcjPLaZdiw649x6KlpYmLr1rY8gcOtsjJy/HhoAtVFXVZta/EX6L0JNnmT5nCgIBNDFuzJmQczQzb8b7tJek5SYRuD2AF89e8vhhDPUb1GPqzIkUFhThNXo4i1cukNqvqakhOSmF9Ss3oKqmQnziE+o3qEfElZuUlZVL+4lEIs6GnEf7t/KQQqGQ/TsOUlVVRUF+IaHBZ5GTE6CqVnezIC8vj4KiAkdC9zF36SxmLZzBjehrXD57lbcv39G2fVuQSNDS0aKJSRMOhOxhlJ837azbMn3BVBaunsfH9594eDcaGztrqfiQnZlN/JMEHtyO4s71SBKePkcgEJCclIIAAZvXbOdrWjpvXryVrkUsFhNy5DSFBUVMmTeR0KNn0dDQYPuRzazaspwrZ6+xa8Meou89RlFJCT0DXYQ1Qhy62dPRqYN00/snnF27kZ9XQOLbj7Sxak3ujzwmDp9KQswz4p88Y6q3P6XFpVh1bI/rwF5cCLlE8P4QhCIh4RdvkJWe/Vupzct07uGI74yxaGhp0KNvd04fOcuFk5eRSCRUVVaR+PYjdyPuIxaL61xP5LW7KCgoUJBXWGdtBbn5yCvIk59bW31kkPcAIhKu8CwrBgvLVrxJeIO1YScGOXmgrKJM4utEFBUUMTFvysvYV4hFEr59ySBgwQZiH8TRqKkRnV0cWL1rOdEp93iSFoV5azM+vk2iMP+n7bTkLyQ8fkHSu0+snL6WAxd3sWjjPHz8RxNy5zglxaU4uTggJydHh862uHv1Q1FJkfcvPtRZv1gs5uObTxgZN+Tjm480MjaqDcnQ00K/vh6hB89SXVXN548p2Di0ryM0CQQCrO3bs3npdkxbmBA4bzPtOrYl+UMKw/yG1rEzZOxA3rx+xeCxA6TiA4C1gxVmFs148KA2bnTIYA+Ct51EJKotfyqRSDix8xQuPXshEAgQyP3qCSCsEXJ8axAxd58ikUiIiXxK5pcMDm88yqAxAzl38DzW1raMGeNL7P043sb/fFcTXybyI/MHFw9eJDf7p+h35+IdhFUiOnToKG1r0aIlp0MvUVlUydM7MSgqKqJvYIBVe+tf1vS/CVi3kjJJKcFPQwg4tZ7gpyf5nPmJnbu2/u7YPxKv4aM4v/ss5aW1vzkSiYSwwxdp1cqCRo0a/87ovw8NDU3Cr97G3Xkg72+9QZIlJjTkAp6e3n+oHRn/nQiFQh4/fsS9e5GUl5f//gAZMmTI+CcjS0IpQ8Z/GbGxT/H3n8iUGRPZvWMfBvUMWBu4kq7OncnPL8C991CmTPZn2DBP3r17y7VrYTyKvsftR9elc2R8y8RryCiSkz6jpKyEWCxBS1sTiViCiqoKzVuYk/I5lccvoupsxGZMnM2F05dwG9CHo6cOkvj+I4P7eLDnyE569HKmpLiE1UvXkf4lnSmzJjHN159XnxO4cPoSS+etwKiREXOXzEJFRYXjB4P5nJxC3o881NTVqKiolNoxadaUNZtWEH45gq9p6QRfOCpdx83w28yaOI9Lt8/Sqs1P1+u1SwNRUlLkU2IyMdGxDPJ058zxc3zMfVfnGrIysnC26oWcnByWNu0YM3EUebl5HN51lP5D3DgTdI6zN06xd8sBHt1/XFves7KSvgP78ORBDJUVlXj7jsDYpAnnQy6SmpxGTXUNtvY2GDVpyIa966S2vn3JoI9dP1TUVNl1fCtGTYwY2GUoTc2Myc8rIPjKUXJz8mjVpgVaOlqsnLOGuMcJjJrgzc0rt2lq1oSs9O+8evb6t0SXCtRv2IAR4zwQiYQc3nEcLR1NFBUVmbV8BhuWbGb8LF+eP32Ojb01/Yb2Zd6ERbx98Q6Ldq14HvsSAQIkEjHWnax4/zqRdtZtmLqgtnzq0V1BfM/6joVlK75n5rD56AaUlBSprqpm3vhF6OjpcO96FMHXj9CsRW01gZioWOb6LsCkuQmHL+1jhMtoSopKmL9uDn0G13q9fHqfzITBUzl6ZT+KSor4uE3AsLEhO05uoZ6hAQKBgJrqGnq2caOBUX0y07Mwa9WM0uISMr9m08m5I2lJX1BUUuDsg7oJEK+euU70nScoqyhj62SDm0cferfpR3VlFUu3LsJ1SC/KS8vZF3iIj2+ScB3Sk2PbgzkffYr83AK8nMfSrJkZ6elfMDA0wLy1GXk5eRy+uq+OnVEuvqSnfsPa0QqT5k25dfEOVZVVHLt5iMamjaT98nLy8eg0gkmLJzJ8wrA6c8wbuQhfr0m4uw+ivLycMWM9+fItDdvONiS+TKSsuIJ9ew6RmprKweO72XFxmzTRZ/yDeFZNXsNI/1GEBYUhEUvIz81HXl4eLW0tKsorsOtoz+5dB9DT0+fevTtMmToB05YmCOTk+PzhM7t27OdjUiK7dm+jfaf2FPzIpyi3mJCT52jd+n94VVRV0cneCk9/T/p49UUgEBB79ynb5mzl4YO4OrkW/idisRjz5o05ePcIBg1/erGkfEhhre9qXj7/8GfH/TMQi8UsXDyHsLBLWDlZk5HyDTmxHGdCL/3FkBAZMv7dSEiIY9z4Majp6aCkokz25zS2bNrOwIFD/v9emgwZf5X/60kob3+7+y+z1buxy7/M1t+KTICQIeO/CKFQSFLSRwYO7IO1bXt8xo/he/Z3tgRuR0tbix85uYwe7cOKFWulm+7KykpsbFpz+vIJOtjZStt6OLriPdoTt4F9ycrIwsdrPPLyCrRu24qhIwYTHnYD7zGeGJs0oU27Wlf94CMn2RSwldKyMoyMGqKurk5BQSEF+QXIy8tRVVWNspISsxf6M3nmRKxbdEJRUYGiwiL2Bu1m+dyVCAQCDBs2oKioGE0tDUb7erN41nKUVJQJOncEY5Mm6OnrIhAIKCstw6a5PcYmTRg6YjBJiUncvHaHfoP7En4pAo+RQ+jh6kxnZyfmT1/MlXNX0dHToaS4FIlEgkQi4d7zWxg1NpLew+j7T5g6egZqGqo0adoETS1NNLQ0GDZyMJ27O7F81iqamDbBY+QQnNo409i4EV/T0mnVpgXaujoU5Bfw6UMycnJyVFVWoaahhkgoQklZie1HttDFxanOM+vVwY2uPZ1YFrgYgUBADytXCvILkIglKCgoYGpuwuekFJy6OxIbHUdlRRVCYQ3tbS05fuUwnxNTGDPAF00tTSbO8UNTS5OTB0NJS07DrGUzPr5N4lrMJeo3rE9y4memec+kvKyCTl07YlBfn+9ZOWw8uA5FRUWqq2uYNXYeauqqbDmygdDDZzi+5wSlJWVoamnQ38MNX/+xyMkJmD9hCQlPntPOpi0f3yXRwcGG9fvXcPPybQLmb8DSti2lpWWkp36jSy8nTMybMmneeCZ7TKeooJjQyOA692HX2r2IxWJmrZzOheDLbF2xEwUFBYyaNGTOan9uhd3h0Z3HFBeWYO9sR8P/j733DIhqSde2ryZHyVEymAOKoiBiDqgYETOKYsKcI+acs4g5I4IBEARRRFHBiAoICiImkqKAhO6mob8fzMHhOHPOzPlm79mz37781YtaVbVWLxfUXc9zP+Ym3I2O59zNE2jpaJF45xErp69FVU0VkVCEay8XpiycSGxEHM8fvST5aSrr/Vdz78Z9HsU/4fXLNygqKyCRVFElqUJRUQGxuBITM2OmL59CVVUVe9cexMBYn+9fi+k3rDctHVtwL+YBMaG3GOw1kDHTRiCVSjm19xy3w+4iFAu5/DiIqQNn4DVzNEkJzyks+MaqA8uRl5enurqaLfO3U5xTxqfcDxy57l+bRpH9Jpsp7tN59jS1Nt1AKpWSmPiADRvXkJLykmYOzchKz6KNgyOKSkokpz7HtW9HPr37xNN7z+jo1hGxUIyppSlRQVH47z9G+/bOZGTUVL0wNa1f555XVFRw//5dKioqkJOTQ1VVjQ4dOlJSUkJi4n20tLRxcXFFQaFuNmd4eCgHj+9mc1DdUpi7Fu7EUNkEZRVlFBTkGTTQA/u/ioqorKzEwsKQsIwIFP6qtGpRYRE+rt5kvc35B990/zrevcvi2bMnGBub4Ozs8i81n5Qh47ekvLwcB8fmDFg5j6ada1KfctIzOT5lITFRcVhb2/ybZyhDxt9HJkD86/gjChAyDwgZMv7EFBYWcuHCWd5lZyESioi7E4tIJKRZiyZcjQyuFRn69e9Du1YdadvGkVWr1gNQWlpKZaWYW7disLC0YlAfT4Z4DsLExJhzpwNp274NU2ZOQl5eHitrSxYum8eurXvp0783MddvEX87nqoqCWkp6dg0sOHY2UPExsQxcGh/zp4IpEMnZ1q0bMa10EiUlBU5fOogFlbmFBZ+o2eHvgwd5YGiogI+vuPZtn4nd2LuEBp7Gb/5q4i4Ekk9LU2eZiSyadU2Rk8YSerLV7x/957WbX+atgkrhEil1eR8yuH5s5c0t2/KrSfRGBoZYG1rRUjgZR7cTURJSYmszHdcvXWJy0FXOH3kHCcvHSU2Ko6ls1aw+8h2dPR0+Pj+E8vnrECzngZ5ufl07tGJTfvW17nnUqQIBKCtq428gjxicSXKyspUVlairKJEfk4BUqkUHT0dRCIR0xZMZdSE4XRq3p3st9l1BAixWMyXvC9Eh8ZQXlpO4xaNyfucj5KyEgOGubN88xIUFRXJy8lnpJsXGpoaNWU01dR4n/UBSWWNeaZYJCY49jw6ejUh/b0G9GBI5+FIpVIsbS0wNDEEwK6xLZGPQ/Hfdphje08iJy9H6P3g2tx7JSVFlmxcwMAOQ3n7Oou3r7Nw9+zLrYjbbDiwpo4nxN4zO2ht4oSwooKT4UewbmAFwMCR/bkWHElC3EMMTQ0xMDagTYfWxN+4z+61+3iW8Jy2Lg6/PMv6Rvpkpr8FwMTcmKb2jTl85QAxYbHMGj2P9p3a0a6TI/qGusxeNYMlk1YwYc44tHRqFutBx0KwaWjNrFXTUddQI+TkFcb3qylbqmeoi7BCyHyvRSAAJWVlpEjR1tOmtLgU+/YtSX2Whk19Qz69/8z+DQFoaKpTWlLG4dADbF60nYYtGtK+iyPtuzgyZvpIdq/aT/eGfZGTl8OtT1/6uw8iKPg8A1p7UPqjlEYtG9LG1YGl4/0Y5jwa+/YteHz3KZbm1hw/eoY1a/0Y192HXkN7UFpUSlTIDTZt3F7H60AgEPDs2RMq5URcSgpGXVOdSnElW+dtR0dNh/27D+PrOxHlekooKimipKyEg6sDKY9TEFYICQ29ROfOXWnR4m8bHaqqqtb4qCyYjU0Ta6okVXya8YlD/scZMGDw333vFBTkY2Jl+stxEysTgg9dZJDPEKokVYzyGsrkidNx79efiIhwpFIpLeztuR0aS8+hPz1fbl26SafOXf7ueL8lVlbWfPz4gefPk/j27Ru9e/dBSUnpfz9Rhox/MzExUZg2sqsVHwBMG9vRql9PgkOCWLRw6b9xdjJk/L9N9f/e5E+NTICQIeNPSnp6GkM9B9CjV1cc2rYiOjIGRUV5HNq0Z4jnwDppBeYWZrR1dODjh4/k5eWyZOl84uJiqZJUoaauhkPbVhgYGHDh7EXU1NXQ0q7HsbMBdfpo1qIpampqXLpwFXkFOZKzk9DQUKeqqorFs5czsNdQhEIh2Vnv2ROwg4EeNVUyxk4cw+LZywg6F8zaLavQrKdJB1cnZkyaQ+mPUvz3HMa2oQ2Bp4PQ0ddl2GgPEuMT6dqrC8rKyqSnvmbyTB+cOjqxbK4fNnY2tGzdnK8FX5k9ZQF9BrgRF3OHAyf31Lk/vfr14NSRs8S/jGXSiKnk5xUwZtA4Skp+oK6hjoGhAQtXzWPd0o10atkNbV0dCnILUFBUQE5eDhUVFcKCrzF9oS9mFjU7x5/efyLyynXC7lzmTsxdVJSVyfucR8s2zXHp2oHosJvsPr4dmwbWxFy7xYZlm9E30KVSXIltA2v2bj6AQ/vWNLNvirBCyJaV25CXl+PqnWB6OPQh9WUaCoryVFVJWLJ+Ya0wYGxqxMI189i1fi9rdq1i++pd6BnqMqTLcMws6uPo0rZWfIAaH4xh44aya+0eFBQV+VFSSvH3InR0dVDXVEddQw0VFWVKin+go1e3PKCung5VVVVsWrqVtJfpXIw9S3V1FeeOXGDjgTW1z0Tk5WiUlJVIS37Nl/yvtQLE/VsPSHr4nLHTx9CkRSPWL9zMyb1n+Fb4nW9fv3Es7BC+nrMo/PINvb+UJpRIJESGROE9YwwA10OiaefaFjk5OXoP6sHj+CcYmxlz8XgIR8P8ARCLxKipqwHwOiWD9BevCX0cjKJSzT2bt24WmWlveZqQRPvOjoyaMpzFE/249z6WJ/eesWbWehq3aMj6gNUoKCggqZSwwHspr1MyKPn+g+ZtmnEgeBemFiY0d2jK3evxdHbrCICRqSGLt8zn4e3H3It/wrTpEykRF7Hu6GqQwomdp1g0biknbhxld9AOXiWlcT/mAVWV1dSvb0b79q1qxCFrK358EGJpYUdU5FJsbGx/+X9+9vwpFu6eh/pfypIqKiniu2oKozt4sXnTDoSiCqpKJYyaMYqhf0np6DmkJxa2FkSdjf6lv5SUZE6dOUZeXi6NGjbh5MmjbArcQiP7mnSlFwkvmDTJm0cPn6OtrfPL+QDt2zuza+82RBUilFVrUkCqq6u5eekmk1dNo7tHDwD6jnFnSjcf9u7bSTeP7ggEAt6+zeDtqgw+ZnygUavGJCe+JD78LlevXP+bY/2WlJWVMWrMUPK+5tGiYyuuRl9i7foVXA65hrm5xe86l6qqKp4+fYJYLKJt23Yyc0oZ/yvFxcWo6/36f1RdX4fiEll5VxkyZPz7kMUSypDxJ2XFisUsWjYX/6N7mTR1AiFhgXiO8CA7+z25OXl12kqlUj5+/ETjRk0YPnwQjZpa8/pDMh++ZuC3ZgkP4hPwnjSGelqahN4IobiohE8fPtXpIybqFs4d25P2Kp0lqxahoVGzIJKXl2fF+qW8zXjLpOkTyM3Jpf/gfnXOHTvRi5tRsbWf01Nfk5yUzNb9mwi9GcyoccOpklSxb9sBYiJvYm5lTvLzGoM8K1tLnj99QXe3rsxbNgfvYRNxaNAex8YdKMj/wqrNyxGLxRTkf6kz5pv0TEzrmyAnJ4dAIMDC2pyz4adISLvL1DmTGNFvDN8Lv7Nux2piHl1HUllJu46O7D66g2XrF6Onr0ujZo3o5diXhb5LmD95EX2c+9Pfox9hIdeYNWEupaVlKKsqo1FPk4CdR9m4dy3tXByRV5DnVtRtlJQU2b52N+1sO/AuMxuRUMQYd2+6teqNc0NXwi5eY+Ga+egZ6tGxuwvZme/xGDMEfUN9VFRViA6NYWSfsXRu3oPAY0EIK4T0G9qHQxf2kZ9TwPxVc0hPfcPXgsJfno+cjzmIhGIqRWK6teiNV78JdGnWk1Fu49i78SDuw/uhrqlOyJnLdc67dO4qbZxak5KUyuhJIzA1N8VntjeZaZmM7u3NyQNnWeq7go2Lt2BhbY6KqjK+w2bSz3EQA5w8WDzVD1OL+kRdvkHI6StMnueDUCiiuqqK9QdX09yhKaOnjsCr9wQCjwRx7WIkXr0nIKwQoqCkwEKfZdy8dpt3me+pFNcYqDZoZkfepzzU1NXI+5SHSCiiU++OhJy8jEQi4XXya9q4tK4VH/6Lrn07Y25lxvIdi+nQzQlFRUVKin7g0sOZSlElc9bOrE0v+JD1kew379Ez0qNBczvevcnmTWpNZZAh4wZxMyyWA+sPkZGayaHNRxjddTyNGzdl//5dJKe+IPF2AnOGzWeW51zyPueT8z6XTXM3IxaJkVRKiA2NQ6tePZT15bnyIoSojAiGTB7IzZvReHmN/5viA0BxURF6/63qh5auFlVVVYhEQpSUlCnIKaDPiD512vQd1Zd3WVl1apFHRl5j6LAByBsIaD+oHS/fJSGQF2Bk9tOzwd7ZntYurYmICP+b8wFo3rwFnVy7sGTkYh7ceMDTu0/wG7scsUhMl4Fda9vpGunh2L09A3wGMWXNNCav9uVAzGEEcgLkixV5cCkBc00rbt289zdLZf7W7N6zHQUdRbZF7sPbbxKrAjfR0aMLCxbN/l3n8fz5Mxzbt2TWAl+WrVuMfevGRESE/a5zkPGfh6trZ9LuJlJe/LNyjaSykpTrt+nWpdu/cWYyZMiQ/o7//ojIIiBkyPgTIhQKSUh4QHD4mTrHfSZ7c/zIKfz3H6Zf/z7YNbRFKpVy2P8YXwq+MmNabw4f3c+Kdctqzxk/aSx3b9+jvLyiJt3CxgolJUWG9B3O+m1rsLKxJOzyNQLPXuR6XBixMXEYGNZdEGnW00ReXoHDB45RXl6BUChC7a+qU5QUF6OmVrNbffvmHQryCwiJukCrNjWh4WMm1LjBr1m6gaCzIegZ6FH07Tu7Nu1lzPiRjBwwFpsGNniMHIxzJyfmT11IRX0T0lLS8RoyAS1tbeZNWcieIzvQM9DjTVoG65dvZMmaRXx8/4nHCU94kHa3tmLGlDmT+Jj9ibPHzjPfby6hweHYNLDh5KWjtTv8nXu40tvJHdeuLhR+KcTcygIBAsJCIlBSVsLKzopKcSVycnI4OrehXj1NJgydzKHz+zm4IwBLGwv2n9mNsrISGemZTPSYysb9a0l5nsrls1exbmDDiq1LadW2JQApSakM9x7KgjVzuREew461u4m8HMWSDQtp1Kwhd2Li2b5qJxdOBDNivCfy8nKYWZnR1a0TESFRDPTK8AAAIABJREFUXAkMY9CI/ggEAtJephN0MoTq6mpUNdQICN5PaUkp8ycspry0DOsGloScukTjFo04svMY2Znvad3OnsQ7D4m7EY/X1FG8eZXB0b0nUVFToXU7exycWxF88gqNWjSkYbMGzF83By2denh0HElZ6Se8po3GtrENLds2R05OjmnDZpH56i3pxq8RVgiRSKr4/D4HTS1NtHW1+PblGxeOBiOsEJKfW4CegS5n/QNp6diC49cC8N8UwIFNh5i9cgY3w2Jp0aY5kspKZoyYh7y8PF37dUZSJWFEl7G06dCal49Tfikdm/IsFU0tDYQVQnb47cXcwoLdK/ezev9yKiqEaGnXA2p2nxeMXcLYWWMYMNodgUDAh6yPTBs0E3MbM+5FP8DGxg7RV/AdMhsDE31G+g4jKeEFQcHnMLM2w9TKlMlLJqGhqc6VU1e5eCSE+7cSudGoL2bmFgzs50H49SvMXDv9Z2rUyL6kJaVz/vxpZs6cy+HDBzl/4QxlpaV07dqDhQuW4uramRshN/CaPab2uu5E3KVxk6bs2bsTNS1VVH6oUlRYVBslAVBcWIyGpiavX6dz5WoIIqGI4EsXWHFkJS3atQCgk3tndi7aQXDARSYtm1x7bj29evz4Ubcc539n355DnD9/hkvHLyKuFFNPvR5tu9SIb3+NqEKInpFe7Wd9E326DO6OTX07du868D+O8VtzNewSs/YtrOP74O4zmAltRlBa+gMNjd8+R7miooLRXsMYvWIi7f4SYfP25RtmT5hO/L07pL9Jx9jIBJ/xk3B0bP+bz0fGfw7W1jaM9fImwGsW7UcNRElVlSchETS1bUjXrj3+3dOTIUPG/8PITChlyPgTUllZSYMG5qS+TUJX92cI5qvUNIYNGs2CJXNZuXQtZub1+f79O+Vl5VRVVVNWVsbQEYM5dHx/nf4O7g3g6eMk4uPuMdF3Ak8fPcNj+GBOHD7F6/Q32DW048CxPdjYWjPXdwHaejqsXP9TxAi/fI292w8QeSeMdk1dGDx8IH5ra0wVKyoq8OgzAmGFEH1DPV4+T6FSXMmbvJQ6c/j08TNdHHowcYYPd2Pj2XNkBysXrOHZ4+dUV1cjJy9HRXkFamqqdOrRidjo29g2sMF33hREQhEb/bZQUlSMRj1NJJWVLFw5n7GTx3DzeiyHdh/mYtT5OuNdD41i+eyVtO/YjvtxCazbuZp6Wpr47zrM2zdZNGhsy4/iUpq1aoqauhortiwjPCSC7at3ciflJvu3+pPyPJUDZ/bWLmBiIm6x2W8bJcUlxKfF1imjeeHERTb7bUdeXh7nrk58eveRq3dDALh7M565PovYf2Y37V0dCQ+OYMXsNQRGn6Fxi587w2cDznP2yHnOXT9FD/s+KCgq0KhpA95nfaS8vBwDI320dLR4l5FNRXkFysrKrNmzgo7dO+Dm0J8tARtw6VaTL/zqRRqTPKZx6OI+4mPuk5WRTWlJKZXiSl69SEMoFFIlqUZLpx4ioRi7JjZY2Fowa/k0zgYEkvw0FSNTQypFlbxOzeDak7qRFDfDYzmw0Z+KCiET544nLiqe5w+f1zy/okouxJ3Bys4SADf7ASzfvogLx0J4nvgCgZwclrbmZL3Jxm1wT65fuoGcnIAVu5fRY0BXSktK2blyH7HX4tA30uNLbk30y8DR/fFdOhllFWUigq6zdekOQAACkJeTRywSo6KqDAIB6prqjJo6jFFThvP0fhI7/PZwJvZEnWs4sesUp/ecpXvPXmzZtIvQ0MuERgez7fxm5OXl8R0wA1c3Fy4dv0JQYiDy8j8X32umrcOqkSVXT4SxZNEKroZeRk6jmvXH1tYZI/RMGJ+S8gABr7NfMX7ReLT1tIkMjORueDxTJ09nx84tdB3YFbvmtqQ8TuF+1AMOHjiK7zQfTt47RdDBIPI+5OJ30A9FJUUklRLW+a6j+gekvkqm13A3KsrLib92l+AXl+qM/+rpK/Yu282h6MMAlBaX4tNlAldCImjcuAn/KFlZb+ndpys7QndT37qmjGVmcgYLh87lRMJZtHR/elv4++2nlUUbZs6c8w/3/1vQxrE58wKWYdnIqvZYpUiMt8Nwkl++qePH8VsRHn6VfSf2suhk3efi+MoDZKVk4jF7DLlZn7h+5BIb1m5hyBDP33xOMv5zkEql3L59i4uXghCJRLj3cWfgwCG/GMfKkPFH489uQnn9083fbaw+Zn88wVH2BpIh40+IoqIi/dwHsHHtVrbt2ohAIEAikbB2xUa6du+Mto42Oro62No04smTh5SWliGvIE/Dxg24ExuPRCKp8wdKdGQMiQ8eoW+gx+EDx5i/dA4eIwbjMWIwbzOzGNp3BAtmLqFN29Y8uJdIQf4XCvIK6N6rK8kvUwk8dYHjgYdRUFBgw461zJm6gJtRsTRp1phbUbG4dOlAr3490dTUwKWrC85NXfmQ/RELq5/l7lJfvkJdU4O0lHQmTZ+AbQMbzoWe4tvXb4jEYkb1H8vmfRto69SGe3H3SU5KYc32laSnvMbMsj5xz2No38CF0h+lKCsrE3fzLl+/FBJ9LYZP7z8iEolQVlauHe/ZwyTU1NVIevICqbSa2Ojb3I97wOrtK2jj5MCThGcsn72S4qJiFq1dAICZRX1+lJQydeQMHt57xIGz++rsnvbo241V89aiq69TR3wAsLC2oEmLRqzdtYr5kxaTlfEOj64jQAB5Ofk0ataQtOQ02rs60rRlExQU5OuIDwCuPTuyb/MBpo+ejYqqCoE3TmNpY4FUKuXiqUtsWb6NivIKREIRjZo25NOHz9g1tiU2Mo5W7exrxQeApvZN6DOkN4l3HjFt8RQA4mPus2zGSqYtmcLBLYc5FXGEjFeZrJq9nvzcL5SVVjCqxzh6D+nFtCVTyHqdxd4NB1FVUfkl+qDsRxkV5UJ8l04h6UES3758Y8XOZSgrK3HG/zxblu5g/4VdyMvLU/y9hG3Ld+M+vA/bTmxCQVGB8MAIti7diaKiAobG+rj06kDvwTW/ZLV0tFi5eymP45+w+eh6zKzqM33YHCKDowg+cRmBQFBbPtbS1oyib8VsO7mRZg5NSU1KY/EEPwx0jDi+4zTpL15TT1sTjXrq/HcMTAzo1qMnx47URBpFx0QwcNyAWqHh3Ztsug/sRot2LeqIDwCtnO15lZRGp36urF67nF5De3Hzyk0qxZV1UkWexD2jTZP2HD0eQOCj8z+jdPymkPM+B/8j+2jcujHRl6KJCpaioaWJSCxi3oKZWNhZoqOvw/iF49k4cwMj24+kQfMGvHr2CkmlBLFIjFQqJfVJMiOmj+L21VjEQjFKKj+fzcL8rxTmFRJ+OgyJRELY8VCGDhn2T4kPADY2tqxeuZ65/Wfh4NqGqkoJzxOeIyeQo/xHea0Akf8pn/jwu/hdX/NP9f9b0LfvACKOX8V38+zaZ/dG4HVat2n7u4gPAEVFRWgb6v5y3MDcCHlFBVp2akvLTm1p4NCEldOX0b//oFpvGBkyBAIB3br1oFu3P94CRIaM/5f5z9n+/22QeUDIkPEnZd3aTTx/kkw7e1emTJiBfaN2pKdlEH8ngUVzl5Gbk8utWzfo79GPV++fk/z2KV26d6LoezFtm7swcawvVy+FMW/GIpKevmDAkP64dnZBKBTy5OHT2nFs7Wy4lxRHWnIahw8ew8LSHLFYTPzteyyavYzqqioi40JxcqkJD9Y31Me0vgmbdq3HysYSiaSK2YtnMtzLk76D+qClVY+Bnv2Z7DWNj+8/AvAyKQW/+atRUlLi2aNndRb1uvq6mJgaI68gj6KiInJyctyLvY+KijKzfebz8lkyO9btZlDXoVRVVyMvL0/ss2h6ufegurqK2Utm0LBJQ2Z6zyEvJw+xWMzFMyFcDrzKnuM7+f71O116dCI2Ko6t/pvpM8gNQ2ND+g52Y0fAFn78KKVHv5p82tCL4QgrhLzLzMbazgqxSFTnO6murqa8vJyP7z6R/fZ9nZ9FhUZjam7KGPfx6Bnq0aGrM1mZ72jcohGxL6NYuGYuezcdJOHOQ+7HJSKRVJGfk1+nj7TkdKokVWSkZTJu2hgsbWqM8gQCAcPGeWBmaYaauhrKKkrkfM6lqqqK21Fx/CgprTV8/Gt09XX4UVJa+/lmRCye4zwYPWUkfYb0Ij7mProGuqiqqyIAvhd+B6D/8L44dmzDcB9PDgbtpay0jNDzPz0D3qa/5eDmAEqKf2DdwIp7txI4evUgvQZ2p7ObK4cu7SPvUx7b/XYjlUqxaWSFRj0NJs6fgIqqCgoKCgz2GkjHnh2wsLOgpPgHLRya1Zm7vLw8DZs14POHHFTVVVm8eT7qmhocvnqA5bsW4+DcCjk5AZ+yc1BQVGDZ5FU8jHtMs9ZNWOe/ko8579HU1OTbpx9cuxBF6rM08j//vN/V1dVEBd+gV4+f3grKyiqUl5XXfra0s6Awv5AXD19SXV3X8zr5cQqWdhYUfyuurZBiYmHCEu9lpL94zefsz+xffZCs1Cz09PSwaWpdKz78Fy5uLjR2aIxYLKbP8D5cSblK0JMg9oftRywRkZmWgVgkRllVmTVH17L94g7UtTRQ01CjVYdWnEk4x7WMSPqNdmfb3C3YNLHl+NZjVFVVATXlL8/sPE23Id1JfZrKnbA49HUMWLtm0y/Pyj/C6NFjSXyQhEevYYwaOJakp6msXr2Bef1nsm/xbvYv2cOcvjNYuGDpH6JE4IJ5i8hLz2HlsEVc3HuO7VM3EHH4Ktu37P7d5uDi4srzO48pLf4ZASqplHA/9DbNOvwsYWrTshEKKkq8e5f1u81NhgwZMmTI+L8gi4CQIeM/hMzMDK5cCUEorKBnTzfat3dGIBAgFArZv383V69eolJSiVvvvsyduxBdXT2uXYvh4cNE3r17i4/3dAwMjOjUuR1zF83CzNyUgAPH2LCtZqfx0YPHhF4Kx9rWCp+p3nz9Usjc6YuQSqsZPW4EqSlpGBsboaysxP27Dzhy8BheE0YjrBCycc1WyisqUFRUQENTA0srC3I+5SInL4eNnTVWNlZAzaJtz5Z9GJsaExocRsiFK/Ts1x2/+avYFbCdJ4lPyc8r4EniU7Iy39HZoSdy8nIoKSni1r8XN6/HMtpnFAd3BXA3Np64m3eRSKowMjbkW+E3WjrU5K6nJqdhaGzIiZAjtbuBU8fMQEVNhYLcL+gb6qOoqMj10Gj2bT2ImaUZr5LT6ObQG5FQRDsXR46HHKGlQwvkFeSRCqD0Rykdu3Wo6f/FK65fjaayUkJJcQkbl23hw7uPPH7wBIEAtgVs5tG9RxzY6o+Ta3uUVWoiK84dDcTazgp3j754D5rIjMXTMLcy41pIJPE37yEUCtl+dDMdutREIuTnFjCi52hSn78CQFlJiaXT/fiS/xUzy/rMn7iYbYc3Y2JmTPKzFNYv2oSDswNIpRgaG9R5fgQCAUamRnTq2ZHd6/dR+qMMLe16HN5xDE/vodyKiGPe6tloadejtKSUF0+SuXA8BAtrM148fknk5WgS4h6y7fhmArYfJfV5GmWlZRzfe4rNhzfg3LU9UqmUiOAoZoyYy7Unl1FRVcHesWb3f/OSbZzxP0/pjzKKvhWhpaOFQCDgfMAFOvfuiKr6z8W1goIC/Yb15fzhINQ01KhvUR8l1V9LHzZ3aEZYYASq6qrcib6Hm8fP0o0VZRW8fJLC/A01Yfz6RvqUFJXw7et3dvrtxaWHM54+Q7kZegunru3p6t4ZP981nIo+QrPWTfhR/IN+w/tQkPmNqVNmcO/eXXz6TGXM9JHo6GsTcuIKue/z0NH5KdwMGzqSTdvX0rFXBzS1NGnQzI7AgCB09HVYN3MD01b41nhAnA7l8d0n9B3uxum9Z1m0fSHbFm7HqWt7Em4lMHf4fKokVSgpKWFpaU3MrRt8yPxQk2r0V+Lb6+evUVRSJPtNNlvOb631V7BtZseYWWM4t+8c2+ZvY9b6WWhoafAl5wuPbj+kukrKcv8VKP0lCqeHR0/eZ7yntKSU+1H3uH31NvrGenzO/kz/cQPxXjgegUBAUWERPq7edSJZ/lkMDAwYMWJ07WfvcT706N6LyMiaMpxr527CwsLy/9z/vxItLW2ir98mKiqS5OQXtOvdjkH+HmhoaPxuc7CxsWXkiDGsH7GEXuP6o6ymTNTJUBSUFLHv3La2nahCyI/vxX+3MokMGTJkyPjj8Ec1h/y9kHlAyJDxH8C5c6dYv341I72GoaGhQdD5EDp16sqWzTsZPcYTZRV55i+dg7KKMgH7j5L05CXXI2PrpBQA9OjhirKaIlFx4cz2nY+ung4r1y8n400mPV36YNvAlqg74T+d/99/xKVVZ1q3bcWrlHTmLJzJtdBI3Nx74b8nAImkiqqqKmwb2KCgIE/G67dUVVXRqo09aSlpKCkrU1FWjnMnJ5o2a0L4lQiKvhcBUF0txdjUkMzXNU78cvJyOHdsj56BHjcibiKRSDA2NaIg7wsV5RW1YkbgtTN0bt0DQyMDFq6aj7aOFqcPn+PurXhmL5mJqqoK29bu5MzVE9i3acnTh0nExcSR+fotXwu+kp31gZHew7kaFMqWg5to6+TAk8RnzBo/l47dOrBl/8Za0eL5kxd4D/FBU0uT6qpq9p/ew4M7iZwOOIPH6ME1C+jjQYiEIpq0aETzVs24df02uno65H7OQ11Tg7IfZbh2d+HNqwzeZWZz+c5FbBpYs23VDq5fqSmDaGRqxPBxQ7l07iqnwo/V+c4Cdhzh+eOXvHz6Evu29rh79sVv5kpce3Qk/3M+aSk1i1AVVWWE5UKUlJWQk5dHUinhUNB+7NvWiDI5H3MZ7OqJf9A+fIfPRCQSoaCgwM6T27gWHMmD2AQUlRSxd2xB/M0HmFvV52t+IZWVEsRCEe7D+2HXxIZDW4/Qd2gf1DXVCQsMp552PYLvnq+zKPX1nMnAUf1xG9yL0pJSerboR6W4ElU1Fbr17cKSLQtQUVUhMz0L36EzMTDS5/ytU3Wue+3cjejo63Dm4Hnk5eXR1NYk/OllFBVrnk2pVIpXrwmoqqmyYtcSJg2Yhvvwvgz2GsC3r9/Zu+YAZtZmrNxT40Vycu8Zkh48JyXpFct2LMLIzAi7JrZUiivx6TuF6X5TeRz/FA1NdZq3aYr/piNsPrae0V3G4TbUjZcPk6murKbgSwGmlqa49OyAqYUxx7efYvmS1QwbNhKpVMqgIX15/vwZzds2J/VpKiduHUdLpx6HNgQQHXIDYYUQPQM9TK1MePc6myU7FtGpbyfmj1xAv1H9aNyqERN6TGTYlGF4zfbi0NpDhJ8Nx6apDQ2aN2DikomoqqsSHxnPptmbkEql1Leuz7HY43XuX+KtRI5tOoqoVExBfj4qaipo6Wqhqq6KvKICe0P31Wl/P+oe4afDyE7LZvPGncye7cvW4O00tP+Z5vP6eTo7Zm3nUeKLf+zFJeNfglQq5caNKIIvXUAoEmFmYsaNuCgWnFyPnokBEnElFzYfQ/pFzNnTQf/u6cqQIUPG/2/+7B4QER9jfrex+pn3/N3G+keRRUDIkPEHp7CwkNWr/bj9IBpbu5qw5Jlzfeni1IujRwPIzn5L4ot4FBQUeJuRxRjvUbzNyCIiIqyOIVleXi4ZGW8Y4z0SiUTCleBQGjS0q6mCceAYdg3t8Bo/qo73g4WlOc6uTigoKFBZWUmfAb1RVlFi3YpNDB/jifugPqS/es2+7QdZs3UlOzbuQUVFmZatWvDscRL2DvYEnD1A+OUI3qRl0LBpQxLuJmDX0JbXaW/I+ZSLsqoywgohZ6+cxNm1Jk3j+7ciurTpSe7nPFZt9sPTy4Pysgq2rt5OP9dBVEmquHr7Um2VAudOTozs58XWNdsxNDZAUVEBFVUVls72437cA/oPdUdXX5fbN+7Qe0Avjh88yZEL/jh1bAeAU8d27D66nSmjptHcvhmde3YiLTmdjX5bGDfVi1OHagSHeZMWUvS9mOuJoRgY1UQYeE8bi5ujO2t3raJRs4Ys27SYzs16MMdvFsPGDeXVizSePXpO9tv3iMViPmR9wKaBNbaNbNHV06Hf0D74bz/Co3uPUVFV+eX7V9NQI+lREtq62pSXlbPEdznnrp+keeualIPCgkIGdfKk7Ec5SzcvYvDoAQgEAqKvxjB+0CQWr1tARUU5pw6eY9riqVw6e4UmLRuT9jIdYYWIDl2d6NDViYNbAjix/zT3biZgbGpIzodcmrZuiomZETfDY7l+OZrqqmrO3zyFTSNrACbMGotn51Ek3E4EgYCs11lYN7TGuL4x3758R1ghZNOSbcjLy6Omo0p5WQVLty6sjQixa2yD7+LJ7Fy1l/CgSNyH9UEgEJAQ95DYiDiC7p4j+upN/HYu5pz/BRZ6L8FnnjfKKsqcOXCeKkkV+4N2oqikSKOWjbgWFEnouXAUlRT5/q2Ihi0aEnstjkd3HhMeFIltYxvk5OTYtmQnWrpaFBUWMXfDbIaMG8TtiDs0btmIBzcTCDt3jQWb5lJWWo62vg4Lts5FKpWycsoalN8r0W9kXx7EJPDu9TsGjx/Iug2r8PAYxoMH93j1KoU562dz/8Z9+gxzw9TCBID5m+cxb9NcVk1dTd6HPDwnetKuiyNqGjXVX7R0tSjIKUBZRYn2XdpRUVqBnJwcbsPdCDsbxrTV07h87DKebTyRk5PDxMKE6upqTt8/w/jO3uR/yq9TLjM+4i4Ak3ymIpFUsWv3Voq+FpH7IRdVdVUqyirqRJ08ufOEV09fsXzpKgYOHMzzF085t+ssi/YtQV1TneJvxRxeE8D4cT7/txeZjP8zAoGA3r370Lv3z3Qfk70mrHCfQX1bc/I/5tGypT2H/Y//D73IkCFDhow/Cv852/+/DTIBQoaMPzi3bt2gQ0fnWvEBQENDgzHeI4m6fo0u3Tvz9Ushk8ZOJTPjLcYmRrzNfEdQ0Lk6AkRxcTHaOtrE3ozj4vlLqKgok5ubh9/CVaSnvsbE1Jhv377/Mv73b0UsXb0QLW0tLp4LIezyNSZM9WbF+qUAdOzigr1DS3y9ZzFy7DAO7j5EwJmDnDsZiFv/XmjW06RZy6asXbaBXv16MnnWRPx3HWbhyvm0c3bkUcJjtqzexl8HY+noagNS+g/px2ifkQAoKSmxYfdargSF0t7FsVZ8gJo/0AcNH8Cr5DT0DfSpKKtgw/LN5H7OJfJBGOoaNQaCoyeOZHBXT8QiMW2cHOpcZ1vnNlSUC0m894i9Ww4gqZSwcusy+g3pw6cPn0lOSsW2kQ26ujq14gOArp4Og0cO5GZkLI2aNaToWxFlpWUMGT0IqDFzbGrfhNaO9kzynMqscfNo69yG5GfJmFubkxj/GIlEwvPHyXx8/5Hst++xsq0JQRcJRZw/egG7xna8eZXBj+JSmto3qRUfxOJK1i3ehLBcSIs2zfHwGlQ7L7fBvbgWHMnm5Vupp62Fc5d2RF2JplIiQc9QFy1dbaq/fuNpwjMe3E7k7o17mNQ3Rgr4bV+KXRNb7t64x45Ve2rGEopp49K6VnyAGnHEc7wHy6auREtHi7YdHbhyNoycj7k8uf+UgG1HaOvigJfvSI7vOY2+sX6t+PBfmFuboaqmwtalO9i/wR81DTWEFUI2H92Amroq379+x6ahNVuOrefswUDWzt7A1/xviEUiDoTsQUlZifiYB7x++Zqrjy/W9v8h6yOT+k/jdsSdv/RhRf7nfDwnejB21mgUFBRIe57OvFGLcB/RBwECrgdHU/y9mMXbFuDUtT1Lffzo7dGTL7lf2DRvKy8fJSOVSjm69TjDJg/FwNiAQP8LVJSXkZ+fx/6Du5mxZjpunr3Jz8mnoqyizrUKBAJUVFUoyCmgQ0/n2hSIb1++8SDmAfdjHtC8bXOyX2cjl5RGL89eLB6zmAbNG3D56GWW7V+GSChCVCHi/L7zWDa0xNDUkLHzxjGj/3QmLZ+MkZkRty7f5EH0A5AKSEi8z907cXQb0h1dYz2CDgTi4taR1RNXMslvCnqGusSExBATcoPw0Bu0alXjK7Bk8QoWLZ7LOOcx1Lcy49O7T4waOYYpU2b88o74a5KSnvLwYQJGRsa4ufVDVVX1f2z/v5GT85nAwLPk5ufg2KY9AwcOQUXlV6Huv3j4MJH9/rvJzMygSeOmzJoxl1atHP5u+/9UZs+az3jvibx69QojI6M/hGeGDBkyZMiQ8Y8gEyBkyPgDU1hYyJatG7CwNPvlZ0KhiHr1tEl+kcKE0ZPp4OrE5cggFBQUePM6g4G9PUlIuI+zc41x5NevXygpLqakpJhlC/xQkFegXFxGzudcXjx7Qf/B7hw/dBKPYYMx/8t4165G8j7rPWkp6UgkEo4HnEIqlaKpqVEnH93RqS1VEgmvUtJRU1OjrLQMNTVVXiYl4zd/FYGngqhvbkpMRAyPtLXYsm8D/T3cAWhm3xR9Az22r9vJ5ZiLtdcnFolp5diqzjULBALMLMx4l5n9S1WFrIwsTEyNGTJyEHs27+fTx8/MXT6b8JAI4mPvoVlPE88xHti3acnbN1k8TXyG018iLgCeJDzFtpENh87v58C2Q/jvOMSWlTvYsHQLDZvakfMxl8zXQjp1d/kb34UQXcUaL4C3b95RWSmhuqq6zhu2srISXX1d9p/dw7gBPvhf2EeHLk4AfHr/GY8uIwDw6DycURNHoKWjyZXz4XzN/4qFjTm7Tm7jfmwCTxOe1fZ5bO8JKsoqmDTPh68Fhb/Mq3GLRkiBzLRMPmR9wst3NF/yvrBn/QE2Bayj6FsRs8bMo0pSxeV7QQx2GUbgrTNYN7ACYMAIdyrKhRzaephmrZryo/gHO1fvQU1djb4ebljYmCMWitE30ufi3XMIBAKkUinr5m3iS94X/LYvxsjUiK3LdiCQE/Cj6AfvMz9gaWdRO8foKzGUFP9gxMShBB4JZuSU4eifvvt1AAAgAElEQVQZ6vIm9Q0n957GppE1en+pAuAzzxufed5M95xDeVkFu1bto+BzAWWlZUgqJYzvM4XlOxfTrHUTLGzM8fAeTPSlGHae3Yq6hip+vmsYP3ds7XPTpFVjhvoMIfjoJcysTMnOyKaejhYRQddZN2sjTVo3ZszMUUzpN41OfVzZeHw9ikqKxF27w46luzh56xgd3VwY4uBJUVERWVlvmdjaGwDX3h1ZMHoRI31rPCMACnIKiAu/g7G5ERN6TsTDZwjlP8oIOXYZVQ01Dt84graeNtXV1Rzfepw1U9dg72yP76ppzBkyG8/WnmjpaSEWiVHTUGPzuS0ADPcdTuzlWwTuCqTkRzGVokoEAgGtOzpQ396UhiWNSH70kq1B24m7Gkunfp3ISMlgzaTVlBb/wMTSBGcnF0xN6xMUdB5FRUV69uzNnt0HWb5sNR8+ZGNjY4uurt4vz9h/IZFImOI7gadJj2nbrR25sTmsWrOcoMArNGnS9O+e9z+RkHCfceNH0aGvKya29Tl24QgBRw4SeiUSTc16v7SPjY1h2szJeM4dTa+Z7rx6mMzwkUM4dSIQJyfnvzHCfzb16mn9Ka9LhgwZMv7syDwgZB4QMmT8YZk7dzoKKhB25RrBV8/h2L7GdCwvN58uHXpx7OgZpk71oUJYzqt3SXVK/R0+eIyo8FiKi4tIfvkSRUVFKioqUNdQZ9qcKbRuY09MVCxBZ4OZOXcqh/YdpXvvbtyKjsXRqS25OXlkvX1Hzz7defroGZbWlkybM4WKigr2bN1P67at2Lavxg2/pLgEe1tHFBQUkJeXw9jEmA/vPyIQCGjZugWHz/ujo6tN4ZdCWtu0482XV6j81U64SCSioUEz3hdnAFBRXkErm3Z07NqBI4GHattVVlbS1s4ZsUjM9AVTmTJnEgoKCiTGP8TbYyIB5w/i2t2FwJMXWbtoPRqa6jRo3ABPLw++finkyJ6jSCRVlJaUoq2jxe5jO2jr3IYnCU9ZPGMZC1bNQ01dldUL1rHl4EY+vf/El/yv3IyIxdzKjP6e7syfvIjgmPM0bNIAgOy32QzuMpywe5eob2GKe4fByMkJ6D/MnUmza8LVJRIJviNn0sqxJQ0a23Fs3wkCb5yp813vWb+fJwlPefk0hVaOLbG2syLl+SvkFeSZtmgKiXceoqyqzOmDZzl97TjNWjWlX/tBbPRfR6W4kuXTVxKacAmlv5RwrKqqYljX0cxZMYPmDs3o0bIv1VXVODi1IuPVW46HB2DT0JohHYcjEok4esWfEd3HEpd+o8683mVkM6rHWGya2FDwuQCPcYMpKSoh4uJ1pi6ejP/mw6zcs5xufTvXnlNYUEifVgNZf2AVt6/fIf7GfSztLHAf3pez/oFMXTQJM0tToq/eJPxCBPrG+hQWfENdQ43i78WYWJhiaWPOw7uPUVVT5XLiBTTr1Rj/pb1IZ7rnHJRVlamSVOE9yws1TTWungmnurqanPc5XLx3Fh19HZb4rCAp4QWDvNx58TAZkVjMkQj/OtcXfSmGHct2M3LqcOydW7LHbx9vkjOQl5enqUMTxs4eQ8Cmo5yIOVpH8Nq2aDuG9Q0ZO9uLlZNWM6D7UKJuRNCsU2MGjRtY02bxDm6H3sZ9dD8klRKuX4yiQ88OxEfG49qxMxqamnz+/JGXyS9YtGsxnd1/3sNKcSWDmg9k4LiB3Iu6T32r+nQb1I3cD7kEB1xk1obZ9BhSU1qvtLgUrw5jiL/zCBMTUzyHD6Jxp0Z4TBpa29/BlfuRVEpw7NaOnfO3M2auFw1aNOTpnSdEnolg7Fgfjh47hINrGypFYlKfpOJ/4Ag9evQmLy+XsrJSrK1t65hg/jUnThzh3JUzrD69HsW/RHbEBEVx8/QNbt+6/08bV0qlUpw6ODBiiReOPZxqj+2dux3Hho4sWrjsl3O6du9A/9lDadv9p7B45/ItnlxJJPRy5N8dq7q6mlu3bnA77hZaWtp4Dh2BjY3tPzVfGTJkyJDxr+PP7gER/uHG/97oX0R/i17/e6PfGVkEhAwZf2BCw67wJCWBfgP64DloNC6uzmhqahB6OZx58xbTtm07Vq5cx87dm+qIDwCKioo8epSIjo42jZo05ODxvcyYOIf5y+bQd4AbAD3cumNsbMiB3YcQiyuJj7tHeXkF8Xfuo6ioSGLKXR4nPuXTh88ERwbWLj669uyCc/NOTJo+AXNLc5bM8UNNTZWNu9ejb6BH4MmgWgFi0571f0mpAD0DPQyNDHj7+i3N7H/uimamv0VJWYmF05dgaGzIxbMhSCQS4m/dY92yTXhP8aL0Rynb1u6krVMbBg/vz+IZy/HfGYC6hjolxT9QVFTg/bv3hE4NJ+FuIgM9+/P+3QcyX2di18iWTj06cmTPUXxmejNq/HAuB4Yya8I8vhd+x9TclIWr5+Pu0RfPniPp79GPmWPn4NzZCc16GnzM/khGegabD6xn3a5VjOjtRcduHRAJRdy7/QCQsnbRBupbmFL4pZCgmLNMGDyFO9F3adSsIXE34hGLROw7vZPosBg06v36i1VLRwtVNVW6uHXmzo27JD9LoZ52PfQN9dmxajdug3vxteAr1VIpo/t44zaoF9++fkezngaWthY0bNoA32Ez8J4xFgUFeU4fPIe2rjYdujkjJyeHaw8XOvXsiEQiofh7MdYNrAg6Fkze5zyqq6UoKSshqawk91MeJmbGtfNKeZaKvKIC37985+rDEFTVasLfB48ZyMhuYxHICWjVrmWda1FQUkReXo6T+8/iMW4QLRxbcGrvGQpyv7B060KCT1zm25dvVFdXo6SkSJ+hvRk/2wsFBQVSnr1i7piFTAlYw6It8xneaQz9Wg1m4Ch3Cr98405UPNYNrch6/Y6wJyHoGtS4/vcd2htvt8nYNbUl4mIUZlb1eXznKY0aNyboyCWUlJUoKy2jsOBbbUSFVCrlenA0FWUVCOQELBu/ginLJqNvpEfomTAyUzNZNXUtbTs6/LKAtrCzJDYslkdxj/mcnYOdSRNmzZjHiJFDUFFToVmbptwOu03/sf1r7olAEeeeznzI/EDfEX2x0rVj8aLl5Obm0LGTI0WFRayY4Ed2ejZmtuaMmD4CNXU1Qg6H4Ni1HWuPr6udg1MPZ+YNnYuJpQllJWWc3n6a4cNGYWJiilAoJOHBPRYcXlBnvoN9huDrNpXxi30YMmkoVw5fwdDQiJbNW7J/32Gmz5zE7oj9mFjWeFakJ6UxxcuHZs2b8yo1FTV1VZQUldm2ZTddu3b/5fm9fDWYwVOG1ooPAN09e3F+xxnevcv6pxf0795lUVZeWkdMEAgE9Brdh/PrT/0iQEgkEtJSX7Gqq2Od4217OHF0xcG/O45EImH8xDFkvHuDU39X8gszcOvbja2bdzJokMc/NWcZMmTIkCHjH+E/Z/v/t0EmQMiQ8QemuqoaBQV5erp1JyntIdevRfP1ayGXLl7l69ev+Ez0olnTFrzNyMKpVSfycvOwsDRnku8EDvsfx9mlPQ/uJXLt1lXqaWnyNjMLN/e6SqjnqKEc2neUe0k3SLz3kOULViGVSlmwfC5GxkYk3n+E++C+dXY+1TXUcenszMiBXpQUlyCthpjESCysa0LrnTq2p3REKVHhN7C0sagz3tjJY5gzeT6nr5zAxNSYZ4+TmDBsMtXV1VwJCkVRSQmJRELMw0i2rN7Breu3CD4TgkAAXpNGM22BL+uXbmTc1LG4du9I0bfvdOnVmey37xnWaySWNpbEPI5EVa0m9zw8JIK5ExcwZNQgOvfshO+8yQCMnzaWMZNG4mTnSvH3YrLfvufxgydkpmeS+fotxy4F0KptzcJ63srZ/x977xkWVbatbd9FkXMWBQQBIyIKKmIGMQuICgYUUVQwY04oZlExYc6oYM4YMGFGwIAJAyIiUUBBcqyq9wfd1Ydj9znfPu++9u73O3V78cNVc8055mJVUeuZYz6D/h3diIm+h5vnILo4dWbDsk08jX2GgoICyzcHUVlRyfULN5ATCjExM+Fq/CXuRd8nOyObEeOHce/GQ5SUlVDX1CDh0VOyM3JoZFr3sFdVWUXE/uMI5YQ0bWmJALBt36YuW6O0lFN3I6WZDd37dCPQZy6GDQ1o3MSEk4fOsHDtXEIPhXD68Dk2Lt1M/rfv9PPow4I1c6S/ty/JaXx4/ZHq6mp2HN/KIv+lxFy/x95zOzhz+Dyr54bgPsKVhZOWsHzbUsytzIi7F8/m4G3Y2FnT1aWzVHwAsGxhQfsudnUGoruO4+U3jJMHTpP04h25Oflo62pz8MoeqSdD/6F9cO/gidvIgWyN2Mjz2ESmj5yNhqY6E2b/UdqxtV0rvPyGceHYZeaHzKZbny7cv/6QqJNX0TPUY5T/cG5duoOJubFUfACQV5DHvnNbYq7eZ8/6A8ghQFFJiU4D2rN0/0JyM3NZND4I7x4+9BjQnU5ODsRE3SMt+Sst27UgIuw4jr07UVFWzuZFRxk9wxu30a5ERV4h4cEzCvIL0DWoEy5qqmuI3HkcK2srhvkNoaK8khM7TlJZVU7bdvac3HOKzNRMHPs4MnHRRGmMEokE3x6+IAdpaakAlJWVIRaJObBuP5OW+DNx0USSnr9jxaTllJdW0MquFYNGD6ongFi1tkLPUJeFoxbQsmUrJowJwNvbB6h7SJcTyFFbW4sSf2QZ1VTXIBTKsdR3CeIaMYvmL2X48FEArAtZRS/P3lLxAUBRSRGxRIS5fRMWHFmCvII8rx4l4j95PNHXYn4RFEQiEUKF+iKoQCBAXkEekUjEP4qysjLVVVWIakXIK/zxVaWirAIV5V99JYRCITp6umSnZmLyH7b4ZKakY9TQ6Jf2v3Pp0nm+5qSx6nwo8r+9x7oO7sl8n1n06dMfVVXVfzj2fyaFhQWcOnWC1LRUbG1s8fAY9m+PSYYMGTJkyPi/QSZAyJDxN6b/gEHs3LqHZauXoKWtxYjRXkz0CUBRSREVLSGunfsSdeEqQqEcXz6noaauRl7edzZvCKO4qARVNRW0tDQxaWxMVVUVcnJy/PhegIGhvnSMrMxsGjQ0xLSxCaajTFBVVWXR7CDkhHUPrvoG+nz5nEZ2Zg7aOlqoqqlKzzM2NQaJADV1FcT/Sc51HTKQ2AdxXLsYjbunq/S4YQNDMr5m0t3WGcMGBuTnfScgcCL+gRORE8oRefAEW9eGoWegh0QiJnDxDH7k/yD53SdmBwUC8CIhkXXbV9PGzkbab7OWTVFSVqK5dTOp+ADQe5ALG5ZvIuHxMwYM6VcvRgUFBdp1bEvbjrbs33qQ8N1HqK6uwba9jVR8AKipqWXg0AEsn7uKLylpvH7xlpdPX9LVqTN3rt9l3qRFqGmoUVtbi4K8PPdvPqRn3+70cXNBJBIx1m0CotpaZvnN43HME1wGOePedRhj/Eehpa1JxP4TNDRuyOHL+5CTk6PwRyFDuo+gtKSEJRsWoqiowO0rMRzefpTU5C9IxGJuXLxF4Y9CstJzyE7PomuvLiQlviMvJ5+hPoO5fu4GFs3M8Z40ktOHz5KVkY1EIqG2ppZZY+fRwLgBauqqKCoqMm7GGE4fPs/5iIuIRGK8enojEokws2xM0KaFxN6Np6qy6pf7s7q6BndvNzYFbeHkgdN07uWIkrISZSWleI4fWs9wUktHi64ujozp44e2rhY/8goQyAko/lnC7pD9BCyYIBVLTMyNSXn3mdg7ccTefsL8dbNo09GG1wlvCFu5mxnBU1g7dwMlRSVoaNVlkxzdEcm1szcZPMYNBSUFTu49TX+vvowMqPPWuH0phsqKKuy6tCMvO5/lU1ahqKJITVUNCooKCIQCnj98zoPrD4m4f4SGv1WvcHTpxPwxC5k0cDKLtyxETUOVbcu2o6yiRLvOthQVFtO9fzc6OnXA23EMA/q50qCpPtYdrDH/zUvjdwQCAZatLLl9/jZtbeqMES0sLJGTFzJj7Qyc3Z0BMLVqjJauFmFLwtDU0+Ln95/1+hGJRBQVFLEhZAteXiPrvaakpIRLn76cCIvEb/FEBAIBYrGYyG0R9Bnej3uX7tKhXUc8PUdIz6mqqkLpP4hL+dl5LPSai5auNt5z/vDMaNvNjt7D+xAREc6yZavqjTtogDtXD12mTee20mysJ9GPUVVWw8qq6S/3zn9Ho0bGNGvWgiuHLjLYv24rSVVFJRd2ncHXa9wv7QUCARMnBLB/8Q5mbl+AbgM98jJzORy8h0kTpvzlOFejo3Aa0UcqPgCYt7LEtKkZcXGxODu7/MOx/7P4+PEDHsMG0cKhDaatrTh2OZKwHVu4fDGaBg0a/PcdyJAhQ4aMvyXi/+UeEDIBQoaMvzHBy1bh5taP2zdisGnbmqyMbF6+eMn+Y7vp3a8XEomEps2tENWK0DPQxW2IK/5jp6BlZEhuTi5lJWWUlZWT9uUr5k3MGDrCg6Xzgtm6dxPKysoUFhSycskaRo8bJR2zZ+8e/PhewPbQnYwY7YmqigrnTl7getQNqquqGTrCg+Ytm/H2ZRJ6hnoUFhZiaKRP/66udHBsz96IXaioKJOakkZ1dTVBc4LJzsymfSd7Yu8/YdeWvWzaswGn3j04fewsVy5eY+ai6dLxx00ey+O7sVw+cwUtbS3evX7HSN/hhIXsZFbQTAwbGNRV+khOrSdAlBSXUlFewY3LN5k4w48mVuZsWRPG8YMnqBWJSEx4SWlJKcO8PaTnvEl8y/O4RB7GPEYANLe2waSxCXm5+QDkfctnweTFvH35DhVVZaoqq4m+dJPUT19YuSWYFXNXsSw0CHl5IXs27efwpf2kp6YzbXQgXZw707SFFVFnrpKT+Q39Bnq4j3Bl6cbFVJZXcvPybQ7vOAIS0GugLxUfAHT0dJgw05fIA6eoqqzm4okodoXswc6xHQI5AVvCN6JvqEf+t3wCx86lqKiEbat30tDECPsudswKns7ICV64OQzjyK4INLU0OX7rCPtCD/LkXhzf837gNX4Yu0KSWDx5Wd2WjGZNOHX/OK8SXrN2Xgi3k66ioaWBQCBAS0eTxZOX4zZykDQL4Omj56S8/4yyijK1NbU4OnfiZfxrRk8egZqGKj9yfzXFLPpZjK1DG9JTMoi4fQizpmZ8y8pl8cRlKKsoMz7QB4lEwu3LMbTvYseekH0EbVlIj/7dgDphQk1DjV1r96KqqsLs0Qvwm+1LY0tTwrdFEPngKAZGdeLai0cv6PhbOn7Ku88cC4vkSMwhGhjXPbh9ePWRGcNmMnr6KC4euczkIH/ePksiPiZBKj5A3YPtoJED2TB3IztW7KSivJLSolKUVJTI//aDp/efsyN4J5tObsTBqSONG5uxc9c2LKwtyErNwmP8H/ebqFbEuxfvqCir4MtvGRBisZjy0jIcXeqbCTr0ciB/XB5TV05l/5p9tO/ZAb0GekgkEs7sOU1jU7NfxIffWbcmlJ7Ojjx/8JxW7a15FZuItr4O00Nm8SP7B679BtfLaOrXdwCTZ0xg8IQhqKqrcvVoFC3sWqGgpPDL1pNGliZkxqWTlPSWr1/TaNLEgkePHhAb94jMTxnM6O1PN/eefEvLIfH+c44dPfUP+z/8zs7t+/Aa4cHjy/cRCAVkpWbSoX1HRo3y+dP2M2fMoaysjDl9p6ChpUFZcSkBAdMYP37in7YHUFJU+lNxrbKiEiUlpT8541/HwsVz6es/jF7ebgD0HjuYU+v2sX7jGjaHhv1bY5MhQ4YMGTL+p/y5m5QMGTL+Fly/foXCwgK0dbVJfP6KpLfvEQjkcOnrTE72N/p1H4Tv8An8/FnEmePnSXz+kqWrl5D2JR11DXUy0jNRUJBn3IiJPI17xvzFs8lIz6KlqS0DnQdja9WBxuam+AX4SsdMep2EsakxP/ILsLVsz4ZVoRw+tY/XX57x6GUMnz99Zs2yEJq2tMK0sQkvvzwl6v5FXqQmABKWzV1OfOxT9m0/QNPmVoSf2c+NKzeZMNKfXVv2Ul1dTSOTRqiqqVJdU03L1i1+mXcb+zZ8/fKV8rJyIg+e4HNyKhOmj8O122BCV25BU1uTtYtD+JD0EYDiohKWzgrGZUAvRo4fwcnwU4SF7ODpk2dcfnielxlPibgSTkZaJvMCFlFeVs6bxCRGD/Jl/srZvMp+yuPk+zRr1YyM9EzeJr4l5eNnpo6eSWs7ax5+iOHe21scOLeHjLQMlJWVCZ6zkrGTx+Axyp3IAydp0tScHet2kZ/7Hcvmlvws+ElJcQlzlgdy+/U1FBUVUVRSREdXm2N7InH1HMCU+f6oqKti1KjBL+Z+ahpqGBjqEb7jKDvX7WbjgXXEP0ggeNMS9A3rqhEYGBkQtHER719+wKa9NelfMoi7F8+gDkN48zwJ67YtGT9jLKfvRWLZ3IL5a2ZTUV5JZWUlR3YcY8epbbiNGEhz62aUlZQxedg0dm/Yh1gi4fTh83+sfDvYoqqmgmv7oSyduoJJHlOZ6jWTirJyVgauQSQS8/TRc3af24bPNG+mL53CzUt3+PD6o3Q+sTFxPHv0ghexiQSHLcasaV2pUSPjBizduohju44Tf/8pC/2CePviHT8Linj/6iOde3Wqd13SUtLJ//YDD9/BdOnbhbVzN+DT248O3dtLxQcAU8vGJD1/B8DtS3cYOHKAVHwAaGHbHPtu9hiZGLHl1Cb2rd3PlKUBlJaUUpBfUG/MnIxv1NaKMGligqmlKWKxmIK8ApKeJzHUbyh+C/wIHDabtI9fadGiFfv2hpP0LInkN8nsXL6T7K/ZpCSlsNx/BU1aWNC6ow0COQHTZvhjaWmMRCxh/sj5pCWn/THPj2moaarRpV9XXIb2xs9pHPNHzMXbYRSPLz0m/NDxv/zcaNCgATOmzUZNXQ1jCxOmrplJyKlQ5BXkSXr6Fmtrm3rtHRwccenZm1kDpnNqxwmexiTQvldHkuLfUFZcVq/tk+uPSUx8wYjRQ9gZvo1+A505f+sMNgPa4eLdj5KiUnLf5OJs70Ls4+d06ODA/xQzM3M2bdxGXlYuJlaNcZs0hMz8TEb7DKe6uvqX9kKhkKVBK3j+9C1T/WcwcsQYdHX0KC4u+ssxPIeO4Eb4FUoKi6XHnt2Oo+RHMQ4O/74KE+Xl5TxNiKe7Z/2sLefRblyPvvpvikqGDBkyZPwzkEj+dT9/R2QZEDJk/E1JTHzOlq0bufMkGnOLuoe1C2cuMcN/NsXFJQT4TsW5jxNzF89CTk6Ob9nf8Ojvhe9EHyRiMUU/i9HS1sSpdw8unoliuPtoKioqUFFRYcz4UfQZ0Jv42AQunL7El89pWDa14OP7ZGZNmUd1VRUOXTvSd2BvEp++ZLrfLE5GRdDCujk7D4fRvlknUj6kEHX/onRLhrKyEmu3rqJbG2cunL6ERCzh08cUvAf70qxFUybO8CPh8TOex71gWN/htGvfltKSEop+FrNs/RJp2rZEIuHW1dv8LCxCLBKxcNV81i3dQMH3AsrLy4mOuknetzxsbK0Z5jICHT0dfhb+pM9AF1ZuDubaxWhClm6kuqqKqEcXaWTaCIBWbVqyJmwFC6cuoU2j9gjlhbgPd2W4rycAirqKLN8URB/7gYyd4sOQnsPR1NbEd4oPj2Ni0dBUx65TO8ZOHkP4rmM0sTTHvrM9V85c5dP7FDp0tqdBQ0MO7zjK54+p9BrgxM/CIhQU5NHW0SZw6XS2rAzj+oUbpH/J4MiVgygpK7Jz/R4+vfvEx7fJNG/dDKir9hGx9wRjJo/i0e1Ybl+Jwca+NfnfvtcrYQlgbmVGRUUFVRXVXIw9g2FDA17EvWTBhMUI5ORoZdtSKiRoaGlQW1uLmroaQ8d6sGFRKGZWZniNH0puTh57NhygoqwCfSM9ju2K5H70A6zbteLJvXhKiko5En2ANXPXU1FewemHETS2MOVVwmumDJtJQxMjLFtYANCocUOWhM5n0uCpmJgbU1VZRW5WLiZNjPmako5lS4t6czCzakxJUQlbloWRkZaFWCwmKfEdBg31SU5KwbpdSwBys/MI33aMyAdHMWxoAMBQXw+8e46l8Ht90cDTbyj+rpNp0tycmqoaVNR/9Q1QUlaitqaWJs3NMTI1Iv1zBmrqahwLO8605ZMRCoV8/fSVU3tPMXlZABFhkVRXVRO0K4hWdq14GfuSzQs3M3PNTARyAtJT03F2duHt29c0tmiMWUszXse95u6luygqK+Hi0YtR073x6eaDnERApWI5EQmRKKuocDXyCnM953Dw7iEqyysInbuR6qpqNsxYj0NvBwaMHMilIxdp0MCIoR5e/2VJTIBRo0az/8AufuYXYtTXiLQPXzi2IZz29h1o1cpa2i41NYWdu8N4/eYV5o2bUPihED0NfbI/Z9HD3Ykg74WMmDEKTR1NrhyNIvnlR9o7OzAlZAaXDpxHQVWR+TuXSO8xe6cOBI9cyMEDR1FR+fWa/xVXr0axc/c2MjLSsWljy9xZC7C1bceMwMlM3zKHdj3rslk8Jg9n3bhgIiLCGT9+0i/9FBcXMczLjVp5Ea27t+Xtw8uEbg7h7OnLf1oO1MmpF0PdPJnTezJ2Th0oyv/J1w9fiDhaV9L434VQKEQgEPy2RegPY8+qv0FmhgwZMmTIkPF/gywDQoaMvymnTh3Hb/I4qfgA4OHpjnkTMyZ4+5P8IYXZC2dKV86NGhkROH86O7fspqamlmYtmlJRUUn0lVu0bmvNipClzJw3DYlEwvEjJ1FQkCdw/nQUFBXo392VlqZtGDZgBPoG+gwY3J/TV4/jN2UcOw5vY/aSQJbMDQZAT18XTS1NamtrMTQyrBdz7IM4dPR0OHvzJOvCVqGoqIhVM0sqKyo5sucYMxZMxW+qLxqa6rxOfIO6pjqNTBsx3TeQt6+S+JiUzLzJC8lKz6KkuITiohJ09XS4kXCVK48vEvfxEefvnKa2poY3L5PqPBcU5FFSUiQrM5viouhlFLoAACAASURBVGKunLsGSKipqcXEzBiRSMSLhEQSHj8l42sWZaXlmJiZoKqmin0nu3rxy8nJYd3WmiZWZjRv1RQlZUX6tBvAsX3HWTlvLf06uKGhqYFQXki7jrY8joll9YIQIq+FMzt4Jt6TRnL8xhEsm1sgEotoZt2UtYs2ELJkIzq62uR9y0dHT4eTtyOorallyogZyMvLo6mjyTi3iWxctoXwncdw7zyM6qpqBgztJ93ykPElA9sObYi5eq9ezHeu3kVNTZWNB9fRoJEhAoEAe8d2TFs8marKSlrb/fGwefFElNQfI/r8TVKT04i//5T4B08Z5NmfY9EHEQrlmLNqJiZNTPjwJpnU5C90790Fh+7tMWyoz6d3Kew6u43GFqYA2HZsQzvHtuTl5CMWi6Vjubg5M3WxP2mf0hg+YSgxn6Jp69AGXX0d7kc/qmdMeCnyCqpqqmR+zUZRUQGhUMjYmT74TB/N2jkb+Po5HYCrp65j39VOKj4AqKip4OY9iPevPvL+5QfpcUVlRWprRWwJCuPUvjOcP3yR0uJS6evfMr4RFxNPJ2cHRCIRBd8LycvOQ04oR9KLJNzbeDDI2p2xTuNxG+OGq/cghPJCVuxfgX03e1TUVHDs7Ujg2kCObz+OgqICSKCg4AdaWtoUfC+kprqWzNRMluwMIvJJJKMDx3Bq9ylqa2qQU5Bj2prpaOpooaisiIffENo42uLTdQz+ff0BAW6uHnRs6cjpsNPcPneLkTPHMHGlPw8S7zLYoz8VFRV/+fmhpaVN1OWbSL7D7EEzWDthFY62Xdm3J1za5sOH9/Qf6EKtjgjvJT60cm7No9gHjPH25fGVhzQ0N8bFsw+nd5xkXcAqct5nUVVRybigCQiFQl49eoHzUJd6WyzMmptjaGLE69ev/jK2/8zx48dYvGweTuP7EHx6HRbdmzFi1FDOnz+NQEFOKj4ACOWF9B07iKhrl/60r61bQ9Gx0Cfo5Do8po5g6rZ5uE/3Ys68GX/aXiAQELRkObdu3Me1qxtTxk7jxbMk7O07/Gn7fxVKSkr06defK7tO8Hu1dFGtiKgdkQwb4vVvjU2GDBkyZPzfIfkX/vs7IsuAkCHjb0ppaQl6es1+Od7IuBGvXrxBVU35lxW6xGcv0dXT5W7CTXR0daisrGTKuBno6esyyrfOdG6Qx0D6d3fFzzuAn4U/UVVVRaggz8ETe2nvYE/Hll3YuDOkXr/Dx3iyfMEqSktKyc7MobS0DGUVFc4dP8+EaeOl7baFbGfTnvUoKSmxevE6zt8+TdMWVgDcunqbSSOncD32Mjs27uJFWgKTRk5BUUmRhsYNGTlgDGKxGKFQDmtba4JCFvE87gUhyzZiY2eDsWkjqiqrWDhtyW9zqyLy6hFa2rSgtraW7SG7GOzkSWV5JTU1NWhoqnMm4hy7Nu5FTV0VsVhMdkYOEVfDaWNvw8Ht4Ty8/QjPMUOk8VdXV/PsyXOc+/ck6dU7VNXVOP/gDCZmxkgkEs5HXGRj8CYUFRWprKziXORFrFpYSjMXoG7l0ifAm+hLNxnjP4rBI1xxdRzCl09fqamuIf5hAgM7DkZNXY3BIwdx8OIewncc48iuSI7uikDfUI/2Xez5/DGV6d6zibsfj4KCPN59x9G0lRUrZ68h71se7Rza8Tz2Ofs2H0JFXRUdPe16v7PmNs0QiyUsnb6Cjl3b8zw2kZuXbiMnFCAWSRg0vD8j/DwpKy1n3fwNDHcaQ1+P3jQ0NaK6sprdZ8PobT0QkNCsdVMuLIpi+IQ0dPS00dbVqjdWwPyJTB46ncNbjzJ+1lgEAgG52Xkc2HwYm/atGTZuCCVFJVw/e5PWdq1YFbiWVYFr6dDNnvZd7Di4ORz/xRMZNn4IQqGQu1fusWDcYrad2kz8vQTG9BqPnJyQmpoa2nVu+8t7oqykDDUNNaYPm0m7zu1QVFTk6YOnTFo4kf3rD6CurU5VZRUjOnvj7uNGZVkF0WdvMmG+H7qGukRsP46iogLbg3cyfJIXl45dQklFGSc3J74mf+X4jhO069KOnPQcrNtb1xvb1tGWVVNWYdLEhILaAmpqamjSxAKBBBIfvcDI1IgNs9YjkBNQXlKOZStLGls2RtdQ7xdvBFtHWz69TkZeXgENRU3Wrd1IRUUFYTs2s+/+YbR+u+72PTuw3CeIM2dO4uPzqyHj7xgbm7A9bM9fvr5+4xqGTB7G4Il1Jo8t21vTyMKY7au2cO5MFKvWLOPe3RhU1FQpKy5FIqrzrFBRr8t6UtNUozC/sF6fIpGInz8K0dLS+mW8P0MkEhGyYTWBuxdiaVNnVtl7ZH8AIk4cQ1RTi0QiqXetRDW1CIV//vXlyvUo/LcG1mvfY1hvTqwP58ePH+jp/XnmiLl5E8zNm/x/ivlfRciaULxGDGb1kBmYWTflY8Jrmlk0Y87sBf/u0GTIkCFDhoz/MbIMCBky/qY4OblwMuJ0vZXijK+ZxD2Op6SkmB8/Cnj98m29c6IuXGXdllXo6NaVJ1RWViZk6xrOn75EVVWd0VpL6+aYNWlM4ILpNGxkxNCRHkyYMp6RrmNoa9mB0pJS1gSt4/OnVCQSCe/evOfxvViQSLhzIwZfrwlIJBKsbVoSunoLy+at4PrlG6xavJbsrBxs2rbm/IkLjBjrJRUfAHoPdMGquSV3b9xHKC+PV99RfHj7gbgHcYTvOUpVVRV6BjpUVVVTXlbG8nmruXQ6CnNLM3q370//Tq50sHTkTeJbOnbtwMSZfrS0acG5yPMMdHRn96a9VJRVUF1VjeeYoZSXVbBy3hoWrJ5LVOwFOvfsxPjpY2ljX7f/fdhoD14/f0Poii1kZ2Tz/s0H/IdPRSwSsWZhCKrqakyaPQETM2OgbqV0yOjBqGuoU1ZaRsqHFDzHDqWspEy6Qvk7xUUl0kwDDS0Neg10Ju5BPGHHQjl+4wjOA3pQVPATL9+hhC7bysFt4ZQUlWBuZUZbB1uc+/cgJzOH2JgnqKmrEhg8g50nt9Khix1VVVVsXhHG1BEzeffqAztPbqWmqpr01Ix6McTejaOzkwNNmpoRezeOpFfv8Jk+mtoaEQ49OjBpjh+a2ppcP3+Dd68+4jyoJ2KJmLxv31kxcw3bV++mlW0LCvILOXv0Ijr62swaPZ/8b/mkf86gpqaW9M8ZFBUW8eRuHLU1Ik7uP0M/GzfG9PHDvWPd1pYWts0ByM3OR04oh2VLS64nRXEr+To2HWw4tPUoJhYmjJjkhby8PAKBAGdXJxx6diDAbSra+jq0dWyLQK6u1Oa7F+84vuuEdJ6ZaVlcioiioqyC/l79UdNQo5VdS048imSY3xDk5ORo1bYl68LXMGaGNzfP3eLWxTtUVVZx78o9hrX3ImJ7JD/yC/CcOIzwLUfQNzIg4nEE/kH+rD26lvlb5jNv1HyUlJVJfp1c7zq/e/4OBQUFegzqgby8Ah5DBtK0hSnVtdXoNdAjMzWTqSunsebIWvZE72Xy8imkvkvl/fN3iGrrl6d8dv8pP7//JHTdNq5G3UJLS5unT+OxcbCVig+/34tdBnXj8ZOHf/0B8h+oqakhJuYWFy+eIy8vT3o8ISGOzgO612vbrps9OTk5NGzYkOClq9HQ1MRveQCnPl5m5an1qKir8uT6IwBcPPtybvcpvufUmbZKJBIu7TuHsqIyEZFHOHXq+H+ZpQFQUFBARUWFVHz4HdtudnxJ/YyqsiqPLt+THq+qrOLqgYs49+jF+/fvfinxKS8vT21Nbb1jYrEYiUSCUPj/1lceAwMD7tx6yMaVmxjk0JdDe45w+uSFf2hriwwZMmTIkPF3Q5YBIUPG35QmTSxIfp9Mn64DGTfJh/z87+zdfgChvJCYpzd4kZDISI8x+E+dgLmFGacjz1JWVk4jk0b1+tE3qHPO/93VXSKRUPSzmAunL9el9J6/SllpKZramqwMDcayqQXRUTcZ3GsY+oZ6VFZUoqauBsCmNdtYvGoBOzftoYdLd968SuJE+CkunLyIUCjE3NKcB3ceUlJSWm/ryO/o6uty/uQFtHW0KCkpxWVAL358/8HrF2/R1NLkW843eg9yIT83n5cJL/HxH012Zg56BrpkfM1ARVWVtdtXsmfLARqbm3Ay/DSHdoSzbscq2tjbEPcggfmTFxF96Sb6BnoYGBnQ1603AN/zfmDd9o/Vay0dLSKvH8HHdTwnD59BQ1MdfUN9GjRqwPHrR3DvOgx9g/qrpQKBAIMGBhg2NCDiWjgSiYT+t925eu46g4YNAKDgewHhu46ydOMi6XmFPwqxamnJsb0nSIx/hUAAQqE8/ezd6eLsyIXYM+joaXPpRBSblm0lLeUrjRo3Ii8njzW7VtLZqc6IsbWdNeqa6hzdFUlRYRF6hrrY2LfGL9CXGd6zmbMqEItmTYi5eo/D248ycoIXJubGjJo0nJ0h+5ATCNDQ0sCxZ50x4NfP6RzbdYKT945JDRxHB4zEq7s3r5++IetrFiKRiAepd4jcc5Ij249h0bwJvgMmIkCAkooyRYVFdaUeJWIqKioRi0TU1tbSpr0N71994GLEZfxmjyUjNQN9Qz1mrpwmXZ2eMHccr+JfUVlR+cu90tTaCgVFBbr0diR04RYWblqATcfWvEl4y/q5G7lx/hYNTY14ciceFTUVasQ1lJWUoaCowNGwCJRUlBCLxOg10CPk6Drk5OSw62LH4LGD8ek5lkVbFiIQCBDV1rJ6+hrmbJjD+tkb0DXUZcTUEcgr/PHnscegHuwK3kVjE3OWT1rOsj3LaNG2Ba/iXrFh9gZqa2s5tvUYWrpaGDc3Zsq4qZT8LOFIaDhCeSGrAlaioa2BvpEBGSnpbArdTtiOTayYGIzf4omoqaty+ehlPr9LpXVHG759y5FeI319A3LTv/2SBZCb8Q1Dg/++FOObN68YPWY4uo300NbTZs68mcycMZsZ02djYGBITloWhsZ/bKUqyCtATiBATU2d3XuDGOQ3mJ4evQAwsTJl+qY5bAhYRcrrT1hYW6KprcXknuNpatOM/Jx8SotKaNG+NeXalRw+fZBt2zdz6cJ1DAwM/jQ+LS0tkEjIy8zF0OSP+aS9+4yJaWPWrw1lxKihPLn8EH0TQ57efIK8vDzbdmxmf/gexDViQjdspXfvOrNGD/ehRO0+y4wdCxHK1/nKRIdfxt6+PdradcJsTU0NL1++QCgUYmvbTuo/83dETk6O7t170r17z393KDJkyJAh45/E33NjxL8OmQAhQ8bfkOrqakaP8SJk61rEYhF3bt5FIBBQXV3NoMH9MW9ihnkTMyysmhBx6DgH9xzm27dcBrj14/zJC8yc/0dZyxtXb9HYzARNLU0AIg6foKa6hlcvXhG6cz2DhgzA3qoTp68dx6q5JQAtW7egtqaWR/cecyv+OnJycnx8l4xX/5HoG+iRmpLKlnVhGDduhK+/D/0H98OwgQFPHsQxzXcm7l5unD9xkbH+Y1BQUAAgP+87d67HoKauRmVFBY3NG2PcuBF5ufms3Lyc0BWbePg2Bi2dupXemOt3mTVhHs/SnjB+yCT0DPTIzcnj/ZsPdOzcnqvnr/Pq2WvCwjdLsxq69erCzEXTWL8slOKiYkpLS9m/9SDjpo2lY5cOXL8QjftwV+mDnJKyEj/yfxC6fz0f3iZzdE8EB8/tQSAQ8D3/B8cPnsTVa6DUZyMjLYN3r9+z+2QYAoEAgUDAtvBQJo+cwYFthzFu3IjYu3G4DR9IF+fOALxMeMWTe/HIKwhJ+5SG30xfBnoNIDH+JSELQ1m3dxUKCgp8y/xG3P0EqqqqSXn/GWMzY4p/lkjFgt9xce3Fga2HufHmKmP6jENeQR6rllYUFRaxyD+ImppaBICCogKZaZk8j33B2vkbEQrlWLUzmH2hB4m/n4DX+KHcj36Ii5tzveoROvo69BvSh4ryCjLTsqipqqVbk16IRWJGBQwn6sQ15OSEhJ0IpYVtc8pKy1g7ewM11TUUF5Vg37kdfnN8EQgEFP8sZlx/f9ztPbFzbEu7zu1+2XZg39WeY9vrzB0VlerM9iQSCXcu3WX09FEc2hTOwk3zcfytGoaTa0+UlJUIC95OUUEx5s3NyfqSxZG74TT6rXzmmJlj8OszAYlYwvAAr3oVRhQUFXBwcuBK5BUGjhrA45uxOLk5Yd/VDjmhHEJ5YT0vi9+pqalBrFhL4fdClk9aTn52PqaWpgQsCyAhJoG05DS0dLVYfmCFdI52Xe0Y23UM646v5/rxa8TfjiNw5lzs7duT/vUrKJuxcNQCqiurcOjVidCzm7l67ApZWZnScR0cHBGI5biw/xzufh78zC9k34rdPH/wDHNzCyIjjzJq1Jg/LXUpEonw8R3J6MVj6ebaE4AfuT9YNGQO7e074jduErvXbGfJweXoNzSgrLiMfUt3Mnz4KBQVFUn+9JHBrp71+rTr0Z5GZibI/5Tj45132DZrS05aFmo6Gpi1tiQp/jUiUS0Dxw9mcIAnh1fsJWTDKjZt/POykYqKiowbN4E987YyOTQQA+MGfH7ziYg1h1i3KhQbG1uexr/m+vUr5OXl8vFJEh3cuzJo4pC6jJj4N0yd5s+1K7exsmrKtKmBxPvGsaj/NFp3bUfmx68U5f3k/JkoAO7di2HajADUdTUR1dYiqqpl/57D/3bPBxkyZMiQIeN/CzIBQoaMvwk1NTUcOLCHc+dPk/71K0bGDRgy3B2AYSPrfAo2rdtK9JUbeA3y5s3Lt2hqalBZVUVxUTHyQiEZXzOIuXmP3G95uPRz5vXLt2zbuIOa6hq8BnmTlZFFbk4u3Zy7cP/OI7aEbOPyuSgUFRWk4sPv9HPtw4VTF6UPb81bNcNv6nhmB8zHZYALI3w8mTJ2BscORDJ0lAcCgYDOPRzxD5zItpAdSCRiBnZ1Z/wUX0qKS9izdT/KKsr0d+/D9Ys3sHe048LJy4Qd3syhneH4TvGRig8Azv2d0DPQ48alW5SWlPAlJQ0TMxPWBW2kq3NnvqSkkZP1TSo+AOTn5rMtZCfjpo5lqPdg8vO+Exq8ha+p6Sxet4BTR84wZdR0RvmNoOBHIbs27sHE3IQFk5dgbNqIkN2rqa2tZfKoGXRz6cKTe/GMdR3PEG8PCr7/4OieSDS1NOs97LWwac6VuAs4WnbHZZAzPft1Z/PyML6mZiCRSHj19DU2dtZ8evcJ95Fu+M+bCMDHt8m0c7BFQUGBqsoq/AYHMGBYP1ZsW4pYLGbPhv2cDj9HbnYuRsZG0vHSUr6i30AfTS0NJi+cxLoFG1FRVWa43zBU1VQ5sjOCstJyrNu1xHPcUNp2bMPtqBiCZ6xm/cJNyMvL8zjmCQe2hCMUylFVUfXLvVhdXYOWrhaiWhFOg3rQ1sGWR7diOX/0Eo0aN2SIj7t0a4WauhpLty6ib2s35BWEbD+1WXp9NLU1mbokgJD5ocQ/fIaOns4vK/lP7jxBLBYz2X06kxb4oaSiROTOE/zIL6Bbv64snbScDj3a14uvfXd7MtOyMLMy48OrD7gM6S0VH6CuCkePAd1JS04j9X3qL/NLfpMMcgJ2rNhFXlYeFi0tGGLnSWMrU0qLy1gfuJ7NZzZj2aruPXH30l2qq6rJzcrFoKEBRx4eRVQrkq6w6+jrsGH2Blx93OrNTUNbA1vHtuRl5TE7dC4Teo7D1NSMtSEr6NTXkS/vv3D0SYR0BV4sFvP87jMGLx0m7UNOTo7jEWeYMGksF/ado7ysjF6evVl3OpSC3B/sDt1OcspHVgSv+WWe8fFPUNVSpZtrT6oqKnkYdZ/0T+lYtW3Gschwdu3YT1Z2JpOd6q57ba0IC3ML5myt8xho0bwVH54l0bpTG2mfJT9L+J6Tz8oLIWhoaNDWriULD62guV1dpRKRSMTqsUHcO3uL3qMGMGCcG8GeC/5SgABYMD8INsAi10DEv22V6NjBkQYN6jIiVFVVGTrUi7i4JxyKPID7ZE/pdW7lYEPP4X04FhnOiuA1qKiocObkReLjn/Dy5QtMnbzo06cfCgoK5ObmMtHflynbF9HSoW5Oz2/FMtpnOE/jX6Ourv6XMcqQIUOGDBn/LP7z1t3/bfy/tSFShoz/HzNt2iTu3Itm/rJAKqsqMTE1/qVNZWUlye9T6O7clRuPrxC6MwQNDXUmTB1P0JrFfPqQQgvr5tyKvsNUv5k8fhCLuYUZTSzNeZ34mo6dO3DozAG0dLRRUlZi695NNDJpxM+fRRT9LK431sf3ydTW1t9LbWpmjAQJG3auxbF7JwwM9WneqhlOdn1YHLiUMYN92bR6K9PnTeHy/QtMmRPA+uCNbFq1BX1DPeI/PcI/cCJlZWVEX7xBwfcCNLU0qa6p+dPSciqqyiyctoQmVubEpTwi6tF5HiTdIS3lK9+yvqGkrMjr52+k7Y8fPIVzv55MWzCZhiYNaWNnw+4TO7hy9hpbVm1DTk6OZ7HP2btlP9cvRDNnWSCXHp5FV1+H0pJSZo2fR8CI6cgryFNdVQ0CSEx4xZHdETyPS8SpXw+KCovYtWEvVZVV1NTUcHjHUdy7DkNFRZn3rz/g4tqLW6+vMSZgJGaWpigoyJOW8pWaWhH2/8FA0bK5BW8T31FdVc3Ny3cwMTdhygJ/1DXV0dTWZP7aOWjrarFkSjBFhUUA5GR+I3TpZkZMqHPB19DSQABcTjiHSRMTIvaeZP662Zx5GImLWy9m+cwnMf4VvQY5oaWtiUBOwNw1s1BVU+Vw2FF2rN3DjQu3SE3+Io0r/XM6ty7epqqyGstWFqzdtxIvv6GEndxEQxMjKsoqMP9PpUCVVZXRb6CHkpJSva0LANp6WjRsbMTNj1cRi8Usn7qa7PQc8r99Z8vSMD68SkbfUA9FFSWWTAxmoe8SstJzqCivIC87nwbGhnz8T74LH19/REVVha8pX+nWvxsKCr9q6UrKSrTrYkfs7ScsmxTMUHtPelv2xa/PBDLTsgg9EUr4vXCp0eS+m/vYd3M/kU8iGb/AjxkeM9i9cjcLRi9gw+wNaOpooqWnRWlxKTXVNVLxASA3KxeRSERWWla9GCQSCdlpWega6CIQCOjg5EBOTjY3b0Tju3ACGtoarA5Yxbvn73j/4h3LxgWhq6mHvX178vLypF9QzMzMuXXjPkPch9G5Xzf8V0ylSUsLlFSU6TmsF0eOHKrn7fA75eVlqGtq8OPbd2b0m0zs9Udo6mhSUVrOzZvRZGSkk/TuDa062DB352KCDq9E21SX0T7D64Q4/2lcOxzFndM3qSyv5OuHL2yavBYvzxHo6emRmPgCHUNdqfgAdSasfUYN4OmdeACqq6qlWVB/hVAoZPGiYJb/JqI4DOiGqoUmvhNHs2jJPOl1yMv7RkNz41+yPRqYN+Rbbo70/wKBgE6dOhMQMI2BA12l458/fxo7F0ep+ABg37szTdo049q1qP8yRhkyZMiQIUPGPweZACFDxt+ApKS3xMXHEnkhHA1NDVpatyDhyTMyvv6Ril1bW0v4/mNMnDqeqbMC0NbWwtzSnBOXjrEvbD+b1mzlVtx1rty9QFzSQ3Yf2UHCk2dYtbAkPS2dWwnRhO5eT5cejmzavQGX/r14fD8Wt6GDUFFRZsG0RRQW/ATgTeJbQoI3IpCTo7ioTpiQSCScPHIGl/69pF4S5eUVTJ7jT8SlcEzNTIh//BQtHU169u2BZTML+rr1oaqqCgVFRcwszOjv6Magbh40b92c1duWY9ncgogDx+k9oBcnDp2kurpaOt83iW/JzclDICcgeGMQSr+l5+vp67J0/WKEQnkUlZSYOmYmz+NeUFNTQ9zDBLo6da53bdXUVWndzpoLJy5TVVWFrr4uR6MOsfvEdnq79iL53SeKfxajpqHG7hNh+M/2I/9bPs9iX6CsrIySshIZX9J5mfCamppaRCIR2nra9LN3xbXTEG5dvcPqHcvZd343KqrKjHQZA0i4d+MhT+7Fs2zzEkL2raZrr86EBm2lrKQMAHMrM+w6tWX6qFm8THhFm/atf7kvnAf25M2LJFxaD6B3m4EM6z6S3m4ueHi7IZFIOLHvFMZmDZGXF7I7ZB/r9q7AxdWZRqYN8RjtRmDwVPZvOoRAIEBLV4u2DrZsX72LqUGTEQDz1sxi3AwfvJ3HEug9l/njF+PtMg6rVpacC7/A0s0L68Uz1NeD4p/F3I9+VO945pdMCvILqKmuYd64xWwN3sHHN5/qTAkjr+Do3Al5eXkOXNvD/Wv3GePsy4huo3n64Bk9B3bnSMwhPr78wIZjIdh1tcNnxmgCFvszttd4SopKWT19DSnvPgPwKSmFlVNXA5CdnsPYQB9iLt8lL/uPB/C87DxunrtJVGQUQqGQ73k/CIkI4fSz0/Tx7ItYJKbgewEAckI5PAO8aPybqCIQCHAd44qWrhZn953l1ZNXiMVifv74iWPvzli2suTwxsNSA8mc9BwObwxHIpZw5WgUb+JfA3UlE8/sPYNILKa1gw0SiYTkxI9YWlohQUJZUSnLw1djaW1F2KKtbJ67iRcPX6Cjo4Nt2xY4dmmHU68uxMU9kc4r9WsqHXs7UPTjJ7PdprM7aDufXiejqKzAOD9vqdEsQHl5Oampn/mU9JFl3ovoMqA7Sw+tYujk4SwLX82gce4Ezp7K23dvWHQwmNaOtrSwb0Xg9vlUiCuIjr5Gs2bNORF5lsQrz/Bp68m6cSvo32Mgq1etB0BZWYnKispfVnKqKipRVFRAJBJxfvsphnrU38bxZxQU/GDZ8sUEn9mA74oAhs/1Ye2VbVy+epEbN64BYG/fgXcJbygtKpGeJ5FIeH4jDseOnf+q6/8wRgHaDX+tgqFjpEdhYcFfnieRSHj06AH79u3i5s3rvwizMmTIkCFDxj+C5F/483dEtgVDhoy/AS9fvqC7U1eUlJQwamREZkYWc5cE4trLg/EBvujoanP0YCQSsYTOPToxc9Icrl2ORlVVfBWJmAAAIABJREFUBUUlReTl5Rk9biRNLM2lfXZz6oJD5w40sWhC81bNMWxQ3wRu4OB+bFixid1b9yGqraWsrIwurbujrqGOWCxGQ0OdmtpaHFp0YbSfNykfU3j7KokDp+rK+l08fZkf+T9YOG0Jn5NTkZeXR0lJESUlJYRCOW5E3eTe7YeoqatRVlqGmroaoXtDKCstY/v6XVy/dJMdR7cy1Hk4KR9TEIslDOjkhsdId/Jz87ly9hrzV85hQ/BmNLQ06sXe0MQIiUSMppYWGWlZ+A3zp7ysAn1DfV4nvqGve29p2+rqGr6kpLH39E78PPyprq6ml20/lFWU0dbRIvVTGgvXzOXquWiyvmZzKvwsXXt1ZuuRUCorKtm6ajsv4l5SUlzChMBx3Iq6g2UzC6xtWxG+8ygXHp+WeheE7F3DmP7j6GDSBSVlJW68uoKegS4AHbt1YLLndDYEbSZ4yxJ+FhQhkYhJ/ZTG6+dvMbNozJQF/tK4JRIJCQ+e0dDEiPxv3ykuLEYiEVNcVMy5oxe4eiaa5KRPGDY04P2rD+R/+45txzb1rlNnZ0e2rtjJm+dvyc3O5fC1vbTp0Jro87coL6tg59o9iERixGIJsTFxCASgqKzEt99W9HV/i/132jrYUl5azrnwCwiFcvR270XGl0w2LwtD30gfsUhMm442lPwsZZrXLPQNdUEgYNaaGQDoGeqipqHGllObiL0dx9GwY6R++MKrhDfoGOhi69CG+LvxvEt8j9/ccexes4cD0fuIi4lnzqh5lJeWA2DSxJignUuY5TUHdS11Rk/3xq/PRHp7uCCRSIiKjAIENG5qRtrHNNZHrEdFra5ywNAJQ8nLyuPi4YsELA2grKQM60b13xsCgQBjc2N8Zo/l9rnbFH4vwMbBlrcJb1i4fTFrp65hpMMIDBs1IPX9Z5wH98I7cDS+XXwI8g1CRU2FyvIKNHU0WX5gBaVFpZzacZKyn2UkJj6nuqqawyEHWLxnGaMCRzN8+ki2zA0lPzsfJSNlwp8eR1lVmSfRjxnrO4KbN+5jZmaOibEJ6clfeXT1Aa3at2b80kkIBAJqa2pZ7RdMi5bmSCQSevR0JiXlEzrGOvgumcS+pTtwHe9Rb46u4z3w2eFF31ED6mWtyMnJ0c65PY8e3yclJZmkD2/p1NGRXdv30bBhfYNbGxtb5JHn4aW7dB/sDEBZcRlnt5+koVkj5vWbiomRKXPC6gtZf0ZMzG2sO7XB2NJUekxVQw3nUX0JnD2NhM5dMTY2YeTI0YSMWYrrFE80tDW4f+Y2pbnFeHqO/G/H6NKlGxeDZuPq74W8Yl1WRFV5JYl34lnk90eMlZWVHDy0j8tXLiKRiCksKEQklNCiU1vSzx1j+aplXDgbRYMGRn811N+W79+/szZkJdeuX0EoJ8Td3YNFC4LQ0ND8d4cmQ4YMGTL+lyATIGTI+BtgbGzCh6MfAWhiYY5VM0vu3rrPvKWzeZ34hieP4vj0MQUksH7FJiyaNiH+/WO0dbRIePIUnyHjKCkp/aXfstIyDu0Op6KiAhsTO8b6j2bu0tnIy8vz+dMXcrK+cSvhGkNcvHj57BVOfXpgYGjI4/uPMWhgwIFTe/mcnIpHr7oVTEUlRRZOX8KHpI9kZWQDEtJSv+I31ZemLay4djGa+7cf4tZjKIZGBmRn5iAWienQpT0bdq+lqrKKw7uOUlZSxt0b99HV1+HS/bP06TgI+052ZKVnsmfTPgJmT+TCvTMYN27EgbDDPL77hK7Of6xwXj59BbFYTANjI/K//cDU3JRLD8+S/iUdTxdvWrZuQb/BfSgqLGL90k20bmtNu45tcerXg9tXY5gwcxxNW1px+9pdkl69p+BHIQ7dOhASFIqNnTUL/w97bxlW5bbu/39mMGnpkJAQMAgLERsLAxQVA8XC7sbuwlZsMFFRTOxWRF0uA7sVRBpUOifM+L9gLdxs9/mt/d9n7X3Wdc78XJcvfGKM8czneZhzfMd9f+9VwVV9hR7cQJfG3amoqGC0/3jsnew4HHYEoUhEi3aeVeIDVE5cO/f05kt8ErYONlXiw+/7ugf4sGrWGi4cv4RSqUSiLsHMwpTsr9l8/pTI6jnrGDZpSKUHxLrdfMv6jkWtmhyPPYxYLCb2Six7NkdgZmGG/2A/9oUeJCsti/H9pyIQQPLnFGxq/0iP+PD6I+oaEiYNmM6izfOQqEto7+vF6lnrUdeQIBAIqV3XhpDdyzC3Muf9iw/MGDqXKYsncPfafXat3s2cdcGV1SLkcnav2wMCAWVlUmIu3eHc0YtUlMsoKylDIpEQeecg6hqVqTTdB/owsM1gjtw5WCUgvXr8mvLyCo7ujOJ13Bu2nQ7FwdmBuLtPWDxmKb/efIDf4B6M6DwaACdnR6zsrOgzwopew3pSUlTCg5sPuX0xFhd3F1p0bM647hMoLSlFz1CPtOR0Et4moKYuYU7oXNQ11IncGlklPvxOg+YNOHfoHAAamhpcOHyBTn28q/xOvqZ95d3Td8zdNh8bJ1tWjl/B27jXpH9J51b0TVZGrCI5PpkTYcfJSs1kcshURGIRugY1qCgvZ1hwEBZ2lmyetZHxXceBEhzr1qGwsIDkkiTa9+7IL5fvMcRjAC6ebpVRDOoStHQ0GbFodNU4WnZrzfu4dwwfMQj3Jh506ezD2PEjKCkpJuJxVFUqglhNzOBZQaweu5z1Z7ewblIIxvbGBO9YgEAg4MDKcGQVFdU+A1lFBSKRiJSPyXx59xlNHS3MrCsn1G8fvib+xUc8vJtTv2VlNZN2HVpy4thZXF1/iFxCoZC9uw8yYKA/t4/dwMjCmGexcbTwbEnLFq1xcXHD07PFPzTI/HtEIhHyCvlP2+UyBVr62kQc3M+kiVNZtmQVDU41JDLqEEXFhXh36MKY9ePR1tb+wz7atPGirkNd1g2dT7tBPshlcm4cOIt3xy64uFR6ySgUCgIH96OIUtpP6F0Z2bIrCk1dbfovGItAICB6435mzZ1BxL7IP+zz/8XTp3FcuHAOgVBIT79euLo2+G+190eUl5fj16sbFk3qMfHQZuRyObd2H6VP/15cvnC9mlmrChUqVKj49/E/6QEhl8tZsGABiYmJiEQiQkJCqFXrx2/H/fv3c/LkSQwNK3/DLl26FHt7+z91DCoBQoWKvwCtW7dFuqic1UvXEf8xgfgP8dSpX4elc38zllOCsYkxSpR8ePuBE1ei0NKqnFR5NG/KrEUzCV2zlSVrFqChoYFSqWTDqs28ePoSibo6tvY25OXkcfzwKXKzcxk0IpBt63bQe0BPLKws6DuoD6+evaasrJxfYu8TvHgmXp3aIBKJqO9aD9/e3XCoU5vD+44Scy0WuUyGrp4uRYXFbI/YQuv2LQHo3seXeZMXcubEOabOn0xi/BfORJ2lc/dOKJVKRvcfh4aWJnNXzgIgbNMepo+eRVlpGY/uPabfEH8unLpEm05tsLKp9MCYt2oWk4dNY+Tk4dR3q0vstbucPXEBiYY6r568RiAQ8PlTIgV5BdSyq8XOI1uYNXYes8fPR02ihm+fbqzfUxkynpuTR8v2LUj5kopQJGLi7HFoaKizLWQnYjURGhrqNPfyrHZvRCIR7i2bcPXMdVKT08jLzWfJ5oVo62oTunzbT/cy/l08DvVqk/ybCeXfTr6SEpLxaN0U95aN2bV2N2WlZUjLpAgEApRKJdFHznHyYHTlKrRnA2QyGbNXzWDrih3cv/UAK1sriguLSU5IpscAX3asDqfvcH/GzxvDgdCDLJywjJCwZVjaWPDh1UeWTlmJY30H5m2YhYV1pUljyudURCIRYjUxxUXFrAxbirlV5cSzboM6BIdM4/D2I2w8vIZpgbPxbx6Ak4sj7168x9DYAA0NdewcbcnLycPGwYa+I/05tS+aVp1bVokPADVr1cTNw415IxYyaFIgXz4mcWRnFLVqW3PzXAz7ru3GxrGyVGvTNu4Er51B+Ord7L++l41H1xEyfQ152XlVn6FIJEJXT5ecbzmoq0v4/P4zT395RlBwEC07tyQ5PpkNszaQn5OPsbkxLbxbkJmSSeK7z0hLpahr/hjby4cvkZZJWT11Nb9e/5WK8gpmB86mW0BXcr/nErU9CjWJGvk5+ahrqpP3PZfvGd8IiVxN5JZI9q3eC0C9JvWRqEtIeJtAWmIaRQVFBM0ZwaGNEQRvnk1+dh5ztszj4JoICgrz2Xo9jBoGlSvNfcb1Z4rPeFyaulKvSX2ObTlKfXfnnyaBtvXteHrvCZ9zEhgyLICO7b25dv1KtesB0NLVQlYho4ahHtLSMvpMCKh69lr18CJqSyQTVk2petaObzlC02aexMU9ImT0MqSlZdS0tUAhV5D8MQm/0X3oO3kgAG17d8C6rg0Ll8zhzKlL1fr9+jUTHV0dPjx/h/KZkm7dfNi8aQdaWlo/vRs5OdmsWx/C5SsXEYvF9O7Vl4kTprJj5xb2H9hDUVEhCS8/UdvNEYC877nEHLtKx8Bu/PrwHpMmTkUgENCnT3/69On/U/t/hFAoZP+ew5w4EcW5i2cQCUXMmjQHP7/eVcfcvn2LlKxUFpwORfibOWjdZg1Y1H0sn568xsndlS6j+zGz5UCkUuk/9K75Z1i+cglRx4/g0bMTigo5/Qb2ZvSIsUybGvzHJ/+LXLx4DrG+Nr3mTqh6Nvovn8nmfuOJjY2hXbsO/7a+VahQoULFX4OYmBgAoqKiePjwISEhIezcubNq/5s3b1izZg0uLj+nBv9ZqAQIFSr+AohEIqKiounTpzvm1mY8en8fDQ0NZDIZU0ZO507MPW4/vc61i9cJWbyuSnz4nfqu9VACnTy70byNJzcu3UQkFjFw+AA+vYsnNTmVk9eOce7kBcI2h3P25HkEAiG3rsZgXtOMEeOHMTFoKo9/fUzvAT3p0KUdAEWFRcR/SEAoELJ+2SbU1MTMXzUX7+6deHjvIQunL/3Jc2FAUH9irt1m6czlDJ8YhKGRAZ/exfNLzH2yv+dw9s6pKtf/Jp6N6dzUBzsHWyIvRKBnoIdDXQeG9hzBjEVTcaxbm7s3f0FaJmXnxnB0a+hSWlyCTCZn0JiBBI4M4Pa1O+xcF8aofuNZtHYetg62+Pbpxr5tEURejqCea10A4u4/4cn9J9RvWJ8G7q7cvXGPXet3s3jDfA6HHWHLoU28jHtF3P0nDJ80tOp6lEolr5++oYa+LkKBXmXKi5qYpi2bUJhfyM614QyfPBQ1iRoROyK5du4mmloalBaXMm/sIpZvX4xYLOZl3CuO7TtJ2KltODk70qyNB0O6DCcvJx9dPV1Ki0tRKBSYmBlTXFzCi8evqCivIPrwWd69eI9criD+fQLNvZoR/y6BnWt3U1paxoT5YxGJRAyfNgyFQkl/r8EoFQoEQiEV5eUUFRShpV05Gcz+msOqmWvxbNcUCxsLbl+6w8kD0UxeNL7qep2cHchIzaKGfg32XNjBoe1H2B96CBMzY1K/pCGTyUlKSMbOyZbt0VsQCoW8jntDUcE/iMApLCb+bQJRYSfQN9Kjzwh/osKOIRIKq8SH33FxdyY5PoV1szegZ6BHYV4hhflFRB84Q/dBvmRnZlNcVELk9iM4uThydEcUAeMD8BtaWSnG2NyY9VHrGdJ6SNUk3tzaHPe27qyYuJIJS8djZGrEzTM3uXjkIs07Nce2jh11GtTlTMQZWnVtxa0ztxAIBWjqaJLzNYfg/jNRyOSoqUsoLy+nnrszIZFrKC0pRSgQUlxYzNAWg1g5bjnaNbQRCgSI1cQIhEKWj17K8DkjObzhENJSKaXlJQxs2AdTKzP6TRxA54CuuDRzY1/IbgyNDFm+NIQlyxZQVlKKxt+8349uPsSrV3v8x/Yj4dUnZvlPx9nVlVsnr+M9oGvVcZcOnse9vQcAGtqaFOUXIi0t4+KBc3x+FU9WSiYvf3mOu5cHH5++RygXkJmZwYKDK6jbpD5ymZyF/Weio6+LUCSk44Au1e6Pl39H9i7eQXl5ORJJZdTPy5fPGTdxFGPWTKFh2yYUZOcTsSycqdMnEL5rf7XzpVIpfr26UqtRbabtXUSFtJxzO45zsn1zjGzMmHd0NSkfvrBy8DzqNXNFz0iPuOsP6DLMD6FQhKmJ2U/P17+CWCxmwIBBDBgw6B/uj4t7hEu7plXiA1RGmLi1a0bC07c4ubsiEotRKhX/sFzrP8OrVy85EnWIOdG70NGvFKTaDvQjpNdY/Hr0xt6+9h+08K/x5s1r7DzcqomiAoEA+6ZuvH37RiVAqFChQsV/iH/t2+PPoWPHjnh5eQGQnp6OsbFxtf1v3rwhPDycb9++4eXlxZgxY/5BK/89VAKEChV/ESwsLCktK2PFuiVoaGgAlT+WF4XMx6N+Sw7ujsSlYX2+ZX0jNSWtWpWMqxeuIy2T8rXsG6eORuPRvCkRp/dWTfTDt+5h/tSFHDl/iEN7InFr7MqjXx5ja2/DhehL7NwURljkDqaPCebsiQtMnzeVoxHH2LkxHCsbSxLjv6BbQ4fhE4IIHFGZa928TXPkcjnSMikamhpVY8n+lo2egR4F+YW8ePKCT+/jSUxIIj8vn3ad21aN6ffr6+TbkUPhkTz6JQ5QciziBI08GrBu8UaEosqJpFgiRiFXUFpSSkOPRhga6RMQ1I/TkWdISkymqLAY54b1GeQbhFxeGcZtW7sWAzsPwbVx5ary88cvadG+BduPbK7qf2/ofnauD0dTW5Nfbz/gzfO3PL7/hIgdhwgY3o9yaTm7NuxBIBRQWFCEto4Wns2bERl+lLXzN7Bk80KCR87hwLaDiEQiKmQyRk4LolXHFnx6E8+6BZtoZd+eGgY1KC+TMn/tbJycK1d37evYYWZphqeXB6cPnkWirsbmw+tp6OGGQqHgSPgxdoSEc/XsDTQ01Kkor0BdQ503z95SXFTCkbAoTMxNqj5PoVDI6OARODo7ELnrKLtObyU9KYNBHYPo4tYDY1Mjcr7noqGpjkRDgkRdncK8Qk7ui2bQuIAqv4dfbz2grpsTALnZeRwIPYRXtzb4BHTja/pXti3dQUF+Id0Cuv4o0erqyPp5m/Ed4EPN38L4H8XGEf82Hm09HTJTM8nPzefNk7cYGhtSkFdA/NsEHOr/mGg9u/8ciYYEaamUfGU+/iP92bl8FxGhB9m1Mgw1iRqlJaXUca3Ds1+fY2Vnif/IH+UqoTLqwtTSlNzvubx+9AoXD1eCN8xiz+rdDG0zlAppBfrG+gRvCKZll1Y8v/+cpaOX0HWAD76DutO5XxeGew3Df1RffAb7IhQK+fXqfdZPX4utky13L97Bq0c7NH8TCM4eOIO1Yy1CL25HIBCQ8SWdOf1noqmtRUF2PgfW7EcqlSIQgLVjLawcrGns1ZTIDREo5HLUJGr0nRDAq5iXtGvXgYuXzrE4cD6D5wyjhoEeV45e4vndp3x6+YE2Pbyo7epInUZ1UVeqc2jNAT4+/YC9W20eXX9ARlIGq46vA6C9fyci1x/gzO5T6BvrEzBjCNLiMiJW7Sb9dSorFoZwNOowrh0aUbdJfaAy9SDp3Re2xuxhbq9pFOYUYPA3KUTF+UVIJJJq72/Y7h34jOxJI6/KMql6xvqMXj2ZSa2Hk5GRXs0z4vz5M2gYaDFs6fiqCfDE0FlMajOMwOF+WNhbYWFvRf1mruyavYnU+BSWndxESWExG0YtIyryJP8JzMzMuRfz4KftWYmpWNWxAyA26iLNW7ZCU1Pzp+P+Ga5du0zjbl5V4gOAnokhDTu14tq1y4wdO/FfG/wfULu2A3fO/Jw2kvr6I/Yd/P8tfapQoUKFir8eYrGY2bNnc/36dbZsqV4m28fHh4EDB6Kjo8PEiROJiYmhXbt2f2r/qoQ/FSr+QhQVFmJoVN34T99QH7lMzounLxjUcxh2DrYE+AZy9cJ1Prz9yPrlG4kIP4RcLsfS2gITU2Omz59SbaIwbMwQXj57RV5OHiamxjy+H8fFu2eIOL2P87HRbDsQyoj+o/ma+Y2K8gq8GnXi6IHjXLh3hgt3z/Dk8wMk6pKqVAuorEbRrKUHa5dsqFoJzM/NZ9mclaQkpWJopI9jXQfsneypKC/n5uVbvHr2+qdrToxPxKFubVbMC+FgeCQBQf1wqOeARENC8NJprAsPoV0XLyxrWdJ7oB9Pfn1CzNVY/Fr5k5udS13nOlhaW3Dp9GVmLJ2Klo4WDdxdGTCiPz0HdOfti3dkpGUCSuatnlWt74GjAnj99A2O9Rw4uDMSpVLJrBXTOXfsIu7WLWjt1J7M1Ax8+3bD3smOK8/Os3zbYvadCydo8hC2rdpB2MntKJWVq6TjZo1m5LQg6rrWoXuAD1uPbkShUCCrqGDCvLF07NG+qu+y0jK+ZX6jdaeWCEUCbB1sWDxpOT08+rBt1S56BfZAS0cTbR1tLGrVpHGLhsxdO5OhkwehriGhokJG2pc0UhJTq13TzfMxNPdqhkgkwtreisETA/Hu2YGSohI0NDWwtrNGIBBQs5Y5+y6HYWCiz/p5m0lLSufk/mg2LdpGQV4Bu9fvY0DboXi2b8b8zXNo6OmGd++O7L60E6VSSWrij5KTb5+/x62pK0PaBzF3xAIm953G4nFLMTIzQlYuY1n4Eo7+cpjoZyfxGdAVpVLJolGLeXb/OSVFJdy+EMuGOZuQqEu4dT6GG2ducvtCbGW6gELJplObOPvmLCfiTmBgaoBAICAr7Ssf/648Z152HgW5BUxdPY25g+eyespqjm4/wt1LdxGJRLTt4UWrrq1ZOXElPg7dWDR8Ic07NefTq48oFAoe3XqIqYUpPYb5IRKJEAgEtOjSEk/v5tRpVI/tC7ZycMMBHt18yPaFWzm0MYIZm2dXTahr2lrQa1QfvqV/paKigtat24Kg0oW6tqsjIrGYrcGbaNS6CVFbjvDi/nNKCkooKS6mddtmpGSlEP/mEytHL2Np0EJkFTK23winvX8n9q/cDVSuWL969QK7evbcOR/D/ZP3yE76jlPDOnxL+0rut1xyMr+Tk5GDtLSM4J0LaNCqER6dm7Pxyg6SUr6wfedWYu7cwtz2h0BQXiZFoVCgb2KAV5+ORK47QIW0siqNXCbn8Op99PbvV+3vSlLyF+ycHardAw0tDSxsLElOTuLp0zhevHiGQqHgxcvn1G/dsNrqu1AkokGbJmQmpldt0zXUo+swPzIT0wgdt5JNo5ezavkaGjZs/NPfjn8HPXv25tPj1zy4EINSqUShUHD31FU+PHrF97Qswiev5PaBc6xZtf5f7kNNTYJMWv7T9oqyciSSfy2l45+hR49efI1P5saeo0hLSiktLOLi5r3Ii8ro1Knzv61fFSpUqFBRHaVS8B/791+xZs0arl69ysKFCykpKfltXEqGDh2KoaEhEomEtm3b8vbt2z/9+lURECpU/IVo69WeqIPHmRQ8oWrbiSOn8GzVjG37Qom5dps5U+Yza/FMpo2ZiaaWBl6dKkteZmZkcebmSXp49UYkFlVrVygUIhQKycr6yuf4RIaPH4aN/Y8Q+FbtWuJY1xGBAN6/+QACmLs8GKtalVEWGpoaNGjSgJdPX9GgyQ8TujlLZ+LXrg/nTl7A2saKNy/fUkOvBm6NXdkZuRXdGjrMWDSVVfPXcuzACV4/f8PxgyfxD6x05D956DSvn79l0dp5rFm4nt6BPWnVvgUrZodw/v5pLGtVTpDadmrN1KCZmJqboltDhybNG/P4lzjEamKGTRjMkHGBBPUczep56+ja05vVu1ZWjbFFu+YsnLwETS0tKv7OiK+iogKhSMi7F+9xblSfnce3IhAI6DesD2nJ6fRpE8DsVTOZPGg6E+aMreZx0HeYPztWh7F06gqEQgEymZz2Pl7V2m/Q1A2hUEheTj47VofR2LMRdk62SMukbFwUSqNmDXh0Jw6lEkzMjZmzZiYAEdsOMyGgMt+9k18HkuKT2Bq1sSrioL2PF31aDECopkZgh2GYWphibWuJXK4g9UsqwaumVo2hhr4uQqEIfSN98nLy8R3QDUsbC26ei2FSv+kMHNOfXWv2cOfqLyiUCuycbFHXUCcr8zumliZ09u9U7ZrMLM2wsrXk/JELdO3bGUdnB4oLS2jp3YJ5m2bz6E4cmloaeLZrxpAOw+k70h83j0qDP7GamGHTh3Lu8Hm+Znxj+cSV5GXnoaGpgUtTF9YcXkNJUQkrJqyglmMtNLU16di7I3Xc6gCgZ6RH8Ppg+jbpi56BHmErwtDQ0iD7aza533N5+eAlTm512L0qHKFAyL3Ld1EoFIhEIjac2oSTa2Vkx5cPibx/9h5tLW2e3n2KRFOdmX1nYG5tTk2bmj+9l3Z17Xh27xljFo/lVPgpLhw6T1lpGZb2Vtg4VU8lMTI3wtDMiK+pWVy/dgWRRMz267sxMqss/9h3fACTOo9BWialTXcvbpy8RuM27qw+vwF1TQ1ysrJZOmwhvsP86NS/clLYc2RvBjXuz8cXH/jw9B0zd86naftmFOTks2TgPNzcGnDj+nWexsZRVlxKLRsbfHy6o+2oW81TQl1Tg/qeLsTFPMRnRC8eXPmFtr07IBAI0NLVRlNbk2e34/AfH8DWmesZ22oYtV0d+PT8A3Xr1GPZkZXVrrWhWyNe3n2KS4sf5olpn1NJeBdP4KB+1DDSB5TIy+W0a9OelNTqYhlA/PMPuLauLi58jHuLd8cujB87iTp16lWlfPw7KSwsYO26EM6ej0ahUHB6zT5Ord2HUqnE1MSM6VOCycvPpU0nd3rv7IOOju4fN/pf0KNHT7Z03oTXoJ6Y2loBkPYpkVe3HxC24mdfmT8LbW1tzp6+yOx5wcxv1bvy70vnLpw5dQGxWPVzUIUKFSr+L3DmzBmysrIYM2YMmpqaVT5bAEVFRfj6+nLp0iW0tLR4+PAh/v5/foSc6htHhYq/CN+/f8fNtQE7Qrfw5XMSLb2ipjgoAAAgAElEQVRaEPfgCedPXyTyzAEA2nl7oaWtRW0ne4qLinH3bMyKjUupb+FGn4H+aOto07m7N7u37mXrvs2kp6ajVELMtduYmpsyZuB4nBvUR99A/6f+jU2N8PbpSO06tRnaewTWttbV9o+ZMpKhvUdQy9aaNh1bk5acxrypi1AqlRTkF/D+zQe69PCmkUcDHtx5RI9WvTly+SA1Lc0ZP2M0h8IjOXrlIAsmL2b90k2gVFJeXsGekzt5EfcSbV1tThw8RdjG3TjUrV0lPvyOT++unDocjZOzI937+bBk4wL6th+IV+e21HFxomvPznx884lBYwZWO69Dt3YsmLgYuaKC7at3siZsFUKhEKVSSdiGPZhZmCEtK8MvwLfa6qxlLQsaNmvA0b3HSfmShrpG9UmQUChEIBCQ9DmFLr28uXHxFp8/JmJtZ/XjnmZ9R6FU0GOAL2ePnieg/WCMzYwozC+sMqp8+eQ1xqZGrN6zomqyuGLnEgZ1DKKooIis9K/49OtSbSJpbmmGS2Nnnj96yYjpw2jg4crD2Mcc2XWMAWP6oa1bWRGgokLG+ahLDBzTn1sXYth7ORzbvzF+XD1zHc8evMDGwZov8ck4u9anS19vUhPTOHf4PPb17ElOSKHl32gQMpmMr+lfaefrxahuY6hpXZOcbzl8ePmB7oE+dOnjDcDX9K/kZedhXbv6cyQQCLCoZUH21xy+ZX5DrCZmxJwR9BjcAwAtHS0mrZjE6M6jMalpgt1vYe8JbxNI+5KGfV17jEyNmBIylQXD5rM+eD2turamXFpOwtsEHF0ccW7qwuNbj3Bv0xS/YX4c3BDBslFLOPzgCFC5oq+mrkaTNu74Du5OzNmbJH9KIenTFzKTMykvK0fy2/1WKBTcOHWDjKR0Pr36SI+g3ojVRFw9eomMpAwyvqRT87dIAqVSyeXISwgAK2trUpKT6RLoUyU+AJjXqolHx+bcv3yXjPfpSMvKGL1sHOq/pTEZmhkxbN4IDq87UCVAyOVyUCpZFDgXhVKJg6sTcrmcd4/fIFfKefziMesubKWmrQU5WdlsmbKOr1+z0FIr5u/JzsqmkVdTHl//FaVCyZZp62jfz5vCnAKUCiWbp6yh7+SBeA/shrauNnfP3UYiVsPB3pFWbZuRl5ODZ4uWLJi7hNGjxtO5azu09bRp7tuWO9G3OLvrBPWauaJVQ5tX957iP2UQ+iaG7Jy5HrFYzPXDF2jXrzMymZwL4ScpzSsm9tg1rBxtMbY05cHFO9yMvMTlizeoXdvxp/H/O1AoFPQL6IW6hT5jw5YhFIm4eeAUqU/eczAiCgcHx3+qksc/i62tHUsWrWBRwBScWzVFIZfz7tenbFi3GTOzP8fr4r/CxsaWqMgTlJeXIxAIUFNT+7f2p0KFChUqfuZ/rgYGeHt7M3fuXAIDA5HJZMybN49r165RUlJC//79mTZtGkOGDEEikdC8eXPatm37p49BJUCoUPE/RFZWJkeOHiI9LQ2lUsnZs6dp06E1Hi2acvrYGS5EX6KWfS0ORe/HpWGlE61SqaSstIz5UxciEot4+vg5jWs3QygQkvAxgU/v49HS1uLR/ce42TQBpRKlUolcrkCpVLIxfC0SdXVWL1zL0DGD0fhtRf/L5yTu3LxHTcuaKJRKGro34PzJi9R3rVc13qLCYoQiIZOCplFWWoZQJERLWwurWpZkZmQxYeYYRkwKAmDImEFsXB7KxuWhrNsVgpLKiWddlzqcijlGeko6AoGA/t6DmBo0k7zcPCQSCbYONojVxKR8SUGhUFSbdKelpJGanEZ6agZZ6V/pFehHj34+rJgVQmZaJppamshlMgr/zgyxXFqOTCYj8loEQd1H06O5Px6tm/L4lziy0r8il8npEeBLekpGtfOUSiWfPySSnpSOR+smRGw/jHvLJlVjunUxBn1DfazsrLh65hpjgkeycVEoNvbW2Drakpudx8KJS7GsZcGFY5cwNTch51su2V9zKCsr42Xca0J2L+fz+8+UlpRVu1ahUIhnu2YkJ6ZSWlTCt8zvP40tIzWToClDGDF9GADurZpgbGbMng37uXT8Cn2G9+b2pTuYmBtjZWuJkZlxlfjwOx17dmDxuKVY2Fjg3rIJIftXVE20mnfwZP7IhcS/jadRi4bUdatDubScbct2olAouXLiKh7tmiISivia8ZXvWd8Z1XUs/sN7U5BbwIk9p2jQzI1rp67j7d+pqt287Dw+vPpITeuaHHt0jMAWgbT1aVttgmdS04SSohKc3JyIvRDL7pDdJH1MwsHVkTdxr5GVy34rIypgx+VdWNlbMbztMGZuCMarR2WeYklRCTP6TCPnaw6rDq9mgHt/Xj1+RVFuISnxKTRs2Yjn959hZGZEt0BfCnIK2LlkB0qFkhl9pjF4+hAkGupE7zmFAAESDXV23dyLnlGleOczuDtj2o9gRq8p9JswACNzI64cvUxmSgZ1Gtbj16u/VAldf49SqURTUxMTe1NS0lLQNahRbb+ZlTn53/Oqjo0KjaS2qyOzdy1k2+xNvI97Q8ypG+RkZVNaVMKk9TOqRBBDMyPGrJ5MsO8kZA9kNOnkQaO27igUCsIXbCPlYxJpCamgVNJrfD/KikuJ2nCQ9MQ0Bg0YxotXzzi9/RiaulrIZXLEYjEmNubEvYtj8s7ZGFmYcP98LP59u3Pl0i3On73K2vWrWNp3NgUFBSyKWoedS2Vaxre0LBb1nsb8QyG4tGyItETKuR3HObpmHyCgTVsvrl25TdSxSNYPW0xuTjaezVtwPCr6PyY+AMTGxpBTlM+sVcur3sMBiycROnQ27969wdHR6U/vc1DgELw7deHGjasIhUK8Q/djaGj0xyf+SfwnokpUqFChQsVfDy0tLUJDQ//L/T179qRnz57/1jGoBAgVKv4HePz4IUOGDqCbXxdq2pixdd12Bo8cxN2Ye2R/z0YkElb5LQT4DmJRyHwChvTjQvQl8nLzsKplRU0LcwoKCrGxq4VuDV2ePHxKr0596d7bh/qu9Xj4y2O2RWymTYfWnDoSzcLpS/Bo6YGefg0O7DqId7OuBI0dSlpKBpH7juDWyAUjE0OOHzzJh3cfeXw/juKiYmo72bN/ZwQZaZm/TZw06ObflVGTgygvK2dzyHbiPyQwcERAtWsMHDmAbp6Vq9o71odhbGJEQOdBSCQSfPtWVuvIy81n4tzxDB4TiEgk5GzUedYuXI9crmD72l2MDx6DSCQi/n0CO9aF07SlOxv2riE/t4CtIdv5kpCMRyt3Iq8c4OPbT0wPmsWOtWE0bOqGppYmSqWSXRt2U8NAD8d6DixYN4dlM1Zx7tgFxs0chZGpIctnrsYvwJeJgdNo17Ut9dzqolAoOLgjkrycPCxqWZD8OZWM1Az6tx9El17efPn0hdhr99gUsY6Zw2cjUZcwdOIg5HIFw3xGoa2rTW52HmpqYtQkahy/c5ha9taUFJWwbFoIyZ+TyfmWS+yVuzRt1YSr0dd/ekZ+r4LxIu4Vb56/xcBInx4DK6M0Th44w7es7wybOrjaOZ17dWTHqjD8An2I2HIYz3Ye+PTtwol9p/iWUenvoSb5seKZnpQOAvjy8Qsjdw+vJgI0aOaGRF1CcWEJ4/wmUUNfl+LCEkwtTCorPQhg5d7liMViiguLGdllDBpaGmxdsh2lUomVnRUvH75EJpOzZOxS/Ib4kZedR/jqPejU0GH0/NHoG+nTwLMBt8/fpuewH192dy/dpaZNTXoN78U0/2m07NKSlRGrEIlFSEulzBsyl1kDZtGoVSPMrcwJXxGGtExK2+5eVW1o6WjhP6oPt8/G4NWjHY1bN2H+4HnIZbJK4czOirTPqZzZH82xHVHoGemhUCio7+7Ci1+fs2V2KCKJiM4DulLPvT6ZyZlV4gOAlq42Hfw7kZmcQdTWI0g0JHTo4828sEVoaGly/fgV9q4I58bJa/Qc5Y9xTZPKz/xLGo9u/Eq9xs7M3D6PwY378eKXZzRs9SMN4c6520jLyglfsoNPzz8gLZWy+HAIekZ6fE3J5Mu7RApy8ll1aiPD3Qdg/XdpIOY2NSmXSpmyeTZ7l+xCIZdTkJOPhrYmE9ZNx97VkZf3nnFwZTjBOxciEolIDTvJmYunUCgUGBgYkpWZSdCSsbi0aMQc3wmExu5Du4YOAN6DfMnLzCF8z05CVq4jfNd+oqIiOXr5aJX4AGBiaUYb/448uHQHY0szjC3MuJaYzvlzV3FwcEJbuzJSJ3jmXIJnzv3pHfhP8ebNaxybuVUTAQUCAQ7N3Hjz5jU9evT6t/RramrKwIGD//hAFSpUqFDxvwrF/8Ob4f8CKgFChYr/MEqlkuBZU1m1eRm+vbqxf1cENS1r8uHtB6bOmUTwhDlMnj0RW3sb2nduR0ZqOl1a9WD9ik18+/qNNh1a8fr5W0QiESs3L6OrX2fuxdxn3uQFnLt9Gn3DyknS4/txjAkczy9vY+k7yJ8Lpy4yd9ICth7YxLtX7+kzqDcf3n3k6cOnDB07mODF0wGYOGs8a5dsIHLPUdLT0jl1JJqQrcvp0rMzJUUlhCxcx8O7D7F3tEMikbDj8GYaWnpQWlpWVR0AoKS4BCUw0GcoCR8+o6mlyeR5EygpLmXXht2sW7yJOs5OjJg0rOqc3oE9ib12l7j7cRwOP0rUvuNo62qTmZaFrYMNWw9trDp2eehierbuy9LNC9HU0kQoFKJvqE8te2s6NexGs9YexL9PoLSklNpO9gBI1NVQyOWY1jQlbONeGri7VobzD5nJyKlBjOk7EVNzE75lfqOsTErj5o0YEzyKkuIStq3cwYfXn3h49zHNWjdl2KQhHA47CkooLChimM9o3r/6gEKhwNHZAf/BfhzaeZTgldOoZV+ZhqClo8X8DbPp1sCPE79EMXnANFp1bMHnD4kc2nGE/iMqqzpE7TlBwrsERCIhPv27YVrThL0bI9i+Kgw1NTXKSsuQV8j5lvEdi1o/PAvSktMxNDZgxLRhRO48xv2bD3h8Jw4tHS2EQiFblmxn8pIJqEnUSE5IJmz1bpyb1OfN03fk5xZUe05lMhlFBcUoUWLnZEfw2ukYGBtgUtOE1MRUhrQL4vP7REzMjJHJZJSXSdHW1WbGmumkJaZxLOw4vYJ6U1RQxMWjF3kY8wh1TQ0MTAwoLizGwNgAgOGzhjMzYCbfM7/TqGUj3sS94XjYcezq2TGz/0zKpeWMXTSuytdEXVOdsYvHMW/wXEpLyhjaajAFeQWYWpr9FCYvUa8064RKsUXPsAYFOYUolXD/+n38hveirKSMCwfO4uDmRFzMI3qM8GPs8vFM7jaBuZsX0LBlIy5HXqSk6PNP73JBbgH3r9yjWafm6OrX4PLhC0g0JDi4OHLl8EWEQiEKmZzxHUfRpocXsvIK7l28g42NHa39vBAKhRiYGLB+0mr6jA/Arr49z2LjuHX6BhVlFdyIukq3oB4079oaHX0dLu4/S3bGd+JuPqDLkO6I1cQ4NqxD3M2HtO/rXTWul/eeUdPOEs+uLWnWpQUpH5NYPng+s8IX4dCg0k+jbe/KkovbZm4g73seEzcF497JE4B7Z2M4sGQXnj5t+PImHkuHWlXiw+/UbebC7T1Xq/5fUVGBmvrPq+oSdQmlxaU8vfGAqTsX8eTyL0il5VXiw18BW1s7Tlw+9dP2tLfxdPTz/B8YkQoVKlSoUPG/F1UVDBUq/sOkp6fx9WsW3fy6IJPJuH09luzsHGrZWbNry27kcgVvXr7l8L6jtHBuQ052Lr69ulFRUYGJqTFlpVLcGrlgVtOUrn6VOeIXTl1k6JjBVeIDQNMW7jjWc+SX2/cBcG7ozK2rMTSv0xp9Az1mLprGytBlJCWmMHJiULUxjpwUhFQqpU59J/oN6YOPfzdEIhG6erqs2LyEkuJSpo+srCihoaFBTUtz1i/dVBVuLpfL2bRyC3WcHRk8eiAb963DyNSQ5m096dCtHQfP76WivJz6Derx99Rzq0tRYTEOdWujravN96zvNPJowJCxgdWOy0jPQktbm+vnb5GXk4dLY2cKCwrx7tGRgxf30bZza2Yum4qung49AnyQyWQc2H6Yjt3bU1JUTPQvx9h1ciuXnkQzYspQdqwJQ0+vBonxXygqLKZ+g7psPboJ1ybOODk7MnzKUDS1NMnPyWPbqp30bTuQcmk57q2aIBaL6dq7E3c+Xef2+6s0aOrG7k0HUCgUVeLD7+jW0EFXX5eUxBTMLc3YvX4v/Uf25e61X2ht35FWdh24dfE2AOHndjBn7UyGTxvKyV+PYmBkQEFeAS3ae2JoasDK6aspLqrM88/LyWfTwi30HuqHWCJGrCbG2NyIY/cjadrGHaVCybXo63Su50sfzwAGtQvCpKYJrk1d0NLRImxVeJUIoVQqObIjChvHWojFYvwGd8fJ1QmT31bxreyscHR2YNbgOQxsPZiA5oHUa1SP1QdDaN+jHYOnDGLT8Q2c3n+am2du4ujqiH292ljaW5L+JZ2i/CKm95vOgQ0HsKtrx7Zz20iOT2bp2KVkpmUSeiaUzadD6TawG0ol6Pzd5Pf3yjDxrz9h71wbL7/2lBQW8+LXF1XHyGVyzh44S7P2zTi06RDSUim9R/VBqVSiriVh+5Vd+Azujv+Yvmw6v5WX95/j1bMDT27HYWZtjrG5Ee+fVDo/t+jaiie3H/PxxYeq9pM/JnH7zE36TRzA7J0LmLB6Cluv7iI67ATb5mymyyBf5u5ahFfvDojVxCR9+EJ2VjYAAqGAjN8qP3Tq35WathZ8fhPPsdBIyqXldB7og4GhAYbGxtw4eoUlgXMZUL8nxzZF0rBhY0pzSynKq0w16j81kEOr93Jh/xmSPyZx68Q1NkwMYWDwMAQCAUKhEGMLE6Rl0irx4XfcWjWiKK+IZt4taerdHIFAgEAgoHXP9ti7OvL42n1Mrc1JS0ihrLi02rnxzz/g+DdpEh06dOJZzCO+p3+t2lZSWMztE9d4ERuHc4uGqGtpkJWcjrOzy0/v/b9Cfn4epaWlf3zgH9C5c1fKcgq5sO0QZcWllJeWcW3vCTI/Jv3boh9UqFChQoWK/6uoIiBUqPgPI5GoU1FeQVlZGRODppCRnsmcxTOJPn6OpIQkYp/fxMzcFKg0jxw9aALtvduSm5OLhoYG7998QC6XY2CgT2FBIbo1dJHL5T9VvgBQUxMjlyuQy+VcOXuVAcP6ERVxAjsH26pjRCIhMrm82nmyChkikYiUL6m06dS62j6hUEgDd1dir98l+3sOhkYGyGQyLp66zNMHz3ByduT1szdY21qz+8QutLS1OHU4GmOTH/nNmlqaNG3RhNhrd6iomFVlhKZUKrl8+gqzls9g4Mj+JMZ/4fLpq0TsPIxDXQf4TYO4HH2VxdOW49ywHtfP32DV7NXMXzsbWwcbpg6dSasOLahpac7F01cQICDpczLdm/XGxNyYsjIpo2eMwNyy0uxNIBAwcHR/9oZGYG5tTg3DGrx/+QGvLm0QCASEb9jLwe2R1G9YD3UNCbnZefgP7snxA6coLirmztV7eLb1IOFDIu3rdUVaVkbTlk0wNjUiK+Mr187epI7rjxzyt8/fU1JUyqygeXj37EDzds24fvYmnz9+QSQWUVpcip5BDazsrKjXoO6PeylRI3BcADEXY7FxqMXtK3d4/fQtXVx6YFnLgqz0LLoP8GHg2P6cP3oJnRo6BIzuR+KHL9w6f5uNUetwbepCWlIa4/0mMX7hWPqOrHQ2Dhjbn6BOI+nV2B/nJs6kJ6WT8z0XaZkUnRo6XD99ndhLd9DS0aJrvy54tm9GYX4R/sN7M3DCACb2nIxvoG+158TRxRGdGjrIZDJ8An35mvaV03tOsfLgKtyauZGelM7KCStI+piEXV07Hsc+JnjjLNr6/jA76jOqLxcOX+Bm9E069/tRJvDyscu4ebrx5O4T1DXUadSyEW1927Js9BJa+7TBzMqMayeukZ35nU+vP+Ls7sKKQ6u4eeoGMlkF3Qb5Vlut1zc2wL29B2I1MWmfKys1WDvU4viOY1g51MKjQzNqGOgxp/9MnJu6IBQJefXrC/RN9Ik9F4OsQsbgWUFo6WohlytYejgES/tKM1LnZq6VqUvaWgyeFUTfOt1JTEggMyODhm0a022wL8/uxPHpxQdMrc24eeIaQjURZUVluLVqSP7zPFxbNkTfWJ9752LJqyhA11SP6J3HaNalBY9vPEQuV3BkfQTHNh3Gub4LIoEQU6sfZoYa2poIhQLSP6diYf/DJPXzq08YGhliYvOz8WFNO0vin72ndc/2uHf0ZMuUNQQtGYeBmREPL9/j+sGLXDh3rep4CwtLZgfPY0nv6bTs1R41DQk3j1wCpZIG3dpgYmXOumELmD9/yX87+uHBg1+Zt3AWCfGfAPD19SNk5Vpq1ND7l9pTU1Mj+tQFZs2dwaxW/VEqlbRo1ZroUxf/UpEaKlSoUKHifwf/kyaUfwVUAoQKFX8yX74kcvLkMfLz8/Hyake7dh2r5RabmJjQsFEjgsfPITU5jQux0bx8+orVS9czYfrYKvEBKqteWFpbcDrqLPVd6mJhbcmEGWMRiUWErt5GR/eu1HOtQ7m0gvt3HtBvUB+0tLUAeP3iDS+evGT4BDWG9hqOSCQiIz0TU3MTPrz9SNLnZJRKJfaO9mxZvY1lGxYjEAhQKpVsXrUVUzNjnBvU4+blGHoF+FWNqbSklKcPn2NlY8mnd/HEXr9LUWERSqUS1yYuvHv1nrqudVgfvgYNTQ0+f0pk0/JQVm1fXu1zKigowsTMmImBUxkzfSRqEjX2btlPcVExHXzaEdRzNAkfErC0tkBaJuVExEncWzSmoUcDlkxfwYHzu6nrUjmxj3//mcAuw9DW1uLK03PcvnqX/Nx8Nu5by4zhs4jYfghrO2v2ng1j6uAZGBhVrwIiEAgwMjHkyf2ntO3SmvzcfCK2R2JoYsjF45c5ff8YJubGKBQKwtbu4eKJy3j36MC9G/dRoiQ5MQUllaU0iwuL+fg2npKiEmTlMo6EHUNWIcPGoRav4l4Te/UuahI1lm5bgKeXBwD9Rvgz2m8Cn97G0863LSZmxqQkpv30bEnLpDy6G0fO91wiYyJISUxj08ItJCek4OhcGzMLUxaMXcrD2MeAkq1LtgMCegzujmvTylVnDQ0N8nMK6DX0xz0VCoUs2raAUV3HkvolDQdnB3asmYG2jhbRB85wYFMEU1dOoVxazqb5odRrWJf8nHz6j+2HQCBA31CPnK851cYqk8kozCsk5PBqnN2dmeY/lYnLJ9HAs7Jko6WtJUvClzK09RAe3HpAhbSCBs0bVGujpKgEpULJ9kXbePf0LS4erjz75RlPYuMI3jybp/eeYl3bmndP3jJhxSR2XQvn5ukb5H3PIzvzO/3GB+A72JcaBnp8y/jGqfATNGjRiIKcwp8+24KcAvK+5yIrlzGm/QhyMrNRE4nZNH0d0lIpVg7WHHh4hOd3n6KQy5mybgaz/KcxctE4Nk1dQ+eB3cj9moOhmWGV+PA7zbu04uimg7z69QWmVmZkJWeyNXQHc4KDEYgEFBcWoaWpTUZiOn5j+3I27ATuHTyQy+QoZAo8vJvTpmd7AmcFMafnFAKmD+HUtiimdx5HHXdnQqI3Y1jTmHtnYohad5AJE6awfvQK+k0fhKWDNXHXHyAUiNgxYyPjN0zHwt6KT8/fc3DZbgL6BHLmcjS9Jw6oEjErpBW8uP2EkoIislO+IVIT8/7xG2Z3m0hZSWWZz/VrQ3Fyqh5RYWdXm5KiEu5G30RbXxeJugSJUI2nV39FTazGwL6DGDxo2E+f/f8fPn9OYEjQAPovHMekTi0pKSgmesM+ho8aysljZ/7ldi0sLDkcEUVZWVmVSagKFSpUqFCh4s9HJUCoUPEncu58NMHB0/Af0BMTC2OWr1zI4cMRbNiwlfz8PCwtrZBIJGzauJ2O3q2ZNmcyampqHD98itqO9ujo6vzUpkgkwsBIn9ycPM7ePo1IJKKkuITMtAyc6jnQb3AfvmZ9Y8vqbXjWbUXgiIF8y/zGhehLmJgZs2llKJ6tm5GSlMqLJ68YNWk46prq+LX1R6lU4uvfldjrd+jSzJfmbT15/vgFifGJiMRizp24RGJ8ImsWrqPf0D7kZuexaUUoLbw8uX7hJsN6jURdXUJ5eQWGxgbcj/kVNYmEpw+f41m7FRqampQUl4AAFHI5SqUShULBkT1RvH/1gfoN6vHg7kPePH+LvqEeahIxg0YPYOHkJdR1dSLs5DbEYjHpKRkM6TacJdOWU1xUTHufdlXiA4BDXXs6+rQjPTUDYzNj+gz5ETbdqUdHHt59RFFBMSP8xtLGuxVnjpynU48OVZ4Bnz9+ISM1k3lrZ3HiwGlOxEayeMoKQpdvp5GHG1MCZ6CQK2jTuRU6NXQozC8iIzWTnoE9OBkRTUlRCe9ffmDK4gl069sFgBvnbrFowjJsHW24cf4W5dJy6jesh0AgQCqV4ub+IwxdIBAgLZMybs5o+o30RyaT4dfkt7QM70oz0oK8Ag7tOIpSoURTW5MxfhOxc7Jh2orJpCSmsHXJDrYu34lEooZYooaWthaaWprYOtpi/TcT4pePXgGVUS5CkZBHsXF8fPkRhUKBWCJGQ1ODVft+VMMYMD6Aj68/UZhfSN9RfWjZuQX9mw1gyJQhiMWVXyGtu7Xm4KZDuLdpgvFvQs2h0MOoScRo6Wgx2W8SCe8ScHKrXk3A1NIUNYkaCqUC7Rra7F29l+lrpyMQCJDL5exfuw+hUIimtiZXjl0h5lwMtnXs6BLQlfXT1lIhrSDtSxpP7z7Bpq4t3n0709G/E9sXbcPM2pzzEWd5EhuHRF3C68evMLEwZeTCMQT7T6NTf29q/VYV5Mntx7x78galQomLpxtT5owA4NSu4/8fe+cZFtWWpu27KHLOSQJ5kmAAACAASURBVJKKggFEQEQUFEFFMSAGRFEUMOExZxRzzuGYI2YwR8wKHDCjYASzgCg556r6ftQ52PTp+Xqu6Xa6Z6bu6/KHu1jvWjtV7fXs9T4vb5JfU1NTi3kzS4pyC+nk61E/fodOjqwetxSxRMLcQTMoyitEKC+ktrqmwQqLb1+ykUhg0/S1tHa1p7SwBA+Prjx59IK3b9NRU1MjdMwI3AI6c3jlPpaf2kBFWQUCIGBqEIuHzaV1hzboGunRJ2wA92MT8RzUjegNh5mxcz7KqtISnl0DevD9yzfy8nLZuHYru/bu4FTaURAIUNdQR14kz6LBs6mpqUFHR4e5MyMZPDiQpynJrAtbQvfg3ojFYmL3nsPFqT2bN27n7t1b1NbWojFKg18mjaNFO3s0dDWZNnMSL16mEDF3IQDJyU8ICRuOXRdnTJta8Oz2A7QsdKkoLaNZq2bYtLfnyqELZGRlsGPbnr9b1vL581T2H9xDRlYGLk4ujBo5GgMDAw5E7cXNvzvOPtLzoK6jydBFE5nvPZK0tDfY2Nj+f+P+PZSVlf+h9v/dZGR8ISsrExsbW3R0dP/Vw5EhQ4YMGf8JZCaUMmTI+KdQUVHBzJlTOXHxUH3ZzOAxw+nargdOzq3Q1dWlurqaWbPmMWL4KIyNTCgskL41LikppY2jPcejohk8fCBKStLymO/TP5D+5i0DhvRHLBYhFErfUJ48ehp9IwP2xuysf5D36tmVbs492ffrAerq6rgQf4YWdj8extu6ODBnwjzKyysYNjqQjcu2sDt6Ow7ObRCJRNy9Hseq+Wtp3NSStFfpOLRpSfKDpwgEAo7tP8GZ4+fR1tXGvasbyQ+foaSkSN/BvZm6YDKKSoqcPHSa1fPXUV1VjYqqCiETg3FoZ8/9+IecOXKOhdOWIhQKKS+rQFQnwqKJOcVFxVjbNuXU7eMAXDp1hW2rd1JcWMyWIxvqJ7im5iZMnv8LsWevkZ35DU0tjT8dfw1NdQp/L134l2R9yWLo6CEMGunPshmruH/3ASmPnjPSdzQDg/vz/WsOx3ZHM23xJIwaGfH5/WdcLTqjqqaKWCSisKCIqYsmIpQXEjlhMboGuiz5NRI5oRzHdkWjqKSIoakh+oZ6+A7uWd9vt35exJ66xoO4h3j4uLN0+wKEQiF1dXXMCYtk+6rdzFg2BYDKiirevnyH3/A+AMjLy7NizxKmj5hD42aWNLI0Je7qb8jJCZBXkKd3YC/sXexIeZBKRKh0LGKRCEUlBUbPDmNgqD9CoZAnvyUTETKf0pJS+gf3k5oiisXoGuhwcOMhUh6mUlJYQkunVnx5+xlRrQir5pZ/mhy2cmrJ53dfANAz1KOVY0tSH6bw9YsXa6avIf35WyQSMUNch9KibQu+ZWRTVVlNXW0dUwdMIWxuGA9uPSA54QlmfyGGfEz7SF1dHe29XHlw6z5P4h8T0mUULRxbkPogFWNzY8RiMcUFxXT196bPiD4kXUvi1dNXFOUX4eDuSHVVDdWVNRzdeJitEZuRl5dHVVONEdNGoKikxM7F2xGJxLRybo1AKIdZU3NGR45lut8UbBxsKC0u43PaRyQSCfrG+szfu7h+xdKcHZGM8wxFXCeipqqauYNn0NbDkclrZyCUF/LpzUeCI8K4cSKWFu1aEzhtOBunrGHf0l2EzB+LorIiX95+5vCa/SipKGNoZsSL+6k0amLOsmULiYxcgq2t1Acl++tXvn7IxNK2CfMHTUdNU53SolLkhHIYWRhz70oCbr09EIvFiCViCnMKUVZXqRcf/sDGqQVJR+NYvmwNnz5/4u2HdAJmjaRRMwuSbz3g667TnIq5gKPjj5Kyh6NOcOjQAc7vkwqcIweFMGyYVGDq08ePmpoa2jq1InTNVOw9nAEoLShmecAMOnXsjLt7Z8ZNCGXkssl06CMtg+r3yzA2hy9Bx1iPgm95dOjjiVM3Nxb6jic5+TFOTu3+dK/+wfXrsUycMh7PEX7Yd+jM47iHHO3uQezlm3z6/BGr7m0b/L1QXoi5TRO+fPn0DwsQ/1MoKytj/MQx3EtKxNDSnG8fPhEaOoaIOZF/V9yRIUOGDBky/pX8FAFCLBazaNEi0tLSUFRUZNmyZVhaNiwTVlBQwJAhQ7h48SJKSkpUVVUxc+ZM8vPzUVNTY/Xq1ejqytR8Gf9zePDgHjYtmtWLDwBLI1Zg59CKddtXo6OrzesXbwgNGIexkTFVVVUc2nOUAYH+eHTtyPmTF7GwMqdP5/4MGOpP3vdcTh07w4KV8ziy72iDuu1JcffwC+jT4EGzkbkpDu3a0M7NiagdhxuIDwCNra1QVFLgwLaD2LZujkkjYxycpUvehUIhXj27IqoTETExkoPn9/L29TtSnzwn6sI+hEIhm5Zt4VHiY04ePkO33l6kvUxn/pq59WMYFjaE5PtPuRf3gMi1c/Hxk7ryu3t3wsDIgCf3kpk8/xe+fPjC3PBIeg/qhVgk5sju4wz2GoabpyvJD5/xNSMbfUM9FP/KUd/EzJj8nHxysnO5dv4mk+ZNQPf3SgpFhcVciLlMbW0dD397jEsnZyorKjm+N5oHcQ8ZMSGImAOnUVFV5kH8IybMG0f03pNcjLmCuZUZS7ct5Pblu2xYtAUnN0cmRYbz4c1H1kVuYuvxjSgoyPPsYSpycnLsu7CjvpSlaxcX/NoP5kPaR9q6NkwfAGhi05ik2/eYuviXevFIXl6eKYt+YZjXqHoBorpSuuy7prqmfr/buNix6ehaJgyczLvXH+gxsBuJ15OYsWoqHbu5SY+JuTGqaioc3HSY4MnD2bt2PwFjBtX379TJkZ4BPUmITWBm0Gz8R/anqKCYgtxCzh++iLKqEpUVVTyOe4xQXohn3y4kXk+SeooIf3iKPLv3DCd3J0Dq05H3PZ+crzmE957AgDEDWXlkNUJ5IZePXubXBVsxa2KObdsWVJRX8ObpG6qrahg6aRjzRkSgoKhAey9X3r96z6+RW3Ht1oG3qel06ePJ3Yt36DOiH8bmRjh1dubioQtIJBKMLU3IyfrOnMBZDJs6grTkN2y5vB1LGysAvn7MYqJvOOOXTMB7YA+Guwzh3P5zFOUVUlVRxZR1M7hw8BzZH7/y4dV7ug7ohmt3Nx7deciuhdsQiyWoqqvi1tO9QbqUnJwcbj07oaSiRMCkYVRXVbMsdAFn95xCQVGB/G95GFkYI5FA2KLxCAQCpmycxdYZ6xnhHICWrhbF+UXoGumBQICGjiZTNs7iyqGLXLl2ifMXz3L0cAwODo60dXTi1YMXZH/KYknMOixsrKirqeXYuijiTt8gZvNRTm45RnVlFY1bWfMiKYWqikqqyitRVvuRLvDm0Stsm9tSU1PD2nUrmXtkOY2sLQDwDfWnrraWxUvnc/H8jwoWSkpKjB49jtGjx/3pGga4dy8RXVP9evEBQENXC88gX07EHMPc3ILikmLa+/7w75ATCukxsj9Hlm7HwMwYAEVlJRy8O5CYmPAfChBisZi582YRsm42tq4O0nuhqyun1+xl05YN2Ns58DDpWf0KCICqsgrepbymRYtWfzPmv4rKykquXr1MdnY2zs4utGvn8k8TB2ZHzKBAWMfMaydQUFKiNL+AwxPmYmVhxbBhI/4pfciQIUOGjJ+DzAPiJ3Dz5k1qamqIjo7m2bNnrFq1ih07dtR/npCQwPr168nLy6vfdvz4cZo3b87EiRO5fPky27dvZ/78+T9jeDJk/BQUFRWprKiq/39pSSkXz1wiMfUuOr9Xp2jR2pbZi6aza/c2srIy0dXToZd7X7R0tCgpLqWpdRPcu3bi9LEzFBYUcvzKEZrbNiNy+iL09HXZtXkPI8eNQFNLk+ysbw36l0gkZH7KJPXJcyQSCSmPU2njbA/A+ZMXWb9kI6UlZQgEAiaPnIaOng4SiaTBA3F5WTlKyko4uTpy+XQsrdu2wqGddGK978xuAHas203GxwyEQiGZnzM5vOsYb9+8p0mzxpSUllBUUES3Pl4NxtZ7UC92rNuNtW1Tku7co72HC0NGDSLzcxY9/LoR4BVEbW0NXz5koKauSkFeIa+fp9HC7keO+cWYyyirKOPZszPGjYwY5DmUAcP9kBPIcXTPCbr360a3vl2ZPSYCRUUl8nPzaGRhipauFpOHTcexgwN2Tq0wb2JG0q17DB41gCf3njJ8/FBG9w/Hxd2ZBRvmkvY8nbC+4/Hu60VX3y4oKEi/Jp/eT8GjR6d68QGkYoLPgO4c3n6Mm+dvM3F+eP3ndXV1xF1LQFQnRk29oZGdhpYGVZVVDPMahXEjIx4lPEZBSZGdq/YyfflkBAIBdXV17Nt4EJFYzOlH0WjpanF6/1nae7o0iNXe04WIsAWUlpRi9fuE/C8xszLF2d2JNylv2LF8F0UFxQjkBNTW1OA3qh8jJg9HXkGe5N+SWTRuCeWl5USGLSB8wXhU1FQ4tfc0r5++Ye6mOUgkEs4fugASCF8UzsXDFwmcEFjfV5/hfXiW9JSka0kIhUL0TfSRV5Bn/5p9nHgYzZL9Szmy+TDbFm5DS1eL4Bkj8fL3ZrzPWMyamtGkRROe/vaEj28+oqSshEgkYtaWubj5dALgy9vPTOwVTofuHerFBwDTxo3w8vemtKiMA6v20ayNDXbt7UmMTUBBUZHOfT05vTOGls6tmDtkJu69O6OhrcH16KuIxRK09bUp/F7Al/TPfzp+X9I+4dZLasSqpKzE0KkjWDJqPupaGiw8vILUxGc0c7Cpv480tDWI2LuIExuPcHrHCZRUlOk+rBdGFiYkXU5gSfA8BHJyhC4Np6K0nJCw4Tx6kMrMaXPp69eDwdOGY/H7vskrKjB05kgSzt1GUUWBbfEHKC8uY++CbVSWV1JRUMbmiasJmheKnrE+CefvEHfqJtdi75CZmYGislK9+PAHbT1duLDzJBcunMPNrRNVVZU0amRGcXERR44eIiX1KVaWjRkxfBTm5tK2NTXVKP2N1ARFZSXOX79Czx69+FvTarFIRGlBMSZNzNkQFom2oS6FX3Ppbtel/m9u3LhK1JGDFBYV0M7RBT1dPUrLS7Fp31DQc+nryZGZG7h47hqHvDtxYcthOvh3oyS3gPMbo+jbxw8zM3P+XUhLe8PAAD8MmpijZ2XGzgM7sW9pz/49UQ3E5P8KZWVlXL50nhmxUvEBQENPF+9JYezbtU8mQMiQIUOGjH9rfkoZzidPnuDuLn1gc3Bw4MWLFw07lZPjwIEDaGtr/802Hh4e3Lt372cMTYaMn0b79h3I+Z7L9Ss3ASjIL0RDUwMdPR3evnnHnl/3cfTACYxMjXjy5DFqampMnz+VCdPHY9rIhJqqat6/fU/Cnd+wtmlKQV4h86cuZOKoKSgpKbFi6zLib/+GY2MXLp2+zI71u3if/gGQig97tx6gqLCYA2f3oKAgz7igX4g+dJLVC9axbvFGlmxYyN3U6yxeH4mCoiIikYgzx36YthUXFrN11fb6Up62rW0Qyv35K0JBUZ4Xz14iJ5RjsPcwlFSUGDVhOBpa6jyIe4S8gjx53/MatMnOzEZbR4vLp2PZsnI7GloaeNn5MHP0XAZ1CcTA2ICsz19Zv381Cem3mL92DmP8xxO1/Qjx1xOYMy6Su1fjEQgEeHTvRPicsaw/sJqy0nKKi0vQM9Kna6/OdOjSnq3HNlJeVs6R6wc5kxTDjRdXmL50Cl8+ZDB6eghnk6LR0NIAgQBNbU2GdR9FzwHdWfLrArx6exI+dywLNkZw78593qd9rN8HfSM9Mj/92Rjy/ZsPCJCad4b1GcdvN5JIun2fyYHTMTY1wq5da05FnW3Q5tTBM9i0bsb7tA8k33tKZWUViCXEnrpGf5cAFoQvYYBrIF/eZ9DDvxvaetoIBAJMzI15++Jdg1hvX7xDSVmRHct3cf/WfcpLy+s/k0gk3Dx3m7uX48n8/JW2bg4EjBmEQCBAXUuDkBmjUFBUQCAQ4OTuRO+hvsjJyfH80QvG9Qkn0G0Ydy7epTC/kHG+4fi3Hcj2JTvoObQnYpEYm78q6whg08aWpq2s8R3mS2lRKeZNLZCTE3Lr3C1aObdi2YHl6BvrM3PjLLz8vQEwMDXk89vPiEQihk8bgamlKc6eLrRwbFkvPgBYNLOkhWMLFP7GBE6oIM/xzUeIv3iXrx+yeHDzPpNWTSXrQyY11TUsP7aaksJiKkoruHb8CveuJRG+fBLbbuymtLAUkVjEh1fvuRR1nrraOupq67h08DwfXr+vFyAA1LTUUVJRRktPCxMrU6xaNObF/VREf1VJ5m1KGgKBHEuj1+Ib0h9nb1cmbZxJk9bNqKupxa6jAx16uaOoqkhy8mPs7Oyxbm6DiZVpgzjyCvIYNDKkrLBUet60NQhfO428zO+MHR2Oh2NnVgRFEuo0hPRbLzkVcwErq8YYGBhQWlxCSX5xg3hf3nxC10SfaTMn4uLaBq/uHrR3a0snDxfuPIvD2K0J6cUf8e7uwePHDwHo0KETn16/48ubH/dDbXUNd0/E4jHYh9lzZ2BsbErCqR9VMepq6zi9KYqaqmpUNDXoHNgbo8ZmvEt9Uy/q/bptMzMipmPi3hK30H48eJ/Chi3rKS8to/qvyn4WfstDR0cXAwMDLl+8jkqBmE1Bszi5aAcBvoNYt2bTn66JfyXhE8fiETaEUTtW0nf2BKae3UtG0XcOHNj7D8cuKytFXkERlb/yDNIxNaKwIP8fjp+Tk8OuXdtYuXIpCQlx9eWVZciQIUPGPweJ5L/v378jP2UFRFlZGerqP34Y/8h7/iOfu2PHjn+zjYaGNK9bTU2N0tI/u5TLkPHvjLy8PGPHhDNh5CRc3Nqhb6BHfl4BMybM4VbsbXr07U5xYTFLI5YjEonYfmgLi2YtRUNTA+cOTlRWVvEu7T39A/px+thZPHt0xr2rOzeu3EQsFjHnl3nceBxLTVU1NbW1hA0aQ59OfjRp3oScbznU1NQSPC4IUV0dTZo3YfqCKRzYHsX9+IdEXzuCbWvpZNF/qB81NbUc3n2Ujcu3cGjXEYwbGfMg4QHKKsrk5eXzKPEx3ft4szJiDe/TP9C0eRMAykrLObzrGAV5BaioqTApYgJDQgYD0lQLi8bmbFu9k+VzVrN653JUVFUoLiph8fTlZH7OYk3keoxMDEl/+ZbzSacwNDGgML+QAK/h9B7UE49u0slm/6F9sbK2ZPLw6QgEAsrLylHTUONlymtePH2Jd5+u2DvbYe9sR21tLRda9MDUQjpxuxRzhcDRg2nW0hqQGjwODO7P6agzPE5Mpr1HO4LGBbJsxipcO7sgEEC/wD4NzmVnH3fmjl1ASVEJR3YeZ0jYIDx7erBu/kYuRV+p93q4dekOqQ+fY9HUgsyPGZQUl7J6zjoMTQzw6uNJr4E9mDhkGgc3H+ZNajrOHdvyMP4xiTfvIZFIkBPIETpjFL2H+lKUV8SWRdvI/57HzQt38PTtTPK9p9TW1taPK3B8ACunrWHp7kVYWlvwMf0TSyetIDA8kC6+HswPW0BYz7GMnh2GmoYq0btO8vblO9p1bkeLtrbEX47n+pmbGDYyRN9I/0/LwS2szVFUVsSthxsJVxJw8nDmSfxjZqydwaf0z1yNjkVTW5ODaw/Sql0rvn76Sm1Nbf2qD4lEQuK13/AL8aOrnxe9hvkye8hMbNrYkJzwhGatm3FoQxSGjQxp7WIHQGFuAan3UpBXkEcoL2RFuPT+yP+eT/O/JXA42HLh4DlGzQmVpjYAxQXF3Dl7E4lEgp6RLlPWz6RJy6YIBALad3Nl5filTFw1BT1jfaaM6Evnfp4NUi1at7ejMLeQ5g42/HY5niProqirrUVJVZkB4wIa+CxcOXQRx87OvH/+lqgVe/EPD0DPWI/1v6xk6PRglFSUuBJ1gc9pH9E3NahfzfAHngO7kZuVU9+/oooy1dXVAHTz7E7C+bs4dP6R6pCT8Y2s95k0tW9Wv01RSRH9RoZs274Zh7aO7NtzGFfXDg360dDQxNHRma1TVjFhw0y0DXR5l5JG9LqDBM4OYc/cTWx7FIOCogLrQiNp0bwtgXPCAOjo54WVXTPmzp/J9di7lJeXs2TRCiKGzqRTf2809XW4f+kuJk0tGDA1mPePXxEyNIw161aScvM+ehbGPL6WQE1VDW79uzFswS/SQXV1xdqxFctnLKVbNx82bFzLvHPb0TWRVv5p2dGJvdNX8P1zFifX7iVwfjjyCvKU5BdxafNhpo6fJr1OLSz5dcvOP10b/y5kZHzhS8ZnRvj/8ISRV1DAfeRgTu+JYezY8H8ovpGRMTq6urx78IRmrj+ulZTY23Ts6P7/afn3iY+/S8joYJp7uKFuaED0zEnYt2jN/j1R9c9wMmTIkCFDxj/CT/k1UVdXp7z8x1s4sVj8d3+4/rJNeXk5mpqaP2NoMmT8VExMTOno4Yb/kH4UF5egoCDPrWt3ufEoFolEgqqaKi9TXzG09whiDp/CrUsHIldG1E8EF89ayvplm/Ds3ple/XuyaMYSBgb508mzI8cPnMDF2g07h1a8eZGOQzt79p7cxds37yjMLyRi4gLMG5vTwq4FH9I/YmFlxvLNi+nVwQ/b1jaUFpcSdyMBCRLaONqx4lMmIlEdGhpqePbwYO6KmRibGjF11ExCB4ylz8BedOjcHv/Og/Eb0gdtXW1iok5TUV7Br0c3MTFoCr0H9mqw/74DehIxYQEO7drg2boHlk0tSHuRjpycgOlLprBzzW7KSsvZe3o7hiYGAOjo6WDn1JpmLZs1iNXWpQ0OLm1oYtsYDU11dq7Zg3cfL04fPoe9sx1dfDwoLSljTcR6xGIJqY9fYGVtQXFhCU1tm/zp3BiaGFJcKH0bfObwOUqLSjEw1kdNXY28nHysmv3wqSkrLUcgECAWSzi45TA7Vu1GgnSCvSZiI+vmb0b+95KFYomE7IxsBoUOoJO3GxsXbuVb1nfirv7GztV7sWndDFMLU1IepCAvL6SVY0tmr5nB3LBITC1N6z0b1NRVWbprIX6Og+ja15Ob526hZ6jHnYtxBE0YShPbxgwM8ed75ndGdA2RTmAFEDYrhMG/r2qIunOAPq39WDVtNSCgpqaG8Mhx+If4AzB0QiBLJywj6cY98r/lU1ZShrrmD7H45tlblBWX8eLhCw4lHCbl/jMqyyrQM9Jj36p9rDi8EqNGRuxcspO4S3GIxSKGuwUxcdlEdI30OLkzhuqqGtx7SfPzhUIhPYf6cnTzYb5+/srTxKfUVNWgqqFGzI4YiguLiD16hbraOhCAg7sjwbNGoaKuysWD5zi98ySZ7zMxayo1rky6lsilQxcQKsgzpmsoPkN7Ia8gz61TNzAyM6JRE3Pev3jHk7uPaNTEDHGdCE1dLRKv/MZItyCEQiE5X3OxsrGiccum8Ps5zfqQSfvublw/EYuljSWeA7xJupKArVNLzuyMJifrO41bNOHhzfukJj1DTVON2bsWsDNiCxf3n0MiEaOlq83CYXOoq63F2duVaVvnsiJkAXW1dcgr/Pj9y8vORUtfusroXUoa379kY2ZmztevWYSGjuWQ5wG2z9xA5wHe5GblELPpCGKxmIBpw+tjFOUVkvc1l0Ux6/jw/C0jRg3h0IETDUSIiooKUlOfUVlZwfTuY1BQVERBSYHB04OxbNkUVQ31er+RrHdfGLGw4aS4fS939kVsoqN7O77nfEdUV4eOri5fP2YiEAoJmDOalm5tf69SooqhoREP7z9j795drNuwipGrpnN5x3Hc/Lo1iGvt2AqJAK5di8XCtmm9+PAHzj07E3f8EvlfvzOj0xDMrK3IevuZUaPCCAgY+qf7+t8RkUiEnFAIfyXwCRXkqaur+4fjCwQCVixZyYRJ43ELHoRxs6a8S3zIqxvxxF668V+OW1dXx/hfxtB/5QKauEg9X9zDhnN03DROnYpmyJBh//DYZciQIUMGiP9m4uL/HX6KAOHo6MidO3fo1asXz549o3nz5v+pNnFxcdjb2xMfH4+Tk9PPGJoMGT+Vjh09mDVrKss3LsLUzJQXKS/x6ulJQM9hfM3KRiIW09vfF2ubpsReuEb889sN3kL/MjOc08fO4TvAlwVTF3LkYlS9meSIscMY1C2Q1OQXDA0dwshxw5k8ajrPHqdQW1OLmroqB7dF0W9wb8JnjmV43xDGTx9DXV0dR/YcY+OyLTh1cEQgEPAg4REmjYwpLSll+dYlOLRrw7NHKQzrFYxJI2NsWjXn8pmrtHd3IXLtPBZNXYJYLEYkEqGhpYGWtibautp8zcym+V8IB9++fkdLR4u1e1aSnfmNCzGX+JD+EVU1VU4ePI1AToC4VoSldUNT2vbu7bh0MpbBIwfUH4+y0nIe/vaIwLBBuHi0o3EzK7at3Mm6fatYO38D88IXUlNVjaKyEsu2LmT7mt1sX7WTqqoqPr79hN+wvvVvmfNz8nly7ymRG+aQ9jydhBuJXHh0Gm1dLVTVVdm6bDu/Rm9CQ1Oduro6Ni/+FU/fzjRrac3rlDd06ubGiT0xDAoZSMbHDJDAoW1HkZMTMGnhBDbM30JleSWObm05dH0fCdcTWTJpOYpKiuR+z6Ugt5CrLy6gpKz0Y6cFApzdHRscB0UlRVq0taWkoJgWbWwJXzCO2OirjOoeRrvO7aitqeVp0jMEAgESJARPHk7A2MH17YVCIe49OnLt9A0Cxg7m9L7T9B3R9y+6FBAYPoTE60mYWpkyvs8ExkaMQUtXi3MHz/Hh9Uf0jPQIGB+Alp4WJUWl6Jvoc/bAWYJnBNO0RVPG9xyHnas9UQlRIBBwbMtRVkxagbauNlWV1RyIO9DAJ6O0qITc7DxmbpxNl76eFOUVsn7GOo5uPoyyqjJ+owdQU1nN5SOXsLJtjLGFCQBB04J59/wdU/pMIHBKENWVVZzcEcPCA0uxc7XnbWo6+5bt5m1KGsqqylSWVzFrfXH7pgAAIABJREFUzTQm+ozjzK6THFkfhVAoxM7NAYFQgJq6Kt0DeyGRSIgInEW/UH8GhQ8heusxSgqL+fTmA90Ce5J0KY6crBz8xgzg8sELmFlb8v1zNqmJT8nLzmNB1DKe30thyfB51NbUsPXOXsQiEfMGTGPar3Np1d4OsVjMvsU7EYnEnNhwiMAZwQiFQnIzv3Ni/SEcPJw4uGQ3d0/fxMjYmG4+UvNGS0srdu88wKHDB9k+fQPl5VJPFjk5OVISnqKpp01eVg5HVu2n+/DemDe3wqSxGe9T0gmfGMagAUMYEjCMxo2bcOPGVZra21BSUox+I0OGzg5Fx1AXsVjC5l+W4+bXtf4cqaipkJf1nTcPn5OX9Z0mds3R/F0k6TklEIeurlSVVxKzZg9Pricyecci5BUVqK6o4sur97x6mMKW2k1s3rYRDVU1Og/xxam7O3ePXaLgWy6N7X+sZKmurKK8pBQLC0vysr4hFosbrEbJzcxGx1ifEcunsyFoOn7efRl5JAw9Pb3/+Iv33wxLSysM9PRJuXaXtj2lx1ksFpN05Cz9fPv9U/ro1s2HU9Fn2b1vFy8fnMe5rRNbr8dhYmL69xv/Bzx9+gRlLc168QGkKzecBvtx9uJZmQAhQ4YMGTL+KQgkPyG5748qGOnp6UgkElasWEF8fDwWFhZ4ef0wp+vatSuxsbEoKSlRWVnJ7Nmzyc3NRUFBgfXr12NgYNAgbm6uLC1Dxr8/O3dtY8fOLQSPDuLy+Vi+fPzCxj3r8OzRhcL8QpbOXUFi3D0K8wqJS72FqZlJfduCvAI6tfZkwND+vHmZRvTVow1inz1+jiVzVtCrvw/noy/SuZs7ja2tuH7xJgqKCnz68BljEyMCQwJ4mPiIh4mPUVCQp6KsguPXj9DSXlryL+1lOkN9hqOuqcGBs7tpZG5K1zY9WLJ5EZ6/T4Y+pH8gsPtwFJUVUVJWJnRiMP5Bflw5c40189fj49edtJfp7I7ZhrqmOuVlFUwJnk4Le1umLphEZUUlwX3D8A/qR252Lo/vJYMEsjO/MXpqCAOG+9XvV+yZayycugwP744EjQ3k5dPXbFuzC4lEjFAoj7GZEUu2RDLcJ4Q7r6+jqq5KYX4REeMXYNzIkNuX4+gT0IuqympuX7mDsooyVtaW9A/qR1FBMbvW7kFVTZVO3m5cPhlLV98uRG6cC0i/r9bO28iF45dpYW9DxsdMrFs2ZeXupSQnPeXUwbO4erYnZt8pSkvK0NXXQVVdlfQXb1HXVKemupramlqE8kKiru2jcXMrRvcez/fsHMpKyqirEyERi5m9Zga+g32oqa4h7moCW5fswKq5FeuPrq6fgNVU19Cv7UCqK6vZd303lr8bCD5NSmHy4KkoKCpQXVWNgoI88vLyGJubsPXMJjR1pCvGJBIJwzuPREtXS+rJcfsBXfp6UlVRRbvOzvQc7MP71++ZMmgaeoZ69A3uR9L1RCpKK5BXkOdb5jdMLEwICB+Ce093Mj9kMrHvLxg2MmTyiink5+QTszOGTWc31wtFEomEiX0mUFdbR2V5FUFTgug2UFoBpSCngLHdR2NpY8Xq42vrz/eTuMesmbKavfEHUdOQGnTmZecxustIdt7ei2EjIwAuHjzHwVX7aeXSmrzsfJw92zFybmh9HIlEwjjPUFQ1VCnIKaCqvBLTxmbkZH3HxMKEkPljWRQsXWG0/dY+tA2kVVMKcwoY3zUUiUSMQCCHzzBfhs8JrY+5Zfo6Ht68h6aOFvnfcnH16UTT1tZ0GeCNpq4W2Z+ymOg1Gmv75vQI6o2jZzvepaSxa95W5H+/36rKq5i0eSZX9p0jJzMHXWM9Pjx/i76hAXJCIU0sm5CW/ga/SQF4DpYer7jTNzm3OZr7Scmoq2vg598LeUMlXj96iVXLpnx68ZbyknKGzQmly+Ae1FbXsDpkAXV1dbj6diY/K5eEMzdYvWI9RUWFRMeeZNDMYHbNXEdZYQmNWzfj7dPX1NXW0mNkfx5cjqeirBxNPW2+f/5KKzdHzG2b8Dz+ETkZ2XgM9GHQzB/HWywSMc0jCHkFBbQNdcj43RNCSVWF7qMGYNHSmhPLtuPg7caAGaE8vHyXKzuPM3X/CrQN9aS+EKv3Isit4nDUCXx8vWjkYkuv8cMQygvJTPvAltERjNuyEDVtTdYETOZZ8ks0NbX+09+/X7585sGDe+jp6ePh0eVfljbw7FkyAUMH0NSlLXpWZqTH3cdQS5foY2dQVVX9l4zp75Gc/JjQX0YzJuZAg+0pl69TkviEY4ei/0UjkyFDxv81DAz+XG79fxN7067//T/6JxFm0/2/ra//LD9FgPhZyAQIGf9TePz4IadORXPz5jUGBfszcdYEAKoqq4iYHMnls7FoaWlSUVHJrEXTGTEmCIBlESt5mfKK9FdvMTQ24HLS+QZxD+85ypqF65BIYMvB9XTpLhULamtrGdl/NLU1tXzPzsG5gyOPEh9TVFiMvWNrdA102XRgfYNY8yYu4OO7T7S0t8WlYzuO7j3OgfMNDdLWLthAxqcMvH27sn9rFM5ujsxbPYfV89eRk51D8oNnlJWWY9HYnMzPWcjLy9PI0pQmzayIv5GInqEuZ3+LQSQS4dXKhxlLprJsxkokQONmligpK6Gjp0PSnXtUV9XQyNIUZRVlsj5nEbk+gp4DegBw4cQltizbRlVlNfFvbyIvL8/DhMdMDZ5J2/ZtUNfSIO5qHALkaNm2Be092nH2yAVKi0sRiepw8+yAZy8PcrJzyfuex9eMbNYdXNVgX2eOikCoIGT0jBCaNG8MwOzQeeR9z+fd6/dUV1axZPsCvPtJ32h+eZ/BqF5jCZoQyOUTseR+y0MsFqOprUFxYQne/briM7A72Rnf2LNmP0UFRQSOGcy10zcwNDPCtk1zkm7cQ04oZMfZLVRVVrMuYiNPEpKxc2nNhMjxPIp/zP07D9A10CX5t6eUFJegqKCAXXt73Lw78CzpGY8TnrDhxFosrC04tPkI56LOMXnZZKJ3xVCQU0DQlCB09HS4GnOVqvJKFJQU+Po5mzHzx9KlT5f6/a+urMavdT+peGNjxfqTG5CTk2PH4u3cPHMTn8E+qKipUFFRSdjc0Q2O3f7V+4jedoIegT25e+42RmZGGDYyJPV+KmKRmKatrSnMLaS0uBRDUwN0jfSwbt2M4FkhDeKsGL8UI3NjQiKkXgRrJq6krKiUtJQ0JGIxYQvG4T2o4Q/pstGLMDIz5sGNe6w+veH3t/xijqyL4reLceRl59JjmC9jFoVTXVnFkXVRxJ2/RVVFNaK6Oupq6jj+6hxKKj98HjLfZ7AoaA577h1hbMcRzD+4FPNmllRXVrF9zmaS7zxCS1+bgm95GJqbkJ+dS8iicXTq04W5/aeS/SkLiViMqqY6/cYOxMapJZsmrqKqohJNXS2aO7Yk7fFLNPW0iDzW8DrcPH4lQ3oFMnTocE6ejCZi4SxGr5xMW08XxCIREzoEsTB6LSaNzbgadYFn8Y+ZvntxvYiVnvyK1cERCABdU0PKikpoYtccn1F+FHzL49KOGIQSIcr66gRGjEVLX4f4k1e5deQCy2P3oqmnjVgsJqJHGP2njKC9b5cG49s4JpLsD5nYuNgzePYYlNVVeXojkaOLtzLnxCYqikvZPGY+S6/sQ01bg0vbj3Lj4Bn0TA0pzy+hVcvW7N19EF1dPb59y2b0uFGkv01HUVWZopw82vbohKGZKb9FXyFidiQjRoziP4NEImHBonkcP3EEm/aOFGbnUF1USvTxM1hbN/v7AX4CRUWFnDlziuzsr7Rr54KXV/cG5W3/3RCJRDi5tKHztHHYdpb68dRUVnJ49BQiJs3A33/Q34kgQ4YMGf8cZALEP49/RwFC5igkQ8ZPwNnZBWdnF3x6JWPX1q5++8KZS6iqquZheiKa2pq8S3tHUN9R3E94QFbGV96nf6CmpgaQ5nDHnr9Gz37SSXhBfgHb1+2kjZM9b16kcXjPccpKyvEd0BMFBQWCxwaxfd0uykvLmDJvIkamhrSz6siLZ69o1bYlZSVlqGmo1ZsGqmuqY+9kx4n90TxKfIKZlRkpj1OJPniK/Jx8nDo4oq6hhp6BHn0G++Lp0xkf5z54+3Yl5dFzUp+kAgJatW1JYV4hR68eRFlVmXev35OXk4+8gjw6ejrIyckhJyeHlo4WpSWlqKipgAAGBvujo69D9P6TgAA9Qz0mzgunrKSM+3EP8R30w8DNb2hfLp+6Ss7XHEqKSjm84yhnjpwnbOpIdPR1OHngNAKBgF+Pb+B1ahqHdxzDzNKMJ5nZ6BvqMWvFVM4dv8SVk1f5/jWHuto6Xj59Tau20hUhb1+9I+n2fVTVVfDo3onCvCIuHLtE0u371FTVoKisgIqaChsit7By5lo6encgfN5YBoX4c2jrUXT1dRgydhDNWzfn8NYjOHZsy/zNc+vH38bVnpHeYZw6cJZhEwIZOVVaJm/S4l+YF7qAfo4DQSAt5WrbxgZDU0MmDZyKhpY6wdOCyfyYSVXlPRQUFBgQOoCxEWMAGBDiT8zuk0wZPJ2a6hpU1VUxszLn1N5TfP38lag4qeEjQJe+XZjcfzKvnrymUeNGGJo2zL1XUlFCVV2Vdl1d+PrxK9MGTqWrnxcIBJSXlHPu4DmcPJwoLij50/X+6skrBHICcrK+g5yA9t6uNLZtQtbnr9RUVfM5/TOj5obi2q0DGe8z2Baxhaq/KFn7B9WV1Xz7kk1leSWXos6TkvgUw0ZGhMwbzaHV+0m4GIfXwG4/0nSKSnlx/znlLcsZPmskOoa6gLTSUuCUIC4flFa0ENXWIRKJmN53It++fENeXoirT0eqyitJvvuYw6v3E7aooQfCHxN6t17unNt1il/WTuPA0t2IRCJ23ZOmjxTmFrAydBF9wvpzcOluvrz5TEVpGUtPrsPCxoovaZ/YPHk1V6MuoG9mSP/wAAAu7T2DBLBq1fRPx8CoqSlv36YD0LevHzPnTKkvpSknFNJjZD92zNxA+LoZPL3zEK9hvRukMDR3bIm2oS4Bs0fj1M2Nuppaji7fQcz6gwgRYmvdgifJj5l/YQtKv5tr9p88gtzMb2wMm0/k6S3IycnR2t2J5BtJDQSIyrJy3j99jYKyEiOWTJb6HABOPdz59CKd+JgrDJwRhplNYyJ7hdLRvzuiOhECgRxikRhVVTX27z2EtrYOHz68Y9nKJbx+9QoVFRW6eXjT3qUDCUnxaNaocvLEOezs7P90fP4jLl06z5VbV5l76SCqWtIH16SYi4SMHkHc7aQ/Ga7+d6CtrUNIyOi//4f/JgiFQvbu2s+w4QG8uHgNdQN90uMT8fb0xs9vwL96eDJkyJDxvwaxROYBIUOGjJ+EUE7InWt36dLNg5LiUq6cjSU+9Taa2tIl89Y21kSuimD+1IWUl5Wzevtyeg/oRVFhMZNHTWPG2Nns2LCbRuYmxN/8DVV1VVTUVFi7eyWlxWXs2riXlORU5q2Yg0gkorioBB09HdJfv2XHul0AdO3VhfycfNxbdEVbR4vv2TnoGehSVloGAgHy8tLUjc8fPnMv7j4O7ezxH+bH7di7xF1PYMFa6URaXVMdWzsbfgmaCoBFE3NGTgzm9KGzFOYXMrjrUFRUVdDW1WbwyIHcvnKXsCkhbF+9CwVFRUqKS7l0Kpby8gouPTxTb0LZtVdnxg+exIe0j2RnZFNVVY1lU4s/Hctmtk15kpSMd+ueyMnJce5+DKbm0vSV3oN7MrxHKKP7T6CRZSNMzIyxtDYnO+sbrdq2wNfZH1VVFWpr6zA1N6FOVEdon3E4ubUFATz+LZm5a2eyeNJyYk9f43tWDpmfsujauzPJ955RV1tHS4cW/LJgPGrqqpw6cIYxfScwcGR/xCIRpSVlfEz7xNWT16mqqmb07LAGY7doYo6phQkf0z4ROC6gfrucnBwhM0byKP4xKqrKTFoyEa/fc/MrllcwwW8iKqrKjJ07hk49OjFpwGT8R/VvELvf8L5sX7IDobwQRWWp0eDbl29pbte8Xnz4o6/eQb05uP4ged/yuBoTS0unlvWfv05+RXVlNfYubZi6ahrxl+J4mviUN09fIxFLGBM5jvRnb0hOSGbX0p0MnSjNB4/ZGU3mh0z0jfWxdWhB8PSRzA+eh7y8EAlg196OZvbN6RXUGwBdIz0WRy1nvFcYX95+xuJ388/0lDSeJT6ltrqGe9cSMbO2oLy0HA0dTVy6urJn8U6+Z3xjht9kmrWxoVETM25EX8N7cA9ePX6BjmFDjwAFRQVUNdTQMdQj7vwdXjxIpayoFGUVJdbHbkfPWB+A98/fMm/QdPqPG4yesT4SiYSzO2Nw7Sl9Azxw4lCWBs9jcrcx5Gblsj3+QH1VDB0DXYbPDuHI6v2083bl2tFLLDiyor7yhYWNFWOWT2RV6CLWXd+F8HfjUtt2rZnVM5x7lxMYNiekfiIvFol4dC2J698KsLGxZciQYXTq5MGTm/fpOUqastQtqDfZHzKZ7TseBSUlOvr9KFeZfOs+N49eory4jIdX4rBs2RT9RkYMmTOGyR0CWb50Ffr6BhSLyurFhz9w8HTlzYNUHly8Q4d+Xjh4ubJj4nJiVu+h44DulOQVcXZzFNaOLQFB/Zj/QFNfh/joK2S8/kBJfhGVpRXU1ohQ09Zg1vGNGDex4OCsNURF7WfIkGH07utDp6A+zJm2i5LcAi5u2Ed1bQ3b/ovVLY5FH6VLyKB68QHAdaAvd/bHkJb2BlvbFv+luP/XcHZ24cmjVC5dukBhYSHLxkzBzq7Nv3pYMmTIkCHjfxEyAUKGjH8CtbW1XL58gcTEBPT1DQgIGIqVVWMaWzXl7Inz6Bro4tLBCTV1NbR1tRu0bdq8CXJyAkaNH0Gv/j58+ZiBrp4O+0/vxsnSFTMLU1TVpTnDjZtasuPY1vq3eR7enfBy8CFgxCB2b9pH7vdcVNVUycr4yp1rcdxKvYqOrjbXL9zkffoHVu9ajlMHR948T2Na6CyUVZT5np1DT/8eBI0JpLqqmh1rd3P+xEV2nNjK7LHz+PD2EwBP7iXz7GEqs5ZPo0MXV148fcnS6Suorq6h1wAfZiyegpqGGkm37zEleCYSiZg7V+No69qGW1fuUFlegbhOTCuHFvXiA0iNEX0H+nApJpb9Ww4xdeFEju2JJnzO2PrlyrW1ddy4eIvh4UOxtm3K2aMX6sUHkE6uB43sz6FtR8nJzkVdQ43LMVfR1NHgSWIyRiYGRG6ci1UzS+5eTWBD5Bbk5AQgENDZpxMVZZVUV1WjratFC3sbUh6m4hvgQ9Kt+2RnfENdU53u/l5Y/f4mevzcMXx694UDmw/Roo0tG46vRVFJEbFYzFD3EWR9ygLa/bg+amrJ+ZqDnFAOgVxD1VtOTg55eXnkhEK69vOs366qrsqQcQHcPHuLrn270sqxJUKhkMryygbtKysqQQCWzS0Ri8T0Ce7L5/RPxF2MQyKRNHjzm/89HyTSVKD4ywnU1Ypw7+nOl3dfOLkrBldvV768+4yCogJe/t54+XtzatdJXia/4tTuk+Rl51JbXcvFQxc4s+c0CMDIzJja6hp0jYy5feYmt87cpLK8Aj0jfdz7ePDw5gMGhgc0GLOJpQlqmmr84jMON5+OVFdVk5L4DIlYzOT1M+jq741AIGD/8t2UFpawbsoqWrnY8frxS0wbN6K8pJzDaw9g18GBkHmj2btkJ9ePx9K6/Y/VRunP3lBWXIqCsiISiQTrNjZo6+sgryhfLz4ANLVrhq1TK6b0GEf3Yb14fOsBlWUV9Ajy5fCq/bj360xI5FgWj5iHnFAOTb2GfgQGZkYU5xejoq5KdUUVjVtZN/i8cWtrqiqq6sUHAKG8ECdvV26diGXt6MX0HTcYgZyAy3vPomOkx+Tt85kXMAt3986MCQ0naMRgSotK+PTiHW8evkAikaBtqIdYJOLMliM4eLqQeO4216LO4T8lGP+pI3l87TeWBUwjMmYjeqaGKKupsHLNclycXfj48i2iOlGDMX18no5lS2sexcbTvncXEk5cZcTwUZSXl7FyyDTUtDToOsKPVp2cWBkwharySpTVVAD49DydC1sO03loX6yd7Eh/+Iy8jAs0dWyFk49HfR9tfdxJOB1HZVUlrb060C1sCABaBrqEblnAom4jSEr6jSuxl3j38T32rewIGTUaY+Mf9/p/REVlBcrqag22SSt0qFFRUf4ftJLxt1BX15AZTsqQIUPGT+R/jP/BT0ImQMiQ8Q9SWVnJkEB/asVV9PLvSdaXr/Tw6UIL21akv3uDSFTHy2cvOXEgmtKSMl6mvKJVmx9vnq9fuoFIJKaqsgqPVl4oKSmRn1eAkrIiqmpqfPn4hffpH1FRU6H3gF4NJpQaWho4uzkR2GsEHT078PH9J5q3bMbJqNOEThqFzu9ix94t+1m0IRJnN6m7eQt7WzYdXEeAdxBtXdqwcP28+ribotbh6+JH6pPn9B/Wj22rdyKRSFg2exXz1s6m35A+ADSyMKW6spqVc9cwf+2cerO3jl5uBE8IIvFWEgcuSldhTIwYz8o5a3kY/5j8vII/TYyzM79j0cQcZRVlVsxeg6q6KmMH/ELY1FFIxGKith/BqJER8VcT0DfQo7T4z34weTn5qGmo0b19G2LPXGfyggn0HtKLHq37sP/yLkx/r67gP7wf5SXlHNl+nOSkp7x69hqA/RujqKmu4djuGAaG9CfhWiIrdi+mhYMtj39LZvGk5dRU1+LdxxNlVWWcOzpy/85DJi6eUF/OUE5OjvHzxrJi2mraujnQuLkVtTW1bFu6A1GdiFaOLTl94Gz9KgiJRMLhLUcQCAWoqqv8aZm4krIStbXSsn0ikQiBQMDO5btYuncJQqEQiUTCnlV7cezkyLeMb+y5ubdeCEm4ksCFwxfoO7wvAoGAjPcZnNpzCiQwe/Mcjm4+grGZEecOnkNJRQnr1tak3EuhbSdH0lPTSU9NR8dAm6snYqmqqqaksAQ9Iz1MLE1JvZ+CvqkBtTW1FOYWYGnTmKyPmdi72vM94xv6pra8Tfl/7J1lQFbburavN+nuFkVEUBQRxQ7sxO5ubOzEThRbEUWxu7sDE0wMUEBBSpAu4a3vBy5cHM9Za5+zz95r7++81z/eOecYY44ZzHGP8dzPR7K+ZmLlYE1s1Eeq/G5gnvMtm+LC70g0pIRfDkcoEGBdyRoNHS109XUp+V6CppYmXj7eLB+1iLb92nHj+HXmhgTgVq9MZMjLzmNS2zH4d5lISnwSEg0py0ctormvDymfkjix/ShSLQ1y0rOQlcoYPHsEp3ccLwsB+g9INCQo5HIuhp7Bq7U3ETcec/3wZeydKzG/90wECBAAOgZ6vA5/Qa3fZS95cP4uuoa6hJ+9g7aeDq/DX+DRvG759qjwF+gZ/5pWOuljAkqFkso1q7F5yhokUgnNe7el/TBfpJoaePjUY+rUCUS+iECpUnJ171kadGnJhgdz0dDW5Nn1h4TMWIu1kz3TfYYjl8kJOLUZS8eylKWValRFqVRyZc8pGnX1QaFQ4B+6nKcX71J6v4RdswLpP28sOga6RFy+T/ip63Qd35/bhy+y1HcS1uZWzJm9AG1tbSZN9Gf6rCmcDQrjbFAYJmZmbB27kK5Th6JnbEjIjFX0mj2Ohj3aAVCjaT3MHWy5vudEBQEiIzEFCzMLot5G4dTOq0J/aGhrYW5vw6Ah/WjQuyOOHRvw8skrWrZqwvmzl6lS5Y99HNq1as+pkxdxbVq/PCTl86t3FGbnqmfw1ahRo0aNmn8hhH++ixo1av6I/Qf2oqEj5ujVgwwbN5j5K2ez88g2Xr1+wa0XV1kcGMDj8KdUdamKmYUJg3yHcfLQaaJevCFwSRBhwQdQKhVcOnuV3SeCufXqKo5ODgwbP4QHMbc5e/8kFx+dQYCAh3cf/1J/UkIyfjPHsG7XGiQSMU/uPyUhPgGphhSFQsHLiFfERsfhVrviEuRqbs7I5XLqN/FCLpfzmx+tWCzGu2k93r2K5mtqOgnxibT17Mzn2AQa+zSqUIaxqRF2lex+cZp3qVkNA+OfM8UCgYDhk4aQlJBMbnYuB3YcRqlUAhD7Po7Du47iO6Ar2ZnZiMQi8nPzcXCyZ/OKbWxbs5OGPg0IObONT7EJXDlzjcT4L5w7fKG8/C+fkgjbfABH50pEhD9DKpVSo64bH95+xNDYoFx8+I16Tesi0ZBwJ+4qV9+eY+qSieTnFqCpU7Ys/fLxayzdthC3Oq4IhUK+F39HKBSyZvZ62tXsyoppa4i4F4lIJCwPp/mNRq0bUJBXwNDWI+nu1Ye2Lp04f+gS34tLkMvlhKzezeReU9m1NpTBLYbx6slrZgXO4GtyOi8fvSovRy6XczL0FE3aNkKlUnFkx1FUKhXvX76np2cvVkxeSe96fXj/MhrHao4079y8ghCybO9ywtaF0bdeX0a3Gc3IVmVhIR0HdaJRu8YIBALycvKp7uFC5O0ILO2t6DexP4mxCUzr5c/rxy/ZunALRUXFjF44lsCTQTTt3JyYl9EYmBgyaPoQFu1ZStcR3fn0Pg7fEd2wqmRD6pc0Pr3/RMP2Dbl/4R6ezeqyb+1ent97hkqlIi0xlbWTVtG6dxu+FxZjZW/FkFnDSU1MRVNLg/N7TjO8wUAibz/l8/t4dA31uH/hHtaONuXig0KuICk2Ee+2DSkqKGLL7d1svbWLxJgEtswO4tyeM+ga6rEzfD86BroolUo0dTSp16YBt05cozDv54x4WkIKbx+/RigWoaWnTcSNxxhbmFKUX4RznerseLQfc3tLOnXoipZEi0C/5ZzbeZKohy/Zt3I3F/ecwcjcBIVCgUgiZtvM9Ty6dJ+sr5k8unifLdPXUZiTz+3j11AqFCgVCm4fu8a7J1H4b1+AZSVriguKGLrID3M7S7LSvgGQkfKV51HYh8j5AAAgAElEQVTPGbZiKn5Bc9DW12VQwHi0dLURCoV4tW1Ms95lPimj1szAwNSoXHz4DQ+fBry+85QNYwPoO2cMts6OdJ86FA+fBry4+YjpLQYzzqM71/efZfym+Tw4cwNdkRbrVgRx5uTF8mwNlSo5cuLoWd69jeXtm49EPnlFv059ObVkJ2v7+ZORkIJXp5YV6vbq2ILEtx9R/BDQkmLiub33FEMHD8epshOJUTEV9peXykj5lEj3eePpNGU4tVo1pvu88TQc0IUVq5fxZwwZMhxRgYzgETO5f+Qs59ftJHTiQtYHbkIikfzp8QDh4fdo37k1tnZm1PWuze7Qnfwb+XSrUaNGjRo1/xaoV0CoUfN3cv36FQaM7VvBCK5uA0+sba2Ii4mne39ffNq3YNeWPUQ8ikRHR4cls5eDSoVcrkBHVxsdXUMmzvKjek0X3kdFk5uTz5ipI8vLdKhsz4SZYwlatpmIh8/wauiJUqnk0O6jFBUWMWBkP+5cvYtcpsCxaiVkJTJ2rA8hZMNu9PT1MDU3xbdxL9aHrqV+k7KZx1eRr5FqSNmzdT+bVmzDxt6a0dNG0nNgN6LfxFDH24PNK7ehpa2JUCjAyMSQ6KgYGrVsUH6e2ro6xEbHkZudi4HRT8HhxvmbODo7cjT0BOmp6dTycqdyNUekUgkyuZwDwYfZvWEv+ob6pHxJpWELb66cukp0VAyWtpbIZXI69GzLvMBZ5WUmxCWiZ6DHnkshxER9YHyvyYSs34OBsQExUR/Q0tHi+/cSBk8cwItHLxnZaRwCoQCRSMiHtx9xdvs5g/rm+Ttc3KshlpS9Ajv2bsf9q+G8iniDrKSAQiBw3gaatmuMm4cry/3XsHj7Auo28SQnM4c1M9fx5F4k+kb6nNl3lnHzxpSXfeXEVTS1NJGVysj8momVvSVyuYKC3IIyAeJKMHvXhfHkdgR5Ofm06dEKtx9eDNP6z8Cna0vsqthx8fAlMtO+UVz0nV1rQinML6R249oYGBlw//J9nt6NQC6TMy7AjwMbD+Dg7FDhvrR3ssehqgMf33wkJzMHhVyBhpYm5/edo8+4vqw6tIbN8zZx8eAFlu5dTu1GHgB0HtKV+YPnYGhqRFF+Eduu7cTsh2GlnZM958POsnjvMhyrVwbAqWZVQEVSfBLjl08i4tYTCvMLeXrjCWOXjGfPyt1o62ixevxyiguL0dDSoOPgLnQa3IWrRy7j2dyLg0H7WXt6A46uZaaM0c/esWjIPJQKFQJBWQiLiUWZx8Obx69ZP3U1+sYGyGVyMlMzuHHkMr0m9sfEyhTbqvZY2Ftx68Q1ZnSdhLmdJQ4ujlw9eInOI7pR16c+0zr40bRbS4ryi7h94jp2TvZ8+/oNh2qOTN08B219HdKTvrJ65CKMLU3oP3MoGyevRkdPl9pNPbkQerosY4BPfZaf3YiptRkrhywg8UMCpcXfCV28A6VCiaWDNTUaevD81hMOLN/FoVWhCH57T6hg48QVKGQKEAjYtywYu2qOhC3ZgVvDWsS/+sjsA2twrOlMxNVwHFydKrxjACrVcOLh2ZsU5BWQl5VLSdH3Ct4OqXGJFOYVMHFrAFU93cp/d29Rnzfhz5CVynBrVAdzB2v2BWxC19gAEyMjmjZt/st7DsqW5v/GuHETGDduAtnZWdSs7UJ2ajrmlX4KINlpGUg1pMxvOQgDU2Nyv2WxJGA5CoWCD7EfePz0ESlxCfSZPxGRRMTp1cF8LyyidttmFer06tKKwO7j/tP2/B5tbW3Onb7E2bOnuP/gPq5mtiy7dJPKlZ3+9FiAiIgnDB81hA6z/PDdGEDax09sX7GR/IICpkzy/5vKUKNGjRo1av4WVGoTSjVq1Pw9aGpqUFhQMcZYpVJRVFiEhpZG+d+HQo+wLmQti6cvYdaC6fQYUGYmuD/kEGsXriP6TQxvXr4jPy8fCyuzXwYbljaWOFWvwqQh/kg1JGVZBAQCeg3uQcDUJZw/fpFKTg5lKTBvPEBWKmNj2DqatWkCwINbD5k4cAon7hzhy+ck5k0IQCqVsO3IJtzr1uR1ZBRzxi7g5vlbJMR/YeGUJRgaGbBo4wJMzU2YNz6ABRMXs/3oJqrVcCYpIZkVs1ajoanBkI4jmbHMHwsrc84cPs+Ni7cRCUU0adOISk4ObF0ZTG5OLsZmRojEYhRyBZMDJmBmYYqOrg6zR83n0d0nCAUCNh4I5MndCFbNCmRN6AqSE1NIT07n1P6z9BnRE6FQSPVaLpyNOEG7ml1AAMZmRnTq0wG/OWXZIboP6op73VPcvHAb97o1GddjEnsvh2BbyYZHt5+wZfkO1u+rmP7Qxb0a9649wKGqA8OnDUVTW5OTe05zZOdxBk8agFfTsmX1RqZGLNw8j/auXcjKyOLSsaskf06hgY83719Gc/PcbZaGLGbtrHVkZ2Tj1bweHfu2Jys9i+CVIYzt5EezDk2p18KLW+duc+HQJSxsLfBoWJtBkwcyucdURGIRHo080NDSIOFjAh6NPEhNTCUhJoFuw7rx5NZT8nPyMbEwYfXU1XQd6suFA+d5/eQ17vXLMgc8vvmYmFcxNOnYlBGzR6Kjp8PlI5cJXbWLI1sOMWzWCCpXd+Tds3fl4gOUrVbpNrInm+ZswMreulx8APialIa2nk65+AAgKymlVkMP1k9by1Dvgdg7l5lHauvp0LpPO5p2bcEG/0C+pWUwb0cA+sYGCIQCNs/egEQqwbVeDS4dOE9RQRHZGdkYmhqiUqkQicXIZd8xtTKjqW9LTu84ztunUaz2W8aUDbOo/SMM4vWDF6wavRg3b3fi38Wx4/5edPR16TKqO1PajmX0sgkYmhqyaMBsYp69o0aDWljYW3Jl33ma92xN5RpOxL+JRSGTMz7QH239Mh8Bc1sLBs0ZwfGNBxm6cAwSqYSgWzvLzRdPbT5M3OsPmP0w+qzdoi7RkW+QSKWsubwDPaOfK2OCZwXx/OZjxm+Yg4WD9Q/fiBwUMjlzOoylSY/W9J87GoFAQEnxd5b1nQYCcKzpDIBD9SrsW7j5F4Hh2fWHGJgZsXf+BrT1dQmdG8TQZZPQ0tUh8V0cZzbtBxVUruVS4V5Pio5HViIj4Hww949d4t2jF+gaG6KhrYmRvtGvL7k/wMjImMEDh3AwYAPjti1FU0eL74VFHFuxDYFQyK7gvejp6VG9uhvnzp1m6KhB+Izux7A+rXh57R5LOg1HJBTSs2cf3mpqUpidi76ZcXn5uRlZ6BsY/EELfiKVSunVqy+9evX9b50DQNCmdfiMH0rtdi2Rl5aS+SUZE0c7goLW0LljF6pU+duEDDVq1KhRo0bNH6MWINSo+Tvp1bMf64JW0rJdC/R/OLAf3Xucku8lOFcvm3W/ePoy3k3rk5OVTS1Pd/oMKcunnhCfyP7gA1R1dSI7Owe/gRNxq+XKh/exJMQl4FClbFZbpVJx7tgF2nVpw+CxA+japCdjp40mOTGZCycukpebD6j4+C6WhPhE2nVtTVFhcbn4ANCoZUO8m9Wnk3c3qlSrjFwmZ9P+9dTyKhuw1vJyZ+nmACYN8mfy/AmsW7SB0w+Ola9sqOTkgLaONqN7jqe4sAiRWMTAMf0YNW046wM2MWPEbAyMDWjQvD4ikYj5gbPp0LMsJnz09BFM6DuFJ3cj0NLRImjfGrya/IyTXxO6gsFtRyCWiLGvbIedoy0f3sXSp9lAbBys0TfU5+O7j7Tt3qr8GD0DPQyMDaheqzp3Lt2l59D/kB1iQCcC529gw6FALp+8Ss9G/YGysBGhQECN380Iq1Qqrp25iUQiZueFbeU+AfWbe9G5Vneq1qgYf66lo4WFrQWpiaksDQ5gSp9pyBUKqrhUZtvZzRQVFqOQyWnUuiGTFk8AoEr1KrjUdqGHZy96jCgrc9Ckgfh1Gc/2JcFsPBmETCZH10CXvXf28jz8Ofs37udo5DF0DXQBOL//PDuWbGfulnmsnrKKrIwsOvbvyMg5I3H3dmfJmMWYWplRkJNP5tdMdPR18F87rdzM03eYLx+jPnAi5ARpSV+JeRlNyfeSsvCB32U1KMovRCQS8jUpjZLiknIhTd/IgPycfApyC9DQlBK6Yhc3TlxDpVShQsXgmcPpPLQr+Tl5DG84mPycPPQM9Zmyfjqr/ZYzqaMfLh4ufI75jJG5MZ2HdWXjtHXoGuqxYMAcJBIxJlamZH7NZGTAOOr61OfLhwRCArZSr7U3CwfMxrNlvXLxAcC9kQe1mtRh0YA5TAj0R0e/rK+SYr8gEAjQ1NbEurItc0OXML/XdPSM9anfthEzdixEW0+b6Mi37JiziW8p6RiYVhx8W1ayITs9i0t7zuLRwqtcfEiOTcSxRhXOBh+nuKAILV1t3j+JwtLRBn0jgwriA4BnK2+iwp8jEJSZVgIYmBiSkZRGaUkpPacOKff/0NDSpM/MEQSNWcy35K+Y2lhgbm+FR6sGBI6YR0//YegZ6XP76CXehD/D1MaCtXcPIhaL2bdwI1Ma9UdTR5vS4u8oFSrEEhF752+g39wxaOpq8/rOU+4duYxz1WqcWruLNw+f4d3Fh0o1XXhzL4JHDx7w6VM8jo6V+Vtp1rQ5py6cZp7PAKycHEiN/Uzt1o2xdnbk3v27zJu7EJlMRsDi+YzYugQ717LnydnbAw0tTRxExqxauRahUMi5tTvps8wfiVTK98IiLq7fzaABQ/7mtvxPiY6Jpq9fP0qKitk5ahoSDQ3cfJoi0dGhTfsWhIbso1mzFn9ekBo1atSoUfMnKP/qBvzFqAUINWr+Tjp39iVk13YaujSledtmpHxJ4dPHT5SUlNK9ZW869ujAuWPnqd+4HqnJaTi5/JxJmzV+LgNH92eo32AASktKGdhxCEWFRfRq1Z9xM8ZgbWvFuWMX+PI5iZVbl5X7Ldy5epdnj19Qt0EdqrpWRalQcDDkMIPGDkBbW4vsrJxf2mrvaMdo/xGMnzkWNxMPatatWWG7u1dN8nLysbK1wKVGtQphFQKBAK/GnlRxdiTm7QeWbglAIi2LrZ653J+05K80adUQXQM9Lp28SrvubcqPFYlEjJgylNeRUZR8L6Gae7UK9TpVr0LJ9xKEIgGx0fE4VLHn/rVwlm5biE/nstjylMQUhnUYg3vdmrjVceXlk1cIgDfP3qCjp01BXkGF7BqF+YWIJWJEYhFVXCozaHw/igqL+fDmI2+fv8ev52TGzByJVEPC4Z3HSfqcTJN2jSuYFAqFQuyr2BF+7QGev1slkJH2jdTEVFxqVWPeyIUIhULmbpjNseDjjOowFihLA9ms408DPigTTZxrOjO97wxCb+3GxNyE/uP7cSr0NNVqVWPGwFl0HdwVfSN9rp+8Tj+/fuXiA1CWRnPtHi7sP4+mliaVq1ehvk99AOq1qMehJ4d59+wda/3XYF/VARML4wrCAkANrxqEX76PsYUxBfmFyErLslr4/kjvWZhfyL51e2ncsSnJ8UlsnrOBcUvGo6Ovy5fYREQiIUHT1qKtr0NBTgHbb+7CyNyYqEevWDtxFVXcnHD1cqNFt5asHLOUKetnYGplSvuBnVg3ZRX21RzxHdOLah4ufHwVw6V9F2jcqRn9/AejoaXB4ysP2DZ7IzW83dE30setfk1m7VjIjC6TMLIwxtzW8pf72sLOCmMLExp1Klu+fynsHOdCTlK1djUuh53Db81U9Iz0kWhIGLHIr0L2B4VcgVRTikAg4P3TN7j+LpPGk6sPUAHPbj1l9p6l5GfnsXHSKlLikrBwsEKlVHJwdSjyklJe3I5Az1if/Kw85DJ5eXgPQMK7OIwsTDiydg+z9jiha6iHvFTG4dW7EYnFSDSlFc7HwNQIqaYGWyctZ/ymeZjaWNCsVzvWj17AxnEBKORKDM2NMbE2Z+CiSej+8CEZvX4OaZ+SWNR5LM+fvUFTU5OvX78StHEtM5oPRiQSYW1jy+6QfVSv7kaTFt70nDEab9/WANTt0JzLOw6xYtVSQoL3/NLP/xU5ObkYmpmSKU8j8e0HhCIhafFfcGlYh4zMDAA+fYpHoqVRLj78Ru22zbiwbBsAiwOWM8ZvBEtbD8Kikh0J72KwtXfAQN+AwsJCdHR0fqn7fwsnJycSX78jLyMTA0tz+q9dVC4K1fBpymT/CTyPiPplZZoaNWrUqFGj5r+HWoBQo+bvJDs7i/fv3rH3TAjxHz8jl8k4efAMH6NjSUpIYtfGUHJycsjOzKZ+k/q8iHjJlHkTSU/LIDY6jrBzu8vLkmpImTxvEhuWbcTd051NK7aioSFl6PjBrNq2HF09HSIePiM5MZmULylY29vgVN2J2OhYXkVG0bVvZ2Kj4xg5eRjTR85m0tzxaGqVLdku+V7C5dPXWBy0gEMhR9DS0SLywTMatvAurz8i/BkOTvZcOnmFTx8/VZgZb9OlFTsCQ2jWpgk2Djbl4sNvGJsaEbppH6lJaYjF4l/M2+QyOSBAQ1ODR7cf0/bHoAcg4n4kFjYWKOUKpgycTq9hPTCzMisXHwCs7a3pNawbu4L24OFdm7DNB9A31KeKiyMOTvZsXR7Mqt3LkEjEKJVKtq7cSRvfVshL5URFvmHy4vEUFRSRkfYNS1sLoiLfMH3IbIRCIaWlMmSlMhJjE3+5vhbW5lw4dAk9fV1ad2tFSkIK6+dvot+4PoyaPRK5TM6C0QFM7D4FpVJB3SZ1+RAVg00lW+KjP9Gi889ZU4VCQfLnZOo0qcOJkJOMmTcauaysj6f2nsaH1x+o/sMstOR7KVo/0q/+hkAgwMDEgFdPXjN2wVhiXsfwIeojdZuV+XpIpBKq1a5GYX4hE1ZMZsPM9b8Mhp/eeopIJOLyoUu4edXkxYPn7Fm9m2tHr2BdyYaIOxGIxSJ09XWRSCU8vBJO+MV7SDSkIAC3+jXJzczl2d1I9kUcKRdI3BvWpt+UgZwLPY2rlxujAsbh12oUY5oNQ6VSIdGQMGHlFJp0aV7elvAL95BqaTB03qjygV3DDk14H/mW60cuM2D6UACsKlkj1ZDg6OrEk2sP6T9tMBq/u6/vnblFUX4hw+r2ZdRiP44E7WfV2Y3oGOiyuP8clg6eh7mdJfJSGWvHLaNKTSe8WjfA1smes8EnsHSwJi8rj7Vjl9Jv+hAquVbh+e0ILu4+hVAkomm3ltw9cZ387FzsnCsxK3QZIrGI3G/ZLOo9DWMrM3wGdOL+qeuIJWJCF2xh4LxRaOlqE3X/ORd3n0JbXwexRMKkxgOxqerAt6Q0jK3NEImEPLv+CK+2Pw1e7xy9go6hHplJ6cxpV9Y3KpUKoVBA9epuxMXHsfh8MHPbDMPodylFAcwdrJFqSJFKpRgaGmFoaMSObbvJzPzG9h1buHrjCnMXzKJDu47kZmXh1bHirL53tzYs6zSKyVPHk56Rjne9BgwZPAxDw/86NCMvL5fUz4n0mjcRh5oufHz6krPrQ0iKjmfdmiCgLFQjPzuXkqJiNLR/inyZyamYmZWFsejo6HAg7Ahnz57Cf/pkvLq0xbxqJQ5ePklIaDDnz1zBxMTkv2zH38PUidMYMmIgmkYGdJwxvkJGGidvTxQCiImJpnp11z8oRY0aNWrUqPlz/q97QIgWLVq06K9uxN9KUVHpX90ENWp+ISLiKR/i3zNh1jiqVndi8rDp9BrUnS37ghg9ZSR2lWy5cu4aYomY2OhYCgoKeRXxCiMTI+5ev8eoKSMqfOxmfM3gztV7bDu4iZeRr0mITyTmTQzZWdmcOXKebWuDcapWBfvKdhy4tIeGzb3p0L0dBkb6XDl9jS+fvzBz6TTevY4mdPNeNLU0iX0fx+xx8/mW/o3zxy8S9fwNjX0acXDnERydHDAxM+Hx3SfMGbeA/NwCkhOSMbM0IzH+C54NPBCLxaSnZnAi7BTvX7/n88cEeg3tXj6wLcgrIGDyMgyMDek/ug/Rr6PR1tHGzaPsY10mk7N4ynK+ff1GTc8anD9yARMzYwyM9Hl85ykLJy6lQfN6vH35nsL8QiLDn2FpY0mX/p0oLizm3JGLHA89SWLcF14+esWLxy/RN9RDLpOz8+w2PLxrcfP8bQLnbeDF41dsXradwvwifAd1ZumUlVjYWiCVSlk9ax3u9dxxqVWNr8np2FW2o5WvD9EvozGzNCX5czL6RvpUc3dGIBDw5PZTdq/bQ23vWlw9eZ3T+85y+8Idug/zZah/2bJ5oUhIDU83dq/dzZApQzi7/xylJaW09vXh1J7TVK7miI2jDcWFxWwO2EJRQREDJw3g0tErVK/twvrZQXyK+YyrpxtSLSmPrj+ifd/2yEpl3D53m5a+LcvvjzdPo7h05BIqpZImHZvSoFUDNs3ZiG1lW949e8eOpds5sOEAxhbGDJ0xjLcRbwi/HE4VtyoolUpO7DjOw+sP2XkrlG6je/Lg8n1SE1KZuXkuCR8SyMvKpdOQLljYWXIy+DiJHxMQCAXYVLHDwMSQHbd308LXByd3Z149eEn30T0rPAtKpYI7p2+hVCo5sC6MlE/JNPNtgbmtJSmfkslITsetXk209XW4d/YOB9aFYWhqRJUaTphYmZafZ05GNvFvYmnQrjEA31IzOLfrFEV5hbjWr8GZ4BNIpFISouPZPC0QI0tTJgT6U92rBttnb8DA1Ihek/oj1dSgec9WfP2SxvXDlxGJRVT1cEGpVLJ/5S7O7zrF9+LvJMUlMm71FO6duknSx0TePYlCS1ebsWum8vzWU/RNDYm6/4KkjwnM2rO0TIwBNLW1MLEyI+71B0YsncTTK+FYVrKhICefAytCOB98nOe3niAQCGjSsx1TdizGrVFtbh+8gFKmZMCCsRiam3BsTSiZqel8S0nnYvBxou4/A5mSzp26kpqWgpa2Nn37DODIoVNUd3Hl6esIGvduR+L7OLLTvlGtnnv5NXh1+wnfYpLwGzuxvD9TU1Pw7dGRpIJvdJg8GJdmXty5ep3MlDQa9miHpk6Z0BV15wnbJyyiuLCI99HvkJrrk5T9le1BQXTv1qs8K8bvUalUDBs5mAGrZuLu0wgdQ33s3JwxMDchLvI1bXza4OpaAx0dHZ6/fEZUxDOcG9RBJBaRmZTKsYVBzJwyi6pVncvLGzVuBK2mDKf5sD7YuVWjdoeWfImO5VPUO1q08Pk739j/OXZ29ri6uHL29EmqeHti7vjT1FWlVHJvz2GGDR6OkdF/zyPjf0pRURHnz5/h7t3bCIVCrKys/yn1qlGjRs2/Ajo6Gn91E/6hRGR8+qfVVc/sbw+p/GchUP1JjqkHDx6wZ88eSkt/Dv737dv3D2/Yf0ZGRv5fUq8aNX9ETEw0vft05c6ba9y5do+Qjbs5cuVA+fbVCwO5cekWE2ePx9DIgH07DxIdFUNudi4ikYjlm5fQzrcNX1O+oqmtySL/pVRxrszE2X7s3ryXLau2MXP5dDLTMzEwMqB9t7b0aN6HNcErqdvwZyy8QqGgsXNL5DIZG/YG4t2sPmHbDxC27QCy0lIGjOlH2Jb9bDqwHr9+kwn/eIv7Nx4QEhRK/IdP2NrbkJSQROsurbhx/hYCgQCVSoVCoUBDU6M8VefKHUsJWR9KaUkp7bu34fG9p3x4G4tYLGL9vjW4161JXHQ8I7uOw7GqA85uVbl96S5mVmaYW5nh6OSAd/P6hG4M4+2Ld4AAkViIRCJBqill55mt+NbrDcDeyyEs8FuMlZ0lTdo2JibqA5eOX2Fh0BwOBh+lc7+O9BzaDaVSSebXTLrV64NNJWsS4xORSqWIxGKKCoowMjWkqLCY/bdCsXYo+5D/XlzCmM7jGTJ5IB/fxnJ631mqVK9M9Msy8URTS5PcnDxkpTJsKtnwJf4LTdo15u6le5yPOoOu/s/QiO9F32nt1A5LW0va92mPbWVbDm85xIiZw9m+LJjcrFxKvpcglojZd3cvBzcd5OKRy4glYkq/l1Kzfk1mb5qDsZkxa6au5t7FezTv3JyIOxEYmBjQrk97UhNTuXjwAgKBgC5DuxLzIppVh9dwcucJjmw9jImFCQP9ByORSDi79wwCgYAFOwPYv24fF/afQ6lQUt3TlamB07H8kZY0NyuXQV592X4jBBtHW5LivhAwbD6aWproGerx/vk7pFIp379/p6Z3LZYeWPnjfIsZWn8gmy5vw/yHpwHAwfVhXDl0GZvKtnQc0oXigmLOhJzAs0U9SktKeXHvGXlZuRTkFiDVkODeyAMLe0sibz6lai1npmyYiUgkYsXIAIzMTRi7fCIp8UkETV5NQV4BBqZGaOlo4ezhwvuIt3z9kkZeZg4IwN65Einxydg52/PpXTyD5ozAvZEHlpWsWT1qCW8fv2LluU1YViq7/vnZefi3Gk1xQRETN8xk59xNCAQCSotLqNXMk74zhqJnpM+S/rMRCkVUcnPi5Z2n7Hh6uMLzH/f6A7vmbqJBlxZ8ivrA+I1zEAgEFOcXkhAdz7qRC6nZ2JMvHz6z+lrZaqdrYWf4+jSeuLhYCosLKSwspKToOwhAoiGlTm1Pvn5Nw96zGj5DfJHL5FzefgRhvpy9uw/g6eXOogs7kJWWsqqfP57tmuDWqA6J7+K4e/ACu4L3lmeyOHfuNBMn+6FrasiiC7vLfSyUSiVLO49EKBLhvy+QjMRkto5byJDVc3Bp6EluRiYH5gWS/ikRiYYGla3tCdt76JeVEMXFxVSuYsP6l5crCKmFObks9OnPzGmzmTx5Wtn9lpvDuAmjeRrxBBMrC74lpeLvP4Px4yaVH5eWlkrjZt4suHO8QrhDcnQsp+as5unDF3/8Qv47OXLkIEEhWxiycy0aPwSXhwdPknjjIdev3P7T41UqFV++lK2ksrd3+JO9/3Pevn1D737dMXWqjIGtNXHhj6jvWY+d23f/kvJYzV9HYWEhO4K3cu7SBcQSCX2692L4sJHqa6RGzf8CZmZ6f77TvzGb3938p9U10fUfI9z/PfypANGpUyfmzl9eVUcAACAASURBVJ2LpeXPuNvKlf8aJUUtQKj5VyM9PZ0NG9dy4uRRfPt0wd7Rjug3MazYvASAlKRUujTuzrXnlzA0NgTKPlDb1+9CXnYeI6cMY8vK7Ug1pSjkCr4Xf8fASJ/DVw5g52BD//aDef8mBk1NDRRyBat3riQ3K4dls1ax+UAQ9Rr9NHJUKBTUd2xCy/bNiY6K4XNsAiKxCNtKNpy8dwSxWMytS3eYNWYecpmcx5/vIf0xk/vlcxIT+k8hJzMHA2MDkhNSaNWpJaOnjcDQxJCZo+YS+eAZQqEQ97o1EIvFaOtq8+ReBP1G9qZxm0a8fxXN7qA9BGyYR9O2TSjIL6RltbZIpVICw1ZSr0ldXke+Yf7YRRy/d5BdG/ZyLPQkLu7O9BjSjbycPEICQ6lZtwbGpkacPXQBiVSCT+cWBGyaV36ety/eZdHEZQiFAoZOHsTdy+FERb5BU0sTsUSEUCiktnctYt/HoVQoGTlzOGtmBGJmaYYKyMvOw9jciK/J6chlckzMjRnmP5STe05hZGpEu15tcanlwr6N+ykqKGLh1vloamtSmF/I3GHzyfqWTad+Hegzpnd5m06GnmLnihBMrc3Ye3svKpWKwOmBPH/wnKbtm5D0OYmoJ28I2LEQWamMJX5LWbJ7KR6NPSj9XkrY+jDePI1i09nNCAQCRrUeSVJcEl2H+mLlYEXcuzgMTQx59egl9X286T6yB/OHziMh5jMCoRC5TEbYwwPl4TYKuYJJXSYweNoQEmI+c2rXSWQyOUFnN2Nb+WeqRJVKRU/XrtRu7MGcbQuY2GEcHQZ3xqVOdU7vPMmn93FkpWWSn5uPWCJmy9VgbH4cf3jDAW6duoHfsolYO9rw8HI4+wPDMDI3Zvvt3eWhOwW5+YxsNBiFrEzAcnSrQkZKOqOWjKd+m4ZAmffJwr4zqetTn9xvOdw8fg2JRExRfhESTSmdRnSj9+QBvLgTyY45GzG2MEEgEFCnZT0EAgGX9pzFu2MTWvVtx57FO0iKTaR2s7pEhb+gWXcfHly4R7W6rkza+DOtK8CRwDAuhZ5BKBJSybUKgxeOxcjChPunbnBh5wkcazhhamPJ0CUTUCmVTPMZjt/6GVT7nYFp2JIdCEVCUuKSaNm/I3V8vCvUMbv9GIwsTMhMyWDV1V0APL10jw+Xn7Fvz2EaN62HS0tPOozpi1gq4f7JqxxZvp1KblWZfSSofFCvVChY2sWPzYHbePAonCOnjtB58kAkGlIubD1Ixpc02rVuzwS/ybi4lIXx5OXl4uFZA89OLZBoSOk+fVSFtp3duIfIi7fJzchEx0CPViP60Hxg9/LtxfkFzG3Wm1Yj+5Ea+4nsj0lcvXQTY+OfYRBKpRJnl0pM3L8ei8r25b9/ePKSvf5L2bltF61ata1Qb1LSF9LTv+Ls7IKurm6FbVlZmdSpW5OFt48j0fw5AxYb8ZK7QXu4c/MB/0iUSiXTZ07h/MVzVPWuS9aXFGR5BRw/cprKlav84bFv3kQxfvJYUlJTALC1tmXrph24urr94XG/R6VS0aRFA1x6+1Krc3sA5KWlHJswnbF9BzNkyIj/+cmp+V9DLpfTsUs7CvX0cenWE0VpKW8PH6C6tTVhu/+aSTo1av5/Qi1A/O/xryhA/KlMa2VlRcOGDf8ZbVGj5t+KvLxcOnVuTbO2jdm6fwPrlmzkyJ5jaGprErB2HhqaGrx48pJ6jb3KxYffyM/NZ8uBIAyMDAhet4vV25fT2KcRRYXFBC3dyLSRM3F1r877qBh09XVp1LIBL5+8YurQ6Tg42tGpVwdCN+2lTv3a5bMtx8NOYmRsyKrgZahUKkq+lxD58DnThs9i0ZRlBATN42tqOtZ21mSkpXMw5CjDJgxCpVIxaaA/vv26MMivP0KhkPiYTwztNJL7Nx7g1diThNgENDQ0sHGwovfwnmhpa3JgxxHMLc0YO3s0EokYj/q1cKxaibVz19OkTWPEYhEqlQqfzs2p37TMo8C9bg28mnjSvVFfsr5l4+ZRnW0nNpbPdLbo0JROdXoAYGCsT3FhMb1H9KjQd83aN0EkEtFnVE92r9vL3KDZbD+zmeSEFJZNWUlVNydmrPZHpVKxY2UIdy7eQ6qpgaGpIdNWTsHM0oyrJ69zYMtBdl7awbvn7wmctR6XWtX4+CaWqcunYOtoQ/jVB4Td3oPmj7SHOno6jA8Yx5yh8zi09TBf4r7g7u3O8/AXXD91A2NzY/QM9MhKz8LEwoQZ62YQ/TKaPYF7eP/iPSqVksAZgeTnFtBjZA9c67py9dhVvsR/wcHZgbsX7vAx6iPO7s5IpBJkMhmjF4ypcO4z+kzHwdkBiVRCuz7tObL1MK16tCb5U1K5+AAgEoto1K4xWxdsIScjG4FQgFgi5v75O/SbPLB8v7cRb1CqlLwIf07/Or1AIOB7YTHz+8+ml18fOg/zJTryHQfWh9G6b1um+U6mVa82GJgYcv3YVQRA2JpQMlO/gaBsJUtBTj5ze09n4hp/bKvYoWugh0eTOtRs5EGVmlVZMmQeGloa1GvdoLwdUg0pXUf1YMfcTcjlCnzH9eZK2DnsXSpRkJPP3ZM38PKpz9snUbQb1IkeE/qR+y2HBb2nlwkH80eREP2J5UPn02/6UI6sC2NC0AwKcvOZ22UyeVk5yEp+DeFTyhU09m3J0yvhzNy9BM0fBqSdRvUkPTGNe6euE3h9CgKBAIFIxIB5o9ngt5x2Q7pgU9WBJ5fuEx35lsUnN3BoZQhZad8qlq9UUlxQRPqXNFoP7gqUDTDDT16niqkDK1YsBg0R3fyHlQsNLfp14vbBc9Rq6V1hRYFQJKKady3evHnNdP9ZOFV2InTfLrIys2jeuCmTwvx/WaZ/+/ZNnOq4UalmNSIv/Tp7nxqbQNsx/bFycmDr6LnYu1U0h9XS08XIyoL0z18Yvn4he/2XMmhIP+zs7fH28qZXr37o6Ogwdsx4wmauYOSmxRhbW5AWl8CRgPUYGxrTokWrX+q1tbXD1tYOgMePH7E9ZCuJiQnUruXBRL/J1PNuwK2QQ7SZMBSBQIDsewm3gg8woFf/X8r630YoFLI+cBPjx00kIuIp5ubmNG3a4j+d1ZbL5WzctJ49YbvJyshAqq1N3T6+9BqzGVQqXp6/Qs8+vkQ8fvk3G2jGxcWSmZ2Fe8efoo1YKqXuwD4cO36iggChUqkI2xfK5m2bSE5MpHqNmsybNe8XweevoqCggKioVxgZGZeLYv+/cPnyRb6VlNBh7TIEP/5/Wdeqw8nBvXn58jm1a9f5kxLUqFHzf5n/6x4QfypAmJiYsHDhQlxdXcs/hvr06fMPb5gaNf/qHDy0HzeP6oyfNZZ1izcQGx2HWCJGViqjf4fBTJo7gYz0b3x8H4tKpSp/foqLisnJyqG2Vy1WzltL32G9aNKqLNZdR1ebOStm0ti5BUWFRQwY3ZcLxy8jlUpZvnUJOwKDefH0NcO9hvIq4jXtPDvTqlNL3r+O4VXka47dOgiUmRVqamniUrMaQoGAa+ducOPCLTS1NOgxqBtJiSlsXbmdO5fvYutgTX5uAYPHDyhvY+Vqjgz2G8j+HYd4ePsxhkYGiCVi9l7ahY5e2Yd049aNGNJuJLcv3cHNwxUtLU28m9cjPS2D3Oxcju4+QWVnR3Kycsv7TCAQsCBoDs2c2mBla0H7nm0qLLM2NjPGw7sWugY6pCSkkZb8lYK8ggr9LiuVUfK9hPiYz4ycMZzWvmXKroOTPYH7VtHNqzc5WTkIEODdsj5Hg48DEHQksLzt/cb1IfVLKsErQlgSHEDs21ieP3yJUCQk4l4EVnaWFBcVY2JuXKFuc2tzCvIKOfRgP0d3HCNozkZKSkpQqVRkfs0EYGjzoXg29WTC4glUrVGV0u+ljJk/BpFYxIUDF6jq7oyRmREjfUZg7+SAq6crN0/fpDCvkE/R8QgEApI/JaOjp0P0y2hcaruU169nqMfd83fxbtWAR9cf0mVoV7R0tHh2L/KX+zMp7gvFhUXYO1di5tY5TO86maNbD1NSUkq9lvWJfxfH3tW7UcgUNOncDJ+ebchISWf/2r14NK2D76gyf4eq7s4YW5pwaudxVp9Yz+5lwcSfvkVRQRGB5zZhYmHCeJ9RDJk7gqZdW6BSqrh2+BKLBs9l283dSDWl5HzLwcjMmMDxy+k03Jf7Z+9UGFz/uDnQM9LHvYkHl0LPMDN4AS51y2aOn1x5wOIBc7BwsMLZo6w/Tm0/Sq2mngwLGFtehGu9GhxeG1YWzgDoGujRdVxvbhy6yKt7z/nyIQE757Jl8dnpWdw8chkV4OBSuVx8+A33pnV4dOEu/K6ddVs3QsdAn8ARCxBLxVSuVY38rFwOrQyhuKCI0xv3497EE3N7K5RKJReCj2NkYYJCrkApV/Lw7C3ObNlPVuo33sifoaGjRa3m9X/pC6sq9sS9fP/LNf3yLh6Htv0RCAR069aTbt16/rLPb7x//47jJ46SHJeAu6oxyR8+cffwORr36gjAw1OX+RwVzeBVM9HU0UZTW5O3959S2ePnbH12WgZ5GZkIhdWIefSM6MfP8erSBmlV+zJjyN07uXDuCv5TZ1BYWMAq31EIREIUMjlenvUI23uQ+Pg48vPzqFHDHam0YraPixfP4T9rKi3GDKRF77Z8ePCU9p1asWfXfmbPm8HGO4+wqurIx6cv8PKsR506nhQXF6OlVfFa/SOoUqUqurp6XLhwjpiYGNq0aUuVKhUzeMxbMJvw18/osXElRjbWvL1+m+sbtlGjbSvMK1eijm9H4u895Pz5M/TtO+BvqlehUJSFyfyHe0IoFqNQKCr8tiN4K8H799Bq4RwsqzkT/+gJfpPGEbJ991+eMnRP2G6WLV+Mib09eRkZ2FnbsHfXPmxsbP/84H8DnkY+xbpB43LxAUAklWJbvwHPnkWoBQg1atSo+QP+VICwtS37Z/Ht27c/2VONmv9bvHz5nCatGjK060hq16vFhcdnEAqFBK8P4eSB0yyduQKBQMC39Ex2bdrD8AlDEIlEvHv9HrFYxId3H0lNSqOdb5sK5YpEImrUdqXfyD60aNcMZ9eqLJm+gvPHLyIUCJHJZCyaVrbK4Xvxdy6dukphQSEGRgZkZ2VXKOv+9XDc69bExt6ae9fDOfPwGNo/MisMmziIvi0H8ebFW2p61vh1EGRnhUNlOxQKJdFRMfh0alE+gIeymcI2vj6snh2IAAElJaW41HRGVipjtO94SktLCdy7ijHdxnPj/C18OrVAIBDw8NZjigqL0DfU42tKxi/9mp6agY6eDn1G9WTn2t2ErA2lpmcNNLU1UalUhG4IQyIVExURRd/RvSoca2BsgIGxAVb21jg42XNm/zkA7J3sKrQdoH7zeiybtILM9EzcPF25dvoGvUf1JHTtHqQaUlzcq3Hr3G3a9PiZrePqyWtY2JhzPOQE5w9eQCKVolAo0DPUY/2JIIRCIetmBBJ5N5IhzYZQWlKKVFOKa103viZ9JTE2kYZtGnJy1yla92zDYP8hAAwAti/exuEth8n+lsPU1f58S/tGwPAFzN40h2q1XXh+/xmvn7xGKVewef4miguLkZfKaODrw84lO7h56gYtu/kgEAiIvBNB+OX7SKQSTK1N+fAyGoVCga6BLlcOX+LivnNYOljToG0jVCoVU9bNKD/HGvXdmdLRj6L8QrR/9Jl324as9luGub0F7g1q8eFFNBqaGtw9fRMTKzNqNHCnebcfS/yE0H5QZ55ce8ST64+QlZaSnpyOWEOMvrEB3f36cPvEdSJvPqHujxSislIZ53efRsdQj+z0bBp0aFIuPgDUb9eIC6Gn+fA8mozkdFr1a8/LO5FM3jy7wjX19KnP9plBONV2obSklPTENFCpKC0uRcdAl/ndpuLRoi6a2lo8vfYQAQK6TejP6c0HkZXIkGj8zOwS++oDIqmY8zuOMjjAr/z5eBv+gmbNW/DseSTTd6/Av9lgXt2LRNdQH31TYxb4TsDW2ZGvn5MxMDNi+MpprOjrz7ekNCKvhWNVxZ5pYWsxMDXm8s4j3Dl8HoVcUSE1aFFuAV+i47kRdppm/TqikCm4uus4svzv+Pi05s84euwwCwLm0KBXB5p7defu4XMYWprx9MItzm3ai0Imx9TOigkhK8sNKK2qOHAr7ATa+rp4tGlKRmIKpwOD0TbUw62ZN0eXbGLQmnm4NCpbzVSvWzuOLVzHtu2bmTc3gICFS5k9az6Zmd8wMzMnJSWZ7r26kpyajK6hAQWZ2axeGUiXLmXpXpVKJXPmz8KxXm2yU75iW92Z1n5DkWhpsidsN3duPuDx44e8e/eWY19zeBr5hPEzJ5Gd+pWF8xYxePCwP+2Hv4czZ07iP2MK1Zo2QqypwbqNgYwZNY4Z08rCeLKyMjl2/Ajjzx5C26AsDapHl/bkp2fw+OBxuiwoe6YMHexIS0v9m+t1dq6GtoYmMXfu49KiLI2vUqHgxZGT9O/YtXw/uVzOxs1B9NgShGllRwCqNm1MaXEx6zat+0sFiEePHrAqcDU9d+7EyM4OpUJB5P79DBkxiOuXb/0qPv4bYm1pRfiTR7/8nv8lEYsf97gaNWrU/Fco/+oG/MX8qQDx6dMn1q1b989oixo1/9KUlJQgEonKl+La2tpx/cItAAIC55d/VC1YM5fXz6LoP6IPvv26kBCfSPdmvQleH4K+gR6FBYV06NGO2ePm4dWoLnev3qVD93bl9eTl5PH6WRSLNixg/ZKNnDpwhtkrpuNetyb3b4SzdVUwEokEYxNDSkpKSUv5ilKhIGDdXGaMmMOMZf7U8HDl4Z0nbFu1g00H1rN3y376DO9ZLj4AOLs60aB5fd69ek/UsyjSktOwtCnzelGpVFw+dYUOPdvRc2g3Onp243Nswi998ulDAvWberF0+yKinr1h+4qdqFQqPBvVYeqSiYjFYjYcCGTe2AAC520AgQChUMDyHYtY4LeYE3tO0apzC6q6OaFSqThz4Dxfk7/iWrs6p/efIyczB31DfbrU7YlXE09i38eR9iUNmVyOSFxKZPhz3OvVLG9PVkY2mV8z6TO6FybmxrTp3oo+DQbwJT6JkuISNLR+xpS/iXyLkZkxV09cJzkhhYLcfFxqu7Bq/0r2rgsjLjqe1dPX8inmM+71ahJxL4Irx6/RpH0T5AolcrkCubwYsViM3+LxSKQS/h975xkWxbat67cD3eSMZAREUTCDAUVRxCwoZhBFzFkxZ1HMOeecM2bMggEDRhQxgIgIIhkEGprQ90e7em2O59y19r7rnL33ubzP4w+rq2aNmlTPrvnVHN8Y2WEEHfp0YPjsEXxP+c6eZbuVqTCRT2nfuz0xT2KIjogmLfkbPYdVTi3pN7o/lw5dYm/EXqpZmiIvlrM1ZAuLxyymML8ATR0tGrdyYdCUQUzvN5WC3ALi38TTprsnoQeXsmL8Mvav3Et5eQWF+QX4jujNuV1nKC4qZuvczbT2bkNb33bcv3yXN49fs+7iZuYFzKT7kJ6V4jC1NsPc1oLEuE84/+zb1MQUpBpShrcYhLa+LgOmBVEmLyVsxyl0DXRx6+L+y71hVt2c7fM2UVZahnWt6hT9KKJCUcHsnpPJ/p7NhuBVWNe0walZPe6dv4O8WI5QJCTrWyadArr90p6pjTkFeQWkJ6cxy3cSUnV1fmTnV/6OykoolhVTkJvPGLeBCEUiigtlKFCgqaXJmlu7eXojii/vEqnn3pjstCxio15g7WjH5knLGRwyBh1DPR5dvkvEyWuMWj2NjeMW8/FFHA3bNCXx5Qfy03I4ffI8bTxbsG7EfIp+FOA7YSAdBisnHbKCQj69es+ptfsQImDL+FB0jQyo1aQebx+9ZNSGuaoSol1H+/PkcgSbRs2n5+QgJOpSbh2+QG5GFpP3LWPX5GWcXr0HkVCER5u2hJ2+qBp/vn1LZcvWjUQ9jsK0minDh4zE09OLwsJC5sydwfgDqzF3sAXAvW831g0KRqIuQaFQIJKoEXxoLRraSoEpJy2DxJh39O/rT9iu41zbeRRNXR0qKiowtbPBwtGOshI5ji1+95wRCAQ069WZ6yt2Mmf2AgCkUikWFpZUVFTgF9AHJ29PBg7shVAoJDn2PVPHTqZmTUfq1HFi5apl5OblUsfUBKFYxMHJC2jU1YumPbuwf8R0hEIhLVq4s2zlEgwb1KLP9mWI1MSkJyaxbPQMHBxq0qLFr/fdX0F2dhaTp05k4M4NmNVS+j60HhHInoARtG/XnoYNG/P5cyLG1lYq8eE3bBrVJz5K6fVRXlbGp/uPmLzqz6eOCAQCtmzYTkBgf+Ij7qFracGnyAfYVDNj8ODf0y/y8vIokctV4sNvWDeoz4NN2/7RS/9L2HdoHw0H+GNgrUyzEYpENBk0iIMXLxIX9/bv8sT4V6VPn/6s3bCGhIhb2Ht4oigvJ+7CWYq/p9GhQ6c/bqCKKqqo4v9j/lCAKC0t5d27d9jZ2akmWP9xGWUVVfxvIzs7i5WrlnLlyiVA+WCd8vUrEqkEX9/eLAxZQof2ndm+bTMDRvj98kanlZc7Zw6H0cPPh+r2NnTr05XwsGuUFJewZs9K3DyacWDrYXZt2EtRQRHaukvpM6gXmRlZrJq3BpcWjQnyGU6FQoFdTVuWz1rFlEWTGDQ6ABCwY/UuvqV+Z/riKcS+fMv18zcIO3qBfkG9WDx1Gdp6OtSp78iW4xup19iZlC8rEIgELJ2+EgNjfbr7eWNhbU5hQSHODZ1walibgZ2GMnRSINo6Oly/cJOs71n4+HVDJBIxcJQ/G5ds5ezBc/gO7I5AICD63lOuhV3nxN3DLJ68nIe3H9GmiwdiiZjzRy7Qzrstjd0a4tzYiWMRB+ng1A2BEG69D0csFlNeVk7IxCUM7jwCK1tL8nPzkRXJEEvUyM3JZfCkgRQXlbBz5W4kEjVePHxBZno2IpGIph5NSP3yjUObj2Biboynd1u+Jn5l9ax1GJsZE/Mkhrbd2qAmUaNnUA+ObTvBnOHzmb5yCobVDLl9IYLTe88ikUp4cD2KLwlfaO7ZnLB95wjdvZDVR1cCELb/HFtDt/MkMpqGbg3ZeW0nZlZKkeZp5FMS4hIwNjPGoroFZ/ecoXXX1oyYq/RtcKjrQK16tRjmNZQfeT/o1L8zXQZ0ZWT74QgEAsrLKi+nListQyJVo5qlsqrEhYPn0dLRon7z+vQZ0x+FQsHp7SdYN30tBiaG5GfnY2xhzBCPQJp5uaFvrE9qUgoikQgtXW1in7yh84BuhB+5hEf3toxdqqw08OltArJCGcc2HOZTbDzfklIqxVFeVk5a0jfgZ0nMzBw2TFtDRYUCsUSN1Zc2If1pDujRsx3Dmg/g3oUIeo/zU6XTlJWW8TLyGYNmDeXwin2oqakRfvAC6V/SGLdmKk7N6vHxxTu2zVzPzePhtPfrSq8JfiwdPI/3z94SceYGPiN6qcq8Fv0o4unNxxQXydAz0Ucuk+Pl14VTG45Qs6Ej6loaVFRUcHLdIbT0dCjML2RwyBgMqhlxL+wm0dejMDQzxtDUiNT4ZN5Hx+Lp3xUUcHVfGLVcnHh+6xHBnkMoKy1DXVMD+wa1sXCwQSCAL3GfMNOpRnt3LyZOnMK9e5HI5SV8eBaLoryC20cv4dyyEZY1bZFqahBx/AryohI8B3ZH9qOQG/vP8vreU0xtLVXiAygnm77BQeybtZqVAVOVJq+ezQnes5z3j1+S/S2Dtas34uPjW6kEZlraNzp29sS5vRsdpgaS8SWVCVPHMWXCVGyr22FZ004lPigUClI/fqZW04bEXImkRgNnDCyrsbzXGNx8O1AiK+be8Yu4NHJhzeoN9Ondn+OnjpKdncX7d3Gkx3/hxNx1FOX/oLy0FPHf/P4X5v1ALi+lsLCwksfBkyePKVGU0XpQb9XYaO3sSLO+3Th0ZD8jh49h154dTAnbh56piXLMDOjNul5D0TUxplo15XcgIeEjH+M/MmXTQkQ/hZdqdtVxD+rP3gN7/hIB4s2b15w+c5LikmI6deiMh0dbbty4Ro2mLirxAUDbyJD6Pl0IO3eWhg0bU726HZnJX5Hl/0BD93eztKQXMajraPPpyTOeHD5Jzer2tGzZ6u+KqWnTZjy8/5SzZ0+S9v07I+cvpm1bL5WxK4Cenh4SNTUyPyVWEiGSX8Xg8LOk6T+LrOxsDJq4VNomEArRNalGTk72PymqvxZjY2OOHT7BuOBxRG9eR3lZGfb2NTh76lzVM3IVVVTxh1R5QPwBnz59YsyYMar/CwQCbt36n3PurKKK/2lKSkrw7dmVxi0acPjyHuSlpWxesY1qFkZsOLCWdYs2MjjIHy0tbdw9W/Do7pNf2rh/6wEf4+JJ/vwVa1srnBvU4d7N+6R/z+Dg9iM8uBPF6QNnycvLR09Pl7NHz3E7/A66+rqYWZkRdecR89fMprufNwCf45MY3G0YTg3q4NGxFZuXbsV/WD82Ld1Kn8CebDu5ifi4BDYv3UbzNs349D4RX38f1NWlrA3ZwJfEZMpKS6nvWo/U5G/0auVHTScHYp6+ZtmORZzcewaBANaFbFIu1dfVZszMEWj8NGDMyc7BwsqMjaFb2L1uH+oa6mSkZeLt143YF3HEvYzjTNQxNH7m0T+4+ZBJA6Zy5sExZEUyVsxcg66+DlkZ2bR36kZHXy/Gzh7JrXdX6N3Sn6SEL6ipibGoboGaRI1VB5erJrOu7o3xbtSTLn07ETQ5EIFAyIENh3gd/RqvHp5cP3uTlTPWYGRiRM+gHnxL/kb636R2ZHzLwMreiqSPXxjQOpCS4hLqNKzN6qMrWT1jLTnZOWwK24ihiQEBrQMZ5zuBjr078CX+CxePXEZNooaDswOd+3fG0ETpCZHyOYXUpFQMjAxo5tmMyEuRxD1/R8DfGDwCmFiYYGVvRXpKOjmZOVhUt2DS8mBChi3gRwLjFAAAIABJREFUwJr9jF88QVXu9MCa/ega6HJ29xliHsXw+PYjzKzNmbl1rqovZm6Zy7iOI0lLTiNwxhB6DOvF14RkXtx7hrqmBunf0ll5eh3xMR/YMH0tCW/iEQiFuHdrTV5WLmd3nOLuhQgK8gtxqFuTwbOGc3j1fuq5NcS2th2l8lIOr96PjoEu8wfOwtDUkB85P/Dq1xE7J3syUzOY6j2erNQMjCxMqOPijL1zDZLefWbpsBC6Du5OUX4hN05cxcbRlpbeHuxfvBPPfh3YG7KNCWun4eLZFID67o2YuH46y4YuwMrRBpFISJ9JA1g5fBF52XnM6TUZn+G9kJfIObPlOCKxCE1dLWo1qoNBNSN6TwpgX8hWxnoMoY6rM5/efERNqobsRxFLbu/B4Kd/R51m9SiRlRB9PYpXd5/y/PZjll7ejsbP1UDuPb2Y3n4YFRUVuHVvh88Yf6SaGtw4cJa5PuOoKFfQoocXhuYmHDtzlITEBO7ei8Cylh0BIeMxNDfh0YXbLPOfxoKwTXx5m0BqQjLzw7YilihTOtx8vJjTaQiKiopKqS0A8c/f4t67E2rqUm4dOMvLm1E8vngHh8bOdBzhx4KFc2jb1otz585w5vxpAEQIcfZyo+cMpf9FjcZ1sa1fm2WDprJz+z5yM5V+JFkpaewJXkRhXj6aerpkZ2eTn5dH7VZNeHY1kugrEQiESoPNh48e4t6mGTu27GH9mk2q+N69iyM9/Tur1i7n1u7jdBg9EIFAQHFBIeGb9iJAQDO3Rpw+eV5lNJiZmYGRpfkvwqy+hSnpz+O5ceMqddu5q8QHAE09XRp19eLWjgMsD1UKgBkZmRiYVVOJD79haGlO3H/ie/JnuXLlElt3biEh4SNFMhl127dF39KCSTODadnUjVYtWlXK7f8NgVCAQqFcOGtkZESvXn0Jm7mQ9lPHYWBlQeyNCB4fOoG5hSXPdxykr09Phg8b9Q+lHBgZGTF8+Oj/8nOxWMzE8cHsnLeQ9rNnYOpYk8RHT7i7YQs7t+z6u8/3V9LGvTVnb9zAoXVr1bbcr19JT/xEgwYN/4mR/bW4ujbl4d3HfP6ciJqamspYtYoqqqiiiv87fyhAXLp06X8ijiqq+Jfh8uUL6BvrsmD1HNWD47o9q+jWwpePcfEs2rAArwadyczIJCzyJL09+7Nk5nLGTh+FUChk96Z95GTlMHTiYAJ9hrJ+72pWL1iPSCyko097Ht+NJuVLCvsu7MKhTg0irt1lwcRFrNy5DBe3RjyMfExKUopKfACwdahO36DenD5wlhaebghFIj68jadvUC+GTx6Cmpoa9VzqYmVryZh+ExEIBUwfPgeJVIKVrQUNXOux5eTv1Sbae3syOXA6tes7smDCYkQiEda2lmw/vQnbmtV5/ewNM0fMw8DIANuaNpw+cI52Xdtw7dxNQjfNR0NLg9gXb7l9JZKMtAz8RvZViQ8ALb3cMDIxxLtJL7S0NRGJRLTt6kHghADKy8rZtXovA9oFoWugi7qGOo71axH/Np6vn1MYMX1oJWPKnSv3YGVryZRlwaq/R/DiCbyPec+LqJccf3BEtX+pvJReTfvSsXdHfuT94FtyGldPX8fTuw1u7ZoxYJw/5WXlqvKjdV2deXb/OZePXeHp3afo6GkT+/QtCXGfEIqEdPHrwuPbj7l59iZP7z5FViijVZdWREdEI5aoUV5eTqf+nVkwdD5aOlp8fp9I41a/m4/Ji+Wkfk5FUaHA2MwYgO8p31GTqnH/yj1ePXhJfbcGPL/3nLzsXHT0dNi7fA9iiRiRUETLzu6V+kIoFNLYw5UL+8/j0d0TAKsa1ljVsKa8vJyrtS+joa1Bk3bNmLNzAaFDF1BSXMKioPmUl1dgbG5M3/H+HFixl7l7F6kqfMz1n46mjjb5OXnUauDI2OWTWDNhGTO2z8PE0hSBACZ3HYdILMTIzJiSomJqNqxNYlwCqYkpyOVy3jyKIeb+C9SkEiRSCUHzR3Jm83Fquzpz82g4pfJSHF2c+JaYgqauNnpGeji6OCErlHFpdxiPwx/QJag7EnUJskIZyR+/sGfhNsrkZZQUF9OobTM+Po9DIBCipa+DUCRiaOh4vEf0IfFNPCUlckxtzEl49UElPvxG007uxNx7zuZJK2jdu6NKfADQ1NGiSedW3D11jcGhE1X3WLdRflzbF8a0gyuo0UBpfNl1ZD8W955Ifl4uIVd2oKmrLCHZfnBPsr+lE+I7noqyMhybNeDEsh1Y1banWbe26JsaUad5A7LiU9k4fA5+c8diYG7C44u3eXj+BrNObELHUI/ru0/SrHt7/BdMVBoRAhmJKfgH9KZErKD1wB4IBHBy8WaGDJlX6RrN7G3QNTJg157t5GXl8OTiTW4fOI1LF0/aBPZBKBSS/jmZrUOmcmXDPhALKczNp6SwCNsGTvSZP4m39x7j29ubG1fvUL26LQC1a9ehdu061KxZi37+vVhx+TaGNuYkvX5Ho05t6TFrPE/Cwhk3cTQ3r0UA0KRJU+InjaEgOxftvyk/HHv9LoE+/VAooKyk9Jext7iwCHlxCerqyrGkbt16pCclk5WcgpG1pWq/N9ciaNOy9S/H/xn2HdjDmo1raTthOE3tR/H+bhRRB48xeNdGmvbryd6BI+nQrgPxj6LJ/PwFY1tladGivHxiLlxl2p5DqraWL1nJ2nWr2Dt6CrlZWTRwccWzjSePnjwiKzODK+GXqVe3Pq1bt/lv8T0YPWoc6urqbFoQyrfkZByd67J53WbatPH8y8/19zA4cAjHTh7j2vz5OLRvT0FGBi+PHGHOrHloa//vKq0nEAiws/vnlKavoooq/n1R/LMD+At49+4dc+bMIS0tDRMTE5YsWYKz859LsftDAWLgwIG//HAePFhV47iK/728iX2Nm0dlZ3qhUIibR3Pex37AzaM5Tg3qEHn9LqtD1qMmUePe7Qcc3X0MgVCIVzdPDl7ag6mFKdfO38Cv0yAaN2/IrjPbqSgvp41zB7Ye24iljbJknldXT3Kzctm3+QAubo3I/J6FvpHeL3FVMzfh9uU73LoSgaxIxvNHL3hwO4rd6/bRyqsl05ZMZsvyHbRo15zR00cgEok4uPUID25GMXzykEoTWZcWjdHV1+XT+0RkhTI0tTRp09mD6g7Kh+16LnWZsXQKIZOWICuUIRAKeBkdQ7GsmEmDpqEmUUNDU4PsjGxMzExo0/nXyYCmtgZaWpo41K6BTFbMjBVTVJ8t2DiHXs390NbRpCC/gC/xX0AhwNreik/vEyu1c+dyJB16ev0yDjVu0YjLJ8KZNzKEvsN7UyYvY/eqvWjpaPHpXSLdG/airLQM11YuNGzRkIuHLzFwQgAiqXJiV1FRQczj13h6t+HmuduYWZnxNfE9IrGIxi0b8+rRK66evEpTz6ZsC9+OhpYGie8SmdJnMiKxiOo1bajhVIM75+/QpntbLh++xMF1B3Fs4Ihzk7oU/ihk64ItAHQN6IqaRI0dods5v/8chtWMKCooJCsjC4VAQOCMIdy7FMHHmA9UKBSEHl5G1JX7vHv+ayWEhNgE9I30SE/5joGJgWp7Tno2EqkUtZ9v3R0b1UZeUoJH97YMmjEEdQ11rp8I59DKfdjWticrLZOz208S//ojDvUdMTIz4tvnVEIOLuXxzYeIJWpUszJFQ1uT2b2mkJuZQ/fhvYiLjmXj7d2q81zed57zO05Rs6EjI5dNRFtPm3fRsSwfsRAtXW3kxXLK5KXoGuoR3HEUalIJRfkF1G3RkA7+XdDW02HIgpHsnreVoyv34zWgC3FP3tCsUyu8/LvwIiKazZNW8Ob+CwRCAXmZOXyO+0S3Yb2QqEupZm2GuqYGO2eto2FrV6KvRVFRUVHpfk9LSqG8rAx5cQk5P6uV/C35mTkYmBpVusc+PH2DRQ0blfgAIFGX4hXYg/Obj5Aan8Sr248RS9Ro2tUDpxYufHwWS1riVyTq6pjaW/M68jHX955m+uHVFP0oQt1Yly9x8awOnIZAIMSxeUMm71uJkaUppXI5AqGQt/efolBAysdENHW0EUrFpKanMS98L2o/l3Y/OneDjKSvOLjUVcUmlxWTnZ5J1PcMRm5dwu5JCxAKRbQd3Fd1XdVsrfEI7MPVbQcZvmkx9o3rIpcVc2n9bk6FbmD0rpXkf89i1+4dLA5dVqmPzM0tiLwdRbMWjbFyro3v7IkYWZkD0LRHJ65v3MvXr8lYWVljamrGsKEj2TlkCq2H9kNLX4/n565Bvow+ffwoKCggdEkI3z58wryWcvKW9TWVmOuRdJ02jvWb1+Hj0wNtbW1mzpjD+pHTaDXMHwNzM15fvU36m/cMW/X3+xzI5XJWrFxK/y2rMHVQntfErjoKRQX39x2hZ+gc6np3IupRFEsWr2DukLE4tfdETV1K7LXbDOg/AFfXpqr2xGIx06fNYvq0WRQVFeHZvjVZZSXISuU06N4NsVTK0HHD6dHFh1XL1/zlIoRAIGBI0HCGBA2vVGnpn42Oji5XL11n/4G93L4cjpGhIbs278Td/R8TjaqooooqqvjXY8mSJSxZsoTatWsTFxfHwoULOX78+J869g8FiIULFwI/317ExvLu3bv/t2irqOJfHDtbe65H/Lry582LN7h5NEMulxPz7DUWlpY8eRDN8m2LeXIvGrMAX4LGDar0EFivcV2+p6Yzad4EJBI1Ur6ko6GpoRIffqNRs4bs3XQAUE7c3zyLJS3lO2Y//QDKy8s5d+QCifFJyEvk6Bro0iewJ0HjByEUCjm47QgDOwVhYGTA7vPbVJOvkA1z8XLuguxnWcLfUCgUFPwoZNriYHoM8Cb2xVsWTFiMgZE+fYcozRHrNKiNrEhGCy83Fm2eR9Sth6yYuZbx80bj3KgOjyKesHnxNjS1NTmw6RBePm1V3gBP7z8nIy2LFl5uvHz0Cm+/LpXOLxAIcGpUm4jwe6zYv5SmHq7ICmVsXbKDq6eu0bFne5p6NKGiooIfeT+Iefz6lwfsV09iGD5zKOkp6SwcE0qxrJh+o/rRd3gf1CRq3L/2gNBxi/nw5iN1GtUh83sWa2auo/+ovpSVlrF39X4y0zK4d/U+6SnplMpLad6uOSXFJXxL/saAiQPYv3o/k1dOQUNT+UbWrrYdI+aOZPuibbTxbkOdxk4sHhNKiayEQw+PEPPwFYtGLaJUXkpRYRE6ejrYOtpx8+xNXj58Rfb3LPSNDXBu4oyLRxMSYuO5cvgSrbq2ZtKqqfg37oNQKKBm/VqsHL8MWYGMC/vC6DxAacp48cB5UhK/0jXQh92LtjNvzyJ0DXSRFcrYMmcj7ft1VOWJR567g7aeDmOX/c1b/cDuvHsax5ObD5niM56OA7oydkUwXz585uDyPRTmFTCx0yjSktPQM9JneIuBuHV2JyczG2NzE15EPsVvaqBKfADoNLAbx9YcwH/aYHT0lW836zStS79JAZxYf5jRyydxcOluCnJ/MGH9NBq3bUpxUTGHl+9h/cQVODSqzZqxy7CvW4OkuES6Du2JsbkJrx+8xMu/C2Gbj9G6lxf9pwVRWiJnTo+JoFAwo+tYWnRrjVRTg2sHL2Bew4aT6w4iEok4sfoAfSYFIJao8en1By5uP4WukT5F+QU8v/mQTzHvsa/vCED8izheRURjZGVa6R4TCATIS+S/jAPlZeUUFxaxa9pKmvu0o1hWzMqAqdjWcyQt8Ss9JgXRdoCyWoFnQA9Or9zBgbnr+P75K4tvHOTgnDXE3HmES8cWBC6dqjpfxNGLmNWwIT8zh7kdBiKRSijM+4FCoaBRh1bkZ2Sjpa+LupYmHv4+HJq9Ctv6dTB3qI5cVszx0E1Uq2aKpok+do2cGBA6jWs7j/yaBmFmgpGVGfaNleKFREOd7lNHEdrRn/TEZGo0qU/s8Wu/XPdvfaKppUXNZo1U4sPffFjpv7NmzqVhg0YcOnaQHz/y6erViaDBQ9HU1ERTU5MlocuZ7D8apzYtEInFvLv/mE4Th+Ps6c7NDb+nEAwfNoqaDrXYe3APyVlRtGrZihHLt2BgUHmVy58hNTUFoZpYJT78Ri13N15dvApAaVER6lJd/PoPoGULdy5cOEdJSTGLjo+nbt16/1mzAJw/fxaBng7pHz4w7Oh+dM2UY3eT/n3Y7x9Eb98+NG/u9nfH/Gf5VxEffkNXV48J44OZMD74nx1KFVVUUUUV/w0oFApq11a+pKlTp47KJPvP8Id72tv//kNdo0YNzpw58w+EWEUV/z74+vZizdoV7N20nwHD/SgtLWPHul1kZ+ViaW3JhIGTMdA3JCnpM1raWsweM48GTerzNuYdQeMGqdqRl8i5f+sBpaWlaPw0njOuZkyxrJivSSlYVf99SfHTqGdUt1euPlAoFEikEgZ2DmLgKH/0DfUJO3qeH/kFCEVCrO2s+J6aTuGPQtQ11RGLxYyaNpzLp8Jp0spVJT7kZudy69IdDI0N2L5qF63at0T755Lx80cvoqmlgW+ADwKBgHoudVm8ZQFTBs+kT1BPBAIBjyIfU1GuzFmf6D+FTx8+M2/dLFp3aMnDO495/vAllraWfP6YRDULE3o270+XPh1J/5bB3esPWLI9hFWz16Glo0X0vWf4+Hfj7IHzJCV8oUZtO54+eIH/qH40a6Ms66eprcmk0PHcPHebWUPnYWhiQG5WLmKxmPRvGWwK2cLA8QMQCAQc3HiYr4lfEYvFmFubUVJSQvCyYNp2a6Pq05YdWqClq0WterU4uvUY8mI5Wd+zuHrqGuWlZVSzNmXR3lAUFQo2zt1IUUERNg42hJ8IZ++dfaR8TuHS4csq8eE3rGtYY2RmzN6Ve+ncvzN5WXn0GOKLvpE+rbt50LKzO+lfv7M1ZAutu3rw5eMXdPS1efHgJU4uTlR3tGXYT6PKtr7tcHKty5Y5G9l+azf6xgZkp2cROjyE8rIyjMyMOLTmIHuX7aaiQoGugS5Lj6/E3NaC1w9jGNTUDyt7K9K+fEOsJsZ3RG8UCgVf45M5tHo/dVydf5mYODV1VpZtNdLn4ZV7+AztSY16NbGqYcPCwNmYWJuy5Mxa1DXVyUrLJGTALPRNDEn+kISaRFxJfABAoFwhJPybMpIA1evYIxKLuBt2i9yMbMyqW7B58mrcunkQNH8kg+eO4FH4fQJmD0VdU4OpHUZhaqOc1KZ//Y6uoR53Tl7je1IqC06sQigSIVGXErx1LiuC5lEiK+HmsXBKS+Ro6mghVVcHBegY6/Mm6iW3jl1GQ0uDgtwCRGpiPPp2BuDKrpMsDZiBZQ0bhGIRqQnJjFg9ncs7TnBwwWa6j/NHLJEQ++A5GV++ERv1HOcWyrSaoh+FXNl5AqFIxLywbaoqEh79vVnoPZzy8nLc+3Su1A8efj4s6j6SiXuWIVGX4hnQg4/PXvP8+n2e37iPuqYGUi0N8jNzkKhLkReXYFXbAe8JQdjUc+TSxn08OHWZ2HvRlBQW4dKlLb1njkbH2IBV/cdjYF6N/MxsbOrWJjs7i8zMDErlcuwaOZGWkERWShpGf1Pd5uGZK1g7O1aKUaQmxtjGkrz0TN5GPObrly9079GZ7j49GTy4ckqUr7cvFw+ewa5RXVWayNOLN7C2sqmUAy8QCOjSpRtduvxa0QSgXz9/lq5YjFF1K/TNzeg8ZTQ6xka8vhGB408vid9o08bzL0krMDY2RvajgMKcXLQM9FXb0+M/oWtajdxv33l17grzjocBYGNTnXHjJv6ptp+/fI7UUB+Hli1U4gOAVFsLp26dCL96+b9VgKiiiiqqqOLfh4r/BSaUYrGYO3fu4OrqSnR09N9lwPury9J/4MSJE6p/mzdvprCw8P8p2Cqq+FdHW1uHs2cu8uj2c1yqu+Hm0JqrZ2+QlZ5FoM9QoiIe8qMwj3P3T3Hv/S2uPruIQCDga1IK00fO5mX0Kx5FPmaQ91AKC4oQCAUc3nkMhUKBVF3KoNEDGB8QzOvnbyiWFRMedo21CzcSff8pHRt1Y+rQmUikElp5teTD23girt6ldXt3crJyWLp1ERefnOXG68t8jEtg7wblqok3z2P5kVfAqycxANy9fh+fpr14cjea2vUdyUzLokP9bkwfOosB7QezbMYqFm9dUGlyWqdBbTK+Z5KSlMqlk1dYOn0VxmZGdOvfmcBxAdSuV4s9a/dxeNsxlk1bRYt2zZkcOoE2XVqTmZZJwY9C4mLeY1/bnn3hO3kcGU1ZWRkpX1J5/SyWvu4B5Obk4d6xJcmfUyiRleDg7FCp78ViMZbVLfAf3Y8aTjWQFRVTKi/lR94PHt5+jK9LH7zr9+DyiXCs7K1ZPXMtmxZupUQmZ8HIEHo07MneNfsoKysDlGUZFRUKDt49yI2kGzRp2wSBQICnbztq1a3F/KHzkRXKWH96PfnZ+RzZdIS23dsi1ZBiZWdFXlYuXz5+qRTjvfB7NGzREIVCQeSlSLT1tBGKfh9KRSIR5tUtUJNIKCoo4vqpa7x/+R6xmoikD59p37dyibbmHdzI+p7FuxfvkBUU0W/8ABJjEyguLCZgSiAbrmzBPzgAkUhEQd4P3j+P43nkUz7FxjN03khGho5j6509DJk3kmWjQvF16MqsftNo6uXG++dxv1TbiIl6SeM2roxfNZnGbZpwYc9ZAGo2dAQF9JsUoPKGMDIzZsj8UaR++kqbXu2QFRZzed95KiqURnwRZ28y2n0wxUUy5vebRviBCygUyszGpzceUlFRQdb3LDbfP8DK8K1siNxLenIapzcdQyxRw8LOitz0HAxNjWjQujGlpaUsHTSHK3vP0bp3e85sPIJlzeqqiW55WTkbxi2ly/DebHt6ks2PjjFm3UxKS+SMWDWNeafWkfs9ix7jBxJydjPyklIqKiroPSUIr0Hd6TqyH6tuH0AkFpPzPQszOyvW3T+CS4eWBO9ezPsnMUxrG8hEt/7cO3sDiYY6G0eFsHbYXPbPXc/sjkORF5fgObCHSnwAMLE2x9ndFYFA8Iu3QUmRDB1DfWo0UuZFZiSnIi8qxsPfh9lhOxi1NRSxVIpCAd0mDGHqsc009WnP7uBFxD99TffgYWhoazFy6xImHlpP2qcvbBszl++JX5l1YS+DVsxh5rk9jN6xHK9RA9DT0+fYrFWUFBXTaVQAGwZN5O7Rc8Tcus/uCfNJinlLWWnlGPMzs0l9/4lHYVd5cvE6Nu6u6DSsydK1y2je0oXSv9l/xIgxaJcJ2dRvDOEb93A4OIRbm/azaf1W/iNyuZxlyxfjXL8WNtVN8Qvoy7t3cZSVlXHlyiUca9Um+tRF1DTUEUskvL4RwZUVm5k+ZeYvbf0VaGvr0Kt3Py4vWklBdg4AqXHvubpmMwq5nJ1+Q5kyaSr16tX/u9u2rW5LYXom8mLZL5+VyYqRSv99KiNkZGSwbdtmFoTMJTz8smo8raKKKqqooorfWLJkCWFhYfj5+XH+/HlCQ0P/9LF/uAIiI+N3N3mJRMKGDRv+sSirqOLfCHt7B04cD6OoqAihUIi6ujpr1izn+u0ryIplTFkwERs75ds+AyMDFq6bj0/LXpQUlzCiz1ikUgm9Bvkye+V0BncbzoM7UQR0Hkx773YkJSTxJTGZIJ8RlMpLqdvYmfUHVuHUoA5fk1Lw8xpEyIa5TB82Bz0DXYyqGRFxNZIBI/3w7NoGAD0DPWYsm8rYfhPp7ufNWL9JTFowjt1r97Fl+Q5O7D7F5uPrqPczRzw4ZDw9W/TDwNiAuJj3SDWk5GTmVrrmN89jkUgl9PEYgJWdFUKBgMM39qKrr6xz7+bZjBHdx7Jz1R6O3N6Pla1yBUczjybMGbGAErmczG+ZbFm8je3Ld9GqY0sWb1vAwc1HeRwZzZh5I+kZ2AOAjr3aM7HfFCIuR+Lp3UYVQ15OPgnvPvEx9iNOjZ04+/w0eoa63L/2gCXjlyLVkNKxlzfeA72VVTW+ZzPOdzyTlk7E06ct376ksXHeRjbM24RjvVrIS+TM2zYPdU113j57y9tncRx+eAQDY6V3QtyLOGb4T+dA5AFsHW159+odGT8raEjUJQRNC2Jyn8mMnDcSKztL7oXf41bYTeZsmceN09dZdWINIzsM5+rxq/QI6oGugdK7I+ljEtF3onlx/zl6hnoETh/C5/efuXrsCnlZuUB11TXLCmWUlZayeMQCFECt+rU4ve0EQoGA6yeuUs2yGl59OhLzMIbXUa84u+s0IrGYwvxCDKoZ4NREObFt17s9tRo6Mtl7PAv2L6ZGPQe+J39j5bilDJg8EA1tTcIPXybhdTxjVyiXRbv7eLB/yW5l32flUiqXq1Yh/IapjRll8lLK5GXUbuLM4/AHTO0yFhtHW2IfvyZ400xqNa5DUtwnNk1eTW5mDiKRiOtHwxEIBQxbPB5dQ2W/aOlqExQymvl9ptDevzPJH5OwdrQFlAaiXYf25NS6Q5TKS4k4eZ2S4hIS38SzatgCMlPT0THQQ1tfh85Deqria9i2KU06t+Je2HV8Rvvj6deVLRMWo2Ogh4a2Fq16deRVxBMu7zjB1H1LMbe3xt3Xi9c3nvD02n0yktNwaOzEq4gnZKdlIBAJ0TPSo2aTury8EYV5DRu+xCXwPvo1jdq7k/D8DaXF/0lqRnk5Nk41ubT1ML2nj1CVWj23fh9Nfn5vC3LyOb1yJ3VautJ98jDlgVbmqEklDFwyjYbtleUazext0NTV5vLm/dRpsQkjawvCVm7ja1w8RlbmfPv4GQ1dbfRNTTAwq6aKwcDcFCtra2pbOhDaeRBlpWUY21jy/Ood8tOzKCmSUatFEz49e83Z5Vtw7dqO3O+ZnF+9nZIiGTE37jLlzF6MbZTf7daD+rLaN4iFC+eyePEKADQ0NDh76gIREbd5/vwp5k5udN/p+4u5oEKhYPykMbz/nsyArSvQMTbkxeUb+Ph2wd6+BjnFhdTydMdRV0rYotUoyiuoKCvVZ3QhAAAgAElEQVSjQWMXLCws+e9iyaJlzAuZw1bfACQaGoiFQnp7+9K4sStt23phamr6x438J/TvN4D1G9ci+/iR1DdvsajrBEBu6jdir1xjRdiVv/Iy/tt4/PgRAwb1x7ZlS7Qsrbi0cjGbt2/m9PGzaGho/HEDVVRRRRVV/CH/ziaUZWVliMViTExMWL169T/Uxh8KEEKhsFIZzjVr1jBlypT/yxFVVPG/B01NpVt+aWkpu3Zv5+j1AwR6D8Wupl2l/UwtqiEvkRN15xEKRQXWtWvQ3c8bGztrpoUGs2LOGmo6OZDyJZVazrWYFhrMjtW7yczIZuXOJaolznev3UNdU5096/fTqkNL+gX1ZnjPMVSUVzB21qhK57Sqbkl2RjYHthzCs6sH3f29adLKlSmBM7B1sFGJDwAGRvoMGNWf+LcJnH98ir0bDrAweCkikYgmrVx58zyWqUEz0dBUp3oNG3QNdDG1qKYSH0C5pLquizP5eT9U4sNvdO7TkSWTV5CTlUvvIF+GTgni6PYTBAdMx8XdBVmRjG79K/tATF4ygcB2Q1k7ez3e/t3ITM9i5/Ld+A7qTrse7QjuNwWRSIhQKKR151Z8GNmHo5uPcvviHaJuPSQ/Jx99Qz16BvnS+eeqguo1bfAb68eMgJlcKK/Aoa6D6m3+7Qt36BbQTSU+ANRpVAe72nb4NfNDrCZGW0+be+H38I5+Q90mdfEe5EPM4xg2z9uEYTVDGrZsxOzNc9gRuh0dfR0s7SwxNjOmuKiYwJaD6NCnIzKZjIjzdygvLcPS3hITi2oU/iik2yBvLh26wO4lO1h+fDWa2pqUl5ezd+kupOpS7JxqINWQsmricgQCsLS3onGbJuR8z2KO/wxKZMUsOLgEARAVfh9LO0vWT15Nrdu1MTI1AqAwvxCRUMjSkQvpN2EAbXt5cXTtQab5BlNeVoZb51bM3DmfLx+SMLMxJyMlHV1DXQryfrBt1gY0tbVIeP2Rem4NVH304NJdars6c+9CBPLiEsrLK/iakExWWiYT1k/H0UU50bJ1qsH4tVOZ33caTs3qIZGqUSIrwdTGrNLf3cTKlILcH8zvO43ysnJC/Wfi2a8j76JjGbliMm8fvuLhlXu8fRxDcYEMqaaURl5u1KjvyIVtx1UrLP4Wczsr0j6nAqBnYkg1azPU1NVRKCrwnRSIWE3M2XX7WTt0LhYONuSkZRI4KIgxYyayatVStu/cSk3Xeji7uxBx9BJDV01ny5gQ5pzZgtnP1KgXN+6zd/oKuozx59aBMNoM8MHAVFnZ5PObD3x4EsOcsG3smbKUUN/R2NSpwZt70QgEQlI/JvHlbTzxz14jlarj1KpJpfiTYz/g7NGs0ra6Hs3ZOyWU/MwcvsZ9pLZ7U+bfOIZUU4O8jCy2BE3m5p5jtB/mrzrm1dVIvFq1RSxWw9DSnOCT25FIlb4sFRUVLPcOJOXtB8btX0/kodOcCFmLmlSCSCjCo7UHKSU/VOIDgFRTgxb9unPh1AWVAAHK5wJPTy88Pb1ISfnKzZvXMTY2wc2tJQqFgjVrV7Jrz3aKi0uYfTsMyc8UtBZ+Pcn+8pWPUdGMP3MAoUjEkclzqNmiKZ2Cx6BpoMeLc1fw8e1C5O0HmJpWvnf+CqRSKSuXrWbB3IXk5uZgamr2d+Wt/lcYGRlx9tQFho8K4vCIcVg2qIe6lhbJz14wf26IqkTpvzIKhYKxE0fTasZMarRSGka6Bgzk6uyZ7Nm7k3Fj/1w6ShVVVFFFFf97mTFjBmvWrKFTp06qldS/eWjdunXrT7XxX/7qnjp1itOnT5OQkMDdu3cB5RuesrKyKgGiiv/vyM/Pp7y8nOr2NjRwrc/t8DsMHDlA9Xl01DMMjPS5EXOF8vJyju46wdDuI+kT2JOSEjkW1hZ8iP3IpsNrUVNT5tCPmj6cLq6+9Gzdn+YezXj99DXJScrUhJhnb7DIsKCGox1qEjXsa9lx7dwNuvX9fRJ//dwNpOoSwg5fYOqSSQBkfc9CXUOdr5+/smzGKgJG+WFtZwWAmkSNp1EvEAgEDJ00GONqxswevQBZkQyJmhiJujojZwzDytaKmxduc+3sDbLSszEw1ufq2RtcD7tJ4ofPZKRlUlRYhKbW76UMU5JSkctL6RXky8M7T7hw7Aql8lIat2jIgDH9ibr5kLycfEx+lqIE+PwhCYUCHkdEc+tiBObWZvgM9MHbvysCgQDX1i7cu3qfrj8NLDU0NZBIpSzbvwSbmjbcv/qA8OPhPL33lJGMoLy8nKUTlvHmaSzdArxJTUrhVdQrnkY+xdXDlfKyckT/wacAQEdfl3Gh43nz9A33Lt9DJBYzN3AO1g7WlJWWkfQxCd8hPYm4GMGN0zeIvBBBu15eRF6MRFYkIy87Hyt7S9KS00h4m0Azr+a4tHblfcx7zGzMSYz7RNyztxxee4CK8nJSE1MY4NIXh3q1SI7/glRDyobLW8lMy2RnyFasa1hTXlHO8tNrVYaSrbw9CO42jqgr93gWEU37/p3RNdYn5uErNk1bQ8jBpciL5RxYtpsa9Wvi7OrMgeV70NTRRFtPm/Grp3Jp71mSPyYxt980zO2sSP30FaFIiEAgYFjzARhUM2LwvBGsn7AC3zH9sKtjx9PbT7h66CJ+UwOJffwaSwcbtPW0+fDinTKFpkGtSn1ZvY49pfIyJm2exYQ2Q6nhaMujK/fx7NdRtc/j8PtoaGvSKagnXgHdiIl8ypbg5fQJHoSmrjbxMR8Yv3E2jdo1Z3bXUfjNGkH9Vi4A+I4fwNIApRgj/TmpVSgUPLsRhUe/LpSVlhF14Ta1XOtRoagg5UMSryIeo6GtSeTJcDz6dcW2niMvb0WxccsGiouLOXbiKMF7l1HTpS6hvcZhZGnKvpmrsaxph9rPyTtAo/bumDsc50dmLh2G9mWRzwjqtHChuLCQD09ikEgkPL10h8Dl03h1M4pbB8/SuGNr+s4dT3JcPHnfMzG1t6E4/jvJbz7g5vt7n2jq6fLt42dsnH/vz9SPiWgb6LMuYCLlZeX0mj0e6U8/Ej0TI3rNHs/BaYvR0tPFwLwaL67cIeNdImourVm8ZCH1vNwrTayFQiF1Pd2JjYji/KpteA7pz9e4eNLiP2NgYcq9+/ewrvfrJLm0uIScnGzu3o3A0NCIkMXzefTgPjp6etjb1yAuLhaHJo3JSfmGQF5GkybNeJX4nnYThvP62h2V+ACQk5pGeXk5FUCZXE5u6ne+vnnH5MvHEf8cF5v79ybrczIHD+1j2tRZv8TzV6GlpYWWltYf7/h3UK9efR49eEZychKRkRGIRCI8N+35h1dV/E/z8eMHCouLsXdvpdomEApx7tmL80cOVwkQVVRRRRV/Ef/OHhBr1qwBYP369dSv/3vK4uPHj/90G/+lANG9e3fc3NzYsWMHo0Yp37wKhUKMjIz+0XirqOLfFn19fTQ1NYl9FcfoqSMY2nMkxbIS3Nu1IC7mHavnr2P+ujlKMz6hEONqRuRk55L6NQ09A11ys3MplhUz2HsEo6cNRyAQcGDrYeq5ODNgpB/Ths5CVihDqiHFqJohnXt14tOHRLo17YWeni7JiV9ZMm05KV9ScHFrTPSDZ+zfdIiKigr0DHS5d/0BhsaGLApeQtCkQOrUdyTq9iMCuwxj9/ltmJpX48Se0+Tl5DHBfwraetpEXLmLTQ1rUr+kUlFRwa6LW7F3VK7saNralYrycuaNXYiljQVxr94RMMYPiVTCoS3HCGg3hGMRB5CqS0n88Jm96w8iFosQiUXo6uswf9McLKtbEH76OuN6TkQkEhEyJpT1x1ejJlFDXiJnw/zNDA4eRGFBEWpqagydFkTklbvMGTqPUnkp+Tn5yAp/z6e+fvo6gZMHkZedR98m/anTqA4aOpq8jn7D4Y1HMDIzIiXpG/si9iNRV+Zb3w+/T8jIEFYdX4WpZTVO7z6DzyAftHSUE4+kj0nEPHrF1DXT6NivE88in+IT2J2o6w8ImDSQnIxsNs3dRMtO7gTNGELRjyI0tDS4dOgiDnUd2DBzPa5tXHFp7cq2kK0kvE3AoZ4DLx++pFYDR0qKS5i4cgpiiZjT207w+V0i22/vIT3lOwdX7CMvO5dtN3cjEAiIjX6DnrE+OenZdB/WSyU+AFg52FDNyoyHVx+w8cZOtHSV8Xf078KoVoOZ2XsKn999wtTanDm7QwjuNhaxmpi8rDz0jA3YPnsDskIZ1R1t2Ry5Dx19HYp+FLJ69BLMqpvTN3ggGyatoDC/kOk75xN+4ALhBy6gqauFokLByQ1HmLRpJi6eyhKESe8SWdBvOrGPYmjWsaUqzvfP4lDXUifqYiRqEjX6BgewPGgBOd+zqNOsHh9fvOPKnjBsHO2oqChHJBLRyLMZ3iP78vz2Y74npaImkdDQsxny4hLSk75Rz72xqn3LmtWp27IRof2m0GvSINS1NLi6L4zstExKiopZHjANQzNjCvJ+UMvFGX0TQ768TeDFzSgCF0+mgWdzABp4NkevmhH7Du+jrLSUS1uPomOoR/rnFOwbOeHSsTVf3yewtM84Rm2cT01XZfUDPRNDUuOT6DNrNC4dW3NiyRbiop7T2LUJnxISeHbtHndPXkaiLqWksBinVk35Fv+Z+ycvk/X1G7nfMvH37c/eA7upXr82rl09yUxOpaSwiGMh6xi6bj7GVuZkfv3GodkrKZUVU5iXj1giQcugcmleQytzhGIRt/edpCA3D5cGLiAQsO/UYdz6+vDx8TM2Boxn5I6VSLU0eBF+h5dX71BcUEhKUQk7R8ygjmdLhm1fhUhNTHZqGmu6D+bzq1hsGyjTevLSM3lwLAzHVm4MGzGY0tJSarZqRuDWFaS+i+fR8TAmnT+Epr6e0uDy2FkubNnD5AtHkBcVcX3jLkpLSlCTSrm98yAPjpymRtPG6BgbsaZrf5r374Wlc22V+KC63xvW5e2T2H90uP6nY21dnYCAwH92GH83YrGY8rJSUCgqVTUpLy1FLFb7vxxZRRVVVFHF/y88ffqU+Ph49u/fT1BQEKBcZXnkyBEuXfq1iuB/xn8pQEgkEqysrFiwYAFhYWF8+/aNZs2aIZVKMTT8+8tfVVHFvzMikYipU2cxOWg6PQd0p11XT84dPc/OdXsQiUR08u1ABx8vAPLzfrB46jKOXNtPTSelyeKwSUH08wwg/l0Cs8fMR00qwbFuLSbOG8u6kI0Uy4pRoMCupi0HruxWVRq4fTmCkImh3Hx7ha+fUzi8/RhnxyzgR34BFYoKZiybwvs3Hzh/7BKvnsSweHsIzTyUk8S6jZ1J/fKNEb7jKC8vR1YoQ6FQEHXnEd36d+FY5EEsq1sQffcpiyYtVYkPv9GlTycmD5zO2//D3lkHVLWta/+3gu4OQVRUDDBQMbAAA7BbsTtADOwOsDtRwG6xO7EFUUFQQbBAupvFgrXW9wf74OZ4zt37ft+957v7Hn5/6VxzjDnWWHNO5njm+z5vRAzXIy6irlkZ8dCxRweGdx5Dz6Z9qWVlTnpKBjOWTuV80AUuHblC8Kuz6Bvp8SnqEyd2n6B5+xbUtrbk8Y3HuNv2o7mDHe/CohAriWnWthlisYhV09eQl5PHu7Aohk0bipq6Kmf2n+PW+Tu079ae+5cfkJWejYm5MWu9/Fh3dB1NW1cukpK/JTPVbSrWjesxePKgKvEBwNHVEbVlaiwfv5yS4hJs29gxyWUizv1dKCksJuRqCJ5rvNDWq0w1qd3ACrlCgamlGftW7kVNQx1zK3OWjVvKhAUTECmJSfmWzIXAYAC69OmK9/pZBB8MxsDEAA1tDWLexlC3UT3SElPZfz8QsVLlbXbpgZXM6jWDsHsv6eDWkfl7FjO50zi+xXxFVU2VIL+DWNvWJzUxldiIj6QlpqBjoEunPl3Q0NYkJz2b7sNdq8QHAG19HTr06sTLW88Z6TOWgpx8ZjhPQlNXE5FIxO6QQPSM9JHL5Uxq48HU9d5VpTLVtTSY4ufF4gFzmLTWE7exfbl97Bquo3tjaG7Ewr7emNerRWaSGgZmhlXiw9+OK6uQcWiVPyigaftmfH4XR+CyPchlMg6v9kckFpEUn4iBmSE5GTmc23Ycs7q1WHx8HekJqTw6dwe38ZVeDvXsGnIz6AJfImPZdP8QQqEQJWUlVDTUyEhMxcTqZ9naLkNd8ffZzM2gC5SXScnLyEakpERkSBjt+7mQl5nDi0v3Gec7i4PzNtLIoTlZyenYdf05foAO/bvx6PR1PPetIfNHKhe2BGBhU5dZgeur9mnUriWn1+5h+WV/CrJyiX0ZQbfxgwHQNzdGWU0VbUMDKioqaDvYlV4zx1W1jXnxhiPz/QDoOmYQds6OfHzyiiPHD7Ft8072+u/m9ModyGQV1GnRlMYdWrN5mCdKKiqUl5XRwKEFQrEYN++JnF6ygbiXb7Dp0BqoNLY8Pt+PsuLSyigNBYS/eUW7IX3RNNTnzZXblJWUgkDAhfW7kEnLyfqRQs+ZE5HLZLw4FkxBQT59F3gi+u381Dc3xXnKKA5Mmot16+aoaWnx8fEL9GqZ4TZnKjsHT0Db2BCRsjLnl61HIBDQ3XMi6rqVwohAIKDd8AGEBByjtKAA47pW1HNoybklfjTr6cTrSzfwvnAUTYPK54fPoeGcX7QWkZKYivLyaiJEUuR7Otn8z09Z+N9G3br1MDMx5eP1azTtW1lKtqKsjKjTJ/HyGPMHrWuooYYaaviz/JU9ILS1tcnKykIqlVZ5RQoEAubPn/+n+/jDxMeVK1dibGzMixcvsLW1ZeHChQQEBPxRsxpq+F/HoIFDCQo6wMWTl+nq2hk9Qz3SUtIpKysjJiq2Kv/pZUgoLRyaV4kPABpaGgwaM4CDW4OQy+W4DehBanIaHt3GYtfaln4efbh7+T6T506oVubQyb0LW1fs4PvnBGxsG7Jyx1Iy07Lo23ogAgQc3HoIqaSMfh69uXrqBg6dK3PL05LTmT5wJvpGerj06crrZ29JLilFTV0V89pmLNu2qNrY8nPykZZJUf6dU3tyQgoisZiubp2qxAeofEvWe7gbSd+S6Te6L9aNrVFVU+HW+dvoG+uhb6SHQqFgtZcfXqs86TGwOwDTl05lzvB5lJdXIC0rp7N7JyJD3zF21miat2vGneC7BL85V1UqtKNrR8Y7T2RSzym079YO535OXDxymebtmleJDwC16tai55CeXD95HYGwemEfgUCAUCikkX0jokKj8Du2jk+RnwhaH0BxUQl7buzD/LfFbUlRCZ8iY0lPTsfAxIAZa7xYO201uoZ6NGjWgH2r9mFhbUFaQioisZiJSyYT8/oDM1ynkZuVh6GZIV8/fsGiniXFBUU4dGtfJT78bSwd3DoSHfqOj68/EPHkDZISCQuH+iCvkGNkboRdu2b8+PyDsLsv6TLAhcTQKE5uPUZPD3fKSiUU5Rf+cl4WFxQjKS3l+OYjyMorUNNSR1IioXN/Z+LexnBx71mSvvxAJBLyIy6Ruk2sq9oamhtTlF+EXC6nQlpB2vcUds3ZTPj9l4jEYj6+ek9FeQU6v/PNUCgUxEd+QigW4jysJzcOX2H/wh2Y1a2FubUl3z9+oV3vruibGXLcLxANHU3Gr/asVsoxJiwaDd2fpoWRj8OxbFgXqVRKyJmbOA93R9dYHxePXhxcuJWWzm2JfxuDUCjky7tYDMxNWHRiMwA5aZmsGuDFxxcRfHwZQbOuDjiN6MWqAV4UZOXyKTyaivIKSguK0Pidp0luWhb6ZkbUb2VL/Va21GvemA3DvZGWSqrSBpq7dOD48m1c3X2Ml5fuoADSviayeeQcNHS1+fj8NYaGRmRkZtC7lyflUikisZiSgkK09HWQlVcwesMi7Jw7ANCkkwM6xgZcuXaZS8HXaWxrTb9Fc3gQeJruU0biNG4ohdm5aBnocT/oNJqGBjTp1Jbhvgs4sXgDzuOHYdGkPlc2+aNXy5Tph7ahoq5GdlIq+8bPISE6BqFIyMAVc9HQ0yX80k2eHg9G00CXhddPIP6tRJZV86bs9piOyu/SqACaOjny6uJNUuK+omWgz8CV82nu6swJn5W0HtgbtznTKs01yyvY0scDNR3tau2FQiHKamrkJqdhXNeKwWsWcW9vEBdWbaLr5DFV4gNA/XZt0KtlSn56BmfmraDXAm/U9XR4e/kmcY+eE7Bi0y/neg3/vQgEAg7uC2TQ0P4khDxEs5YFiaEv6NjOkZEj/3oRHTXUUEMNNfzX07BhQxo2bMiQIUOqpRiW/12Frf+IPxQgEhMT8fPz482bNzg7O3Pw4MH/u9HWUMNfnH37dlGrrilbDx+pCo8/tv8kgTsP8/1zAj4TFjJyygg+fYinsODXhaJcJqPPUHdcejvjM34hWjqaGJkYkp+TT2xRMQ2aWP9Dgz2gWrnMwvxC5AoF7oN70rGHIzHvYgk+cgmBQEB2Rg6GJgZsXLQV10HdmTJ/YuWx5XIWT17O49vPqi3SZTIZa2atw8TChJ2r9zJrpSfKKsr8+JrEXj9/3Ab35Fvct1/Gk/j5BxbWljS1rzQg/B6fwOePX1AoFKT+SKUgt4CSohK6D+hW1UZJWQmPGcPZvGALJrWMGT5tODMHeGNkYkij5o2QyRVV4gNUCh3uw9349uk7S3YuIiMlg1GdxtC+e/tfxqOlq4WyijKn95yiQ48OVSLO1eNXKS4sJvZdLJISCbIKGY3tG7P8wEqmu07l1umbuA5zIzcrl0Mbgujaz4mZ62axadYGXj8KRyQSY9+pFfFRcRwNO4m2njbl0nJ2zNvKgTX7UVISM3bRROzaNiM2IoaA1fuRSqVkZ2Tz9eOXX8b5PfYbUS8icezVGe8t8yjIzuPwugAK8wrZfnMfVwIuoGesx5pTG6u+w6t7L9k+ayPq2uo8ufKIvpMGYtmgsorGl/fxRDx+g7KyCjatmuC9dR46hrrERcTiN245r+6+YKqfN41aNyX29Qf2L9rBm4dhyOVyTK3M0TPSo6F9Iyqk5Vzcd4a8rFzSElOxamzN1/fxgAB9Y31iX38gMzkDgQC2ea4nJz0bfWMDrgdepJuHOy4jXHl99yXvnr6lXFpORMgrJEUlKKkqV1ZzCLxIr0kDEQqFZCSmcmnPafpOH05mUjovrobw6OxtWnZrx7uQcCTFpdw+dJGGrZtiWs+CH7HfQSCk26i+FOUV8u19PMmfE1jUcyK16lvxKTyaFs7tiQuPwry+FVEhr0j48AWPFTMxsjTn9e0n3A06x7mNBxm9ehZiZSWK8wsJ3hKE46CfJVFN6lqga2xA6pdErGwrvRjKy6SUl5WTlZSGYW1zSgs/U6e5LRaNrYl+FIpA8JYA/8PMmuPJIR9f0r4koKymiqy8goryckRiEU27tqt2DrTq5cyekXNYt34tYlVlWvfpzqMj53l4+BxOYwejb27Cj49xPDp2AbGyMh8evaBZt86M3riMs8s3oyIWk5mRwbTALVWeEAYWZgxYPJMzyzay9N45lH/b7j57Ch8fPceuW5cq8QFAVUsDoUhE/MvXNOxQKVomffzE+ZWbUchkCIVCmrk608LNhbKSEuKeh7Hk4aWq+5BISUwT546EnrlIQ0eHqu0/oj8iLSrh8cFjaOjpYFjbAhPruggFwqox/R51TU16d+pGhVxGwMiplJSUoKOvT/0GDYmIeIurq/svbWr4YxQKBT9+JCISiahVy+I/1dbGphFvXr3j7t1bpKen4eA5i2bNWvw3jbSGGmqo4d+Tf/K4/5ciJCSEw4cPU1FRgUKhQElJiTt37vyptn8oQMhkMnJycgAoKiqq9harhhr+nbhy9SKrdi2ulps/fOJQdqzdw9Dxg0hPyWDehIWIlcRkZ+YQ9TqaZr/ljudm53L+6EV8966mVfuWGBgb0NWtE5PnjKdHsz5cenGWJ3efcXz/STp261AVifDgWgiS0jLqN/751nr1bF/GzhzFtIWTgcooCRu7hmxevI2NC7ewePN8Qh+F4bd/ZVUboVDI1AWTeP4glG+fvvE55gv1G1sT/vQNYiUR+87uZPVMP3q16I+xmTGJX3+gb6jHhaOXEAqE3Dx/G7fBPREIBIQ/fcPdyw+wtLZAU0uD7IwczgacR0lZCYFAwHDHkSAQoKn1U0z4GwKBgDKJlNISCUKhgE0nNhKwMZCI55E0sGvwy/7J35N5cOUBMRExZKVloZApeHn3Jdnp2VWVH0qLS7l2/Bq6hrokfU1iVIeROPVz5tnNp+TnFtCyoz3fYr6ioq5C8MHzjPDyQEdfh81nt7JwxHwuBV3ExNIU12Gu9JswAKFQiIf3SGb1m4lCAR9evWfKqmlVaRpKykpMW+NJ2P1QpvvOpGt/ZwAsG9RG11CP45uPsO7MJpaPXMLFg+fpM64/QpGQhxfuE/4gjOYdWzJ1jVfVd2zYsjGTHEez1XsD0aHv8No4p1oUTJtu7dAz1mfunsV8fhfPvD7eNG7dBJGSmNjXH1Eo5AiEIubsWoimjtZvfTZCQ0eDqX7eNOvYEgB7pzZ4bfFh7/xtjF48kbjIWG4cukRdW2umOY6lQQsbugzqxr1TtyjKLUAoFCKTyWjcrhmZSeks6O2FhrYmXYb0oN/0YQiFQj6GRbFjui9PhAJs2tgxdsUMXt15RkF2Hqsv7mRZH08Gzx7DNf8zPDxzCz1jfZLiEygrLePizuMEbz+KSCxGIZOT+SONTQ+PoqmrRWlRCXtnriXifihWTesz/+iGqr89LV3ascR1EvnpuRTlFrIseDciJTFr+s1g3Pq5LOk+AZ+jm9EzNQLAbcpwivMKiHoUik+nEZjUqUVy3HcatLKly4g+VfNcXiYlOzUDFfWf5pY3/U9h49CcTsN6sWfKUqbsXoNNu8r5bOjQAnUtDXbt3U56Rjp9faZwc88RekwbTfuBbmwfOZP0b4kU5eSj/bsIktzUDLR0tDlx4ggVCjmSwvqp3L8AACAASURBVGIm7l7L8QV+PDl5CWV1NXJT0zG1rsPQ1fOQFBVzeeMeIm49pFxSxuz5y1i/xRf1v4s+MKxtjkAk+mWhb96oAbmp6VX/z0lOY/84byxsG3Fy4Vo6egxCIBTw5Og5nKeOxaqFLV/DI3h44CjpcV9BLkculyNWUq7Wb8vePTk0ZS6Hps2jWQ8nspOSeXX+Kvt2HeDHj0QClqwnMz0dkbISpjYNCA++hn0/9ypjz4yv30mNjWf+qcvIZDLu3b9DI5cuNHHtRkF6BvOXLyAuPg7vmbN/uS/U8M+Jjn7HDO8ZpKalolDIsbKqg//uAzRsaPOn+1BRUaFPn/7/jaOsoYYaaqjhr865c+c4fvw4+/fvx9XVlaNHj/7ptn8oQMyePZsRI0aQmZnJsGHDWLJkyf/TYGuo4a9Kbm7OPwjxB5FYxIuQUBb4ziXxSyLJP1JZvnUJM4bNor1TW7S0tbh18Q6Ozu1p1b4lBXkFpP5IZYrPRDLTMtHW0cLI1JB+Hr0JfRTGoI7D6erWmS+xX3n9/C0KRWX0gmO39rwLjybuw2d896+uNg4n9y4smbKCsrIyercaiKxc9stYRWIRKqoqzFnjxbT+XrgPdSMjJR3LuhboGeiy49RmUn+kkZOZw9vQd1w6egUdXW0MzQw5sDGIAxuDEIqE5Ofk47lyOtdP32TPmn2IxGKcenfh8c2nzFgxDbehrpRJyvBwHM3DqyG49KtcoFeUV3Bk+zFKS0qxbmKNz4gFjJs7hrGzx1QaVp67zb2L9+g2oBsCgYD3rz9w/9IDWnVujVgsQkNbA6sGVkS+jGS803gGTBiAqpoql49cprS4FCNzI1YcWEVqYgoHfQ9iaG7EwYdBKKsoI5fL2ei9npM7T/Lk+mPqNqpL+KNwGja3IevJa3Zf24uKmgrpSekc33aU1yHhKBQKKqQVZKSkY/Bb9Y7CvELePY9ArCSmrFSCg0v10omturZmzYTlNGzemMkrpnLIL4ATW46irKqMsYUJhmZGOLp3JvbNR9KT0qjbxJraDazQNdStnBfb+v8kCkaAQCCgh4cbtu3t8HH3ZKqvN86DuxO02h9lVZUq8QEqF8+ZSRk0bdesWi9N2tqRn52HY9+uOPbtSr2m9Tnie5AKaQVRzyP4HBXPuJXTsGpcj0u7TxP55DWfXn+geZfWNOvcmhsBwVXiQ2V/zRg8dwzRz94ye99yADoO7Ma2qat4eTWEzoN78CT4LiuDd/Aj9hvF+YUkxSdwYcdxJm6Yy4OT1/kSGYtQSczoVTPR/C0tQ01TnbFrZrGy33R6TR1WTfjWNTagQStbEj7EU1JYjJKyMromBtRpZsPZ9QEY1jKpEh/+RguXDnyJ+MjETYsInLcekZKYxI+fSf2cQK2GdZFKyji/odK3YuPwWTR0aE7yp68U5uajpqHOwVlrAGjYtvqb4FbuTmz3mEXbAa6EXblLaVExt/cdJf1rApLiEpp2acfFDfvw8J2HsqoKxXn5BPvtwbl9Z56+foGxTV3OrtqG+8xx9PGZQtrn71zcsBd9c1O8T+0lPyOLoJlLsenQBpuObUmJiWfL9o2IhSIS3n3EqnmTqrG8u/sEUCCXyRD+TiRVUlEm8uZD2g7qTV17Ox4cPI59X1d6eE0kLf4rYeevEH3vCQNWzseue1cALO2aoGmgz5vjFxjYdwCxz1/x9tpt2gzsXdXv64vXqd2yGU2dO/H97TsUCgVmZub07t0XgOnTvRgzYSSKhrVp6zGEi8vW4j9yKs3cu1Gck8vHWw9Z57cJbW0dtm3fjKFtY9yX/swftbJvwY4RExg7Zhw6Orr/4Jqo4e/Jz89j8LCBtJ7uSbfuPVEoFMRcu8LAIf0ID41ATe3XKJQaaqihhhr+9fyVq2D8DT09PYyNjSkuLqZt27bs2rXrT7f9w3AGBwcH7ty5w/3797l+/ToNGzb8oyY11PC/jm/fvlJcXMTh3ceQy+VV2y8cu4SJmTFJ35No3KIx6WmZtHG0p+/wXlx7dQGHTm2o08CKYROHoP1b/nm5tByBAJSUxRzcHERWRjZJCcmIxWI2Ba1jzZ4VfIv7zuvnbxEKhXRx7UzU62g2L9nGjXM3AXhy5xkZqRlV48jPLUAkEvL+zQfkMhmmFiacOxRc9blCoeDwjmP06O+C+xBXRnt68OROZTpGZFgU5dLKvC0zS1OatGzM09vPUFJRQklJiW+x39Az1ENdS5205HQ6ujrSvb8LR+4FsvviTsRKYiJeRNLOpS1uw1w5c+Ack12nIpFI8Ju1nnkjF7Df158xzuPR0tVibeAaEuMTaNKqCU9uPWPn8t08u/scVXU1Dq4PZHTnsUzuOYVlE5fjs8mHdy8iiXgewfrjGyiXliMplmBR14IvH75wIegCmSmZqKqrUphXSB2bOnTo4YgAmLJ8WlUkiVAoxMvXm3KplIzkDEpLJdi0aISRmRGNWzbh6tErFOTm4zNoNgbmRmy9sot1pzejb2qAtp4OIZcecPfsbSY4juHuubuc338OZRVlEj59r3ae/IhPRFlVhUVDfWjl7EC5tBw1LXVGLRjPliu70NDR5MTWo+yav5Wwe6GsGLmILTMrUxrGL5uCY+8uXA28SHmZtKrP0DvPEQjAqlGlSah5XQvUNTWoZ1ufC/vOUpCTT25GNslfkqraCAQCdI30iIuIrTa++MhYzOrWqvq/Y9+uSIoltHBqg7KKCvMOrKRRa1sOrdjLh9AonIe7MWPbAoQiEdcDgtE20P0lCs7QzIjysp95fwKBAMd+znx4EYH7xEF8fR/Hkl7TeX3vBXeOXSF4+zFkMhnB245Qr3kjdr44g0IuJyc1i8Kc/Kp+9M2MqCivICsl85frMSs5jRYuHTCqbc62iUv4+i6W4Uum8TUylvTvyUiKS6rtnxjzGUMLEyyb1MekrgXaBnpY2dmwbdx8lrmOY37HoXyO+Ijit0s7LuwdnUb0ZfmVAGYGbGDIohnIKiooziuoPo4fqVTIKoi4+wRL24YsvnYE7xO7kBSXUCGVoqmvi0IuZ2U3D7aPmsWqHqPJTc2gX98BZKek0WvWZDITk9k8eCrnVu/g8mZ/lJSVsenQCqFQyP0DJ2jp7sLglfOwc+lET68JDPZdgJqaOsfmrOLFuat8i3zP9W0HeHn+GoaWFlzZsJvSgiLkMhnv7oTw4eFzei/04oj3Ujb3HUPU3UfY96ksAWraoB59FnpTkptHE6eO1b5bU5fOpCYlYWpqhlVLO+7tDSJ4xQaenwzmiNciYh+/RMfYiFb9ezFozRKMrGrTpnV1o8+XL55j29MFoVDIIL8V9JjrSWFWLuHnrnA48Bguzt0pLS3l5p2bNHTuXK2tjqkJpvXrER0d9cvvX8M/5tKlC5i1aIlNTzcEQiFCkYim/QeiXacut279OWfyGmqooYYaavgzaGlpcf/+fQQCAWfOnKnKmPgz/NMIiA8fPrB79250dHRYuHAh+vr6nDx5En9/f54+ffpfMvAaavirEBUVSdtObclMz2RYt9F0culAfMxnIsLeYWvflKTvSaxfuJnufVx4H1FZPk5XX5fBYwYAsGPNbnKycogIi+RsUGW6wswRPrx9GUGf4e74jF3Eoo3zqNewDj++/uDNiwiUlMSUFJcS8y6WMTNHcu3MTUqKSshMy+LamRv4bwrApbcT8/3msH3FLnoO7EFedh7PH7yktFTCgY1BvH72FttWTXlx/yVfYr+iqq7K4PEDyMnKpf+oPoyeOZIlk5Yzd/RCBozqQ9TrD0S8jKQgv4jdwTsY220CO85to3nbyjfpUa+imTNsHk9uPWPV3uU49uhA0J2DjOoyFtvWtmxZsI2UxFSW7lmKvqEeV45d5Yz/WcxqmzF73SzsHVsiEAiYunQqB9cHICmWoKquioOTA6+fvkZJWYnC/ELM65izfP+KyuogcgUG5gZo6mjyKSoOqbScTr06ExwQzNxNPrTq3IrP7z+zfqYfx7cfY8zcsUhKJGjpVE8BUdNQQ6ykxOL9y9kxfyvqWhq8fvwakVhEfHQcd8/dpqmDHaN9xgFgYmlKrTq16NCrM8c3H6ZCWs7WK7upVa8ypzpg1X62+2xh9VE/zOqYk5GcwZ5FOxjqNQJJcSmrxy5DW0+H4sIiTmw+QviDUNJ/pNGuZwcmr/FCIBBQXiZl7fjllEsriH0Tw+sHoWSnZeHpMpn2ro78iEvgU0Qsy4/6Vi38o55HICmVsLC/N3K5AmVVFTr27YrfuGWMWz6VWtaWvLr7nOKCYvbO38qsHQuo39yGuIhY9i3YzqCZHlVzUpxfhFAo4Ft0PHK5nDKJhIW9ZtDSpR3NurTh9d0XxL+NYcGhNeSkZvH2YSgpX5Mw/20OFAoFD8/eokn75tXmOic9G01dbaRlUkoKipFKpNw4eB6RshItndqSm5lDbmomrhMH4z+3MiLh+v7TpCck4+TRm4Gzx/L6zlNEYhEPjl/Bwa0zFg3roFAoeHz2Frnp2QzymUBsWBRnNx4gaMFm8jNz0NTXQUNXm6NLtjJihRcautq8e/iCyzsO08KlA6t6TUIgFLAkeA8q6mpkJCSzdcw8nMYMJOTYJXrPmoB1Kzu+vI3m2vYgPjwOQyAQkPTpK0KRiFMrtzF2wyJU1NXIy8ji0paDlJVKEKsoY9u1A7q/RV4MWzOPjf0m8O7eU6xb2eE2Yyzfoz6S9jmBJl3aM3HKWJo2teXQzOUoq6my7N45NHR1kJaUcmzeKj4+DmPAYogPe8v43euqzW3DDm0oLCzAqbMzsVceEl50BYmsHM9je1DV1uTK+l34dR+CXCbH2NqK0Tt80dDXxevMQe7vO0z8i3AKMrMwtKr8DQVCIeq6OuQkpWBUp3bVcbITkzA0NiY0LJTSwkJmnj9CxLXbZCcm08S5M5oGelRIpeSmpBET8pTwMxe5cfVutbHq6umTn5aBlpEhAoGA+u0dUNHU5N21W4waMxyZTIYCBWra2pgmJlVrK6+oICc5FWNjE2r4c6SmpqBhWfuX7dq1a5OSkvL/YUQ11FBDDTX8I/4XWEDg6+tLYmIiPj4+HDp0iNWrV/9xo98QKP6J693AgQOZO3cuKSkpREdHU1JSQkZGBn5+ftSu/esfuH8FmZm/GvvVUMO/glevwpg1dxrBz07x4uFLPkTEYGphSmxULO/Co/n+OQF7+9ZERL6horycjQf9cHLvCsC3+O+McZuIRZ1aFORVmjPOXDYDX5/1uPRxZv3BNQQfucSZwPNkpGSgqq5KmaSM1bsr0y7i3sezdu4GNLU0ECuJ2XpsI2oaahQXFTNn5Hzi3n/Gvn0LfP1XcjbwAglfEvn66RsjZ4xAUlJKckJKpcGlHA5sCkQoEjJ4/EDevohgXeBayqXlrJy+hucPXuLUuytq6qqEXH9EszbNUNVQZeXeZdXmYo2nL7pGetw8c4uLb85x5sA5Dm87SjOHZnz9+IWz4WdQ/527/jrv9ZjXMWf4tGHcCb7Du9AoBAj4GBmDfUd7nt56ShP7JuRk5jB95Qx0DXS5dOgS9y/eQ1VNFS1dLZK/JePc35nwR+Fo62mjrKLM4KlD6NrXqeo43z99Z8HweZx+fZadi3agqaPJ5GVTqz6/e+42t07fYsvFHXyL+cqCIT6US6WceH2GgtwC5vabxeQV03Aa4FLVZvOsDTS2b0zyt2REYhETlk6p+kyhUODZbTLpSWloaGtSIS3HfUwfRswZjVwmZ2SLIaiqq9LQvjHvnr1FIZMjq5Bx5M1Z1LV+ltKMj/zEqtGLMaplTP9pQxCJxVzaf5b87DykpVJkchkGJgY0bNGY2jZWBO89g237ZoxaNBENbU3unbrJnRPXae3Sllf3QlFRVaFBy0YM9BxG7OsPHF8XiKRYgoqaCnomBmy6vhtlVRVkFTL2zt/G24dhKKuoIEcBCgXTNs+nWefKco9yuZwd09fQ2MEOEyszzm09SmFuPn2mDsWoljHPrz4i+tlb+kwdSp9pwxAIBKR9T8bXYz4uI3sTeu0R+Vm5KKmqMDfAl+KCIg4v2UZeRjYtXNpTmJOPQChk6rYlaOhqUZCdx/YJi9Ex0efzm48AVEjLEYnFqGqoUS4tR1lFGc+9K6ljZ8PdQ8H8iPvOGD8fzqzdw5vbTxix3Js3dx8T8/wNkuJSxEpiBEIB2kYGdBziTtiVe0iKStA1NiDlcwJNHFvx+e17Bi/xwt7t5/kUcecxZ1ZuQ8/UiMwfqSipqmBsZUHG9x8Y1DIjKymFrqMHEfviNfXsm/Ey+DqjNi6lccdKU8dg313Eh70lLz0LU+s6WDVvTPshfTCpZ8Xra3eJuxJCfHwcY3f7UdvuZ8nJvLRMNvYeSbfJI3kf8hz32VNp0K4VALLyCg55LyHzexL2fXtSmJpB7KMXVJSXMzFgC5a2jQB4e+M+DwNO4D5vBlf8doBCQVlJCfq1zCnMyUHHyIhxezegpq2FrLyCfaNnIFZRZvR2XzT0dCnMyuaI50K6t+vM1WuXKUdBn0WzsenSgbgnL/ka/pY3l29Qp1598vNyad3GgYU+i2nS5Gd1GoBt27dw/OJp+q9fiVGd2pQWFrGr73DajRqGjVNnjk3yYsTurcgqKgiev5SRuzZjatMAWXk5j/YHIY37xvUrt//w/lxDJffu3Wah7yr6+gdWpeHIKiq4MHYkgbsP0K7drwa+NdRQQw3/EzEy0vrjnf7C+EY++Zcda1mLzn+803+SDx8+oKWlVaUJSCQSdu/e/adLcf7TCAg1NTU6dqwMydy7dy/9+/dny5Yt1dz4a6jh34U2bRzQVNdi34aDTJ03kU7dO/Lk7lMunbxKnQZWBF7Zx6JJyxGJRDj36sqiqcswszTHwFif2KhPzPOdQz+P3uTl5NHDtjcHtwShraeNrr4OAoGAIeMHMmT8QAAGtB+G90pPurpX3jCa2jdhY6Avw7uO4WTIEdQ0KvN4NTQ1WLhxHp6DZ7H9xCYUCgUhNx7xOeYrAgF8fPuR3sPd6TuiFwBR4dGkp2Sgpq7Gvcv3iYn8xNjuE2ncohFhj19x9EEQlvUsARjvM5ZRXcbRzrntL3OhZ6iHlq4W9ZtaM7rrOHKz8hAJRXx8+xFjMyPU/s4Er3339lw/eYNnt5+hZ6xP1z5dSfmewssHoVjUs6CivIKwh2GIxWIuBF5g5tqZxEfHMXDSIEbNHo1QKCQ1MZWZvT2xa9uMiOdvKSstIz0pneKCIjR+q5xRx6YO0jIpuZm5WNa35OiWI6QmptLGyYH46Die3XzKmqOVb5PrNq5HubQcYwsTNnitY+b62fQc4Ubs25hqAoTL4O5s8d5A227tMKtjXu17CQQC6tnWp6S4hHGLJ9KupyMqqpUGe0KhEENzIxq3asKX958Ri8UoaShRWliKym8lHv9GXnYeQpEQvwvbqn7btj07MKvbZMqKJQydPQrLBla8vPmU09uPo66hxuxdixGJKxcYA2YMI+VbMgbmxhiYGGDR0IpeE/ojKZYQfvclhrWMSfueCgIBhTkFTGk7ijpN6vEjLgEdQ13WXt6JQg5HVu0jKT4Bu06tqsYmFArpNqoP1/afwa5TK2za2NK+jxO7Z/phVtcCXWN9xMpiQm884cmFe2gb6pIY8xWA+Dcx2Dg0oyA7jybtW3J46XaWB+9i0sb5bBy7kMgHoeibG6NtoMeSHuMZuWomDu5d6O05ksOLttCuX3c09XR4cvY63cYNwqCWKS8v3SE/MwfTupYkx33n+v5TdBrai73TlpPyOQHLxvUpyM4l/lUUgxZOo00fF/Izsrmw0Z+8tCxeBN9i6ZUAVvcYS7umrcgwsuRlWCiS4hJsnTpU+13snDpw2MeX8oRkJu3x5c2NB9Sxa4ydcwfy0rMwrmOBmpYmcWERWLe2Q8/MiGPz19Jl9GB6TBvF51cRFOUWUC4pY2rAZlR/J8q1cHXi7LJNqGtqoqatyfVt/nyPfI+WgT4t3ZyRVVTw9uZDshKTubp5L9MP70RdW4vQC9cpKy7F58pxRL+VeI17Ec7VlZs4PG0hDdrao6yuxvuQZ5RLyzm/dD1DN6ykXpuWyCoqeBRwjJengmnStSMbegzFsnFDUr98Q0lDHXUtLTa5DUPL2JCS3Hz0zc1oUL8BMrmckXs2cXbeci6t2YSBlSWWzWzRMTVBS1OTOzfuoaVV3RBToVCwbsNaAoMOomGgx4ERE9HS06W0oBCDOrXpOGEMj/wPYevWA7PGlaKJi/d0Tsych5KKCuXFxbRoYc/hwOPV+g0JeUDgkUDSM9Lp3KET06Z6Ymxs/Ms96t8VZ+fumO3Zyf0VS2g6eBgKuZzo0ydo2tCGtm3b/XEHNdRQQw01/Ev4K3tArF27lo8fP1JUVMT06dOxsrLC29sbR0fHP93HP/WA+L3Tv7GxMXPmzKkRH2r4t0UgEHDi+Dm+RSfi1KgnHep2xW/+RmavnMnpB8do0qIJ0xZNRllJmcL8Qvad30VmagYtHJpxK/IK/Twqzds0tDQRCEBTRxNJaRn3rz2k4Hd55cWFxWSkZtLCobp5oFX92ojEIpSVqzvRp6dkUFRQzITe0xjpMo6k7ynUqmOO54rpiFWUmDFoFtfP3uLx7Wf4jFnMBJ9xLN+1hNrWtVFWUaL3CHe+xyfQulOrKvEBwMDYgF4j3Hl88wklv8unLyku4eG1Rzh0aUN2ejYKOey9upe73+7if9MfuVzBxUMXq40xJiKGmIiPmNY2Y92x9fQc6sr4BRPYeHoThzcfZtSs0VyLu8G5yGDMrMyYO3gOGSkZjJw1qirtwKy2GWN8xvL22Rs0dbToO64fH99+ZGynscS8jQHgW+w3KsorGNFmGPcu3KPbkB68efyaoHUBFOYXsueWPw2aVXrYxEfFoa2vTYuOLSkvk+LTfxbturfjfvBdQi49QFYhoyC3gEeXHqKhrc6jKyHcOnkDqeSnN0NuRg5vQl7RqktrXj94VSU+AHx5/5nc9Bxi3nwk+csP5DI5Xfq5YNWoDk+vhlSbn+tBF2nbs0OV+AAgVhLjPKQHrVza0nvCAJp3smfa+ll0G+GGqoZalfjwNxq3bkrq1ySWH1+HmoY6q4YvYOfsjWSmZKCQK9Az1qebRy/2vzqF7+VdxEd+ol6zhmy6fQCzOhaY17NgzPJpVEgrfjHBlJZKKJdKuXP0Cs4jemHTxpZGDnZ8ifpE1NM3OPbvzpqr+5i+YzEDZo6mz7Th2Dra47V7GTGh73Bw70KXYW7kpGWRnpCCRaO6CAUCpu1cxtqbgcw/vhmfoxs5uXoPGYkpJLyPp34rOwb6TCTkxGXmHt1Mj4lDaeXaGU9/X3SMDVjqNhHfwV7IZXK+RX/Cpr091vZNSYj+xJ3AM7Tt34MOg9xQUlbG0MKM8ZuXkJOSjoauNi8u3EJeUUGXLs68evOKTh790dDVJv1bYvVr62si6tqaqOtoc2njPhKiYnl45ByqmhpY2TVCTUuT7+8+kvYlAes2LbBu0xxNPV0iboUQNHMFYmVlGndyQFlNldyUn1UoFAoF0feeIBAK0dLSYvuQySR9jEPbyIj40Ddc2bQXTX09ardoilhFGRUtLda7ebB/whzu7D1MpzHDqsQHqEzJUNXWYvvWXdTTNsKgXMTRQyfQ0NLCvp8b1g72CAQCxEpKuEyfgKqWJib162JsWYtB3XpjZmKKsooqdm7daDWoL6V5Bbj6eFKal8/Xb1+RSstQUlXFrFED2nkMYcrxg7jN98br0kkEpgZs2ryBv+fI0SAu3b3J5HNHmRp8gjl3LmPSoD5Nm9hiYVtpnCkpLETL6KdZqJ27K97XL2Bqbc2cmXO5dP4qRr/7POjQQTzneiFu3Zymk8cRmppAd1cnMjIyfjn+f0R09DvOnDlJWFjoPy17/FdFJBJx/vQFBjl2JibAn/jDQYxy7cXxwydrnt9qqKGGGmr4L+Ht27ecPn2aU6dOERgYyLx58/D19WXNmjV/uo9/GgGhUCgoLy9HoVCgqqpa9W/gl0VQDTX8O2BiYsqpkxcIDX3BDK9JXH97sdpDnYVVLQyNjIh69Z4retdw7u1EyM3HjJs5Gqi8po7uPg4I6NyjI3k5eTy+/ZQ+rQehrqmBWCyiML8QgUBA5KsoLOr8NAtM+JyIXCYj7PErBozuB8Aqr7WE3HzC+LljUVZW5sntJ8hkMvZe3Im+kT4A3fo6Mb3/TDS0NPELXEMtK3MuHL5ETlYudRrUISr8Pd0HuBDxIvKX76uQy1FRU2FSz6kMmTwYgIuHL9HOpS2q6qpkpmax4fgGrJtUlgita1OX5fuXs8BjAS79XNDU1eTRtcdcP3kDoUhEr5G9qs1X45aN0TfSx65dM5RVlFFWUWbS4sm8uP0cXQPdaiIogLG5MarqagT8VtkiIyWDR1dC2DBzPfN3LGDrvC207daOlO8pmFqZMX2tFwMmDWJ69ymEP3xF177OyGQyDq8P4vXjcHT0dXh5+zmeG2YT+eQN145eRSGXc3rnCXYt3I5QKEDPWB89I30KcwsRiUR49ZxCn3H9kZRIuHXyOgOnDUUmk3E18BIbpvvSpZ8TKd+SueB/Di19bab6emFobsyTyw+5fDAYr01z2eWzhZjXH2jQ3IbIJ29IjE+oLKfyd6R8S8aqcd1q2zr3d+ZR8D0+vHxH09/5Lrx/+Y70pHSCd53i+bUQWndvz2S/mVzef44X1x4jKSllqM9YhCIRJlZmKKko0aZH9Tf+tepbIlYSEXL2Fi6/Rc1ISiRc2HmC/KxcJq2fQ+3G9ZDL5SR8/EKjts3JSEzm2aV7vH/+lqE+44l5FcWjMzdp6dKeRT0nUi6toFG75iAQoKyqQoVUyt3DF7Fq2gC7Lj8NCy0bWePg3oXA+ZsoL5PiNKo/CR/iMa5jgWm9nyl/AoGAxu3tiQuPRqyiTK0GdfE+tKlKqHp65jo39hzF2t622ndTVlWhlk09lNVUubbzCKNGqiTE8gAAIABJREFUjGb5yiVM8V+PlV0jCrJyOLV0C1P2+aJnakReehZn1+xAoVBg59KRtgPdKcjM5uzKLax1G429uzMl+QV8eByKx7pFKKuq8D3iA6bWVrRwdeLW7sNM3OvH/glzsXF04PKGPYzbvhqBUEDAjMVkJSajZ25CZnomk/y3UMe+UnDMT89gj8d0BAIhZUUltB/WH9fZUynIzCY17jMhB08gq6iofp0qFBQVFDLdcwp2Pbqipq3FpGkTQCDEqG6davsKBAIMLC24vfMgqsoqFBUVgKY60/39EYkrHweau/Xg8GRvtLS1efUtjma9XTk7bxm5KWkM8F1Wra/24zw4772ItWuq+1QEHA6g69wZaBlVVo9R1dKk5+K5HBg8Gu2MVGTlFdRr25rH/kE4eAytOra0tJTk9x/os2VPtf5KSkpYt8GX4QH70beqPB9q27fk/sYtHAjYz/KlK/kjJBIJ4yaNITL6HZYtWpAeG4upgSFnT55HT0//D9v/VVBXV2fO7HnMmT0PmUxGSMh9AgMPYGNjQ9euLr/cV2uooYYaaqjhP4OmZmXksZaWFsXFxQQFBWFhYfGf6uOfChDJycm4uroClQ84rq6uKBQKBAIBDx48+H8Ydg01/DVQKBQoFIpfXP/t7VtTJpES9yEeG9uGlEnKKJeWc+/KAzo6duH+/TvEfYinqLCYrLQsujd1p7VjK77Ff0dSKsF7pSf3Lt/H2NwYNXU1PKYNJy87jysnr9HUvglvnr9l48KtaGpqVHlArPBaS2fXTmxdupOkb8kIRULuXw1hjf8KgrYeoSCvEF19HRRyOZsWbMVz+XS2L9tF+JPXyOVyZBVyrp28zuNbT3Hs4Yj7MDeiw99z6ehlXAf34OXDMH58/VEVBZGVnsX10zfp7NaRTq6dCNgQSHZGNs3aNaO0RMIk16mUS8uxaVa9tnxDu4YU5BUwqPUQFHJFZVSAAGrVrUV+Tj5yuZzUxFSy07NJ/5FGYV4h6r978y8QCGjSpilPrj3mx+dELOv/XHzePH2Tlo4tkZRI8J22hpi3MRiaGpCVnsmysUsYv3gSbiN7USEtZ1ZvL94+fkNrpzZYWFuQnZbNNp/NSMvK6di7M2uOr6cov5Cj64N4efs5Xfs54TtpFQqFgt13DyAtk6KkJOZSwAUeXXzAwadHUdVQ4/XDV1zYf5aUb8kM8/YgKzWLW8evgaBSMLhz6iZZqZlIS8tYH7Idrd/KSg7yHE5uRg67523FbXQf7p2+yfuX77BqVI8GLWyIfh7JixtPae/esbIEaWgUL28+Y6Dn8Grzm5WcgYGpIdu81jNs7mg6D3Dh3qmbRD55g1QiJeXzD3SN9UmKT2Rau1GUSaSVniIlEk5tDGLEggkIRUKkEimPL9wn9OZTSotKsHVsieu4fijkCi7uPEHo9ceYWJkT8SCUMkkZrhMG0rBVE7JSMri44zj6Zkb08xzBSV9//G4G4j97HcfW7KMoN58+00dQLi0nNiwKSXEJC5zHomtsSHF+IXtn+pL2PQnzBnVY5jYRWYWMli7t6TXdA11TQ6KfhlOQnUvC+zjq2DakICsHuVxedQ0+Pn2dWwdO4zx6ABp6Ojw9fZXAWWuYtHMFQqGQxh1bEbxxP3FhETR3+SmwlJWU8iPmM2JlJWQVFRw+EvSbKFEpnnWfOJzNQ6ezYcBkNHR1KMkrwKJJA2w6tGHQ0lmVnTRuwILLh1jtMpSEqBjyM7MZt30V1q3seB/ygpu7DzN22yrkMhlyWQX+4+agpa2NrXNHvkdG4+fqgbK6GgaWtVDIFdRu3hS9rJwq8QFAx8QYh0G9+Rz2hoR3H2g7tFJs1DYyQNvIgOKcfEICjtOoc3uUf0vlib77iNLCQiYd2o1ILEJDT5cuU8awrY8HUbfvY9/Xtar/0sJCkj/GMtB3GaV5BRzd5Y+rj1eVAABg3sQGw9oWVEjK6LNqEQgEvLt+izvb9iAUVl+8CkQiFL+rCvQ3sjMy0LOoVW2blpEhcrmcRtYNuLRgGQ5jPVDR1ODIhOk4jBhCeWkpb08HM3rkGOrWrVet7adPMeiamlaJD3+jgbMTz46e/OX4/4gt2zaRIpUw5vw5RGIxCoWCR1u3sWjZQg7sDfhTffyVyM7OZsCQfhTKZBjZNifz7Cm0163l0vnL6Osb/P8eXg011FDDvzV/5fi7379MNDY2/k+LD/AfmFD+T6TGhLKGfwVlZWVs2LiWkyePUZBfQHtHR1YuX0uLFvZV+5w9e4q1fiuwqGNOTFQsMpkcVTVVJk2YxrXbFzn7+DgCgYDlnmt49SScXsPcOX3wLJfDzqGiosyA9sPQM9Dj5IPDVaH7iV9+MLrHRMZ5j+LIrhMoKYnJzy3ApJYxjZrbEPnyHfVs6vAxMhZVDVU0tTQRiUUMGNufIRMHIhQKiX//men9vVBWVcZj+nAGjhvAmYPnOON/jl7D3VFWVuJ28B16DOrBtCVTuHryOg+vPqSdkwMBG4Nw7uuEuqY69y8/pJNbR8IfhbP3ym4MTQ3Zs3oft87cRq6QU1FegYqKCot2LMKx58+cr/BH4exavouMlAzkcjkikQihUEiZpKzSPFJVhZLCYhQKBU3b2PI5Oh4zKzPWHPJFW08bmUzGSIcRFOQWoKKmwqg5YzC1NOX2mVtEPo/Ae91sHl0LwdjChEnLpqCkokzSlx8s9ViI98Y5tOpaaQB4fv9ZctKzmbJyOmMcRtBtSE9UNdSIfvmO1cd+vq2VlJQy0XEMvUb35uGF++Rk5nIm+gJKKsqUFBbj7Tqd8Usn08GtU1UbmUzG2NbDEQqFiJRETPOdhXWz+uj9FnXy+mEY/kt3EfDyRLXzKuLxa4L3nCEtIQXT2mbERcaipKyEjqEeoKAgpwB1LQ3UtdQpKSzGxNIMEyszJq/1QklFiZy0LHzHLmeA5zAMzY1YN3Y5ZRIJJpamlBSVIi2V4Ll9Ia26VeZ6f3rzga1TVrPu+n6EIiEH5m/B0qYOo5ZMZkY7D1TU1Rg6fyI6hno8vXiXiAehSCVl9PceiZJYia9Rn3hz7yUturcn6mEYFeWVZpD1mtnQz2sk2amZPL1wl3FrZyNXyPEbOhtJcSkO7l149yiMJh1aMWL5DDR0tHj3MJSg+RsZsngaLy/fQ1VDHfuelXP6+U00P2K+IKuQ0WvGSI4u3oJQJGTc+vncDjiLfc/O9Jg4hOK8Qpb1GMPiC/4YWpoBUC6VsnGIJ31mjsPAwpTdkxZh096emKfhuHuNpl2/HuSlZ3Fhoz8ZCUloGxow6/hOCjKzOTLPl/zMLBZeCEBFXY1jC9dRkJWD89gh1GpkzYEZSzCwrEXm9yREYhEt3JzoPGoQe8fPIT89i1qNrIkPi0AqKcOySUPcZk6gkWMbziz5P+y9Z0BTa9q2fSQhIaH3piBFUcGu2Cs2LKhYQLD3Xrdd7L33hr0XUCwo9l7AXhArIiqi0iG01O9H9s4extmzZ773fWeemSfHL1hZd8nKWsm6z3Vd57UMa5UR/s1bMn/RXGzdyzJi91qK8+QsC+yDlbMjrUcNpEReyKsbd+i1srRr9PVdh3gcc5GMT6loVCpsXcvQbEAodYLaU1JQyNLW3RHLZFRp1ZTsr9/49DwRmYU5JfICTG2skWdm4VrNl5LCQr4mvsWnRRP8ugdSmJ3LxY0ReNatQ/spOlHlwJgpVGremDrdOpWaw8ag3iiVCgqycgAoV7sGqhIF5Rv60bh/L0An0MYuXk0Va0eWLl6pvzays7MZO3E0Qt/y1Avroe/z3e17PNyym6sXb7B5ywaioiNRKJRU8PRCIxRgZmJKSPcQWrcOKHVz8+7dW1avXcm5i7H4BLTBLzQESxfd5//05GkEz1+xb1fpa+1vUbWmDwHLl2Ln5aXfVpSby84uQXx4/wWxWPynffwnMXrcSN4olNQb8wsCgQCtVsu9dSvwNZGxfs3GP+/AgAEDBv6N/LebUM578q+rKDmnZpM/3+mfoEWLFgQGBqLVaomJiSEwMFD/2sSJE/+hPv4wAsKAgf+tjJ8wkiz5Dw5e2Y2Dkz1no84TGtaN2HNXcXfXhcSHhISxa08EZdydWbVvGeaWZlw6dZVFvyyjcesGCAQC7ly5x62Lt6lapyrFhUWIRCJmDp9DwuNEhEKd8eRf+ga4eblSo141pDIpihIFx+8dxsbeWv/65sURHN8TjcxUhkQiITsjB8cyDgQP7qa/Ya9QpTwhQ4O5fPIKYSNDSfuUxtFtkey9sgsHF51ZW8iwYPq1HEiLjs1o2601KyavxNzKHP9OLXh+P4GK1b1ZcWApRyOiyPyRRa8mfZGaSDGzMGPjmY2Uq1CO7Uu2c2zbMZZOWMr4xeOpXr86CQ8TWDdzHYX5hbhWcCMnPRuVSsX8XQuQSCVM7DqBui3qkZOZzeyIuUiMJWg0GtbPWMeqSSvoP3kge1fuxtLWigJ5IaMXjeX+1Xge3XiAr18VXj5I4NiWI2R+z6RR+yZMC5lM1o8sKtf2ISCsA7EHz+oFiLzMXGRmJpzaGY1apcbE3IQbp67RoW/phZbURIZv3Sqc3n2KWbvms3XWRk7tiqb7iBA2z1gPUKpiBejyrM2tzPn++Rvm1hbUaFoLo7/Iyf/8NoWi/CJKiktK+0K8eIerdzmad2vF3kXbGbt6EpePXKAwv4CgkSGUFJVwOiIKI4kR49ZNIWrdIeLP3yEu9jZlyrvyLTmVDoO70qBjUwQCAWKJGIQCcjNzadCxGTk/svTiA0DF2r7UDWjCvTPX6DCkB8OWT2Jy68HIzEwpzC9kYcw2zG0sdedNbV/WZsyhMF/O1YNnKS4oQqVQUsO/HkIElPF2JystHbGxBAt7GzaPX4KiuASBQMDi0ImYWppTlFeAS4VyOLiXRSC4z4ClvyD+NV2vZquGtB7QjVd3HpH9LR2BQMC1/ScxMpaQmfoNqZkpeemZiCVipKYmiI0l7AtfjUAg4NzWg1w7cBJjUxmuPhX04gOAWCKhcXAHEm7Ekfn1Bx3GDqBRjw58ffuBU6u3E708QueXIACfxvXotXgqAoEASwc7+q2YyYJ2fVgSNIjwmH20Hz2A5d2GsGviPFQKJRKZMXblXAme9wvKEgVXdhzi49OXZHxKRVmsID0llfJ1a5Dy/BVV/BtRLC/gwKQF5Hz4wv6YS3ToHEDQ3Ek8jrnI6u6DsSnjjFarJSPlCw9OxNAorDvv4h6R9SUNm7LOaDQarkbs5+aewyhLSrBydqLt+OFY2NkRPX8ZRflyviW+BQSErVrA5xeJlK3qi205N56dvciA7Wtx9PJAWVLCuWXrSYp/xOA9m0m8coOzyzcgMZGhVqlxruytP351g4OIWbIKn1bNMbHUGUkmXrlO7o90Gg3oTb1eIQA8OBrF/aPH+bbrDZ8fPcO5SmU+3Ikn83Mq6Q6OLFm2EHs7B9ZuWE1hQQFqtRrNzesU5+XhUc+Pb6/eELfnINs2RSCVSpk4YTITJ/y5U3Z8fBy9+oZQrXs3Osydw8f7D9g3YAg9N69HIBTycPc+tm3Y9qf9ABQXFSExK12aVyyToVapUKvV/1UChFar5fSpEwQfitb/NggEAqr3GciJvsEGAcKAAQMG/s1o/4NNKMeOHfs3//5nMAgQBgz8BZ8/f+Lq1UvEPjuNzEQX4hzUqxOfP3xh564IFsxfAkBi4kvS0r4ScXY9Rr+GLwd0bc3LJ4mcPnKW5w9fMHngDGzsrHl2/5kulUMkpG5TP9YdWsWq8HUUyAt+Gr+woIjPH7/gVNaxlPgAUK9ZHU7sPcmY2SPZu+EASqUKa3vrn8zFXNycMTHTOe7fuXSXJgGN9eIDgKWNJW27tebW+TtYWFlgJDbiyd2nHLl7kOsxN1gXvp6Pb1PwqeVD9PNoTMxMCGsQxuRVkylXoRwJDxK4FHWJg3cPkfIuhUMbD7Fu5jpdxIORiF03duNY1gmtVsuxLUfZOGsjFatXJGhwV66dvMasrbOQGOsWpkKhkEHTBhNcszvP7j1DrVJjbCKlYvWKNO/UolSZTWOZlCMbDoFAwLHNRxg0cxhlvcpy7/wdIrccxd5FZ1iX8uYjZ/efQWoipbiwGDtnew6s3ItQJOTj6+RSx0qr1fL+xTsCB3bBx8+XqVtmMqH9KB5cjudDYhJdhnTjwqGzVG9UU3+cn999ilKhRCgU4ubtzu6FEfSZOhCpiZTXjxKJ2nQEx3JObJy0ikFzRmBha8nDy/Gc3X2SOQeXIs/NRygUcnJbFLkZOfSZMZhDK/aQk56F8NeIkemdx2MkMcJYJkWr1eLXpiGte7XXiyH52XmUFBdTtoI7Wd8zcPUuh0D484+ZjZMt8hxd5JiVgw0CoYDze6LxqlFJLz78Rv3AFhyYvwmRkYh6HZvz7Fo8uemZfHj+FmevclRuUJN+iyagUWuY1W4wrQd0o2WfLoiMRDy+cJud01bQpEc7HN3L4ODmohcffqNclQo8vXqPwjw5/RZPoUYrXeRM8rNXrBs8FXs3F/bOXI1aqaIwL5/Wg0No0jMQsUQnUiTciCfhRvzP10xuPs+vx1GQlcvQzQt114C3JyO2LkGencu8tr0BAR3HD0LyF4KQlaM9IiMjivMLmd8mDEVRMR61qtJz4VSSHjzj5oEo+qyYpf/cy1X3YXFAL6ycHBi5Zz0nl6ynWF5A/e6BXNlxGO+KFbGxtOJbcTH1GtamqLiIj9MXIRQKsHRyIOfbD/pvXIpdOVdeXr3FkekLaBgaxOY+I6ndOYDUxLfIs3IYvn8b9p7leB/3kBOzl9B94Uy6L5jJziHj6BQYxAuViuh5yykpLKR8fT8+P0ug5ahBOHrpxFGxsTFeDfz4/uEjzhUr4FyxAi1HDgbgyalzJMU9oGZgOwDKVvOlMCePDUG9KN+oPvKMTL68eImdezkaD+qrP1YN+/UiKe4BmW/eMyQolM1bN6IUQqcl85CYyLh48BhJcfcJXr+C76/fcX3TNpx8K/Pi3EUeHDtBzWo1iDx8vFQU2T9C+NyZNJ0wjspt2gDg0aA+5g72HBs9HpFGy6yZc2jatPk/1FerVm14cSKaRiOG67e9jImhdr36SKXSv9PyPxONWo3gr/wehCIj1GrVH7QwYMCAAQMG/pygoKD/4z4MAoQBA3/Bhw9JePt468WH36hetyond8Xq/09J+UjFKt568eE3fGv6cObIWYZ0HoVTGUd+WTgORYmCHav3YGFpzqCJ/fnyMZXbl+6gUqoI7NkeeyfdwvnetXg+vv1IdkY2Gd8yKZAXYmr2e+m+hMevUCiUXDl9la69O7N12XZe3E8g83smto66nF6tVsvpgzHk/broNBIboShR8NeUlCgQSySsmr6Gsp5lyU7PomutHghFQqrUq8rbZ29p17Mdq6euJuVdCpnfM/GsrMvLvnTiEp0HdMHexR57F3vqNKsDwCD/gVStXw3Hsk6A7olbj+HBnNl3mlePEwkdHUZsUay+bOZvyExliEQiDsQfZseiCLIzc8j8lvHTnAvlBRQVFaFVa1l9cr2+LGa34cEUFxVzelc0Y9uPIDX5K0qFCrW6AN+6VanZtDaH1+ynQ99ALh27SI3GNfFrWR9liZLDa/djYmZC6PjegM7oUiAQUMazLF+TU/GtX52Lh84xtdsEWgS1JDU5lQuHzmJhY4nQSMTL+OekpXzl+vFLmFmZUyQvRKvRYOtsz7PbTxjWqC9CkRAbR1vqBTTi87sUEu49RygS4uHrRWFeAfuX7GT0mslUrluFzLR0Nk9aTW5GNgPmDOfBpTgeX73PregrNOjQBBNzU4rkhewI34iRWExuRjbGMik+DapzelskYVMHIfv1nFEplMSfu0XYjKEAJCe8Q61WY2JqRmbqj1LeCgBpyV+o0aI+92NvcufkZdr0C8LRvQzvn74h9W0y43csRCgU8vxaPJYONrQd2F3ftnZAE55eu8fNyFjGRSzky5tkCvPkmPzFZ51w6yHGMimulcrrxQcAN58KmFlbYiSR0HXKCApycrm08yhv4p4SOHYAAKZWFjiXd+fyrkhe3ryPb1OdgWV22g9uHzuLsrgEkdiIguw8rBzt9H3nZ+YglkjQCiDxZjzNeutK3aqUSvZMWohGo8He1YVv75MRiUT0XDgFc1trPr14RRX/xqXEPSOxmIqN/LB1K4tEJqXztDHMbdaFxJtxyKRSvnz+TI6ikDbTRnNk+gIa9wmmZmAbRCIRa4L6M/HUXiwddUJgvR6dKMrLJ+PjZ8JWzObg5HmUFBQx7sRerH9NL6jQwI+2E0Zwe98R+m1agUalRosWl8retJkwClNrKx6dPEvOtx+YWluVulZMrCwozMn96RrKz8jUJ54W58s5NW8plf2b0nzYIJIfPEJqYY5YJsPWvdxPbV18KtOqmh9VqlQlv7iQgZEHEP0aNeCyeC77Bg7ny7MXxO07xMADu7Eqo7s+UxNeEj1hCp6eXj/1+fdQKBQkPHtCq3WrSm33CWhL3I5dJL768E8JB7NmzKZ9YFvyU1Nxrl2LzNdvSLl7l+ioM//UvP4TEAgEtGnXkYRjh6gzeIR+e0LkIQLadfw3zsyAAQMGDAD87J70v4s/FCD8/f1L33wZGaFSqZBIJMTGxv5RMwMG/qMpX74Cb16+pVBeqI8iAHh89ykVvSvp//fx8eX5oxcUFRSVKp9471ocvUeEEhjagTmjF/D43hPGzh5F/eZ16VAziI/vU1gyaTm9RvRErVIT3KQ39VvU40daOq+evtYtCkVCmndoytzRC5m8ZAJ2jrbcvnSXXWv2olQoeZPwnvs3HyEzlaEqKKJ/m8EMmTIIK1srzhw8S05mDpnfM1k1bQ3tQwLYvGAbSa+S8KqsWwB8TfnK2cPn0Gq1iCViiouKsbazpriohPK+5Xn58CX2zvbM6DeD3uN6EzwihMVjFnH/6n2ad2rOi/gXdBnw82LCzMIME1OTUtuEQiHGJlLev3zPrXO3qNuiLucOnmXQ9MH6fS6fuIx39YrITGW06t6a9TPWkf0jiwfX7uPXQrfQ/PH1BzH7ztB30gBO7jiuFx9+o65/PU5uP05qcipBQ3sQNLQbCASc3XOas3tPEzwmjORXH5i2JZwt4RvYOG0dJcXFqBQqGnVsgkAg4PO7T2ydtRGBUMDV45cRiYSsGLmQHmPDKC4o5vbZm7x/8Q6ZqQlO5VwI3zcKG0dbbpy4wuGVe9CixUgiZu2V7VjYWKIsUbJk8BzeP32DRqNFJBFz4cBZPiS8RyQS4eRehsuHzhEysQ8+9aoCYOfiwNj1UxnbdCDLh8ynQu3KyLPz8KnXiJldxmPtYENmWgYIBQQOC+bSgTNkf8+kML8AvzYNmd9zMgH9O2MkEROz/TgisRE2TnbEx95i37zNCAQCjGVShEIhJ9bspfOYXoglEt4+TODaoRgm711KSVExrpW86DiiJyWFxQhFQtRKNRq1hqNLthF35ioalZqjS7YROLq3PiqjrLcHD8/fIjxgEBITKWsHz6TH1CFYOdoRd/Iy905epn4nf4oKikt9do8u3MTM2oqJB9Yh/PWJba2A5sxv34+395/hXVdX7SP52SuUJSXs/GUh5apUxMTCnDfxTwgY0YeC7Fxe3X3IqVUR9F40BZHYCGWJghNLN2Ht7IiNqwsxa3egBXya1CVm3U6K8uXMvRaF1MyUwtx8to+cxv3o87QcHIaVswOpr979dI6np3zBp7lOPDE2kSEzN8Opghd27mV5cfE6WWnfOTZjEcqiEq7vPMCdg1FYOTth6WivFx9+w7NuLW7uPkzCpeuITWQYScR68eE3XKtU5sqWXXx5+Qqx1JhzsTFMPH8ciUz3ndN6zFBy075xa88RfPyb6tuZ29mR9z2dpzHnqdFRZ0KZ9eUrcQcjQaNhW/d+5GZkolQqGXvmKKbW1pjb23J0Ujjf3r4j+0sq/qOH6u8BtFotqQ8eM2rGXJ48eYR7/bp68QF0C17v5k15c/UG1Tq214sPAGWq+OJWswYXLsTSo0dpU9W/h5GREVKZDHlGBhZOTvrt+d9/YGNni1QqJSMjg1u3riOTmdC8uf/fFSRcXMpw6/pdjh49zLOE59SvVouwJWuws7P7wzb/ySyat4gOndpx+d0bbKpUIyvhOYpvaew5bbh/M2DAgAED/17+UIA4f/48Wq2WefPm0bNnT6pVq0ZiYiKHDh36V87PgIF/KWXKlCUgoD2TB85g4vyxOLg4cC7yPGeOxnLx/HX9fuXKuRPQtj0T+kxldPgwbOysOXkwhvibDxk7eyTWdtbMWT+TkKZ9GD51CCZmJvg1qcOdS3d59/I9G4+twUhsRED3NsTfeEDal298eP2BKn5Vyc/OY9rKyWxauJWQJn1QqVTYOtgglhix/8ZuFMVKNBo1c0csJO1TGoFhgZzaf4bUlFSKCouRyqSIxCIe3n5EzOFzaLQaBgcMw69pHaQmUu5dicNIbISpuSmmFqYs3rsYe2d78rLzWDR6EU3aN+HW2VtMWDYR/y7+AIxbPJ55Q+dy78o9lAolsYdjadezvd77IDU5lfcv32NibqqvlgPw+f0nMtMyWHxgGfOHzKVpx6ZcOXGZ1I+p+DX3I/FxInGX7rFovy61Jet7FmaW5lRvWINFI3Xh9KbmJuRl5+HXoh4tu7fm0Nr9yHPlmFn+/nT9w6sPiCViHN2c6Dmul3571+E9SIh7jkqpIjkxCdcKbvj4VeHWmesoFSpsney4c/YWD68+QKvVYuNoi1YLYZP6cjXyEj3GhtGksy4NpOuoEK4cu8Du+duYtmMOxr9WIQjo05HUpM9cPhyLWCrh0PI9hE7qh6WdFeUqeaBRqZm+d6H+WJ3fe5qYHSc4t+skihIFHlUrlDoHreyssbSzovuEPhxYtJ0JW2ez5ZcVmFmbIxLr3PvDpgyieXA76rRtxMzAUSztF07T7q1x9/Eicu1+FEUlv5bcdGFpv+molSqjqWTPAAAgAElEQVR8G9fCs1ololbvwdTchPuxN7lyKAYzKws0ajX9F46jrLc7JUXFpH9JQ6VUsmHUPCRSKSqhgmW9fsGrpi+/7NUZDl7ceYw1g6Yz7dAahCIhT6/cw9nLDRtnB9KSUkh9l8yeGatRFJfgWb0yRmIxD2NvotFoKPrViPTirmPci76AsYmM6wdP0ixMl9Jh7WRPuWqV2DB4Gh7VK1FSUETml2/YlnXBpYIHfp1bUVJYTPfwsVjYWXNu0z48alQh80sac9v0wsnLnZQXr9BoNChLFIjERgSMHsD5TXs4u34XGrWaydE7kZrpxBMTS3N6zJ7ItmFTqNOpDb4tGnJx814enblEzfb+aDQabu4/Tn5GFpUa1wPg65v3aNQa+m5YjJFYTJO+Iazt2p82Y4dQt3snNCo1t/YeIf7YSYoLiijIycXUSpf2kvbmPYcmzUEskyIzMSX7+w/UahXpySnYe/weffDh4RMsHe05MmUuJjbWmNvb6cWH36jYrBGxK9ZxZslaqrZtQfaXNC5v2o6nuwfnl6/nRsReTG2syUhKZs7s+YSF9uHjx2Ts7R0YPW4ET0+epdGA3tzZdxihkRGjTx1j//CxnJqzmIb9wgC4v+8wVsYy/P1bc+FCLFkfPv703fn93XtEYjHiv5ofgFgqpaSk5Kftfw+hUEhYWF9url1H27lzEEulFOfnc3vDRvr3GcCOnREsWjIft1q1UcjljJs4hr27DlC/foM/7NPc3ILBg4f9U/P4T8XZ2YU7N+M4fTqaN2/fUKl3XwIDuyD7G5+PAQMGDBj41/Kf7AHxG3K5nO3bt5Oenk7z5s2pWLEi5cr9HEH5t/jTKhh9+vRh//79+v979erFwYP/WNmr/9sYqmAY+FegVCpZs2Y5Bw7uJScnh0aNmxA+Yx6+vlVK7adSqZg9ezpHIw+hVChp0qYh4+aMwvkvTPKaebVm1prp1GlcmxFdxyA1lZHyLoWLr2JKhb+/eJjA2J6T2Hp6A2O6T2T+ltl4VfbCwsqc/Nx8hncejUclD57FPcfEzITcrFxqNqzBs/jntOvRljuX7zFv6xy8q3rz+cMXZg4K59P7TxjLjPHv5M+Vk1ewsrUiPzcfn9o+9B3Xl2l9p7F472Kq1q2qn8e3z98YFjAMea6cs+/OYSz7PWf+6d2nzBoYzszN4Zw9EMO3T99o17Mdudl5nD0YQ+joMC4cO4+toy1terTl+5fvHN8eRZ9f+tEutD3Lxy3h6d1nGIlFqFVqiguKcfN2Y8bmcOydHcjJzGFa6BRsHGxI//qD/Jx8rB1sdNEJ7z+j1WqZs2sBB9fsw9TchPErJ2NlZ8Wrhy+ZP2g2tk621GhSm4HhQ0t9TgdW7SXpxTs+vkrGWGaMtaPOFyF89wJsneyY23s65Sp70GfqQERGIjK+pjO313S+f0pj77NIfUoD6CpZHF61j2Wn1v3+2d15yvbZm0j/8h2xsRgXj7IUF5aw4uwGpgdNoN/sYVSu+/u5o1apGVwrBJm5CRq1hg6Dgggc0k3/elpyKjM6jWXLgyNETF2DT/1qNOvehuF1e9J5ZCjNerQtlcYytnFvXCt68PHlO+S5cgQCAaYWZghFIir6VUEildCgU0t8GtTg0aW77J29nqKCQrQaLUZGIsZsmUululURikR8SkxiUehEbMo4kv01HQtbK8RS419THMTMjdle6qn44h6j8QtoSnLCW7LT0hkdsZDZbQcwbudSlvUch7GJFJVCiVariw4xs7ZEUVSCWCpBq9XiWbMKTXt1oaSwmIvbDmJhZ03/5TMAWBY8Eu/6tYk7cQ6JsTE5PzLwql2V1DdJTDqyCftyujKPhbn5LOkymH6r5uBR05ekR885HL6CksJCzGysyfz8FZVCiaWjHX6Bbbhz7BRFeXKWPbygM6j8laJ8OXOadcVILEYkEePg5U7+jwwKsnNRq1SIxGKqtmyKX5cA0j9+4tza7bSbOJzanXV+CvHHTvH27gN6r1lY6vzbGDaUzE+pOHt70mPBDExtrVnRvicBE0ZSvUMbBAIBH+4/5uCEGZjb2dJl1mScvL14czuO0wtXYmJlhUMFT8xsbXhz4w6TLpzQR4oAxK5cT35GJlbOTqQ8fobEREZawmtuXLuLq6sb9+/HkZ+fR716DbC0LJ2qkZLykU5B7bHx8uDz6zd0W7aAMlV8KZEXcHvnHl5duU5hTg69QvsQPmM25uYWKJVK6jWsTaWgDtTu2QOhUMjLC5eJXbSMaoEdSLobx8CDezA21Yk7ed++s7f3AO7cjMfZuXTk0p9RXFzM2AmjuHz5Eg6eHnxPSqJbt2B69exFSO9ggrZuw/LXPj/GxXFj8SKePX75X+npYMCAAQP/m/hvr4Ix69Gdf9lYC2o3+vOd/n8wduxYmjZtyokTJ5g0aRKrV6/mwIE/r0oF/4AHhLm5OWvXrqVatWo8efKEMmXK/FkTAwb+oxGLxUyZMpMpU2b+3f1KSko4eeoE4Wumcf74RWo2qKkXH75+SmNU8HhERkYc2R7J3LGLQAsqtQqJWMyFE5dp111nrKbVatm/6TAqhZK4q/ep4OvFxF5TEEvEmJiZoChRUCgvRKFQsi5qDZ6VPJDnyVk5dTWF8kLOR11k9qZZeFfVudu7epZl2qopjOk6jm3ntrFj6Q4srC0Ys2AMHpU8uHf5HjMHzERZoqSsZ+navfYu9hTICxBLxCQ8SKB209r618ytzNFqtVjb2zA7Yi4RC7Zxcs9J6rduwOIDS/Hy8aJtSADLxi1lzZTVaDQaFh1Yik9tHwAmrZnKiYgojm45ilt5N8QSMW+evmZUuxE4uTqR8iaFynV8SHz4ErGxhAmrJuHXUve0+c3T18wImcyCwbNxr+SBQCRicNN+CAAjiZhhC0ZjYmbKwVV7SnkbaLVa4i/eJfVDKlq1Bs+q5VEUldBv+mBsnexIT/3Bx1dJzNg1D5GRblFn52JPj7Fh7Jy7hc/vUvCuWVl/DIQCAV8/fKGkqBhjmZSUV8msHbeMoYvHULtlPXLSs9k9bytJL95x/+JdCvLkiES/C00Av2W2dRvbm5jtUZzcfBRjqTG1W9Un9f0n9i2MAKGAgpx8LGyt+PIuhVfxzwEBZlYWqJQqds3awOPL9xCKhMhz83l57wn1OrRAUVzMs+v3UatUKEoUdJvQDwc3F/2xuBl5HksHW2pUa8jd6EvILM1ZN3wuNVvWR1FUQsLtR2g0Gpp0a8eJVTuxsLPBxNIM92qVUBQWl0rLEwgE+DSqzemN+2nQtQ19F/2C1NQElwruFMkLsLCzIj8nD1WxAqGRiIFLZ1G5sR9v7j3mQsQhtBotvZdM1ffpUcOH+e36kvrmA1/fJSPPysG7Xg3ExhIuRhxEZCzm47NXtBwUwupeY6nd3h+J1Ji7x8/hXs0Hj5q+5KZnsn/KIirUq0X1ts35nvSR63sjCZ4/BoFQwLFZy9CoNUjNTHl64Tq1O7bSv5+nsdeoUL82ZrY2SExkdJqqc3bO/Z5OwpWbPIm5iLG5KTGrt+rKGqLViw8AWanfKFvl93MFoKSgkOwvaTTuF0qJvICNoUMpkRfg4luJGh3b6vfzrFuLau1aU5iTy5lla8lOTUMildJnw3KcvL3Y0L0/nedM493tOE4vWEGbCSORmpmSePk6T89cQFVSQrnaNTCxtCTl0VOWL1utr9jToMEf33iUK+fO3VsPOH06mnmL5iIy0qVVGJuZ0qBfb7JSv5Ly8AkXLl2grEsZRo0ah1gs5kTkKUaPH8nG3QcQiUS4uJRh5bI1nDgdjVJewI7gXtTsFoS6REHC6Rgm/zL174oPiYkvefAgHicnZ/z9W+krUkilUiK27CQ19QspKR/x8qqAo6MjM2dNp3KnznrxAcC9fn1euLtz/fpVAgLa/+FYBgwYMGDAwL+b/wYPiJycHLp3787p06epVasWfxLTUIo/FSBWrlxJdHQ0t27dwtPTk/Hjx/8fTdaAgf8WLlw4R+Xq3rQMbEEZNxdGh0xArVJh72THwonLCAzrwJg5IxGJRGR8z2Bw+xE079iUk/tOs2jiMm6cv0XlahW5dekuKqWK2ZtnsXDcYpp3aMbp5ycxtzQj/tp9wgfPRiqTMnT6YDwr6RYVZhZm/LJ0AjfP3aKooIgKVX4P49dqtXx8m4JnZU+c3Zx5fOcx66LX4VFR1zZoQBBKhZIDaw9w69wtOv1amvLbl2+M7zoea1trnFydCB8wk469OzJy7iiyfmSxYPh8NGoNsYfOMXbxOHqODuXCsfN0GRCEY1lHQFeiMjX5CzJzE/Kz8zC3+l3BFgqFWNpZ4V3NmwX7l/DmyWsWj5hPQX4h5Sp5kp2Rw7O7TzGWGlOhWgW9+ABQsUYlmnfxp1BeSEL8CxYeXgbAsOYDmb17IR6VPVGr1exduoOVY5bQc1xvhEIBJ7ZFIhQKEQoFCMUS6rZuwMVD53B00wlF8ly57im/pHQJPjtnOwRCARHhG5m8JRxHN2cyvqazf+kuJMYSlg9bwJAFo4nZHU2HgV3wa60L+7ZxtGXUyl8Y3qAPR9fsJzc9m5NbjjEpYrZeFLkZfRUbR1taBLfl+rELBA7tzuMr8URvOoK1oy2Bw3pwZlsUjy7HcSPqIuY2lsTH3kapUHBwcQSnNh+mhn89Zh5dg0qpJHrdPl7FPSPtw2d+2bmQjNTvLAqZSDnfCiztM5V2g7sjMzPl3pmrvH+cCED2t3SqNPXD2686r+495vHle1g52tJ+eBgfX7zh1Lo9WNhZUZCbT8CwUIrlBdw9ceGna+D9wxdU829A2GzdYr1IXkDqu4/IzE3Jz8rFSCoBjRbnCh5Er4zg0OxVlK9dDampjMqN65YSNMTGEjxrVmHz8BkIjUSYWlsRvXwrXnWqYefqQnFBIQXZuVzbE4l33RokP33J13fJVPCrzrv4x2wZMoXsr9+p4t+YrjN08/FpWh+PmlXZP2UB088dIj35E4k376EsVhC1YA3pKZ/xrFWNpEfPuHcshsFbl7N3/CwGbV2pn5eloz31gztzYcMOBm1diczCnCdnL3FqyTpSE99QxqciAPYebsQdO0WzgWH69/X03GXK+Fai+eA+ALQeM4S4wyf4+urNT8fS2sUJsUxKyIoFuvRHvxZ8ePCYo1PnUFxQyLEpsykpKiLxynVeXLiCUCTE3sOdeqHdeBAZjUqhIPXNOyr5+vL1ayo5OdlYWVn/NM5fY2pqSmhob969f8ftI5F0mDODotxctnTvhVOlSrScOI6sjyksW7WMG7duEnUsGnd3D2JOxvL9+3dUKiUuLmUQCASEhvZGq9Vy9+5tzp0/i8TEhHlHT1K1arW/ObZSqaRXn2AePnqEZ8OGyL99Y9rMKRw/Fo2nZ3n9fmXKlKVMmd/F0oLCAiQ2P783iZkZhYU/Vxf6V1NSUsKRIwc5d+kCpiam9O4Zir9/63/3tAwYMGDAgAHUajXh4eEkJ+sMuJcsWYKbm5v+9atXr7Jp0yaMjIzo1q0bwcHBf9hXUlISAN++fSsV2f1n/KkAYWxsjEQiwdraGm9vb3Jzc7GxsfmHBzBg4L+V7OwsbBx110Kl6hXZHLWOXWv3cvviXYzEIkbOHIbo11BpO0c7Rs0azsl9p3RPpxVKHt15DAIBDVrWJ2xET76lfsdIZMSU5ZP0C+L6/vUIGxVK5PYo3LzcSo1vbmmOqbkpSqWSBzce0KZba+KuxLFx3mYyvmWgUChYMGoBxlJjvfjwG/X863F0y1G2zN9CTmYOrl6urJm2Fq1Gg0QqobCgiHm7FrBm8iouR12mqLAIsbGENsFteXzrMfOGzqVBqwZ4V/NmWJshBA3qirmlOReOnse9kgd9JvZjTMdRLBw2j/HLJ+JZ2YtHNx6yc/F2pm3SRZa8fJiAzFRGblYeD67EMX71ZKrUrcbuJdspyJP/dLztnO0pLCjCo7In8ZfiaNqpOUZGRvrIBZFIRGW/KnxJ+sS8/uEANGjXmAWHl7Nh8mqy0rNIjE+gUh1f7py9QfdRoZQt74o8O5/kxCQ8fH431rwadQmJVIJ9WQemdhqLUCSiuLCYsuXdEIiEvH3ymqmddIvcCZuml5qn1ESKnYs9mWnpIBSQGP+CyQEjaRjYlA/P3/H+2Vum7l4AQIValfn8NoWJW2fr239N+kzW9wwOLN7OyHUzqNFCJ8Q8uniHrb8sw9LOjdAZv5cSHL5mOrM6Dsfc2oLja/bSd+5oKtWrRkGunGJ5Iac2HKS4sEhXNtS3PCIjI7xq+NJ5fH8AWvYN4tzWwzw4dw33qhUJGNqTizsjuX7oFLZlHCjMzaNW26acWreH2IjDtOyjK790ee8JPr1KolObJhTmycn+lk7kkq14163O4fkbsXSwoyAnj6nHt+Hg4YpKqeRhzFVOr4pALDXG7K8qNwCkvUvG1ccbaxcHiguKCJk/GaFQiFar5cTi9Tw5fw1TSwte33uERKoz08z8koaztyf1u3Xg7Lod+HVui6KomDd3H6BSKPFuUBuBQEjm56+Uq+7Lu/tP6DbrF7YMGMeNfVHcPhhN1TbN6LViNo5e5RBLjSn+qxK5yuIS0GoRicUoCou4fSCSSs0asG3AWHz8m2Bua8OjM+fRqtQcn72UJv1DUSuV3N5/jJqdfo+SEIpEeNWvzY2d+ykpLMTYRJfeo1GreXn5Bs2G9gMg/cNHjE1NKMwvwEhiTPfwqWR/SeXqpgjUKjVmdrZolEpyv/8g/vBxFEVF/Hj/gWbDB2NVtgwXL1/ncEALLp67go2N7U/H+S/Jy8vl7ds3hASHcn30UA4PHY28oIByfnXovGi+fj+PBvWIGj+Jly8T9Olojo6OP/UnEAho1KgJjRo1+bvjvnv3li7dAykBrDw9eHP7Fk1GjkSjVDJ01FAux179w7YBrQOYvmguVYOCMPq13Gvet298evyIJpt2/N1x/1+jVCrp3rMrPxRKPNsHkiuXM3ryBPqGhDFtyox/69wM/N/n/Plz7Dqwl5zsHNr4t2TI4KE/pToZMGDAwF/z7/SAuHbtGgBHjhwhPj6eJUuWsGXLFkD3G7ZkyRKioqKQyWSEhobSokUL7O3tf+onPDycGTNmkJSUxNixY5kzZ84/PIc/FSBmz56Ng4MDd+/epUqVKkydOpXt27f/wwMYMPDfipGREVdjrjFx4VhMzUzxrlKB7v278vzBCzQaLRJjSan97Z3s+Jz8BRc3F1I/faWkqITvqd959/I9F6IuEjaiJ27lXX96Gl+xqjcm5ibcOHuTitW89dvfJ+pUx7nb5jJv+Dy+pnwlckcU4ZvCqdOsDvk5+ayZtob8nHyyfmRh4/C7cPg+4T2elT0ZPnsE4f1nkp2RzaDpQ+jUtxMCoYDrp6+zdMxi+k8aQFREJKMWjeHoxsO4lXdjwNRB7F+9jwNr91MgL6SooIj0r+lkp2fTb8pA6vrX1augqR9TmdVvJgX5BVjaWNJvykB8/apyKfIiB1fvQ2oqQ2YmY/yqydRqqivn2b5PINODfyllNKksUXDj9DWGzhtJUUEhuZk5ADRs15jDq/fRskcbEh8kcDf2Fs26+LPg8PJSxzAvOxf3Sh7ciL6CtYMNDy7doyC3gDr+dalQw5vZPaciEoswt7JAZiYj42s6Pcb14uHleIRGIhp1akboL/0wlklRq9QsHTQH7zq+5Gfl8uzmY6o1qvn7WFm5fE9JQyQRs+D4WsqUd+XExsNEbzqCzMyUcRum4/6r2NF+YBCzuo5Ho1bToGMzvqekcXjZTjQqNa6VPHh27T6v4p7RsLM/ddo2xm71Hqr71y/13oRCIZXqVcfc2pIrB07Td+5ojMRGNO4eQOSy7XQYEUajbm05sXoX905eQqVUMWR16fQi/z6dObNxHwdmr0WLFnlWLhqNhm/JXzi9cR++TeoybucSji3eQsymA2g1GoxNTTC1NOPC9qOcWBGBQChEKBIhlhrj3zeIhBv38QtsyePzN7h1+BSFuXmUqVgeEwtzOowbxNG5q3hy4QbVWzdBrVJxZedRctMzyfmRgeipiPGHNuvPI4FAQMCo/tyLjMGpggdhS6ZzdPYK1Go1lna2mNvbUr1tc+5GnuHVzTi2j5iOS0UvJDIpUfPXoFGrKSks4vahExibyDg6exnGpiZ0mzuF6PkreXb+Gm/uPEBVoqCsb0UubNhO/w1LMJLovCoubNiBqY01sWu38ez8FXyaN6ZczapIsgoxKdRw8+JxKjSsi3d9P+4cPk5CnxEIBAJUCiVJ9x/RdGAvfVSEvac7CARs6zOCFkP7YWRszJ19RzCSGuPduAHZX9M4NX85jQf0pnH/MNKTkhEA9cOCyfn6jbe37lCQnYPISIyipAiBVoBIbETfiI3Ye+lK5VZo3JBz85ewbfsWpk/ViXH378cTdeIYCqWSls39SUtL48CRAyQnJ2Hj5Ex+RgYVyntTzdWNSzeu0nJi6WhH15o1kFpYcPp09E9+OP8sGo2G0D7BVOvTh2pduiAQCMj+/JljI0cSuHgxD/fs5dOnFNzc/raZVZs2ARyJPEL0sKGUb9cOhVzOq1MnmT41/G/eJP0rOXPmJGlyOQFrtyL49fz1aNKcbX2D6d93AE5Ozn/Sg4H/FFasWs6uw4co130QJtZ2RF0/Q1R0Wy6fv4yZ2X93/roBAwb+c2nVqhXNmzcH4OvXr6WqQSUlJeHm5oalpc40u3bt2jx8+JB27dr91I+3tzdbtmzh06dPuLu7Y2X1j4uvfypAfPr0iUWLFvHw4UP8/f2JiIj4hzs3YOC/mWNRRxAIBAwJHEmvET2RSCRsWbodkUhEQV4eLx8n4lvLR7//uWPnUavViI3FiMVitp7ZhKmZKUcjIrl/4wEbF2yhqKCI3KxcLG0sUSqUvH72mjOHYtCqNRyLiESr1dCsQzNS3qUQsXQHg6YOonaT2jiVdeLwliOEjQnDr7kfABbWFkxfN52gakHMGzaP8E3h2LvYk/gokYhFEUxYPhGPSh407diMF/HPCRoYpJ+rfxd/7l+JI+lVEjYOtjTvpKsEEbUtErVGy7VTV+nYtxNWdlac23+GpJfvWX9mkz4aIfnVB9RKFRbWlsjz8tl1ez+Xoy6yZ9lO1k1ZjZWdNQ3aNWbs8ol0rxSIz1+YNLqWd6N5UEvGtB1GyJgwxBIxJ7ZHUa6iO9YONtw6fR33yp58Tf7Ci7vPSPuURlpKGtk/sjA1N+Xi4VhyM3IQG0uo16YBYmMxyYkf+PgqmfLVvNFotMzcu5B5YdO4f/keOenZdBneg0aBzfjx+Ru752+jSecWtA5rT6vQdizoPQOHsk76qhciIxHBE3qzddo6puyYS3jXCVjaWdE4sBk/vvxg97wt+AU05NmNRzi6uyAUieg+rjdvH77E0t6Goyv3MGn7PMytLZCammBf1pEbxy/z+Mp9CvPk1GxZj/dPXlMsL8LZy42i/ALWDJ1D4Iie2DjZ6dMofkOr1ZL84i2t+nRCrVaT9uEzifeeUqlhLTxrVqZVvyD2zV5HXmY2Cy/sZU7HwZQUFfOXt8eKohKMxEaoNRoad29H87DOlBQWc2LVdt4/ekF4m74UFxRibCJDamaKPCcXY5kUlVKJRCZDWaLAvXplfJvVI+X5a24diUGlUCIzN0NZomDcvrXYuZUh8WYc+6cvJf1TKkM2LSZixHQOz1qFVqvF1dcbjVqDWqVCpVUg+ish7jcxQGpiwt6J87BxcSQr7TtlfLy5f+IcJYVF1A5sw4mFaxm4aSlefjUAyPiUyrqQoWwZOB6P2tUpyM4hI+ULxiYyPj1PxNLJgWF7N2HpaE9Gyhf2jJlKQWY2SwNCcK9ZlS8Jr5FZWtC4TzAqhYLCnDzK1ahC7Oot7Nq2h8ePH3Lr7i1+JH3k25skzB3tGbBjI2+u3+LWnkNkJH8iZtk6GvUORq1Ucj1iH0KRCL+QIE4tXInU3AybsmX49CyBZS07IRAIqBfanYZ9e5L+MYVPT19gZGxM4tUbqBVKCrJyaNi/N44VvHh99Qavr97A0tlJLz78RqW2rbix7yjTp8LK1cvZuXcnVbp2RmMsYNT4kZSpWpXKwUHYpHzmyfFoJKYmfMnNQljeAwQCinJySvWnVqkokcv/aSPJv8X9+/GojYz04gOAtasrNYODSYyNxchYgkKh+MP2QqGQXdv3cPHieWIvxmJqasr8Q1FUr17zD9v8q7hy4xpu/m304gOAzNoG19p+3L17m65deyCX53PqVDRfv6ZSu3Ydmjdv+U+Frhr495OZmcmmzetpuikaqY1O9HKo2YAnS3/hwIF9DB8+6t88QwMGDPxPRvOP2yX8P8HIyIipU6dy6dIl1q9fr98ul8sxN//9DtHU1BS5/OeoZICDBw+yb98+ypcvz/v37xk5ciSdO3f+x8b/sx3UajVZWVkIBALkcrnhR9KAgV9J+/oVZ1dn+o3txcXoK6hUKvw7NOXAliO4uDkzue80eg4Lxs3TlevnbvLg5kNqNKiBjYMNjVo3QmIsYWiH4bTt0ZaJS8bz/uV7dizfxYDWgwjs1ZHju05gaWNJfq6cQnkhLbu2JOl1MmcOnkWlUuFbx5cqflV4cf8FqSmpiI3FVPirko4SqYSynmV5l/COvk37IhAIsLSxZND0wdRtUReAzG8ZeFb2+un9uVYox5Xjl8jJyGHznE2Ejgnj1O5odi3eztarO3B0dQKgTUgA4zqMZMvczfT9pR8fEpNYP2MdvSf3w9TclK2zN1NYUEjouN70HNsLpUJJcJUuDJgxBKFQiKuXG68fJVKjcS392A3aNubm6es8uvkQgUBAyuuPNOnUnEmdx9G6ZzuqNaxB4v0Evn/5zi8bZ+DXqj4ajYaF/cIpyC+grHc5ZKYydi+MICcjmynbZrF+/ArkuXKCx/fGuZwLkzaHs6DvDFqFBhA0MgQAB1cnZu1fxITWwwgaFYKZpTmtw9pz69Q12vf//bNI8RQAACAASURBVEtVLBFTXFCEfVlHZh1cStS6AxzfcBgTc1Pqt2vMs1uP8KpesVQUjLmtJfLcfL68+8ToRn0wtTBDUaLA0s6aLqN7cXLDQV05y2v3MbO2ZM7JjYh/DS9v2KUlc7qM0vUnEHBuRyStendCpVQRs+UIyhIFHxPeY+tsz6KeE5GYSDm/PZL6nfwpyM3nYewNFl3ah6mlOVYOtpxau5sBy6bq0xtOrd+DsakMr5o+dBip8yswtbJg4IrpzPAPo+3QMFr270FaUgqHZq1CUVyCW9VKtOjbjZLCImI378PC1ppmvYKgF1zdE0nspn28f/CM2RcOYmGni76p0rwhHcYM5M29R7Qa1BMjqTEh8yZxYtE62ozow8vrcTy9eBNjmZQb+6LoPHmE/vjdPhSNtYsjX98kYedelpRniaDVci/yDAKhkDUhw6nYqA7lqvvqxQcAO7cy1OvWEbVWS8dJukXBw+iznFm+kbuHjzNi3xbMbKxJfvwcgQA6z5hA5MzFlBQW8S7uEQKBABefijToGUTyo2dYONgRs3ITfcP6MXt+OLnKEloMG0Da63e8uXmXoAUzeXomlvjDUVRr3xqVQsnzcxd5HnsZYxMZJtZWVO8QQN0eQTw4dpKc1DRMraywcnYk93s6ZXwrYuNahrt7j3BrzwFcfCvj06YVRTk53Nq5Fxs3V/LTMyiRy7Et54Z73dqkPHqqq9Rh9PtPet73H9ja2PDpUwpbtm6k3+H9mNracGvbdso3bUKHOeH6fT3q+XF80jRCNm8kbvdetFotsYuW8eNdEg0H9UcoEnFv1169z8P/Kbm5OZja2JbyAAEws7XlY1wcZjITvLzK/0FrHUKhkICA9v/jDCdtrW1Izsz4aXtBRjpWVtYkJr6ka3AXbCv5YuLqzoFTM3GzW8vRQ5GYmJj8jR4N/E/k6dNH2HlX0YsPv+HQqA3X71w3CBAGDBj4H8+yZcuYNGkSwcHBnD17FhMTE8zMzCgo+D0NtaCgoJQg8ZdERkZy+vRpjI2NKSoqonfv3v/3BIgJEyYQGhpKeno6ISEhzJz59ysDGDDwv4W6detx4eI5KviUp3XnloDuafSdq3F8ev+JiYsnkPgkkafxz6lY1RupiYz2IQFcPHEZj4oe7F27n6ABQfSf0BeAWo1qUt63PFP7Tmf/hoOsjVyNb21ftFotx7ZGsn3ZDoxlxnj5etGlXxce3nzIyI4jadCmAQIEVKtXnfir96nbvK5+jtkZ2Xx8+5HVUWvwqOzJ8DZDCRkRQquuOvd/eZ6cF/dfoFKpGaUYrU//0Gg03DhznaLCIhYeXErswRhm9plOk/ZNAYFefABdREDHfp05suEQ54+cw6GMI8GjQ2nZXWe69iP1BzsWbGPc8olEbj7Ki7hnqJVqZCa6evTdR/Vkw9Q1jFvxC771qvL68SvWT1lF3ykDaNmjDW+evObZ7SdEb42i79SBtPvVNLNOy3qUreBKzK6T+LWqT2ZaBkkJ71lzcSvW9roFr39IWya0GY5arcGrWgVSP3yhMF/3xVq+ujdlK7j9f+ydZ1gU2bq27w40Tc4gCAgoICCIgIoZc8I0mHMYc85ZR2ccdcaAOWDOGXNWFCMgiqCAoIAgknOGDt+PdnBznDkzJ3zXPns297+uqlVrVXV1da2n3vd5afIlYuQ39E0MqWNTl88JqTg0aUheZg4lBV/VX6VSyZWAQIryCtk2+1fq2lmSnpSGVFNKcX4hrx6E4dLSnU/xHwEoKSwmOTaRV/dD0THQw8bVgYTX7+g+fgDOLdxJiHxH4JYjuHdoTlTwC+QyOR2G9aoWHwCMLetg6+bI+5dvMbEy5/bBQM5vPIhAKMTSwQZNHS1Crz+gZb8utBnYg8j7z7lzJJDopy9p5tseTV1tbu8/S2F2HjmfM1DXkPKD7/c08HQlMSIadS1NSgqKsHFtWONcCIVCHJu5o6Wvh1Akoq6DHU17dST0yj3Gbl5RPYGs7+XGj91H8jkuAQsHO1oP6sXFDXvRNzWuFh9+w9bdmefnrxNx6yFaero4t/UmOzmV8Gv3UdeQomdiiEKhIOTCdTISPtKgqTsfI6NJeRtHcV4+Eg0pHyOiqeNgR87HTzi1a0FdJ3tubAkg8u4jrFxqHgOApr4uRblf3+h79u3B7R0HKM7JIz8tnYDvZ6FjbIhSqaQkN4/yomIW3ruIupYmiWGvODF3GU9PXuDxkdN0njaB679sobi4CIGxPpM2/VwtzL+5fZ9zi1chl8uZcuYQOsYq/4U240awc8Ao6jR0JPVNNN7D+lOcm0dRZhYiiRrZySlINDRQyGQkv4wkJyGZspIS6jjYM2L31uq36Y7t27Gr/zBsmnkSdf0WunXqUJSZiVKp4OHuffhM+h6hWEz+5zRCDh5l6y/+BAXdo0HrVmgZqb6HxJBQ2k+rOTmydG+MREuLkxOn4NSlM0P37qG8sJCgrdt4e/MWIjU1FFUyvLyaoq6uzv+UZs2akzr1LYVpaeiaq1ISlAoFUZcvkxP/njOnztcQJwoK8jl58jiR0W+wt6vPsKEjMTU1/R+P4/8HQwcP40TfHtj4dMSovj1KpZL4W9eQ5eXStq0Pnbt3xGXUBOy7qx7SFKMn8mj1Inbv2cGc2fP/yaOv5a9ibGxCcfonlApFjWiXsvRP2P8fvTZrqaWW/zv8Mz0gLl68SEZGBhMnTkRDQwOBQFDtWVe/fn0+fvxIfn4+mpqavHjxgnHjxv3ufoyMjKrbSaXS/90UDKlUyq1bt8jNzcXAwICwsLC/vPNaavk7M2P6XK5cvsSYHhMpLylDXUOKkYkhpSWluHu7s2mpP03beGJSx5hLx67QqU8HmrdvRl52HldPXif9UwYjZqreJiqVSt6/fY9QKEQgENDVrwsuni4AxLyK4fiOE3Ty60zDJg15fucZ62evR6FQoKWrzYPLD5CoS/Ab78ePk39ER0+Hjn07kPEpg20rtmFmWYeGX0pJrtj7A0tHLubqsasYmBgS8ewVVRVVSNQlzB84l5HzRqOmJubUjlNUVVax++4+tHS1sXdzYL7fbK4euYyG9rdv6fJz8lEqlSgVSn65sBktHS0uHQgk+FIQJUUlZKVmMq3rRDoO6MKMDfPYudif26du4Du6D21826FUKNg0ez056Tlo6mjRa2xfOg7owoeoeH6d9jOyKhmyKhlt+3ao0W+b3u3ZudAfhULB60cv8WjfrFp8AFCXqtNxUFfWjluJulSdyvIK9i3fQfK7JIYvHIuuoT4Jb97TqEXj6jblpeVkJKdhbGFCVmomF3acRiFXsHHKGuxc7Qm99ZSivEIcPBvx/PojBEIBM7cupkn7Zgi/3IgfBd4j9OYTfh65hPhXMWjr66KQKzCzseDzhxSGLZtE2wHdALBqaIehuQlHVm5DLBHTwKMxJQVF35zj0oIiTKzNcWzqxptHLxi0eCHvX0bzOug5HUf2w6tbW9S+RFxINKXUc3GgICuH4z9soyi3ALlcjk1jJzI+plJaWMSgpVPI/pRO814dMW9gzZIOw0mMjKnRp0KhIDEyhtaDe1cvy/yYimfPDjUmiBKpOg1bepH0OgYLBzsqyysQCoVUlJWRl5aJgfnXB/L4kFeUFZdw6odNiMQiLqzdhrm9LWUFRbwNesr43evZMXoWAqGAzKQUhEIhGrraiCVqmNhYIdXRZvS2tahralJRWsqJBasozi3A2tWJnJQ04p6GUZCZjZ6pKqexqryCF5du0meJytMgLzWNsIs3ABAIBRyft5KhG3+ifjNVBE78szBOzl2mmlgIBNg186DNqCHc2b6f5oP64tq1PdfXb+HWvdv0/Xl5jahA504+XFmzAXMnR0JPX0DLQJ9G3TqhY2yEcycf3j18QlV5BSEnzpEcEYVLlw5E3wliyJZfOL9wJd0WzCbnYzJR128hUhPTpF+vGpMbXTNTrD3cqevqQotRw9k3ZBR9f17N5RWref/0OVHXb6FlYEBeSgpLFi2nefMW7A0YRV7RV/FFXUuL0vy8Gt+zvKqKsvx86rduRbupU6qXD9zqz+4+/eg0bw6ZMbG4G30VHpVKJZGREZSVleHu7oFUKv3mmv0jDAwMWTB/MRsmTMBj6FC0jIx4HRhIVnw8m37xx9u7ZfW2nz6l0KNXVwxdXDBz9yDuTSR72rcg8NwVnJyc/5Ne/jk0bOjE+jW/sHDOVPSt6lFRXIS6AE4dP0tmZgYfPybRtItv9fZCkQhHv6FcCNhaK0D8C+Hm5k4dIyPen91H/f5jEYrE5H+IIfnqCfxPn/9nD6+WWmqp5Q/p0qULixcvZtiwYchkMpYsWcLt27cpLS1l0KBBLFq0iHHjxqFUKvHz8/tdw2lQPQf07duXJk2aEB0djUwmY+7cuQBs3LjxPx3DHwoQL1684P379xw6dIgxY8YAqofR48ePc/Xq1f/uMddSy98CpVLJD6uWIpaI+X7+GLoP7EZOZi6bl/gT8/odDm721Klnzq2zt5BIJDT18WL8wnFcPn6Vty/ekhCbiEgs4vPHzwCsmLCSspIytPV0kMlklJaUVfflv3QrU1dPo2M/VZSF7zBfti7ZQmRoJJmpmTR0b0jSuyRiX8WyJXALx/yPsnDYQqSaUtKT03Ft4YZCoUAoFGLb0JYjT46xdvoaXj99jWdbL2aum42GlgZ7V+/mp0mrEYpEWNhasO36TqRfohQEAgFN2npyYe855HI5j64+pI1vOwAyUtK5evgyvqP7cGnfeZ5cC+ZNSBT52fkMmzcKibo62xdtxsmrEWOWTgBg1qb5LB+6kNiX0TTydiPsXghlxWVsvbOX2PBozu84xbkdp1BTl+DS3JWfftrAon6zyEnPRktXu/rc5GbkoKmjiUAgQF1TSlFuwTffVfK7JDS1NZm5ZSGurdzJ+pTBtjkbmN5+HPk5+cSGvcXa0YbGbTwozClgz5KtCEVCNkz6keR3SaoJpkDAqwcvSEtKo/fkQXh1bolYosaDMzc5sTaAgz/spLS4lFa9fCjOL+b8lqMIxSJiQ6MQikRYO9nhO2kIx1bvoCi3APeOX40kk6M/cObXAxTlFiAQCkl8HUvM8whaf9cF47qqm35U8AtyPmfyy4NjqKlLmOreh0Ztm+Lm403IlftYOtpWiw+yyiruHr5Aj0nDcGrlxYpuo5m2Zw32XqpSiK0H9GD39JUkRr6j5+RhKORyji7fhLGVBW8ehnJz70naDe1NRWkZFzftRyQWY+v+daJXWV5BauyHb85zRmIyTbq1Q6lUctV/P/W93DCzs2b35MUMWTUXU1trou4/5vbeEyiVSuac3Yu2oT47Rs3kbdBTSgsK6TlrPHUbNkAkEiHR1MCpbQvy0zPITk6lorSMgsxsZpwOqK4eoa6pie+8aewZOwPPXl1Ii0vArqk724dNppmfL+pamjw9EYhcLsO2aRMSXkRwfN5KGnfrRMdJY4m8dZ/0+A+YO3xNQbJv0RT7Vt68vfsAr+96AWDuaI+JXT2i7z9CXVsLGzs7Uj6lIPsPPgVKhQKFXE5uciqWjV35HBvPw4AjDNqgKq3ZYsRgHNq14eCYSdTzaEz6u/c0HeyHdZPGtJk4hjubtwECrD0aU5SZTVFm1jfnOT/1M++fPMeqiTvOXTqRFBZOy9EjeXnuPDr6+ogrq3gSHIKVVT169u5GqY4W6e/ekfIyAisPd1x79uBxwAGsPTzQ0NdTlc08cAg1DSm2zZvX6Eusro5ZQ0deX7pMXvx7tt56AEBMTDSjxo2gtKoKqbY2BWlpbPp1M7169f1mvH+Ek6MTIpGY9Nh3yCoqcOzajaajx7JsxWJ69+5bLWisXrMK6y7daDZuvKph775EBZ5n4bIFXD7/7bOIUqnk4cMgrly/gppYDb9+fjRt2vyb7f63kcvllJWVoqWljZ/fAHr08CU8PAxNTU3c3T0QCoWkpX1Glfb7H5J/lcpv0lFq+b+NQCDgxJETjJ0wlqCxp9HQN6QyP5f1P63Dzc39z3dQSy21/Fuj/Cd6QGhqarJly5Y/XN+hQwc6dOjwh+t/Y+jQoejq6gLQq1ev/9IY/lCA0NXVJTtbVcovK0v1ECQQCJg/v1ahr6WW8PAwIl6/xHdIDwaOHwCoymL+cmQdvd2/w3eYL3XrWTBi+jCGtBzG83sh9HH3w8bBhtSkVMwszcjPzmfTYn8ABk0apKpAIRAQ/yaeWX6zeB/9AWMzI1ISUvDp7VOj/96j+xASFMIPAatYN2MtBsYGHPz1AHKZjAETB+LZxpPNizYjUhPzMjicXg49adLKA219bfIy84h5GY1QJGT+5gXVIsPUn6Zj2cCKx9cfUVleWb38N948j2TcsvHUb2TPmgmrOOl/DH0TA+Ij4xk+dxS+o/vQuFUTlg9bpBI0gg9SXlaOmkSCoakRrXt+Lctn7WDDlpt7mNF1IqH3QhCJReiZGPDsxmN6f/8dHQd2paSwmHHNhzF41giMzU3oPKQ7+1buYnHASjS0NakoK2fPsm0YmhkRevspGSnpvH0eSdTTCFxbqh4AUz+k8OJuCHUbWHHG/xgvH4Th3LQRAoGAgtwCBswagaW9NYd/CiAvI6daqFEoFdi5NWTypkUU5RZwYPk2sj6lM3njfKz+oaRpm+86c/Sn3ZQWlnBm4xHObT5KflYuIpGYbt/3p/u4/gDcOXyRPXPXM27dHPwnrODz+2R0m+mTm57FmsGzEUskDFk2lXouDYh69IKrO46xpNv3ODZ1paSgiM8fUgAlV3YcQ9tAD7G6Gh9exdCojRfDVk5j05jFePfugK6xAcFnrlOcV4iRZR3y0jLQNtCtFh9AdR/3GdqHfXPWkBLzgaTIWMqLSzC1taaeqwO3Ak5xeeshJBrqOLX0oii3gPAbD3D18ebNwxDCrwchEouJvPcE1w4tUcjkBB05T/r7jzy/cJMzq7dQWliMQqHgY1QsQpGQY0vWU5iVQ73GzozftY7gY+d49ySMVoP70H7MYALXbUPf3BTv/j358OI1CoUcG/dGmNpY0bBVM87/tJmR/mvYPXo6emY1w5v1zEwoLSjk3eNQ+iydTeCPG3Fp35rgI2fR0tfDvrU37x4/Z/vgCZQVFtFvxUKcfFoB4PWdLxd+WMejw6foOnPi133WMaU0v7D6c8zDx9g18yLk1HkeBBxBJFRV+3gYcJh6TdyqS0GGnbmIWCpl6sWTiNRUf6/vn4ZwYdmPVJaVM/7EAfTN69B2/Gge7N5PqzHDaTF8MADPjpxAKBLRa9VyHNq1Ji0mljOzFuDcuSNGNtYolUoiLl+joqQUWWUVB0eMw9LdDVNDAwRCAUZSLRbPX0LHjp1RKBRcvXqJ1OxMhvsf5uOLcAIXLcXUvgEKhZzCtDT29huATRN3MhISqSotRVZRwee3b2nk27P6uJUKBXkpKYCA7t16YmtrR1VVFYOG9sd19Gice/REIBCQERPD7PmzcHZ2oX79mj40f8T5i+dxGzwE94GDaiw3sLHhyZNgOnbsAsD9e3f47uCRGts49+zF3i2bqaioqJESolQqmTN/FrcfPqBBj14oqqoIHDeS70eNZf7chX9pXP9V5HI5Gzb9QsC+PZSXlWJmUZfli5fTt893tG7dtsa25uYW2NnaEX/jMo6+3wGgkMuIPXuMIX2/+/8yvlr+/2FhUZebV2+RkPCBwsICnJ0bIZFI/rxhLbXUUsvfgP3793Py5Mn/Vts/FCAcHBxwcHBgwIAB5Obm4uTkxN27d2nZsuUfNamlln8bXr58gYGxPo29G9dYrq6hTgPn+nyM+4ipuQn+S7dgZGqInpE+jm4ORIZEMWm5yngyLTmNXat3kRCTQJ9RX01b7BvZ029MP5aPXcHY+WOQVcmoLK9EQ+urIFBcUIxUU4MmrZqgY6BLs/bNuLD/PNdP3uDsnrPIZDIEQgGLty3By6cpH96+Z9nIpYASBzdHhEIhYrEYoVBUY/y2jrYEXbxPdno2RzceZsDkgZSXlHPj5HXev4ln2f4fkGpqEBB8iJFNB9N9ZC/mb1+KroFKAXVo7IhCLsfC1oJFA+bx6UMKSqUSQzNDPsZ9xL2NZ3VfmtoaVFZU4ujhhN/UwQiFAi7vD+SnsStYdXwdWrraqEnUiHoWQVlJKRnJabyPimNssyFY2FmSlpiKvokhZtZm7PthFwqFErlCwdqxK6nnZIdAKOBjTAIiNTHt+nfG2rEe4XdD2DZ3A/1nDqcwtwD3dk2xtLemcVsvivIKkWppML3NSCxtbeg7bSi6RvqY1bNgwcGfmNNhDAXZ+Vg5fj1fsqoqVbnFKhllxSVo6miha6SPkbkpfad/NevznTyYt09ekhARi1wm59DyLczdt4ZLO44jFImZuuMHHJq6AmDpaIdEqk7g5oOkfkimnlMDFEpIT0ghLyOXuBfRVJZXcGDRrwxfNYOC7DwaeLrw6MwNlTlpm6aY2VqyfeIyTOvVpTA7H4VcXp0eAlBaUIxQJMSzuw/dJg5DQ1eLyPvPePswhLqOduR8TsdnWD86jR1EXGgE13cc5ujidahJpXSeOJz6nq6cWbWZsz9tpbKsHKUS+q+czfHF6xBLxDi2aoaJdV0+vHhNcU4ecrmcVcGB1VEadcMdeHL6Eho6qtSKuk72VJaWc3zRWhLCX6NQKDCxtSbowEkMLOrQfeYErFydsGvahIjrd2nm9zWEPeLGXbQNDchNTSP03BUMzM2IvP2ARp3b4bd6CQA9qmRc/XUrUTfu0rBdzf+w5gP6cn7l2moBorKsnNfX79Bu3HAy3ifw6sot3twOYtSuzTw9dhqhRA333j3ISvzIp9dR+PcejGOblmQlfCTtXRztp02sFh8AGrRsDgIBTQf2Q99clcKgW8cMgUCAkbUVAqGQvE+fKc3NR8fMBId2rQEwd2pIu8kT2D/qewwsLakqLwdg0LbNGNvZ8nDHbl6ev0DLMaO4MH8xoioZIaHPefLsMcdPHEUml6MUCIi6eh233r5MuhRIUkgIMXfvMnLYKGZMn83Ll+GYmZnh4eFFYmICHbu0w7JxYxp26khlWRmP9wagbWJClyVLuTBxEpWVlQQHByE1Mcalp6+qAsuTJ8TeuY3EwJDlK5Zy5PAJxOI/ze4kLS0Nofm3YZ0isRiZTF79WV1Dg8riYjD5KjxVlpQgVhNX557+RmhoCDfv36VvwFHUvkTJOPbsza4xQxngNxAbG1v+jKysLD58iMfGxvYPS2bK5XIePLhHSkoK4a/CeRodTZet+9GxsCT9dTgLli5ET1eP9u07ftN259Zd9Ovfm/Tnj9GysiEj7CkNrKyZOGHK7/RUy78CdnbfmjjXUksttfzd0dPT4/Dhw9ja2lano7Zu3fovtf3Tp4Q1a9bQokULnJycSExM5MaNG3+a11FLLX93zM3rUllRyZsXb+jQy6d6eWVFJXFR8Vw+doV1c3/Bys6SE0+PM6z1CLzaNiX88UusG1gzrvM48rPzKSspw+mLP0ON/VubIxKL2PnjLtQ11Dn460Emr5yMQCCgsrySQxsO0dmvE0qlkqqKSnIzcxCLxeRl5dJzRC+uH7/KhOWTaNZBFXp88+QNPNt5MnvDfERiEVWVVawau5yANXuY+uP06n5Dg0JxdG+IaV0zTm8/yYWAc1RVVCIQCNDS1aKspByppgZiNTGW9a0xMjOuFh9AZTgJEBfxjqnrZtHSty3lJeXsXLSZU/7HaNjECXMbC24cu8r9c3cQiUXM2DQfPSNVvWEHDycW9pnJq4cvkFfJUcjlXNxzDjWJGgU5+fSbMojGrZuwesRSFu3/gdT4ZHLSs+k8tCeFOQVcP3wJdS0N9M0MiHz0ComGOvP3rsS+icqYsGHTRqipS0hL+ISpVR2Soj9gaW+NQCBA11CP/KxcqiqqMLY0ZXnf6Sw7uQETSzP0TQwxqmPCmU2HaNjMFfGXCea1feex93AmJiQSz86tiAwOozivkOY9vl4Tv1Hfw4mL245haG6CZ+dWLO0xAbFEjFKpxN6rUY1t3Tu04MLGA3h0ac3bRy9wauFBZWk5sSERKBVKll7YQ/jNB+yfvx6nVl5YNmxARtJnCrNziX4STszTl4glahhZmiOrknH/aCAdR/khEAgoLSzm+u7jlBWXkvw2Hhef5qhLpdg2duL6jiNY2NtQVlTKzT0neBcSgV1jZ8qKS1HTkIJSiUs7b+rUr4edpxuvbgRh5eJI+vskbmw9gEgsRs/EGFlFBZ9i4uk0YQRyuZx7e48RMHkRk/er/jtigp9Tr7ELj04EUpCRhc+YQVSVV3JnzxH8Vszh4YFT3As4hqGFKZ/fvcfcUVURodvM8RyYvIC8z+nUc29EQlgEz04H0tCnNb0WziLm4WOurtuChq5OdfoEQGZCIh9fRSGvkiGrrETtH96alxUVUZJXwKurt1AqlDw5ehqBUEDQnkPc23UAvTqmmNjZcuD76QhFQgRKyE/PpFG3TghFIpJfviY88ArqWlroWZijZWBQ47tUKpWIxGo4tm+HQi4n/vEz7vrvVKWqrPkVk/p2PD92CoVSieA/CILufX2pKivj3pYdDNm1jbqujao9IVx79eTVhUBOTZuFXCaj7/p13D93nqSQUIbs3Y2htTUZse+4tGQpUh1tHNr7YN+uLVGBF0lO/siW7f54unvQqJGbyuvCrj7nz1yk38C+3F63HgQC6rdpQ+9169HQ00OmVJCXl0tubi7apirh4PGO7SQ8eYz7wMFYN/cm8sxpmrfyQi6Xo6unx6ihIxkz5vtvqmfFxb0jLPQ50sT3OPXwRe1LukVm3Dsy4t7ViBwYPHAIt/btpeOqnxCJxSgVCl7s30vvPt99I3TcvnMT245dq8UHAE1DI2xbt+XevTuMGzfhm9/lb8jlchYuWcC5c6cxsa1PdlICXbv2YMumrTWiLD5/TqXfgD5UqamjY21L3P1b+B05j7apSlwyd/ei8fjp+O/Y8rsChKNjt/fT0wAAIABJREFUQ16ERHD16iXS0j7jMXAArVu3rU3BqKWWWmr5N0LBv/4938DAgNjYWGJjY6uX/a8JEBkZGQwZMgSA8ePHM2LEiP/mMGup5e9D167dWbBwFtdOXse6vhXdB3YjNyuPjYs2o1QqcfFyISstixEzRyBWEyMWiyguLEIikbBk1BJmrJmBTy8fMlMzGdN+DHnZeRgYqyYuSqWSG6dvkJOVg1AoJODOPsZ1HMez20+xdrAmOjwac2tzGro7EXQpiKrKKp7ffY5YTQ0DUwMC959HQ1ODhu6qSbdCoeDehbvsCz6MSKya4KhJ1JiwcjKzek3Dy6cp5vUsCL76kLvnbmNhY8mHt/GI1USMXTKBTgO7UFVRybFNR5jbezo77+1DTV0NO2c7diz2x9jchPqNGpD1OZNfpq3BrlEDrB3q0aZPewC0dLWYu30JI9wHsHyYKgzaq5M3fSb2J+pJBAt6T2f1qV8ws6qDUCjEo31TTm46QkZyGkoleHVqjrqmBg/P3+XGoUtc2HEaNXU1Tv56iBmbF2BmXYfIx6/YuXAz8/as4NCq3cSEvMG4rillhSVYOdrwKigMkViEUzNXvHu2Ycv0tYxcNom9i/0xtTLDvokTuek5BCzZgs/ArgxbMpELW48RuO04E9bPoTi/iNz0bCQFRcztMAa3dl4kxyRSUVqGc0v3ag8KpUKJjqEeEUEhDFgwrnpSoVQqiX3+GudWHhRk5fLdrFEEnboGShAIIS89C8N/MGpM+5CMpq42j87cQCgUEHYtiCZd2vDqzmOGrpyJab26hF0NYuTahTTpokpt6TZxKNsnLOHDy7d0GjuQ13cfM2r9YnI+pbF7yjJCr9xDz8SQ9+FvUCqVCEVCQi7f5cHxi0i1NJHLZGjq6ZISm4Brp1YMWDaLiFsPyfn0GTsPV7JT0hAIBKS/T+LDi0jS4hJYfucUUi1NFAoFF9du4+2DZ9R1siczMZnvls0h4uZ9qsor8BkzmEvrtxNx8wEfwiIoLSym7+IZCARCNvUfh66JMVF3g2ncpT1nV/yKSE2MvpkJRvXqUZwbSeyjZ5ja1aOukwNTju7g7u7DhCxbi6yykvEHtmPh5ACAZ58e5KWm8fzUBcoKVCkU5cUlHJ62gM4zJhF18x4P9x+n4+QxKjGvrIz7uw8h0dTglv9uEAioKi/HzL4+ZQWFfH94D5Ivk9nYoGBu/OpPy1HDebTvEHUbOdN86ABM7evz5sYd2o4fRVF6Jo8PHMGhbSvUpKpJa8y9B5Tk5pIYGs6V1euQV8lo1LM72QmJxD0IZu+Q0YAAqbY2+Z9SebBjLz5TVRNleVUVEZeuIBSLMLazrWFIWZqfj0RDk94//8jNNWtRyGT0+GElp6ZMJT0mFkNra8waOtJ+1gxCjx7Dxtub+5v9SQx/iaBVK8olIh4cDGDLji1cCbyGvr4BHh5eNPVqhqhJYxr5fhUGshMSqKyoYPWaVSyct4hFSxeSHhNN9PXrjDh5GumXHFCHTp05MXI4jQcORt/aml379hITF8uG9Ztq3D/3HQzAdcAgirIyOTFyODatWpMZG0NG9FumTp6OlpZW9bbz5y4kevwoTg3uT123xmTExmBtbsHPx05/c1/W0NBElpb2zfKqkuIa+/w9tm3fwoPXEfiduIS6tg5VZaU8XrOcn9au5scf1lRvN33OdAxbdcBtxHiKM9NJCntaLT78hrGjM0+PBPxhX5qamgwcOOQ/HU8ttdRSSy21/F9m7dq1NT5nZmb+5bZ/HicJJCYmYmtrS3JyMgqF4r82ulpq+RsikUjo3Lk7QcF32PnTHn5dsAk1iRqm5iYMnTqEYdOG8uT2U3IyspnaexrZGTncOnebzNRMWndvTfveqsl5WWkZxnWMGd9lPGPmjUHXQJdrJ69RlF+ErZMdCdEJHPhlP6VFJcxYOxP/+Zsws65Dg0b2rJ3xM0UFRap0CjW1L1UHytlwwZ+lQxby+lkENg1tUSqUVFZUov0P5o0Auga6KJVKjmw8zOfEVBQKBZXllShReTRY1rei+3BVPriaRI3xKyYRdu85gxr1Q01dgkU9C7w6erNk8DwEAgFKJShkcuraW2Hv/m0pRGcvF/Ky82nbxwffsf0A6DK0B+e2neT4r4eYs3URAIlvP/AxNlFlBHl9J+a2dQHwmzaYOV0n0aJHa8LuPCfzUwYLek2nsqISqaYU64a2GNc1Jf3jZwxMDbF1aUDozcdMbzMaq4a2yKtkZHzcSOfhvugZGeDWxoOhC8eyffYvFOUWIFJTw2dgVwbMGQ1AW7/O/DBgNumJqWya9AMIoDi/CKmmlIigEJxbNKEgO4/w20+Zvn05myasoGWfjtw9domKsgoC5v9KrylDEAgE3Nh3DrlMju/kIeyZs45jP+7E0NwUSwc7op+Es23SCqbtXo2RuSkZSakc+2ErPSYNJTU+CZFYjFRLk/tHA0GpxNTGkhu7j1OcV4B7569Ks1AkovO4gaTFrUdLT5cGnqo328ZWFiy5tI/40Nc8PXcdbWMDrF0cGbRyNlItTRJfR3No7moGrZqLcztvDs/9EYlEgrqmBs37qSp1KORywi7fwcjagovrd6JlqE/fhVORaqkm50KhkJ6zJxASeINPb99hXM+KY/N+wHtgH6TamtzfdxwNbS1OLluPd39fJu7fVO2b0Ly/L09PXyb9fQL6dcwwrmdJ84F9KcnLJ/TsJZoP7MvdXYcRisU4tW1B+vtEkl+/xbNvdxLCIqrFh9+wa9qEJ0fPcHtbADae7kTdvo+1uyvuvt2wa+7FiZkLiQ4KxsCiDokvXiMUCdHQ10fbxAiFXEF+6mdyP32m07SJ1eIDQMP2bbm/MwANfV3UNDQIO3UO3TpmZCcmUVlaxs1f/JHq6YFCyVbf/jh39CH/02c+RrzGyM6Wt3fuo6Gnx6Ctm6rTYeIePuLGmvVMDDyLRFODzLh4Tk6eTnpsLBaNXIi8egN1HR2sPTx5sH0XXRbMRSgSUVlWxsPtu/AaMoi6rq6Y2ttTkJaOVRMBDVq3Jj0mBueuKg8FU3t7MmLfsaO76rcsEAqR6urS2M8Pz6FDuffzWjZv2ciqlT8BMG/WfIaPHoKGnh423t5kxcdzb8MGmo8dR/D1a/SIeo2JqSmBs2Zh07JltfgAqvQJp+49yEv5SKO+32H6a0NODPRj9ow51K1rWb1d4sePGLXviNfY8bw6cYwXhw9g7d2Shj17c/DYYSrlMlav/AmBQIBUKuXk0dO8eRNFTMxb7GbXx8PD63cjBr7r58eu7h1w7NUPg3o2AKS/ieTTyxd023Pgm+3/kQOHD+C94mfUtVX1ztU0NPGaNpfjk0ZUj6WgIJ+w588YMG8VoIquQKEkLykBAxu76n2lhYfi4tLod/uppZZaaqmlln+mCeX/Flu3buXEiRNUVVVRXl6OjY0N165d+0tt/1SAWLJkCbNmzSInJwdTU1NWrVr1Px5wLbX8HXBq6Ex2WTp2zrZ8+pCCUxMnTu46hc+X6hCturZk24odjJ43mvUnfmFM+zEolArqOdQDoCC3gHmD5jFk+lBM6phw6+wtUt4nU1VRhYGJAUq5ApRKcrNykUjV2fvjHjzaeTLj55kYmBgil8lZMnwRdeqZ892EAdw+dYO7525jZlmHlt1ac3D9ATR1tPDu1IIGrvbcPnMT35FfyyneOHEdj3ZeLN2zkoLcAib4jEFdQ53SolKs7K2p79KgxvEKBAIaejgjVlOj58je3DpxjUeXg7B2qEfK+xQUCjm6hnpINaSE3XlOh/6deXjxPue2n+TT+xSkWlIqyyv58dT6GvvtPLQ7U9uNRS6XE3T+Lglv3mNc1xQDU8Nq8QFA11CPDgO7kpWaiX2ThsS+eKsKiRcIKC0qIeVdEq+CQtEz0qe0uJSoxy8RikQsPPQzNl+O5e2zCDZNWElL33aUl5Zj7WiLvokhBTn5/HJ9N4ZmRtX9FebkU1FazorvZmDRwJqp25ZhZmPJq7tP2b94EyHXgjE0N6ZxB282T/qBrmP9SE9MwcTSAllVJaE3gnn9IBSA5j19GPnTbPYv+IXi3ALCbz1BLpdRXlRK404tSXufzIru36OhrUlZcSmO3u60GdSTyKDnPD57nSk7fyL5bRzvQiK4tuMoydHxgIDL/gf4FPsBo7p1aDe0D/IqGSI1Mab16hJy+Q7KL+76QqEQR+8mPDgeSEFGNoPO7CYr6RPn1+0gNfY9SqWSC+t2YOPuTIexgzi64Osb39/EBwQCDMzrkPc5g7zPGWgb1Kz3LNGQItGQUpCVQ1FOHvMuHUG/jonq+Pv7sslvHFr6uvRZNL1Gu8LMbNLjE6goLUWpVDDtVACiL6H1jbt1ZOfwSbQc1p+nJy7w6MgZKkvL6L1kFvWbeRB2/iplRUVo6OhU7y8x/DVSHS1yP6Wy0XcwGjrauHRRuTnrmhgz8fg+kl9FEnzgKCI1EVJtHXRNTUh98xYLF2csG7tSVVpWw8fhN4QiEXf9d9J2whjc+/RCIBCQ9SGBg2MnAQLK8vJR19GmcZ9eFGdlU5KXj5mpGWoamsgUcpoPH1rDi8O+bWvubtpCQVoaJvXtMHWwp83E8bw8fwFNI2MkWloUZWQgKysnNTKS+IePMHdqSMqrCKy9PPEcOABZZSVJIaE0HzUSgMz4eEwdVKKMUqkk9NgJRGpq+K5bj5WnF+UFBTzYvJE7a9fSY9Uq3Ab059qq1dUChLd3C0YOHcnBLVu49eOPSHR0aPydHx5DhqFUKFiyYglm3i3QRUB2/LtvzlFJdjbSL7XAJVraWLg04s2bqBoChJd7E+6GPceqaTNenjhCr807MHNWlR2umDCF85PG0qVjF9q0aVfdplEjVxo1cv2mv3/Ezq4+a1avZfG076nb2AN5VSVZsTEE7N6Pvr7Bf9q2IC8XbbOang9aJqaUFhcjk8lQU1OjqkqGQChE+OX6FIrVcBs2hvsr5+M9YwGGtg1ICXlC1NEAzp44+5/2V0sttdRSSy3/ygQHBxMcHMzPP//MmDFj/ksawZ8KEI0bN+bYsWOkpqZiZWX1p2GMtdTy70KLFq1Yu3415eXluDV3I+RBGPk5BUQ8e411A2ssrMypa1sXv+/9yM3MJTczl6EzhhF8PZjBUwZz68wtPNp40neMKhqgVffWKJVKRrQYRvqndCrKK6qrSKhLJXh3bkFFaTnjfMYyd+M8WnVrzYg5I9mxYjuWdpaMXTKe9JR0fprwA1mpWcjlcvas3o3/gk0IhEL2r9lLUmwiDT2ciHz2mqc3n+Dq7YasSkbUswgqyyrQMdBFVllEA1d7XgWH02vM17J6cpmcyKcRWDvU4/KBQCb+NI0Gbg5EPXvNjgWbMLexYN1Ff8pLypjnO501Y1fw8V0S0zbMxbm5K3GvYlg5eCGlxaWoa0ir91tSWIJcrmCs1xC09XSYvX0xP41chrmNxTfnXKFQ8OLOM/pMHsS0zQspKSzi1IZDyCpl2Lnac3RNAFJNDbx9fQg+f4eWvu2qxQcAlxbuODVvTFxELOM9B6JrqEdxfhFCkZDTv+xnwvq5iMQiykvLOb3hEBYNrPkUl8T0nSvR+5Ii07R7W5UZZPgbBEIhHyJimLR5ERe3HeN9+FsA1NTVcWzWmIYtmvD+xRuiHr/gzZNwWvl1p/PYATw4cZnX954yI+BnxBI1AIJPXeHK9qOMXr8Ajy9pFR/fxGFspToPLm2b8fl9ErHPXzJw6XRO/7iVsuIyWg/uw6eYePxHzUXLQI/CnDzMbK1RKhScX7+L7pOGI1ZT48GJQFLexqFnakR5cQm7Jy+m15yJePTsRGVpGVf997J/xgp6zhxHeUkpsqoqRGIxRxf+TFZSKn0XTUcuk5HxIYminFyen79Gv8VfxYToh8/QMTIkMykFO+/G1eIDgFgiwXtgb25t38/boMe4tFdFbmR8SOLFxZsoFArsWzTFyadVtfgAYFzPEkuXhijkMkxsrRm1bR2HpizgxYVrmNhY49SuJcfnLKPPkjkY1DUn6tZ9Hh8+yVD/nzkxeymtRg3h9bXbvLkdRIfJ4xCKRAgEAixdXchNSQWBkGmBquoTBekZHBw3FfNGTqBUEnYmEKcO7RCpqb6fpPBXFGVlo2NmSpO+X4U8k/p2eA8fQmFmFjF37jH68H50v1TqUCqVnJ85j89voxFpaiCvqqp5QSuVKGTyGsdsaGONrKICl+7d+PDoCf03bcLcxRm5TMa9DRt5//gJCIXo163LsfETKcnJpbK0FMN69Yi+dZu4oAdYe3nx7n4QD7Ztp6ygAO9x32Pt1RQADX19Oi1awv5+fSjOykJWUYGaWk3n/rSMNGQVFbj59UcgEBIZeAGhWI2itFSKSkvoN20m8qoqjg7sx4dHwdRvo/JsyIyN5d2dWwwMOKT6vcrlZCd+wNLSqsb+x4z+niOd2nA/Px9je8dq8QFAXUcXh179uHDpQg0B4q8yeNBQunbpxoMH9xGL1WjfviPa2tp/2q55i1Yk3LuFc7+B1csSH9zFtYknal+uAWNjYxrYO5Bw9wYNuqo8Rpz6DiblURAvNq2hsqwMN/cmnDp6Cg8Pr//y2GuppZZaavn3QKH81/eA0NfXRyKRUFJSQr169SgrK/vLbf9UgLh16xa7du1CLpfTrVs3BAIBU6bUujXXUsvmLb8wbPowRsxU+aIMnDiQgHUBBKzbh2uzRuTl5GPjYENsRCyLRy5BqiGlZdeWhAWFsXrSaiorKqlrZ8nHuCSsGlgTFRJF6P0QpFoamNtYYGFTl9unbhL3+h0Hgg+jo696yxsfGcfiYQvxaOOJSCxG/sUx/l1ELOEPwmjt25aO/bsQ/jCM2BfRNOnWmhcPQpnrv5CE6A+EB7/AxtGWzVe2Mb3bJCZ3HIemjhY+33Xk9eNXaOlqUVxQRGrCJwJW76LnyN6UFZdxbMNBJOoSYl/GMGT2CLI+Z2FUx5jmXVoil8m5sOs0IpEILV1t1pzdwMK+M5myfjYu3qoSkI4eznh2bM7hNfuYsWkeQqEQuUzO0XX7aeLjRbOuLbm46ww75m9CS1eT2LC3fIpPxtLeGoD8rFzun7pFw6aN6DtlMEqlksKcfPpOGcyGCauwcWmAmrqEaVuXcPznvXh0aI6+qeE335uhuTGubTzpOqoPRbkFzGgzAoVcwav7IcxqNxIblwa8fxWLe8fmtOnfjd2z11aLD79h7+nMk4t3WHhiE7NbDGLz98vR0tdFoiFF20CPFn0749Lai2s7j5P05h0gQKqlQdfxgxAIBITffIjv1BHV4gNA6wE9uLj5IIYWpijkcl7decLDU1do3b8ne2eu5nN8IkV5hcgrq3j7KJRO4wbRdZKq0kYjH28sHO04tng99s2a8MugKbQe2Iv4sAgWtx0AKHFs4cmUfevxHzGbO/tO0rhzW5r26QqAhq42fstmsa7XKC6u34lEQ8qPXYZhamtFdkoaC68cqU6ZcOviw89dB/P87BXy0zNx69yOTzFxPDtzBad2LclJSaWqvPKb816Sm49ILObUkrXom5uhpi4h/X0iIpGINqOHUJCRRVlh0bft8vKJexJKi0H9UCqVqOtqE3P/MQHjZiKXyRCKxOwcOoGqigoMreoiFIr4+DISEBBx+Qbmzg159/AJJ2YtptWoISgVCp4cPYWhtRVZCUlkJyVjWt8WvTpmtJswhkcHjlJRUoKOiTF7hozFuUsH8j59JjYomGZD+pMR9/6bMaqpq5PwPBR5ZRUHR4zBuWtn2k4aj7qWFvVaepMS9QYDMzOeHTqKbfOmiL+YGr6+fA11bS0MrL9O0N/df4CmoSHXVq7Gc/AgzF2cAVV6Q+cF83n/+AlCsZjspI+0+H48FUVFPNmzh+1du6Ohr4+9vQOpV68TExtD1+UreHXmNKYOjjXHq6GBroUFBWlpvDx6lIF+A6rXJSR84Nad2ww7dgLtL5UnmgwZyomRw1FWVWLh5IJQJEIoEtFj7a/cWrGUZ3t2IxaLyE1Oxm3AYHTMzaksKSY0YA/2dg2+SUcwNTXl5rU7zJg1lQ+VFd+cT4FQgOJ34lNlMhmfPqVgYGCAnp7+N+t/w8DAkH79+v/h+t9j5dKV9PXrRVlOFmbunuTEvCE28AwnjpyqsZ3/Bn/6DehL1ImDlOTlIBCKECsVXLtyqzbt4i9QUJDPpUuBZGdn0bJla5o3b1FrwFlLLbXU8i9InTp1OHfuHBoaGmzcuJHi4uK/3PZPBYiDBw9y5swZxo0bx5QpU/Dz86sVIGr5t0epVHLn9m0ubbpYY/mA8QM4v/c80/vMRCaXoSZRIzEuick/TCE18RP71gSwat8qti/fRvijcJLfJxN0KQiUSiRSCR2/60Sjpo24d+Eu8ZFxNGnrgZt342rxAcDezQGHxo68eBjGo6vBtOjaCoBfZ65jypoZtO+ncl7vOrg7e1buIC4yDoFAiJW9Nc07t6jej/xLacbWvXwYNndU9bK1E1ZxbudpPNs1JTE6gTm+01AoFCgUCjS0NVEqFDy9/ggza3OOrT+Ad/dWDJwxjPSFn1EoFAiFQgzNjCgpKMbRo2aFj8nrZjGxxXAmtBhBfTcH4l/FYOdqz+zti1HXkOLezpMprUfTurcPwYH3Wdx3Jp4dmqOuKeXZ9UcANO/ehoQ38eyat5GK8gqUcgVlxaVc3KmqRezs3Zj0xFTUpeq8e/GGXpMGIfliCFhSUETYrSd0G90PWWUVJ9bto0XvDjTt3oadM9YwdPkU4kKjqKyUUVlWSW5aJsV5heRn5qBv+jU9IzY0korScoRCIQZmRvScMoLmvTpQWlTM3BYDcGjmxraJy+g6fhBDV83kwfGLpMYlfTWllCuqDUGr+bLulyGzECBAx0gfiVRK0tt3VJSUk5OWiVAoQKKhzrvnr/CdObZG80Y+LZBVyUiMeItTKy8en72iMvXs1RENLW1CL97kF79JCIRCwq/dp/e8STXaC4VCTOpZEvf8JTpGBkg0NfgYGU27kYOqxQcAqZYmbl3aEXU3mNgnYcQ/f4lSIEAgFvM26DGNu3Yg7mko756E4tiqGQA5nz7z9PQl9M3NcOvWAaVcgZaBPtc37UQgEqFraoxdU3fOLFmDW9f26H2JIIi6/YDsjylINDVJiojk+ZmLZCd/wr6NN3EPn9J90Sw8+6neREffe0jg8jUolUpCTgXSYvgg2k8aB8DB76ehaWDAnS0qo0nnTj40HfgduwePRiH/WvJRJFGjNC+fum4ugIDklxE8P34abWNjEED03SAK0zNUkRAmxgCUFxXz+MARPAZ8h+eggVSVlfF4737OzV3E0F1beXcviEa+PfGZMY1rq1azp/8Q6rdsQWb8e7ITkxCrqxN96zZ65ubE3rlPwtPnDNsfwNHRY9G3/JqCBCr/Bj0Lc6rKyum3cWP19WTj7U1Av36U5edTLFHH2dEJtQYNsG/fgc+RkSQ9f4aV59cSuMVZWeQmJXFl0SKaezVjyuSvkSw3blylQfsO1eIDgJaREQ3at8cgN48Xr8IpLyxAqqtHHZdGjDh9nsCZU7GSarB8xlz8t2/h0JVLKGQyOnTqwqYDR/k9LC2tGDxwMHPmzyY7Pg5je1XaSGVJMfFXLjHz1801tj979jQrVy9HLhBSXlxIt+6+bFy/6S9FN/wVXFwacefmfXbv3UXUxdM4NrBn85VbOPwH8cbR0QltLS2ycnNw7DMIAzt7Up4+oHuvrjx/HIqFRd3f76AWwsJCGDJiMEauTVEzNifg+GS83Fw5GHDoL5VuraWWWmr5u/B38IBYvXo16enpdOvWjcDAQPz9/f9y2z+94wuFQiQSCQKBAIFAgIaGxv9osLXU8ndBoqZGRXkFWjpf05IqyiqQaki5euUOPj4t0NLRIjn+Iz69fVAqlPgv2syotqMQAJsu+GPv6sDzu8/Y++Medt7cjfRLakLv0X2Z7jsFAxPD3307JJfJ2bt6N3K5nLFLJ1CQm0/mpwza9vapsV3Pkb15PmIxLbu35vapm4xeNK563YML96mqqKT/lEHVy0QiEUPnjCL2ZQzR4W+pKCtHLBYjFInoMLALj688YNj80fT8kppRVlLGD0MXcXH3WYRiETM7T2Tm5vk0cHPA0MyI6NA3eHZoVr3/lLgk1NQlaOpqER0SRZfhPRkyb1T1em09HVxbuvPmaQQSqYRWfTtgWtcMpVLJ8CXjObx6N1FPXnJ602GGLZmAd09ViHb4naccWL4NpULJzUMXUVOXoCaVUlpYwg/9Z9NpmC9VlVXcOXqZyvIK/Kf+SEFWHqZW5jTp3IIrO08il8s5v/EgeiaGtBvck8qyCi5uPY5Eqs6m75czdu1szG2tCL/zhOt7z2Bhb8PpdXspyM7Drb2q3KmGthYiNREH5q+nqryCm3tOEXL5Hl2/H8jjszcpKy5BQ1sL906tuHf4AvZertWeAC9vBqNUKtHQ1Wb67p85uXoLOiZGJL+Jo/0oPybu/InivALO/7ydpMhY8jOyMbL8mrNekl+IUqHg/7H3ngFRpOn696+7oWlyzkEEUURUQBRFEXPGnHN2zGN2nDGOY8ScHXPEHDBgQDGAmEFEkoKScw5Nd9P9fsDF5bj/nd19z55zdpffN6qr6nnqqUA9V933fRnbWJCZmIx1owYo5DJG/rq4um+62jw4eg5NPV1K8wt5/yAUrwE9a7ZXyGQkvX2PQCigSad2tOjbnbCzV8hPz6x1TX2J/MCHkDCq5ApQqdA2MmDasd08OXaWt7eCUROr02v+dE7MW4FlQ0c09XVJev0OlVKJtKSUsoJiUt5FIysvp5FPG2IfhfL62m2mHN5BmxED2TF4IvYezShIy6SiuBiRWIyiUkZ2Ugq5yakIhELKCopo1NGH+zv2k/ouGjVxtcBk6mhPZvxHqhQKfCaMrulzk26diH3wiIlH9tbk78c/DqVKrsC8QXXxwPd3grnxmz8NfX18uq2MAAAgAElEQVTQ0NHiw537CIQCRu3bQUVRMQqpFIFQxOWfVnBo9ETaTRqHtqEBIfsOYd3MlfbTp31tzZDeK3/m0NCRRN++S86nRDrMnY1QJMJvzWoyY2JJjYwk+k51jY7K8nKenziNSCzG1t2NUYcOomNsjK65OR9uB9G4a9dv5zgvn+y4eLynTKn1XJDo6WHr7o5lczdMGzgRvH4dLSdMAMB96DACpk5GQ1sbp86dKU7P4PHundh4tEBeUMDQgUPQ0NCgoqKC1b+u5NTJozh06MR/RSQQ0MG3E2VSKZdmTKPtzNloGRnzeJs/OfFxVFhY8dPypbRp05bTx89gamqKrm51gcry8nIKCvIxN7eomWhu2baZY+fO4txvMNfmTqd+u/ZI9PVJfvSQvr364Ovbsabt0NAn/Lz6F3zXbMa0kQuVpSW83OXP3PlzOHzwrxeX/Huwt6/PhnWb/uo6t2/fIK+omHY//YaNV3WqlL1vN17t38KipQs5feLsf1t//p1QKpVMmT4F5+krsGxdfX1VjZrF65XTOHfuDKNGjf1f7mEdddRRRx1/D+np6dy5c6cm9eL27dvMmjXrb9r2DwUIT09P5s+fT1ZWFitWrKBp079eBKqOOv4TEAgE9B8wiONbjvPj+h8RCAQolUqObzlOq5atWbdhNVq6WhTkFSAUipDL5Eg0JSzcsggAEytTnJpWf/F7dicMv7F9a8QHAPtG9ji6NkBXX4dbp2/Qc0RPtL+6WHyK/kjs2xhsHG3Jz85nWqfqL+HVkxkpWn8miJQWlSCTynj//B1lRaXEvomhx8hexEfEEXTmJiI1Ua2ieABqYjXkMjlCkRBDUyMqpZVsv7OfwtxCnlx7SI+xfjXramprMmD6UPYv28kP6+eirKpi9ZhlNPZ0pbighAPLdvLD+jm4eDUj/m0Mu+b7U1lRSV5GLgJA9hdC9TOS0sjLzMPQzIhxv0yrNdFKfBfPo8v3cG3rQZs+HWqWe3Zry/PbT1HI5VzdfYZhSyZzdv1B3Dq3plUPH17fDyMvLRtpuRRZRSUFmblo6+mS/imZzM9pTNiwgIKsPB6evs6CYxtrohM8urVlSaexZCSlsmvGGopzC3F0b8zMPavQMzFkdd8faN2/K5o62jXXhZauDi5tWzBo8Q9oaGsSFRLOqeVbaeLTko3D59L/xwnYNHYk5Mx1VvtNwb1bOyKDn5GXnoWaujqKSjmbR/+IjoEeFg3q07RjGzpPqM5L1zbQY8qeX1naegCX1u1h1pHNaOnrIpfJuLJxHy16d6FpFx/Or9pCQXoWnSZWp3w8PXuN6EfhLA08jqGlOdmfU9gxYjrX/ffhPawvFcWl3Nx5GKVSSfPuHWsKRfaYM5mtAyeS9CaK+h5NKcrK4fDMpfT/ZT6uXX1RSCsJPnico9MXUZiVTb1mTYh+8ITS/AI6Th6LRcP6yCoqGfLrMjISErm6dis951dH0N3Zvo/39x+ha2JCXnIav0+ci9eQvrQdPYRnZy/TuKMPIrE6RVk5DNmwCjWxGFlFBQHzllGvhRu+U8YRuG4L8Y9CaT2qenwSQp+hLpEggJraDQAe/fvw/k4wuwePplmv7hSkphETHIJAICTs1Dm0DfW5tWEb444dwKyBIwDtf5jMwSGjOTFlJiBATUNMZVk5AoGAKkUVD/ceRFNfn/K8fNwHD6z9fBAKsXBpzM1f1+Ho1JDijEwsXapTKSwaO2NkX48nBw4yPiCAlJeviLkTxNCdO2q2V6lUVJaWUl5QwK01a3Ht3Yuy/Dye7D+AWaNGlObmfnfflObmYu7cGNsWnjQfNoyE4GCa9R+AnqUlQ/buI/zwYV5OGI++tTVuQ4fj0rsPr06eIOp9FIMGDWX2vJnEFRTgt3MvNxbNozAlGQPb6vSnorQ0Pj4IpuPs+WzashH38ZN4deIYxRkZqGtqMvLsFbRNTFFUVvJs+2Y2bF7PwX2HkMlkrFi9nICAU6hLNFETCFi29Bf8+vRlz96d9DsSgLaJKU0Hj+DTw3skBt+hR6cubN6wpdax7ft9P65jp2DaqHoMNXR08fpxCReH+5GdnY2Zmdl34/HP4ll4GCplFdatanudN+jRn6fL/rYXr/9EoqOjqFQJsPD6JiyJ1MXY9BnF+auX6wSIOuqo4z+Kf4MACBYsWICPjw8mJiZ/97Z/KEDMnz+fx48f4+LigqOjIx07dvyjTeqo4z+CVSvXMmzEQKZ0mYJLCxeinkehVKhQKBUMnz0cnxE+3D57k5cPX3Lc/xhTv06mK8oqsLD95hsvUldDIVfU/F2Qk8/WRVtJiIwn4V08Ovq6TOk0iQ79OlKQU0Do7aeoUKGsUqKQKzCxMiUrJROxhphTW08wZcUPCAQCZFIZR9b9TiN3Z0YvnkBCRByH1uxn15LtGJkZ0ci9Oj3ibsBten91x1CpVFw5cIGWXVqjZ6zP/YAghs8bjZauNjlp2WhoShD9F8FCU1sTQ1NDvLp7A/Dg/F10jfQYvWQCweeC2Dnfn7LiMiztrRj10yQeXbqPhqaELqN6s3veJlr3bEujFi4olUrunrxJWXEpQqEAaye776I/HJs34nnQU8zrfV+g0szOEoVMxrvHrygtKMa2UX10DfVo0a0tRXmFJEUlMGvPCuo3bUjciyiOLNvCyF+mc+foJarkCnKT02nTtzP3T1wl6tELUKlo2csXVx9PXt95yvwjG8hISsHA1Jh6rk7IpJXIZXLEmhKUSiUfnr4i7PJdqhRVjFz1Y42w07yTN5/fxVJSUEjOlzTuHL5AVlIKCrmcsuISwq/ex7FFUyZuX4VQJOLBsfO8vR2CvpkJOcnp+Az3q3Wc6mIxDVo159PrKFZ0GYFZPRsKMnNw8GjKyHXz0dDSZOCyOQQs34STlzsAT85cYeiaRRhamlOQkcXJRb+iZaBPxJ1HhJ0PRKgmokquQKxVnV7xJ7T0dTFzsOP3HxZhbGNFSV4Brl3a06x79f8BsZYmPeZO492dh4jU1EiLScDcyZGP4W/otWAmhtaWfH4bRXTwE0wd6lGWX0BZQSE6Roa0nziasNMXcWztSZVcTvanz9zaug+zBvXRMzPlbWAQamJ12o4fWSMmiDU16TZ/FkcnzSLs5DmEIhFzrp1F8tUFw6N/H3b0HYZKqeRD8COadO349R5TR9/CjML0DBLDX5KT+BmBSIRKqSLp1RtKc/LQt7Lg+vI1yCqkOLZtQ9uJY/EYPIDUd+/ps2oF+V+Suee/lcK0dNpOnkRCSAg5iYkY2tvz5eUrPId/K16oUqnIjI1DXSKhf59+HD94CAuXxuhbVl+jwVu2Ye/VGj0zMxp27sTz48d5uGMnLUeNpEom5+nBg0h0dem3aRMRly7yZP8BRGIxsrJyvCb0JWTLFhp27IhVs2bV9UIuXEBeUYG1W/X5btZ/IK9OHOfBhvW4DhhIZWkpxWlpNPDtQNdfVtT0szA+Dsc+/UlLSyU4+D6jLl5DXSLBe/oszk2ZTL3WrREKBKSEh7Ni+SqUSiW6Zma4DRuF27BRXJk5BfeRY9E2qS44qqahQasZczk7rC/FxUWs27iOkPfvGHT8PFrGJuQmxLFu5VKyszLRNres2U7b1IxmQ0dhYGdP0s3aaW0AqelpOPbsX2uZuqYWuqZmZGVl/o8KEI4ODaiSyVBUlKOu9U3srcjPRefP3FjqqKOOOuqo498ZiUTyN0c8/Ff+UIDIy8vj8ePHJCUlkZeXh4eHB/r6+v9QY3XU8e+EgYEhQbceEBr6hISEeIb2GM30mZPZf3c/ZtbmAHj6erJy4gquHr1CaFAoTq4NeP7gOQU5BXQd3A2BQEDHfh3ZNHcDXYd040vcZ9ZMXUXHgV04G3kJsUTM4+sh7F66nYdXH6BSqbB2tEEhV+DZqRUj5ozm5qlAQm88xrOzF1cPXeJl8HNsG9jy/kUUdg3tWbz3F9TU1bBzqoexhTEbfviVSmklGZ/TWXniN1aNWUb083c4uDTgxf1wcjNy0DXSo+x1ORJNCaVFpVw7eJGykjKkZeVEPHmDm48HUD3RunP6Ju0HfAvZtnSw5nN0Il9ik+g7bTASLU2CTlynsqISE2szMr+ks+3+IYQiEdM2zGPb7A2IJWKkZVIUcjktu7XhQ3gUsc+jqCgtR1NHq6atZzceoWdsQGTIS4Yvmoi6RnVtAoVcwet7YYxYOpkHZ2+hkCvQMdDlZdAT+s8eza2D55m+42fqf406ady6OWNWzubarpMMnDee48t3IKuoRFtfFxtnBzqNGUBJfiGBu08gLa9AQ1PCmgEzqNe0EXlpmegZG+LexRv7pg15cv4mkcFhSMsq0DbQw8ze5ruoEptGjlzYsBelSoVLW0/qNWtE9OOX5KVmoCYWM2bjTwiFQgCGLp9LclQc+elZIICkiGha9P42vlVyBelxnxizfgnHF68jPS6RpTeOY2L7LffcsUUzlAoF+6cuQc/UmPz0TPRMjFDI5Zxeso5mXX3pOHkUAoGA0vxCDkyah1PrFry9dZ/MhCQat6+uFfLwcPXkftnDK6RHx/Hk5AWsXWrnxAsEAuyaNcGpbWtM69txbMYiNHS0SI/9yIVf1lFeVIJtsyY8Ph6ASqms2U4oEqFCxefXEQzduIrgvUfI+5JCalQM/VYtpWG7NmR9/MSN37YgFIlqUip0TY1RqZS0HDoYhbSiRnwAkOjq0rRnN95cCeTGus0kvXiNWYP6xD8JoyAtnbKCAkrz8jBv2BBTh/okPHlKytt3aOjqoGduTodZ09HQ1SXy6jVOTpmBc+eOmDo6oG1shLaxEYO3buLQsNEopFKG7d7J+Tk/khb1noIvXwg/fhKPIYOQSyt5evAQGtralGRlc/naZUpyczkyfBT6VlYUZ2aioaPD2NOnAFCXSBi6dw83l6/g4MDBNWLLsP370TQwoM2kybSZNJm4+/d5dfYsYXv3gUrF5fnzkejpISsrQ00iYdCuvTXXnVBNDTWRGi46eoT+thYNsQZl6WlYu7lTWVaGSE1E1JXL5MXGMuDwIN69i8SsvgPqkuooLJc+/bDzasObk8cpjowg9HE4VlbW5OXlUZqTQ2VpKRo6OkiLCr+zrhTr6KAUCHn06CFnz55k8IkLaBlXfx0xcWqEx9RZHNm/k+LSUpQKRU1KDEDhlyRsrb4XF1u18CTy2RPMXZvXLCtOS6UsLxdHxwbfrf/PZMSIUazd+Btvft9By1mLEYrUkJWV8ObgdhZMnvo/2pd/JZo0aYqGEDKfP/yWgiGXkRp4isWTJvwv966OOuqo43+Wf2UXjKSkJKDaGerGjRu4uLjUfDCsX7/+37QP0apVq1b9tRWmTZuGl5cXgwYNoqysjEOHDuHn5/fXNvmnUV7+fbh2HXX8byIQCLCzq4e7uwdpaam8T4hkwOTa4djqYnXiI+OZsWYmBiYGeHVpzZ3zQcS8/oCWrha5mbk8vx/Ohf3nCb56H0NTI1YdW4u6WB2hUEj9xg5kJKdjbG7Cwu1LubTvPL3H9eXaoUu4tHRFLpORnZaJmroaeZk5FOYV8jk2CZVShf+1nWh9ncADmNtZcnbbSboM68HHqHiUVUpmb56PXCYjKvwd0S/f06ydG+a2FnyJS8K1dTNCLgVjZGGMWKJB6sdkHl0JJis5k+yULA6t2ou0opJJq2agpq5GpbSSfYu3U5RXyIbAXdRv0gALeyu8/Xx5dOEe6Ymp6JsY0aZP9Vd2Kwcbuo/tS2F2PglvPtDUx50P4VGoi9XR1tcl/NYTDM2NKCko4dLO08S9jiY/Kxd1DTGv7oaha6RP1ud0jq/eg7aBHhWl5aTEJJKRmEL6xxTcOnpxZccJ8jKyGbt6dq2ICl0jfS5vO06XMf14dj0YCwdbdI0MmHt4AxYOtti5ONGqV0eCj19Bz8SQVTcP4TvCj45j+pOTkkHw8StYOtqhoa1JSX4RnccNwsjagncPQukwqh/qf1a48db+06TEfKLNoJ7IZXJeBgajVCqRVUjx7N2JJu29al1TpfmFZCYmU15YQuqHBLT0dbFyqk9WUjKH565GrCmhoZcHqTEfqaqqwr1nZ/RMvjl+xD97TfSjZ2jp6yMrlyIQCHh86jIhx89TXlTEyI0rasQbsaYETT1dEl9FIiurIP7ZK+zdm2Joac6FlZvo//N8DK0sMLS2pLKklLjQFzTv2bmmLbm0khv+e/CdOArLRk4o5HLyU9KJDn6EXXNXxu7ZTOOO7Wg1bABZH5NIj4mnYVsvQg6dJP1DPMqqKj4EP8Zn0hjkUineY4bTvFc3RGpq6JmZ4uDlyfXVG/EaMRihSMTLC1cRicWYOdSnMCMT5w4+te6393eDyfmYyIRjByjLzycvJRWH1l50XziP56fPYWhrQzO/3ojE6mREf8DGrTmFaelMOHUcQxtrtI0McfBuQ/Lrt8Tef0j76dNqbDU1dHSIvHYdLUNDHNu1RQBkxcVTXlhIdlw8oYeP8ub8RYzq1UPL0BAdY2O+fIimn78/7efMwbJJE+p7exMTFITnyJE1xT3FWlokPnrE8N79iIqOwtLNjfjgYGyaN0eip0fq27cErVmDSCZHVill0P6DtJ05Gxs3D4wbOPIx5CE2Hi0wsLVFVlbGwy2bEZSUcO70BcyMTbl85QJG9vVJjXhL+KGDvDl9GluJJkd/P4a5uSUSiSbb/dfj3Ld/jUOHWFubjIi3+Li40q9vtVWwlpYWiZ+TeHLlApZuHpRkZlCckYZNi5Y145/x7i1JTx7x8sVzSsrLaTV5eu1nplDI24sBGDk2JO9jPFZuLRCqqZEVHcVT/3X4b/DH0rK2COHcyJldvy6norQEsa4eWVERhPuvZd7MOXi3afv9g/mfiFisgW+79hzbtYV3AUdJCQvh7aFd9OzYiV+WrahzdPh/IBAIaOHuwYFlsyn5GE1+wnviDm2khXNDfv5peY0AW0cdddQBoK2t8b/dhX8qt1PS/sfa6mX331scec6cOTx8+JCysjKio6MJCQnh4cOHhISEMGDAgL9pH39T2eERI0YA4OzsTFBQ0D/e4zrq+DfGxMSUrNRMqqqqaqUpZCSnUymVcnLbCdaf3sjVI1do0Kwh0S/f8/5FFNp6OgycOoQL+wJwdndBx0Dnu5dYoVDE+xdRTO8yGYm2JmY2ZizYvpTNc9YjLa9ALpPTsLkzxfnFVCmqUBOrI9YQkxz/haZtvtnVZXxOR6QmwsjciP7TBhN8/i53z95CKBJiaW+NUCggOjwK7z7tkZZW8PrhC9YEbMSxWXXkwMAZw1jYawZxrz+gVKlITUimfhNH3j19Q5WiisBDl6lSVNG0nVtN5EJ1/4W06tmW20euIlRTQ6VS1Rxj2sdkIkJeolBUkRybhL6JASlxn/Ed3J16TRy5uvccleVSmvl60rxDK7KSM+kxcSDBpwM5uGQLqEAmrUSoJqK8pJzBiyeTk5zJg9PXeBb4EMv61og1JXyKiKGBu0tNn+JeRmHtZEfYtWBa9elEaX4Rru1b1Rp7fTNj6rk2xMGjCdoGejXH4jd7LE/P38K8vh1xZ6+z+NxuLJ3sASjNL2TbuIUMXvIDOoZ6nF+/j8/vYhGpiyhIz6LX7PF0njiMtX3GV9s3vnn/3bWU8DISfTMTpKVlVMnlPDh2kYtrdyFSV8PerQkaOtocmb8axxZNce/ViRMLVzNy3U/YujTk44sIAlZsxtjOhtK8fKoUCoav/xlnHy9K8wq4uNqfq+u2M3zdspr2dIwMqCwrR9vYEGtXZw7PWIJER5uKklIkut9cBtz6dCX09CUurd5M25GDqCgp5f6+Yzh6tcDMofr4jW2tKS8sorK0jC4zJ9eMp1AopOvsKewZOpGM2ATyU9OZfu4IwXsOYensRMvB/Qg7EYCde7NaY2Fka41AICDyRhDpMfHEhTxlzIGdSHR1eHTwCOkxcVg1ro7KSI+JI/5xKIZ2NhSkpNJ2wre88mcnz6JjZsqEk0e+WYr69ebA4OHYt/REXVL7ZcehTWuy4z9i3eybtWJ5YSFlefnIKytRKZWU5udTWVqKWEMDpUKBQCjE2NGBxNAwLFwa07hbN0pycrD1qI4YsvpaQ8nc2ZnzP0zHe9pUJPr6xATeoCzpMzczs1ABX54/RygScWLsWFCp0DU3R0tfH0+XpuQZ6GHy9au/mbMzZs7OfHz4gOAN61GplCiklWjo6mDRqDE/zJzCk6eP6bNzH8YO1bUtEkOfELZpPSePnkZLq/oeNTU1ZciQ4dxbtoRW02ehY25Bwt0g4m8G8uvZi7XGxX/DFlauXs6pMUNRyOUIRCIqS0pwaN+RvE8JvD1znCb9h/Du/BnUJBJyE+IwcfoWNZNw/+5X5xEVqS/DiQ+6gaaBAUpFFbLyMpo3d//ufrC1tSPoxl227tjCs42rMDMzZ+PKX/Hz6/fdun8PKpWK8PAwwsKeYmJiSr9+AzAwMPzD7Tw8PEmI/sirVy9IT0/H07NlnfvF30DLll68fv6W69evkpubQ5txB/Dyav1/RrSRy+W8evUClUqFp2crxH8mItdRRx11/Hfyr+yCcfJkbXer4uJihELh3+VK9YcChIODA9evX8fLy4vo6GgMDAxqQi/+1jCLOur4T6BxYxfMzSw4ueUEY+aPRaQmIik2ifP7zrH899VcP3qVS79f5NP7j+Rn5rHswEpsHGwIvxvGyS3HkWhJaObdnGuHLyOTyhBLql9+HgeG8Pz+M+ZtW4RLS1diXkWze8l2xi6ZyOGwk4xqPri6noNAgINrA/SM9Jm2dg5XD1xg95JtrDrxG5b21uRl5rJ9/maEIhEdB3fl1rFrNG/nzuhFE5BVyrh64AJZKZnIKit5++gVo36ayIugsBrxAUCiJcFv8iASIuOYvn4uBiaGBB66RMCWE2hoSVApVahrqFOQXfDd+GQkppGfnY+plRnzu0zBwMwIgQDSPqbQxq8D9Zs14tWdUErVSvHy68DLu6EM/HEMnYb3AiA1/jNrRy7ip7NbsG5QD7dOrXl0/jZhV4PRNTagskLK3INra15mPbq1ZfOYRXj26khhVi6HFm9m3K8/4tC8EbHPIzmxcieWDna8vhvKT+d3cftgALmptR0fVCoV+Zk5eFqa1lquLhajqauN9+CelBYWc2vfKXrPGouFgx0jVv3IrklL2D97JcoqJca2lsw87I+JrSWR956wb9pPzD2+FX1TE1w7tyXmUTg3dh6ly6RhCIVCQk5d4XNkDKb2tsgqpLTs3x1XX29OLf2NGUe3Y+lU/dxNiY5n97g5fHkXg0hDzP4pi6gsr0CirUmVQklBajqOrTywa9oYF9/qlAo9U2NGbVrBuq5DKc7JQ8/UGLlMxsPDZ9DS1yUu7BVuPTsRHfwYaUkpQoGQ8HNX6bWg+iu2hpYWrQb78eD3k8Q9CUcuraTNyMF0mDymZrwibtxBVlFBlUKB+p8VVoXqGg4KmZyczymM2eNP2MlzJL14RbvxIwEwsbcjJfI9JvVsa7bJT01HXinjQ/Bjvrx9x4QjezGpXw8AvxVLOT51DmZfnSwy4xPwHjsKaWkpgWvWI1RTw96zBekfYgg7fpq2k8bXshQ1sLLEqkkT8pNTaoliABkxsZTm5pL4LJz6rb0ozsjkxupf0be0JDcpiYc7dxF9+w4qlQotY2MUMhnKkhJcevbAsU0bDKytebx3X632/kSDDh1IuXmLl3v2oVIp6eDjS2BpKS1mzaZ+Ox8UUinhRw6RHhlB/207q21In4XxfNtWHPr0+W5/WkbGtJrgQ/12PsQGBZH/OYn2Py7g+MC+OPfoVSM+ADi09SGh0RXu3QuiX79v0Vrr125k/4E9HNmwltysLFRCIdr6BgwdOYTmzd04sOd3zMzMkEorqF/Pnn79B2FpZsHeA7tJe/OK7Jho1DS1UNfU4vPTRzTs0QcjByfuLl9M6x/mYOTgSPzd20SdP4Njl57Ua9eRwqRPRJ0/SbPhYxEIhBQE3/5/fgm3t6/Pzm27/+Jv/wgKhYJxk8byOioKy7adkL14zdr1v3L6RACtWnn98Q4AT89Wf7xSHbXQ1zdgzJjx/9vd+I6nTx8z+YfJqBuYgECALD+bg3sP1nJjqaOOOuqoA6Kjo/n555+5cOECISEhrFy5El1dXZYsWUKnTt+7aP0l/lCASExMJDExkQsXLtQsW7GiOszwxIkT/3jv66jj3wyBQICxkTH3Lt3jdsAtjMyMyEqtzuOXy+T0mziAXT9tIyc9h5239mH+tRBlrzF+lJWUEbDrDHERsTRt05xfJ69g1PyxaOvpcGjNfuZvX4xbu+qvqG7tPJi9aT6/r9qLqZUZcrmCT+8TaObtxtvHbzj68iyaOlqMXDiOvKxc5vaYjoaWBhVlUkRqIib+MoXykjJuHruGQlFFYU4BX2KTKC0qRVlVhQAB6hpizmw4ira+Dm8evsTNt0XNxEBZVR2psGXmOt48fIlKpcLK0Zbk2CRE6tXRDRmJqdz8/TIlxaVEh0UC8CXmEyKRCE1dbfx+GIa6hpibhy5gXs+KkT9NQSgS0X1cf9aNWkxEcDg+g7uzvN8smvt6Ev0skqLcAgQCAadW72X82rmY17OidZ+OnFy9B/N61gxaOLHWBLJ+s0YYWZnh4u2BQ3NnwgODOfPbPjI+pSDR0USlVPEpIoa5hzdgYGZM24Hd2TZxCW5dvLFp5IBSqeTByavIKqQkvo3B98+KQca/eAcCAWGXgoi49wTz+rbsnLgYywb1mLTlF4xtLHBq5caDYxeYfmBjTXqE95A+lOQXcP9wAEXZufScMY4OYwZxef1ufvYZjFKpQqKtyfyLv2NqZ03qh3j2TZrP68D7NOvWvkZ8ALBt0pDGPl7Yuzfj/oETzD13kOR3Mby4cpPsT5/RNTWmNL8Aa5dvAhKAhpYmOsaGBO06hI6RIc/OXUPPzARUoCZW58aW/QxbvxJnX2+enblI8L4j5Can0NjXmzZO23wAACAASURBVNToOKIfPMWjbw9KcvIwsbcj6s4DjO1s0DEy5OWlQFKiPiAQClHXlBB+9hK+k8bUtP383BU0tLWwbtKIkzPm07hrR8Ra2ry5coPu82fRdtwILixdhaaeDk7t2pD9MZErK9bhPW4k2R8T0TY04M6WnfRd8RMG1paoa2ggUlenoqSUguQUdExNSAh9Ru6nJBp16kjwzn3kfUlG29AQi8aNkJaUfH/fCgWI1NR4uGM37aZOQk1Dg7gHD4m+fYc2kyYQuHw18ooKhGpq1Pduw5AdOyjNyeHIiFGoaWhQr1UrWo0bR15iIm8CAni8ey+KShnlmZnE3QumqkpB7qdPmDhWiwByqZSI8+cRiURoW1hSmJLCxUsXadqvHw4+7QFQ19Sk3fSZnBg5jIIvn7FwaYJETx81NTUS793DffjImlSJisJCkp4+peW4CRSnpxN58Ry9129GQ1cXLUMDBOrf/5uX6BtQXFxca5lIJGLmjDm09+nAgKH96bhmIxauzaiSyXhz7HfGTBjFof2H6eXXHYPGTTFp5kbovSCMHJ3w23Wk5t6TFhUSMKwPJg0a0ah3fyQGhkRfOktpVibyinJcBgzDc2q1y4qtV1tMGrnwcO0y5GVlHD10/C89Wv8prFi5jDefEul24EJN3Y3UZyFMnTGFNy8i6lIC/oMoKMhn7MQxNJq9DuOm1eJTfvQrJkwez4tnr/+hCu911FFHHX+Nf+UaENu2bWPDhg2oq6uzbds2Dh48iL29PZMnT/7vEyD8/f0xNzev+Ts6OpomTZr8472uo45/UzIzM3j1+iXHn58hNzOHksISHBo78uDKfQKPX8NvXD/ycwoQa4hrxIc/4dHek5vHAnkd8pIuQ7pjaGqE/9yNFOcXUV5aTpNWte1vXb2akpKQjP+c9YiEQsSaEnIzcjG1NqtJfRAIBMzxX0inwd3wn/UbQjUh5rbmPL72iEOrDzDulykYmhpx9/RNTGzMadzKlfCgUBQKOYXZ+fSeNABtPW1Orj/M46sPmLNtERWl5Vw9cBF1sTqautr4DOhE6LWHvHn4EiMLY+RlUipKKxCpibi48zTunVszbNFEinILCNh8hNLCEn4+uxmNr1/Gm7VvwbLe03l4LojOI3tj19iBhp5NKM4vop5LA9w6eLH9h5UMXzqVdoO6o1IqeXAmEP8Jy1gXdJD8zBx0DHSRV1ZSVlR7cqlUKpGWlaOhVd1Wa7/OtPbrzJ5Zq2nRwxfPXh3wHz2f0Iu3aeDRBDuXBvSdPZYNw+ZgYmuJtLQcoUhIZVkF0U9ecmDOGty7tSMzMYXH527g2bsTsc/esCLoJDqG+lQpqri8YQ9HFv7Gl6g4xm9ahr65aa3aDABOLd2JvPsEADUNMfqaJkzYtgqFTEZabCKnl63H9Gu+no1LQ7yH9efT63do6+t9d81p6emS+yUFMwc7TOys+fj8NYaW5hRl5VCYkYV7ry4kPHtFg1bfwtpL8woozs0jNyWdyNsPGbt7A44tq3//9PItJ+cuI+9LCnnJqYQHXKb3kh+5sWE7amINzJ0cmBVwGJFYna1+IzBzdKD9xFG8vX6bvJQ0VCoVCrkcDW1tBqxZxvVfN5GVkIhtsyYkhL3g8+tI7Fu6k/Y+BjOnBsQ9fIJD61Z8eRvF9j5DGXdgO13mTCPwty2U5RegqadLlVxBRUkJmXHxTDl3kmfHT3F47BTkUikidXXUNDQoycpG29gIsZYWpTl5tJs6kWfHTjH1whkuLVyK76zpqEskXJy/mGZ+vdC3qL7/Ep89J/9zMmOP/c6Vpb+ws2sv1DQ00NDVwdDOltZjx/L24mVG7NuLkX09hCIRsvJypH8KNzQxoceKFdxetYqsuDjqe3sjVFfnxdFjjBo2ikMhYTx7FsbiWbNx6tIZuVzOx5AQKktLUQEVpWXIpRUIhAKM/ksxRYFQiHF9B0qysrBwaULsjesM6D+I5JRkrk2fRsO+/VBUVhJx9gwKWSXnp05GrKWF7/yFmLs0oSgtFXlJKZkvX1IlkyH6GolRUVDA5/BQfNdu+IvPsSPHD9N44FAsXKtTYURiMS0m/cClUQOZv2gett374DZ2CgDZMdGYuzRFIBBQ8DmRiNNHyY2NRqyrx6cHd3AbP5V6bX2xaeVN9OUA3p44hGPXXrXas3BrgVIux83Ngx49en3Xn38GKSnJnAw4i9e8FbXsWq1b+xJ9eAfR0VE0bdr8r+yhjn8nrl+/ilFTrxrxAcCoiSfG7m25du0ykybVFReto4466vgTKpUKZ2dnsrKyqKiowNW1OlX17xHu/1CAmDRpEkuXLqVdu3YcOXKE69evc/Xq9zZZddTxn052dhYmFqZoaGpgXd+mZrmNgy13Am5zdudpXFs15UXwc4ryCtE3/labIeFdPMZGJhQVFhIfGUdRbgEidXWUSiUSbQmxrz/QtM23F+I/FbBs6O6MskpF5NM3jFgwjp3zN5P2KQVrx28h7K8fvsCiniXlxWVkp2aT8SUDgQDMbSxxcm9Eq25tUCqVrBi2CKfmDfnw/D2/Xd6GRb3q6vbdx/qxuM8sfhu/nM8fPqGlp4OaWJ0uI3tzYu0BhCIRQpGIotxCfAd3Y8Cc0QTuP09GYgozti6p6YezVzMWdJxAZbm0RoAQikS0G9CF4NM36DyyN1CdF1dRXIa2ng4ZSak0atUM32G9UFZV8TEiBlMbSwwtTHh+4xGhV+/TfkhPgk9d5/aBczRt3wpdI31UKhUPT19HLpVh8Wfnoignn/gX7xixYg4CgYCp25ezosd40hM+496tHV+iPyIQCREIhBhYmGFmb42aujovAu8T8+wt8S8i0TE2YMqOlVzbepjecyagY1jtCiRSE9F33hR+ajcQBAIOL1iLUqGgvKgELf1vTg2f330gLy0TLX1dIoJC8OhVrRaricU8u3QTl/ata11XhpamCIAXV4PoMnU0ml9rMpQWFBFxJ4TWQ/pQnJ2LUqnEqXUL7uw+wpDViwn4eT0leQVE3g1BS1+P5j06kp+awdX1O7Fq5IS2oQENfVrXiA8Aji3dadTOi7Czl3h68hwAHv16Ii0p4cWFazRq701eSioRN+6iqJTxOSKSzy8jUJdo0LxXV2yauXBz0y5aDRtAgzatmH7uKO9u3iXnczLpsQn4Th2PrpkJCU+eoaisZObVczXOCy8CLnJw9FSEaiJaDOqH+8C+HB3/A34rfyJw9Xqa9e2NWEsT3+lT8Jk6EYVMRsjuA0RcDaTDnJl4DBqAQCgk5W0EV5b8jJ1Hc8KOnkBaUsKjPfuRlpZRWVbGwcEjsWneFLlUSmFqOv03/oaOiQlVlZXoWVogLSpCXSJhkL8/AGZODcj48AETRweenzzF8xMn0TUzq/bwFgiIuHgRaXExY88E1KRbRF29QvidO6y3smbQoCGkpqawfddW5AoFLn388Jo4GaGaGhHnA4i6eoWmg4aQ+PQJLr1615wLWXk5qW9eY+HqStBPS5BnZjLbfyf6+gbcvn2T6zevIxaL+XH/YfT19Rg4uD9N/PphVL8BSU+f8HL/HhbMX8TL168InDUNpz59UUilxF65xJRJ07Czq/cXn2PpmRnotasddi4UiTCwseV5eCiDZi2qWS7RN6AkK4OCz4ncnDeNJoNHoq6tw6f7t1EBlycMw6xhY4oz0xHrG6BlbEppdiaG9b+lhMjLylAp5Bw+ePQv9uefQcC5s2joG6D6C07sFRUV/2P9qOP/BkVFhagZfB/lINQ3prDw+3TCOuqoo47/ZJRfHc2ePHlCmzbVKb4ymYyysrK/eR9/KEAcO3aMxYsX4+/vj6enJ+fPn/8Hu1tHHf/eNGjQkLzMXNKT0rCq/60g2dNbj0n/nIarVzPcfDyIePKGtVNXs3D7EsxszHn75DVntp5EgID+UwYzasG4mm0/vU9gycB57Fy8jbn+C3Bp2YSYV9HsWOCPQCDAvYMn9wPuIBCAvrE+w+aO4rdJKxi5YBxWDjaE3XzM3TM3AZi36yeat29BSUExv/+ymy2z1qKsUlKvsQPySjklBUUU5RXi7NmkRnwAEGuI6T6qD5f3BvDLqY1YO9mxd6E/GyetoM/UISw9sQGRmoiXQU85tmoPftOHk/UlHe++tScx+sYG2DayJ+7Ve1p2b1ezPDs5g/yMHAA+R38kJjwSdQ0xBxdvRiAQ0MDdhdSEz+yeuQYNLU30jA1IehdHSmwSIpGQrKQ01CUa1HN14uceE2nUqjl5aVlUlJQhl8nxH7eYDsP7UFpYzL1jl+k6cTD6ptVRCXomhojU1UiN/0xFaTnObTywdKjHwoDdtdI5sj+nkvDqHc27+ZASFceeqcsQioQYmNV+aRVrSZDoaOM7ZhAvrt6hNL+AQ3OWM3LtYoyszIl6EMbdg6cZvfFnJNpaHJi2mE+v3mHV0IHox+F8evWOHwP21+xPqVTy/PIt0uI+YWhhzvbh0/Ea2BulUkn4xRuY2Nnw9MwVtA30eXj4DB0njcRrsB+Bm/bQenAf3t19RGVpGQ8On+bu3mPoGBvQvGdXXl25ib6FKVoGBvxX9Myq611MOXmAg6OnUqVQ0HbMMEzq2fLi4nUK0zMpysxCIBIh0dLmp5DriDU1KUjL4PCUuYg1JeiaGAOgqauL1/BB1WP4MZEHew+hLpGgoaOD9/jRNeIDgOeQATzaf4h6LdzJ/pTEvoGjsPNwQ1pcglxaScGfVYwWikSINTXJjIvH2L4eLYYMqvnN1t0N1149iA95RNq7aDyGDkFNIuHtxUs06tyJ9jOmE3vvPqGHDuPo3ZrshI882L4LHVNTnLt15e66DTh4t0X36zi0HjeOK4sWkxkby5dXrxl17AR6lpbIpVLurVvL2wsX6Lx4aa1aD038+vLqyBG+fPlMUNAtduzfjVOPniSGhuLafwAaX61DW46bQGZMDOoSTXI/feKB/yaa9htARVEhrw7/jqNDA0yycujbuy9DhoyoKfDUu7cfvXvXdqO6ffMem7du4sGSBZhbWPLrT8sZMGAwVVVV3Lx5neu3bqApkTBvx158fHy/O+8qlYqnTx8jr6jgw5njWLl5INGvvj7K8/PIiotBoqmFrKwUTcPq+6dRr37cmDOZnNhoLN08yYh4TWVREf32n0bH0prsD+8IWbkQTQMjeu85wae7N3h9eA8mTs5oGhlXp3cc2EHPXn5Y/QX7TZVKxdu3r/n4MYHGjV3+26ISsnOyMXBsROzl01i38qmJDkkNC6GytIRPnz6xc+9u7t65hbq6OgMHDGb5zyvQ1f0+CqmOf318fHzZ9fvv2A+ZjppEE4AqmZSCFw/wnfY/J4zVUUcd/zn8KxehbNOmDcOHDyczM5N9+/aRnJzMqlWr6NXrb49i/EMBIi4ujpycHDw8PIiJiSEzMxM7O7v/Xx2vo45/R7S0tFi48CdWjP2Z0QvGYlnPiseBIQSdvUVTr+ZUlko5v/0sv/26iQ+x0fzYexayShk2tjZsXLeVOfN+oG2v2paCjq5OaGpr0nlIV/b+tIO0xFSsHWzw6uZNwrt4Og7qSvt+nZjefjw3j11jjv9CjC1NuX0ykLRPqVSUlmNma4F37/a4+XqiVCopLyln7LLJLO0/l1VnNnDr2HWe3wlDWVWFtr4uZUWl3x1beUkZtg3tsWlY/dXU2tGO1IRkek78VsSuVU8fXt0L4+iKXRiYGJKRlFprH0qlktz0HG4cvIBnt7YIBAKinrzmRdBTxBIxu+eu5839ZwiFQgYumIhb5zZkJqZwYvl2tkz4if4/jqfdoB7c2HeGvPRs+s4eh6GFKc8Dg3keGExiRAzzDq0nJyUdsaaEJ+eDMLI2R1paTsD6/cgrKrFr4kSPqSNq+vT+8Uu0DfRx69KU17cfUVZYjJ1rw++qsjt7t0BaXkFucjpaBnoU5eShUooIv3qHQUtn1KyX8DwCiY42nSYNx2fUADb0nUBZUQnr+09CqajCxsWJ8VtX4eTlQVTwU9QkGiS+fU9a7EeadfPFvH49DkxdSPcZ49HU1ebJ6cvkfEnDZ/QQKkpK8ejdhaj7jxAIhIxYv4yPL95SkJ6JuoYGIUcDuLfvGGJNTWRl5YRfCESpVCLW0qLtqCH4jB+Gmro65UXFPD52lqg7IWjq6dJt1mTEXyNSZBVSIm/dp9OsKRhZW2HRsAGhJ8/j0bcHkbfu8en5K1RVSjR0tLFp3BCEIvx7DkXf3IzCjEwUMtlXx4o7uPXtVROOV5ydQ0ZsPK3HjCDqRhBVVYpa4gNUpxyI1NVIfPYCBNCwoy8VhYXcWu9PQ18f4h894ePTMBq0864e6yehZMd/xPHr33+Oho425QWFTLl4AW3j6sly8/79OD52PPmfv+A5fBga2tqE7NyFQiaj1aiRmDs3InD5Snr17ktE5FuuLlhEg84dqSgoRFVVRcyde3T7ZTl6ltXinLpEQqdFSzg6aECtMP4/HYtQJOLhw2DWblyLlrEJiU+fYOzgyOVZM7Bt6UXXZT8jVFPDorELpdlZDNp7gNC9u7g8ewYODo7MGDGW8eMnIZfLSUiIp6Sk+K9WmHZyasjBfYe+Wy4SiejbdwB9+35vjaVSqQgNfUJsbAyXr18hOSsTq7Yd0BKocWZ4P1pNmYmmoRFRJ48wdcp0ysvLeHh0P+2W/YpQJELfxg4dcwuyoiKx9myNpqEx+R/jiQ28hOfUOZg3aU6r2YuJPHUEgVCIY3c/SjJSuThuELoWVlTm5dCqpRfbdn7f75KSYkaOHcnHL58xcXYl+7c1uDZuzMkjp2rcO/5R2rfz4VZoKJoW1tyYOhhb746UZqaR/jIUyxbeLFiyALvuA+l68CpVMilPzxxk8IjBBAXeqXk2FBTkExkZgYmJKU2auP6fcXKo4+/H3b0F3Tp2JGTNZMy6DgWBgOx7F+jQti0t/sxito466qijDpg6dSqdO3fGyMgIQ0NDkpOTGTFiBF27dv2b9/GHAsSuXbs4cOAAVlZWREREMHPmTAIDA/9/dbyOOv5dmTplOvXs7Dl89ADZ2Vm09mrLsSOnSUpKxMzMnG7deiL5OvFatWItUmkF2to63LkTRJWiig3Tf0VbT5t2vX3pM6E/lRVSpBWVJL7/xNYbu1HXEJOXkcvqCb8waMYwoDr0v8cYPy7uOktOWjZte7UnPysfhVxOp2HdCL8dikNTJyIev+bIyn3IKmVUllegLtEg40sGk9fM4NX9cCorpDRr50HEo1e8C31Ls7bVofn5mbncPHoVXUM9Xgc/p0VnL3JSM7Fx+j6EW6QmIvZxFFVyOQgEuHq708C9MQqZnKt7z2JobkRyTCLzfMehIdFAVilDz8SAkrxCYsIj0dTRovvEwfgOq1ZR9U0M+fHQOlb0mYpnT1/Kikq4d/QSKwN/x8Cs+iu7g1tjKkrL+PQmGv9xizCyNKMwJw9dQwN0jAzoNH4wVQoFQfvOkBLzia1jF9KyT0cSXkURcS8Uz14daN6xDa9uhRAZHIaJndV3jgixz96Q/TkVoUhIi96dmXHIn/KSUraPmElZQRFu3duTHpfI4zPXGLpqPu/uPyE5Kg7TerbYuTqTlfSFz5HRjPxtKWb17Yi4E8LZXzbh3N6LsvwiCjIyubPvBJ0nj0IgEHJ1426EQiECgYDWwwbQwq8bByf/SJ8FP+DY0g0AhVzOpTVbMbSxIi85lYErFiJUUyP7UxLPz1/HY0AvOv8wkZTIaM7//Cum9W1x7eLLm+t3EKmrYdfcFV1TE/aNmU670UMBeHT0DLIKKfYe1W30X7mUk7MW8vT4WTz69WHh3WsIhCKenQrgzZVAZl8NQFpSQmluHsb2duwbOhaXbp15df4yuweOxsTeDg0tbb5EvMO1RzeKMjIxcbAnNeo9jw4cwd7TA8FXkeJj6DPkUinqmppMDjiJtlG1HWLK2wgCZs1DoKbGlaUr0DE2qg7/Ewjo8fNS7m3eSmVpKRpfJ+cqpZJ312/g4N2mRnyAasHApUd3EsOeYdfCAz0LC7SMjUkKf0Hq67eoqqoYNGgYVlZWPAwJRqNKwf1N/hgZmyBQgVhfF33r2l/pJbq6KKuqeHnyODbu7jXHkvDwARVlZfy6bjUIRdh5taHd7LkIBAIUlVJuLF7A23PnaDFqFKlv3+DcszdaRsaYNnTGQV3M8cPVFlfHTxzl199Wo2VkRFFWFrY2Nkyb8gMDBw5FW1v7H3hCfaOwsIDBwweRXVyMUEsbuUxGnwOna8SU5GdPefTbL7h7tGDt0p/p23cA5eXlfJg4hqtjB2LR1I3sD+8pzsuhy2/bsfKodoSoLCnm5uzxWHm0xLqlNyZOjZEW5AHVdWncJ8zAecAI7s4cx66tO+nT5y9baS5fvZwCXUO6H9qGQChEWaXgxablrNuwlrVr1lWf668CytPQJ5gYGzNgwBCMjY3/8Nh79uzDuk3rKSkqwLHnAAo+xpIXF029Tj0pz0pHr0FjmoybWbO++9yVhMwcyrNnoXh7t2Pr9i3s2LkNUydnSjLTsbW05PTx05ibW/yVVuv4v8yu7bu5efM65y9fQgX8uHgRfn7964SlOuqo45+Cin/tZ4uj47dUSjs7u787OOEPBYjTp08jEokAcHNz4+zZs39nF+uo4z+L7t170r17zz9cT01NDR0dXf4/9s4yLqqt7/vfSRgYugQEaUQRsUBFMVDsxO5uj53nHLu7u7u7ExVbUVExARWQ7iFmmHhecM54cZ3rXHXf9+e5Y76vhrX3XmuvvfdsZv3Wf/3+arWamb9OpnqDmnQc3hV1aSmnNh/jzeMYjE1l1GsVQnFRCX1rdsdIZoS6VE3tsCAatG+sr6uooBC1Wk1KQjIHlu/G1smODXd2ITU2QiAQcO/MLV7cecaY1VOpFhJIqaqU46sPcGrDYWqHBePg6khczCf6zx5J2MevrB61AGcvF+SWZrx/9pYOI3tS0acSO39ei1ql4tW9aEpLlJQqVUiMysKX75+/Tczd5wxeMhGPAF9mtBjCmtELkMllFOYW4OrnyU+b5jCt+SAKcvKRVLAlPysXkVhE7VaNiL52D4mRlCohNctdJzuXCphayMlJzSA/Iwcn70p68eF3ardsROK7OOTWVuRlZONV05/U+CTG7V6OWFo2oKoe1oB5bQbhUas6V7YfQ5GdS1D7cKSmxhycuxYjUxlhg7vz8sodDs1eRasRfRBJxFzfeZS89Ey0Gg1ya0s6zxyLQCBAZi5n2pmdbBsxg9NLtyCWShi0bh5nl20GoRC/hnUxNpfz4Pg5GvXrQsLLt6zoOgyxRIJOpyOocyteXY2k8aBeVPD2IPZ2FDe27sPUxhK1shRbl7JlPNZODth7VKJ6qzA29RtLg94RiKUS7uw9hm0lF+KfvyKkd1cuLNuAVUVHpDIZyqJiHh89Q9PhA3EN9Kfd9AlcWb2J+KcviT53GbmNNYmvY3Hw9iDzayIXV25EbmNNfmYWHvXq8OzUOVqMH4WlUwXCRg/l7u4DNB//I9Kj8fBBJMa8IfbGbaq3bYmZnS1atZrifAVeIfV4fekaZvb2OAVUI/7hE9RKJZ+iHlB/UD/M7OyQyIz5+jSabb0HUr1NS7K+JfH+1h3EUiPq9OqmFx+gbEmFnbcndfr0wd7LkwNDhlNaXMyYK+cxlsv5/voNh0aMoW7/PkhNTXl2+BiFObkU55XP8gCgLChA+tvA/f316xjL5RSKxaxbtYF9h/Zx9MhBjK0s6bJ9J5YVK6IqLOTq/HkoYmMBAR+uX8P2L8wiU968QSASUVpcwuEhg/BsGEpWfDwJDx8QNGgI7y6cpyg5ieAhQ/UDGbGRMcGDh3Fr2SIKUlPIS0rCsXogsRfO8XLfHs6cOAtAZOQtFq1YQsvVm4g+sIfstDTSCouYu3I58xbM5diRk9SoUesfvmf+jNnzZqGpWIk246dzddpPBET0LBfJ4VI3BAs7exbMnk9AQJkgZWpqysmjp3j5Mpr379+R37AhW48e0YsPAEZm5lTu2J2EyOs416lP8vNHoNVSnJ2JzLpsydL3x1GYmxjTunX5ZSS/o9PpOHXiGK13ntaLOkKRmKr9RnJsyhAWzFuEWq1mwJD+vIiNxb5eE1QxsSxevoT9uw9Qv36Dv1nv74jFYs6dOkeN2gFolEqMLKyoPngclp6VuTmuL369h5fbXyAUYlO1Rlmf8/PZvn8fTTedQGbrgE6r5f3BLQwaPpiLZy7+6zfCwH8LhEIh7dp1pF27jv+/T8WAAQMG/tfzpwLE+PHjWbNmDSKRiF27djFo0CAARo0a9Q/Tb2q1WubMmcOHDx+QSqUsWLCASpV+zJYeO3aMI0eOIBaLGTlyJE2aNOH79+9MnToVnU6HhYUFK1euRCaT/Sd104CB/75cvXoZqdyIqVt+1YesV65VleEN+uHm58HIJeOZ03s69duG0qhTU7LTsji25gCnNh0lYnQPkj5/4/rhy4AOZYkSRw9nWvVrh9S4LE1fq/4dmNxqJGG9WhPQoCyqQWokpefUAfwUOojrBy/x9V08IrGIOd0mE9K+MSuvb2NS+HBaD4lg0ILxWNqXzST3njmMbTPXIhAIEYqELOw9lYjx/ZAYSTi4YCuj1/+Cb52yjB3Vmwbj5OFKjbC6mJiZYuNkz5v70QhFQoLaNqFqSC0kRhLcA3wxs7akVKUiNuo5Ca8/4lrlxyAvPysXRU4+pSUqLOysyfiWgqZUjegv0gumxH+jVKli4PKytfibR/1C/c6t9OIDgLGpjGqNgxGLRRTnK5h2cit2lcoG+eFDezInvA/VGtenbseWXFy3m6XdRqHVaEAHo3ctZ02fcThX9iw3Iya3tiSoc0u+vf5A7J2HPDx2AStnR3ot+UW/39Mzl7m6cTcSqRS5tRXZSSmoVUpi7zyk94q5uNcsyzbgFVwLiUzGg0OnsHCwIyclFaFQxMvLN6kT0Za2k0fz7s4Dnp+7StyTaGTmZrjXCeR9lg+clwAAIABJREFU1CMeHjlF14W/4F2/bCCYHv+FLX1GsGPwWCLmzaSif2VyklN4eekaOq0O10B/3t2KIrhHF7zqB5P64RMXFq5ALJVSr3dXDoyZSn5aBl516/D89AVcAspnYQFwrV6Nby9jSI9LIDHmDaqiInQ6HVdXrKV6h7aEDh8MQP0Bfbm1diPZScnU6lK2DMA7NITjk6YTF/WQrMRkLBwrMPjQHrZ374NYavSHtsRSIz7evEVuYiIyc3O0paWcmjSNZpPGE9y/L4U5uVxbtgqBAOQ2ZYPclLdvSXzxApcav0XyfP3K6wsXaDxmDBfnzCMuKgqBWIxQIuGnSWOp3qUb9tlZ1OrZC8uKZcalUlNTms+cyfb27fFt0ZIXx46hUZXi0TCUzPg4nu7Zg5lDBbybhmHu6EjKmzeoS0vxbNyYGj1649moCQf79EBsVH65iZGZGYr0dKTfk5FLJZwa1I8aNWtz/PAJ/WB/++4dVO83mISoO3yJukPVTl2wr+JPyotoPt24Qq++PXgb8wGhUIhSqeT161eYmZnj4+PL+/fvWLl2Ba9iYqjkWomxI8fQqNEPTxadTsfpUyfovP9k2XMqFIBO+4frrtNqKCoqYv2GNVy7fRMrSysG9ulPkyZhBAbW5PTpE5RqNH84TiSWoCos5OOlM7zZu40uHTtxclBXnANrUZyViaYgjyMHjv2pY7ZOp6NUpURiWn7JiURuRklREQBHjx7ibWIyjTcc0QsnKc8eMHz0MF4+e62fOPkz7Owc2L/nEENHDEYul5N29yqvNi6mfZu2RH94/YfzyfkQg9fAvmzYugmP7kOQ2ZZlBxMIhfj2HMr1AS35+vULlSq5/d12DRgwYMCAAe3/YA+I/wz+NF9GVlaW/nNkZKT+s+6fcM24ceMGKpWKo0ePMmnSJJYs+ZHuKyMjg/3793PkyBF27tzJqlWrUKlU7Nmzh1atWnHw4EG8vb05ceLEv9klAwb+exIfH8fNm9dITPxWrvz586fUbdWg3I9xsURMnWZ1ca/qyZ3TN/Gs5s2opeOpWjeAhh2aMPfIMk5sOMzktmOY0m4svacMQCgUEtK+EdkpmeXqt3G0pXIdf1x8yi+ZEAqFOHu5sH/xTsxtLVlwdgNj1s7g6/sENk5agU6rpcPIHnrxAcCnVlV0Wh3rHx1lydWdfI9L5MDCrexfsJWifAU+tf31+7Yf1Ysb+89y//QNUhOS2DlzNevHzKeksBhNaSm1WjQgoHEwZtZlRnfxL95h71aRs+v28TbqOTqdjozEVLaMW4BILGLVoOlEX4vCzNqCY0u2oCpRApAQ857LWw/Tb8k03KtXwcXPC1WxkpzUjD/cg/RvyWSnpFMlNEgvPgCYWlpgZmNFyqcETMzldP1lLIujTjLjzA4QQNyzVwiFQuKfxaApVeuPUxYV8+DoBb5/jMfR15PXt+7TsE+XciKFd3BNCnPz0ajVZH5NpIKvBwKhCLVSpRcffqdG62YYmZpQKdAfibExApGA1M8J7Bw+mdfXIinIyCLpzTtCekfg27AuV9ZsRSAQ4ujrpRcfAOw93KjTpT1iI2N2DZvAx6hHmDnY0X72dFpO/YmEpy9oPX08/uFNMZab4lYrkG7L51NaXIxSUYhtJRecqvrx+soNFFnZxD9+Wu7dr9Pp+Bj1kJfnLlFcWEToiCHUiOiIUCQk/VMcQb27l+tXcN9efHn8VP+3QCAgoG1rpKYm1O3bm3oDyiIjLJ2deXb0OKq/yESQ9eUr39/GotVqyUtJRZGVhY27OxITU05NncmOrj3RqtX03rYFt6BgcpKTCJs0iQ5Ll3By4mQODB7CkZGj2dO3P9pSNXc3byEpJgbHatXQqTXYeftg7uxM8OAhFGVnY+niUu7cjc0tMDKT4920KcbmFmh1Ou5v3cz3V69oNX8BISNGEXf3Dh4NQwkeNIi8pCS8mjQDwNzRCSNTOZ9v3yx37V4ePUyXTl24dO4qL5++Jv5TIiePni633jw1PQ1z54rEnj1FgwlTqTviJzxCmxIybjI1eg9AUVLCxYvnOHX6BNUC/Rgyfiztu3agXsMg2nRoSZq9M7VmzEMQFMLQ0cM4feZkuX6pS0sRS8uEEY9GzXh9vCyd5+98uXsLqUDAxKkTOXIvCnnLTuR5V2XkxJ9Yv3EtpaWlLFu1nMyEz2R+fPejXmUJsScOkvHyKaIXjzh68Cgrl6/h8YPnTO3Xn8nDRhBYvSbtOrWhVnANNmxci+avRAyhUEhIaBM+XzpVrjzu4kmahoUDcPLcGSq171EuasOxdn10RjJevXrBP0OTJmG8in7LnNFjmDFwAC+fv2bpkhUoPr/lw7FdlBYXUZKbTczmJdiamtKgQSjZOTnIrO3Kn69YgszS2pAxwYABAwYMGPgn+IdLMKC86PDPrId7/vw5DRuWmekFBgby5s0b/baYmBhq1KiBVCpFKpXi6urK+/fv8fPzIzU1FQCFQkGFCoa1lAb+d1BUVMTI0UN49PgBHlW8+Pz6I82bt2Tt6o1IJBKcnJx59fDlH477+uELX98n4OzpQqeR3cpts3awwdXHjeLCIoQiISlfviOWiFEWllAnvB5nthwnuGUIEiMpMfeiyUnP4sH5OzTo8GMWtDBfQfzrTwxbOoHjq/bh4OaEUChk7Lqfmdh0AACJHxJw8XXXH/Px+Vsq+rghEouQW5oxYtV0tk9bwZBF49kzewNJH7/o93f0cKH79KEcW7qDeyevYe1kT732Yby594znV6MI7dYKzxpVAXgT9ZyctEymH11P/MtYji7ZRkZiCmKJGJ1Oh1/dmsTcecy1PaeQW5nz5OItHpy6ilRmjEatRiozJvrKXawcbLGwt6E4X8Hr2w/59PQV3nXKnPNf3XxAwotYApuH8vHxH6+3k7c7JxZtwKaiI86+HuRlZLF/2mJMzM24uHY3EbMmEHPtLnsmzqXl6AEIRUK2jphBBS83gru0Iz8tg6TYT6hVpfo6k99/ZseIKQS2CsO9VgCfH0cT//QFfo3q8fH+E0oKFBib/Zjlzfmeik6nJTspBXQ61KpSzGzNSXr7nqyk75jb2dDh5wn41A9iRbveWFd0Rq1SYWT6R1M+EytL7D3cEEsknFmwAlMrK25v3oXU2JiSfIXe5+F37D3dEQiFXF+/lYK0TFRFxWR+TaRe/948O3aKs3MW0WjYQIRCEQ/2H6YgIxOxsRH+rcJxCQygUu2aOPlXYU//oWj+4hoAaFQqhOLy/27yUlPR6XRcWbKCjovnYSyXY+fpQcbneHb1HkjVVuEoCxS8uXwVe28v3IKCqNauLYERnTkycjQOMmOGnfohVGs1GhJfvMDBtzJvLlygtLgYSycn/J1cyMnJJkmjQSSVUlpcjLW7O5lxcTT8aRylRYXkfEssewYCAvh0+zY27j+e+ZQ3b1CXlGBiY4NAKKDhb14OvxMfdY/CzEyeH9zPm7NnqeBfjUrBZWmpdDodQpGQW4sXkPwiGiMzM95fvEBpSTHxAiEZmZmsWbkOe3v7P9y/kOB6PIi8SVFmBl7NWpbb5tOyDU93bGbDpvXEJcTTdPFabH0qo9NqOTuiH/59BuMfUWa2au3hhZlTReYumEuH9p303iJh4S15d/oI1fsOwSu8DcnRTznWpxPuDZtQmplBRuxrunbuys33H6j/8yJ9n51q12PViF7Y29qjMpYRMmUe16aOxq1xc4wtrfl89SzVvH058/RlOVHVwcGBOnWCadKsEe4dexK2YSRFmens3LmWhK9fWblsVbk+Lp6/mDbtWpIZ8wy7GsHkf3xLzptotp29DJSJFNq/mkLS6XToNJp/KRe5qanpHzKKXDhziZmzZnKuWyPEEjHtOnRmwdGTCIVCmjduwtnIi9gHBuv3z4l7hyovBz+/qv90uwYMGDBg4P8uOt3/bA+I/yh/KkD85Q+sf9WER6FQlHPrFolEqNVqxGIxCoUCs99SkEHZP//fBYeVK1dy4cIFVCoVY8aM+ZfaNGDgvyvzF85GgYItUXuQGEkpKSph5ahFLFu+CAtzC86eP827d7HcOX2Thh2aoNVouXLgAtlpWcw/uoxfu00h5UtyuTo1Gg25mTlM2zGHmKhojq89VGaGd+MRQpGwTEhoMhhjExkCgZCazepy5/hVtkxdTbPercnPzuPk2kM06NiUuq0bsm/uZvIycrBysEEkFuEXFMDjy/dYM2o+I1ZMwb2qF2/uv2D3rPU4uDmj1WoRCoVUbxxE31mj2TplBcpiJZvHLWLMhl9x8nIl4fVHji/fhZGpjJCWoXSaMBAoW6K1dfxCVvSfTkVfd3IzsilRFCOWSjmxbCufo99SoiiiRrMQ6nZoxp4Zy/ka+5G2o/twcfNBPGr4k5+Vi7G5HLRa2owZjKO3O69uRLGk6ygmH16Ho5cbQe2asXvKYsxsrNCo1RTlFmBma01hTi5v7jzi+6cEnLzLBpp5GVl8iXlP3c6t2ThkKppSdVlGB5EIuZUF/s0aUrtdONXDG3Nzx0F2j59NfkYWHrWrM3jTUv07Mi8tk2ubdjN0y3JEEjEXVmwifMwQgiLaAlCrfUtubNlLesJX5LbWnF6wii5zpyExNiIvLYNLq7fQetIoarQJ5/v7T2wfPA73mgF8vP8EB083Gg/qhVajYd+4mRTlFVBSWESNDm14dvwMiuwc5L95J6hVKl5dukaL8aNJjn1H3JNnNPtpJMbmZhTl5PDo4DGSXr/F0umH0Jv1LRGhWExhdi6lKhV3d+4luGc35DY29N26jt0DR7Ct95CykPOmoQw6uIsvj58SuXErfbdvBKCCrw9GcjOiduwhfMp4BAIBOp2Ou1t3YFOpEjqtFoFQSNbXbzzYtQ+NUkVSzGvWtWiLuYMDeSmp1OrRDc+QEOIfPEAql9N7+1Yi12/g/o6dRG3bjlqpRKfTkRL7jk1t21PBzw+/8Ga8u3oNjVpN9rdvNBg1GlsPTz7fvcPtI4cRisUYmZmhUSppu3gpzoGBbGkZTuUWLUmLfUvMqVNo1Wpq9+3HiVEj0JSqcK8fQlZ8HI927URsLEOjUiE1MeXDtatUbtFSf52f7tlNYWYmT3bvQqfV4t0sHAQCNKWlRB/ch1KhwMLOgQ9XLiEQCGg8YzYeoU1QK5W82LuTsJZNKFUqyc/NJahefYYPHoaVlTV9e/fjVJf2CCViSnKyMbX7IVIUZWUiFIv58OkDVbr0wtanMlC2HKA4N5tKIY3LvS8c/KuTm5tNTk6O3qTx52k/07FzWzJev8KhdjACZTEygYCwis54NmpEuz37GTxyKBUbNy+/7MjBETvvyty9exvLqjWoFBqGjW8VEm5dprSoEPtqNWlcp9bfFAG279iGU2g4ft0GAGBia0/9Oas42a8tUydN1Zs4KhQKFi5dhKpURX7SV1JePKFxaBMu3HmIpWXZM96tUwQLN23EqV4j/RKX5IeRSHRa/TKWfxc3N3cO7TuMVqtFIBCU6/+woSM42Tqc6GXTcQhpRmFqEl/OHGDJ/MVI/yIVqwEDBgwYMGDgb/OnAsTnz5+ZNGkSOp2u3Oe4uLh/WKlcLqewsFD/t1arRfzb7NdfbyssLMTMzIxZs2axePFiGjZsSGRkJNOmTWPbtm3/kb4ZMPD/HZ1Ox9EjB1l1dbPerNHYxJg+0wcyI2IC3jUqU0IJ7YZ0Zv/SXeyctwWAil6u/Lp3AY7uzjh5unB2y3ECQmrg4e9FqaqUo6v3IzU2wtbJnvA+bTmyYh+Tt89m1Yj51GhSj2r1A9kxaxMVvSoxddd8RGIR7YZGsH3mWpYOmo2zlythvVrTqEs4itwCVEoVMvmPWfT41x+xrGBLdmommyYsJSctE9fKHgxcNJFjy3awatgses0YjpOnC1/efkKr1bLu2UnuHL7Asv7TKCksQSwVIxKLyfqeTquhP0LyhUIhHcf1J/ZBNMkfv1CzRShB7ZpxYeNeMpPT6DN/IgKBkNioJ+yauhS5lTn9FkzC3M6KG3tO4lLFGytHex6evMy4PStwC/ADwKtWNcRSCVtG/opX7Wrc2H2MHrPHI5ZI+Bb7kes7j6JWlXJl2yFEIjGreo6laqO6CIDYqCc07N2J/MxsEAjwqB1AdnIq2cmpWDo6YOda5gkgMZLScvRAWo4eyJL2/Qnq1Kbc4CR89AAWtezJsvb98A2pQ/zzVwzYtKzcMxHUuQ1rug5i2qUjrOrcn/mNO2DuYEdeSjqNhvQmsHVZGiOnyt7U7tyG52cuIzOTE/fkBUlv32NiYUH1Ns1JiI6h8dDB2Lq58ubKDTZ0G0hI3x4Ymch4dvoi9h7uuAfX4taWnei0Oq6v3YS5vR2Wzo5kJyZzcclqZBbmeATXJu1TPCdnzkGr0aJWFiGVyTAyNUGj1vDk6AlubdhMQUYG469fLBdtUblZU87+Ol8vLJSWlKBWKUl8+Yrd/YbgHFCNpBevyE1JQW5ry9oWHZDbWpOflkHoqBF4hoRwZPRYnPz9CWjfjtirV3h97gJ1evXEtWaZd0PW1698efwEIzMzWs2axdWFC6nati1+LVqgyMggcu1ari1ZjkRmDAIBvmHNSHnzFrVSRa1evcn49JGMj5/Q6bQITUyw8fBEIBIjFIlQKRQ4VgvA3MmRS7/+TJ3+A2n+869Ebd7Im3NncawWQIvZc3m4dQulRUU0/+VXTv00hrcXzmHj5k78/Sgcqvgjs7HFxsOTgtTv3FgwF9Ch1WgQisS0Xr4Ox2rVebR1A6VFRXg2Dit7lmQy6gwfzcdb16k9bAyOATW59vNEho4ahr2bBzmJXxjQfzC3Im9xb9VSms9drI/giFqzHHv/AAq/JmBqXz5a0NTOgdyv8ZhVcNSXFWWmoywpIS0tFRsbG7Zt38qSpQuwqOhKxucPKNO+M3TAEAbsPVRu8sDW2povaanl32laLfkp35FV9Sc/9i1QJkpU61nmE3Vn6gi8vLz/5vvwxZsYbJu2L1cmNTXDzqsyHz681wsQE6dO5GNxKa32X0VsLEORksSj2WO5d++O3iQwIqIbN27f4ubwLlSo1xhVRiqZsS85vP/IvxQB8ff4W/VYWVlz4+pN9u3fQ+T9a/g5VGD5oWP/IUNQAwYMGDDwf4v/6x4QfypArFmzRv+5R48ef/Pzn1GzZk1u375N69atefnyJT4+PvptAQEBrFmzBqVSiUqlIi4uDh8fH8zNzfWREfb29uTn/9HB3ICB/2loNBqKi4qxsLEsV25lb41Go+HXfQv5qelQGnZsQl5WLuZW5rTo2xZrhx9ZHoxNjGnarQWzekxFbiGnpLAYGyd77F0dmdFxHDN3z0cgFOAV6IuxqYzom0/oPqk/NhVsaTusCyJxmRmbmbUFEzb/yoignnSb2I/KQdVQFpew69f1uFX1QiwRU1JYzLktRynIycdIZoxEKkEoEmJpb0O70b2oEVaP1IQkXtx8xILuE/AMrMy7hy+p5O+NsYmMFoO70nxAZ0qKSnh77zm3D50n7sVbhOLyhnAiiRidVkdg8wb0XzyV1PhvZHz9jl/9WmwePQtjuSkCwNbFEZ86AbgF+LKy32S0Wh1FBQrMbK0ws7Hk1r5TDFg6HeFvhnO1Wjbm/rELxD54TssRfbi97yTfP39Bp9FSwdMNczsbPj95QeUGQWUixomLCAQCHL3duXvgNDJzOdMv7EMmL8uU8PD4eS6u2U7m1yTChvRCJBGT9O4TN7YdID8ji9y09L/qlwSdDkytLX8LvxdTkq9AbvMjq0NRXj5SExmqkhKKcvOxcq5AesI3Knh5IBQIiXv8HI+gmgiFQiwrlBndBbQJx69pI7K+JnJt7WY+3HuIQCDAN7Q+ealpCIQCivIURO07gszcnDpdO+BZN4jLy9ZSWqLE0smROt0jCOoRAUBhdjbr23fn1C8LKMrNQ2oiw8jMjO5rl/P26g2KsrPptHiePgNB1I49PDl8jNzkZBx8fgwuc5O+I7OwQCAUolYqubZ8DUKhkJYzpvJg5x7e37yNSCzBSC4nMKITt9esp/Wsn6lYowbS30yGG40awfUVK0l5+5aIVSt5e+kKu7r3wq9FCzQqJR8j7yCztKT59OkkvXyJZ8OGhAwbBoB1pUp03bCBnRERGFtakpeYiKqoCPvKlfn25DEPt2/D3MmRlnPnYWxhyZtzZzg+ajg9d+7BO6wZ97dsoumUabRdtIQne/dwZuI4tGoNVdq2I2jAAIzNLcj++oWMTx+Jj4oi/f07TK1tSHn9GrMKTrSYuxCHKv4kRN3l7dnTNJ3+C8V5C5BZWpHz9Qu1+w/GsVrZEqCi7Cwc/2pmXiAQYF+5CgKhkIcbV2FfNYD2m/YikkgozEjnyKSRyKVSUhLi2dsxHCtXN3K+fsGpZm2UGek0aRDKqzs38Qr/IYR5hbcmatViWi3fgKWrG8U52dxZMhczJxcmTpvEtIlTWLVxDc037sXcyQWtupRXu7dw/fZNxowZV+78BvYdQM/+vXEKCsHSzQOtRsObI3tQ5OVy/dFDMhO/8GrPZvy69gWdjncn9qPLzaZlyzZ/833o5e7Bq0+xVKwbqi/TqJRkffmsN2/My8vl6pWLtNx7CbFx2TMid6yIb7/RbN65XS9AiEQitm3ezosXzzl16gTpumJCZvxK5cpV/tCuUqkkOzsLW1s7JH/hGfHvYm5uwZjR4xgzetw/3tmAAQMGDBgwUI4/FSCCgoL+bNM/pHnz5ty/f58ePXqg0+lYtGgRu3fvxtXVlbCwMPr27UuvXr3Q6XRMmDABIyMjfv31V+bNm4dWq0Wn0zFr1qx/u30DBv67IBaLqRMczL1zt2naJVxffvvkdTyqeiEQCLBxtOXj81hCOzRh7YTltB7QQb/f6/svSY5LYubu+USeukF4n3bUa9cIW6eycOy987ewfuJyJFIpE5oORSgUUq9dE6a2GoVYIkarKe9sr9OVZR5ePmwuju7OpCYkY2FrhbmNJSPqdEOn01GtQS2EIiH12ofRfnQvxFIJH5+9YePY+di7OpKbno1/g1rU79iMEyt24lmzCt/efkatKkUslSAUiTAxMyX2wXO+vv2IrYsjkYfPEz6wi/4cruw4hkgsIrhd2Wxw8oeEspl1oZD5Nw4hM5PzJeYdW8f8yqOUdG4fOgs6mHR4PU4+HgA0HdiVNb3H8erGfWq0KBvQZCR+x8zWGlWJEq+gQIIjWrG4/WA6TBtNQFiZL01BZjbr+o6ltERJ1cb16T5vChIjKYqcPLaPmMqLizeo373sHgRHtOH6lv0UZOewtH1/qjVvxOMTFwgbOYAqYaFcWrkZv9B62FWqiFar5e6+45iYy0mLSyAj4RsiiZiLqzbTdd40hCIRapWKy2u2YlfJhTVdBqHVaMlJSUciNcJIbkpRQSEXV27C1MqSPqvm8+z0Rdzr1KTpyCEAOPp6U8HHi809ByE2MiI9Lh6hREKJohCvesHkpqSRnZjEne17idpziMpNGtJkxBDOL1hKnW6d9M9BwtNoHHy86b9jE3mpaWzv2Z8hh3ZjbGbGhTkLiVi+UC8+AAT36cH9Xfu4MG8JPTeswsTSguL8fC4uWIJaWcKmDt0oys3D1sMNqZk5h0f+hI27O14NG5Lw8BGqwiLubdmOsZkZHvXrl92ruHiuLl5CSuw7dFotEpkJN1evQSSR0HTKZBTp6QjFYvoNGcK+Pn2x9/Ul+tgxqnf60Q8AmYUFFs7OlBaX0HDsOAI6dQageucu3Fm7GqVCgXNgWTRFo3ETKExP59XJE4SOHceFGdPY2aEdDlWqkPYuloo1a5H9JYG0d7Ek3L9PQVoar04cx69Ne2SWVgR2741b/RAO9umGUCxGo1IBUJyTQ+qbGPZ374SpnT3uIY1Iev4Uc+cfhpb2vn4kPn6IX5sf3+/SkhKSXzxDC6S8eIZ3i7YU52Qht6+AqZ09WpEYq/qNaNJvKIrU76TERPNs6zpSnz9h6NCRTJowhTYdWnF37gw8WralODeXT6ePoS5UcH7sYERSKcr8PMycXZA7VeTl04fMX7KAyj0HYe5Udm5CsYTqA0dwtldbvnxJwM3th/9F7dpBzPl5FrMnD8fM0Zns78mIjI1puekwZo4VSYt5TtT8ybw5sgeBQEDzlq3Zd/rCny5FGD5kOOGtmyEyNcO7TRdKCwuI2bqSBiEN9QJEdnY2xnIzpKZm5Y6VO7nwIT2tXJlWq2XP/r2cv3gBmbMr916/Zd7CuRw5eIzatYPQarUsWb6YHTu2IhBLEAETxk9ixLCR//LSUgMGDBgwYOA/C4MHxH8BQqGQefPmlSvz9PTUf+7WrRvdupU31fPy8vqH6T0NGPifyLw5i+jeszPfPyfhVcOXl3eec+98JC36lM0S5mXlsn/JLkYs+gm1SsXYpkMIDK2FsriET68+MGnjz6R+/U5JYQlthkaUCwtu2r0l907dZOGFTWR9T2fDuMXUa9sIj2reHFy0jYs7T1G1XnV9Osp7p26g0+mYd2otX2LjOLl6LzlpmbQd1hVnn6FU9K7Es2v3iXv1nk7j++l/pPvU9qdJr7ac33KUt/ee8/OJdcjMTDm6ZCulJUp0OtgyfgFtR/TGydeNp5fu8PTSHaqH1afNqL6sGTSVz9GxuPn78PLmAzKT09DpdOycvBgH94r4BFcnPzObHrPGIZWVred2C/Cj1ah+nFu9E89aAZQoCvXiA4BEKqV+1za8unmPGi1CyUxK4fzaXahL1RRk5rBp2HSK8wuwcqqgFx8AzGytadCrE1c27mHm5YP6pTFyKwvaTRrBuRWb9QKEUChEhw4Xfz/MbK25f/g0RqamXFq5CUunCnjUqcm6niOwcnJAWVSMkYkJ+Zk5hI8dRqVAf9I+J3Bt/XYWNovAxb8yia/fI5KI0ZSqaTSkLzU7tmZj98HU6xlBvV5lAk3zsUM5POlX1nYZRFFePk5V/cqEo9/uha2bK3IbG6xcnTk7fzmqoiKAmVSOAAAgAElEQVTM7GzpvqJMNDg7bwkSIyPERlJyEr9z6pd5mFpblRMUvr95h2/jhggEArK/JlLBrzLGv0WgabVaBH+VwlAgEKDTainOzWVzx26YWFlRmJWNZ4P6+Ldpw93NW1ArlSgys1ApCpFZWWHr6UGtbt0ImzSR01Om8vXpMzQqFddXrEKn1RJz7jxGpqYIBAIkcjkleXl8efwYEwsLVAoFNXv04OOtWzzYvgMjuZzX588jkclI//gRz4Y/7qdapSI/JYXS4mKqti1vJhjYtTvHRwwrV+YR2ojIVStRFRVSmJWFVG5KYvRzKtasjbKggLzkZDwb+/Ll4UNSY9/gGhRE6PhJ+uNzv32jODsHqdyMyBVLsXRxJfPzJxAIqNa1FzIrK14dP4ROpSLu1nVqDxxa9h1q2YaXRw9yd+USqnaMQFlQwN1VS9Cq1Vi7e+Lbsh3J0U85O6I/bdZsRafToSzIJ7DfUIQiEebOLpg7u6ArVWP64TWzfpmDRqNh3qx5XLh4jjfnT2BpbsHK+YuZ9vM0fPqP4OGaxdhWqU72x1iKs7Mwc3Tm46ePNOo5uNw1EYolmNrYkZ2dVU6AAOjdqy+dO3Xh8uXzTJ4xjXa7zyIUlf10cAioRUD/UdgkvGPXtl1/N/VlQUE+C5csRKNW8+7YXl7t3oBQAD169GH+nAX6/VxcXBGhI+vDG2x8f2TV+R51g/r16per8/z5M5y/ehmVVoOtsxuqgjzyUpLp3a8Xsa8/sHb9ao5euUb91YcxdXAm/1s865dOxsLcnF49+/zpuf4rqFQqkpISsbOzQy43Y+u2zWzatpmMlO/4B9Zk9sxfadAg9B9XZMCAAQMGDPwf4b9EgDBgwMAPAgNrsnvnAcaOH8m1I5dRKZWYWZlz5/QtajUNJi8zl9ErJnJo2R7Uag0Lz6xh9aiFaNQaek7uz5d38ZzeeBSdToeqWImxqUxfd2GeAlNLM2yd7LF1sqfzT324uvcsLfp3wNLeGmNTE6a1HklgkyBSE5KJi/lIqUrN7Ijxf3GGAm4du0ralySMZMbkpGXhVcOP73HfeHjmJsWFRfg3qIW9qxM395+j3/xx2Lk4khDzAbmlOV9j47BxcuBtVDTvH8eg02qxcXbALaAyAU3q4eDmzOzz23l6MZKMb8kocvMpVZYSMX0kfiG1SYz9zJG5qzG3tdKLD7/j5O2O3MqCRr06cXXrgT9cW1WJkte3H7Gw4xDy0rOwqeiItZUlE49uxcTCjAfHzvP41KU/HCeTmyIUCTG1NC9XbuXoQGFOnv7vDw+eIRAIGb5rLUKRiNyUNNb3HMbIg1vQqTWcmreC0IE9ubFlD6F9u5Lw4jW+DYJ5dekGd/ccxtTKEk2pGmVxMR5BtWn+0wj2jp5Cv03LcarsgyI7h8LsHIK6dtS3KRSJaDiwF4cm/ExI/x68unCVj3cf4NsoBABlYRFFuXmIjaRUDKhKYVYOdr9lsAAwtbLk2Ykz1O4WQdKbt7T5ZSo3123m24sYXGuUpf00s7cj5d0HACydHcmIi0etUiGWSvFtHMqTg0dp/cs0vejx/MRpTK2tKM4vQCgU4t24MUF9emFiWba0yLJiRc5Mm4GqqIjQMWNw8PXhy+PHHB41im7r1lG3fz++v36DuaMjealpJEVHI5JIsHZzx8zBni8PH+LVuDGfIyMpzMnh7sZNvLlwEaFYgm94OMaWVjzZuxcbDw++Pn5MhSpVcKtbF2VBAXfWr8fCyYnMuDjUJSXl0jKqigoRGUnJSkhAo1Ri6+VF5qdPaNWlxJw6hURmTIOx4zEylZPy9g3vLp5Hq9NRqlCgSPmOWFVK2rNnPNm+BffQxuQmJfJgywZ8wlth4exC2C/zuL10PkXZ2XTbcxiLiq4AVO3YlfMjBxJ9cA8atZpK9UJIfxeLMi+Pz7eu8+1uJFZWlqjz8wmdOgv3RmWRQC51G2BibcPz3Vup2rk7RhYW+uVFv2Nq70D+8wdERz9j4NAB6IyMEYolFGdlsGndJsLCwnny7AkHD2xHLJNhX6UaYQvWIJIa8e3+be4t/oW46xdxqvUji0Pu1wQKM9L+NIuDTCbD2dkViwpOevFBfz4OTmQ+v/d3xQeAEWNG8EUnofWBa0hkJuR8fs/jeeOJ6NgZE5MfviJisZj5sxcwffYkvLsPxbySB6mP75IaeZndl66Xq3PTti1oEBK+9QxG5mXPYsbr59yfNYqHD++zZetmai/cgalDWcpdc1cPKg+bzvrNq/9TBIhdu3ewZNliBFIjSgry8fL2IbWgCN9xS6jh6kna0zv0G9yfYwePUrv2vx9VasCAAQMG/neh/ce7/K/GIEAYMPBfjEql4qfxIwnt1pRWAzqUpeU7fo2DS3axcNCvoIOABjVx9/diYvPh2DjZsejcOu6fi+RF5FOKCwrRarVY2lpyYt1Bek8fjEAgQFWi5NDSXZjbWOjbcvF15/aRy7hX8yYzOZ0x62ZSrCji0/NYXKt4UapSEx/zgb6zx2Bkasyj85F8evaaUet+RW5twd6fVxF97QFfY+NY1ncaIV1aYOvizJn1BynMzSesb3tqtWhIflYu+2evozBfgdTYCI/AKnSdMQqZmSmfnsWwc+JCKvp6kvQhntqtGmFsakLDbq3RajTcP3mViGkjqNepLJOApb0txvKZbBw2g6zkVGycf5jqxdy8D8DTCzfISkrh3f1n+IXUBkCRk8e9Q2fxrluTxNfvcfJ240vMe2bdOIaJRdlsfs02YVxYvZXUzwlU8Cqb2dWUqnl06hJSmYz39x7jF1pX397zC9fRlGqI3HuMtM9feXHlNl1+Wz4BYOnoQO1ObYi9eZfwMUPouXQW2waNQ4CApHefKM5XUJD5jlqd2tCgXw+EIhEpHz6za+g4Kvh4Ym5vi1JRiFPl33xxfo9s+KtIPIFQiA5w8PIkdHA/Hh85iW+jEIoLCri4ZA0edevwKeoBfbeu49mJM7y9fL1sxlxRyPOTZxm0dztKRSEfbt+laovmGJmacnzyTKq0CCPrSyLf375Dq9FwdOJ0Osz9BWf/KlyYu4jmk8dRf2Bf9g4awa7eg/Bt2ojvb9/x5ckzfJo2wbGKH1HbdlCrW1e9+ABQMbA6GrWaTsuX41KrJgAOlSsjMTbi4e7dBPXujcRERt99+7ixdCkCoZBWs+bgHlImqhTl5HB06BAqh4eT8OgRRdk5CIQiIjZs0l97n2bNOTp0MDrgzrr1XJ4zB61ajWejxpja2ZGTmMjD7dtoNGEiAoEAjVrN/U0bKSko4Oyk8UhkJpTk5VJaXIxOqwO0qBSF3F62WG+giU6HxMiI3JQUpMYyirOysLe1xSo9jfsL5pKdk43I2Jj0j+8pVSp5tnsH5k7OyKyt9eIDlHmB+LTrhOrMCZQKBVHrVlKYkY59tUC8mremMD2N2OMHKFEUUKlB43L33jOsJS/27aAkN4f85ETyvn3BwtVNv/3brau0Da5Pzz7dCRw7DdcGZal1016/YNjIoUTdecikCVPYv38PIhNTAgeO1gtJlRqGkfTwHokPI4laNge3Rs1RpCbz4eheZv0yB5lMxp/h71+N7MQvxJ7Yh33VGthU9kcgEJB89xodGzT60+MAkpISuXfvDm0OXtdnrLDyqox39yFs3rGV+vUblNs/IqIrTk5ObNq+haSoK9SrXYfRV29RsaJLuf3SMtLx6tBLLz4A2FWrhbmrB0+fPkGRn4e8olu5Y8zdfXie9O3vnu8/w6VLF1i6bg3V52zFzNULVX4uL1ZOQ+rihaV3mZDj1KAFpQV5rFq3hkP7Dv2H2zRgwIABAwb+N2AQIAwY+C/m2rUrWFawov3wLvqy5j1b8eL2U95EvcTIxJibR64Q3qcN3jX8OL3+MN0m9aNRRDPqhNdjdtfJyK0tKMwrIPLYVZ5ff4ibvxfvHr/Gr24AX95+5mXkEwIbB/Ey8gkZyWmMDemDSCxicd/phPfrgI2jHQ/O3iLu1Xsm7V7Etd2niX34AhtnB4oLitg+eQmT9y2j+4wRPL18F5FIxKR9K3D0LBtUNe7VngURo7iw5QiPzt8mNy0LmZkpGrUGnVBHqxG9gbJQfZ861Wk+uCtx0W+JOnYJj+qVqda4LiWFRZxeuRO1qpTK9co7xnvXro5IJGL94Cl0mjwcWxcnoq/e4dml24zdvYq1/cZRN6IVO8fNwatOdeTWlryNfEj97u2oVM2P+OcxiIyNkZmbIbf6IcgYm5oQNqQ3a/uMJaRHB8xsrHh47DxFBQXotDr2TZlP2OCeOPt5E3vnIU/PXsWxsjcPjp3HSC7Hp34Qt7btIyPhGzYuTvg3C0ViZISquBgAe49KqJVKLBztKcjMQZGVjdTEhIYDeukHfY6+XlSqUY3LKzfR/KehZR4YqzdRr1cXxFIpIomEZ6cuENytLApCq9Vyb/dB0OnwaVifzw8ekxz7nmVh7VEVF+PXtDHhE0aT8OQ5ptZWNBzUl+iTZ7m4eCWu1avhVMUPm0quJL6MQWwkRSAQ4N0whH47NnFo7CQqVg+gz44t6HQ67u/Yxbo2ndGo1YgkYj7cuoNAKMTEypKsjEzubd+N3MYaYwtzMj7HoVYq0Wo03Fy1mg6LF+r7mPHpMzqNhoq/Za74Ha/QRjw9cIjH+w/gF94CgNzkZMwcKujFBwATKysCu3bl27OnaEtLEQgEBHbtVm72387LGytXV/KSk5GYmNB85Cjkdva8v3qZz3ciCejajZjjx0h4EEWFqv4kv3yJqqiQoMEjqBbRDYFQyPeX0VyaNhFTexvkDhUI+3kuMmsbUmNecuWXKTgF1iIr/jPK/HyM5HLqDB1NcvQT7t6PwtvTi8ysTPzbRxDYewAAaqWSy1PGUlpUyF+jVCgQCgSEjJ/K6+OH+f7iGWHzV+qvmWtII84O64UiNQVz54r64woz0pCYmlKck02FCk5cHjcEY1t7dFotQqEAOTocW7bEysdPLz4AOFSrgUvDphw/cZRBA4dQUlyMrU+VP3gd2FUNQFVYgNzBibfHD1CUkszoQUPp13fAH/rwOyqVilE/jUQglpD28hkfzx5FYmKKjZsnpV8/M3jduj89VqvVMnLMcMTmlnrx4XfMXNxIvn/1bx5Xr14I9eqF/M1tv+Ps6ITqb5hKCsUSPD09ca7kRmbME+yq/4j2SHsWhU4gJCXlO46OTn+3/r/H+i2b8OgzDjNXLwCk5pYETlzM7ZHtUBcXIZaVRXVYV63J+2tH/u12DBgwYMDA/z4MHhAGDBj4LyUx8RsVfSv9odyrug/1/OrRo0dvIrq259WdaOyc7bh+6BL3ztzC1c+D90/fIBSKWP/gIK/vPWfv3E0MXTaJzOR0Oo/rh6NHRW4fvcytw5dIfJ/Ald2nGbpsCh7VK3Nq9R6eXL7Hp5fv+PouHmO5KXIrC24fvojYSMqyyAMYyYzJ+p7Oin5TeXIxkjqtQkGnwz3QTy8+AIilEsL6duL13Sd41qhCSVExD09dwz+0Dh8ev2JFnwmUKpVUbRhEz1k/4ezjwYtrUXjWrMquqUuBssgDibEUkVhM4rtPWDna6+vP+PYdsZEUMxtrLm7ch0atxrNWNcbvX4tNRUc8avhj4+yIUCSiWrMGaNUamg/vg62LEycWrMPKqQKN+3Xl8M9LSXz7AZeqvvq6dTodXkGBqEqUXF6/i8aDehK5+wiedWoQNnIAB8b/gkgiQSAUIjYywtHbkypNG5L59RuROw+iKiohNz2Dr6/ecG3jTjRqDb2WzQYgPf4rWq2W0Ud2UVKg4PjM+ZQWF/9h0OffvClXVm/ixC+LqN2lA4rsHDZ0HYhzVV88gmsTuW0v727fw7mKL29v3kGpKGLA9rUIxSKeHjuNRq0mfNJPxFy6ikgiQV1ailAs4svTaNyDajHs8G7O/DKf6NPnsalUNkvsVNUPRUYW316+wjWwOllfviG3saHt3Fn68+uwcB7bu/XCOaA6amUJqe/eUZCRAQgQS6VIZTKUhUUE9+tLcL++CAQClAoFB4cM48mBQwT37U1hVja3161HIBSiyMjAzP7Hfc3+9g2tRs2Xx48ZNGUKAPa+viRFR//h+yAxMSE/JZXivDyEYjFKhaLcdp1OR2lxMVqNFrf6DXiwbQuqwkJcg+th7eaGMi8P55q1KMrJ4dvTp+i0WqwquRPQ9UfmJqfAmni3aMXHK5fotHkXxuZlYpVj9RrUHT6Gb48eUKvvIN6cPk6r5eu4Mm0CALWHjUaRlor2w3tMbO1+fC+MjKjZfwg3Zk/j68MoKtUrm8kvzEgn5ugB1MXFfLl/l/cXTlNzYHnjQ0tXN8ydXYlcPIvWKzchNjJGqSjg8ZZ1VOnSmyoRvbkwtCcSUzlVuw9AZm1D/NVzFMTGEBf3GWObH9f5d4xs7cnOzubixfPYVwkgLTYGdUmxPpsEQOKDSJyDG+LbrisAN8f2pU6d4D/U9ZesWbeKt+lZtNl/BZFUik6r5dm6BUiT4rl0+QZWVtZ/euzNm9dISE1HVZCP4nsicqcfUQypjyJpGPT32/57jB4+ip9+noFb8476PuYlfKIoMZ6mTZtRVFTEpJmTqD5yJlY+/mTEPCF233rsqwezedtm5s2e/2+3nZr6HS8Xz3JlRhbWiKT/j72zDIzq2tf+b3wiE3clRIkDQYIHl0JximtxWrQ4lFIoxSkOwTW4e3B3EgIJRIC4eyaZzGTeD9MTmtt77zn3nPfc9twzv4979t5rbZmZvZ79X88jp7KksFqAyH/7Ei9Pr/9sF3r06NGjR8+/JXoBQo+efzJ169YjfM8WNGpNdSSmVqsl+tYLpo2fiZeXN48evGDnzm2sWLWMCetmY2RqTNbHNADMbCyRSCUYGBtibmOBV30/vOp/nqttZGLMu2cxvH0Uzcx9y3EL0D3sjlw2jTcPXpES94GS/CJMrS0ozivg+dX7LL+xD9mvfguWDjb0mz2GK7uOIxKLEUkkVJQqf3ccypJS4h69JP7Za0RiEVK5nPinrxm1ej7eoXWpKFNyalU4O2csxdLBjpS4RAxMjJl9ZgcikRipgQyZoQGL2g/m0PdrMbGyoFZgHbI/prJj2mJaDOiORq2molRJz1kTqtut0mj4EPUWtboSrVbLk9NX6T5zHDIDOTd2RfD41CWEIiFXtu5HWVzCtnGz6DZ9HPYetXhz+yF3D51m3I6VRIYfRK4wpnGfbjw7cxmvZo0oyy/EwNSESRHbWdVtEHW7tOOL7yYB4BkagkugH+FfT8GvTSs8QxtwY9senp2+gIOvF8nRb4mY8yMiiYTDMxaQHBWD1NiIkuxcLq3eRMep46uv9aMjJ5EaGDD28E5d2geQHvee8KHjGL0/nK7zvmPHiPHE3nlISU4ejQb0IfV1LJdWric1JhatVsvD/REUZmaSEfue6EtXAAFHZ8wlbPxo7Lw9cAz0I+Pde0rzCoi7eRvvVi34Yv4sjkydjU9YCwrS0nFtGFJjECwQCvFs0ZxnEUcJHTmCOu3bc2XZz/h16UzosKEUZ2ezf/hIGg78XNEhMzam2dgxXPpxCY/3H6BKrca/6xdYuXtw7eef6bhgAQamphSkpnJ91Wq8WrchJyGBt5cuETJgAA0HD+blsWPkJMRj5a57e6yprOTlsaPkffxA3X79EctlPN69E/eWLTH8dXD79uIFyguLcG0cSoNhI2gwbET1cUQdP8rTvbtoPGYCT3bvoEpdiX/PvhRnpP/uPpYbK5CbmlaLD3/B0sOLmFPHSXn6GN9uPXl/+QIiqZSOP6+r9teoHdaOC1PHU7tVm+q3+RIDQxAIuLpwFlZePhhaWJH67DEBXw0l/twJrv8wBxNHF5T5uTXa02q1qEqLkZqYcqhvF4xt7SlM/ohHp27U6TmAiuJCirPS6b77JAYWVgDYBTfgxoKp7Ny7E4Qigkd/g8TQqPocpt2JpOWSn3n/Pg5DGzvMNWrOTxhMyNipGJhbEns6gqLkjzSfuwyApMgLaEuL/2qlwcGIQ/jPWIro13QLTaUKK79gnl09S2Fh0X8rQFyNvIZdWBccRCJuzRtPwJAJGNk7kXz7Mmk3LjDh5v3/tu3/jo4dO9Pu4jkiJ/bBvlVnKgvzSb97hTWr1mFsrKBWrdooLKz5eO0Mb/aux6SWJ43mrUddVsqTS7/3lPmfUL9eCO+f3ETh/NkYtzDhDZqKMlSF+cjMrch6eofEQxtZuk9fAaFHjx49evT8Bb0AoUfPP5lGjUKp7erO2onL6DqmF2KJmEu7zyDWiOnYsTMAhoaG+PsH4hnoQ1DLEBKj4jjw03asnOwozisCwD3Im6xP6cQ+jqZCWY6xqYJaAZ5c2XMarVaLg7tztfjwF4QiAUKRjJBOLRFLRDy/ch+BEAxNjGusZ+1sT+aHVHbOWoGJlQUp75J4deMBQWGhABRm53Fl51EG/Tiduu2bcyX8MHcOnyVscA98mujm/MuNDOkzezxzwr7i3eNXBLRugrWLI+a21jXacg3wJubuE7ZNWohKWY5AKESjVmOgMMQ/rAmr+0/C2deLep1bU15SwqkVW6koLSPu3jMcfDyQyKXsnrIIZXEpIrEIW/dajA5fjdzIEFWZks0jJnN6xSZEYjHqChUOPh5sGjEVhbUVvq2acmb5RtSqSkpy86hUllO7QTACgYAqjYagTm1q9NXR1xuJgRwDY90gr+ngftzYvocFDdojVxhj5+VOaUERUkMDLJwcqVAq8WjSkMfHTpP09AWtxw7n6clzZCUkETZuZLX4ALpITXsfTz69eIWNe3cqiksYvO0XKpXlvDxznsQnz/Ft35b0uHiEEgnFOTmMOrgbU3s78pJTiJg0ncKMdO7tOYBGpcLGw50h2zZybvFPnF30E48OHkFqaIC6ooL4ew8RyWVoNL+3Pcp69x4rD3ekBnLkCgUGZqY0HTWSiuJi4m/fQWpoiFBc869CrlAgEApQKZUMP3gAU0dHchKTuLNpE9u790BmbExleTkNhwymdtNmXFi4kMe7d5P89CmOwcEYWllx+OtR+HfthrG1NdGnT6EsKEAgEPD6zCnMnV1QV1ayu29vXBo0pDQnm8K0NDTqSgpTU353DAUpyWgqK/Fu14Hba1agVavx7vQFJ8eNpKKkBJmx7n7XVlWR9vI5qpISClNTMP3N1IfkJw+x8vRCKJXpYjVjovDu0r1GeoiluyfGtvZkvYnBoW59tFotr48fRiAQYGhlg3/fwVSWldFo4gwMLa34cDuS+r0Goiop5NWBXTiHNsfYxg6tVkvMsYPITEzpsGorpVkZFHxI5PbSufh013mH5Ma9xcLDu1p8+Au123bW+X0U5HF+3CD8+w9HKJWSdPYYAe4etGwZxvMXz4m/fgnboBAkhsbcXDQDmcIUjbIMqtQ8+vE7KgoL0JaVcHDv4b9qIKksK0Oq0Bm2Zse84N7i6Zi6eWFdL5RWbZvz7aQpTPl26n+6rYmJCerUHPxHTMbIzpGE80cpz8+lSlnKgjkL/qFpEEKhkE2/bObRowdcuXoZhasNvRbNx8VFV3Hm6OhIRVE+YWsiEEll1dslnNyNt4vzf7Xbv4nvps6gc9eOUFWFdUgLij++J/HgBjq168CDFVPJzUynTmA9dm7dQcN/oMpDjx49evT830Or/aN78MeiFyD06PknIxAI2Lcngo0b17F33jbUajVfdO7G5JXTkPxm/rKvrz+JMe8pyitky/SVDP5+InXDGjG709dcCD9O+yHdCGoZwooR83D186AoJ5/SwhI0ajW9uvflyLFDxD6OwrtBQPXbao1aQ+cx/anXrilrRs3B1NqM3PRs3j+LwfM3VRSPz99Eq9Xi6FWbGQfX8fr2Y8Kn/oijlxvmdtbEPniORq3GJ1QnNoT27MjV8AjsPWtG9okkYqycHbB0sqcoO5eyoppl9AAJz6MZ8OMMAto0o6KkDKmhAVtGf8e1HUe4vFVn1HZy+SYOLVgJgKWLIxP3b0RhZcGd/cd5EHEKrRZaDunD9Z2H6PfjLOS/DuylhgYMWrGAXwaMY27kCXI+ppDxPhGVspzr2/fRftIolrbpBQIBDyJO0WHCSJKj3wJgbGlBflomzgG+1X1VKcupLCvHzNH+1yW6fwyRVEK9bh0xtrQk5XUs5cWluDdpSOvxoxAIBJQXl7BjxASOzP4BkVSKia1uDv9/RKupIubaDer3+hJzZ0fSYmLxa9+aFl8P5+OzF5SXlFClViMUi5EaGWFqrzPo1KhUlBcXY+nqSklODrUaNiQvOZldw8dQpdFgaGqClZsbKdGv8WnXlg6zZ3J69lw+PX3Gw30HCOnbW1dNcjCCgtRUmowayftbtylMz0RhY0PUmbPc2rAROz8/youL+fTsGS71db4dWq2WF8eOI5TIEFSouLN1GxqVirSoKF1Fg0CAWqXCwMyMe1u38SB8B0KpFLRatEDa6xgECOizeRsJt25SnJVNlUaDT+euNP56DGKZjPeR17izbjXW3j4k3r0DWi0WtWtTmpOLsrCA16dP4tetOwKBgPToKN6cPYPCxobUly8wsXegLDcXTUU5nm07cObbsQQPGILU0Iioo4dAKKDuoKFcnD2VJhOmYObiQtLtm0Qfi+DLX7ZSUVzExTnTsPMPoqK4sOb10mpR5ufy+sRh8hLf8/HebfIS47Hy9qM0KwPXpq1qrJ+X8J7ygn0Y2zkgMTLi+JBeWLh7UpqdhVAspt2KTQgEAkrSU3m5ZytqpZJzYwfg2ak7Ls1aU5TyCW1VVQ0RpCg1GQMLK1osWM7Jvu0QPL2HWCLhu1Gj6d27H/Hx79m0dRMdNx3C1EX3/cx4/pDb308lLKwNG9Zu4NGjhygUCho3bvJXxQeANm3aEnvxBHUGjuHe4hk0mPoD9iG6qgllXjabpw2lSeMmNGrU+Hfb9uvzFTu7tMe5zRc4hobhGBpG2qPbvN6wmL59+//Vtv8aAoGAxo2b0Lhxk9995izNkfQAACAASURBVOzsQmhoE95sXoz3yBlIjEzIiXrMx1N7WBNx/B9q18vLm4vnLrNq3SqerZ+Lo6MTW9aso02b9gA1onP16NGjR48ePZ8RaLX/OhpMdnbxH90FPXr+qcxfOJuLkRdQlilZHrkLgUBA1qd0ds1by/sXbxCLxZjZWKIsKcOncRBWDrZcP3AG+1oumDlY8fbBCwQCIfbuTlg72xF18wmDFn1Dg04tqdJoiLn3nMfnbvDqxkO+/HYITl5uRN14xKNzN5i2bxXrv57LiBWzqRXow7NLtzj4/Voad29Pu+F92DF9KZ0nDMa7sc5ocNXAyVg52TP055nV/U9P+MjyvhOx93SjODcfbVUVjXt2pPXQPmjRci38MJE7j7D49nFkRga8vfuEhCevuHPoFN+d3IVQIqKqUo2Fkz1nV23l1ZWbzLl0uMaD/J4pC3AN8uX2vmOU5hXw/d0z1QIEgFqlYm7DTix9Hlm9napMyQ8tu7Hw7jkWhnbG0MyUitJStOhi/5wCfEmOfoOhiYJR4Wsxd7BDrVJxZtkvlBUWMWClbq749W17uLcvAv92YaTHvScr4QNSIwOq1BqmXT6BRPb5Leu7Ow+4um4zXRfO5knECZIeP2XCsb0YmOgSOlKi37B/4nS0Wi1mDvaYOzny6flLgr/swvMTZ7CrU4ey/HzyPiUjkctAIGDKtfN8ePKM8z8sQ6OuRK5QMGjHVmRGugqNqDNnebBrLyW5uVi5uZH3KZmhe3aRk5jA/R276bJoITfW/kLyixeALq2h74Z1JD14SPTZc0gNjchPSUFqaEi/LVswd3Ym6cEDLi5ciF/nTli6uRF3/QbKggJ6bdhE5ts3nP5uBq4NGtJp8RLEUikVpaUcGjEUZV4+VRoNRtZWtJo8Bef6IWgqKzk0cjj2gUFkxcZSnJmBqYMjqrIyBh06WuM631z5M0ZWVnx88pjc+HhEEgktpn6HhZs7VxfNpbK0FLFcTlF6GtY+dbDUapHKDTCQy3n65DEGVla0+34JeUmJvDl9grwPSVSWK/Ht8iVCiYS3504jEOra01ZpkZmYYGBuQUlmBhXFRaDVYmBuQfetezG0sATg7dmTPNq8FgtPH0RiMRpVBQUfkui9/ySnRw8i9NuZODfW+UBUKpUc6t2BkLFTKPz0gdTHd3Fv35XSzHQ+3buBgaU13bYeJDc+livTxtJ46gKcm7SiPD+XR+uWkPMmCgO5Aa7tu+I/aBRCsYScuDdcn/ctrZf8gqVnHSInDGLHuvXUr9+g+rwtWfoDkWk5BI76tsZvy53Z45j79df07Nnnf/y7lJaWSscv2iOwsKWiopy2a2tOX4g7ugt/TTFrVqz9T7c/cvQwM2fPwMqzDmqlkorcLPbs3PtXvSf+f1BSUsz0WdO5eOEcIokUM1Mzflq8lA4dOv3T2/53Q6vVsm/fbtZuXE9G6ie8/QKZP3MOrVu3/aO7pkePnn8xrK0Vf3QX/qkMuvryf62t/e2C/9fa+lvRV0Do0fMnYtHCJRjKDdh9cHf1MhsXe2bu/ZnpYUMxsTKn76zRmNta8eBMJDcOnEVmKMc10JPH528SGNaYgswcPkS/Q6OuQqUsJ3LvKeq3b6YzcGzRABMLM55fvcfjc7d4KrpDrQAvZkb8goW9DW5BPmQkJVMr0AcrZ3sMTU14fuUOtev6kpuWgbHF57g778Z1ubbrKEbmJoT27MinmPccXbKBep1b49uiEckx77h35CxxD55zZdtBtFVa3EOCkBkbkvQyhpt7jqIsKsG3VSjeTUJYP3giIzf+hLOfbhqJWCKmdkjw794i1qrrT0F6Fk2/6s6NXYd4ce4qof2+rP78xYVIHLzdEQgEKIuKSY5+S1rsexzqePHo6Blq1Q9ixNY15H5KIXzkN5QWFvLheRTjD4cTd+se6/uNwtLFiZwPnxAIhSisLLm8bgsfnr8i92MKYpmMqEuRqCsqEIiEqMtVyIwMEf86P/4vGJqZIhSLcfT3RW5iQtztu/zS7Sv82rehND+f93cf0H7atzj4+7F7+Bh8wpojEAp5evQUw/aEIzU05MGe/VSUllFRUoxQJOL5iTPc27GbJiOH8/r8Rer17olEJuPt1UgS7t1HIpejLCqGKi3lJaVoq6rQaqtIuP8Q/y6dsaxVi95rV6MqKwOBgPPfL+LDw8c8OXAIgVjM0EOH2dShA/5ffIG5s65E3S00lP47dnBw5EgUNjYE9+mLd/sOSORyXBo0xCEgAOf6IdXH//rMKYRiMZ2X/oRFLTeS7t3l/Ly52PrUISsuFpFUSlrUK1pNn4WVuycPt22mNDf7d9fZysOTFxEHkZuYMuDAMfb16YpT/QbIFCb02bGfvKREKpVlnBw/CrWynITUZJYsXsaggUOIinpFxy5tOT9jMhXFRRhaWaNRqeixZQ8f7t4EoNvGHVQUF3F51mS0miqcGjXDvFZt4q+cR1NZqas8EImJGNAd24BgygvyqSguJnjoWF7s2ozc3JKK/FzsHRyInDYeu8C63Fw8B9uAYMycXPh05zpiqRRrHz9e7d3GlzuOITXWPVDVHz2ZE0O68XLvNpIiL1Gn50Bcm+um/xha2dBszjJOD+zEkQMRzPt+Psf6tENsZIxGpaLBhBlYetah8GMiJdkZ+Pr61zhvJaWliH+dLvFbDMwtUSp/7+3yt+Dg4MidG/eYP38ON9/G/e5zkYER5TnZ/+X2fft8RedOXbh//y5yuQEajYY5C+fxJuolNvaOTBw3nhHDv/6nVAwYGyvYsmErJSXFlJSUYGtrp69M+Cexdftm1m4Px3XoLNxcvcmLesCo8aPZG76bZs1a/NHd06NHjx49fxL0AoQePX8ihEIhM2fO4/jJY7y8/pC6bXQeDDmpmRTlFrDg9GYMFbq33V+MG0BRbj7Pr9znwelI3IJ8sHF1pO+ssaTEJRI+/SdMbS3Jy8jm54HTaNgljPyMbO4ev4xGo8HK2Y4Ry2dVt12l0ZDw8g1hg3sC8OTcdfxbNsKvRSMOLlhFRZmSvNQMZIZyoq4/4Ma+kwxaOosLG3fz8NQVxBIJLQb3ovOk4QAEtGmGs783B+f8jE1tF3rOmoR7SBBXt+5j/8yluNULYPTW5dVRi8/PRxKxYDljw1diaKKgIDOHj69iflfK/PFlDB6N66OprESj1nBu5WZyk9Nwb1SXD8+juXvgOAKhkIi5S3h78z42Hm7kp2WgqVBxY8cBRoXrIgMtXZzoOHUcl9dtRWFliXUtF6xruRDSqxtZ8Ul8fBVNTORtWo4cQsa7eBp+1Rv3RiH80n0ATYcNoHH/vqgrKjg6eyHpb+JIfPQU98af30Q/P3Ue99CGAFxfv4WmQwfh1aIpCQ8eYe3pgbWHO/H3HlK3RzeqNBoeHTqO1NCAer17YGBqwq6ho/BuHUaP5Usozszm+tr1XF+3gcE7tmFV243Ya5FI5DJOzppHaW4uAV2/oLy4BKFQiEAup6KkBJFUyvlFizFzcqK8+HMFmdRQVzFSnJlJ8vMXtJ4+nSf79vHy6FG0Wi1S45oeIebOzhiYmODeshX+3b6s8ZmRpRV/KaNTV1TwdN9e+m4Lx8xJJ2AEdO+BqqyMxLt3cG3chA8P7tFj6QosaummBwT27supb8ajrqhA/JsKkoTbN5EZK+i4dCWG5hYYWVqRFfsW5waNEAgEWNZ2Jyf+HUZW1vTYuoes2BgWzJ5KUGAwzs7OSCQSBh47j0alQlNZycE+X6Cwd6TekFHVbaS/fI5Wq6XtktU41NNdK59uvbmxaBZyc3MSIy+jVqnIjn2L8NeKh8zoF/j3HUJxRipBg7/mxnfjaRxcl5dvXmNhZYWHsSENPWoj86vDms0bSX36ENfmbZAYGVNZVopYboDE0AiP9l2JO3uMKrUaqzoBNc6pxMAAM0cXlEolZ0+e4/XrKAYOGYCxXxBCiZSYI3tIOH2YhfMXYWBgUGPbdm3acWb2d3j3GFDte6DMyyH1yT1arVhBfPx7Nm/bzNt3cfjX8WXc6HFIJBI2bd3Es5cvcHN1ZfzocQQG1nxjYmpqxuLFSwmq509xykcUTjqfBY1KRdrVUwydMJHpM6dx6fJFZHI5/Xr349tJk5H9ek2NjRW0b9+Jx48f0X9If3y+nkmHWeso+hjP6s1LKCou+S99JP5e4uPfk5+fh79/IMbGCoyN/2+/UfsjUavVrF67Gs/pv2DkpEsHsW4QhqZCyc9rVuoFCD169Oj5Df8y0w/+SegFCD16/mQIhUI2bdjO4KH9eHLuNpbOtjw8cwN7d5dq8eEv+Dapz/0TV7Fytift/QcyP6Ry88AZ5p/cjL27KwWZOfSYOoz4p9HcijiP3MiQoUunc3L1Dt7ef87FrYdo8dUXKEtKOb58OxKZlMLsXPbPX83bB8+ZemAdJpbm5Gdk0270AA4vXo+yqASZkSEatYbY+08JbNuM5+evU5JXQMMvO9Ton1+rULRaLeO2r8TYXFc9ETbiK27sPkLLoX2qxQeA4E5hnFiyjiUdByISi1BXqrGp5czxxWtoP34YEpmUe4dOkfImjh5zJ7N9zHSCO7UhLyUdTVUVdw+cwLqWCyKpBKq0vLv3hAkROzB3sEer1XJ3XwSvzl/BqtbneFELJ0dUZUrUKlX1MrmxES7B/nyKek1ZXgHeLZrg1TyUlOg3nF+2BscAP1qOGgaAzMiQoVvWsap9dw5NnYNb/WBK8goozc9HXVHJiN2bKcrK5v2d+xhbWfH02Ck8m4Xi3qQxlUolK1t3JiX6NSKJBIQCKopLMLK05Nmxk9Rq2IDW304EwNbLC3s/X7Z82QtDC3MAPJs34+72XQhFQgZs34boV6NI3w7t2dH3KxAIsPbwwNTJkaT7D0i4ew+f9u2w+LWyIeHePYoyMhl18iSq0lIe7NjBk/37Mba25uHOncgVCgK7dwegJDuboqws3pw/R4PBQ6qFgvKiIhLv3sHK3f3X9bKQGhlViw9/wbVRI54fPIBjcD0EDx8Qfz2S0pwsbOv44dmuA7b+AZyeMokm4yYiMzbm1bEj5Lx7h6WXN4cG9cEhuB4CoZArC+fQ6adVOAQFk5sQz/WlP1Cnaw8uz51O2otnCAQC+g7oze7wPZiZW5IR/RKHoHpI5HIc6zfk+Z7tNBwzCYFAgLqigvvrVyIzMq4WH0DnKeDdtScv9mzDu0sP3pyMoPXiVdgG1CU/KZ6H65YRf+UsMoUJCgcnfL4axp394TSYNBOttopXe7by6NkzNBo1ApGI0sx0st++5sTALpQXFiA1VuDXdyhlebnY+AVTnJZCxssnOISEVvehoqiQ3I+JeHjoqoH8/QO5feMus+fM4MKaxVSUliKVyUhITKSysrKGl0xYWBtC69bl5uRhOHX4kqpyJUnnjzFpwjdkZKTTd0AfXLv0w6zzAJ68fs6xDmEIAKc23bD6chgJibH06NuDbRu3VvsZ/AVTUzOWLP6JBTNH4NKuO2KFKek3zhPs7cWqdauR+jUgYP5G1OVlRBzewotXLzj0HxIgVq5bhfuA8Tg21/1WWHgHEvTdCjbMHML4sROqBYt/hLS0VIaOGkbSx48YmltRkpXKDwsXM2jgkL97n+Xl5Vy9eomsrEwaNmxMQEDQP9zP/0vk5+ejqqysFh/+gplPPd6d2PwH9UqPHj169PwZ0QsQevT8CWnYsBGPHrzg5Mnj5ORk02leG6bPnEylSoXkN6X+r248QKvVEtqjA4GtGpEW/5GIJRvZMXM5MgM5arWas+v3YGpjSdiQnuSnZ7Nv/mpUygrUlZVcCT/C2Q17kRka4N+iIfkZ2VzZcQSfJvWZEbERhYUZH6JiMTRRkBzzHrdgP/ovmYlEJqUoO5flPUbhFVqfAUtnc2jezxRm52Dl8tnVXllcgraqCrFEyu0DJ3h27iqlBUW61Am1puZBa7UIxSK+ORJORWkZ+6bOp26XdmR/+MSyzgNQqyqxqe2Cf9uWbB4xGSd/Hzp+O5rlnb7i6/A11bup0lTx6uI1wkYPwdxBZx4pEAhoNrgfj4+cIj3uPQ4+uoFd1KVInAL9yEn6SPSV6wS0bw1AUVYOd/cepqKklOPzfqQgLZ2irBw0Gg2N+9ecQy8QCPBo2oiEh08oyMim2dfDEIklPNx3kG0DRoBAiFgmQ2ZigszIiGvrNhFz+Rqtxo9GLJVyfOZ8jCwsqCxXotZoeH3hIkaWVgT3/A+VBhbmWNZyJT3mLe5NQwnq3o0nByMI6f9VtfgAoLCxQWpkRMNhw6jbuzcAleXlHBk3jt0DB+MQ4I+qpJSSnBy+XL4cmZERJyZPxrN1WxqPGIlQLCY3KYlj48eQn5yM3MSEZ4cOgUCASCrjwNAh1OvfH01lJU/378c+MJCnBw+gLCrGyt0dZV4+ZXm51b4JAFmxsVSpK3kRcQi0VSgLCrD09CH+1g2ijh/B78ue3N+8nrMzpgDg0bodfXcfIuHmdfIS4rH1C8StRWvenD7Ohe8mo1ZVIJbLqT/sa+KvXsIxpDFh83QxkR/uXKdnn+6oKyu5OHMK6nIlRlY22NTx5c2pYyTeuIalhxfpL59hbGSEUKulSqOpIYZVlpYilslRODohVZjwdMsanBo35+2JQ7g0b4OBuSWpj++RGHkJQ2sbVOVKbi6agUgqw7NLT1ybt6U49RNPtqwi7twJDMwtabloNZZefuQnvefeT7MpTk0mZOwUSjLTSLh8Brm5BbVadaA0M50nG5eDQMDFS+cZPGgoALGxsVy5fp0G3y3Ftm5jyrLSObdhCWUL5rD8pxU17sdtm7Zz5colzlw4S0ZaGgoDQzZt2ciW7VvxGTEV1zZdAbCr1wSZlS3xZw7hN1JXfWAb3AiFqwez5s/hcet2v5uu8FW/AQQGBHHi1HFKSoqZ9eMS0tLSiM0twn/M7Or16s5eze2x3YiKelmjmiIuLg7fXuNq7NPYwQWhWEp2dhZOTv9YOoVWq2XQ8MFU+jSi6azNCEQiipMT+H7xeLw8vf+uRIq4uFh69umO1N4Vma0TP61ZTatmzdm6cevfZOL574C5uTlikYiytA8YOtSqXl74PoraHp5/XMf06NGj509IlfbfeyqgXoDQo+dPipmZOcOHfy4X/2HpQnbNXkX/ueMwMlXwIvIBTy7cpvO4gbQZ0gMAaxcHrJ3tWdbvGwRCARpVJW51/Zi0YznCX530g9o2ZdWAb+k3dyJB7ZphZGZSPciY1awPBZk5BLQKRWFhRkpsAru/W0r9L1rz4NgF5l85iESmE0De3n2Cg48Hg36epxvgD+jOuTXhjN60FAMTY9SVlZxatgmBUMj2CbPRAh2/+Rq5wphjC5ZzZcte3EOCEEl0P0OPTlzEwtEecwdd0kPfH+dwYPpCZpzZS6uRA1jZbQjujXTRh1/OnkzthnXJSviAgYkCrVZL3J2HRF2+QdzdhyAQoLCuGf8pEAiQGhrw8vxVKkqVxFy7ybNT5+m5eB5mDnYcmjqHh4dOYGRuxru7D7H38UIslxF35z4Ovj5MOHWIzb0H8+HZc5oM/qp6v9qqKhLuP0KjVjNszzYkcjkAHs1C2TFoJPkpqYw8uBtzJycEAgH1evdk95ARnJ7/A1qtloaDBtCgfz/OzPserbaKKrWa9Jg3ZCck4tmieXU7GrWawvQMXl+8iGuD+ohlMpzr16U0L6/GceanpKCprCSoR4/qZRK5nNCRI7m7ZQt5Hz9RqVQSNm0a9v7+JNy5Q0FKCr03ba0ehFu6udFgyDCe7t+LVqulsrwcQ3NzBh6I4O3F8zzetYPyokLUFSoc69Wn79Zwok+d4F3kNUwcHTk/ZxYdFi5CYWdPyvNn3N+yicZjJ/F4+2ZafjeXWk115di+3XpyY9kPPNy6CQNTc2QmCvy696ZOly+pKC7mcfhmem3fi4mDLi7Ts21Hzk+fhGO9+jzbtwsTOwc0KhUhoyZU38NuLduS8vQRCZGXafP9cuzrhpAdG8OtJXNR2DtSu01HRFIZlt5+vI7YixYtb04cxr/PQABUpSVEHdpNne59ib9ynnojJ5Dx8ikxR/fz5Y7jGFrp7quCDwlcmjwC28B6iKRS3Np0RigSETJGN5C39g3E0tuPi5OG0uS7xVh66VJnzN08afLdj1ydPor3pyIoycnCo0svsqJf8PrgDoRiKeWFeSica7No6Y/YWNvQoUMn1m36Ba+BY7Crp6uUMLJ1oN70Hzky6kvmzZ6HiYlp9fUWCoV07NiZ2HexXL51m+AJc1G41ObC0A44t+hY435xbtWJl9s+CxhVlZWoigpJS01h9eoVDB8+EgsLS0pLS5n//TyOH4tAVVFBQN36LFu8lHr1Qpg6YwqmwaE19isUS7AKbEB0dFQNAcLDw4O82CgUTp8TdEozU6mqrMDKquZ39u/hzZsYUjIyCJ03qjo9ROHsjlPXwezcs/N/LEBotVpGjh2FbfeROLXVTU9zryjn0dIJHDiwlyFDhv/Dff6/gFgsZtKEb9iyZQG1hs/B2NWLvOiHpBxeR/imrX909/To0aNHz58IvQChR8+/CJPGTWbNptXMaDEIoUiIXW1njExNCGhZ84HawbMWEpkUtVqN1NCAVgO/rBYfAJzreGDhYMuN/ScJ7dWxeuB26+BpKitUeDdtwObx81AWl1RXKqS8jUer1WJs/nmQ8+HlGwLbNkcgEFBWWIyRqSlyYyO+b9MPJ19Psj+m4lTHkypNFalv32NkbsbBmYvxCm1AUOc2PDp6huU9RlCneSNSYuLIS8tkxObPAyHHOp4U5+QxP7QzUgMDpIYG5CWnMXDVIsRSKSplOWeW/YKypJQN/UejKq8goGM7qjT38Wsbxotzl/Ft3bz6+HI+JlOYkUVeShpX1m9DIBBg4+nOk2OnGbp5NZPPRJD4+Cmxt+4hFIlwaxSCY4AfiQ8e8/ryNXI/JSMzMiIzLp7rm8Jp1L8X6nIVN7ftpLy4BN+ObavFBwChWIyFizNF6Rls7zMQY2srGg8ZTL3e3Qn4ojNPDx9FW1VFeswbYiNvYOnmyptLVxh5eD9PDhzmwe69OAUG4FyvLpVKJdfXbcDG05PS3Hx+adcZqZGRzudBLMa/SxfMnXWD9KQHDxGIRDWiGwHEMhkl2dn0WL0akVhMxLhx3N+2jfLiYixcXGtUAACYOjoiMTDAxMERYxsbEm7dJCPmNa9PHkcoFmHjXYeMmGiS7t5GVVKMZ+s2iKUy0qOjqZDLOTBkEFVqNQpbOxqP+4b469fQqNW4NvksqggEAvy69+bD3dtotVWUZGdRUaKLbs2MicbKy7tafAAQCIV4dezCi/27EAC3lv2ATUBdct/HUVlWirWPH2K5HGtvX0oy0nFsoIuFNLK2xTm0OXEXTvPh9nUKPiYhEAsxtrGnJCONl/t3EHfhFCaOzmRGv8TWP4ik2zqjUbewDlh6+5Ly6F61+ABgVssd26AQct5GI5LJyXz1jEbfzql5Dl3c0KjKsfTyrbHc3N0btbKMirwcFMYKsu5Fkp+Xi1AkQatVYVrLk9L0FLRoWbvxFzp06ERSUhK1Ow+ssR+ZqTlGFlZkZGTUECAAKioqWLFqOWFrDmDiUlvn7aEwpSwnA2P7z1UGZZnpSI103giqkiJuzxmD2MAQr/5jOPYsiq3hDTkWcZylK5aRqBLQcvNppCZmpNy+RN/+fYi8coPatWrx4MHzGu1rtVqKk+Jwdh5RY/m0b6YweMQQpApT7EKaU/QpgTebFvP112OR/+b78/eSm5uDkZXd7+5/ubU9WUl/3XVcq9VSUlKMkZExQqGQpKQEMrIyCW3dvXodkUyOY9chHDp+TC9A/IZvJn6LTCZj/abZ5KSnUtvHjw2r1xEW1uaP7poePXr0/Kn418mg/OegFyD06PkXYejQERw/eRS1Ws2CM9swUBixfvRcUuIScfCsVb1eUW4+lRUqmvTqQPTNR5QW1oyv1Wq1KItLKS8tY9XAyTT4og2F2bncPnSGQcvn4teyMVVVugSN6Gt3OfHTepJexGBooiDq2l2CO7QEwMTGkoyEj7y4dJNjP6zGrX4gQrGYKk0VprbW9Fk4DRs3F+aGdsXRz5su08ZjZGbK01MXuLv/GAYmCnovnM6nqDcUXL9Lt1nfYuv++Tje3X+KkbkpcoUxAoGAvNR0inLyWNq2N/Ze7qTH6USRL76bzKU1G/n2zGHu7T1E3W6daT1+JLu+/ob9k+cQ3LkdBRlZ3NsfQbtvxxLSsxtarZZN/Yaj1WrJep/I4yMnKS8uoby4hOjLkXRdOAu/9rqHZs9moZjY2XJzczjerZqRGvOG/LQ0funWD5FEgnNwIAgF5H1MrnGeYy5fI+11DL3XrcIxwJ/M2DjOL/oRgQAqSkup06EdKqWS1+cu8OHxEyxcXSnKyODI5Gn0XrUci1ounF2wCHVFBVWaKgRCIXY+3qS8ikYoFGJia4vfqFEk3L7NroGDcAjwR1lQSFlBARK5nKR796jdTBcJqa2q4nlEBMG9e2Pv50dBSgoIBJTm5iEUCSlITqYoIx0TO/vq/r+5cJ7irCyqNBpKc3NAIOTu+rXUatqckCHDEQiFlObkcGzcKApSkrn9y1pqNWlOz41bSbh1g8Q7t7B096TVd3O5NHcGUiNjBALdG3bRb6YRqUqKMTA3p8WM+SQ/us/TXdtwqt8AqbEx5fn5vzMhLcvNoTgjA6lEilqtIiPqGZGLZiM3NaMo9RONJ0wj8eZVHH/1VEi6fZ37q5dQq1V7/PsOIenGFcRyGXJTc7y+6I1GVUHsqQjM3X2oqlRRVVmJurwcp9DmeHXpqeurVst/FpwglEjw6zeU1Mf3UJcrKU75iI3fZ2+ASqUSoVRGxovHODdrXb0889VTnRmljR3KoiI0pWUIhSK8ew7Ct//XCEUiij4lEjl9BHFvYgAIDAgk8eVDLDzrVO+nNCMVZUEeTk7OREdHcTDiIEVFRbRv01Z33sQSiLciiQAAIABJREFUTFxqAzqxx61jL15s/onQ2SsRGxhSWVpM9LafEYvFlOfl8P7MQRQu7tSf+mP1Of90/SxjJ40nMyuTsPBLCH/1m3Bp3ZWyT/GE7wrn24mT+WXDL3y8cgLn1l2pqqwk/sh2TKXi35kPNmnSjG0bt/D9ksU8/vFbLG3tGDdmAhPGTfz9Cf47CA6uS/6Hdyiz0jCw+TwdLOf+ZYa1/u+NEA8c3MdPK5ZRkJeLoZEx30z8hrat2yEUS/iPN4BQLEX1G+8YPbp7bOzocYwdPY6qqqoawrcePXr06NHzF0Tff//99390J/5Wysr0f/Z6/n0RiUR4eXpz5eYVmvTqSOTek3yIiuP55dt41vfH3M6agqxcwqctpTA7j+S38QSGNeHp+RvU79gSmaHOLf/ukfNE33xIaJ8uJL2IoTivAGVRCenxHxn40ywEAgECgQCxVIKFoy3Xwg9hYGJMUPtWRIYfoqJMiaq8gsTn0Tw7d43YO48Yt3sdzQf1JrhTG3xbNeHS+p20GNybmBv3eHPnEd9EbMfM1ga5sRG1Q4LJTPjAp6g3WDo74OznQ/aHZB4cOYWFgz1yhRFxdx5y5udf6LlgBtlJnyjKzsHcwY4O34ym6eB+2Li50urrwWS+T6QwOwsn/zrUCWtB1Pkr2NfxwjnAj8BO7agoLSPu9n3i7j5AamhIo749KM0v4OLK9aS/jaP56OEkPX5G4qNnmDk5kZeWTnZ8Ij2XLqzxBtXcyYFrazfS86dFPDt6iorSUux8vFEpy8lO/EDosEG8u3kHExtrrD10EaAnZs6l45yZuNSri0AgwNjaCnvfOlxbuYb0t7G0mjQOVVkZJbl5jIw4TGC3bgR268aT/Qe5s3U7SY+eIFMoaPXNN7SZMoV3N26SGReHWCrVCR8NGhDQtStBPXviEBDA0wMHqdJUUVFaQqWynPfXr5P78SMFKSlErlyJSqmk/Zw5FKWnc27OHKo0GsRyOUKhkJAhw7i5ehUSuZyy/Hwehm/n06OHSAwNaTpxMulRr6gsK0OtVNJpyc/V1RJlebnEXjiHSCLF0t2TTw/vU5iSjMLOnvhrVyjNyaa8qIikWzfo9stW0l+9oDQnC/tA3TmpLC/n5s+L8enaA7eWbXCs3wChWMzdNT8jNzEh9cUzpIZGWHnXQSAQUJSeyq3lS9Bo1FRptchMzQgeMpoWs37Au0sPnBo15cbi2ZRkZuDRtjMKe0cuTh2Dd7c+KPNyEAiFODVqSk5sDN22H8HGLwgbvyBqt+nE080rabVgGYnXL+rEin5DEYolaLVaHm9cReGnRDw790As132PitNSeB7+C0FDxvD64E6Ch0/g5c4N2NVrhIG5BZVKJU82rUAAxF86ibG9E3JTczJePuL+8nmolUpsghvRcMpCrHyDyHz+gObfr6s+tzJTc4QiMXlvX/Im9i1v42KJv3MNlbIUhZMbee/f8HLNQsYMH8nHjx8YO2kcxbV8KTCz49zhvTx9cJe8nGxc23ZDYqhLNbH2q8fHyLNEbVtBwfN7xOzdQKeWLWkU0pCTP84kPyGWwLFzMLC0qb73TVw8eLx9FYZ2ztTq3LfGb1JFaQnFMc8YOmgIrVqGcWnXRh5t+ZnEk3sIcLBh59ZdKBS/T56oXdudEUNHMG3aTCaO/4ZGDRv9f4vGlMnkSKRSTq1cgFYip6Igjw9HtiBKT2L1ijX/pcnliRNHmb90CR4Tl1Jn1GzMgppwKXwdlibGvI6OQmBph9Gv3gbaqioS965m4BedaNjgf+4p8e+APupUjx49/whGRv+4IfGfmaPxmf9rbfXxsPtfa+tvRV8BoUfPn5gTJ46yaesG0lJTCa5bj+lTZlBeWMrS3hNw8femy6RhvLx6h7UjZiEQCnRl1gZyFJZmFGXnUZiVQ0iX1nzfeTju9fwpyskj60MqxhZm9PxuLHWa1Ofp+eukvHmPRC4jOykZW3fX6vYz4j8ilkqYfjwcUxsrmg/qxd2DJzgw+ye0VVokMhmGZiZUVnwWB+293PFt1YQDM3/kY3Qszv51SH4di4OXO3KFbiDk0bAeMdfvcnPXYdBCsyH9EMlknP5pHUKxCGs3V/osno1H4xCq1GpOLF6JdW03Lq3ZgtzYiMHrlyGSSKgsLyc76RNCkYi0t3E4+tch9uZd6nXvgtTAgEZf9SK4WyfWdv0K39CGHJuzGK22CitXF4RiMU4BfvRYsoDrG7bSYcZkqjQaVrbuREluHiY2n8vtizKzEAgEvDpzAQMLcz49fYFIIqPZmK9R5hfw+MBBPJo14eKyldzcuBUEAkpycrD3q1l6b1fHh6KsLMK+mYCNhwcXflhKyIAB1YNOI0sLWk6cwJWfl1NeVEylUsmnp8+w8/GmMD0d2zp1aDp2HIbm5sScP0/EmDEM3L0bl5AQFDY2FGdlIRSJMHN2xt4/AJFEQty1SMry8hDL5Wzp1AkEAoL7DSD1xTPq9h/Ek13hGJiZEzZ9BjFnz1BeqKuiCOjdFyMra+IuX6DryrXs69cTuUKB8DeGl9cWLyToq0EE9tZ5YlSUlHBi7DCSnz5GYmBI7bC2KAsK0FRWknD9Ci1nzuPizCkk3rqBqZMzyU8e4taiNT5f9KzeZ+1WbYk6vI+Em9cxsrblwaa1vIo4gMLOnuy4t9QbMRYTJ1ciF8xAplDg061P9WDH3M0D3+79SH/1jCdb15H3IQGBSETuu7e4hXWgJDONFzs24ttnMGLZ53J/uZk5TqEtiD1zDFVJCW9PHCb9xVMsvXxIvn8bVUEuDvYOnB/VF9c2HVFXqPhw8zLOTVtxY/4UXFt1wC4oBCvfIC5OGoxUYYqmohzbug0x9/AhL/E9j9cvRVNejtjQiMrSUmQmpjSYvBCxVIoyNxtjR5ffTRswsnOgUq0h0dQBm/6t0Ty+zbsT+4k/fQgrK2tmTp5Gt27dCarnT7PV+1E46r67bp16cX/mCERiMU9WzKH+5EXIzCyI2bOewsQ4HB0dGf1VP7p164mtrS0Akyd9S5uObaiqrKjRh6oqDVqgKO0D6vIyxHLD6s8Kop/Q1N8fgICAQK5euEphYQEikRjj/xDlCrokCZWqonq6yD/rDfmEcRPx9anDzr27yX2VR/+WrRg5YjMKhcl/uc3q9etwHzELM0/d8Rg7u+M1bhEbln/D7vDdDBwygPyQlohtHCl8dgsXcxNGDP/6n9J/PXr06NGj5/8yegFCj54/Kdu2b2bTjk10/240Dp61iL71iH4DetOkURNSlHkMXzEXAP+WjWk/egDLe49j/sW9SKQSfug0lEY9OvL49BWKcguoqtQQ9+A5hiYK1Go1ZUVFvLp6BytnB0ytLYnOuI9AKOTgvOUMX/M9ZnbW5CSncWj+cozMTKsjNG1ru+DbMpQXF2/QZdo4XIL8SHz6kl0T5zB41ffUDtGVn8uMDMlI+IhN7Vqkv0vg0rptZCV+pNWIAbQaMYCkF9HYuLuSnfiJb47vQWFlSXpcPAenzWPa2QM1BiYleQUYW1qS9OQ5/h1aU5SVzY1te3l35wEimZRmIwZRnJ3D7jFTcPKrQ3FODqe+X0aD3l+iLCrm2oZt+IQ1p8usadX7vL/3EGmx71CVleHWoB5Z8Ylo1GpEYjHB3bpw8adV9PxpERK5jPLiYi79vAZLt1p8eP6SxPuPsPetQ7+N66oHvh4tm7Gj70AkcgPKCouwdHVFJJHw6dnzGkaSKS9eITMy4tHeA7y/fZeijAx82tacH21sZYWBiQljz51DWVTErXXr2DdiFGi1dF+9FpmRLoq1+YSJlObkEH36DA0GDaS8uBiBUIh78xa4NGpERkwMsZcv8eXqdUT+9CPO9UN4c/ECbWbPw61pc/b27Ym5ay1az5rL2RlTcAyui2Xt2ryLvIbUyJj6g4YhEAq4s241RlbWyExMKc3LJTsuFmtvHwqSP1GSlYV/j8+pIDJjY7w7dOHV0YP023sMAzPdfRPUbyAnxw7nqwPH6b3jAGkvn/F83040KhUNRo2v4T9RlJqMsY0thpbWFKalIBCJ8fmyD6ZOLtj4ByEzVlBRUkxVpQq5qfnv3rQa2zlQePY4Pt168ebkEax8/AgcPJq3Jw5SnPoJQxs7Cj8m/e77VpqVSdL1K9TpNZCAQaNJvnedkow0fPsO4+mGZVw4c5njx4+wes0KVCIxxnZOlBcUoHCuRdL1i3y4cQnboAb49BrEx5uX6bjxIOlP7hF3+jAeXXpTkvqJ0Nk/I5YboC5XcnfRZN4eDidgyHjMPetQ+CGe0oxUjOwcq/uUdOU09qGt8eypi4+0CWqIzNSCzOf3KUlOJDi4Ho8ePcDa279afAAQisQ4te9B5eFtaMrLiPy2P1UatS7ycsJ8KvJzWPHLOjRaGDtal0hhZmbOkP6D2Hs0HPM5a6unWsSf3IuFTxAGVrY8+nEKfsMnI7ewJjnyDDmPbjDypzs1zqOpqdnvzm1xcREz58zk7NlTaLVa3D19WL5kGY0aNf7duv+/CAtr8z/yHkj5+IFGtWsKhsYuHhTl5xEcXI8Hdx9z9NhhMjIzCZ09m/btOyIW/7GPULm5uaSlpeLmVvs/FXz06NGjR8+fE30Khh49ev50qFQqVq1ZzsRdP2P3a0VCi6+6olZVcnvvSbrPqhljZ+Pi+P/Ye8vwqq6tb//evrPj7iFKICQkaCBocLfirkVC0RZKS3F3d9dixTU4BCdCCJCQkIS4u277f0ibnhz6vOc8z/89p33es+/r4stkzTnHmnutdWWOOcZvYOfpSnpsIrX9/ajbsgl2tatU5m09XPl69xrk+vqEXb/DmcUbqSyr5OTCDWg1WiwcbekxYzyNe3Xk7v6fWd1nHCKJmMqycuw83VFWVrK271gm7l2Lqa01l9fvZuCyedRtEwCAtZszeoYG3NpxiEkHNlKSX8Cbm/fRqDU41a/H5CM7EEnE5KdncmDSbAoysnhz8x5yA30cfb25vGozn168Rs/IELVSRcixM7QcMbAq5D4zm4eHT9Jl9jfkp2fwYM9hrNxdiXn0FCt3V8Yd3FHtrPDu3J5dg8cikkjITU7l45PnqMorUCuVNB30VfVa5aem8eTYz5QXFXNl6WqyEz4jEAo4ETQT69oemNjZ8f7OfTZ16YuVhysZ0bEgFPDN1V8QS6WsD+yKX99eNTa+hpaWWHnWprywAK/OHdGqNWQnJHB92Sq0P2hxatSA1LdRXF+6Eo1ajVurlnx+HYpIJif9/XvsfXyqx4q8cpVa/v4UpKZibG9P5/nz2dGlC1a1PaudD7/hEtCC99evIdGTo1YqaTR8BE1HVYni1encFQt3d0K2b8Xay5v4JyHI9A2qy2Pa+vjw6eF9Gg0fybBjp4i5fYuMqLeUFxQy6MAxRBIJ2bEfEYrF3FjwA5XFRTQaOY7Lc2ZSv/8ghEIhApHwC/HKnLhY6vX6qtr5AGDi5IytbwNeHdxDnW69+PzsCTmxH9G3suHR+hUE/rgEqb4BJVmZhGxei33DJkRfu4SJixs29RsiMzDEsVnL6vEkcj2EEikZb8MpzclCYV4VraLVaom5fhHQ8u78z6AVYFHXh/sLZlF/+AS8+o8gPfwlb47uIf7eTUxdPShOT0VZWkJOdBTGtVyw92+FSCrDObBr9XxRJ/bi37whpm51kNVypyT2Pd49+uPetarSSOTR3VQU5tNo0rc8XPItZTlZlOdm8yn4CvWGfs3LTUvosPFIdfqGWK5Hwynfc2/u1/iMnIJU3xDv4ZO4PWsU3iMmIzU04d2J3ZRkpmHiWoeE25eo1a4HAqEQx9adiLt8Eo9+o9ixZwfDBg2lsrjwi2+IsriQtq3aoFAoOHXqOKa16xOwdHf1c2vdpDWrZg5h6OCh1REJkydP5dmrFzyc0gdTnybkxr5HWV5KwJI9yM0s+XjuAE8XTkFbUUb7Dp3Zd+ka1tb/OLRz5NhRpEiNaLXzGhJ9Q9Kf3WboiMHcvnmXyspKtu/azvuYGLzr1iVoUhDuf0LZxtp165Eb+RybgE7VbfkfwrGyc0Amk2FlZUXQlGn/drv+iPLycmbNmcXVK5fQt7ShNCeDqVOmMXvmt7rUBx06dOjQ8ZdH54DQoeMvSHp6GmKJpNr58BteLRpxY+cxclNr5o5pNBry07MwMK0KMc5NSce+titSmYyBi2ZXbxIb9+xEUlQMErkMmb6CkJMXKM4vxMatFjKFHvUCA3j88yXs6ngwcuMSZAo91Co1N7bv5+zSTYzdsozMT4l4tqp5clm3TQBnF67mzt5jvDh3FZ9ObXh98QZdZ02qLrNpYmNF+4mjubhiI1qtlsqyChJeh9N24hi6z5tFUVY2tzbu4P6+Yzw/fREjKwvSY+JoPmIwIUdPIRAIaD91IkVZ2aR9iKHpwH41IiUsajni4ONFcuQ76rRrw6dnL5AbGaJRqbi5YRshh45jYGlOytv3yAz0aTJ4AGnvozEoKkbPxISyomJkRkZ8Dn9DWUEhDr4+qJVKBEIBfVYuQapQEP/iFQgFFGVm1bh/rVZLUWYmJTm5tBhfn7sbt1BeXIyxrS3XlixHo9Fg5uRE4KyZWLi5cWL8BIRiMYYWFpyZPhP/4cMwd3Eh8vIVUt6+BY2GTyEhaLVa2k6fgZ6JCXlJn9Go1TU2/JnRH0iJCCc5PAytWo13r9417KrTpRv3162lIC2Vstw8pIaGRF2+iHVdLxqPHMMvUyehKi/H1seHovR04kMe0WrGt4gkEvI+J/JL0NeYu3mgb2mDe8cuRJ47RcA3s6q0HHKyKM8vIDU8FDu/htXrkBMbg6GdPX+PQCQi/tF9EkIeYuxYC6FYjIG1LalhrzkxsAeGtvYUp6dh7l6H6BtX0Gi1tJ63jKLUJJ5sXEFFUSGmru5Y+zQg7PAehEIh7l36cG3GeLwHjkRubELMtQvkxsWAUAgaDTJDYz4FX6X57AU4NKsSILTwrIdIIuXZxmUIxRKMHJ3Jjf2AbeMABCIReZ9isKz3e9lIZUkxpTnZNPt+JY4tqoQki1I+c3vmKCzr+WLs5IqxsxuRh3ZweXRPxBoNI4YM59wPQWikMiQGxlQWFaJnYVVjPfQsrKkoyENVUQ5aLcqSEkDA50fB5H54i7V3A7zHzkRVXkb06QPkvA+n0TcLKMlIRWZihomHF3HnntKsWQCaonySHwfj0LIjAGXZGXy+8jPL9hygWbMAUtPTKfRtU2Nzqm/jgLl7HV69ekm7dh0AkEqlnDhykrCw15w+fZLzUWW0234BoajqHfYcNBF1fg59vFz57tu5X/zGf0R09Aci30URsONKlZgjYNuiMyXx0axYuYw79+9i33UIxt3H8upDKJ27d+LcqXP4/fpM/bv4cc73jJk4Dq1Wg5l3Uwpi3/Lp4BpWLlz8l9vUz184n5C4FBquu4BYYUB5djr7tszG3taWIUOG/9nm6dChQ4eOf8B/eBEMnQNCh46/IubmFpSVlFKQlYOxpXl1++d3sRjoG3Jr70m8WjbB2sURjVrNjd3HMbI0w8bdmafnrpOfnkXSu4/Yerp+cULtWM+T949fMHz1j3x69QZzJzvOLttMZnwSRlYWaNRqus+aiFRPzr0DJ3l05AwqpRK1UsnqXiMRy6RkfUrE2t2lesz02HhEYjEfn4fSf8lcpAo93t55hOTvBN9MbK0RCASYOdrj3LA+lWUVtBhRpR9gYGbK4A3LWduhD/lpGYikUqZdPMn7u48QicUM37a+Okc+IyaW0ry8GmNrtVpK8wuwcK5F/R5d6TBjKrsGDEerUVO/R1cEIiEx9x7h3KQR/devrh7rRNAMygsKqNW4IQbm5jQdOoj3wXe4s2krGo0GYxsbirOy+fT0OZcXLsfY2obXp89Ru20bLFxd0Gq1hJ07T0lOLhqNhiuLliKRy2k1ZTIPtmzFp3dv2s2aWcNWt5YtSHj2nIrSUkwcHMhPzyD13XuSwsLx6tadlkFBiGVyUiLCuTb/B8oLC1GYmnF/40ZaTJqEVKEg7tEjIi9d/FXwsJTK0lLK8gtQmJpVz1NRWIhAJAItDD35C0kvn/No42rK8/NxaxuIc8tWhJ86SejJYxjbOaBWqni0aT0xwTdJjQhHIBRgZGtPVswHijPS8OrVjw9XL9Jzw3YA9nVpw/V5s/Ds0gPTWs5E37hKSU420dcv49N/cHW0RW58HKlhr+m4bB03581EIBTReMI0itJTyf0YTYMxk7Gs642RvSMShT6nB3ejNDsTZXERL3aspzwvh1f7tiHVN0RZXopAJEajVNI06FvsmwYQd+sKypISrHz8SH/zmsDFGzB19SDi6F4+Xj6NfdOWNdY/610EDi3a4T9rAUKRmMqSIh7Mn4ZZ7XpEHt+LcS1XrHwaUZGfx7ONi9EzNa92PgAY2jvh2rk3CXeu4zsmiLSn9/Fzc2HUyDF06dKds2dPEf7uHXGxMXy6dhYr3yYk3LmKW9fftS4S715BJJNzYUAbEAiw8vOn3YajZEeFUpGfh/+CLdXPqHWD5lwf3QWnNt14s38jLt0GkB3+nCY+PojFYo4fPsHg4YNJvnwCmZEp6W9eMnvmdzRrVhWlZGxkRGZOTaelVqulNDsTU1PTGu0CgYCGDRtTv74fwffuknDlBM49hiIQish8/Zj0kJsMXfqYP0Kr1RIZGUFiYiI+PvVxdnYhMTEeE2ePaufDb+i7ePLgyEZcR87Gvk13AMx9miAxtWLB0kVcOnfpD+f4V9GmTSCH9hxg5bo1vDq0hlrOrmxatYbu3Xv+W+34R5SXl3PmzEn8VpxC/Ku4qNzCBvsB37Bj3x6dA0KHDh06dPzl0TkgdOj4C6Kvr8+woSM4Pm8dg5fMxNTWkk9hUVzdeJDvZs5hyfJFrB82DUsne/IzsqgsK0emr2BB4GAEQiHGVmZ8fBqKQCiksrwCqfx3R0DMs9fYeboBYF/XHZlCjzkXD1FZVsahbxaQEPkOoUjEwyNneHPrPl8f3IylsxOpHz5ydOZ8BEIhZxasYviGpZjYWJGTnMqF5RtBIESjUnNs1gK0aFFXKEl5F429l2f13OHXglGrVKgrK4m4fpueP3xb475lCgW2dTwoKy4m73MKBekZxD59jl+v7jUE+poO/oozcxfg1TEQY+uqk+WIKzdRVVRQWpCNmZMjBuZmNBrQl7BfLhHz4DEluXkIxSJaTZpQPVZxdjZpUe+w9/FGz8SU2JCnhBw8zJDtmwABAzZvpLywiODVa1GWl9N87Gie7DuARq3iyJjxmDo4UJpfgKqyAhsvLzw7tOfexk0IhEKcmjTBpXnzLxxAAAgElBcXowV6rVyJqrKSS/PmIRSLaT1terXQo72vH779B/D6+DHKCgsoyshgd/euSGRyDG1s6L5yLTY+9Tk1ZgSqikoebt5IzzXrEEulaFQqHm7ZhEgiobKkhKc7NxM49yek+vrcW7WE5NBXKMzMManlTPe1m5EbGVNZUszNBd9TXlSE3MiIr/YdQ/5reH7o0QNEXThLaW4OaqWS9LdvQKtFZmKKWqUhMyaa/ORkuqzeSmr4S86MGYJr2/aoysqIu3uLOr37Ext8Dat69em0alv1qXKtFoHc+G4SA3++hlha9ZyaOLtSUVLEre+n0mDsVNy79kGjrCTy5AHi795EWV6GVlnJ1aBR5MZ+QG5qjmevARja2GLqWhvbBk2rnpMp3/Lp5kWK01MwtHMEqkpjpjx/TJ8TN6tP9qX6htQfE0ToznU0nTqPZxuWUJ6fi1alAoEQa78mX/yEEn1DChPjeLJyHqkvQkhUKXny4jlSmQw9E3M8hk6iblsl4btWYWDjQMT+jRSlJGLl04jMiBek3b+Oh5sbinb9cGzTGbFcj+yoMKKO7cCtx+Aaz7tYT4GVnz8P50/GtVt/VGWlpNw6z/L9h9mxo8pRduHseZKSkigqKiIgYDdWVr9HXHz6FEfMxxvY+AdiYOeEVqsl9sIRjPVkX0QavH0byc2b15FKpWzZsIVFy5dw79wBxDI5+nIZRw4cxd7e4Yv1yM3NYejIocQnJ2PsXJusd2F07dyVObPnkB0diaqsBLHe7ylE+RHPKMhKx/ZvUh4AbFt04t7+VV++M/8GWrduS+vWbf+Uuf9ZiouLQSBEYmxeo13PxpHUzH+fqroOHTp06NDxP0XngNCh4y/KwgVLWbFqKWu+moJGo8HUzIzli1fSt29/1BoNy5YvRi6TYWlrQ3ZyGvNmfo9GoyEvL49atZzp0aM3M2ZN5ciMhXT+Zgz6JsY8++UacS/D6T1nClqtlrd3Q1ArVeQmpfHh8QsqK6oU8O/uO8GnV+GM2bEGS2cnAOzqeNB/0VzOLFhFelwC63oOR6avoKK0FGMbK7RoGbNjbdXGWqPlwKRvORQ0lzbjhmHh5EDU3Ue8vx+Ce4umDF69mP3jp/M5PJK6gb+LNKoqK0n/GIetZ23KDAs5NHEGhpaW1MrLr7E2Tg180ag1bO0zFAefepTm5VNWWIR5LUfsvOthYmtDaX4BHx8+RllejkBYpVWgUalrjHN/+258e/cicPo31W1PDx3i7ubtaFQq0qLe4dOjOw5+vsTcf8DD7TsRiETY+XjTdvp0ygoKyIyJIWTPXjKjo1GWlSEUiVArlXx+HUrzceM4HRRE0xHDUZhVRSYUpKYRc/ceWkCjUhF+7hwfgoPxHTCQtDdvalSZADB3cUUgFCKWych4/w6rOnXptnwVeqZm1Zv4+l8NIP7JE9LfRnCgTy/s6vuSGf0BUxdXLOvWw6mJP5+fPyXyl9PU7z+YisJCmn49hbBjh+i9ZXm1k0Gqb0DrWd9zdsIIAoJmITcypjQ3h+CFVaUt9S2sqCgs5NKMyWTHxiASiQn8YSnW3r5otVqir13Cso4X1t71cW3Tgbj7wcTdvoFEYUBefDxZ799gWccHrVqF4NcTcTM3D/QtrMiJfoe1TwPKC/LJeBOGSE8PG59GePaqErmMehcNAAAgAElEQVQUSSQ0GDuV1FfPqCgqQCAUUbvXYBxbtacoNYmXW5aTFx9L6/mrq9dOIBTi2qknIWsW0HbxBuTGphSlfkar1SJR1NTT0DOzpCwvB7mpGZZefmR/iKTd+oN8un6Odyf3UZaTWV2eUlVeRty1c8jRUFBYSJ3BX1O7z3AEIhFJD64TsWcdho6uJARfRM/CmsLkePQsrMmMDCUn+i3lGSnMmz0HHx8/ho0airqsmJLMdJIeXMfIxZPCpC9FMkuzMxCgIfPRdZo1b0mH0eMYPno4ti06gUDA+i0bmT1jNlOnfFOjX3h4KJ9T06g9dAoPZg3F0MmNirwc1GUlTJ84sUZ6wdIVSzh09AjWrbqgraxg/eYNLF+ynNat2lBRUYGrq9t/Wbli1pzZFFg64//ddgRCIR7lZTxePY1616/Qs0dvHq6agfPQb5CZmpN69xJFkc8wNDGjLCsVfbvfU83KMlMxMTP/wzl0gLm5OWbm5uS/f42pV+Pq9uyX92jq3/xPtEyHDh06dPyz6EQodejQ8ZdELBazYP5i5s2dT3FxEcbGJtV//I8fN5E+vb/iwYO76OkpCAxsj56e3hdjbNuyi23bN3Nw9jJycrIxsbFi4OJvKczK4dyyzahVajxaNOX9vceo1WqmnNhFXkoax2b+hLKiskaaBYBdXQ+Kc/JQGBsxZs9GxFIpCmNjbm/fy7t7j7i0chNaIC8lDZFUTHlJCa9+uYpQLEKj1qBVqxGJxGhUajLj4smMi8fGww3vzu0pycvj6qpNiCUSUqLeM+n0ESRyGY/3HyXk8HHqtmuN0a/RDmEXr6CqrKRu504YmpuSn5pG9P2H2Ogp6PHT9wCcnTsf+/r1Gb5/DxK5nOTwCM7O/I67m7YyZPtmBEIhMQ8eMe7n4zXuseGAAWzt2AWxXMbbK9cIPXMWOx8fxp76GZFURtiZ00Reusy5GTMZdfwYSa9Dsfb0pPeaNcgNDSkvLOTCd9/xYPNmusz/kXrdu7F/wEC8e3RHrVTx4dYtGgweQn5SEikR4SRFRGDj5Y2JvQMRZ05TkptDWV4e2XFxmDo6EX3nNsrycmy8fcj88J7KkuLq1IbfKC8sRGqgj0SuR/d1W8hLiKfx2Cr9hqQXz3h1ZD/+4ycTsnUjtj5+6FtY0nDYaF4d3IuhjW2NsQysbUALEkVVucX7q5Zg5eVDtw27EIpElOXlciloDApTc4oy0jBzqxIMFAgEWHrWJel5CLVatMHYsRaFSZ+xqd+QZtO+Jy3sBe/OnyIn5j03vp1M6x+WYWBlg1ajoTQni/gHtynNzeb1vm0IRCJs/ZqgMLfkwbLvKUxKxMTZjXoDR2LuUYei9BTqDR6HS4eq0H1TFw9aL9zAheHdyPoQiX2TgOr7sazrTfzta1wY1Rs9c0tKc7KQGhiR8uwBDgGB1dfF3biAqqyMF1tXYuffmg4Tv0NqaIRnv5FEHd/NjcmD8Og1GIlCn5iLJ2lQtw61HBy59vwldQaMqR7HKbA7Kc/u82DeeOxbdKBB0I+UZWfw9tAW7Nq2oc7gCcTf/IUnL18yYcJkLpy9wKp1a4i8E0yHPVVpB7cn9cahZUesGzZHq9Hw6dpZynOzMbN34uzh4xgYGNCmfSuarzuJvk1VNIJr/3GsnzmIsPBQ7t+/i1qtpkvX7vh5+2BWrxEu3Qbj2LYneR8jkRgYkfs+nKTUtGq7Q0NfceTEcZptPI3UqCotw6H7UH78fgQvn4Xh6Oj0xfflN4qLi7kdfAOnXiN5vXI6UhMznDr2p9bAKRw9upaQ+yHs2LmNw3uXUlxUSNu2gcy7fINjJ45y5uBqvGasRqJviLK4kLhDaxk3Ztx/Ode/Aq1WS1FRIXp6CiQSyT/u8CciEAhYvmgZU2dNx7bnGPSdalPw9jk5D85z+OK1P9s8HTp06NCh4x+ic0Do0PEXRyKRYPo3ef2/YWFhwVdfDfyHfb+ZOoODh/czeOV8EiPecmbxRrRoQaul1chBBAzpR/fZk9nUfywFGVlc27CL3j/NJnjrPj69DMetaYPq8T4+fYVUT07nGZOwcvn91LLzjEm8/OUykbfu02rcCLy7dOJjyDPy07PwaNmMipJSrGu74R7gz44Bo7m+fjtyQ0P6LfuJ4M07uLB4FRK5HKm+ArFcDz1jI0wd7ADoMncGxrbWbB8wAhtPD4oysynOyaHhV31oP2NqtQ1RN4K5sXIdN9ZsRKNSkfkxlkFbN1VHFDj4+dJ0xFCeHTnO3kHDqd2mFRqlEnWlssaaaVQqEFRFA9Tv04uXx07QdcGC6pD4lpMmkfEhmrK8PN5evsybCxcYuGMHckNDAORGRnSYM4eTEybwaOcuCtLSkBsaIjMyQSAUMXj/QUwcHEkJDyMn/hNleXkIEBD74D5ajYajw4YgEkuwre9LelQklSUlGNnYYF3XC1V5BbmfYvn06AGurdoAUJSRQeT5swQEzSQ1LBRTp1qYOf/uONJqtQgQIDOsKl8ZvHg+CIWoVSpkhkbE3QvGq9fv2gSf7t0GgYDIsyex8vIm830U7ZesrU4l0TM1o+nEaTzZsgaRVMbnp49xa1cVRt9w9EQerFxIRVERFp51iX94h0GnbvDxxiUiju/Hd+REvIeMJfHBLa5+M4buWw6Q+PgeUkMjPt68QtKzR5Tl5SIUiynNziT15RN8xwRRt/8oMt+85tbsCWgBgUBIwedPlGSmo29VVYVBbmKGvrUd788dR2ZgiGfvwWREvCJ03zYsfRuTGfGK0qwMxHoKygtyCVn5A7V7D8a8thcpzx6S9OQeWq2GZnNWYOzsXr0eytJiBCIxrl368enGeSQGhqDVUs+zLk+ePcHErc4X752qpBjrBs1oMOWH6jZzLz+CJ/fDtftAyvOySYyPY8q0Kfh5+9C2ZWvCklJRWFbdi6mnDy/X/YhYT0FFYT4iqQy5uRW5iR/p2KktarUKhzbdq50PAHoWNlgGdOTx27c0XfczApGYyMvHCNm9E5VYilarRazQx9K3SkA25epJarf6PbXk0pVLWAf2qnY+ABjYO2PdsAXBwTcYOnTEF/f5GxkZGai1WkpSEnHo0JfSjGRC18zEufswiouLEIlEfDN1Ot9MnV6j35xvvyczazYXgrpjYu9MfkoC/fsPYvo3M/+Lmf7vc/PmdX5c9BPpqcmIxWKGDRvJwvmLkEql/zYb/rt069aDny0s2bZrO/GhwTT382PatWBcXd3+bNN06NChQ8c/gfY/XIVS54DQoeP/cd68CUes0KNeu1bUa9eKbjOrSnhGBt/n6elLFGbmkBYTh76JCS9/uUpRdi6+XdojFks4M38FPeZMxdHHi08vw7i0cjNShR4mttY15hBLpUjkcvou+RHP1lWnz67+jdA3NyXtfQwDVy0CQK1SoVGpyElKBq0We28vxuzb/mu1CSFrO/Si/5rlnPl2XpUOwa+b+uYjh6BWKQk5fAKJXA+tFvxHDK1hQ90OgVxasJTI67cQikSYOTl8kc5g6eaGUCzCxssLrVCMrXc9Hu3eQ/dFCxAIBGi1WkL27se9dWsSX75CXVGJY6NGNfLxAWo1aULI3r1EXrpMaV4eRrY1owiM7exQVVRQnJWFuasbRampNBo+EtHf2FOcnU1haioGllaIJBIs3D3Qt7CkKD2dbqvWIRKL0Wo03F6+mNLcHFLDw2g4dDjByxZxe9kSzN3cEEmkZEa/p/Ho8bgFtif06AFigm/g2blb9XqHnzyKS+u2vDpygNKcHIwdnFDml/FkxyaUZWU83bWV4uxs7P0akB4VSeSZn1GYmlOSlcXVWUGI5XrV2gy/oTC3QM/MnMriYh6sWoSytARbv0aU5+ehrqzk5d6tKEtL0Wo0CMUSQg/soNO63Zg4V22QrOr5gkDI5aBRyIyMabNgDVcnD6Pf0Yc837KSjLdh5MfH0vy7pTi2qIpS0Go0gAC3Ln2w8vYjPewlN74ZToc1uzGu5UZ5fi6l2ZkoLCx5d+44oXu3YGBrT8PJ31FRXERBQixtlm3H0L4WZTmZPPhpKp8f3yE55B6lWenU6T+anJhIwvaup9WiLYgkEjRqNeF7NyAQCkkPfYbMzBK7Ji0xsHXgfegDPGp7cv3uXTRKJcJfT861Wi0FibE06PljjTXTM7fCuJYHCXcuE336ALVadSbWwpXXt++T9uIhUiu76mt9xs7i0fyJSKVyTNy9cOszGi1aPp7ajbqyEpPa3miVlXyJAKtm7dGzrHoePUfN5HnMGwSZKXzYvxq3wZMRSeUk3T5PXvgTBm3dWN0zNTUFjcCoxmjK4kKKM1J58yac3r37of93ZWB/4/TZn7Fu3Ib6M1ZUt5n7NOXFgvF81affH/aBKgfp5g1bmD/vJxISPuHi4oaFhcV/ef3/bV68eM7k6UG4TViIq48/FbkZXDm0mpIf5rBp3aZ/mx3/E5o29edIU/8/2wwdOnTo0KHjv80fJ3Pq0KHj/xlEIhEatRrt37lb89IySYn6QEV5OU3698KlaUM+PHyKsqwcjUqFT6e29P5xFiEnfmHroAlcXbcDgVhE/W4dibx1r8ZYn8Pfoiwvx6NlzfKcPp3bkxgaTnbCZxJehxN64Rp23nXx6tCOkvx8Iq/dAiDhdTi7h46joriIWo38cG3ehONTZvH+7gPubt/Ljn7DeHLkJMY2NgRdPIOBhTnFWTVLYRbn5CKSiBFJJWjVavKTUynJrVkp48OduxhaWNJtwU+0mvg17WbOIO7xY/b068+t1Ws5Mnosn0NDKcnOxqdnD8xdXUgOD/9i7VIiI7H3a0BlaSnmrq7E3LlT4/+jb99GolAg0VPgN2AQlp6evDp2pHqc8sJC7m9cj5mLK61nfUeb2XMoSk/n4+1bNJswqdpRIRAKaTF1OmlvIlCrVJi5u4NACALITUggLzEBi9p18OzSHYFAQOPRE3i4fhVXvp1GyNYNnBjSj9yEeJ7t2cHnJyF4dO6OU4vWCEViYm/dQKvRoFGpyPsUx6vD+ylKT6dOjz5otRr6HzmLwtKKyuIiMt5G1Li/j7eu4dAkACN7RwRCISEbV3Ju7CBCtqxBWV6GsrQUmZEJIqmMDxdPIzMyqnY+/IZzm47IjIzptfc0hclJyEzMSHx4m5KsTEycPVCWlWL/a+lMgLC9G2k05Tsafj0Th4BAGgfNoe7AUYQf3EZ+QhyPls1BYWmFS6fedNp8DIFIhHWD5hi71ObjxZ9pOmMhaqWSjPAXiOR6BPy4lvKcLDpsOYH/nBUkhdwmYP4GAC4OacfDn6ZydWxPynKy6LD1Z7RaDYWJcTh36IlWqyU+IYHComJUZSU8XjiVrMjX5EZH8nzVHFSlJRR9rqnjkBxym4LEWN4d2YaBvTMOXfrj3KU/vt+uxrHrQEoz00h+cB0AE3cvXLsOQFVajP/CnVg1aol1o1YELD+IsriA9Kd3SA0JpiQ9uXr8sux0Uh5cxbZ5+xrzmvk2p6i0FHH8W+6N7citoS1QRD7m4i+XkclknDnzM4sXz+fGrRt8vnOB8rzsKnvvXebu111RiyTcDIuifgMv7t4N5o+48+AB9u361GgzcvZEamBMn569SE9PY9++XezYsZXY2I9f9Le0tKRJE/9/q/MBYMvObdj1HodZ/WYIBALk5ja4TVzE+fNnyc/P+8cD6NChQ4cOHf8DtFrBv+3fXxGB9u//sv4Lk5VV9GeboEPH/zo0Gg2N/X1pO3083u2rBB8ry8pZ22MozYb0p83YYdXXRt66y5XVmwkY0p/ACVXl3JQVFRycMofy4hIECBi5fQ17Rk3Bzb8R9dq3IedzMnd2HURVWcm0iycxtPhdnyAxNIKTs35AKBJjZG1J9qcEnBr6kh2fSNugidzbtgt9M1PyklPpsehH7m7ejnktR1Kj3mPtWZuUyChcmzWl6bDBKMvKebzvIEbWVli6u/Lp6XP6r1+J3MAAZXkFF35YQE5iMj49u/H61Bl8evYg9uFjWn49DkMrS6Ku3+TNpSs0GTaUFuPHodVq2TdwMJ4dOyKWSgk7fYrSvHxk+vo0HDSQRoMGcnfjJj4+eEidjh1oOXEiYpmM0NNneHPhAhUlJQw7fJSS7Bwuz/2WBgMGYlffh6TQUMJOn6bpuAmU5uQQdekC3n36EHXpEhK5HAt3D5LDwhCJxYz65RJimRyoOjk/N3k8Hu074TtgUPUaqioq2NM5kH7b9xB94xofbl7D/+sg5EZGhB4/TFFaGlqNGqlCH3VlJe6duhJ7+yZ1evTByT8AM7fanBzUk17bDmDqUuUEUJaVcXHySDRqDUKxiJLMDKT6+qAFhYUFbX9chrGDE3F3bxJx4hBFqSnUHzIKEydnEh7fJ+tDFB2Xb+Ry0Ggqi4sYdP4+qvIyQvdtoTQ7i8aTZvF8y0oqS0ooTk9BKBIx4HQwkr/RKYkLvkLig2CMHF2IvnQK24bNUZaXkhUVjlOrDiQ9vku3HScxcnRGo1Lyc4/mDLrytEY5x/KCPC4M6YxYoY9EoY/czILAlbsQy/W49c0wijNSUZeVoVGrMHJyRVlchJ6FNQUJMVVrW16Gvq0DzeeuImTJDALXHkTfxp5zvf3xHj0NS+9GmHp4AZAX+54ni6fRdd9Fbk0dBAIRpRkpaFRKRFI5IokErVaLtaUlQRMn89PSxbRavgszTx8+3fyF90d3Un/SDxi71SUz7Anvj2yh2YItmNXxpSw7g9sTeyIzMUNiYIzUyISct69x6TUcr1E10xGiDqxDom9IxsuHFCXF4tCqKwKxhJSH1xErDGi351oNYckXS4Mwr9+MhDO7efLwGWZm5ujp6REa+orBwwZh6OZFQUYqtq26odVqSLh8DHPfZmS+ekjzlUcwcHCtuv8P4UStnUnYqzcYG5vUsGngsEHkeDbHvu3vJSs1KiVPJndlzqzvWLV2JZaN26ARSUh7fAOFQsHkryfxTdD0PzXVoUVgS4wGzUKsp0/CpUMUfoxEZmaJOiuZK2cvUreu159m2/9mtFotz549ITExAR8fX+rV8/6zTdKhQ8f/MiwtDf9sE/6l9Lny9t8214Uef71vsGjRokWL/mwj/llKS/8o5FSHDh3/JwQCAY0bNWHVrNkkhUfxOeItl1ZsprSwiL4L5yD7m7BqS2cnbm/fx+c3Uby9/YCE12+4uHwjxTm5lBUVU5pfgF/3TjQf0p/MTwm8vnidDw+fIFHoUa99W97deYBHy2aIJBKKc/M4O3chhVlZ2NT2oPPs6UgVery/8wBlRQXpH2JoM2k82fEJNOzfl/o9u5L6NorirBzGHjtYpQOQl8eADWswsrbGxN4Or04duL1xCy3GjaYwPYPry1fz7tYdHu7eT2VpeZWzZdAAwn65gFqlAuDz61A+PnhERUkJMkNDKotLqNu5EzH37hF55SoGFhZ8vHsXubExrgEtKMrOIjk0jJfHT5D7OQmZkRElOTk82bOXF0ePIdXXp8HAwRSmptJwyFAMraxwadGCxBcviLp6lZTwCL7auReXgJY4NmmKnokJocePUa9XX4oyM/Hq1RcLdw9kRoa4B3ao8Tspy8v5ePsWXj17V7dHXbpAxttIPj24h/GvQoClubmoKipAIKD3tv34DBiKQ2N/smM+UJabQ50efWg0egKGNnYkPQuhvDAfnwHDUCuVRJ0/zYs9WyjNyaKypBhb30ZIDYwo+JxAs2nfEjBtTnVVjA+Xz5Py+gWqygqy3r+lKDUFa29ffAaP5MXOTRjXcqnSQxg4Eqm+AY4BbXl7Yj9OLQPx7D2IiMM7aRI0h6yoCN6dPcr7X05SnJaCRN+ApxuWkBsXQ35CHN33nMWjxwBcO/bEsl4DIg5uRyyTk/0uAnv/1ohkct6fO4Zrp15I9A2q16Yo5TPxt69g7OxGvcHj8Rs/HZFUhlajIfLwDjSVFTi26YyyuBC7gHa0WLCJjPBnKKzsCFiwGZ8x05Eo9Hmx9kfUKhXmdesTtnM1pVnplOVkoW/niIlrVRlZsUzOuxO7ib1yGi1g6etP8wVbqTtsChIDI/IiX7J/117Wrl6Pj48vO7Zv5vPj28RdO0Pq49s0X7QDS79mSPQNMXH3QmpgRMLNczi27UZZVjqJt87jF/QTtv5t0LdzojQtCXVFGQ5tutd4nxOuncLEvR5ufUeRcPUEChsnDBxcqDtqJsn3LlGWkYKJhw8atYq4c/vJjniO7zeLKE+IxtXCFB8fXzQaDV17dsFh2AxcBweR8vAKDu37Yt+6G9ZNA8l4dhdz78Y1HAp6FjaUxL3DUi7G27t+DZuMDQ04tW0t5o3bIlEYoFWriT+7BxuhiouXfsFv0X7s2vfDslFr7AJ7kxB8lndJaYQ9f4KBQo8t27dy9/5dTE1MsLOz///xtfvv8Tr0FTGxsXw8tglzv5bU6jseuaUDWWEhONhY07SJLsXhv0t2djbdenXl2C8XeJGUzaFdm3jx/Dk9u/dE9EcliXXo0KHjD9DXl/3ji/4XcyI6Ey38W/4N8fy9LPdfBV0Khg4d/wE0atSE1y/eMK7PENrXbsjpY2ewtbenMDO7xnUlefnI5XICA9tTml9IWkwc3ebNQiAUIlMocGrgy94xU3l0+CRRtx+QHZ+IRqOhoqiYN9eDSYn6wNr2vdn21Qg29xiIU6MGzH18hwZ9enLim1kkvXnL+JOH+O7RbbovmMf9HXsozMzCzqfqpDHzYxztpk9FIpeTFvUOj1Yta5zmimUyXPybkv4hmi7ff0eTIQPRImDU4YNMOHsKhakJF39cQK0mTfAfORK/r75CWVaGsZ0t2Z/iaTs1iKz4eO5t2Urk1WsIhUKM7R0YsGMX7efMJT85GTsfH8RyOeMvXUXf3AI9IyOajBiJWC5n9Omz9FixCitPTwrSUqsEKwEzZxeajZuAzMAQjVbDnRXLiLpyCa1Wi2enLlQUFWJgZU1JViZ3Vizhxf7dfH7+jMrSkhrrn/0xhuzYjwQvXci7q5e4vXwxITu24DdsJL0276T1zDkY2tqT/Oo57y6eI2Dad0gUCmSGhlh5edMsaCa58XHIDH4/ORCIRGiUSrRaLXcWzSXpeQgO/i2RKgwYcPwyrectpfOa7QQuWsPTTWsoyc5Co1bx8dZVYm9fx8avEXITU9QVleR/juf1gV3cmjsNuakZGW9CkRqaUFlSDIBQJMKirg8FnxOQG5ugsLQm9vp5LL3q03HtPjqu24dapeLO90Eoy8vQM7ekdq9B6Fv/rn9g7dsYc4+66NvYU5jymfMjunG6bys0ahUvtixHXVlVKlZZVsqrbauo1b4HRSmf0bexQyiWoFYqCduzAVV5Ke02HqPOwHGoK8qpN2IKJZlpZEW8wH/uKvSt7RAgAC3IzS1Bq+HFup9wCOxBl0M38R47iw+n9vPx4gkAkh8HY2FljaGFNSKpHL+gn5CZmCOSyXHrNQzzhi0ZM2Es3Xt3Q61Ws+CnxSgUCuxbdQbAtLZPjd/aqmELCuI+oFEpiT2xg949epJ8fAvPlnxD2MafEMjk5H98S+rjG2i1WrRaLckPrpIf8wbbgI6If93oazKTUZcWEXdgDcYyCdro1wSPaU/wiDYUJsbiv3QvIpkeFfk5GBtXOZZOnz5JbkEhERvncXtkK9QVleRGvQJA364WRi6eSAxq6kEACBUGlJSUkJubQ1lZWXV7p05dmTx6DC+/G0Tk4gk8m9YLRXwE/fv0wbK+PwaOv6ffyEzMsQ/sjcLNh+A7wQTNnctLzHhcLGbwqOFs3Lyh+trQ0Ff07NcTB0cr6jf0Ydv2LWg0mi/s+kdkZmZy8eIv3Lt3B9Wv7yzAjKnTyXh4Gbv2/XDqORp9e1csmwTi+/12Nm7eQMWvZYl1/PPM/G4mhTZ1cZt3CLsRP1J74c9EpOWyecvGf9xZhw4dOnT8R6ATodSh4z8EAwNDBg/+Pd1i9IgxnNi8h8EbliI3NEBVWcmtDTvp338wY0aNpWvPTgSdO0rohavYeHowbMs6RBIxSRGRnJgxl5ZjR+I/pD8CkYhPT19w7vsFFKRnYGhpQUlOHlMunMLw15xur07tubFmA72XLcTErkogz6mBL+1nTuXulp0kvgzF3rselaWl6JlUbZIMLS3Jjk/44j7S3r1HrVLy4c59suMTGLh1E8a/jqkwNUUsldF3/bpqx4VL82bs6/cVCIWc/mYaQrGY8PMX0KrVeHboSPPxEwAwtren17r17OvVAztfP2QGBli4u6NRqXhx+DBajYbjo0bg1a07QpEIVUUFj3Zso+XkIJRlpfw8YSzOzVsSEDSd0twcXuzfQ15CPN59+iHR1+f5vt0EBM3ErX0nKgoLCNmynnOTJzBw32GEYjGfHt4n/uED+mzfS2rYK+Lu3SXtTQRiqYzEpyGEHj2IQCBEKJUikspQlZWiMK+ZM19VUlNL9PVL1O7SA6FYjIGlFZnv3vJs50byEuPpd+AMj9ctpV7/ocgMf99kOvq3RGFpzalhfUCrRSSRYN+sFQpTc9JCX9LqxxU8XD4PsZ4eyrJS8hM+0WD8NDLfhhOyZiGBi9ejUavJehdJ3b5DqSwuojg9FYVSSaeNh6qraDSdPp/C5EQKEj/h0Lwt0j/Y6Ir1FOTHRYNIjIGNPQE/rkVhbUfI4hmcG9AeI8daFCR+QiAU0nrFLqx9m3Dv+4nITc1RlhQjMzHHqkEzjJzcyI2ORG5qjlAkpjglEWNXT0RSGRq1iseLpqLVaKgzZBLKkmJizuynJC351/7m+P+wnkffj0VVUkDM2SNo1CpEevpI9A1Je3YX2+btq58zC5/GiKRyEnMzGTl6GIsXLqXXuyiOnjyKQCiiJD25RtWKgvgPCEVCHkzsQSNfPzZt2IpMJuPw4QOsO3aSpkv3kf8xilcrZxC5eyUCoRCpkSlNf9qGWKFPzKndyBQGrJ43j6ioSFzbjaVbt57ExcXSs19PGizag1GtqmoeqY+uo87NpFWrtsN2hCkAACAASURBVCQkxDPvp3l4jJiJXcuuVBTk8HbHIj5dOITM2Ayb5h1RWDvw8dROXHqPRqxXVY61oiCXpJBbbHr/msXLF4NWS+/e/Vi1fDX6+vrMmDaTr/r2Y+vWzcQnW+BbzxulUlmlWfJ3CIQiKnIzEerp47v0CCJZVWqOTZuebJo7iIH9B1JYWEj/wf1xGBiE/6hFlGUks/PYejKzs1iycOmXH7j/go2bN7Bp8wbMvRqhLMhBW5TLqeOnqVfPm9q1PbG0ssa8QesafRR2zoj0DEhK+oy7u8c/Pdd/OqWlpdy7E4z3ivPV74VQLMGi6xhO/LyS776d+ydbqEOHDh1/Df4XKSD8S9A5IHTo+A9BpVIRHh6KQCDAz68hkydNJT4xnk09h+Lg6UFa3CeaN2/B4oXLCAl5iJufL1I9Oe/v3KfF6OGIJFWfi4qSUsydHGk+YnD12G4B/tTr1IGo4Ls06NuLlMioaucDQFlhISKJtNr58Bu2deugKi8nZP9h9IyNcGrUgIiLl2k3LQifHl3ZP3QULs2a4ODrS3J4BAkvXlFRUkJBeiZF6RmMO3UC6d/oCmR/iidg/LgaURP65uZYeXpSWVJK9xUrEAgEPNyyhZQ3Ebi2bFnDHpm+PuYurjg0bASAX/+BnJ81HUNrG0adu0RJViaXvp2JlacnXZev5unObezu1hmhWIJDw0a0mT2neixrr3ocHdSPjKi3mDg6YVOvPrV/rU6hMDOn3fwlHOnblb1d2iGSSAEtFp5eFKenoVGpSH0TgVPzFgT+sAShWIyqooKb388gOzaGNnMWEHZsP4khD3Bp3a56zri7wdg2aIJWreZi0DgEQiGFqcnY+jUm4f4dEAioLC5Go1Ihkn4Z3igzMKTdojXY+jbi9NAepDx/jHvXvtTpM5iXO9YhlulRf9h46g0cVd3HJbAL54Z2I+NtGB8unMLQ1h6JgQH3Fs4GgQCbBk2rnQ9QlWpi17QlBUkJGNg68OnmBTx6DazWwijJSCXzzWuEIjECjZoWP63HyLGqrGjblbuJu3aWyKO7aDxzMRG71/D22E5KM9JBJMbIyZUGk78n5104iQ9uAmDsUpuynEwKEj5i6OhCftwHVOVlpL98hLKslDZrDiP41T67gPYET+yFc5evUFjaVG3gNRpizh1FYmyKYS13nDv3R1lcxPvjO8iNfov3mBkAZEU8x7SOL1qBlgf3rtK+W0fQaBArDNC3ceTl6tk0/X4DCmt78mOjCN+2GE1JMQFtA1m1Yg1yedX9l5aWoKoo5+GMAaAFM+/G5L4LRaOswKCWO3kxkcSdP0xm6GMCAwLo2rU7Xbv+nqZRr543yxcv44f5YzF18aSyuBBRZRknj51CIpGwd/9ebNv1xSGwF1CVWtHw+83cGd2WD0c3EbVvFRKZHDcXV57MHoBjl8FoVJV8vnkarVaL7fDZ+Pi1QFmUz5OjG5g0dRJHDx4lIyODXn17IXTwwKB+cy7HxpL5aF9VydDUBPTtnAGoLMon9d5FjD19sQvsW+18AJCZWmLVsCX37t3h8bOn2HQZim2bKjsNXepQe9oqjswdyLczv8Xo1zSh/xOPHz9kx769+C4/iUiuR9GndxTGvmXoyKGEvQxHKBTi4uxCVnIchs6/l1NVlhRSXpj7LxXFLCkp4cKFc0R/jMGrTl169eqLQqH4l83370ClqippLPi7b4tIrqD8byJmdOjQoUPHfzY6B4QOHf8BPHnymIlTxiM1NECr1aIqLWPPjv2sX7OJ72bNJTr6A7VqOePsXLXRc3Ssxed371EplV+MVZydg5mjwxftlu4uCO+KcPT14dWpc1SWlVU7B/RNTNBo1GTGxmHl/ns4dvyLV2g0GgLGjSbmwWM+vw4DARSkpeHeqiUOfr5cWbQcrUaDlacnxVlZCIRC8pOTEQiEvD51hiZDBiEQiXhz8TKlOTnkp6TUsEur1VKWn4+RvT3nvpnKkP0H6L5iJbu7dib93Tvc2wZWX6tWqShITSHhSQiNhg4jMzoakViM/7gJyAwMkCoUFGdmMOLUOSoKCyhISaHTohVEnD6Be7sONeaVGxljWsuZrLhYJDIZ9QfULBsqEoux9vKmKCMN63r1Kc3NJT0yjAfrV6EwM0ejrKR50KzqUqJimYxmU2dxKWgs7y6dQ8/EnEfrVlCQ9BnLOl4kvXjKx1vX6LpuB8ZOzjxctYjS7CwG/nwNsVSGVqvl+fZ1PN2yilot2xF17jiu7bog+lUEMDv6Hfmf47H1a0xBUiKq8nJ67j2DoW1VTr5L+24Ef/s1pi41T4RFUhlyY1OCv5uEWE+fysJ8Lo0fgKF9LUQSCblx0V88K5lvXoNGg4mLO2YeXlyfNAj3bl+hLC0m9vp5BGIJNo1bkvL0brXz4Tfs/NsQtmst0WcO0nDqjzxf8wNew6fg3m8kz5bNImLfRuwD2pIV8YL8uA+YuNXBZ+xMHs2fTO2vRmLi6knIwqnITM1xbNOt2vkAIDM2xapBc7IjX+L0/7F3lvFVXWnfvo7GTtzdQxJIICFAggX34O4uRYq1BQoUK1K8FGiRQou7u7tDSEiQuLsnJ8nR90OYMBk688jvmZl3Zs71ce2911pn73VOsv77vu9/uwjkuZmgVmEZ0ARVVSXNFm6pFbdsm7Tm+sRuOLbsRPbT2xS9j8bYyYOMu5cRSfXwGjAB25DWlKXG8+aXlRjaOXN71iBAgEhPH5dO/Um+dJiH0TE0b9OC1s1bsOr71Zw8ewahgYz6o+cAAhLP/Ia6So5T+97omVpQkvAW0CJCy+bN2z+7twBDBg8jokdPnj59jKGhEU2aNKvNv38XH4dx486fPUNT7/q49RyNVcNQ0q+fJOvUTsRiKRVZqQhFYozdfDHzaYh1UI1oJzUxx3vCt9yd1p309DQ2/7QZSYNQPEfMre1X5t2QnKM/8nLRGCxCwhEZyMi6dwl9S1tKPkQjMapbzBJALS/H0NCQmLdvMek3rc4xqaklRlZ2pKSkEBAQ+Nm1f8m+Qwew7jiY/Be3ST7+M4ZOniiK81HLSzl//iw9e/Zm+uQvmDDtC4wcPTB290NZVkzy72voEdEbMzPz/3KM/w1paal079kNgZ07Eld/zjzcz5r1a7l07hJ2dvb/dQf/n2JiYko9/wYUPLmCdfNPoljBg7N07tTlnzgzHTp06Pj/i39mBIRSqWTBggVkZGSgUCiYMmUK7dt/ctDas2cPx48fx8LCAoClS5fi4eHxfzoHnQChQ8e/OYWFBYwaO5yIZQvwat4UgA/3HzFi9BCeP4nEzs6+zj+9BQUFTJg8FoFYzIkFy3Bv2pjHB47g0TQEkUSMU2ADrm3ehkIuR/rxjZ1WqyX22i0s3V1Ji4zCq2UYx7/6lnbTpyCztCDy7AXUCiVHZsyl+6J52Hh7kfDwMXe27sDM0RG1UknXBd9wcMp0qiuryI1LIOnxU4RiCfrGxgzb8ytGlpZotVqeHzhA9Lnz9N2wgWurVvJw124EAgEW7u6Ejp/Ikz278WrdGhsfH7QaDc8PHkQokdBr7QYuLJjHgVEjGb7vANZe3kQeP4advz+ercOpKivj3k9bsPH1I/XZU37t1weNWoVUZoz0Y+FDgVCIgZkZpZmZpD17gmvzlriENif1yUMKEhPxavvpB1yjVlOSngZaLZbe9Uh/8RSvdh1rjysrK8mNfYNGq0Vma0fSnZtYuHsi0jNAnpeLVqNB7y/e8hqYmaPVaPHrPZCipARy3kaRFfWKpLu3KE5Jot2S1Zi714TdF8Z/oMXcxYg/vo0UCAQEj5nC4QGdCJu5gJT7Nzk9cTCe7btSkZtN0p3rBI+eQtrjezzZshYzNy8qcrOoLinC0scfeV42UpmMjKcPcGjSvHZOlYX5lOdkokWAWlGNzMEZc29/sp7eRyCsqT8R+etP1B88BqFYTNyFE+REvUCr0WDlF4h1QGMujOtD7LHfcO8YQYtv13J30XQqi/KQyIwp/BCDhU/92vFyXj/FwjcAdXU1b37fiu+gCfj0G4VGpSRk9nJSrp/l5dbVCKV63JozErsmrZHKjFFWlBF74Gf0zK1RyctRxcWgb2X32felMjcTicyEsoxkYrYsxdTCEi0CHFp2rhNZIzU2xdwngLtfj8CxRSdart7LnbnDMLJzxqltBJ59RgNg7OyBkb0zT5dNpf2uq6irK5HKTEEoJP7YThpMWoi+hQ2xl4/QrEVTTGwdCdt4vFYYCfZey90Zfci7cw5ldTUgwNTCAksrazp07UC3Ll2ZO2suFhaWdT6HTGZMuz9bb38i0M+fizHPsG36SXhTVcopT4lH5uyBQCjCudMAMi8dxMynIb4TFgDwfNlkTNzq1elLJNVHbGZFamoKV69fxWXamjrHrZu0JX7395w+foYdO7Zx6swxzPxDsGrcmsLIB2TdPYdNWCfM/YIAKIp9QXFcFJ06deHi1Su8jYvG1PuT0KAsK6Y8PxtnZ2fUajWxsTHo6+vj5eVd59n8ibLychRVheQ8uEjQkr0Y2DrV1NK4uI+l3y8jIqIXbdu2Z8V3S1i6fB4KtQZVlZzevfuzZuWaz/r7v2LewgXoNemCY48xtW3pJ7ezaOlidm7f+Xcb9x/BprXr6dO/N8rUWMQO3lR/eI4oP4X5G67+s6emQ4cOHTqAs2fPYmZmxtq1aykqKqJPnz51BIiYmBjWrFlDgwZ/P/cMnQChQ8e/OadPn8QjtEmt+ADg0zKM2JAgzp49zYgRo+ucv2zFd5g3rE/vqRO59dPPPPj9EGi0bOk9mIAuHchLSEKlULB3/DTCJ41Fz9CQp4ePk5eQhHtYKM+PnaRBl04IRSIOzZhDdVk5Yn09AnpFEH3mHDc2b6M0OxszRyd6LF+KkaUFB8ZP4tHefYjEIhCKUJSXM3TXTh7u2o1Hi+YYWdZsrgQCASFDh/Lq+AnUimp6fP8927t2I2zSJBoPGcav/frg074DJ76ciczGhsriYpTV1YQMG4FAIMCnQ0eKUlN5tGsnhSnJaDUaHu3axdUVy9Fqwbt9e9rMmcu+wQNxDAqm/fxFRB45yJszp3BpFopAIKBB777cWb8G63q+tdED/r36cnbGFBwaNsSpcRPyP7zn2e811qQ9N/2MkY0tJyaM4MW+Pfh27UFlYSGPf/kJPVMz5AV5vD68H4FAgImTGzJbOxJvXUViYEj8tUvU69az9tm8v3gWPWMTXMJa4RLWCmvf+jxYvwKxoREajZpHP66l9TwjLDzrUV1eilQmq/Nsxfr6oIVTY/ohEIrQatR8uHgGYycXtBoNL/duRySpKeRYkprIy91bUFaUg0ZLo7HTUMgrSLp1CZG+Ph7tu1GRk8WLHRtripQaGePeMYLAMdMRCASk3r3Ks03LCV+5jZfbf+DEwPZotRr0TMwRiiWoquTEXThB8vXzVJeV4NauG5WF+bz8ZR3WDUMoSYrDu9cQHiyfQ8iXi7Hw9iP75WMid6yn2bwfkBjJuPP1OOyatiLz0S1ebfseqcwUpbwcrUaD2EiGUl5B9vP7WPg1JGDyAgRaLdG71+E7dDJv920l+dJxnNt0x8zTF61WS9qtC5QkfeDp97ORmZgwafxk3sW953FSBpW5mZ99t1TF+QgQIDYwouDNCzSKalTycmybhNc5z9TDD61Gg7KsBAPrGtGj8G0kBjb22IV1QCAQYO7bkDtxMZgHt6wTlSEQibAL60Afd2smTpzCxC8m8aGwDOe+4xHrG3Lj6jFuRHTh1rU7fzWE/0+2iJeuXEKlVJJ16xxSKwdsQlpTHBdN2rWTWIeEY2D1SYg0tHOh6O1LtBoNAqEQY3df8qMeYdkwrPYcRWkRFdlpKBQKjIxkKMtL64yrVlShUavw9PQkJTML75FzcWjfFwDHDv1JPLSF6HUzsWsQgkZRRVlKHHt3/YZMZsyXU6fTq18vpJa2WIW0oSo3g5Tf1zJwwBBevnzB9FnTUYv1UFVVYmdtzZ6dv+Lt7VNn/B6duzB/xQqcug7DwNap9jfEqetwou+d5c2baAICAhk8cAj9+w4gKysTc3NzZLK/n/2bRqPh1vXLBG+4WKfdpv0gri4e/Feu+tchIKAhD+894cChfSQkJdN4YAQDBgz+u95THTp06PhX459ZAqJLly507vwpEvIvHYpiYmLYsWMHeXl5tGnThkmTJv2fz0EnQOjQ8W9OUVEhMtvPc5mNbK0pLCz4rP38+TOMObQXqYEBnb+aRac5X1JRUsKWrn1obuOKbUAz8lq2Z9OmdVxYuQ6NUgkCAY369kKsp0fSk6fkJSVRlJaBRqVGpVJhbuNM+5lf8urYCeRFxVi4uyOWSjn77SLazJiGRqPB0t0da29vPty4QUDPCKw8PVFUVGBgVjdMWyAUYmBqSklWNs8OHESsr4+dnz93t/yIRqWm3dfzCJ81h7wP75EayShISiT2wjkaDx1GcXoa1vXq8f7aVQQCAWJ9A0wdHemz5SekBoaIpFJu/rAaoURCi6lfIhAKadC7H4l3b3Nq+hS823VAUV5OzttYsmPeIJJIaTbhCyzcPGj37RJurllJdVkpAqEIIytrtGoN6S+fEzR0JD03/8LzPb9wZNRgtBp1bR2GVnMXcveHZXT4fhP2QSEABA4ZzakJg3m0dSOFifFY+9Un8+Vzku7cwO3Paj7YB4VQVVqCprAAgUiMPD+PK9/MQKNUItY34N2ZY4RO/1SXIunmVaQyY3y69iL3bTTFqcnYNGxMUWIcjad8hYGFFTGHdlOU8J4OG37FwqtmY550/TyPNy5HrVRg4uxOTnQkCVfOoFYqUVXKEYglKOXl+A8ZX/sm2qllB178tIrsl08Imf4t12aOwNy7Ps4t2lOSksiHk78T9ds2tBotQpEQeUE+9s3CEYgkZD25g4mrF1IjEyx9A3m48iuEIjEyB1f8h0/Fun4wSnk5GpWCnBcP+HDid0IX/4ilX0O0Gg0J5w7y4diviCR66JlbUJzwluKEtxg7e9Bg/Fze7d+G1MwKRXE+9+aNQebojkpeTlVRPhotCEVimjdvydw5X/P69StuDuhNcUIsdqHtsKgXiFajIfnSUQzUCkZ/OZsft2wi494VBAIhYiNjSlPikDl9Sh2pLi5AJS+nIPYFto1bURz3htc/LsZryBekXDpMzpNbNUUmTc0pTXz72XdSmZmEc+vGpKWl8SrqNc02n0EokQDgM2EBMWu+5PTpEwwdOuKzazUaDd0iOhMdG4taqUTf0ga1VkP8ke3EHdyCSN8QdXUVArEEjUpZ4yRSXUlZ8nvcXFx4v20xLv0nYt+iE8+XT0FsIMO+VTeq8rN4t3cteoYyZDIZI4cMY+vRXzCZswmRvgFajYbUEzto1botYrGEyBdPaDG5blSBfYd+FD28yKLxo5BK9WjTpl2tiBIQ0JB9e/axcNl33N2yABNzS8aOGUezJs0YOW4k+g6emPmHYN+2D0WR9+g3qC8vnrxC8vG+APTvP4glq75Hz6KuBZlAKMTAwpqiosLaNrFYjPNHm9u/JwKBAKFQiFZVN71Nq1LUqZXyr4yNjQ2zvpzzz56GDh06dOj4A4yMjAAoLy9nxowZzJw5s87x7t27M3ToUGQyGdOmTePWrVu0bdv2j7r6X6MTIHTo+DenRYvW7J2+j9YTRyPRqwnHV1ZV8+HWPRbunPD5BQJBHWlWIBQiFosRCoXMnv01QqGQ8vJyjhw/gsbclMCeEZTn5fHs4GFajB/LwB83cGDCFMydHDFzciT9dRQOgYFkxb5FJJHQbs4cfNrV/JDlxsVxZPIUDM3NKc7IQM/IEIfAQAzNa/LOXJs1JebCRTxatKjd2OZ++EBhSgrnFixAKBYjEAq5vWkj8sIi9GWyGmFBKsW+QY3tYWlWJmqliszoKCKPHaXNnK9IvHcXjVaLT/tOFKYkcXjMKOwDGlKQGI9Y3xCVQsHbi+cwtrXDvWVrem/eRszZ0zzcvpV63SLo8N33XF00D/+efTg+cRR+PXohEAhRVlRQr2tPmk2ucdsoz83m4uypmLu44tYynPaLVhB/4yrvL5/HMbgJL/ftJvPVMwzMLWvFBwChWEzw6MncX7eCwuQkCuI/UF1ejkgipfHYL2rPU8or0KrVSIxkqKrkWPkHEDh8AvZBITzdtp64CycpzUzHtWUbCuLek3LvBk7Nw4k9dRjPzj0JGv8lV+dORKJvwMtf1iPW08fU1ROv7v2x8PL9uBwEeHSM4N2JfYgNjGi/fk/ts0i7d51XO9ajVipQV1XWRoQACIVCgqZ8zbMNS4i1ssE2KIyQ6QsBcAZsGobwaOU3CMRiXNt1J+BjMUf3Tn1IunySuDMHiNq9Cf9hk8h6fh+xgRFVxQXEnznA+yO7sGvaGoFIzLvDO3HvPghLv4a169Wr13ASzx1GWVGGV5/RuHbogxYtb3asJmb3epTlpYj09BEbGKFUVFOemYJIIsVn6FTQakk6u4/rN67z9OljioqKCAwM4nXUax7MG43E1AJtdSVCoQhfHx9EAgHG1na4DJjEm59XUJmXxdu9G5B9tLOsLi4gcsM86tcPoOLyQa7/tASxkTFaLeQ8voFGUY1r96Fo1WoSTuymNPEdKZcO49ypPwAZN05TkfiWiIjenDlzEvP6IbXiw5+ej3FgGM9evvhDAeKLaZN5n5VHo3lbMLJ3Jff5bd7/tg5jNx8azV2PRGZKWfJ7Xq6azrMlE3DvPYasc7/RqV171q1Zz8o13/PbN8PQAOb1m1CWGk/GsolIjM2oKsjB2MCARo2CCQpqTFRsDJdmRmDp35jSlA+YSMU0GzaSd+/eIhSKUFdXIhR/mru6sgJ9fQN69+73V367WnHryk3UajVCoZD79+8ydORQ7DoMwtjNl8I3j3m1dAwNv91ByeMr3L59g44dP9UakEqlzJwyle1nL2LZuE3tuq3MSackLYHgj8Vm/5EIBAK69+zDs4t7cB44E4FAgFarJfviXnr3+eP7oEOHDh06/r3Qav65LhhZWVlMnTqVoUOHEhERUduu1WoZNWoUxsY1UWvh4eHExsbqBAgdOnT8z2jWLJQmQY05OGk2wYP7oNVqeXn4JC1DWxAcHMKjRw9YvmoZUa9eYm1nh7e3D4/27qfT17Nq/2F//NsBunTrgVBYY6m3f/9v6Ds60GP197XneLZswW+jxmBia4tAKKQoPYOSrGxUCiXvrl0n4f4DrDw8uLpqFSWZmTQZPgwbb2/8Oncm+907zF1dSX/5Et9OnYg+e5bGQwbTsE8f3l+/wak5c/Ht2IHijAxeHD6CVqul2ZhxuLdsRWFyEnc2rKeqpBiJvj4pT5/g2rQZUFOH4cXBAxQkJXLpu0W0mfMVby9eQKvR4NS4CW2/WYBWq+Xg8EEYWFnTIqIPsWdOUp6bQ0lmJmnPn/Fg64/0XL+ZypJiTF1cqMjLxdzVHZFUStMJX+DavBUJt6+jqKhAq9XSdOK02sKRMhs7gkeNJ/bsSdxahlORl8uTHT9h4erBqwN78e7Si4TrFxDrGaDVauvksWtUKqRGMhTlZVTkZKOoKEdmZw8fn4FaqeTp9k2IDQyRWdtSnpeNT/e+2AeFUJ6TRcLV86iqqsh89YzcmNdolEqkxiYk37qKRqnCKbQ1788cRd/UnFbfrcfcw4fi5ARuzpuMY/M2n60jQys7zH3868zRqUU7nm5cilAkwtjRleTr5/Ho3Lv2eO7rZyAUoigvw71Trzr9WQeEIJJKqSopxKPbwNp2tVKBhW8ApT8lItI3IOPxHTQqNZb1g9Fq1OiZWWHi6knUz6totnAzUTt/wMjO+bP5CiUSLOs3xq1zzUa+MOYlmQ+v0+jLFTXFIdMTebVhPoLyEjRKJW1/vlBrOencric3J3VjyrTJVIkk2HUeiEeDFqSd/R15YT6uPYZjE9KKksT3bNy2GeeOfXEK74a5d32erZyBPDuTB9+MRCiRolFWE9GjFz9t3opUKiU3N4cp06bw4P4dKjJTabnpOEJRzXqxCmrB7UmdKbl2jMRD2xAIBHh6eXPq2GlkMhmOjk7kvY+i3l+slZL4GFQOnxd0jI6O4szZUzTfeAp9S1sAHNv0RFFaRFnSWySyj5a3bvXwGTGTd7+ugVtH+WbCOIYMGY5IJGLl8lV4e3iwYd8h/GesIvfpDaoLc6jMrqlvMv/r+Yg/rvdtP24jMTGBS5fOs/mn16hsvNj/JJotO3/Bxt6RtJM7cB8+B4FAgEalIuPUToYM+q/TDkQiEVqtlq8WfIPX+MVYBtfYZloGt0YiMyP1zG70bBzJy8v77NqRI8dw8NgRErbOx7RZJ5RFueRePcyiBYv/aWkBK5etpFf/XsStHo+Be33k8VHYm8lYsnDLP2U+OnTo0KHjP4f8/HzGjh3L4sWLCQsLq3OsvLycHj16cPHiRQwNDXny5An9+v3fi+M6AUKHjn9zBAIBO7f/yokTRzl59iQCgYCvJn9J374DeP36FSPGDKPNrOmE/7Cc/MRkbq7dQNX9Rxz8EI9DUCA5b96iLi7lh98Ps3fvbpKSk7j74C71hgykMDmFh7/uIf11FFIjQ0BA+PQZuIWFUllSwq0NG0l88ICGffvSYuLEGlvI7GyOTZuGlYcH7s3DkFlbIU0zos+GTSQ9esiFBQswdXTgwNhxNOrXF6/w1jz9fR/ZsbEoKisRAE1HjyFkxEgALN3dMXdx4ejE8dTr1InLSxbj1aYdpo4OfLh2jeKMdPSNTXBo2JC7mzfWvKUXCPBo3ab2/qiqq6nXqRtZ0a+pLCpi2OHTtW/zY8+d4sysaQiEIrqv+5ETE0bSZNxktBo1aU8f49IsDLsGgeTHfyDz1Ys6UQAARja25L6N4dSUMRQkxOHRriuKijKkhkYEjRrPu7PHQQsp927i1rqmCJCyUs7rg3sJHDEB76690Go0XJ8/HY1KydHBPbD08aUsMx0LL1967jzCrcWz0ahU51Mn8gAAIABJREFUPNu+nqiDv1KaloLU2BipiSkSI2NEYjGhc5bUuB24uPPm0C5uLfoSoUSP8OWbkRgY8fbY72g1alxadyTh0im8ewyoDQmvKiki5/UzXNp1q/PZNGo1GrUKsaER8rwsInduJPvlE4RiMYUfYijLSkcAGDu5UVVUN91HrahGWVmBQCiqqR1g60D8ucO8PfgzYiPjmpQLO2cKP7xBrG+AsrICh+YdqMhMJea3zZh41CN651qqC/N5f3QXZl7+mHv7A6AoK6E8Ixn7sE9FleJP7aXe8OnYNatR8U1cvWm66CduTuqOa5eBteIDgERmgn3zTmTcuUCHvTdrj+W/fopdOz88+44FwMwnEGNnDyI3f4vfyJkYObgSPHcd8af2kP3gGhpVBTILa65cvcyYCWNo3aIla9auQmbnjEgixb5Fp1rxAWrcKBxadGF0swb07z8IAFvbT4UyTUxMUJQUEnd4O559xyAUS8l6cJncF/fI1W/Bs2dPOHbyOAqlktbNW/L1/K+QmFrWig9/wjKgKTkPr9Rdp441BSi3//gTnp51nU5GjBjDrXv3uDO9O1qpPj6jv8bI2ZOCV/dYvmoFISFNa10p3N092H/kMHZ9J2P30ULTRVFF7MrJGLx7TtSCwRi7+1P09iXBgYHMmfUV/x0KCwvJTE+jSaO61rm2LboStXoqmqoK6Nvts+tkMhmXz11m3/7fuH77NpYW5ozdvYfQ0OafnfuPwtLSkrs37nL79g3i4+OoN2k4rVqF1wq8OnTo0KFDx9+Ln3/+mdLSUrZt28a2bdsAGDBgAJWVlQwaNIhZs2YxcuRIpFIpYWFhhIeH/xc9/s8RaP+ZPiD/Q/Lyyv7ZU9Ch49+K0eNGoPL1oPHA/rVtJdnZ7BsxjvU/bCIu7j3u7h74+9en/6A+2AUGYOHtxeuTp6nfoxuRJ04RMmwo3m3bcnP9BhwDA2k2elRtX3nx8RyZPIUply7VRgUAvDl3jsSHD+m+bCn7RoxEXlJCzzU/4BAQyP6RwwmfOZvK4mIS798jKzqKkqws9IyMEEokaJQq+m3dhpWnV53PsrN7VzRqNQ0HDKCqpISCxERy3sZi6eVNaUYG1eVlWLh7YurkTNK92+gZm2Dh7kFg3/5EHT+KqZMLRSlJBA0bjcufbU40ajV7e3ZCo1bj07ELby+exdjWHvtGQSTfu41v917om5rx7sJZKvJyiNiyCyvvT24B99avorqslOyoSIzs7JEaGmEbGEzO65doNWqyo18BAkRiMVb1/DG2dyDp7s2aNBitFkMrG4LGfoGesQlPt61HrG9A8LhpGFrZYuJUk7OecO08z7atA8A+pDllGamUpaegVqswcXTFu3s/fCIG1rlfZ8f2pjwzneDJc4jevwPn1h0RCkUkXj2DxMAIUzdPvLr1RVlRTszhX6kqLsSyXgPCV/yE6KOzRuzRPcQe3IlWq0WjVCAQS0CjwbJ+EGg0FMXXpN0Ejp9D3On9hK/8GT0TMzRqNa93baDgXTQlyXFYB4Tg0r4HMb9tJXTxFoyd3VGUlxL54xLyop5hExxGyFdrPqV+3L5I5JYluHYZgF2TcIrjY/hwdCdSU3Oqi/IRiqUo5eXIHFxpt/UUAqGQG1N6EjJvA8YuddfNlRHhmPs1osn8TXXan6+ahbKijNDln1wJbk7oStOlOzCy/xRxodVquTa8JeFbzyDPSuXZypkIxRIkRsZYBjSl6F0kQrEYYwcX8l49pMmKPcgc3Um+cJDi91E0mr26zrgxP8zim5FDGDhwCH/Jw4f3mTBnDphZUxj7AoFQiKG9KzZN2qJ8dpXi0jKs2/ZBIJGSfmEfZv4h5EU+oMWGk0hNLWr7Sb1yhPxX9wme9+mNe8LxHWRcOkjc24TatAB9ff3a41VVVfgH1MP/218wcvxU3yL90kE8S5L5ffdvAMTFfaBbn540Wldz3/9E3vPbGDw5y+L5C0lOTsTfvz6BgY0++4x/Dblcjq+/F0FrT9ZGbgAUv3tJ7Jb5GLn6oM1NZcV3Sxn8B/dOhw4dOnT862Bt/e9duLbrich/2FiX+v33/9b+o9BFQOjQ8R/M2/dvaTekb502Uzs79AwNOXL8MPfv3UGr0WBoYoJvt660mjIZAHNXVy4v/55G/fvTZPhwANQKBba+dW36VFXVGJiZ1REfAGQ2NhSnpnJ44iSsvLyx9fMj5vw5HAICayIItFq827bDu207Eu7e4da6tSgq5YSMGs2zPb9SkJhYR4CoLC5GWSmn64pVPPx5G9VlZeibmOAYFIxL01BeHthH52WrcWoSyoWvv8S2fgD1uvRAXljIzTXfY2xvT9z1K0hlMoSSunMVCIWI9fQInTabN8cOIZJIkBcV0HL2Akyc3Xi55xcEAiEBg0agViq5NHcaDYeOwtTZhfjrV0h9dA+tVotYqo9H+64Y2zmQdPsaJalJiAwNEUukqNUqxAaG6FtYU5yejpmLO60WrERm70jO6xfcW/Utvr0GoigrRaNUYteoSZ05KuVyEAiwbxyGUi7HvX131Ipq4s4dQyAQUFmY/9mzV5SVInN0JmrvNjptPYzMvsYlIPvlY5rMXExpaiJJNy4i1tOn4fjZPFpVU6/h/JgIbINCKU1Lorq4EAQCDK3tMXZyI+flQ8I37MPcs6Z+REFsJPcWTkbm5IZtcBgXx0Vg4dOAkuR4NColaqUCrUaLorSYV1tXEjT9O4yd3akuLiDl2hlE+gaoKiuwb96hTspBzrO7+AyahM+A8QBYN2yGiZsPr7ctp/2uq5Qlf+DFhvlUFmTzbPUcvPqOQt/Cmvw3z+sIEPLsdFTyCnJf3Kc4PhYzr5oIisK3keS/foxVUN235HrmVlRkptQRIBQlhWgU1dyZ0Q8BNdET1o3C8Bs3r3YjH/PLCtBqUKmUSI1rUiUcWnUl4fhOcp/fwbpxTUpB9oMrlCfG0rlzV375ZRsHjx9FqVTSs1t3pn0xneDgEKoKc6g/aTENrB3QfOwvctlESrMyabLuBHpmNY4xJfFvMG/YHImpJVGb5+M3fgGGdk7kvbxP/KGfQAu3xoYjc/XB0N6VnAeXGT1yJBOmTODm9cs1aU5hrRg7cjTbdv7Cy6cPEYgl5Dy4jFvf8bW1HMwDw4jedvbTWlTWFLLkL2wxhRIJKrWK0NAwQkPrhnz+dzA0NKRb9wieHt2C28hvEIolKCtKSTi4CfPAMHzGL6Yi5T1Ll8+nf98BtWkhOnTo0KFDh47/v9D9hdah4z8YHy8fMqLfYOP9aVNWmpNLWUkJpRamTDx7Gom+PtHnzvNg124aDx6ERq3m9uYtiKRS3MNCa6+zqVeP5MdPcAv91GZkbUV5Xh75CQlYeXpSXVFB8qNHvDh8GK1AQOPhI/AKb8OHGzfIehNNRmQkZdnZGNvZ82jnDgqTk9GolCirKvHrHkHe+/e4NGnK3c0bsXB1w9rHh8riYq4s/Q6hRMLFb+ejZ2KMoqKCHms3YunhSdrzpxiYm+PavBXvL59Hq9EQsXF77dtZr3YdOTJyABqtFuQVRB7aj0OjxrXpB0l3b6HRqHn44zps/BogFEvQNzXjxd4dJNy4iomTKw0GDMW7Uw8AXJq35vmOLZRkpGHp7YtIzwClvIIuG3di5uYBgFNoK+6tWkRpRhrtf97A+S9G0OKbZUTv30lR/Ht67z2FoVVN5X67RiE0njCDFzt/pLqsFIlCQcq9G7i2qkkvqCop4s3hPagq5VTkZqNWVPPu9CFEYjHVFWVoBQI+nD2Ke/vumDi5ApBy5+pHB4tK7Ju2qhUfADRqFVJjUzy79cezW//aNoFQiDwnm8bTvqWqqADr+kHEHtmNVqXC0i8QMw9fVJUVPPthHuE//IqeqQWW/o2QObhwf/FUGo6bTdOv15By4yzKijKkJmaoqqvw6j2chDMHEEokyJzcKUl8z8PFk7Ft0hrzeg2pKi4kescarPyD0LewBiD/zXP8Rsyos5ZtglugKC1GXVWJVWBT/IZPI/HMPozd6/F62wrU1VW83/cjEiNj7Jq2pSw1ntdblyIQidCqlDxcMBoTFy+0Gg2VeVnUn7KI2B2rKIx9iYV/MABWjUKJ2fE9smU7MbR1QllRSvS2pYgMZaDVYtusPRm3z+I1cHKtYCIQCPDsP4GHcwcjMTJFUVaC1MQcqYk5wd9s5OWqGRiamCFAi6mRIccOH2fG7C95lZKBQ8R4ZFI9jl07xpXrPbly/grrVq9jzjfTsG3XG6mFDUWPrmJQWYxh07a14gOAkZMHxe9eUW/sPJJP/cqzJeNQlZci1DNAbGSM36QlGDm5k//yHvH7NjB+9Fiu3rwOfs1ptuUyArGYlJM7mfjFBLxGfk3LCaupLswhbt863v+6Gr+JiwAoS36Hi4tr7bi+vn7oiwQUvn6IZaMWAGg1avJvHGdK70+Wsn8NhULBixfPEApFNG4cUkdIWLt6LWMnjuPFV30QmFojz0nFtkV33Ad/iUAgQObmi0KtISsrs9bRIioqkrUb1/MmNgZ3N3dmT/+Sli1b/5fz0KFDhw4dOv5e/OvkH/x90AkQOnT8BzNj6pcMHTkYQ3NzvFu1oCA5lfOLliCzsCD8yxm1m6hGffuQFRPLm4uXKMvJxbNVKyoKC8l5/wHHhjXuA8GDBnJgzFikMhn+XbtQmp3NzXXrcWrcmBMzZ+LWLJS427ew8fVDYmhEUUoKqmoFAqGQmHNnUSmqOTV7Jp6twzk6aTyebdvj0aYd6S9foFGr8W7XgVtrV2NgYoJWreHYlImIpVKUVVW4t2rLqFOXUcgruLHiO7Jjojk+cQxmLq6U5+Yi+5hHn/bsCT6du9cJDTe2d8DWP4Ci1BSqykrIfhPF0dFD8O7YmcLERDJePafT9xuw8PTm8tczUFbKEQgExJ46hqq6Gq1ahUebTrX92fgH0HHVZvb3bEPwuKkYWFpxYmgPxAYGde69R8duPN26DhMnF2wDg1GWl9HsywVcmT2+Vnz4E5Y+/miUSoys7Wg+73tuL5xGzJHfkNk7kfn8Ed4RA7Cs14DH676j2dxlVGRnEL1vO+rqKqrUajw69uTytGGYuHqgKCmmsqgAqYk5Yj29z2pWODRtRdyZQ4TMWFjblnLzIqZuXji17MCzDUtAAKqqSsT6BgRNX4Rr+5oKyp4Rg4ncvoq3h3bSaPI3AJh5+mHq7kvUnk1IjUywqB9EvcETKUtLIj/6GaaefgglEoRaLVkPb5Ab+Ri/4dNw/Vg80r3bIKJ3riHmt800nrWiplinSExFTgaGto61c1SUFKLVqLk7eyBNF/yIdVBz3vyyEo+I4fgMqvGwLnjznNc/fcfrzYswsLHHrccwcl8+wMDanoKopzh3G0zMzytos/08+ubWSGUmvFgzBwMbB7RKJRXZqehJpNyd0RdDG0eqivKwC21Pi3VHeDh3EBl3L6DVqOs4PQAIP1pcUlleZ8565lZIhAIO7tqNTGaCr68f0dGvefjkCSHrTyCU1DwbU5+GvFkxiYsXz9GnT3/8/Ruw/+B+CorSaD9tCtXV1aw/fLLOmI7t+vB4bn9kzl64RozAvk0Ecfs2UPD6EY0WbMfwY+FOh7a90VTJefH6KXKhPn4DP7msqCrlOHYeil2rGnHNwNYZ/6kreTKrJ1X9J1OVl0nGsW0s+Wn7p88qFPLzT9sZPmoYJcGtEVk5UP7qDu42lowePY6/xc2b15k8dRIScxu0ajVUlrJn516aNasRNWUyY44dOkZiYjzDR4+AgdOxC/9U3FRZXoKysgJzc3MAXrx4Rv/B/bHpOgrLUQPISnnHyPFj2LJ+E927R/zhHHTo0KFDhw4df190AoQOHf/BNGnSjJ3bd7Ns5VJOffMtljY2NGvSjAytuk7IO4Cdny95CYmkR0bSdckSVAoFZ7/5BisPd5wbN0YoEmPh6kLMxYu8OnoUkUSCWq2mxZSpCEUizn87n34/bcfWzw+AwuQkjk6awOsTx6gsKqJ+7z40nzKVC/PnETJqLA0H1BTh827fEUsPD57+uos2c7/m/FdzMLazp6qsFLVCSdv5i/FqVyMAGEiltJ2/mEPD+jH06HkKE+NQVVdz7bt5FCTEIzU0oqq46LP7UJ6fi5mrB0VJcXh3jkBiaEja86fkf3hLm/nLsPGvsfQMGjmeWyu+pdcvhyjLyeTKV18gNTKlPDsTUxe3T/1lZyIxNOLaN1OpP3Aktg1DyH71DK8un94Ay3NzUJaXAzWbeYFITMzR31ErqilJTcLU5VOefeaLJ5i4uKNvao5VvfpY12+Ika0DZh71aDh2Oka2DjWf39Ka8sw03p34HUMrW6pLilFWVpD17D5tVm6nurSYuHNHsQ9tTcrNSzSds5SHy+dQnpmGzKFmQ+reuTc354xBnpeNfZOWFCW8J/X2JSzqBWBkY49bp17Enz+KBgHKSjnObbrWuZce3QfyYMl0Gk3+hqqiArKe3KbNxoPYNWtN/Kl95EU+QVFSjJl3fcozUoncshTf4TOoLsjhw7FdaDUami/fUbfPHkO5Nb0v1cWFyHMzUVaU8WbHasKW70Df3ApVlZyoHatxatcL2ybhvFg7l9DluxCIJTxfMxv/sXMxsLKjLDUBlbyc8K2nMbStifqozMtGZGCIuroSc+8A7Ft0InbXGgKnLcM6qAXNlu3i8aJxiPT00Wq0hAQHk2rmgmPr7uhZWNemVNiGtif95hmsg1uRdG4/3oMm184/6dzvCIRCTGUy3m9filWLzlQV5JJxZi/zv1lIkyafooZevHiORcOwWvEBPlptNmrJ3t/38ibmDc2aNmPhgkXcuXOTtLRUPD29yY1+gs37SMzq1eR6qior0KjVZD+8zIff1yHS08fI2RuJkXGt+PAnzBo0Jf7aYUyD6kYGyLNTcO5W19pTbGCEnoU1L77uh6WVLT+sWEnbtu3rnBMW1oKH955w7PhhcnJzab5wIZ06dUH0Maroj8jJyWHcxLG4T16Jab0gAAqjHjJ0xGD69x/AsWNHkZeX0rR5a1YuXcGCr+cza+ECTHwaYmjvhqqilNT9P9C7T/9ad4vlq1di22syNq1qxAZDRw+k5jZ8t2Ip3br1+Ow3TocOHTp06PhH8C9UgvHvgk6A0KHjP5w2bdrRpk07NBoNQqGQqKhIBo0cjFqlQvRn4c8J9+9TmpGJSqWioqAA97AwOs6bx/Uf1iIvKkJVVYVIqsf4M2eRGta4BiQ9esiVZUtxC2uOa7PQWvEBwMLNHZ/2HXhz9gwjDx/DzKlmQ6iQV+DXvUedOfp1i+D+jxsxsLDA1MkZ2/oBNJ82i0PD+mHt41fnXCNLK8R6+mjUKhyDa2ol+Pfsy6kvxuES2pyke7fxaNsBE/uaN9Hvr1ygsqgQc3cvAoeMpsGAYQA0GjGelPu3ebVvF26tapwTpEZGSGUmGFpZY2hljW9Ef5Lv3eDRlrW0+24NUpmM6vIyHm9dj3+/oXh27sW5iYPRNzMn/ekDPDp2RygSUZaVQdSB3SjlFWS9ekpxUjzl2emU52QROGIyt5fMpcnUrzB39yL98T2i9u8gdNYSHm9YglJeAVoBlr4BuLWtu/kXCIVE7/uZVks3YxPQGK1WS9zpg7zZt42b30xEbGCIlX9DEi6eQqNUYOZRj4DR07n25XCcWnVEIBSScv0cbp37YOriQcajW1SXlmDq7kPBh2hUiiqs/INwadedlBvnQKtFo1AgNPi0TlTyCrQqFbEHfyH5ykm8eo/AyM4JRVkJpakJePcbi0AoIvnyUapLCtE3t6Ig5jkhX/1A2pVjVFWUo66uqhNFoJSXIxCJ0ajVNJg0n9LkeDJun+fauC7InNyozM/GOqgF/mNmI9IzQM/MiidLp6BnZoWBjSMPvhqORqVEpKePsZsP1cWFGNo6oVWryXt5H99Rs0m9dAShSIzf2K+5O6U7N0a3RWJihrpKjueASbh1H0reqwc83fgNVqGmGLvWdYqoLi5AKJHiO/orni+bRNHbl1gGNiP/1UPKUuLw86nHyWOn2P3rTq7fPo6zpSVLtmwlPLyut7a9vQNVmcmffU/Lkt+Tm5VLpm0Z+04voLIwD1NHNwxcfCjesgWNRsPrtTMxtHelujAPRWkhApEYPUtbHNz8yLp9BomJOeUpH6guykfP3OpT34mxuDi5kP7uJVqNpjZCyMjBneK3L7AI+CSQqOTlaIrzuXntDl5ePn/VucHW1pZpU7/8w2N/xKlTxzBv1KpWfACwCGxOrks9Tly7jc+8XUhMLch7dIle/Xpy+/odvpo6nTVrpyI2lFFVUkj3Hr1Y8/2a2utfv3qBb89ZdcYx8W1M/NZUKioqkMlk/+356dChQ4cOHTr+b9AJEDp06ACo3UgEBjaiYYNALi1cRNNx45AaGRJ18hSKzGxWLlzGpcvnebJjB3b+/ni2aoVbWBjXV6+mLDcXVXU1kceP0WTESAQCAbb1fBFJJGRERuIYFPTZmPompujJZFz8dj6tZ87CzMkJsZ4e8sJCpIZGtefJiwoRisWkP3+KUi4nYtM2hCIRlp5eJD+8R8OBQ2vPzYl9g1hfHwMz89o2l9AWpD5+iImzG4UpSRwdORBrv/pUl5RQnpONW5sOpD28S9j0r+vMz6V5a25//y3KSjlifQNizxzHtdWnDWPIxOkk3rpKbkwUh/p3xsTZhYqcbNzbd6XBkLEIRWKcQluSfPsaKkU1J4ZFYGRtS0laMk5hrcl6/pjbS76m9eK1vNixkeCJc7Br1AR9C0te7tpCRW42GqWCkGnzcGoejsvzDtxc8AXW/o14f+oQzi07IJLUbNRzIp8hz8vGtW1XbAIaAzViwIczh3Dr0g+viCEo5eVE796AQFBTFDD5yml8+o7ArnFz0h/cIC/6JUJ9A7Ke3acoLha1Uolrh15UFuZRmppIaVI8eibmFL5/Q/jafbw7tJ23h3fSYHRNuo5GqSR6z2YUZSWUpSXRdN46LHxr7BmTr51CVSmnIPYlFVlpBE79DlNPPzLvXSFm9w+83rYCRXUVhnZOvN2/hYCJ82v6VCmJ/W0Tph5+CERiXm9ejMjAiOrCXARiEdYhrXDrMrCO1aRWo8bcLwhjFy8+HNqGxFBGwLglmHrWpyD6Cc9WTMNn8BfkRT5CamaJPCcDsaExAqGQN9uWERLcGH2JhA8Y4TdmLiK9mvQZ66AWmLp6k/PwKs6dB2DqWVO0siD6KfmvH+HeazSGto40X3+MJwtHUxj7CosGTVDlZbB08VLkcjnjxk5g9t+wnmzfviOChfNIu3gAh44DUJYWUxj9mPzIhzRbewypqQWRH15j7tEAj0FTkRqboVGriPphJgb2LuTcv4hbv0nYtehKdVEecXvXUBD5kCarDmNg40jCoR+J3fotvhMXoW/tSFHMUzJO/MLvu/awfNUKEnYuxb7H6BrHmcpysu+ew8DaEZuwTlTlZ5F2eBO9e/fDx8f3b/2c1DwHrZaUlGSkUikODo5/89zCoiIEplaftYvNbJB5B6FvXRPlYxveB2VuOrt+3cnS75YzauRoUlNTsLa2xuzPvvMAtvYOyDOTMDX55ABSnZeBvoEhBn+REqVDhw4dOnT8o9Bq/rMjIHQ2nDp06PiMqqoqNmxcy9ETR6iuqqJjh858O38RtrZ2aLVaFi/5lv0HfsfRvz75KcmYyozJz83FwNSU4vw8DExNsXX3ID06Co1WS9iUqTz8eRsjDh3B0LxmM1BdXs6BEcOoLClGKJEikUpQVMgRiIQ4Bjemy9KViKRS1AoFV5cuQs/MgrirFxGKxQzcc4jba1aQ8/YNWrWa4BFjcQ1rSUFCHA+2bMCvR2+aTZoG1GyCriyYg02DhjQcMhqAnNgoLsyajNTQCEVFBVY+vijKy2k5dyE29QNr70NFXi7HR/al6aQZJN2+RmlmOr13HkHPpMYGUKWo5lDfDqhVStBqcQ4Lp9mM+RiYf9rw3Fw0C7GBEZnPHtBw1GQMLa2oLivlxc8bUCuVmLp6UpqWhEAgwD4kDLVCiXX9hnh3749UZszxAW1BIMSzU08EYjEfTh9GYmyCuroKsZ4+7h16UJ6VTtrDmxhY2iIQCjFz88YrYiAlqYlkPX+AsbMH+VHPkZqY4d65D5G//IBzeBeSrpzCuWUHbINCyYl8Qtq9awSMncXrHWuQObjRdtPB2kiE8owUbs8aiqm3PwIEtFixg6qifB4t+QKtWo2xoyt5Uc/RaNSoFdWIpXr4Dp2MsbMHCecPkR/1Aq1aibGbD/rm1hTEPMdv5EwMbR15tXE+CIRoqqvQaLUIAH1zK0w9/Sh48xyzeoEEzf0BkURKwqnfSDixC3O/YKyDW5B+4zRhq/Yi+piyUBIfy5NlX9Bux2WEUj2uj2pD0FfrsKwfUvtM0m+d5e2etRg5uoEWytMT0DO1oqowB6FQwLs3cSxasohXEmvcun8StwBi188hP/o51Wo1RvauaFQK5Nlp2LfqRv1JixAIBCgryrg9qRNGxiZIhUKGDBrM2QsXKCgsQKVQEN6mHT9u2IyFhSV/RFJSIsNHDyMpJQWtWo1GrcbUOwD/aStIu3iQjKtHMLBzobogB+vQjviMmkv23QvEH9iEXesIvEfOqe1LVVnBo+ndaLL6KHoWNmjVKpJP7ybjykFQq3F0cWPZoiV069aD8vIyVv+wmpOnT6BSqejerQd9evZm/eaNPHvyABMzC8aMGsOcWV/9TZeJ9+/f8eOWTVy9cR2lRg1qNT4+vvyy9Wfc3T3+8JoHD+4xdvpUfBf+Vpt+oq6S8/ybvrgNnoVNaOfacwte3MY27g7HDx79q3MAOHBwH8s2bMRl4vcY2DqjKM4jbc8yhnXpwIJ53/7Na3Xo0KFDxz+Pf3cbzk5HXv7Dxro6KPgfNtZ/F50AoUOHjv8VOTnZvHkThb29I/7+9amqqiI+Pg4rK2syMtLIy8sjODiEDx/eMfGL8ZSUliJzoDEkAAAgAElEQVSSSGjYfyBCsZg3Z0+jqKhAVVmJUCpFVVWFuZsHYqmU0ox0tFotdg0CyH3/FvuARrT7dgmPfv6J9xfPYWRljWeHzjQaNoaS9FSebNtEbuwbALQC0KpU+HTugZmLKx+uXkRVVUWv7b8j+bO3nhfmTEaib0T6s4cIxRKsfPxQV1fRYeUmDMzMUVbKufP9QnKiI5GamlGRk41QLMbKxw+/PoOx9mvAo82rkOfn4xLegdyol+S8fkHEzqMYf0zvKIx/z9WvJhE0djqvft2CWN8AjVKJmbs39foOI3r/L5i6eGLXKIQXP6/Dd8AYTJzdSH9wg/zY19QfMpb3Jw8SOm8VafeuoVWpSLl1iZZLNmPq5kXS1TM837ICnz4jSDh/BNf2Efw/9u47Pqoybfj4b3pmJplJm/RCOglJCB2kSu9NEBWQIiBipYgFQZqAqIiI0gRBQUCK9N57CaGEhJLee2/Tz/tH3LB52d1nd59Vd5+d7+fDH57k3Pc9Z2aEc537ui6fzn2ozskgcfs6VC5uVOfn4NOlN75d+lJbmEfitjWIZXJEYgmG8hIQibAYDFj0tVh/bQcqCALRk9+lSZ/nGr3nl+dOxbtTb+K/+4z+2y8ilkgRrFaK78dy64sPEcsVSGRyxHYqqtIfI1PZI1itmI16xBIprd9fgWt0OwBq8rO5POslBARazvoM1+btsJpNpPyymeTdG1HqvKgtyKTFjGV4dujZsAaL0cDxlzrSfeNJ5GoNd758n6rMZDw79UVfXED+tdNETZuHR/semOtqOTWuK723X2+U72+oKOX81H5YLZb69IpBY5HIFZQmxHL303e4fzeRa9euMnPBAlos3txwQ1xXlMeNWc+DRMoz3xymJCEWi76W1F824eAThE/P4ZiqK0jeuQZDaSHBQcFMHj+RjxfNJ3DyPFxiOmIx1JG5aw0upZkcPXj0L363srIy6dqjC/7j3kPXuhtWo4G0XzZQfPMcEqWaqJlfonByxVRTxYM185A5aCm5fQk7nRdNhk/GtUXnRuPd+ngCASOm4tSsbcOx1M1LeblDNG+9NeNfWgth85ZNfLxoAUajkZCJH+HcsiuCxULB2V3orxzk5tVYZDLZU+cJgsD4SeO5+TAZp67DESxmco7/hMROjaE0H+9+L+PVY2T99fn5KwaFejJ/3oK/uRZBEFj1zSpWrfoSsdwOU101Y8aOZ8HcBX+zHoWNjY2NzR/r/3oAoueO3y8AceqFf78AhC0Fw8bG5p/i7u6B+6/dJQDs7OyIjKwv1ujh8eS4m5sbY18cy6n0NDyio7m3+2dqiopQ63SIpTLMCiU95i5C1zScnFs3ufDFUhybBKCwdyB84BA6vP4Ojr71bf5EIurbRxqNtBw3GZFIhHNAEP0++5rra1eRfeMalXnZCAI8OLwPO60jbuFRyNXqRsEHfWUFJY8fMfDbLRQ+iEdfUUnRo0REItg1eghOTQKpzM7Cp30n+q76nsOvj0Pj7UfTYS8iCFZurl1JXWkxiMUonVyI3/odap0HVquVA5NG4NO+CwgCeXHXaT11JvHbN2GqqWHQ9/tRaBwb1iF30HDmg2lkXT7Ns0vX4tK0/vo5BoZybfkcbqxainvzNuTduETokBcxVJSTdHAnSmcd2ZdOUXT/NmKpnKrsNJr0HkbMq/UpJLqoVjiFRXJ25st4d+xJzNT3AXCJiMElIobjU4bQfu5X6KLbcHLKYJzCoome8h5yBy0ZJ/eRsPlLagpyn3rPTTVV2Ll6YDUa6/+IjNQVFSDXOGIx6Om2ej83l7xN2eN4QkZMQqJQkLx3MwqNEyoP34bgA4Dawwe1TwCOIZG4Nq8/LpbKCB4xidyLR6krzMfOSYe9l3/jRQjW+t+VKRBJJMTMXE7JvetkHt9NYdwluqzc1VBkUaKwQySRUJuXifrPxqlKf4RYrsC9dVeCnpvUcNy5WWs8Wnbk0KEDDBgwiOZBAdyeOx7XLoOw1FaRd2ov7777Acs/X4apuhK3lvU3+rqYjiRuXMbdFbPr0z+atSH8tQXUZKUwZ9F8NEFRuLboBIDUTkXA6HeImzmc+/fjG74zf+6HrVtw6dAbt7bd61+HnZKgF96k8OoJfJ8d01C/QaZ2IHT8e9z88EWaDJ2MvjiPyuT7jQIQFoOe2pxUpOon/5gzlBZSeuscg5d+/C8NPpSUlPDxgnk4dRqMpaYSl1bdABBJpXj2epHkOxc4e/YUvXv3e+pckUjEpvWb+Oij99i2Zw2qgGb4DH4F55bPYijJJ37Byzg370j5vStUxJ5i8qcX/sf1iEQi3n7jbaZOnkpeXi46nRtqtfp/PM/GxsbGxsbmt2MLQNjY2PzmnnmmE99t30rHt6YT2rN+K7Wpro5Ng/sxeNU6dGH1hST9n+lMR5OJuzt+JO/ubTq+NRONZ33ud01JMcmnThDadyDVBXlP3Tg5+jehNC2VmqIC3KNbkX/nJq0mTMWvYzcOTB3L9TUrCekzkNriImI3rcGtWTQHpozGKSgUR38ZRQ/uI5JI6bH4S0QSKfbunqhcdRQlxiNVKOj39RakdvVBjIDu/dg7egAuYc0QSST0X7MDmUqNoaqS0++9SvbVC8i1jjgHN+Xmt58T0HsQSYd2IVM3jugrnXUIFjN2Tq64NI3CarEQ+/UnZF44ARYrTXoMRNesBflxVzkyeTgiqRSFkyvHXx+FnbMr/r2GonL3IWn/Vpr09Gt8PQJCkakdcAlv3ui4ys0Te08fJHIFVdlpWE0m2sz+tCHVInDgC1RmJJF64CcC+z+P0rW+tkLuldPoS4uwGGoRK+y4PPdVqjJTkNlrMZQX4xzeAqmdksDBY3i8cz0p+7bgEt2W5m8uJP/6GQxlxU99LgSrBXvfxlvyRSIR9j6BSBRKZGoHHu9cR8tZyxsKI6bu+wGJQsn1jybQ+sNV2Lm449q8PfnXzgDw8MdVhI1+A4mdivRDWxFJZNxbPY/m7yxB5eZNVUYSiWsXoXB2R+Gkq1+HIGA1GhDLFZgQ8eXqr/hgzvsICISENiWgJBk3N3de+GknMTEtOXz4IPGr5hD9zlIUTjrqivOpSIpH17or1TnpRL2zHABNQDhq7wDufjYdwWpBJK5/6i4SS3DwCSA3N/upAERFRTnbdu7AdcD4p66L2jsA4dcAzJ8onN1AAG3TFjjbdeTOosmoPP1xa98bY3kxST9+jtLdl/srZuLesT9Ws4nSa8eY9c6Mv5oO8c86d+40zuGtsJqNKD39n/q53N2fvLy8v3q+RCKhpLIKz/7jcO82rOG4nasnar9Q7swZRceu3dm09yDe3j5/97oUCgVeXt7cvh2HTCYlJqblXy2eaWNjY2Nj81v7D0pA+E3YAhA2Nja/uS5duiEY9ByY/gbNR76IYLUQ99NWrGZzQ/DhTzyjY7j4xRKcg4LZNeElgnv2RiyRknzmJFGjxhDUvQ/7Xh2Dsboa+Z9Vsc+4dAG1q446Dy8EqwWxTFZfvFIipf9X3xG/Ywun5s6iprQYkUiMKCsD9+ataP3qdJTOruz5NaBQnpFG2KAnqQfpF04R2HNAQ/ABQKZUEfBsX5KP7Wfght3Ifi2YqXDQ0GHmfE7OmoR3207UFRcSPHAELSa9TeqJA2RfPoNfl14N46SePACIMNXWYDEaSTq4k8qsdJROrjQdOZ6A3kMBaNJzEPFbVlPy6D4BfYbzYPs6un2+pSFo4NdjIKemjaDp8xNRaOsL8Zn1tZiqKzFUNG47ajWZMFSUYefiRkXqQxxDmzXqOAHgEtGCnEsnODF5IC4RLTDVVFFXlI93597ErfgIqb0GU3UlXVftQanzRF9WTNzns3m8awMqNy+MlaVomoTR6r0ViEQiNIFNOf/mMOqK81G61u+OsRj01ORkkHPuML49hzUElEw1VRTFXUbl4YO5tobK9CQuzhiFa/P2VKY+pDorBXufQFyi2nBr2XRafbCSnPNHyDl/iObvLCVxwxIuzRiFCAG1TyDPfLaDnLP7uTJ7NCKRGLOhFolUhkKhJPv0PorvXEFflI+ptgo7Fw+MFSWEjH6bZ7oPQ7BayD68jbs3T3Dt0nVkMhlXr17h9t07iKUyLk8fgcROiWC1EDh8MgXXT+Mc2a7RtdQENQOrBUNZEWKpnMrURMQKO3LjbzJx0jjadujMgo8+JiqqvvbIux/MxmzvRPGdy3h2e9K21WLQU5l8H4fAyEbjl9y9jFgqozI5Hu+eI4mc8QWpO77m4foFiMQSPLsNJXzqImrzMii+dY6qB7FMGT+RN/+BDhV/L7lcgWA04BDYjPxzv+DV+8WG99VqMlCecJ1WH8/+m2No1PZYKiqfOm4nsrB+2890797zL5z1t50+fYJpb05D4uCM1WxEgYUtG7cQE/Pvty3VxsbGxsbm/zrJ/Pnz5//Ri/h71dYa/+gl2NjY/BNEIhEOantOHz9KaWY6Jamp+LXrQH78Xfw7dET1Z8X4cm7doCAhnrKMNDxiWiNT2aOvrsZQWYGTfyBNOj9LTVEhtzatQe3mjqGinFvfb6A0JYna4mIiR71M9EsTSD5+kKyrF0jYs53cW9eJGPEiBfF3sBiNtH97DpEvTMBsMHB95RIkCjsQiYkePYlrK5fg4O2DxtuXsrQUbm/6BrmDFv/OPRq9pqSjv1CekULLye80PNkGkMgVJO7aQk1+LhaTibAho7D39CH78llSTxzAVFuDsbqSR7/8RNqpQ2h8m+Dg7U9FejJZl07hGh5DftwVOnywvNG49l6+PNi+of6msn03XJo+KZYpt3eg8M41rGYTLk2jsRj03FmzDIvRSMHtK7i16IDSWYfFoOfed18gkSkIGvwSIOLRjnUEDR6D6M9y4lMPbqMyI5kOi77j0Y61GMpKsHNxo/h+HA7+oRgrSmn57nIc/IIBkCpVOIVFE792ESWJt0GwEjB4LNrApr/+XI1YJuP2ivexGo1UpD7g/rolaEMiMZQVUXzvOgqtM5WpD7n39Tycwlug1HlScv8GLWZ+hktUOyz6Glyi2xP+yns83raKqDcWkvzzOjKP70IskWGsKMWnx3ACBr9MwendhIY3w+25qWgCmuLcrDWawGboy4sxVZbhFNmGipREFFpn/AeOxSmyDVVpD7DUVSMSS1A4uaINjkSmdsAxvCX5V08Q5OlBcHAIvfv1xCSSoHTzQqnzIGjka/j2e4GS25cpu3sFjy4Dsf/1ugAYK8vIOLCZ8od3SNu9Dn1RLrmn9yISS4j+cB2lFhFr577D+csX2bLtRy6cO03EjC/JPbGT2rwMFM5u1OSm8+DbeTzTojnJV05hNuhBIqHoxhlSt6/Cd/AEMg9sQunmg2NEazTBkegzHyEWiWk2cyViqRS5owva0OYUn9zBrLdn/EM7CP5ePj6+fPXpQpw69Kf8/nUqHt5CrnWmNi+DrK2f0rFFDFMmTfmbY+hcXdmyYhHaFl2Rqup3DJXGnacm7gzLliz/h2s35ObmMHTEUDwnLMB90GQcOw3FYu/CD4tn8crEyX+xHoWNjY2NzR9LrVb80Uv4TW2JfzrN9bcyLsrrd5vr72XbAWFjY/O7mDBhErX6OlZ9vRJBLKL80UO0Gg3HP5pNz48/QRdWXwPi3KcLMRuMuEVE0XvJyobz60pL2DN+BBHDnqfDGzPZ8cIgzi9bAIiQq9ToqyppOngEgd37cmb+u7iERdJv1RYUGi1ZV85x/L03kUik9F21BaeA+htExyZBIAhkX7+IXO2ALqI5Hd9fzN3N33Ju/mwUDhpMBgNZl85QeP8ObpExAOTfjSX35hWcgkLJuHCKgO5PctrTzx3DPaYNBbdvoNJ54B5TX/iv5bTZnHl3MgV3blKUcBtEYkz6OppPmoHGtwlXl8ympiCX7CunEUtlmGprGtWLMFZWILVTIbFTYqgsf+r6GivLid+4gqR9WzFUlCFRKAkYMAqVqzvnZ0/EztEZfVkJIrEYj/bPknXuCKUP72E1m7m2+G2iJr+LQutMxom9ZJ8/RtjoaWSd3AvUBxhqCnJwCW+JVO1ARfJ97L0DGs2v9vLHWFmOVG3FajKSc+EIuRePIlXZ49tzGAGDxvB4+xoKbl5AGxRO2Ji30LXshLG6gvOvD6b49lU0QeH4DxiNV9eBiEQi6oryKIm/QdjoN9G1eKb+dVZXIAgCYrEEmdqBlu+vwsE/hIT1i6lISUAb3AyVkyu+Xl48TLgFgkDixk+pzctAqrRH16YbEjslIkEgesbn9SkSn8/AoUkYAc9NQaJQkn3iZ24tmESbT35EqlSj9AslIyONqa+/SkVNDbq2PTBVllGWeIvE9YsRBAGZ1gm1vQMpW1dQnZFEwPBJmPU1JH75LiJEmKrLaff5HuRaZwSrldRda7iz5FWcmz+DoHKgOKQjMgdHNNUmHq9fQNTsr8k5tp37X72PWCpHqCjkx4sXSU9PY9U3q4jd/RVZGelEzPgSbXAUau8A0nevJeHr95HZKXnrjbf5Zf8+7i+diszZA5nWBXNBOhEhwbRp0/apz8+/glqtZtOG75kwaTz2TZpSm5/Og1Xv4urqyvSp05gw/pX/cYwWLVrx/oxZfLJ4Ak6hzTHXVGIpL2T71h3/VLBg1+6daGO64RBcn4okEolwatGNmhtHOX78CMOGjfiHx7SxsbGxsbH559kCEDY2Nr8LkUjEG9PeYsqkqRQXF7Htpx/Zeeokjk4uHJo+DVNdLTKVCsFixdHZmaaDG98YKJ1dcA0Lp+hhAlazGbPRgFSlxtEvgNLkxwzbtBu1q47K3CwK79/luZ+OIJHXdy/w69QdO61T/c1HQHCjcX3ad+bB3p8w6+soTXmMV6v2eLVqj76inIOTR6BrGkl5egpnPnoLR/8gBMFKdUEewYNGknxoNzdWLqIqJxNdRHMK7t0i+cgeWr46k4K7sVTmZhK39guULq6kHP0FXWQL7L39KU99jNrdneIH97i67H2sRgMWkxEQUVdcgH/Pwdz7fhWt3piDWCLBYjRwZ/3naJoE4xQczt11y/HvPgC1R/1T7NyrZ6nOzwaZApeodvj3Ho5YIiFxy0rq3L0JfW4C1flZCFYrORePY9bXknftHPbe/nT69HuuzXuNc2+PwmqxoHRxJ/q1OZQ+vEtlTjpqD19M1RVIrFYqUhMJG/MWdQXZ5N84i2/3IQ3XsTD2AjJ7DZqAcKqzUhCLpfj2GYmxooSE9Uux9w1E4ehMbUEWUdPmogloSv71M8R/uxCJTIHZUkNl6gMkdiocw5qj9vTDvX1PMg5vI/SlN6hMfcCDTZ9RkZKAIAjcWz0PY3Ulap/6QEh1Zgq6lp3RlxZSW1ZMy+YxHP10CZnHfyZ8ykfoWnWlNj+LhxuXoAkIx6f3SLKObcer21CqM5PosGJvQypK2PjZ3Fo0hUuv96PJ8EkUxV3ieGUO8RnZdPjqIFJlfcpNyZ3LJKyeg7ZpS8oTbmDfsiu+HfuRfWInl9/oh8Vkwt7LH5nWmcCR05Brnf/0ZUATGE7uKYGSuIuETvwQXbte9UVVm3ckfvmblMdfJ3jMDGAGmXvW0kppRCqVEhwcwsx3ZpKfn8+ceXOofnwHTVAkTs3aogmK5OHnbzL39dfo2bMPO37egdjeAZVfKFVJd6lLvs/CfYf/pYUn/39duz7Lvdv3OXHiGHV1dTz7bA+8vLz/oTGmTJ7KiOdGcvnyRdRqezp37vpP71QoKS1FpHV96rhYq6O0tPSfGtPGxsbGxuZ/47+8BIStDaeNjc0fI7plJB0+XopLcBhWs5nK3BxMdXWcmDWV4KBQUnKyMNXVomsaSdSosXi2aMOO5/shmC2AQNPBIzBWV5F08ggIAjFjJxM5cgx5t29yZ+t39FnxXaP5fh7ZC4tBz7AfDzbaWZB25hiJe7ZiMRqoLsijSZdeyO3tSTt9FJFEgqmmGqsgEDb0RTxbtAWRCNdmLbj66UeUpycjkdtRnZuJvZcPLqERuDSNIuGn79BXlCOWSJDY2aGLiCEv9jIRL04mdOhoEIlIPvQz8T98g65ZS7w69kSmdqA4IY6ME7/Q7r3lJO37keq8LJyCwilOiMNqNiEgwmrQI1YosBqNOIdFYa6rpaYgB7O+Dq+OvWg969OG12bW13Lylb64teqISudJ6aN7FN+7gUytQRMQgr2nH/mxF3Fv1ZmcS8cRiyV0WvY9Sjdvjo/rjkSuIPK1j/Bo3wPBbCZ1/w+k7ttC6w+/4sbC1wh9cRqu0e0oe3SXR9u+QRsaRWlCLE6hzWkzb03Dja6+tJDzrw9C6eJOTWEOYokUpZs3+uJ8Ws35BqemMVjNJlL3biT3/EEsRiMdP9/B459Wk3fpKHaunhjLiwkbPwvPTv2w6Ot4vHUlBddO023DSTIO/0TOmV+IfnspqT98znPdu3H18gXiHz0m6Pmp+PZ9seGaGCtKuTpzODHvfsmDDUvw7fciFcn3iXh1XqPPS9ax7eRdPIqhJB+rxYLCyRXffi/i2XVwo9+7+eFogl9+F6XOi7gFE4l4Ywma4ChuL5yE2ieI0AkfELdgIkEvvIFjeCsEQeDRxk+oSk7As/twBKuF3NO7cY5+hqCX3gEg/+Ihck/sxHfgy1Qn3qDuYSwnjpzEwcGBiVNeIe52HPbu3lTkpGFnp0KmdcHOw5fShJsMGTSUFZ+t4O2Zb3Ol2Ijf8281rDXv9C50Gbc4+MvB/9V39z/J6dMneP39D2kyax1iSf0zF4u+lqTFYzi6/zBhYU3/4BXa2NjY2Pz//q+34Xx2W+zvNtfZ0a1/t7n+XrYdEDY2Nn+I8tISqgsLUOvcsdM64ujnj9VixmgwUFBTQ9e5y9D6BZB55Tyn581CqlQiUajovHApD/ZsJf3SOXzad8a/cw/05WWknj3Ow4O7kdtrqMhIxVhdhdz+yV9gdlonJHZ2XF2xiPbTP8JO60Rp8iNub/qa1m9+gHtUa/aN6UfuzasE9h6Iys2DivQUFPYO6KsqSTm8h7ChL6BycSP/9g3K0x7T+5tdSORyCu/eJGHbWtJPHyH7yrn6CUUiTHV1mGpryL56FrW7Nwk/rSdh2zoQiRBLZQhmM0X3b1FXVoxgNmOsKkemcSR25TzazFyMRGFH3o0LFN6/hcVkRrBakdopaTXrU7RBEaQf2Un+9TMIiHBr8Qwebbs1usZSOxWOIc3IvXwCRBJAQOXug9VspCYvC+ewGJ5ZuI6ypARKEm9RW1TIxdkvY+fiDoKAR4ceeHaoL/onkskIHvEKOecPYdbXItc6Uxh3maSd6xBJpFiNRqpSH6LQuuDTfXCjp+x2zm5oAsMpf3QXsUKFV5e+mCor8GjfE6em9WktYqmMoJGvknfpGI7BITzYtJzC2PNIlWrqCnLw7NIf71+LMortZURM+YiiuEucmdgNidwOU00lqas/YECffuzdt4dKgxmxRII2pHEXELnWGbnWharUB4jlcpRu3mSf3I0gCI3WXP74HiKJBIegCMru30Tm4IRI/PRfmSKJFKwWFM5uePccScHlo2hDovHsOpjyB/V9vp0i25F/8TCO4a2oTI6nPOEmrT75CYmivrCpe8f+xH4wCo8ug1D7BGEqyaeJswOeGTdp9UwM49Z8hYuLC6PHjyFd5EDz5b8glskxlBaSvPIdxg4ZSGBgEK1bLyMwMAiA48eOEPTu2kZrde8ymJtvraaurg7ln7Wl/f9VVlZgsVhwcnL+q7/zn+LZZ3sSFbyBhG9moHlmCFaziYrzuxg6aIgt+GBjY2NjY/MHsAUgbGxsflfV1VW8+vqrCCIRcVs2UJWbTfjgEbR65TXOf7oARGI6L/wCe3dPAEL6DsZYVUn29cuUpT5GZmeHb4euWPR1tJr8NjuGPcuANdtQu3lSlpqEsbqS5KP7ODHrVdq+MRuVzo2UE4eozM0ERFhNJvaOHoBMpUYkFhM97jW823YGwLdTd4ru3yH/zk3svZvQbdkGZCo1pUmJnJ09mYPjB+PVtjOlyQ/xf7Z/Q4qHW/M2uDVvw61vlqD29MPOyZW4rxfhGBiKYLVgqCij+dT3ubViLj7d+hPQ/3lSj/xM+pFddFm+Gceg+k4g+TcucH3pTFybt+fedyuoyc9GolBiNRoa2jgGDR2H2tOPq/NexVxXg1zrhNWox1BZRtnDu/h0eVKPwmoxU/74PkFDx5N2eDtt567GObwFgiCQe/EY975ZQMGti9QW5OAYGk1NQR6tF65FLMDNxW881SITwME/lMJbl0AQaDv3Wy7PHo1rTAeKbl1C4eiC0t2HuqLGrRYFQUBfnI9EoUTl4YNjUCTFd66i8mrS6PdEIhEqD1+Unn7kXThMzOyVyNQO3Fk+HaewxoEEkViMJjAc58i2yOw1PFy/GK3WkR+2/kDEm5/QrFVXEr6dS9mDW2iCIhrO05cWYiwvJuPYDgylhTzcvBxTeQlJW78kcMSriGVy8s4fpDzxFq2X7UDu4EjJ3cs8+HYeOafqcGvfE7Gs/n0vf3QXQ0kBmpD6gqASpRqr0QBAXUEWMk19RxKfPi9wZ/EU7q+cDSIRurY9G4IPAFKVPS6tulEWfw3BYqbgzG46tGtPWloaqclJbN2xHUeNhkcPH9B65eGG+RXObrgPnsSFq0d5//2PGl0fmVyB1ahvdMxqMiISif9qC8rs7CzenP4WN29cQySCphFRrPpiJeHhEX/x9xvGtVrZtWsH237eiclk5rkhQxg7ZhwKxR9fREwsFvPTDz+xa9cO9hzYj0wm46W5cxg0aOgfvTQbGxsbm/9SgvU/JgHhN2ELQNjY2PyuZn/wLplWGLn7JBK5HH15GSdnTyPr+iX0FeWoXHUNwYc/8YhpTcqJQ0Q8N5pH+3+m1avvcGP1p1z98hNMtdUoHLT1+fNBoQA4BoSw+/menJ7zFoLVimerDgxYt4vakiIuf/IeUqUKl4jmdJ6zrFELyuq8HFybxZBx7hjdlq1vaL3pHO+lGrIAACAASURBVBJB80nTufvdCooS76H28Ka2KB/BasViNCBR2NUXTSwuROXmxZ21n9Lt881oA+rXk3fjAteXvotbyw5ETZqFYLWSdWo//r2HNQQfADzadsEpJBK/bv3x6VofSDBUlHF8Qm/cWnWmNDEObWAYNxa/hV/fkQQMfAmRSERVZgqXZo+hOisVp6bN8e7YG1NNFQmbV6AJDKM6NxOvjr1xDm8B1N/oe3fpR/rh7ZQn38feNxhDRQkiwcr1Oa/gGt0Oe/8Qci8ep8mAlxp2BlgMeorvXsViMNB2/loEqxV9SQEZR3bi4B+Md/chqDx8ubX0LdxadcHBPwTBaiVt/w9YDHo0wZF4tOtO4a2LOEe2puDaSbw6PwmYGCvLKH98F4WjC17PDsElsr5YoneP4RTGXsC7+5ObRqvJSPnD25TE30AbFIGdpz9p6enYB4aja9UVAPdn+pK4+iPkDo7o2nSjJjeDB+sXYbVYcGvfi6xjO7DU1RIy7l2KYs9yYUoPRCIRdm4+RL/3NXKH+lQdl+YdUei8ECuUXJ89CveOfdEX5lBy5xLh0xYhlsqwmk3knd+P/6AJVKYkkHPyZ8JfWwyAzF5LzEfrufXRaEzVFbi26f7U98JQkk/VvUsUHP0Ri8lIkp0n+bmxqP1CqStNJy83B6vZRNqOVQS88HZ95xZA4eJJSWnJU+ONfG4Evxz+noBJ8xGJJQiCQN7hzfTs3a8hMFBbW8uxY4cpKyujffsOjJ0wFnGLXjT/bA6IJZRcOczQ5wZz42osWq3jU3P8ybS3pnE+7h6Oz45CLJXx5U+7OHTkMHt+3vsPd634LchkMl56aSwvvTT2j16KjY2NjY3Nfz1bG04bG5vfTU1NDe+88wbdlqxCpqov5Ce1U+Lg5Uvy0f10fG8RqacOE9xnEDKlquG8rCvnMVZX49OuE7k3r2Csqabg3i3Unj6Ya2tAJMat2ZMn5I8O7EYsk1NbVEDf1dsIGTQShUaLvbsXTsFhZF06RWVmGq5No3Dw8kUQBFJPHCTz4im0ASHoSwoJe+5lavLraysgElHyMJ7Ce7fov+kInu27EffNUpL2bydx+3rST+yjJj+H/NhLOPgGog0Iwb/HoIb1OHj7k3f9PGpPXzzadMFYWU7SL1vwaN0Z18iWja5Rwa3L2DnrcApp1nB9ci+foiTxFlgtmOtqMVVXEPPO4obAgELrjGC1YDHoKU28Tfz6JaQe2Iq9TxBhY97kweYVeLTv3hCA+JPSB3HY+wRSkZRAwKCxtJj1OQEDx1CZ9pCq9MfoSwqoTH2InYs7NTlp3F01F4tej0ShxK/3czzaugqZvQapUk1VVgoqDx/yLh2jJjedrFO/kHv+EMm711MSfx2LyYhf7xF4dx9C2i+bEEukVKYmUv7oLnIHRypSEri/Zj4OTcIovn2JkNFvo3CqLx7o4B/Ko82fYq6prt9hUZhNwvpPkGtdMJYVYa6rQdeuO379R5Nzcje+/V4gbc8GUnasRhMUQcGV46TtWU/B5WOIJFIi315K+r7vkWudsRjqKI49j1Lnibm2CsEqEDhiKs7RHRq/LxcO4d3vJUriLmA1mym/dxWxWIzC0YWqrCQerV+EsayI8kd3KLh4CF37PmQd/gFzXTU12Sk8Wr8AT0cHXhr1EpcO78Uxsh0KJx0AFY9uU3hsKxvXrOfB40eoer2MuaYakUhMdWoCweM/JGjcB7h3HUrJrbOU3ruMa+tn69d1cjvPNguhV8/ejdbbtk07Th34mQd7v8OQm0r+oY3Y1xSzaf0m1Go1t2/fokef7lxJyuRmdjEbvlxKnQWCXl2MWCpFJBaj9m9KbfpDNIKRFi1a/cXv9P378Sz+dBlBszeg9gnBzt0PbcseJB/fib1MjNFoxNnZ+b+63aXJZGLr1s3MWfAx23/egWA2ERHR7K/uRLGxsbH5b/d/vQ3n93dzfre5JjT/xwpB/x5sOyBsbGx+NzU1NYilUuQOmkbH1W4eWMxm3KNaENxvCBc++ZAO0+fg4OVDzo3L3NmyjmcXfE7KycPUFhUQv3UDA9btQqVzpyIzjdOzJlGW8gjPlu0ovH+HnOsX6bpoFSenT8Dey7fRXAqNE+a6OpxCIri4aBYKx/qbd5nKnrYzPubqsg8x19ZwdPIwTHU1WPT6+raPMhkIVlKP1gc31G4etJ29DG1AKKWP4rm6aDqBA0Zhqq3GzsnlqdeudNFRlZkCgFSlBgGyzh0mZPi4+rEBY1UFBbEXUTi5IlitiMRiLKb6eg0R42fg1qYrF6ePwjE44qlOBiqdFxZ9HV1W7CB53xYKrp8latpcbsx/DW1QOHmXThA45OWGQnym2moKYy/SduF6Cq6dwbNjHyRyBRK5gohJH3Dx7eGY6+qQKu25u2ouxooyJEo1Cmc3qjOSuDTzBaRKFRKFEnNdNTKNExmHf8Kn53Cip3+KIAjknP6FpJ++xr3zAPIvHKbs4R2aDBpL24UbSdu/BcRiCmMvUhJ/A8FswlxXg8VoRBsWQ9yS12k+43OcwlsgmE1YzWaqslK4Oe8VxAolnp0H4DfoZa7OGIZf/zFkHvoBU2UZap8A7n89h/JfAzZVaQ/x7vU89n4hPFj7MYayQhK//RhTZRn20e1pOnUhZXcvk3loC2qdFy2iI4k7tg23Dr0bUh0qku5Rk5NK0vfLcH+mLyqfIKJ0GhbNW8D2ndtJfBhPQV0lUrWamvJSnKI7UHrnEiCiJO4ihvJCZPaOWJpEs+2XfQQHBpL05XQcfIMRrGaqc9L58vOVdO/ei5dGP0+7V5bxYPV7CFYB735jcWzWDgC5xpngCR8RO2sQhddOUJd8D33iVaYvO93os1BbW8u+fXsIbBJIeEgIvj5+RE2bQOfOXRGLxVgsFsa9Mh7diLdxblkfyPAY9jr3P5lA2tblBI59r2EssVcgGVmZf/U7fe3aZbRRzyCR2zUcE0mk2EV1Yu7Cj9F6+lFXlMuiBYsZ/V+4A0EQBMZOGMudjHzUHYaCYGXRtxs4cfoUmzdu+U07ktjY2NjY2Pw7sgUgbGxsfjc6nQ4XV1dyb13Du/WTJ8wZZ4+j0WjIvXWNlpPe4t7W7zj69kQMVVXIVCpaTZlOftxNCq+cp1nTMEpbd0SlcwdA6xdAv3U/c+a91yh5lEhArwH0W7MThaMTKjcPCu7cxKNF24a5si6dRumiwzEwFMfAUHKunAVBQKpUc2nBDERiCSKJhGbj3sTrmR4IVgspB3eQcnAHXZd/z7VPZmKsKKPT4m8bUiycw6JoPXMxNz/7gCa9hpJx6gAhQ8c2BBYMFWXkx15GJJaSde4wPp374tdrCHnXznJu5hiCBr2IxaAn+cA2vLoOoPTBXR7v3kRA/+e5v/ELtMERJP28Hr/eI2j/yUaufjCeupICLPo60o/spLYgm8qMJPQlRZx+tT++3YcgEks4PakPVoMe7x5DqM3N4MoH4wkc8jJWo4HUfT/g2akPag8/gIbABNSnaGiahFKbn0XupWOIRCKi3lyMW+v61Ibq7FSuzxmPYDbiO3AsjmHR5F06TuGNM4S89BaiX5/s+vd/CWNVObW5mSi0zlQkJ5B24Af8+owkYOgErEY9OecOYtbXog2OImb2yobaCMVxF0hYu4Dms77g4XdLkCiUeHcfhq51t4Z1Wk1GLPo6dG274xzVjptzxmLvF0zFoztEzVyBNiwGfVEOD9cvQjCbsHPxIOD513Ft2YW6gmzur5xJbXYKfoPGI5LJyTzwPRdyUpEr1VyfORyPLoPQl+RReP0UDk2a4tqyK9rQ5qSsm8vCr77GYrGQkpZGYmIifk2CGD5oEJt+3IJRLKbZjC8RiSVkH/kR0/0KYuZvRSyVIlgtpK2fx5jR3SkuKuTgoQPYu3nzzqzpHDx6BK2zK/rCHORaV6pSE1D7hTb6DkkUSuRaV9K2rcDTTcfp42fw8HiSslRcXEzfgX0watyRh7XGkp5M1b5f+GXXvoYn7rdv38IokTUEH6C+foVX/3Fk7V1DSdNWuLTpiSAIGB/F0qLfG3/1O+3qqsNSmv/UcX1hNrpeo/HoNZq6vDTmLppFWGgYrVu3/Quj/N91+fJF4hIe4Pnm2oZ0L/vw9lz+chKxsTdo06bdH7xCGxsbG5vf239OD8rfhi0Fw8bG5ncjEokICghg3YczsVotmGprSdq3k5wzR/l4zjx++mwxdq7u+HfujrZJMEV3Y3HUOFB89ybR7m6s/WYdFZWVpFbX4tGyfcO4MqWK4sS7lCQl0uzFV9D4BdTf9F89T9KhXShddIilMjLOHuf+Txsw11QTPuoVHv68CdfI+qKMNYW5xEz7ELW7F0o3T5qOmoRIJEIkFuPSNJrsSydw8A3Ao3Un0o7vIaDvCDJPH6IyIxm1hw8qV3ce7dhAWepjBIuZzDOHEMtkFCfEcWvlfOQOGuQaJ8qSErm/8XMqUh+i0DpTk5OJsaYaU001wcMmEDh4DM7NWhL3xQek7P8RtZc/LWYspTThFnKtM7rotmSdOUDqvh/IOLEbp7AYdK06IZhM6EsKaDpuBrkXj1KR+gCLoQ6fZwdTcO00beZ+Q0n8TXLOHcJUVYl//xcIGPwyKXs2Up2bTtDwVxqup2Cx8GDTcsxGPWKxBHvvAMJent7wc7nGCVN1BRKVPeET30Op80QQrNQV5uDdbVCj99xYXkJJ/HVkKnuaz/yc7JO7SVi3iIzD20AiAUFAsJgJGTsde58nRS+VHn5k7P+ezKM7MFWVYTHqKbt/E01Qs1/nE0jb+x2C1YpPrxHIHBzJObkLQ3kxoePfx7VFJ0QiETK1BqdmbXn03WIULh44RbRG6e6LzF6Dnc6brCM/ogmJ5uGGhTgEhCOWyZFqXbHU1WKsKEEkkmAoykXh7EFdXgaZB79n1HMj6NypK4OHD8LYvAdew6dicvHj2MaVmCVyImZ9jVzjjMxei3NMZ0rj6rt5qLwDEYnEyN39uLjxM9KLygibvRb3vmNx6zacR1fP4q6UkX/3Gq7dhlF4+RASpT2OEW3/7HoWk3NsK9ELt1MUe5ro0BBCQp4EKT5eMI9HJjkynzD0hVko/MJQBjXn7PYNjBvzMgCZmRkcPHkKp46NW4rq8zMxFGVT+SgOh6BI8g9sQFtXyuKFS/5qLQd//wC+XbEEQaVF6R2ESCSiIvEG+Se24v/Cu0jsVMgcnLAKAoX3rtG1cxf27t3FxYvnUSpVuLm5/yP/C/ldCIKAyWRCLBb/r3co7Nz5E/EmDfZhT9qgicQSjGUFuIv1tGvX4W+cbWNjY/PfyZaC8a8zIcaWgmFjY/NfrkeP3vyyaz/rNq4j/dAuurZsxZST5/H09MLb25flX37G6fUrCQwOYdPaDXTv3qvR+QMHDGbjqOGEDR+L3a9tAqvzcsi5eg6VgwNXF85EJBJhMZkYNmwEA+Z8xKo1q7n+4xrc3dz4+MO51OoNrFm3HL+ufUk9dQCxREqXJRvQBoRwd/19tP7BVGYkk7h1LcUJcSgcnZGq1NQVFeDRrisSOyVX5r+JV6c+GFIekfDDaoIGjiI4LJya6ipKamox6fUU3LmJRCan+Rsfo4tqy6lXB9Di7QVoA5silspI3vcDj3duoNW7nyHXPCnyZ+8dgGA2IVbZU3DzPApHZ0y1NQCUJMZhKC9FLBET/fp8PH5tk+nRvgdJO9dSdPsS7eav58ykXsjUGuRaZ7y7DuTK+y/j030ItfnZlCfdR6ZxJOmnb6jJzwKRiFPjuuLdfQheXfqTvGMNEqsZ95j26Nr1pDD2wlPvo8LJFXNdTcN/awLDqUiKx1Rdicz+SYpN/tUT2Lm4UXz7ElI7JS3e+wqr2YQA3P1sBsaqMkQiEYLZ9Bc/L2rfIJpO+giFqyeFV45xZ9mb2PuHYqooRWrvQNSMLwAw1VRhrqlEJJHiENC4vaKdiztiqYya7BS0YTENx1We/hjLisg48D0ikQi1TzBNnnsNfXEuGXvWUpOTQm1OKjHzvkflHQBA6d3L7Fg3j/TMTNz6jMar5/P1c7h6UfGwZ32niT/L7ReJRDg2a0tNdjKubXoAIJYpqDOaCRw6FYWLBwASOxXeo6YTP2cEI0aMYs/6udgpVeSf3oXUTo1ru17169q1Go9nn0OuccK+dS9OnDpJ//4DG+bbf2gflZXVSFUOiKQyqpLuIJhN5FaVUl5ehqOjEy1btsZYVkhV8j0cgus7eFgtZgrO7cWxeWfyjmym6PuPGTJwEDOnr0b+a7eXv0SpVLJ7514mTplI0rHNCCIxteWlBE75BJn2SSqSzMmDpNs3iWndHHVAJCKNK198vYoBffvx1Yqv/m1SEXb+vIMly5dSkJ2Js5sHM96ezisTJ//T63N11SGquPn0D8rz0em6/e8Wa2NjY2PzH0n4L98CYQtA2NjY/O6ioqJZvfKbp4536dKNLl26/c1zIyOjmDR+IhumvYDPs/2wGA2knTpMYEAgM96azqBBQykuLsLBQYNaXV/oslevPk+Nc+ToYTLuxSIW1z/Z1QaEAPXpFEl7f+Dxns2EPDeByMnvUpOfzd1vl1Ce/ICK9CQUWme6fbW7oZBmcfxNrs6fRtuWrchIT0Vs74hfz6GEjZrSaE63lh2J/ewDfLr2oyLlARVpj1C6eVEYdwmfbk9uIkvux6J09aTrmkMYSgu5+/U8qjKTESuUxK9ZTJMBL5K2fwvu7Rp3U/DuOpBrH01ALJPh0rwD+uJ8sk7uoePnO3Br3YX8Kyex9wum4NppCm9dwlxTia51V+x9Aim4cYa8i0fJPLEbq9lE7x49SXUKwCW6PQ+3rMBQVtxQFNJqMpF1Yhf+A8c0zC1YzIgkEmIXv0bwyFeRa13IOXeAypREVF4BeHYZxPUPxxI0ahpyjRPZp/ZQlZlE+Ksfk3fuAKl71uMc3b6hlkDehUNYDHqi31uN/NeAhnevkRjKCil/EIeptpLwNxajcNJhqirn0aZliBVKpAo7SuOvofo1tQSgJjsFc10N3n1fatT+svjWOTQh0VQ+uo2ubU8CX3gLAIeAcBwCmxE7ewRuXQai8g7AYqjj8cbFVDyIRaHz4uKF87i2VzTU6gBwCIok+9Dmpz5rVSn3cWld/14JgkDhmV3IpBLsdI2fSkjVGiQyBe/OeJe5H84lKysTg8HA+x99yN3jW7Fz88Wty1AcY7pQnnCd8jsXyPN2paamBrVajSAIVFfXom7SFK++LyOSSMk/vZPanBQsVgHprykAcrmcb1Z9y8sTX8alXR8Uzu6UxJ5G4eqFWCqnc6eu/PzTzqdex18TGRnF9cs3ePjwAWVlJbww+gUUrk9emyAIVN8+RUFyEu4vvI+2Wf3uJcuASRxf/TaHDu3/t2iLuW/fHj5cuACXkbNp2iQSfU4Sn65eDsCkV6b8D2f/ZUOHDmfx0sVUJlzGIeIZACrvXUCfkcCgQUP+ZWu3sbGxsbH5T2FLwbCxsfmP06ljZ3p274m4pIBmHjp69+zDo+Qk9h/cz7Ub12kZE4OPj+/fHOPBowdU6vwIHTmR9BO/4N9rCDKVPQ7e/iRuW4tfz6E0fXEqMpU9KjcvvJ7pyZ1vFlKZmUrTF1/DJeJJRwmVuze5l46TkfSQDsu3otR5UP7wLt6d+lCZkUTS3s3kXjlF0Z2rWExGzLVVVOek4xLZhtAXpnL3q7nINU7I7DUU3bnCnVVzaTpuJhr/EKQqe1yj25N+cCv5N+rrVSh13lSkJOLfb1RDO0aAqqwUiu9dx8EvmOTd6zFWlGA1Gck8thNTbRWm6kqK4y7h0KQpxrJCIl9fSPDIV3GObINPz+GUxt/AUFaIg08Q6Y8T0VeW1wcZBCsJ6xeDYKU6O4WEdYtBJEJfUoCuZRckcgWVaQ8pvn0Z/8HjyDq+i4KrJ1F5BeDdYzj5l45QmRSPWK6gKPYCRbFnqSvOR+7giESlpuLxPUSCQObhH6nNyyTj0I/knd2Hnbs3fv1eavS+CVYreWf3IZgtFN88Q9bR7WQe2YrCyQ1jZSkRby4j6fulSNUa5I6uVCbdJfHrDxGsFqpTE5HZa8FqpeDCATL2bURcU4HRUIff4Iko3Xwa5pGq7Mk9uxeHgHCcmrUlZdsXCBYzkbO/wavHSDy6DiX76I9YDXVoQup3EYjtVGTt34jIbELdJBzBaiHvxA4KrxxFLhZRW5xH0dHvkRdl0KZVGzLzC9GEPvkclSdcp+L2OXbt3cPmH7eAAEMGD+HlMS+zceN67AKjKLhwgPxT26l4GIdDWGsKi4tZ++VSenbvSUJCPHuPHCHig43YufmgcPHAuWV3Sq4fw1pbyQfvz2mYKygoGK2DA8d/3oIVMS7t+qLQulJy4ge+XbW6UV2Jv4dIJEKn0+Hr649cLufYt4uwSuSYK0soPvo90oI0rHIVEhdvqlPuIVVrkWtdsUhk5N86z3PDhv9D8/0WXpk6BXmvydgHt6hP39G4IPNtyrlNn9KmVWsmT3uV996byQ/btiICWrVs9T/ujFAqlXRo14F9q+ZTdmU/lVd+QZ5zn62bt+LvH/D7vDAbGxub/zD/11MwNsVlg8Dv8mdiiyf/tvl3YdsBYWNj8x8pIqIZERHN2LxlE0tXrqDpxBm0bBJCwc0LDB0xhP17DhIZGfVXz584biI7B/QGuQKxXMHN5R/QZtYnKF3csFosuLfq1Oj37ZxcUDi5Yqqphr/UPk8Q0IREofEPQanzJGnHOmJXfEhR3GX8ej+H2juA4vhYZCp7zEYTbT9ei2NwBGmHtyPTOpN98SiPdqxB5eaFXOtMTV7Gk7mddUgUSjp9vp1rcyeRfXovKk9fHnz/GVGvz0cslWGqrebR1lW4telK7JK3iHpjEbrWXRHMJtL2byHz2A5M+jq8u/SnMiUBkVSGW9snOyjEEil+/V+idmMGbu16kLx9NfZaPTfnT0ETGI5nx76kH92BuboSBAGxnQpLXS3np/ZB6eZNbX4WIrEEe58gWn28oWHc+19/iMROTct536FwcefO0tcRSaQ0GTYJkUhM8tYVSBV2tFy4her0h1Q8uoMmNAZjdSX6ojzMdTVIleqG8SqS7uEY0QZjRQkWowGnyDYYSwspvnWe8NeXoAmKpNn0L8jcv5HkH79AIlfgN2wKXj1GUHL3CmlbP0MhEggOCEQUEERtbTX/j727DrCyyhs4/r2d090BDDV0g3SXdDfSpaS0IIiCKEhLiIRII0gI0iDdMdQUTHfdnFvvH6OXnUXfXXdX3913n89/88Q55z73Xi7P7znn93PRaDCkJuAR/TohoL3YjL3YRNa1UwS17U/2tVPU+mS/c4aGzMWdyL7v8WTt+3hWb4xEqSJpx1K6d+tOTl46l97rAA4H9Ro2ZtOxk9y4cZ24xASqjxhKly7dSU1Npl3HtjiKTUjcfcm4dARTZjIyrRvyt3qgjazMwdO7udSzK6eOnaJfn35s3X8IrzqtMGenUnb0R4h+nr2TfekwYyeOo2unTrhXe6t0QlGxGPdqjSm4uP+Nj+zIkWOIjIzk8zWreXn+W8JDw/hk/SaqVavxxrG/x/hxE6lUsRJf7dhGzsvr9GnbkqLCqqzZsA7RyyeIFSperJyAd5PuKLwCsNps/1R//ypJiXGE96tYapsyqBwJGen07t8H9/ajiWg/HXNWEp9tXkNOXi6z35/9N9utW7ce927d5/HjR4hEIqEEp0AgEAj+qwkBCIFA8B/LYrHw8bKPqbVgjbMihfbt/jjsdj5dsZxtW7b95rnlykWx5cstDB01nBoT51MQ/4zTE/uULCUQS8iPjcG7yuvEcRaDHlNOFj41GxJ78GuCm3ZEqiyZzp/75B76tCSCokqehMvUWmrPWsGVOe/QeMUetEHhAIS1782VmYMx5eUQu38zYe16EXdwKzWmLsOjQjVnX7qURK7NHkrZXqMQiUQUvnwBIhGpV05RXJhHjWmf4lGhBve/mMO5Ue1Q+QZRlPgMkURGfuxjgpp2xrdOMwBEMjmRPUaQevEoFn0RaVdOIRaJEUl/5Z9/uw1bcTEyjRaRVFKSaFKlwWYpJuvWBayGImzFFsQyKVEDJqH09EXu7k38gc0Ys9KwW8zc+WgsYZ0Gow4MI+Pqj+Tev0K9zw+hcPci7/FNLAW51F7yjfPm2SO6Hg6HHZFIVLL0IaLkBlD38ilZN8/zeOUMot6ZhcLTn6zrP5L64z6qz9mIyi+Y7DuXSD29D11KHCGdhuFZpWRqv2uZaKKnrODuwuF41WxKYMueAHhVa4g2dCN3Z/YiPisX/7dH4uLmRdqJHbz6bjOuZaviElkJm8lA7M7luJatgsovhPuLR+BwOJBq3UtdLoWXPyKxlAeLRyCXiBgwYDAL5i1EJpNhNBpxOByo1WoAypaN4qefSnJp2O12IiPLcvrkWebMn82ZQwcI6TkRl/I10CXEkHRgLeH9phIyZC7xy0dz9uyPHPjuEJHDPyBx16eE9pzkvH4AXg078vjoJlxcXClOT3zjbTUkvaB+3V+vttCiRWvuPnjA6vt3SchyYcTYkdSr14DN6zfi8lflcn+P5s1b0rx5Sc6LvLxcqteqStn31qIKLAOAX9shvPhsFCqNC73mzPqH+/lXiixXgaK4e7hGvw4+GhIfodS64tqsH+612wCgDq2IbMAHbFw1mncnvOtc6vW/EYvFVKlS9Q8bu0AgEAj+c/yXp4AQAhACgeA/V0ZGOjZwBh9+4Vf7Le4tfvOJ719r3rwl9mIzvjUbEfRWWyr0G0thUhyXZw7nxf6v0AaF4Ve7Maa8bO6vW4zczYPa73/O/TULODOmM8FN22POySLt2lkcDgdpV36kwqCJKNy9MOfn4FmxujP4AGDKzUKmdUOfnkzW3SvkPrmLVV+ENrj0VGxNQCjFugJ0KYkYUhJ59OVirCY9GdfOIdO4Ois81Jr1BbqURNKvnUaXFEfZ3qPIfXwb1/DS10MkEqEJDAeRn0rJYQAAIABJREFUGI8K1bFZLBQlPCH1wlFn1Qq7pZj4Q1ux6At5/s1qZHIloZ0GE9i8K4Wxj/Br1J6EAxvJf3IbbFaebvkEiUKFzWxA5ReK/1sdyPjpOL71W1P08jmFCU/QhpYj5+E1Z4LNwrjHeFZtUOrmWR0YRuqZg2+8N/lP7iD38Ebq4s6tWf2xF5tRuLjhXbsFmddPYzXqcAkrjzErhYCmXcm5c47gdv0Q/xxYMaQmok96QdSIeaXalbt5YbVZiRj9EUrvkmUG5UYvImbZOF58MQWZSoOxMB+7SIzSPxSPqg1R+ofx6uAG8h5cwbNaI2dbWddP4VaxNnl3zhMTl+wMNuTl5SKRSHB1dQPgxx9/YMz4MaiDSqp8GFLGsGHtBlq3bkdmdg5h/afjVbck2arSJxiZ1p1X+9fgUb0Jiqja3L9/j8zUJEJDon79fy0iESKRiObNW7Ls80/JuHAI38ZvAyJyb51G//w2K3fee/M84PDhg2zcsZMy729B7uGH3WLmyYFVTJryLls3bf3Vc36vH388iVtUDWfwAUDm4oFH3Xao467RrVvPf0k//6y5789k1IRxAGjKVMf46gm5h1eh0bqgiqxW6liZuy8yrRupqSmlqpAIBAKBQCD43wkBCIFA8B/L09MLq8mIMTcLlaePc3tB/DNCQkJ/9Zz8/Dx2797F0xfPqVyxEgEhoeTHxuBTtS5imQz3yAq4hpVF6eVLzPbV3Fw2A5FIjESlocKgiYjEYqpNXEjS2cM827wUqcaFymPnogkI5fGmTzg3vgvh7fuiz0zGlJvp7Fef9oqrs4YR0KQDkV2HU/jyObF71iNWKMm4cZ7gFq9LImbevojCzZMr0/sjlkoJaNyR8gMnYszO4OaCUSU3oT+vPdcGheMSUgaRREryuSMY0l5hMegIbt0TkUiE3WLh1Y/7yXt2H7VvEGmXT4BIgtLThyebl5B6/ogzCSWIkLl5YTPosFotSFRqrkzsiCogDIsuH+wOJHIl9T4/SPrFY2TdPEvUsJmYc9KRat3wb9KJB0sn0nDNCaRKFfqURJJP7ibt4jECm72N0suf/Cd3Sr0f3rWb82Lbp8TvXUtopyE4HA5efrcFU3Y6NT74CqV3AA/n9mfl4kWcPPkDu/ftxqdRR5Re/iQc/BKp2oWwLsMwpMRxd8EQ/Bp3wlKYR/qFI4jEEvIeXkMd+DrAk/fwKjKV1ll94he+LXri9+ISSxd9BECrNi0QK9Qk7l+Pw1KMa7lqPPtyHsGdhqINLU/eo2tkXT1BRP9p6B5dQaVS8fTpEyZNfZcnjx/icECdeg1YOHc+o8aOImzsUrSR0QDoEh4zauworl+5Rcyj+1TuN7/UWFwr1sGYlojdasGeHk9ox0ZERFUk/+EVbMUmUn/YRlSZT18vwbhynLCwCDIy0mnZrAXnL+zl4dHNiMRifLy9OX7kOH5+v17ucv2WzXi2H47co2S/WKbAr+t4znzQi7y8XDx+rjTz12JjXxAXF0tUVHkiIiJ/9ZhfOBwOEL255EAikdK6VZvfLPH5Z2vVqi1frl7LR8uWErdnKSHhkXy2eDF7Dx7k8csYVEHlnMdaC3MpLsonIOD35coQCAQCgcD+Xz4FQghACASC/1hqtZr+/QdzcuV8oictQO3tR+7zRzz7eiXrPv/ijePj42Pp2KUjrpVqoYmqypUTp8nNyqRg3SKqTVuKe9lKFL6MBYOO4rxMzAYDMo0LprwcApu0J6RFSdZ6kUiEOS8Hm91BkxX7kGlcAHhr+S6uzn2HvOcPcQmNxJiZSsaN8/jVbcaLvRsJbd+Hsj1HAuBVpQ6uYeW4u3waj778iGJdAd5V6pD37CEv9qwnpFV3kk7uZfiAgew98QNWkxFNYBhyd0+Sz35HSKuSpH02s5HYvV9iNehQevtTddJHPNuxkgerZhPari/Pvl4OYgkVR8zBVmzm5ffbcCtTCf+Gbbm3fCpFL19gLswDkQibyUil4bPRRpTnxow+xO9eS415X6IJLoPD4SDlzAHid69BqtKS++AqqoAw7n44Em14BYrzshBJJEg0LlyZ1BGVTxDGrFQCW/UidvtydI+vI/MPp+D5A5JO7CKodW8QQfqlYyAWk3n1FElHd4BYjEeVBnjXbs6DT8bhVaMJDmMRY8aPQRYQjiognILHNwictIygdv25/+Ewnm5ahFSpxpD2kozLx5FqXFDI5XTu8jbHju/Eri/EtXJd9IlPSTu+DalYhNVQRM7NM+hTE1B6B2AvyiMyNIy4uFhGjxuNJrwCpmILxrRE3MtEY06MISIsjLQrx8m8fIzi/GzUQWVI+GY5Xl4+pKQk0aV7Z9zbDqHKsKVgs5F0Zjc9+3THrUpDZ/ABQBtRGbcqDfn++0P4BQRhSI7DNep1eVBjWgIyF3cyz+3Hlp5Ap05d0Gi0jJ4wBlVkVexmI4+XDMctugGGpBeYEx/TunVbBo0aiaZ2G2RVmyG+dpRRw0cwe+bc/zVRYnZ2Fhqv0jfREqUamUpDfn7+GwEIg8HAsJHDuXHrBi6hURQmPqVF8xZsWLPhN8t1tmrVlhmzZuCW8RKlXxgAVn0hulsn6TL+t5dJ/V9o3bodrVu3K7UtODiEXv17I3X1RlupPsXZKeQd/oKBA4eg1br8H41UIBAIBIL/TCLHf1Ah0qysov/rIQgEgn8zFouFDxcvYMfO7YgkEtRqFfNmzaNvn/5vHNt7QG+ygisT2W2oc9uL3euRxVwnLT2NosICFAolDocDg9GAf8PWeFaqSfa9K2TdvUa9hevxiKpKzqNb3Fw0Hv+qdak2e1WpPpLPHiHh0FbEFjMWs4liiwW1XzCGjBQafLwdTWCY81iHw8HpoU0R22zYAIlCido3CKW3P9n3ruCw2WjZrDkVK0ezceN6VMFlKUpJwGY2oQ0tgyYwnOw7l7BZLHjXakpwkw4UxD8h8ehOJFIp9mITCi9/6i7d7UxMaDXquTq5G27lqyOSSKg8fjEisRiH3c6TjYsQy+SUHz6Tn8a3J7BlDyK6jyg13utTe1Bh5Fzi963HmJFCjfmbUXoHlAQoftxD4oGNVBizALmbJ9qQchQXZPNwwRBmTHmfjVs2kpaehkSpxm42gQiU3gEEturFy0ObqbP8O8RSmbOs5aPPJ1P49DZKrSsVZ29C+fOshcwrJ3h1eAu1Pt5D5pUTWC4eoG3LloSHhfHgcQxSiYSe3XvQoEEjEhLiWbN+LXcf3KdMRAQTxozjvWmTefL8OXI3T4rzspAoNdgMRQzsP5D9B/cTMWE52ohKABhSE3j+6Vh2bd9FzZq1ad6qKZkmGxWmrkGqccVus5Ly7Wf46NPIkLgQNmJRqc/D47k9ca3WhJBek0ptTzmwhgHVI9i56xtyzFaixi9DFRCOKSuFF+tmUpyTSlT5SgT4+6M3GmnRpAlrN6wjeMxnKP3DKHp2C31iDBK1C6mH1qH28CFy+mYkPyfsLM7LIHbpO1z/6QYBAYHY7Xb0eh0ajbZUAsQp0yZzNsOEf+fRzm36hMfEr59O61ZtGTtyNPXq1Xfumz5zGicexOHXdyZiqQx7sZm0HQsZ0Oot5sya++tfUmD3nm95f/YM3Ko1wyFXUXT3NNWjo+nZrQcdO3b+zZkW/y7Onz/L3IUf8OLJQ1zdPRk5YjRTJ0/7u2dvXLt2hT3791JssdKtc2datmzzNytoCAQCwX8rH5//38Hd+puu/Gl9XRvZ8E/r6+8lBCAEAsH/CyaTiYKCAry9vX/1psButxMU7E2bXT8hVaqd280FuVwa05GEuGSeP39Gh87tkHgHENyqG+HtezuPe7ZrLYlHd4FIhEQmp0r5ciSkZVLvi4OlbiSebV9BSEEqs2fOISEhnknTp+Bavgb6lHgqDp+BT/XXPwTFhXmcG9UW/0ZtiBo0hdQLRyl48ZDCuBj86rXCZjWTcvoglatW50nMY2SuHoR1GkTi99txCa+AW7kquJatTNaNs+T8dAKRVEaxyYjIbqNx0xb4+fhw3eZC+NtDS12LmA0LSf/pOAoPX6QaF/wbdySkbR+KC3K5NrUnTbac5+rkboR3HUZA07dLnXvnw5HI3b0pevmMoFa9CW7Tx7nP4XBw7d2OeFaoSUCb3piyUkk7vJn3xoxh3JgJXL16ha693kbh7ovDYUflF0pR7APsdjue0fWoNGlZqb7Szh8iYc9qQjoPI7j9wFL7bs/qTWjXkVj1hSQf2ojSxRWr0UDZMmXp06MHMTGPuffoMSkpSfj5BzJxzFh69eoLQOsObYgvKkaq1BA5dDZSjSvG9Jc8/2IKKk9foqavL9VX8u7PGdogmnffnUrDpo2QthuJa4Vazv1WQxH3Z3TBr91AgjsNx+FwYEpLxOGwk358K/rYB1Ra8K0zOGAz6XkwtzcSuxW7TIVb9abk3T4DIhEOmxWx3cqkcRPZuO1r3Jv3Rebpj+HeObLuXaLinO2llo/YLcXcn9oWv9b9Ceg0otS403Z+xNSeHTBbLHy24jN0hfloXdyY8t4URo4YjUgkIjk5iVbtWqKIfgtNpYaY0hJJPbEV74ZdkLl5kX92FxPHjKFF85ZUrlyFMlFhRE7fisz99ZInU1oCWVtn8/TRM36Lw+EgKekVR44c4tiJYzx++gzXas3AWIj+xR22bNyCn18AxcVmqlSphvTXkqT+G7BarUgkkt8VPPjok4/4ascOFLU6gESG5f4pWjdqwNpVa4UghEAgEPwKIQDxr/PvGID49/yFFwgEgt9JqVSiVCp/c79IJEIqk2MzGkoFIKxGPXKFErFYzJHvD+PXqA3xpw4Q0qprqfPD2vUi8di3hLzVFt39K3y1aRu9+/cmbvd6InqOQCyVkX3/Gulnj7Dt2Eny8/Px8fGlZpWqvFK641tnGM92rMQlpAxKLz+sJiOPvlyMSCyh/OBp5D9/QP7Te1j0hagDw3l5cjcKNy8kKg2ORt2oM2AmOfevELt7DeqAcKpOfn2z7l6+Brpn91kxfy61a9dFqVTg6upGv/69Mdry37gW+pR43CvWoUz/SVh1BSQc+BJ9UhzlBk7GbjH/vGYf0i8dx79JZ+dNkjkvi6L4J7hVqo2lMI/8J7cIat3buV8kEqH29MGS+JCnX9zCw92NRbPm0KdPv58rQqiQKdT4N+9GcLsBzut/d/5AihJisBWbsRmKkLl6IBJLKHh+H4lChcz1zafjMhcPYrctRSxTENBuIMHtBmLOTefhRyNZvG4T5pxUgruMIrxvY4xpicz5+BMyMjMZPGgIMQ/vYxdLqLZoN1JNSaUHlX8YIX3e49W3K0g6vAlT+itUQZH4NekCSg0GgxGAwsJ8/Ny9S41FotLiEInIf3gVj6pvEb91ETaTAZFYjFWXT83qNYhdPgbXt0qW8KT9+C3q8EqE9p1G4ZObpHy3nsgRH6L0DUGqcSVt50esXruKMlO/RBUQXvIeV2lE4avBZF84QFD38c6+c64cJSAkDIf9zVKWDouZW7dvceLiZfyGLCI0uBzGlFiWr1+CXC5n6JDhBAeHsOrzVXz62TJitpzAZrNhLzaji72LZ732WCRylq9dy5c7diEqNmA2GpBo3Ur1I3XxwKArfKN/gOTkJGbNm82ZUyeQSGXUa9CI5y+TCZ++DYm65D+Y6oSH9B/cH427N1KFCpFZz7pVa2nRotWvtvl/6fcGRhIS4tm4eSP+EzY6q6jY67Tn1IYJXL9+lfr1//3+YygQCAQCwR9JCEAIBIL/CiKRiK7denFz11oqjZ1XsuzAZiP+23X07Fky0yEpNQVFYARiiRSrQYfE7fWNr0VXiNjhoE2ZQCYsP4+fnz97d+1lzISxXHynNTKVCo1Syazp79OjTw9sMiViuQJjZiomk5HwzoMwZaVxaXJPVL6BGFJf4ucfgFgEyacPkHz2OyK6Dkfh4U3ymUMoPf2wF5upNn0lbmVL8geoA8JAJCbl7KE3Xptrheo8evQAPz8/1Got3313kOs3r2Oy2vBv0gmPCjVwOByk/3QCfUoCDdeeRCJXAFB12hdcm/w2EpUWdWA4htRENIER6JLjeLDsXQKadcFSlMerozsQiSVUHPMhDoedO3MHkvf4Jp7RdQEwpL2kMCmOyEFTCQ6IJO/maRZ+tJAjx49y/swpHA4HDqmMoNavZ01IVRrCeo4j9uuPuTaxLWK5ArFMgXvF2uTcOkdI15FkXDqKb4N2zqUZxsxk9CnxeNdvR979SwS1LQlmvDz4JV7122IpyMG7fhsCWvYCSsplKnyC+GzZKOw2K3abBaRyxArVX31KHFh0+Vj1RbhXa0zhszs8WDgYhUxGm4nfAhARFsGrq8cJ6TbWeVbBo6uIZXLsxWaefj6B0D5T8KxTUtUi/8FlHuxYwuqVq/nh9I+c+OEEvq0H4Nu85DMnUaiQefiSsPVDvBt2wq9FL/JevsCh0DiDD79wq9mKjNPfYEiJxa1KI3Sx97EmPmTtF2sYO2kCHo3eRvFzPgf9yycUPr/LhayX+PScijq4JIGiKqgsPr2msmLVMoYOGc6cebPZfeAANhcvpH7hhPeZhsInmMKHl0nevQzvFv3wbT0QkUhE3p3TFOxbQe71H/Bu9HpmTN7NH3irSfM3vnM6nY7W7VshrtKKsvP3Y7cU8/CHrzDZ7IiVr0tXaiKqoAgoi1uL/rhWaoA+7h7vjBrOpfM/ERwc8ka7/0nOnTuDtmKDUiVcxXIVsspNOXnqpBCAEAgEgv9C/znrD/4YQgBCIBD811i8cBG9+vXm6rvdcY+qQm7MHaIiIpgzs2TteqN69bn89Q4CGrfn2c41VBk7F5FYjN1qIW7XGkaPHMO8Oa8rFvj7B/Dd/u/IyMhAry/C19efmnWqETbsffzqtgAg//l9bi8ax5UZ/fCp2Rj38tXJi7mN1j+YdwYPZve+vcQf+oqGy/eh9CqpROBdrSH3P59O9v2rzuDDL7xrNiZu77pS2+w2G5nXTrP6vIFNe/dRlJ6MSCrHZigiesrnPFo1C4lSjc1kwGYyENJ+oDP4ACBRqtBGVCD9whHco+txZ+E7iOUqrAYdhSYDhvQkrPoiHA47gW37IFVrAQhs04cXX39CRI/RmHIzST6xE7sD4rYtQ+7lj0ShwVxYxIUbt/BvPwjX8tWJ3bwIkaT0T0/u3UtogsoQNXoxCk9fdIlPebJqCogliBBhLzZxf/EI/Jt1w1KYS9qZfYT1GIs6qAwFT246Z2Dk3r1AjY/3E7N8AgFt+pXqI+/+ZYxmM1vO38I1uiH5j69xa1Jr5J5+hPYcjzowgqQD6wnpNRHfxiWzX7zqtCb1h0DyLx6gWrUabNvxNTEvYjGaHmHVFeJepSH6V0/JOLMXMeDb+G3y71/Gq24bZ78e1RqTd6M2OTnZfLxoCceOHsGvRUkAJuXoFvLvnse/7WCkrp7k3viBxx8NBZEYu92Ow2Z1XiubUUfm2T0E9XwPR7EZQ1o8SOTgcNCoUWNmvz+LxR+NxL1yfbCaKXh+jy/XbWTI0AFEh5YvdS3UIeWJTXnFrVs32X3wAIHjVvDi0xGUn7UdqYsHAG7Vm1Gcn4Up+TmWvAySvvkYc+YrRHIVaYfXY3x+C5fqzTHH38cU8xMffv/DG9+3jRvXYXINJLzdsJLPmQoCek0ldukQ9LF30Ua9XsYilisROezAzyUwqzVnz95vmTplxhvt/idRq9Vg0r2xXWTWodGE/coZAoFAIBD8/yYEIAQCwX8NNzd3Th47yfXr14iLe0H5yROoVauO8wa2a9cerPlyHUazC4VpyZwb0xGXsHIUPn9IowYNmD7112+GSkoc+nHo0H60ERWcwQcA96hq+Ddqi8zVA01gOCKxmCoTFlH06gV79q2mfZs2fH30hDP48Av/hm3JjbmFKSfdmXwRQPcqFrFEyvNtywnrPASHw8bDlTMRu7hTY/FO5K4eWA06Hn8xg4LYR4hEDoLb9SXz6inKj5jL41UzsRpK59Nx2O3oX8VSYexCbEYD+Y+uYTPp8WvUjrKDZ/xczrOYRyumIpa+rnQglkiQe/iQdfMsYrkCu9VC5UnLcClTmXsfvoNErUVh98WY/pKk779Cds4Dh93Kw6XjMWWmIPfwxq9pV3LvXqTG4j0oPH0B0IZXIHLADJKObSXv4VXECiVF8THkPbqOTOtK+fFLcYmoRPqFQ9gtxVj0RUjVWkQiEQ6HA6VPEPpXz9GElDz1NyTHkfrDTqou/Ba5h+/P22J5snw8gR2GEb91MSK5Cps+H+/6HUpdG5+3OpN6bCvrN6xl/cYNBL/zIYVP75J6dBOFL+6jCojAt1U/Mn78lpSjXyGSSHi5ZwUB7QYhdytZqqHwDyMjMxMXF1fkCgWmzGQkKg1Z5/dTcc4O5xITl3I1iNs4C1VAJPqER6Qe/5rAjsOwFOaR8PVCxHIlhY+u4N24K96/LOfYNp/vvz/MyHdG8XanLpw5cwqZTEbbtjtxdXWjTPlKFD27jVvlBs7XVPT8NpFRFTl2/CjqGq2wG/XIXL2cwYdfaCKrkHfrFImbZuFWsxXho0sqquhj75K2YwFRrhIa1K3L8HXL8PMrXdYU4OCR79BGlX7CLxKJUEdEY0h87AxAGFNeYEp5gaZczdcHuvqSkZnJPyMzM5MjRw5iMBho0aI10dFV/qn2/hEdOnRi1txZKBIeoooo6d+ckYjhwTl6fr7gTx+PQCAQCP7vOez/3VMghACEQCD4ryISiahfvwH16zd4Y59SqeT44eOsXbeaoz+k4vDyoG65EEYs/Yjo6Kp/s+28vLxSyfl+ofINwqIrIKhZZ6BkOUfa5RNkJiawbvNGxHIFDrvducQAwJCZgsonkCcbPqTS2IUoPH3QvXrB0y1LsJkN5D6+SdrF70EsBoeDqjNWI3ctuYGUqrWUHzmP69N78mj1HJQePkS9Mwe3ctUQISL90lHcylfDu1YzbMUmEvdvwGrS82TDB2C14uvrQ3ZmJhG9xjuDM2KZnIhe43j65QeEdRmO1agn+Ydvkbm6o1AHkX7jDMEdh+JRpT45dy8iUigwJsfiVas50dPXIFYoefXdZtLP7cejaiM8azTBmPaSuB1LEUkkzuDDLzQhZbHpi4ietZmHCwehjaiEzWwirPsYlD5BFMU/5tXBDVhNRm5N64TCwxeFTzBJRzbjVqkuSQfXo/QJxKVcdTIuHcG7fjtn8AFAHVwW10p1AQf+bQdizs0g79YZrPoC5H/xHlqL8pCotGzdsZ3CgjyCPf1JO7EVn6bdCfk5F8OrvStR+oUQ+PZoZC4e5Fw7wdPl44gYPBuZqye6+xeoP+RzpFIpo0eOYeuuJWjqtEcdWuGN/BaetVuTd/cc4UPmk/D1Ah7M7ILDZsWjdmv82w3DnJXMq50f499+GF71OyDyCCQzMwMoCYT17z+oVHvzZ81h7LsTcVgmoImsgj7hEdmHV7N6+QruP7gHNisyTz8shTlYCnNLjUcfex+pygWboRDv5v2cnwVtuZp41OtI7SpBzHp/zm9+H3Q6Hfr4B3g37+vc5nA4MMQ/QGS+ishmwWEsJPvmKQJ6TEEsL1kS47DbsD65TJMes36z7b/l+PGjjJ04Fm3F+jgUWlasW0evbt1ZumTpn5r40dXVja2bv2b4yGGYAiIRSWXoEmNYvvQzwsMj/rRxCAQCgUDw70IIQAgEAsFfcHV1Y9bMucya+dslBX9L48ZNWbzsY8INRch+TrBnt1pIu/A93jWbAJB15xIPVs1FBET2GU9gi27c/mAY8Ye2ENltOCKxhKJXL0g8/DXBbXtTGP+EK5O7IJYpEDvsgIOa87fgElHB2e/Fkc1R+gSWGovC0xdsNqRublh0BUh/Ho9bhRrkPrjK862f8GTDAhw2GyKpFIdDhFf5GujiHlGrVh1O/XACiaJ0Uk+pWoulMJf4vWvJuPg92shKFD65RatqlblR/S2COwwk+9ZZXn23BXN2KmKFEt+3OlHw9DaasPJYivII7jiMwJ+XRyh9gqg0+QsefjQc3ctnaMNeLxXIfXgVTVh5xFIpquCy5D+8gkgk5u68/iX5FmxWlN5BRM/7DJm7NwWPrxO7cR7mjFcUaNyQKLU8XTUN7HYcIhEBLfvw18RSGdhtaCMqU/T8Dp61W/Jqz0oiRyxELJFitxSTdGgDHjWaYnx2DZVaQ+al75AoNXjUaAaUlLvMvXmK6IV7kKhKlqYE95hQUgZz41xw2FGrlJQpUxaAaVOmA7Bu3WrMIglZP31P7vXj2AxFuJSvjUiuQObiiczNi7DB83iyeCBeDTsT1G0CANqy1VGHVSR+w3TcqjfD9OQq9SYNLvW6cnNzuHPnFl5e3rRp045Na9fx8fJPiT+0kojIsixZvZZWrdpSpkxZNm1tj3ujLrhENyT28zEo/cPRlKuBRKUl5/QOJAo1suCoN27axV5BJKemvXFNHQ6H81hPDy8y4p6R8cNWvBp3x2EtJvPUdqy6fLZt/oo7d+9QWKBl2x0JOed3I5JIEMsU5FzcR7BSTLt2Hd5o/++h0+kYP2kcPoM/Qhlc8pmytRjEwS8n0bFde5o2fTNfxR+pWbMWPH7wlAsXzmGxWGjatBmurm5/+0SBQCAQ/L/0H1SE8g/xh5ThtNvtLFiwgGfPniGXy1m8eDFhYa/XOu7du5fdu3cjlUoZO3YszZs3x2AwsGDBApKTk7FYLMybN4+qVUs/cRTKcAoEgn93M2ZN5/szZ/Fv1w+xXEnmmf2Eump4/vwpLuWqknbvKuHdRpB99xK15m8CwJSTweM1czCkJpbkVzAUYjIYUfkHI9O643DYKU6O47NPP2P6rBlU/XA7qr8IONxdPAbvOs1LlcTMunGWxIMbKS7KxyW8PAoPX6KGz+bppkXYLcXkPrpGmQFT8KzaCLFEQvzeNWTfPIPNoEMkkaJ1dcW/2xj83+oIgCE1kScbPqA4LxO7tRhtZDSm9JeMHzqEZk2aMWQett9kAAAgAElEQVTcWMQBkZgykvFr8jb6lHiyrv6AVOOCJqQchc/uAg4qT1tbKtAAcHdaJxBLCO07GU1IOfIeXiXpyBYqvrcCsVzBwyUjKTtqEW6V6mI3G0k6uI7saz9Q/ZNDzsAKQPqZveTc+JGKM75EJBJhyk7j6fJxiBVKbIZCqn74uuqFOTuVR4uHET1/Jxnn9mG3FhPUeSQPPyh5Wq8Nr4QuMQaXctWRufvQwB2qRkfz2Zo1WEUSAjsOx6tuW/IfXCbz3D7KTVpZ6jXl3jpD/r0LhA+ZR/a5PcifXubqpavOm3OLxUJ0jWiMUjUBnUcjc/Mi98YP5Fz5Hr82g3EpU4X0H7ZhSH5BxMglaMIrl2r/yeL+qF08qFkujG93fOtsd8XKz1m56nNcwypgys3Ax92FPTt3ExIS+quf108/W8ZnKz7FgQjPt7qj9Aun4O4ZLMlP2bpxM7GxL1i4ZDHl5u5B8nPiSIfDQea2ucwe3p+BA4cAcOfOLd6fO5uHd26icXVj0MAh7Ny1A53BhDIwEmPSc0RiMRKNG3J7MQnPEwDo3L0LiX41kMiVFNw7i8NSjNwrCLfs59y8evN//a79luPHjzJt2Qo8By0ptT3v0n5aeJhZvWLVP9SuQCAQCP4c/9/LcNZZf/lP6+vm2Lf+tL7+Xn/IDIjTp09TXFzMnj17uHfvHp988gnr15fUVc/KymLHjh0cOHAAs9lM//79adSoEVu2bKFcuXIsW7aMp0+f8vTp0zcCEAKBQPDvICbmMV+sXcWTZ8+oVL48k8ZPolKlkhvEpUuW0fT4UXbv30uxxcLI0SPp0aM3RqOBBQvmclIfjVTjgso32Nme0suPWh9sJvbb1aT8uA8XtRppeChiuQKbUYfSNwTdy2dMn/8BKNSknjlAmb4TnedLtW7E716NpTAf90q1KYp/TNLxnXjXakbWjTM4ik3oH1wmds1M8uNicI2qTmCLHvg1aOdso+zAqeTeuUD0vK+QqrU8XTebl998jin+MQ6VltTT+who3Re3qBoUPL9L6sldDBk4iPenl0yT91QrSU6IwbteW5KP78CiL8CnYQci+k1BJBJhMxuJ+Wwiqad2ETVyobNfS1E+WIvp07M33+76HItJjzowkgrvfoY6NIpnq6fj16wH7pXrASBRqgnrO5nc2+cozsssFYDQhFck5+Zp58240juAgLYDyL19FrfK9Xm4YCBeDdpjNxvJufYDdruNV/u+oOjFPSpO34BEoSK8/wxiN8/DAfi36o8x5QXZlw4z5/INwsLC0BXpWLnqc1K/34wmrCJyDz9MGS/fWEJjTI1D7umHSCLFu2V/Xt49w40b16lXrz4Aubm5GPU6ysz+0hkUCeo6Hoc+n9xz35J3/ThuVRqjf/WU4uzUUgEIm9mItTCXcaNGMn78JOfrPX36JGu/2kLolM3I3H1wOBzkntvN4OFDOPfjuTc+xw6Hg2MnjiOSKggZshBNZDXg52obe5dx7cZ15s6ez4v4BI5umYG2aT8kKhf0t47jYSuiR4/eOBwOlnyymNVrVuHbeRxlu87DWpDN7hMbKCoqImT4ErJObMZhK0Ys0+BS+S2KbnzvHMODe7cJnjIBicYN1+oluVMcdjux8zpgMpn+19K6v9ufuPRCIBAIBILf8l8+AQLx3z7k97t9+zaNGzcGoHr16jx69Mi578GDB9SoUQO5XI6LiwuhoaE8ffqUy5cvI5PJeOedd1i3bp3zfIFAIPh3cv36NTp17cgjqTea7uN5KPWmY5cOzJ37Pp17dKHf4P4AbP9qO3t27qZv3wHIZDJcXd2oVq0GYqkc96hq5D64gs1kdLbrsNvJf3oX/6ZvU6DTYUx/RVF8DHarlbwHV5CqtMj9QzDri0g9d5iHK6aTduF77iwYTlHcY7ThFUm/fIz43avRpyQQ3H4gGVdOgKWYNjWrcPPqLSZ274BaKsack44muEyp1yUSS1AHl6U4PwulTyCVp36BCOgaHY7xzlki+k0htMtI3CrWJrTLSCIHTONBzBNEIhEikYhyZcti1RdhykzGv0VP1P6h6OIeYTPqgZJyk6E9xpH38CqFL+7jcDgozs/i1baPaNykGZ6e3six4lOnFTaTnufrZ3NnRheK4h6iCY16Y6xK32AMr56X2l7w+DrqoJLXZc5OpfDpbUQyBRKVFq+6bbBbLWRfOUbRi3uE9J1K5dlfU/jkJsrASCyFueTeOUfSgTXIPfwwZ6dSFHsfY2IMQwcNJTw8HJFIxKyZc1gwfxGYdDxZNpL4LfOxmQwk7VuJzWzA4XBQ8OgqOVeO4tWwJOeHSCRC6f06VwPA48cPcAuv6Aw+/EIb3ZhKlasgtRhQ+AShCa9M6pENmLOSAbAXm0k5sJKGDd/ivfemotfruHr1JxIS4vlq+3ZcmvZ15iERiUR4NuvN87g4Vqz4FLvdXqqvW7du8CotHbFS4ww+/MKlTnt27t4NwKeffMrCyZPweXIKxeXtDG5WmxPfn0ClUrF79zes27QZ94Zdca/XEbFMgdw7CO8+cxCJxVgLswmfsIYKH52g3AeHUIVXJqri68ouPn7+mDNflerbkpuGSuOCXC7nH9GkSTOMyS8wpbz+fNhMesy3j9OjS9d/qE2BQCAQCAT/Gn/IDAidTodWq3X+LZFIsFqtSKVSdDodLi5/8cRKo0Gn05GXl0dhYSFbtmzhu+++Y+nSpSxbtuyPGJ5AIBD8w+YvWkBo/8n4v9UeALeoasg8fNi+ew1lh8yg0Khj6oIPuH7rBh9+sMh5ntFoZO2GdWQnJxEhkeBdowl3l4wlrPMQxAoVySf3IBJLKNPvXYoL89AlPqPa7PU8WTsH79rNCevyDiKxmOL8HO5/MhZzfjb5J3ZgyM6g5sf7kLm48+ro16SdPUBRfAxe/oEsXfwJnTp1obCwgKysLIYOHYFKpWbWhwvJvXcZn7qtnOOz6ovQJcSgCS2pHCHTuqH1CaDL291Ys+YLytRpWeo6eNVpyc3tHwMlT9Jv3rlDRP+peNdvC0BAm37EbvmQtJPfENJtdEmbGjckChUvtnyItSgPqUSMf0AQ1+685KHVFXW5mmTfOIXdbkcskeLr7U1mZhF5Dy7jWav5X4y1EENKHKmndiH39EPpG0LunXOk/7iLiGEfELtxLkUv7qH0D8fw6ikKvzCer56Cf9vBuFSojeHlE5IPriGs/wx8W/al4OFPvNqzErFSTXFBNhXe38KzpSOw56YzeMhwPvzgw1KvfeyYcTRt0pS9+3eTlZlFk8ZNWPDRYh7MfLukSohYQviQ+Sh9Q34ebwH5sQ+oXbuOs43AwGD06S9LldoEsKQnUKVSZT5euIglny7jUfZL1FIRz5e9g9TVE7u+kNq167B103Y+WfYJ6zesQRsYgSEzGYlMjkeXv6o6IZYgdvFkzdc7SExK4ovPXy8/SE5OQuUXhjH+MQ6rBZFU9voa6/IpKCwgOTmJ4OAQ+vYdQN++A0q1HRv7gmmzZyL1DkEVXrpcrFiuxC2kHLlH1yOSylGFVsIQ/4CCExv4/MvNzuPGjx7LkjXrkfabj9zTH2tRLnlHvmDEO6MQi/+xZyRarZa1q9YxbuJYNBUbYFdoMcdcomfXrn96/geBQCAQCP7af3sOiD8kAKHVatHr9c6/7XY7Uqn0V/fp9XpcXFxwd3enRYuS6ZfNmzdn48aNf8TQBAKB4J9y//Z1Go/7tNQ2n7otidmwEJ/aTQHwqvEW26f3ZOTwkc6194cO7cfs6kPZwX249cFwXMIrUFyYR8yXCxHLFIS0H0BQ616IpVKMaS8p028SNpMRQ1oiVWesdk7vl7t7Efr2cFJP78PTwx2xpx9y95Jyj2FdRhDWZQSZ138kIPYnGjZ8i269u5GckoJEJkejkDFr+ky6tG/H3n17idv5GX5NOmMpzCVh3zp8G3VA8XOlCHNeFobcDMLDw3Hz9MKcnYY68HXWfnN2Om4eXgCkp6dhMOgpW7e1c79IJCKgZS/iti1xBiAyLx/Bo0ZTgruMImZOD96bOIm1uw9SbvY2xLKSp92uD38icedSQvtPQ3//EvbMTIqe3+PlvlX4NOhAcUEOKYc34tOoM0r/MF7u/YLinHT8/fyYPGkyq9cvRR1Vg+hF+xDLFFgNRcR8NJigbuPwblCSz0IdVAaZuw+phzfg07Q7Sr9QwgeXVHOI2zQHY/JzFH4h2HNS6NW9h/P36y9VqlS5ZCbEz7p378X27Vs5ePQwMY9jKLhxHJFIhFVfQMHZXQwZNJSAgNd5OypUqEil8uV5dWQd3u1HIFao0D27RcHVw4w8coIKFSpyYPc+5/EGg4EXL57h4+NLYGAQBw/uY8vuPYRM3ozMzRu71cKrDVPIv34MbcV6zmUZptR4rIW5hE3byuGV7zBp/ETKlCkJMlWtWg190jMUgWXIOvMNPm2GlCyXMRSSdXIrGv8wLl26QL9+A994/Q6HgwFDBmCzWtEERGJMfIRLpdeVZezFRozpL/n040/YvG0bCcfWUi6qIqs2b6VJk2bO44YOGU52Tg7r1k9AqnKhWF/AgAGD6dGtB70H9OHy+TMo1Br69O7L/DkfoFar3xjLr+nQoRPXa9Xh++8PodfrabHgPapUEZZ1/pacnByOHj38c8nSVpQvX+FvnyQQCAQCwT/gDwlA1KxZk3PnztGhQwfu3btHVNTr6bNVq1Zl5cqVmM1miouLiYuLIyoqilq1anHhwgWio6O5efMmZcuW/SOGJhAIBP8Udy8fjJnJaP9iCYMxIwmFm5fzb5nWDe8qdbl+/aozAHH91i00VRri91YHMi4fx2rUEdZ1BFZ9ESmndmO3mJ1VJyyFecg9fLAaipBp3Us9IQeQu3tjycukefv+fHPgwBv5Byw5afh6+9C9VzdcWval6qQupJ07RNJ3G5k6by5ii4mmTZuBo5DHm+ahVCoxpyWibNIFS2Ee+tQEXm3/hKaNm2K1WgkODiFu+ydUnLQcqdoFq6GIxJ1LGT70HQCkUhkOux2H3VZqHHaLGZtRT9aV4+TevYghNZ7yE5aRuncFjZs055t9+9BUqM+rA2sQS2V41WmNW3RDJCoX5O6+eAyajcVmw2EHh9VG7Kb52MxGpCoXfJv3ROHhi0SpIePAF+zZuZvw8AhWr11FSK/3EMsUJWNTu+Awm3Cv0qjUNXStUIf4jbPJvnIc36bdX1+73EzEMgXmzGREUhlT3p/GuVNv5k/4ayVLCEfxzjujKCwsYOOmLzl26lu8tVrGTxxH9+693jhnx9btTJryLuc/7I1UrsDd3Z0tGzZToULFN45Vq9VUq1bD+feGLVtwbTUEmVtJ8EkslRE4aAHxywaTtHkWrrXbUJybTu6lg/h1HotU64Zr+drcvHnDGYAoU6YcbVq14eT1OxQ+vEjB3dPIPPwwvozBvV5HJDmvcHFxfWMsAI8ePSCnSI8ytBJST3/yLuxD5hmAW42WWAqzyTy0irZt29GnzwD69Bnwq21ASaBq+tQZTBg3kdTUZPz8AjCZTDRsUh9Zna6EvL8Hu6GQ785u4/nQgRzce/Bvvhe/8PPzY8SIMX/38f8qOl0R3+7exU/XrxMWHMTQwcOIiIj808fx9zp16gSjxo5CGVkLu0LD0hWfMWTAYBZ+sPBvnywQCASC381hF2ZA/Mu1bt2an376ib59+5YkqFqyhK1btxIaGkrLli0ZNGgQ/fv3x+FwMHnyZBQKBaNHj2bu3Ln06dMHqVTK0qVL/4ihCQQCwT9lxLARbNv+KeUmfILc1Z3iwnyebl5CYOuepY4zZ6fj6fk6KBEWEsyVW0/IuX0Rm9lE9bkbnYEFn3qtuPl+b9SB4dhMRiz6IjKvnCS85xisugKKEp7gEvH6pjT9/He4KuVMm/o+5y5eIOXoVoI6DkEkkaJ7+YzM03upOPFdLj6IwbdJF15+t4nUH/eUJGyUSHGpXI9HGQU0rRjBprXvsfnrr3B1daXwyiHu7l+Nze7ALTSKe+n5VKtZBbsIXCo34Nb0Lsg9fCnOSQeJmJhHQWzZspHmzVtSpWo1Mk/vxb9dyc2m3Woh+fuvcNhsvNy/BofNDiIRjxYN4+0u3fh82WdERZdHUngGn0ZvYy828WL9TPxa9QFe/zB7NehAwlcLiRg6j8D2Q8h/dIWUA2t48fFwis0mKlWtwbc7dhMVVR6drgib1ULcxtkYk2NReAfg26IPUjdvjOmJuJSt/vr9yUlFJJYA4FGzOQ6Hg+zLh7HqC8g4tw+P2q1AJCbm2jGKi4t/Vz4CV1c3pk2dQbWq1Xh32mRmfzCPmbPfxy8ohGpVqtKnRy/ateuAh4cnO7buID8/D51OR1BQ8BvlLn9Lbl4uMnffUtvkbl6otK6UUdt49P2XSLTueDXrh1uNkuUzluwUfH39Sp3T7e23Of7DCSxWK2K5ApFUTvj4VVjyMtE9uUSrVm1+tX+dTodM44Z7q0GkbJ+PW52OFN4/S8bhNYgkEtq1bcfaL9b+3ddMpVI5AyObtnyJNLI2bo1KvlMSpQaPbtO5t2oYjx49JDq6yt/d7p8tJyeHNh3aoNf6QWRdrt1PYlvr5mz/alupmR//LnQ6HaPGjkLdfT7yoJJZD8pGA9jxzTTatGpFo0ZCPi6BQCAQ/Gv9IWU4/yhCGU6BQPB/zWazMWf+HL7dvRMXn0AKM1OwOyB6+he4lauCw+Eg/fxhCk7u5Pb1u87p++npaTRq2hBpcDk8qzUiqHXvUu0+/GwyusSn2E0GNFotBqMRrzotkGndSL9whKC2/VD7h5Lx0zEKnt9HJZMxY/pM3u7chWEjh/MiLhalqwemvCyqV6uO2WQiReaBPicDc14mXnVaY0xLoPDZXdyrNqLwyQ3shkKULu54t+qP3Mufwps/knX/MuXGfoxbpboAmDKTebRkBBKVFrfK9RDL5GRdOYZHtSZIlGpyb5xCDNSrW5/4hFgsSlekfmFk3rmISCbHp1En/Jr3QqLUYMpM4umSYaSmZHPx4nn6jXiH6AW7kMhLZn4U52XyeNFgJGoXqny4B5FYTPa1E6jvn8RisZCWkkSFStHMmzmbevUaYLVaSwUGLl48T9/B/QnpPxPXCnUwJD0nafdykMpwWMyUHfcpCu9ALIU5xG2cg91qwZKfhczNi+LcTHDYEUkkKAMiCRs4B3NWMi+3fkBy/KvflY8gIyOdL774jK92bCdk6EKKHl9F/+IOnv/D3n1HRXW0Dxz/7i5b6L2Jgooo9oq9995j78YWEzX2bqImxphYo0nsvWvsvUSNMfZeURREAemw7C7L7t7fH7y/Nbya2BDLO59zPCfM3jvP3AsncJ8780yVliCToz+zi7qVKzB/7vyXTjj8txGjhrPvQTIeTfpZ23T3rxG/7msyMkwog8qj8vAj9coxlG6+OOQvgeLqAc79dR6FQmE9p12n9tx2Kw5yBTE7fkLjG4glXYfxSQQLFyykefPnF23U6/UUKRGMR4/pSCYjCb+vJz3qHjKLmU6tmvP99JmvdV0Avfp9yhny4FS2QZb2lC3TmNK/K61atf2HM9+9CZPGs/FcKI6NB1nb9HfPoTyxjItnL7729/tt2b17J8O+m4WmTdbZDml/baFJLonZM+e8o5EJgvC/7GPfhrP03OM5FuvioOo5FutlvZUZEIIgCB8rhULBd998x+gRo4iICMffP4CTJ08wZPiXqF08MOq0uDk6sGnd5iy1A3x8fNmwZgOdu3cmPU/QM/2a03UE9RyLXa58hM4eQreWrbl05TKJMWFUr1SJ+1d/58GJVDwqNyaoz2SMyXHM/HkMXp6e7N+9n7Cwe8yZO4tdhw4R4RFMRmoiMce24xRchpKT11rf9sf9tZ/HB9biVDiEhLOHyf/FLGx9A4DMWQtpibHW5AOAxis3XtWaE3/2MLlb9OHKhPYUGfErtr55AfBr0ovr3/biWnQ8reo3olb1Gjx6FMl31/8iV99p2PsXsvZlSk0iV57M8/bu34dX9VbW5AOAytULh6BS2PrmRSbP3K0j8cAqvp05k7p1sz6MAs/MSvjuxxn4ffIlLiUy39o6BJYgb49J3J45APcqzbn5XS9UtvYYtSk4Fq9K3i5jkSQL0buXkHDhMN4Ne6Byz0XK5eOEzvkcj6otMutsvELyIXM6ez+MyPGo1REbB1dSrp6gwIhlKDT2mfe5TF0OzOnL+fNnKVfu6b2Ojo5i585tGAzp1KvX4LlLMf7f0CFD2d2gDrFGPZrgShhjI0g9vhEkC56dJmGXP7PegXvNDoTP/wL55X1s3bwtS/IBICEpEZsAd+wLlsWxSGV0968iU6pI3fsLefLk+cf4tra2zJg2gxFjRmJfvin2wRVQm/T42Sv4+qtvXvp+PU+x4GD+OnIe/paAkMxmdBE3KFCg4L+c+e7tO3gAVc2syz40gWVJ2DuP8PAH5M2b7x/OfDcsFov1/w1/J8nkmCXTOxiRIAiC8LF7K9twCoIgfOxcXFwpUaIULi6uNGnSnOuXb7Js7lx+W7uBUyf+omDBQs+cU65cebZv2UHCyV2kRd6ztseeOYzhyWNcilVA4+WHV5Oe3I2IYN+eg5w+cYoVy1YTEx1F0ZE/49+8Nza29tj5BJCr7RfM/XkBAImJCWzZthWzyo7Eq6dQuXmjsHPAt37HLA8Y7uXrkZGSiNLRFZWbtzX5AGBJ12Pj6PrMuJWOLqhcvUi+egqn4HLW5AOAjYMzHpWboPDwY8OGNTRo0Ihevfow7MvhRK2djj7qPgC6yLtEb/yRTu3a82n/T1m/cT1m/bOz2swGLQkndxAx53PuTu/N4H79npt8eJ7QO7dwCMy6naStXyAyGyU+9btS4Iu5OKrVaGxtsfcvRMTa6Tze/itxp3aSr/8PuFVojEOBUuRqMwjHIhWJPrAaN9en90Or1RITE/2P1atPnjxBz0974tV9KhZTBhq/AqTdOY9T8WrW5AOAXG2Lqmg1Ro8dyYkTx7BYLCxfsZTylUOYs/MYv/x+iUYtmjDlm8nPjQPg65uL3w8do2NIIbxu7qWSOpmpk75C7eJlTT4AyBQ2uNVoR/4CBZ+pQ2CxWCgSVJC0iwet43IILo/C1hGLNpEiRbLubPHf2rZtx65tu2gSYEeI+SGTBn7K7u27sbW1/dfzXqRrl+6Y7p4l+c8tWNL1ZCQ9IXHbD5QsVvy9LyRp7+CIRZeStdGcgSldj52d/fNPeodq1qyF7uEtMmLCrG2WdB3StQNiy1JBEIS3RJKkHPv3PhIzIARBELKBSqUiJKTCC48LDi7MjG+/Z+SYz7D3y0dqQhwWi5kig2cg/882iBrPXMSejbWeo9VqkZChcvXM0petb17uRz8mOTmJjl074VymFp5Vm5KRksjDLfOxGA1gsfzXCCSwmDEmx2PWJv+ncGRmgsK5SAjh62djTIpF5ZIZy5KRTszRrZmJCZns7+UZsvSpUNmiT9MiSRIymYy+ffqRkWFk7k9DMRgM2NrZ0aNLd376ZT4uNT7Bq/1wwld9g8Y3H06FQ1A5e5B69zKW6Afs+m0XOl0axYuXeG4RxNu3b7FuwzqSU1JoULce9es3RKdLw4KctPvXUJV+utWiPuoBMoUNcX/uQnvnAk4qG2QGBcnXTuFStg7GhGiwSKRH30fj7W89z7lUTbS3z5GaloZWm8qXI4axb+9O5DYq7O3sqF65MuXLV6RVqza4urqxZcsmvhzxJTbeeUkLPY9MoSD1xilscwdh0iY9cw0ZKQmEpavo0rsncizo0nTI5DKMkhyvOt1Q5inCwqXzqFi+PPXqNXzuz5KXlxfjxk6wfn3hwjkspgzr98D63TFloFQqs5wbFnaX1u3bEJuQhCldT7p+PM5l62NKjCbtz9+YPnUaarX6uXH/rmjRYkz/Nnu3zPb09GT3jj2MmTiOk9Paora1o127Dkwa/9Ub9x0Z+ZAxE8Zx+OBeFDY2NG/Rmm++noqLy7OJt9fRq0sXpvz0K2r/IsjV9kiSRNofGyhTNgQvL68Xd5DDHB2dmDtrDoOGDkZdqAoWlT3m2ydo1bSp2LJUEARBeCtEDQhBEIR3QKvV8scfx+k/sB8Fh83DIeDp1PLw1T/QNDg3X0/KfANusVgoVa4knl3G4BT09A1/1OFN5Eu4Q5XyFfhl71Hy9Xm6LWRGahIXR7fCIW9hCg+dh/w/y0Fijm8n+tAG0hOeoFAq8azektzNeyOTKzDEPuLq1F7IbZT41GmHQmPHkxPbyUhOQKZU416xAbG/byV42ALs/PL/J04i16f1xqN8PQJ0j9mxZXuW6zSbzaSkJOPk5MzAQQM5Y7DHvXpr7q+YTNr9G6jdfDDEhKNx8UBm0LJ8yYp/ffBZt34tYyaMxbl8I2T2LugvHaJMoQL4ePuw+/RF0qIj8O80GsdCZdE/usv95ZMxpyXhWKQS9vmKkXhqBwoHNwL6fmd9SNdF3CZ88VgKTVxvTQIlnN5D/PGtNKhYjlRtKleTJdyb9Edu60Ba6AUervoa53xFyXh0h5XLVtGzT080VTuQcukI6U8iCOg7g4fLJ+BUqgbJZ/aTp8dk7P8zO0MXfpOIJaPxbT+GqE0zyNVxDHaBpTGnJROzbR5p9y6g9vRHrrYjPfwaY0aP44uBg/7xnvw/i8VCybIlsKndE8dimctQLOl6niwexowJY2nRInO3D0mSqFi1Ag9jE7EvUhmXis1JvXwE7dXjKAzJbFyzkQoVKr4wXk7472TKm0hLS6NilfIYC9bAvnxzJFMGuj/W4aN/xNGDR19pqc0/sVgsDB81nC1bN2OfrzjG2If4ujmzef0mvL19suEq3o5HjyLZtm0rOl0adevWp3Tpsu96SIIg/A/72GtAlJpzLMdiXRpcI8divSyRgBAEQXiH1q5bzYQpk/Fq1AWNdx5SLvxOxu3zHNp/JMsb062/bWbEuDH4tOiHvX8QydfPEHtgDdu37OCb778jwjQRB34AACAASURBVD8E95C6Wfq+Nq0PZp0WJAnnYhXQRdwhLeIOCgcXPMrXJ/bkTiSTEYXGHpWbN/qoB7hXaEj8X3txC6mHZDZh4+BM9OENBA+aTfSRDSRdPYlMrsC1ZDUUdo4knj+KnW8AxD/it83b/3WKfLnKIdi1HcWToxtBJidPu6HIbZSYdKmE/zKCIT068/ln//ygnZqaQvFSRckzcC4an6d1Kx4tGEJKZCi+rYeQcP4QxicRZCTHo7BzRDKb8GrYA8+amdtghi0YhkeNtjgVrZSl79vTuuHXbjgOgSUwxERwf/4QZEY9a1atp0efXgSMXotc+bTmROzR9RhjI3EsWgXdnvmY5Ep8v/iVO1M+wcbemQKjVmJMjCbu8BpSb5zCkq5D5e6LXKHCmBiN7ycjSLnyOxq/grhVfboNqMWoJ3Rqe9xrtCc9+j4ylYaM0LNsXL3upZICFy+e55OOn6DOFYTMyYO0m3/RomlTZv0w2/ogf+XKJZq3bY3FyYvc/WZnecB//OsQZo0bTsuWbV4Y60OzevUKpi5dh0Obp7NGJEkiZdlgFs/8IVvf+EdEhHPp0gV8fXNRrlz59674pCAIwvvsY09AlJj9e47FujKkZo7FelmiBoQgCMI71KljF1YvWUbB5DCUxzfQumQBDh84+sx07dat2rL054V4h50ifsUUihqj2LVtN8WLl8DHy5OU2xeI+O0XwjfNI+XOJSxmM8aEGPL3/op83ceQdO00aq88FB2/gpJTN5G7RV8K9JmKXKUhaOAP+DXvS8lvthDQbjC2ufLjUqwS+bqMwpKRjlNwOe6vmoZrqeoU/PxHXErWIPHyHzhEXqN0yZJ0bVSXrZu2sXXbVqrVrk7zNi3YuXP7M2sPc/vlIS3iNkmXjuHXYoB1toGNnSNezfqzet26f71Xf/55EseAYGvyAUBuo8S2XEMsMgWxJ7biVLwqblVbYePsjkPRSliMetwrN7cer9DYYdZlTWZLFgtmnZbwJWO5831vwuYNQunmy4B+n6FWq7H3yp0l+QBgmyuQjIRoHApXxCRXYkiOBxnkajuMjKQnmNKSUbn6kKvtMApN3IxXo0/xUstQaTQUGLsOxyKVyEiIRpMrMOtYzGZkcjn6h7ewD66A0sWLdKOR776f9oKfJIiNjWX2T/PQaVOJv3kG26ib/DJ3HrN/nJPlATg1NRXkCmwDij3zYKzOX5rbt2+9MNaH6Obt21h8grO0yWQybPyCCQ29/czxkiSxdNkiKlStSMEiQfT4tCf37oW+VCx//wCaN29FSEgFkXwQBEEQhL8RNSAEQRDesUqVqlCpUpUXHlejRq1n3tJaLBYOHzpIXGIiXtVbotA4ELbiWxR2jiCTY+9fEJlMhkmbjK1vfiI2z0P38A4ZSXFovP3J0CajdvexLqkAkCxmjMlxmf2nG8Bkwi2kLvHnDmNOS8WxYGk8C5ZgzODPaNmyDUlJidSqWxNzQAkc6/QmOjmOYRMncuLkCR5ERHDq5AkcnJypWbUal/cvB5kMha1DlutQuXgQk5z4r9ev0WgwG3TPtBsibmHj6Er+wfOR22QmClzK1ef2t12QKZSY09OQq9TW9pjdi3EsXAEbB2ckSSL+xFaULp7495yCOS0JG2cPQqd1o127jnh6eqKNeoBbagI2jm7WmKk3T6PJ87TQaKHgIkQfWIZ7g09xLlOXyNWTyfXJCJSu3mhvn0F7bB2Lf15I7769SI++j22eYDR+BdHePoNd/qfLauKOrMEusDS+nSZYH1ztgspydsU4MjKereXw95+DVp+0IsGjEP6j1iOzUZF6bg+DvhzM6T8rZalxUKpUGcz6VPTh155Z4mCKuELBDrX/9fvwoSoSHIz85NosbZIkYXp0i6CgT585fuLXE1m3+wCqaj1QO3tx8sYxGjZpyNFDv5M79z/vECIIgiAI/+bDWX/wdogZEIIgCB+wbdu2EBsfS7HxK8jTagC5Gveg6NhlZCTFYdKlYknXYUyMRbKYSb5xGofAEtjlLojSxQPfRt1ROrgSd3qftT9d5F30j8OIPfYbN6b3JfH8EWRqO5JvnMUQHU6+bmNwKlQG/eMwa3HEpcuWYPYrhO8nQ3EILIHKzQeZTyAr163hQlQy+Ucuw6PHN/x+6z4u9naAjJTrp7JcR9K5g9Ss/u9T4CtXroqUGkfytT+tbRkp8aRe+wO3yi2syQcApbMHjkGlUfvmI2b3EqT/FON0LFIJZDJCv+lE7MpJ3Jveg5h9y5EkC2n3LqGPDOX+T4PJ6x9AwYKFcHV1o1evPsQsH4f29lnSn0QQs28pKVeO4ValFanX/sDORsbalWvx1z8i4vtO2CRGYoy8TcSsT7k7oQnyY8tZOP9n6tSpx68LFhK7YhzxK8cjT4gg8eQ24o+uxRj/mLQ750k5fxCXCk2zJAVs/YugcnDh1q2bWe5HQkI8ycmZBS5PnDjGE60BlwZ9UNg6IFeqcK7UEpuA4mzctCHLefb29nw7dToZMQ+I3b0AkzYJsy6FuL0LcTRpady42Yt+7D5ILVu2QZkYSeqx1Zh1KZhS49HunY+fqyPVqmVdI5uQEM+KFUuxazURdUBxbFy8cajcDllwDRb8suAfY+j1emJjY9/byuPPk5qawtKlC/ly+JcsWvwrKSnJ73pIgiAIwkdMzIAQBEH4gO3atR3nohVRuz8tcKfQ2OFZvSUJRzcQNnsQJqVtZrHJFv0zD6jbkah9K0m8+DuBfaZw56dhGJMTsOhSSDh3GPeKjZGHniHNJFF0ymYUajsAYo9v5fbMz9HYyFm1bBX29pnbCp44dQrbopkPcHGn9hC1ZwmeNdriVKwKiecOcn/xWIIGzcOsdiQhNQWvel0IX/MdHlVbYOdfCMOdc6Tf+osxew7+67UqlUpWL19Nxy4d0P35GwoHF5JunKZkseJEPGdLT5lRj0KpRh8Zyp1vu2IbUARd2BWkdB2H9h3i7t1QJAnGfzUenQzif9+IZEjDSSlj+9+KaU4cN5EC+fLxy9IlhD+4j0WScC5aheTd8zE8uMaGtRvx8vJiz449hIbe4cmTGIoVK46DgyN6vR57e3trQqFBg0ZcvXSdI0cOYTKZyJcvP/N+XsCpFaNx9/DEzcUJU1rWB0DJbMZi1OPklLkjyK1bN/n8y0HcunENgDJly1OzalVUfgWfme4v+QRx5+7dZ+5N167dyZMnDyPGjiL8+07IZDLqN2zK9wv2vdTuF++76Ogovpo6mQP796BUqWnXth2jR45h3659jJ04nkNzu2Njo6R5yzZMmbTgmQKUd+7cwc47AIW9c5Z2RUApzl3a+0w8nU7HqLGj2LZtC8jkeHh4Mv2bb6lfv9Fbvc439fBhBA2bNMDonh+TdzC7Luxi5uyZ7Nm595ltWwVBEITsIVk+nCT12yASEIIgCB8wLy9vzPeinmm3GHRUqViZNq3b8sXgz8nX86us59Vsy+WRTcjX62ukDANSRjo2Tu4Ej1pEwqE1yNUaPGt1tSYfADyqtiT+0Bp2/raTIkWKWttz+fgQHhuJxWjg8Y6fKfDFXDQ+eYHM7SzDl39F9L7laO9eotC4NchVahyLViL+j+08/u0naoSU5cfDJ/D29n7h9ZYtG8KVi9c5fPggqakpVK8+l+TkZBq3aIxTuQaoPXMDkHr7LLqHd7DI5Ki8AshITUAW/QClHEaPm0CRIsUoUqQYAPXrN2Tnzm3cvRtK4cJFaNy4WZaHcJlMRufO3ejcuRuSJHHu3BlOnTqJh4cnzZqtybJVaFBQQYKCnu5o4uCQdalJZpsjzZu3sn69dOES63/v2PEbX074CrvA0tg4uCBJEknH1xNUIIiAgLykpCTTvHUzVJU7kKf5JCSLhXuntnJ3+VLSJTlOf9tWFYDwy5Su2+m599Lb24dyZcthZ+9AkULBDBr4xXu9U8PL0mq1NGjSAF2e8th3m41kNLD+5Doudu7Azt92sGLJ8hf2kSdPHnSxkagzDMiVGmu7+UkYgXnzPnP8Z4MGcjIsDuc+C5HbOqF/cIm+Az9j26YtlCpVJhuvLnuNnTgBfYEaaCp14P8X9xjObGb0hHFsWP3vNVkEQRAE4XWIBIQgCMIHbOjQUSwvXRTt/es45MtMCqQnRBP7xw6GbdlOuXIhjBo7CkuGMct5lox0ZAobdA9vI1fb4Va+AUonNxL+2oP+xil8c/uT/rfkA4BMLkdtZ//M9PI+vXqzt31bZBoH1O5+1uQDZD68u4Y0IHrvMhwKlrXWYtB4B+DXZhBxx3Pj7qB9qeTD/9NoNDRp8nSZQK5cfkye+DXjJw7EKbA4lnQ9SeG3cQgqjU/nScgUNph1KTxcOIx2zZvTv++ALP3Z2trSrl3Hl4otk8kICalASEiFlx7vq2jWrCWXrlzh1x+7Y+OTH1NSLBajDrmLC7dv3+LUqZPY5C6CU/mmmeNRgHP1DiTev4CvIoO4Td/hULMzcqUa7ekdqFOjn7ujxdmzp2nXsR2aCq1Qlu3I7w9vsK9ZIzau2/jWri2nbNmyEYOTHw61eljbbJoM4+aSAZw7d+alrs/PLzc1qtfk9L65aGr3RW7nTPq9c2Sc28bA33ZmOTY6OoojRw7h3G8pclVmskKdrzTmkNb89PMCFv+6OFuvLzsdPbwPh08XZWlTlWzM8QVdsnULVEEQBOGpD2iV3lshakAIgiB8wLy8vPhh+g/cmT2Y27MHE/rzaK5P7sLn/fpTrlwIkLn2PW7/cmsdBEmSiNqzHMdCZYheM42alSsTu3QcoVM7UzQjir279tGmWXNST223ngOQevs8KiwEBxfOMoZSpcowc/oMkg8sw5gQleUcAFNKPHKVBn3knWfGL8U9xN8v9xvfh65dunP5wlW+HdSPacMHI0PC65NRyBSZeXaFnROeTfrz59mzbxzrVUVFPebT/n0IyJ+bAsH5GTVmJFrt87eVlslk1K9bD6WdPfYl6+HZbiz+ozcjlW9Lh64dOX/hHNqkeJ7smEvazVPWey3zyke7tu3oUK0UaesnkbB0KLVz27Fv137rUpm/G/fVJGzr9saxajs0AcVwrNoO2zq9Gf/1V2/zVrxVkiRx6NB+5v28AEuuolk+k8kVKP2Lc/PmjZfu79f5v9CweF6SFvYlblZ7HM6vY+nCJRQrVjzLcY8eRWLr7mtNPvw/hVc+wsLDX/+CcoCNUoVkNGRtzDBg81+7vgiCIAhCdpFJH1ClpNjY5//BJgiC8L8uJSWZbdu2YjSm07RpC3x8fLN81qZ9WyKexKEOKErSnYsYk2Lx8vJm5LARdOnc7Zn+dDodzVs357E2HXWx6kgJUSRfOMSyxcupWfP5uyQYjUaq166OoVBVPGp3RCaTYUyMIfTH/shNBjR2DthXaoFbzU+QKZSkXD1Bwm9z+PP4qSzjfVMxMdGUr1yegPGbs7zBTY95QNqGyVy9cDXbYu3bt4fvZ88k4kEYhYKLMHbEKKpUqWb9PC0tjXIVy5CmdEKmcUTt5Y8sLZ586gz27tz73DfM/T8fwHGtI06VWlvbJEkielZXzEYDtmUaobB3QXvpEEo3X7zbjSb+189Z+cvPL7WbCoCPjyu5x/6WZXtRS0Y6kdPaEB2V8AZ35N0ZN2Ec67fvIMMlN8jkuLceY/1MkiTSVg5m2dzZVK1a/ZX6NRgM6PU6XFxcn/v9Sk5OonipYjj1/AmFo7u1XXdsOa0LuzN92vevf1Fv2bCRw9h28T6qep8jk8mRJAnj4Z9pFOzFT3N+etfDEwThf5Snp+O7HsJbVWTGkRyLdWPE+7ezlViCIQiC8BFwcnKmW7ee//jZgT0H+PPPP7h16yYFBvematXqKBSKZ441m82kpqbg6OjEnh172L17B8dPnsQ3sCCdZn79r9sPqlQqNq3bSMeuHQk/tw+1qxcp4bcZNXQEgz4fzKNHkfT7fABXv/4EhVKFp7s761atz9bkA2TWxfDw8CDtzlkcCpW3tmsvHqJ2jX/faeNVbN26ieHjx+HYsD/u9QsREXaZzj26snrZSutD7rRpU0hMSsa5Sj1UXnlJu3MaQ/hNQtVqTp8+RcWKlZ/pNyk5BZlj1lkhFkMaBm0yfp/9jNLdDwCn8s14vGgIT5aOoGhg3uf29U+c3DwwJUah8gqwtpkSo3B2c/+Xs17d1atX+PPPE7i7e9CoUdPnzsbIDvfuhbJ63Rqce2fuUPFk0UBST2/DoUwjJJMR/Z/r8HVxoHLlqq/ct0ajQaPR/OPnzs4u9O3Tj2Wbp6Cs2h2Fiw/GWyeQbh5l4Nyjr31NOeGrCZO41qEdd1cNQpErGHPUHfLl8uKbyQvf9dAEQRCEj5SYASEIgiAgSRKLly7ih5k/oEvTorG1ZfDngxn42RevvA5ckiSuXLlEfHw8ZcqUxcXFNcvnT548IT3dQO7ced7aGvOjRw/Tq29vHCo0R+mTD+Pdc1junefA3oP/mkR5WZIkUTqkNPIGA7HNV8Lannr5KD5hv3Ng9z4kSSJ/ofw4thiGXYFy1mPi9/2K4fZpWterxeDBQ8mfPzBL3ytXLuObRatw6TQV2X92Z0g+vYO0K0fx/XRmlmNTzuzE4/4fHNizH1tbW/bt28OPc+cQ+TCc4sVLMmbESEqXLvvM+L//YTqLf9uDY+sxKOycMOtSSN06jT6tGzNi2Kg3vj8Wi4XPBg1k/6FDqAqUR6aNwxx9l03rN72VooxLly5i+qaD2Db4AgBTfCTJhxaRfv8icrmcJk1b8f206bi7Z2+C5f9JksSaNStZsHgRCfFxVK5UhXGjRhMYGPRW4mUnSZI4c+Y0d+7cIiioIBUqVBK1HwRBeKc+9hkQhb8/nGOxbo6sk2OxXpZIQAiCIPyP0Gq12NjYoFAo+OuvP8nIMFKhQmXs7e1Zs3YVX30/A4+O47D1K4Ah+j5x66cxvF9f+vbp966H/lpu3brJoqWLuffgAZVCytGrx6d4enoCsHv3Tub+vICoqEeElA1h1PCRFCxY6Jk+zp8/y9IVy4iJjaNOjRp07dINBwdHdDodgUH+5PtqV5aHNbMuhajZPQkPi+TRo0gqVKuE38iNWZeCRIcRtWQYLkGl0Ydfp1HDxsyf85N1RorBYKB56+aEpxixKVYbS1oi2pObUbn54vHpnCzjSzmxgQY+ErN/nMO69WsZN/lrbGv3RulbAMPd8xhOrGbz+k2kpKTw5EkM5cqVp0CBIEwmE6PHjWbjxnXYeuRCHxdF+/Yd+e6b7547M+ZVbdq0njHTZ2Lf4VvrLhL6myfQnNvAhTMXntn28nUkJSWyb98e0tPTMRqN/LjmNzQtx2c5Ju3Az/SrU5Lh2ZBUEQRBEHKGSEBkH5GAeEMiASEIgvDqbty4ztBRw7l66TySBAqVGnsPH2xsHUh7dI9ZP8xi6vRpKBp+hn1gSet5+sg7pKybzPXLN9/h6LPf4qWLmDZzFvZ1e6H28kd36zT6v7awf/eBLFtorlu3hrFfTcSuQksULt5k3DiOsyGWA3sOoNcbKFm2OLkHzEPtndd6TlroeWz/WsOpYydJTk6iWMnC+A5dg/xvO4roQs+ReHQVufrMxmI0kLx+EkO7d6B/v8+sx6Snp7N16yb2HDyEu4szHdt3oGvPrqgbfI5docxdHEwp8SQu+5L1K1ZTrlwIxUoVxabpSNS5nyZSko6tJf3sdmw9/FC45UJ37yJNGjdm3qx5yOVyEhLiiYgIx98/ALdsXH7R8pM23HQtg13RGtY2SZLQLhnAb2vXULx4yX85+8UOHNhLn/590ASUBKUa/d0zSJKEfZNhaApkFl81RoWStvkrThw9gb9/wAt6FARBEN4XH3sCInh6ziUgbo0SCYg3IhIQgiAIryYuLo5KVcvjUKcbziENkTLSebJvOboH18k/ZAGGx/eIWjQCo15HwcnbkKttredKksSN4XV4/DghW96Kvw+MRiOFixfCtdt01N5PH0qTjq2jqqOeXxf8CoBer6doiWBcu32H2jsfkHk/EjZPwz09lsiHEUguuQAJn3ajUXnmwfAolKiVE/B0dkClsaVR/frcuhPKlTQVzg36I1MoMmdIrBiDU0gTHMs2yox1/zL2p1Zy6vif/zr2s2dP06lrR2w8A5DbOpIaep5hX45g8KAhxMXFUaZ8KbyHb8xyTtSiwdgGV8GpyicAWIwGtBvGM/HzfnTt2uOZGNHRUVy6dBFfX19KlCj12lPxm7VpSahXJWyDsxbF1C7/go1LFz93WcjLSklJpkSpYmhaT0SVKzPZYk6JI3X1UJQKGQonT+Q2KtJjI/hpzk80adL8tWMJgiAIOU8kILLPfycgMjIyGDt2LI8ePcJoNDJgwADq1Hl6zJEjR5g/fz42Nja0adOGdu3aZfuYRBFKQRCEj9j69WvQFCqPa6VmmQ02SnxaDuTujN7o7l3GvkApHMvUw3LrJNo753Eq/rRIX1roBQIKFPpokg8AkZERyJSaLMkHANuC5Tm3Z5b166tXr6By9bYmHyBzi0xNibqE71+E3C0PLrW6kBEdRuTCoUgmI3KNPRJgKNYQ/Iuw8dwBbGPukM/Hh9tze6D2zE3CvWs4lm+KQ5mG1n7lGnuSEuO5cOEcJUuW/sf7HRJSgauXbnDkyCG02lRq1FiIt7cPAE5OTshlckyJ0di4ZraZkmIwJUTh+LfdNOQqDcrybVm5bl2WBIQkSYyfNJ5Vq1dg718EY1wk/r7erF+9Hm9v71e+z22bN2fqL8uRgipYt0I13L+IjUlPiRKlXrm/vztwYB+agGLW5AOAwskDVfF6dCzhRcP6DTEajVSsWBlbW9t/6UkQBEEQct67fP+/Y8cOXFxcmDFjBomJibRq1cqagMjIyGDatGls3rwZW1tbOnbsSK1atazLV7OLSEAIgiB8xELD7iH3LZClTSaTYZunIMaEKOwpBfYulCldhj+2zcFiMmKfvwS6B9dJ3LmAuT/8+I5G/nZ4eHhiTEvBrEtBYedkbU+PeYCfhwd374aSP38gLi4uGFMTkSxmZPKnCQFzajwqT3+QyTElRuFSrR3OVdpgSdchs1ER8WNX7IIroXT1Qe1XiJRNU/ikVSuqVKlOZORDRo4bQ7p/EevMAn3YJZ5smIrKwYV2vXqjljJYvngZISEVnjt+jUZD48ZNn2lXqVT07NmbNbtnY990KDYuXhgfh4JMBrKs9RZkajuiY6KztG3YsJYNu/bh2ncRcltH1JKFR8dX0XdgP7Zv3vbK97lTp67s3LuXS6u+hMBKKLRxpN/9i1XLVr1xQstkMoFC+Uy7pFBhMpmzbIMqCIIgCMJTDRs2pEGDBtav//47+d69e/j7++Ps7AxA2bJlOXfuHI0aNcrWMbx5FShBEAThvVWmZEnMYReztElmE2l3L6HxzY/FlEH6laP07N6T5QuX4B16lKh5A3C7vo+FP82nadMW72jkb4eTkzMtWrYhafssTNokALS3zxC/az7Xrl2hQfOmlCxbgsjIhwTkyU3KH5uQLBYAMpKekHBsHQ5lGuAY0oSkY+swxjxAJlcgV6pJ2L8ItW8BlP+ZgQAgCyzPH6fPcOfOLUZPGMfDsDvEbZlB0t6fST71GzFrJ+HWYhjKwBC0iXHERj+mRdtWnDnz1ytf2/gx4+ncuA6JS77gycyOmI4uwl6txHD3nPUYSZLQnttFfGwMYWF3re1LVq7EplJH5LaZ015lMjl2VTpy8fw5YmJiXnksSqWSjWs3sPDHGXQr6cWQFtU4ffIs1arVePHJL1C7dj10985jSnqaRLGk65BuHqF502Zv3P+HICMjg3PnznDlyiUs//n5FARBEIQXsbe3x8HBAa1Wy6BBgxgyZIj1M61Wi6OjY5ZjtVptto9BzIAQBEH4iLVp055Z8+YSu/MXnCs3x2zQEbNrIQo7JwyP75GwfR4hxYpQs2Yd5HI5NWrUetdDfutmTPue0eNGs3VOL+QqNUaDHscKLXGu3hEUNhjCLtGrb2/WrVrDyLFjiJp/AJWLF4n3b6AuUA67oMwih661u/F42QjkNmoUJgMWmRzvz37NGiz+IZKriUEjhmPfZAh5OpVEf/s0KXvn4+Zgh2PhSqRdOQwWC9595iG3dyHt8iHadmjLn8dPvdKWoQqFgknjJzF6xGiSkpLw8PCgYpXyRGyZhl2JOig98qC7cYKM6DDsC1Xkt9+2MmzYSABSUlNQ2Lv8V4dKbGzt0WpTXmsZhlwup3btutSuXfeVz/03Xl5eTJrwNZO/HYGySG0kGzXSrd9p2aQxFStWztZY76MjRw7Sf+AALBonLBnpOGmUrFq24o0LewqCIAg5411XYIyKimLgwIF06tSJZs2eJu4dHBxIS0uzfp2WlpYlIZFdRAJCEAThI+bg4MD+3fv55rtv2ffrUNQaDfUrViTDLJGhu0erUcNo3rxVtmyL+CJms5mDB/dz8Mhh3Fyc6dihE/nzF3jxidnEZDJx924oTk5OzP5xNlO/nsqxY0cYMm48zrW6WpdF2AaWJqN0A/bs38fxI8e5evUy8fHxSJJE7/590d+7gCZ/aWyDyuF05xRl87gyY9oM2nfuQMKZHdhXbY/MRok+9CyGK4e545cb23r90eQvDYBdcCVsXH1IWjkCm1x2pN89Sa7BK5DZqABwLNcES1wEnbp1Qq5QUqhgQb4YMJBixYq/1HWq1Wq8vb25fz+MqJgYvHrPRXf9GBlPwrEv1QBj9D2Mj++QbjRaz2lYty7rTh9C5RdsbTOGX8FOpSRfvsDs+hZkm969PqVa1Wps2boJgyGdxqOWU758hdcumvmhePQokl59eiNrMAIbvyLIJYnEO3/Qpn1brly4ikajeddDFARBEN5jcXFx9OrVi4kTJ1KpUqUsnwUGBhIeHk5SUhJ2dnacO3eO3r17Z/sYRAJCEAThI+ft7cPcWXPf6RhMJhOdunXiUuh9bIrUgLAIFi2tw6wZP9KqVVsgc3nAxYvnd2K6zwAAIABJREFUiYgIp3jxEgQGBmVb/L17dzN05FAysCFDr6V4seIs+XUxFosFlUeeZx5cZW65eRh5H5lMlqVo4oI58xg7aTxRm54gk0H79p2Y+vVU1Go1Wzduoe/A/lyY1RkblQYXZydWLltJt55dcWlSOEv/Ku98ZGRkILt7BpVPoDX58P+U/sUIO3EN5/r9iIq6w4FWzVizYjWVK1flZYWF3cXeLwgbNz+cqnV6em1KW9KvH6VJ4ybWtkGfD2HHrrrodnwPgeWxxEeiP7cdV3dP8hcIoFjJ0kwaO+4fa1O8CwULFmLM6PHvehg5auOm9cgLVEbhVwTIrOeiKlQN6e4xDhzYS/Pmrd7xCAVBEIQXkSzvbgrEL7/8QkpKCgsWLGDBggUAfPLJJ+j1etq3b8/o0aPp3bs3kiTRpk2b15oB+SIiASEIgiC8dVu3buLy/cd4fDrbuiuCXcnaDBk2hAYNGmMw6GnfuQNhDx+hyRVI2v2r1K1Tj5/nLUCpfLbg4Ku4ceM6nw0aiGPbcTj6F0UyZXDvxHradW7P6mWrSA27gp0hDbnG3nqOJfQUVTs/+zDXqFETGjZsTGJiAvb2DqjVautn3t4+bN+8jSdPnqDX6/D3D0AmkxEYFMzj8KvYFXlaHNEYdRdnV3eCgwtz6vRfSCZjliRE+oOrqAuEoA4ojjqgODInL0ZPGMfxw8de+rqDggqhe3QXTYYBufLpm3HD/Qv4eLhTsmRpa5u7uzvHDv/O6jWrOHHqFMnp8dx08sBYrS8OngHcunuGTzq2Y/uWbVnOe9+Fhz9g6fKl3Ll3j3KlStG9W088PDze9bBeW2xcPCY7d/67jKdk705CQsI7GZMgCILw4Rg/fjzjx/9z8r527drUrl37rY5BJr3LfUBeUWxs6rsegiAIgvAaOvfowhW7QjiVqZ+lPWJef0rl88PF1Y2ziTKcG/RDJpdjyUgnaf1XlMnjQW7/AELKlKFFi9avNcV82Mhh7I4w4FSjs7VNslhI+LkvW9esYc36dfx26HfUVTpk1sa4dADnpPscOXAUBweHN772I0cO0at/X+waDkSTvxTGx6Ho9/3E+C+/pGvX7jRs2pDQFAvO9fuhcHBFe/kgqX9swKv3XGycPP4zXjOPv2tJ5MMnr5SQKVyiCFpbL5zr90Xh4EbalcNo/1iHk70tt67dfu7Sm/T0dAoXL4Sm3TRs3Pys7brzOymveMzalWve+J7khLNnT9OuYztkwbWQPPKheHQVZdRVDuw9SJ48/u96eK9l//69fDZmPLJW06y7s0hGPRlrv+Dg7n0ULFjoBT0IgiC8/zw9s7/uwPskcOrBHIt1b3y9HIv1ssQuGIIgCMJbZ6vRYDEanmmXgOsR0RzavwenWt2Q/eeBWK5UY1ezG8dOn2FXlIxJ85dQq15NkpISXzn2o6go5H97kAaQyeWoPXIRExPN9G+nM2XYYHxD92N3chldqxZj/+792ZJ8AKhduy6L5i/A/dp2on/ogPrYIiYOH0aDBg2xWCzs3r6bXo2qo18/lpjZnTGc3IBL/X7W5AOAOfkJdg6O2Ni82sTFDGM6CvfcxK0ZR9ScrqQ/uIxb5+/Q6/X/eC9jYqIzC1D+1z1TBZTi2vVrr34D3pFho0ZC1V6oqnZHHVwdmzoDMQTWYMq0b9710F5b3br1KZYvN9LuqWSEnsJ463cs2yfSukVLkXwQBEEQPggiASEIgiC8dZ3adcBwehvmtGRrm/b6H1j0Whzr90GyUSJTZZ3doLBzAoUS58qtceo4hURHf36c/eMrx65euTKW0FNZ2sxpyWjDb1KyZBlkMhkdOnTm4O79nDp2kvFjJ+Lq6vZ6F/oP6tVryIkjx4mMiKF1y1ZM+noilWtWo3CxQixaspCJ4ycReusejyNjGTlsGKZLu633ymLQoj/0K9279XzlIov+AflQB5TA+4uV+I7YilvbCchsVChtFDg6Oj33HA8PT8zpesypcVnaM6LukC9f/peOnZKSzNx5s2nxSWsGfD6A8+fPvtLY30Rqagp3Q2+iKlglS7tNkdocPXIox8aR3RQKBZvWbWLigO4UTz1HiOk2s74ez8wZM9/10ARBEISXJElSjv17H4kaEIIgCMJbV6tWHdo1b8bSGV2wL1wZszYR45NwvDt9jVypQiGXk3b1GA4ln647TDm7B7ugckBmsT1NSDN27p7JlK+mvlLsrl26sWT5MpJ3zkFdog5mbSLpf26gV68+b6W40r+ZOedHlv22B4dus7Fx9iIj7iGzFn6Pi7MzXTp3A2DggC+Iio5h9cK+2Hr4oY97RIsWrRk35tULLg4fPISBw4cht3dF5ReMKeEx6fvn0KdP/39cymFnZ0f37r1Yu3cWqrqfoXDNhTH8MhknVzF8ybKXipuUlEidBnVIts+NJX8lrsZEs7dje77/5lvafdLhla/jVSmVKuQyOVJ6GjLbp4kWSZeEwz8kXj4UKpWK7t1707179lcmFwRBEIS3TdSAEARBEHKEJElUqFKBeJdA7AqUxbZgeeRKFUl7FlDJU86x47+jKVoTmVd+0m6exBgdhu+nM61LEQzh11EfX8yZk3+9cuyEhHgW/DKffQcP4eTsRJ/uPWjZsk2ObtsoSRJBwYGoP5mK0iOPtT09/Cr2p5dz7s8zWY5PTEzgwYP75MkT8EaFE9etX8vUaVNJTkpCpVLSt88ARg4fSXp6Ohs2rGH3wUO4OTvTs1t3KlasDGRumfr9j9+zaPGvGHRp+Pj5M2XiVzRp0uwF0TJN/34aCw+cRVVvkLXN9OQ+lp2TuXH1VpbinW9L3wF9OXQvEWXNfsjkCqQMA6bd3zGoU0sGD/ryrccXBEEQXs/HXgMi3+T9ORbr/sQGORbrZYkEhCAIgpBjzp07Q7tO7dAUqQ6eeZHun0eT/IgDew5iNKazfOVy7t2/z9UrF0nJXQ6Xuj0BkEwZJG+czGdtm3ywD48Gg4G8+XPhPWJblsSHRZ9K0q+fEvHg8VuLbbFYSE1NITExkejoKPLkCaBrz65E6GRIBWsg6ZKQLu1k1NCh9O87wHqe2WzGYDBgZ2f3Ssma2g3rEZ6/CaqAUlnaM9Z9yaZliyldumy2Xds/SUlJpnP3Lly7eQuVdz70kbdo3LAxP8356ZVraQiCIAg5RyQgso9IQLwhkYAQBEH48D1+/IhVa1Zy7/4DKpYrS7t2HXFwyPrHxqNHkbRo05JUiwIbr3zowy5QsWw5li9Zjkql+oees4/JZCIs7B7Ozi5vvExDp9OxbdsWLl25wrbtW6FmX+wKVX76+bUjBD45zd4de9502P8oLS2Nfp8P4Pixo9h65iH1USg2voWw/2SKNbFgTo5Bv2YoVy9dx9nZ5Y3ite3YjgvKYNRFny6pkcwmEhd0wcvTkx+nf0/9+o3eKMbLunHjOhER4RQuXISAgLw5ElMQBEF4fR97AiLv1zmXgHgwSSQg3ohIQAiCIPzvMJvNHDt2hIcPH1K6dBlKlCj14pOywdatmxg9fiwWhQqjNpkKFSvz6/yfcXNzf+k+JEni2rUrPHjwgPGTJmBw9MHkWxSi76ANPYNDtc7YFqyIMfwKxpNrWL96nXX5w9vwxZeD2HP5Aaq6A5Ep1SRvnYo6uCqaIjWzHGfe9hXzvx5D3bpv9gfLgQN76T90GDYtJ6Nw9ECymNGdWo8p8gaa8m2xHJ7LlvUbKVs25I3iCIIgCB8fkYDIPu9jAkLMQRQEQRDeSwqFgtq1c3b/6nPnzjBs9ChsW41H5RuElJHO5WPL6dGnFzu2bH+pPh48uE/Hbp2JSUjEpNCQHheNQ7Gm2JdqCIDs7DakSzuRbh2kZOGijFq/iXLlyr+1azIYDGzbugn7nj8jU2bWXpDbu2DRZt2GU5IkzNqEN579AFC/fiO+6HOTmbMGY3LwRNKnInNwx6HpSOQO7qSXac3cBfNZsWT5G8cSBEEQhA/JB/T+/60QCQhBEARB+I9fFi3EJqQ1Kt8gAGRKNba1enH5l96Ehd0jf/7Afz1fkiTad+5AvH8VbJs3RyaTYUp4RNK6cSg986LyC8a2VCPijq3gxv3HOVKMUa/XIQEyO2drm6ZYXVJ2fIc6qCIKV18kScJ4eR8uGmW2zUr4cvBQypcLoUufPihajkfhkdf6mcIzkLCb57MljiAIgiAIHw75ux6AIAiCIOS0mJgYEhLin2mPjIpG4eaXpU2mUGLr7suTJzEv7PfixfPEpaahLtvcWlvBxs0Pu5AW6C8fAEAyZyCXK5DLc+ZXsIuLK75+ecgIO2dtU/oFo/INImXlYMy/TcS4ZjCu9w6zce36bB1XiRIlMetTkWmyTqe1PLxEmZIlsy3O+0KSJDZtWk+12jUILhZMt17duX371rseliAIgvAekaSc+/c+EjMgBEEQhP8Zly5dYOCQQUSEP0CyWChTLoRf5i0gV67MpEO1ShUJO3EaAstZzzGnxKKLiaBIkaIv7D8pKRGlo8czO0bIHdzJeHQTSZLQnlhDiVJlUSqV2Xtx/0AmkzHj2+/o8WlPLPHNkHsGIj28hDo+jN179hMXF4+zszNlypTL9m1JHR2d6N/vMxZvmIa5YlfkLr6YQv9EfvMgg2cdytZY74PZc2cxd/FyMsp1QVbClyMPTvNHs0Yc2neQ/PkLvOvhCYIgCMI7J4pQCoIgCP8Tnjx5QqWqFZBX64GmcHUwmzCc3YrLo7P89cdpFAoFcXFx1KhTHWOesigLV8ec/ATTX+v5rGd3hn05/IUxkpOTKF6qKPZdZ6Nw9gIy34onbZgAJiOSKR2LIY3GNauxdNHSt33JWVy/fo0Fv/7M3fsPCCldigH9BuDnl/utx5UkidWrVzB/4ULi455QvnxFJo4dT6FCwW89dk5KS0ujSIlgLM2nIXd6unOK5fwmWgSq+GnOT+9wdIIgCB+Oj70Ipf+kfTkWK+LrhjkW62WJGRCCIAjC/4T1G9aiyB+CpmitzAa5AtvKHUlae57jx3+nVq06eHh4cOTAEeb8NIcjvy/D3d2d/t9MpVmzFi8Vw9nZhdEjxzBj7jjkZVogs3fDcO0IFm0CmpINsPHwx/T4Nh4eDm/xSp+vaNFizJ87P8fjymQyunbtQdeuPXI8dk4KD3+Ajb0rJqf/2rY1d0nOXVz7bgYlCIIgvHckywfz/v+tEAkIQRAE4X/Cg/BwzK55nmmXewQQGfnQ+rW3tw/fTpn22nE+G/A5JYqXYNGypRw8sB5FUCVcmw5HptJgTn5CxsF5dJq46bX7f99IksTNmzfQ6dIoUaIUKpXqXQ/pnfDx8cGYEocsPQ2Z2t7aLsU/IK+//zscmSAIgiC8P0QRSkEQBCFHHD16mHqNG5A/KIBa9etw4MDeHI1fvlw5FA8vZtn+SjJnYHxwiVKlymRrrKpVq7NiyXK2b9qM5uF5zDu/wbT7O9JWDWH0sOEvFe/+/TDOnDmNVqvN1rFlp7t3Q6lUrRJN2rahQ5/+FCkezK5dL7dd6cfGzc2dJk1boPjjZyRdUua2po+vo7i0hSGff/GuhycIgiC8J/7Xi1CKGhCCIAjCW3fo0H4+/WwAqpqfovIvRsajWxiPLmTujB9o1qxljoxBr9dTs25N4h38UZZsjJRhwHRmIxUK+LFmxeq3Fjc9PZ3ffz+CTpdGtWo18fDw+Nfj4+Pj6f5pD65evYraxZv0hEeMGjmGz/oPfGtjfJ7k5CSWLlvC4eMn8PX2ol/vTylXrrz1c7PZTOmQ0iQHNUBRtD4ymQxzTCjSvu84tPcgQUEFc3S87wODwcDYCWPZvGkDklyOi7ML306ekmM/44IgCB+Dj70GRO7xOfcCJnJqoxyL9bJEAkIQBEF466rXrkFMoSZoClaytqXfv4jD2VWcO3U2x8aRmJjAzFk/snPvHtRqNZ3bd2BA/4E5tiPFy2jZthWXdQ4oK3dDprDBnBSNeefXLJo7h7p1G+TIGBITE6jToA5J9nkw5a0IKTHIr+7iuylT6dC+IwDHjh2l99CRSC2zLlcx/bWG7iG5mfzVlBwZqyRJXLhwjlu3bhIYGESFChWzfTePV6XX60lNTcXDwyPHtlsVBEH4WHzsCQi/cXtyLNajbxrnWKyXJWpACIIgCG/d3Ts3cG8wPkubKm9JIjZMwGKx5NhDmqurG1Mmf8OUyd/kSLxX9ehRJBcunkfTYzEyReavaIWLD6Yyn/DL4sU5loD4deEvJDrmQ17zM/4/NWPOXZxxE8bSqmVr1Go18fFxyBw8+e+3GBYHD2KexObIONPS0mjXuT037txD5lMYYkPJ6+vF1o2bcXFxBTITFDmdkLC1tcXW1jZHYwqCIAjCh0Ck5QVBEIS3zjd3ABnRoVnaTNH38PDxE2+I/yYhIR6Vgysym6wzMuTOXjyJi8uxcew7fARLYNUsbQqPvMjsXLh58zoAFSpUwhBxBUn/dHaiJFlQPfiLOjVr5Mg4p06byrUEMLWeialqfzJa/sBdsxsjRo9kzPj/a+/O43Qu9z+Ov7/3PTM3Zsa+ZGkwREplq5MclFGypCJ7Q1EkHSch6Tgaa7aODsmJE1mObC0kS0QmRAzCZDnRSGYywuCefe77+/vDOXe/OSRxf7/3LK/n43E/zH19t8811+M71+26P9/rGq5qNW5WxUpl1L7DY/r223hbYgIA4GoK+xwQfOoDAFhu8J9fVNaGt5X903eSpOzkBGV+Nk2DBr4Y4Mjyllq1bpU37bw8Px/PveG7rYpq1uyGz//998fU+9neqnlrDTX4Q0O9PXO6PB7PZfuVKV1KpvtMrjLTk6Ns9zlfZkHlylXU+6k+0ievKfvgJuUc+1paN1nVSobo0Uc7XHbO+PgDWr58iXbv3iV/Pf25bNkSeep3kuFwSrq05KfZoLNWrlqp97/Yo5x24xTca67iVF3tHmunpKREv1wXAABcHx7BAABYrnu3J5WRkalJb0zQzxfOKzQsXIMHvqhnej8b6NDyFJfLpdExozVi9Gjl1H9cjpIVZRz7SqHJB/V8/+k3dO5Tp35SqzYPKf2WlnK0G6OfU89q8pxFOnL0mN6cMjXXvs/16aPdLw6St0pdOcLLyfR65N21TLfVuU3VqlX37RczMkZ1b7tVM2bNVlZ2trp376TeTz8jl8vl2yc9PV3RvXtp1+49Cqp4qzzJ36lW9QgtXbREJUqUvKE6ZWVlyggukqvM6z4rU4Y8zV6Qw3kpk8R5+8PyXPxJc+a+q7+8+tcbuqa/maapJUsW6Z/z5sntdqv1Qw9p4AsDVapU6UCHBgCwQD6agtESTEIJALCN1+uV231RYWHhPHpxFV99tVUzZ89S4k+n1KLpH9X32ed+c/WM3zJm3Gi9G3tQRpM+vjIzM1WeRQO086uduummirn2//v0N/XG3yarSPlqykpJVs3q1fSveQtVoUIF3z5z35ujkTEj5Kpyu5SdLqUkauG8f+nee3+ZbHTUmBjNXfeVPM3/LMMZJNP0ytg6W21uK69/vDXzhur09LO9tf6k5GjU1VeW88UMGe7TcrZ9Lde+nu+26o/O77Rk4aIbuqa/DXt1mJZ++pmy6rSXUSRczu+/VNmMH7X58y8UFlawJ2IDgCsp6JNQVhz+qW3XSnq9rW3XulZkQAAAbONwOFS8eIlAh5HnNW7cRI0bN/HrOXfu2StPxUa5On7DFaqiFWvq0KGDuummitq69UvNXTBfKecv6JGHH9KuHXE6fPiwypUrr1tvrZPrfPHxBxQzdrT02ERll7hJkuT5YY+e7NVD+/fG+yZhXLR4kXIeGCbHfybVNAyHzIZd9cniAZrx97fkdDqvu05jY0br6zYPKf1ikjLK3SrX2aMKObVfmTlemZ5sGc5f5tII/vmI7mxR97qvZYXExJNa9P5C6dEpcrpCJUlmhVo6++V0vf/+Ij37bL8ARwgA8Ddv/vn+3xJ8/QQAQCFQq0akjDPf5yozPdnKTE5QRERVTZv+d/Xo00drksP0lXGrRs1coB69euqee+69bPBBkhYveV/e2lFy/GfwQZKcEfWlUjdr48YNvrLMjHQZ//nPtU9wUXlycq44/8TvUblyFW3fsl1/eepxPVHNq5e7ttLO7XFq9semcm6eJu/5JJlZafIcWC3nDzvU5+k+v31SG+3eHacilepc9vvJqlhfm7dtDVBUAABYhwwIAAAKgeee7aflD7dUTqkIOSPvkTLd0vb5uufue1SiRElN+dskmR2mKCjs0qMeOTXv09F14/TRR8vVtWuPy853MTVV3uDQy7/JcIUpNdXte9uixYNaf+hzqWEnX5n38CY1uOc+hYSE3HC9wsOLq0+fvrnK3n3nnxo3YZwWLRql9NSLurdJc41fsfqyx0wCrWLFivKkJF22VKjD/ZMi6lQOYGTWOXBgv1avXqWgIKfat39cNWveEuiQAMBWhTwBggwIAAAKg5o1b9H7Cxbp5oS1yn63p3L+NUBt7qiiubPnaMeOr+SqdKscYb/MM2EYDmVWa6JP1312xfO1adVKru+/lOnJ9pWZ7jPKPL5XzZu38JWNGhmjsB++lHPzdOUc3CDn1lkqcuAjvTFhkmV1LVKkiMbEjNHRI98r8eTP+nDpB1fM4gi0Bg0aqVK5UtK+j2R6smWapjyJ8XJ+t1m9n+od6PD8btzrY9X28faatmavpq74Wi0eaqFZs/8R6LAAADYiAwIAgEKiceMm2rp5iy5evCCXq4hvtYqSJUvKm3rusv2N9BSVqVLqiudq2bKV7qu/SNtWjVBmZHMZ2ekKOrJBg4cMyzVR5c03R+irL7/Sovf/pT379qvOfffqyR5vq3z58tZUMh8xDEPLFy9Tn+f6at8Hf1aQq5iKuYI0bdbsApcZsH//Ps2a8668LUbIUeTSBHPemi00ZtwYtW3TTpUrVwlwhABgj3y0BoQlGIAAAKAQMQzjsolA//CHxgrKTlXGt+vlrNNShmHIe+6knAfX6ekxH1zxPA6HQ/PnzNPatau1cvWnCi0Wqu4x76thw7sv27dkyVJ6vv8LltQnv7vppor69ONP9NNPSXK73YqMrFEgV4hZ9elKearc4xt8kCRHWFk5b66vdevWqDdL8gJAocAABAAAhdyWLbFKS09T9u4PlLNvleQKk/nzMbVp1Vp33VX/V49zOBxq06ad2rRpZ2O0BVNem5/C34KcThmm97Jyw+tRUBAfRwEUHlf4U1io8BcfAIBCbsKUKfLe00uuGo1lJn8nMztdchVX7KbJys7OVnBw8G+fBLiK9u0f11v/+Ie8NaNkhJaWJHnPJyrn5D49/PC8AEcHALALAxAAgELJ7XYrPT1dZcuWzbUCQWF09Oi/5XiwiwzDIaNCLV95dk6OUlJSVK5cuQBGh4Kgdu1bNWzoy5owcawcVerLMD3SyW80ZfIbzAcCAIUIAxAAgELl/PkUvTjkJa3/bI1kOFSpchVNnTRFTZo0DXRoAXPLLbW196dDcob/MtDgPfejXMFBKlXqypNQAr/X888N0CNtH9G6davldAapTZu5uSYsBYDCgEkoAQAoRJ58qqf2XXDJ2X2mFFJUiQlx6tHzSW1Yt6HArTxwrYYPHaoeT/dSTpBLjpvryTyToODtczRo4Es8nw+/uvnmCD3zzHOBDgMAECAFb5plAAB+xeHDh7Q/Pl5q0keGK1SG4VBQ9bvlvbWlZr07O9DhBcwf/9hMc9+Zpcikz5Uzv7dK756jkS8N1IDn/bdyRVzcTvXs3UtN7m+qgYMG6tix7/x2bgAA8gvTtO+VF/G1BgCg0Dhx4riCy1VVtsOZq9xbuqqOJsQHKKq8oUWLB9WixYOWnHv9+rV6pv9zyqnTTkbV9vrh23itatVSn65crTp1brPkmgAAIO9hAAIAUGjcdltdZSQekSMzVYYr1FcenPiN7m19TwAjK7hM09TLrw5Xzj3PyFn5jkuF5WspM6iIxrw+Tovm/yuwAQIAYKPCPgcEj2AAAAqNSpUq64mOneX4bKI8J+PlTUmU5+tFcp06oKef6hPo8Aqk8+dTlHwqSY5KdXOVOyLu1tdfb/e9T09P17JlizVp0nh98skKZWdn2x0qAACwGBkQAIBC5Y1JU3Tbu7M1+725unAhRS1btNQrszaobNmygQ6tQCpWLFROh0NmeopU7JcVNbwXT6lMmUurbpw48YPaPNJaaa6ySg+/WUWXrFS5ia9r9cpPVbp0mUCFDgCA3xX2DAjDzEe/gdOnLwY6BAAA8DsNHTZUyzbvlucPz8gIKSYz9ayCtkzTqCED1bPn0+rUrbO2nw2VUfcRSZc+nBlxC9WhUVW9+cabAY4eAGCncuXCAx2CpUq++LFt10p58zHbrnWteAQDAABYauzosWrdqLaMlUMV8tlrcqz5q/r26KTo6KeUlZWlLbEbpdq/TIBpGIa8tR/WJ5+sCGDUSEtL0/gJ41SvUT3dUf8OvTbqr7pw4XygwwKAfI1VMAAAACzkcrk086239XPMaCUlnVT16pEKC7v0DZdhGP/Z638/KZn/bxvsZpqmOnXtpPikVOXU6CgZTr235gtt+qKdNq7fpKAgPkICAH4/MiAAAIAtypYtqzvuuMs3+CBJwcHBur/FQ9LBtb4y0zTlOLRajz76eCDChKRt27bo4HcJ8jR4So5SVeUoWUXeu3ro5Nk0rVu3JtDhAUC+ZZqmba+8iAEIAABwVXv37lbHLk+oZu1INbm/qT78cJlfz/+3SVNU9tx+BW+eIu+eZQrZOF5Vnec08i9/9et1cO327t2jnDK1ZBi/fFQ0DEPpJWtpz57dAYwMAJCfkT8HAAB+1f793+ixjo8pq057Oe8froTzJ/XSiNd0+uef1a9vf79co2LFStqx7WutW7dax44dVZ06PRUV9ZCcTqdfzo/fLyIiQsFpP+l/F0MtknFKVau2CkhMAFAQePNmYoJtWAUDAAD8qu49e2jzmeJy1m7pK/OmnJRry1QdPHBYISEhAYxwz25fAAAUQ0lEQVQOVsnMzFSjPzTQuTINZUQ2lwyHvAnbFHZik+J27sn1GA0A+FNBXwUj7E8f2XYt9/S89ygjj2AAAIBftW//Phk33Z6rzFGysjxyKDn5VICigtVcLpdWrfhUd4WdlXftqzLXvqo6jgSt/HgVgw8AcANMr2nbKy/iEQwAAPCrqlatpnNnE6QSFX1lZto5ebMzVLp0mcAFBstVrVpNn65YpZSUc/J6vbQ3AOCGkQEBAAB+1ZA/v6jg+I/kTT4i0zTldf+soF1zFR39lIoVKxbo8GCDkiVLMfgAAPALMiAAAMCveuCBKP1twkS9NiZG586cUVBQkHo93Ucjho8IdGgAAOQ7+WcGRmswAAEAAK6qQ4cn9PjjHXX+fIpCQ8MUHBx8zcdevHhBcXG7VKJECdWr10CGYVgYKQAAyMsYgAAAAL/JMAyVLFnqdx0z9705ihk1UiGlq8iTfl5liodqyaLFioysaVGUAADkbfloEUpLMAABAAD8bteurzVq3Fh5mg5WZngFmaappGOb1blbF+3cvotMCAAACiFLJqH0er0aOXKkunTpoujoaB0/fjzX9qVLl6pDhw7q3LmzNm3alGvbzp071bx5cyvCAgAANpkz7z3lVGsuR3gFSZcyKIzI5jrrzlBc3M4ARwcAQICYpn2vPMiSDIgNGzYoKytLS5Ys0d69ezVhwgTNnDlTknT69GktWLBAH3zwgTIzM9W9e3c1adJEISEhSkpK0pw5c5STk2NFWAAAwCZnzp6TWaRCrjLDMOQsVlIpKecCFBUAAAgkSzIg4uLi1LRpU0lSvXr1dODAAd+2ffv2qX79+goJCVF4eLgiIiJ06NAhZWZm6rXXXlNMTIwVIQEAABu1fjBKIUlxuZ51NVPPKPN0gu6++w+/efw33+xR3/599VDb1ho16jWdOvWTleECAGAP02vfKw+yZADC7XYrLCzM997pdPqyGtxut8LDw33bQkND5Xa7NXr0aPXu3VsVKlS47HwAACB/6dKlh6qWcCho5zvynNglz783yrnt73rllVdVokTJqx67Zs2nat/hMa0+nKH4oDs1Z/0eNXugqX788YRN0QMAACtYMgARFham1NRU33uv16ugoKArbktNTVVwcLB27dqlGTNmKDo6WufPn9egQYOsCA0AANigaNGiWv3JGv21/5O6t+gJta4uLXrvPT3/3ICrHuf1ejX0lZfluStajppRcla4TeZtHZVWtp4mTZlkU/QAAFjEa9r3yoMsmQOiQYMG2rRpk9q0aaO9e/eqVq1avm133nmn3nzzTWVmZiorK0tHjx7VnXfeqXXr1vn2adKkiaZOnWpFaAAAwCbFihVT79591bt332s+JjHxpC6mpsook3upTrNiA23+crG/QwTyPcf3x1Rs5nS5li+VkeqWGRqmzCc6K63/n+StHhno8AAgF0sGIB588EFt3bpVXbt2lWmaGj9+vObOnauIiAhFRUUpOjpa3bt3l2maGjRokFwulxVhAACAfCY8PFye7EwZORlScFFfuZl+ViVLlQ5gZEDeE/L5Zwp7+kmZmZly/Ge+FcN9UUUWzleRJe/rwpz5yop6KMBRAsglj65OYRfDNPPPb+D06YuBDgEAAFisV+9e+uLgaXlv6yDDGSwz44KC4mZpwsjh6tKle6DDA/IEx/fHVLL5vXJmZPzqPmbRYjr7xTYyIZCvlCsX/ts75WNFn7Evmy/9n11tu9a1smQOCAAAgOs1/c1panRzMRmbRsu18y0Zsa+rT/fO6ty5W6BDA/KMYjOny3uVwQdJUna2ir0zw56AAFybQr4KBhkQAAAgTzp+PEFJSYmqXftWleLxCyCXMpGV5XD/9mdjb3i4zhw9aUNEgH8U+AyIPotsu1b6u3kva5AMCAAAkCdVrVpN9957H4MPwBUYqe5r2899bfsBsIlp2vf6Fd98842io6MvK587d67atm2r6OhoRUdH69ixY36vviWTUAIAAACwjhkaJuMaMiDMsDAbogGQX8yePVsrV65U0aJFL9sWHx+viRMnqm7dupZdnwwIAAAAIJ/JfKKzzKDgq+5jBgUrs1Pem4QOQOBERERo+vTpV9wWHx+vWbNmqVu3bnrnnXcsuT4DEAAAAEA+k9b/T1Lw1QcgFBystH4D7AkIwLXxmva9rqBVq1YKCrrygxBt27ZVTEyM5s2bp7i4OG3atMnv1WcAAgAAAMhnvNUjdWHOfJlFi12WCWEGBcssWkwX5sxnCU4A18Q0TfXq1UulS5dWSEiImjdvrm+//dbv12EAAgAAwAYnTvyg4X95RQ+3ba0/DxqoI0cOBzok5HNZUQ/p7BfblNHzKXnDw2Uahrzh4cro+ZTOfrFNWVEPBTpEAP8rjy7D6Xa71a5dO6Wmpso0Te3YscOSuSCYhBIAAMBihw8fUuu2rZRT9k55itdU/I4ftWJFSy1etET33ntfoMNDPuatHin3hDfknvBGoEMBkA998sknSktLU5cuXTRo0CD17NlTISEhaty4sZo3b+736xmmeZX1OfKY06d/e6ZfAACAvKZL9y7a8oMhZ0QTX5nn1H5Feg7qyy++DGBkAJC3lCsXHugQLFW05zzbrpU+v5dt17pWPIIBAABgsR3bt8pR4a5cZY7yt+u7w98qIyMjQFEBAGAvHsEAAACwWHjxkjqXkSLDFfZLYeZFBbtcCv6tlQwAAAVH/nkAwRJkQAAAAFisb59nFPzDBpnZ6ZIk05MlZ8I6de3SQ06nM8DRAQBgDzIgAAAALPb883/S98ePa9myN+UqVUmZKUm6P+pBjYoZHejQAAB28v6+1SkKGiahBAAAsElycrK+++6IqlatpsqVqwQ6HADIcwr8JJQ95th2rfR/9bbtWteKDAgAAACblC9fXuXLlw90GACAQMk/3/9bgjkgAAAAAACA5ciAAAAAAADADmRAAAAAAAAAWIsMCAAAAAAA7GAW7lUwyIAAAAAAAACWYwACAAAAAABYjkcwAAAAAACwg5dJKAEAAAAAACxFBgQAAAAAAHZgGU4AAAAAAABrkQEBAAAAAIAdWIYTAAAAAADAWmRAAAAAAABgB+aAAAAAAAAAsBYZEAAAAAAA2MFLBgQAAAAAAIClyIAAAAAAAMAOrIIBAAAAAABgLTIgAAAAAACwA6tgAAAAAAAAWIsMCAAAAAAA7MAcEAAAAAAAANZiAAIAAAAAAFiORzAAAAAAALCDl0koAQAAAAAALEUGBAAAAAAAdmAZTgAAAAAAAGuRAQEAAAAAgB1YhhMAAAAAAMBaZEAAAAAAAGAH5oAAAAAAAACwFhkQAAAAAADYwUsGBAAAAAAAgKXIgAAAAAAAwA6sggEAAAAAAGAtMiAAAAAAALADq2AAAAAAAABYiwwIAAAAAADsQAYEAAAAAACAtRiAAAAAAAAAluMRDAAAAAAA7OBlGU4AAAAAAABLkQEBAAAAAIAdCvkklIZpFvLfAAAAAAAAsByPYAAAAAAAAMsxAAEAAAAAACzHAAQAAAAAALAck1AWEF6vVzExMTp8+LBCQkI0duxYVa1a1bd96dKlWrx4sYKCgtS/f3898MADSkxM1KuvviqPxyPTNDV69GhFRkZq48aNmjFjhoKCgtSxY0d17txZGRkZGjp0qM6cOaPQ0FBNnDhRpUuXDmCN8zd/tteqVas0b948OZ1O1apVSzExMXI4HHrssccUHh4uSapSpYpef/31QFU33/Nne82dO1fLly/33T+jRo1SpUqVuL/8yF/tFR4erpdeesl33MGDBzV48GB17dpVzZo1U7Vq1SRJ9erV0+DBg+2uZoFyPW12+vRpDRkyRNnZ2SpXrpwmTJigokWL0ofZwJ/tRR9mPX+2F32YPfzVZm63m34MeY+JAmHdunXmsGHDTNM0zT179pjPPfecb1tycrLZrl07MzMz07xw4YLv55dfftlcv369aZqmGRsbaw4YMMDMysoyW7ZsaaakpJiZmZlmhw4dzOTkZHPOnDnmtGnTTNM0zVWrVpljxoyxv5IFiL/aKz093YyKijLT0tJM0zTNQYMGmRs2bDAzMjLMRx991P6KFVD+ai/TNM3Bgweb+/fvz3V+7i//8md7/dfu3bvN6OhoMycnx0xISDD79etnX4UKgetps7Fjx5offfSRaZqmOW3aNHPu3Ln0YTbxV3vRh9nDX+1lmvRhdvFnm/0X/RjyCjIgCoi4uDg1bdpU0qVRzAMHDvi27du3T/Xr11dISIhCQkIUERGhQ4cOadiwYb5vFzwej1wul44ePaqIiAiVKFFCktSwYUPt2rVLcXFxeuaZZyRJzZo109tvv21zDQsWf7VXSEiIFi9erKJFi0qScnJy5HK5dOjQIaWnp6t3797KycnRSy+9pHr16tlf0QLCX+0lSfHx8Zo1a5ZOnz6t+++/X/369eP+8jN/tpckmaapMWPGaMqUKXI6nYqPj9epU6cUHR2tIkWKaPjw4YqMjLS3kgXM9bTZq6++KtM05fV6lZSUpGrVqtGH2cRf7UUfZg9/tZdEH2YXf7aZRD+GvIUBiALC7XYrLCzM997pdConJ0dBQUFyu92+D9aSFBoaKrfb7UuPO3bsmCZOnKgZM2bo7NmzV9z3/58jNDRUFy9etKlmBZO/2svhcKhs2bKSpAULFigtLU1NmjTRkSNH1KdPH3Xq1EkJCQl69tlntXbtWgUFcctfD3+1lyS1bdtW3bt3V1hYmF544QVt2rSJ+8vP/NlekrRx40bdcsstvg9n5cqVU9++fdW6dWvt2rVLQ4cO1QcffGBT7Qqm62kzwzCUk5OjRx99VJmZmRowYICSkpLow2zgr/aiD7OHv9pLog+ziz/bTKIfQ97CX/ICIiwsTKmpqb73Xq/X11H/77bU1FTfH67t27dr1KhRmjRpkiIjI5WVlXXFff//OVJTU1W8eHE7qlVg+au9/nvs5MmT9f3332v69OkyDEPVq1dX1apVfT+XLFlSp0+fVsWKFW2sZcHhr/YyTVO9evXybW/evLm+/fZb7i8/8+f9JUkrV65Uz549fe/r1q0rp9MpSWrUqJFOnTol0zRlGIal9SrIrrfNgoODtXr1am3btk3Dhg3TiBEj6MNs4K/2WrhwIX2YDfzVXgsWLKAPs4k/7zGJfgx5C6tgFBANGjRQbGysJGnv3r2qVauWb9udd96puLg4ZWZm6uLFizp69Khq1aql7du3a9y4cfrnP/+pO+64Q5JUo0YNHT9+XCkpKcrKytKuXbtUv359NWjQQJs3b5YkxcbGqmHDhvZXsgDxV3tJ0siRI5WZmam3337bl8a6fPlyTZgwQZJ06tQpud1ulStXzsYaFiz+ai+326127dopNTVVpmlqx44dqlu3LveXn/nz/pIupRw3aNDA9/6tt97SvHnzJEmHDh1SpUqV+NB2g66nzWJiYrR9+3ZJl74BNAyDPswm/moviT7MDv5qL/ow+/jzHpPox5C3GKZpmoEOAjfuv7PlHjlyRKZpavz48YqNjVVERISioqK0dOlSLVmyRKZpql+/fmrVqpXat2+vrKwsX6devXp1jR492jeDuGma6tixo3r06KH09HQNGzZMp0+fVnBwsN544w0+DNwAf7VXly5d1LFjRzVq1MjXcfTs2VPNmzfX8OHDlZiYKMMwNGTIkFwdD34ff95fH3/8sRYsWKCQkBA1btxYAwcO5P7yM3+219mzZ/X0009rxYoVvvOfP39eQ4cOVVpampxOp0aOHKkaNWoEqroFwvW02dGjRxUTEyNJcjgcvnagD7Oev9orIyODPswG/ry/6MPs4c82ox9DXsMABAAAAAAAsByPYAAAAAAAAMsxAAEAAAAAACzHAAQAAAAAALAcAxAAAAAAAMByDEAAAAAAAADLMQABAICf9ejRQ1999VWusrFjx2rZsmWX7fvjjz+qc+fOVz3fwoULJUmxsbFasmRJrmMGDRqkrKwsJSYmauPGjX6qAQAAgP8xAAEAgJ917tw515rrWVlZ2rRpk9q2bXtd55s5c6YkqVmzZurSpUuubVOnTlVISIi2b9+u3bt3X3/QAAAAFmMAAgAAP3v44Ye1Y8cOpaenS5I+//xzNWnSRAkJCerWrZuefPJJ9enTR4mJibmOW7t2raKjo32vs2fPaubMmTp//rxiYmL04YcfasqUKbmOadGihdLS0jRr1iytWrVKGzZsUMuWLeXxeCRJkydP1po1a+ypOAAAwFUwAAEAgJ+5XC5FRUVp/fr1kqQPP/xQXbp00YgRIzRy5EgtXLhQ3bp104QJE3Idl5CQoFmzZmnBggWqXr26tmzZov79+6tEiRKKiYn51es5nU717dtX7dq1U8uWLdWwYUNt2bJFHo9HsbGxioqKsrK6AAAA14QBCAAALNCpUyetWLFCp06d0oULF3T77bcrOTlZderUkSTdfffd+ve//53rmDJlymjYsGEaPny4Dh8+rJycnOu+9ocffqjY2Fjdd999CgkJueH6AAAA3CgGIAAAsEDt2rWVmpqq+fPnq2PHjpKk8uXL69ChQ5KknTt3qlq1ar79L168qGnTpmnq1KkaO3asXC6XTNOUJN+/V+NwOOT1eiVJjRo10okTJ7R8+XI98cQTfq4ZAADA9QkKdAAAABRUHTt21OTJk7Vp0yZJl1bCGDNmjEzTlNPp1Pjx4337hoWFqUGDBnr88cdVrFgxFS9eXMnJyZKkGjVqaMiQIbrvvvt+9Vq1atXSzJkzdfvtt6tt27Z65JFHtHbtWt1yyy3WVhIAAOAaGea1fK0CAADyldmzZ6tUqVJkQAAAgDyDDAgAAAqYV155RefOndP06dMDHQoAAIAPGRAAAAAAAMByTEIJAAAAAAAsxwAEAAAAAACwHAMQAAAAAADAcgxAAAAAAAAAyzEAAQAAAAAALMcABAAAAAAAsNz/AbQgTvV83NPZAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "    plt.style.use('seaborn-dark')\n",
+    "    plt.figure(figsize=(20,10))\n",
+    "    plt.scatter(vol_arr, ret_arr, c=sharpe_arr, cmap='GnBu_r',edgecolors='black')\n",
+    "    plt.colorbar(label='Sharpe Ratio')\n",
+    "    plt.xlabel('Volatility')\n",
+    "    plt.ylabel('Expected Return')\n",
+    "    plt.scatter(max_sharp_vol, max_sharp_return,c='green', s=100)\n",
+    "    plt.scatter(min_sharp_vol, min_sharp_return,c='red', s=100) # red dot\n",
+    "\n",
+    "    \n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "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": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Untitled.ipynb b/Untitled.ipynb
new file mode 100644
index 0000000..7fec515
--- /dev/null
+++ b/Untitled.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Untitled1.ipynb b/Untitled1.ipynb
new file mode 100644
index 0000000..7fec515
--- /dev/null
+++ b/Untitled1.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/data_cleaning.ipynb b/data_cleaning.ipynb
index 84318bf..311d88b 100644
--- a/data_cleaning.ipynb
+++ b/data_cleaning.ipynb
@@ -705,7 +705,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/ffm_regression.ipynb b/ffm_regression.ipynb
index 39a9a3b..8a73afa 100644
--- a/ffm_regression.ipynb
+++ b/ffm_regression.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -14,50 +14,3476 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
     "stock_csv_path = Path('monthly_data.csv')\n",
     "monthly_df = pd.read_csv(stock_csv_path, index_col = 'Date')\n",
-    "#monthly_df_daily_returns = monthly_df.pct_change()"
+    "monthly_df_daily_returns = monthly_df.pct_change()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>DXC</th>\n",
+       "      <th>BBY</th>\n",
+       "      <th>AMG</th>\n",
+       "      <th>CNP</th>\n",
+       "      <th>WMT</th>\n",
+       "      <th>MRK</th>\n",
+       "      <th>NEM</th>\n",
+       "      <th>VFC</th>\n",
+       "      <th>MDT</th>\n",
+       "      <th>HST</th>\n",
+       "      <th>...</th>\n",
+       "      <th>UNH</th>\n",
+       "      <th>HSY</th>\n",
+       "      <th>FB</th>\n",
+       "      <th>EIX</th>\n",
+       "      <th>SBUX</th>\n",
+       "      <th>MCO</th>\n",
+       "      <th>HII</th>\n",
+       "      <th>RL</th>\n",
+       "      <th>LNT</th>\n",
+       "      <th>AXP</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3/31/15</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/30/15</th>\n",
+       "      <td>-0.012714</td>\n",
+       "      <td>-0.083091</td>\n",
+       "      <td>0.052845</td>\n",
+       "      <td>0.027437</td>\n",
+       "      <td>-0.051064</td>\n",
+       "      <td>0.036186</td>\n",
+       "      <td>0.220175</td>\n",
+       "      <td>-0.038242</td>\n",
+       "      <td>-0.045391</td>\n",
+       "      <td>-0.001982</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.058247</td>\n",
+       "      <td>-0.089090</td>\n",
+       "      <td>-0.041961</td>\n",
+       "      <td>-0.024492</td>\n",
+       "      <td>0.047096</td>\n",
+       "      <td>0.035838</td>\n",
+       "      <td>-0.061077</td>\n",
+       "      <td>0.014524</td>\n",
+       "      <td>-0.031611</td>\n",
+       "      <td>-0.008577</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5/31/15</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6/30/15</th>\n",
+       "      <td>0.025611</td>\n",
+       "      <td>-0.052519</td>\n",
+       "      <td>-0.033299</td>\n",
+       "      <td>-0.081165</td>\n",
+       "      <td>-0.085489</td>\n",
+       "      <td>-0.036887</td>\n",
+       "      <td>-0.117304</td>\n",
+       "      <td>-0.032477</td>\n",
+       "      <td>0.000349</td>\n",
+       "      <td>-0.005595</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.099791</td>\n",
+       "      <td>-0.028147</td>\n",
+       "      <td>0.088866</td>\n",
+       "      <td>-0.081105</td>\n",
+       "      <td>0.084925</td>\n",
+       "      <td>0.007206</td>\n",
+       "      <td>-0.141581</td>\n",
+       "      <td>-0.004303</td>\n",
+       "      <td>-0.045477</td>\n",
+       "      <td>0.007241</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7/31/15</th>\n",
+       "      <td>-0.003199</td>\n",
+       "      <td>-0.009813</td>\n",
+       "      <td>-0.048948</td>\n",
+       "      <td>0.016290</td>\n",
+       "      <td>0.014804</td>\n",
+       "      <td>0.035658</td>\n",
+       "      <td>-0.264983</td>\n",
+       "      <td>0.105392</td>\n",
+       "      <td>0.057895</td>\n",
+       "      <td>-0.022693</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.004918</td>\n",
+       "      <td>0.045705</td>\n",
+       "      <td>0.096071</td>\n",
+       "      <td>0.079705</td>\n",
+       "      <td>0.080381</td>\n",
+       "      <td>0.022879</td>\n",
+       "      <td>0.042810</td>\n",
+       "      <td>-0.048882</td>\n",
+       "      <td>0.075432</td>\n",
+       "      <td>-0.021358</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8/31/15</th>\n",
+       "      <td>-0.052575</td>\n",
+       "      <td>0.137814</td>\n",
+       "      <td>-0.103223</td>\n",
+       "      <td>-0.024761</td>\n",
+       "      <td>-0.094582</td>\n",
+       "      <td>-0.086669</td>\n",
+       "      <td>-0.005824</td>\n",
+       "      <td>-0.060449</td>\n",
+       "      <td>-0.077816</td>\n",
+       "      <td>-0.085139</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.046952</td>\n",
+       "      <td>-0.030106</td>\n",
+       "      <td>-0.048718</td>\n",
+       "      <td>-0.025496</td>\n",
+       "      <td>-0.052980</td>\n",
+       "      <td>-0.070691</td>\n",
+       "      <td>-0.037467</td>\n",
+       "      <td>-0.116769</td>\n",
+       "      <td>-0.078686</td>\n",
+       "      <td>0.008677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9/30/15</th>\n",
+       "      <td>-0.002156</td>\n",
+       "      <td>0.016608</td>\n",
+       "      <td>-0.082869</td>\n",
+       "      <td>-0.031149</td>\n",
+       "      <td>0.001699</td>\n",
+       "      <td>-0.074927</td>\n",
+       "      <td>-0.057081</td>\n",
+       "      <td>-0.053770</td>\n",
+       "      <td>-0.068963</td>\n",
+       "      <td>-0.097179</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.007017</td>\n",
+       "      <td>0.026363</td>\n",
+       "      <td>0.005256</td>\n",
+       "      <td>0.085761</td>\n",
+       "      <td>0.038933</td>\n",
+       "      <td>-0.040172</td>\n",
+       "      <td>-0.048232</td>\n",
+       "      <td>0.067523</td>\n",
+       "      <td>0.032116</td>\n",
+       "      <td>-0.033759</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10/31/15</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11/30/15</th>\n",
+       "      <td>0.211552</td>\n",
+       "      <td>-0.143858</td>\n",
+       "      <td>0.036493</td>\n",
+       "      <td>-0.046942</td>\n",
+       "      <td>-0.092535</td>\n",
+       "      <td>0.073294</td>\n",
+       "      <td>0.145613</td>\n",
+       "      <td>-0.051459</td>\n",
+       "      <td>0.125485</td>\n",
+       "      <td>0.049968</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.028446</td>\n",
+       "      <td>-0.054103</td>\n",
+       "      <td>0.159511</td>\n",
+       "      <td>-0.058824</td>\n",
+       "      <td>0.083546</td>\n",
+       "      <td>0.053642</td>\n",
+       "      <td>0.226426</td>\n",
+       "      <td>0.051202</td>\n",
+       "      <td>0.038525</td>\n",
+       "      <td>-0.029932</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12/31/15</th>\n",
+       "      <td>0.048212</td>\n",
+       "      <td>-0.034667</td>\n",
+       "      <td>-0.098572</td>\n",
+       "      <td>0.083186</td>\n",
+       "      <td>0.050535</td>\n",
+       "      <td>0.005027</td>\n",
+       "      <td>-0.021551</td>\n",
+       "      <td>-0.031907</td>\n",
+       "      <td>0.026056</td>\n",
+       "      <td>-0.064041</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.048249</td>\n",
+       "      <td>0.034295</td>\n",
+       "      <td>0.004029</td>\n",
+       "      <td>0.005459</td>\n",
+       "      <td>-0.022153</td>\n",
+       "      <td>-0.026959</td>\n",
+       "      <td>-0.031088</td>\n",
+       "      <td>-0.098412</td>\n",
+       "      <td>0.037547</td>\n",
+       "      <td>-0.029174</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/31/16</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/29/16</th>\n",
+       "      <td>-0.118421</td>\n",
+       "      <td>0.063711</td>\n",
+       "      <td>-0.131885</td>\n",
+       "      <td>0.029021</td>\n",
+       "      <td>0.082219</td>\n",
+       "      <td>-0.049413</td>\n",
+       "      <td>0.435798</td>\n",
+       "      <td>0.045944</td>\n",
+       "      <td>0.006110</td>\n",
+       "      <td>-0.001956</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.012411</td>\n",
+       "      <td>0.024760</td>\n",
+       "      <td>0.021594</td>\n",
+       "      <td>0.151157</td>\n",
+       "      <td>-0.027149</td>\n",
+       "      <td>-0.111080</td>\n",
+       "      <td>0.033189</td>\n",
+       "      <td>-0.185863</td>\n",
+       "      <td>0.098338</td>\n",
+       "      <td>-0.197365</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/31/16</th>\n",
+       "      <td>0.193683</td>\n",
+       "      <td>0.009998</td>\n",
+       "      <td>0.170956</td>\n",
+       "      <td>0.122920</td>\n",
+       "      <td>0.040052</td>\n",
+       "      <td>0.062993</td>\n",
+       "      <td>0.030007</td>\n",
+       "      <td>0.000552</td>\n",
+       "      <td>-0.025961</td>\n",
+       "      <td>0.104307</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.086750</td>\n",
+       "      <td>0.013203</td>\n",
+       "      <td>0.067153</td>\n",
+       "      <td>0.061871</td>\n",
+       "      <td>0.025597</td>\n",
+       "      <td>0.087387</td>\n",
+       "      <td>0.048814</td>\n",
+       "      <td>0.066123</td>\n",
+       "      <td>0.093157</td>\n",
+       "      <td>0.104714</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/30/16</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5/31/16</th>\n",
+       "      <td>0.437413</td>\n",
+       "      <td>-0.008323</td>\n",
+       "      <td>0.068473</td>\n",
+       "      <td>0.089709</td>\n",
+       "      <td>0.041002</td>\n",
+       "      <td>0.063315</td>\n",
+       "      <td>0.219338</td>\n",
+       "      <td>-0.037678</td>\n",
+       "      <td>0.073066</td>\n",
+       "      <td>-0.077844</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.037005</td>\n",
+       "      <td>0.014771</td>\n",
+       "      <td>0.041280</td>\n",
+       "      <td>-0.003617</td>\n",
+       "      <td>-0.077352</td>\n",
+       "      <td>0.025591</td>\n",
+       "      <td>0.123980</td>\n",
+       "      <td>-0.020050</td>\n",
+       "      <td>0.006145</td>\n",
+       "      <td>0.076195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6/30/16</th>\n",
+       "      <td>0.012267</td>\n",
+       "      <td>-0.039872</td>\n",
+       "      <td>-0.188739</td>\n",
+       "      <td>0.065246</td>\n",
+       "      <td>0.031647</td>\n",
+       "      <td>0.032355</td>\n",
+       "      <td>0.207887</td>\n",
+       "      <td>-0.007111</td>\n",
+       "      <td>0.078156</td>\n",
+       "      <td>0.067026</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.061143</td>\n",
+       "      <td>0.222294</td>\n",
+       "      <td>-0.038128</td>\n",
+       "      <td>0.091174</td>\n",
+       "      <td>0.040627</td>\n",
+       "      <td>-0.049980</td>\n",
+       "      <td>0.095300</td>\n",
+       "      <td>-0.044495</td>\n",
+       "      <td>0.071525</td>\n",
+       "      <td>-0.071383</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7/31/16</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8/31/16</th>\n",
+       "      <td>-0.049231</td>\n",
+       "      <td>0.257516</td>\n",
+       "      <td>0.009093</td>\n",
+       "      <td>-0.053008</td>\n",
+       "      <td>-0.014940</td>\n",
+       "      <td>0.089915</td>\n",
+       "      <td>-0.022495</td>\n",
+       "      <td>0.009107</td>\n",
+       "      <td>0.007975</td>\n",
+       "      <td>0.099321</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.036473</td>\n",
+       "      <td>-0.115032</td>\n",
+       "      <td>0.103605</td>\n",
+       "      <td>-0.063731</td>\n",
+       "      <td>-0.012153</td>\n",
+       "      <td>0.163990</td>\n",
+       "      <td>-0.014076</td>\n",
+       "      <td>0.156215</td>\n",
+       "      <td>-0.037019</td>\n",
+       "      <td>0.079328</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9/30/16</th>\n",
+       "      <td>0.109906</td>\n",
+       "      <td>-0.000415</td>\n",
+       "      <td>0.018655</td>\n",
+       "      <td>0.033823</td>\n",
+       "      <td>0.009519</td>\n",
+       "      <td>0.001237</td>\n",
+       "      <td>0.028095</td>\n",
+       "      <td>-0.090719</td>\n",
+       "      <td>-0.002282</td>\n",
+       "      <td>-0.115018</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.033785</td>\n",
+       "      <td>-0.042947</td>\n",
+       "      <td>0.017047</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>-0.037169</td>\n",
+       "      <td>-0.003772</td>\n",
+       "      <td>-0.071139</td>\n",
+       "      <td>-0.018921</td>\n",
+       "      <td>0.009486</td>\n",
+       "      <td>-0.023483</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10/31/16</th>\n",
+       "      <td>0.042904</td>\n",
+       "      <td>0.019120</td>\n",
+       "      <td>-0.083206</td>\n",
+       "      <td>-0.018510</td>\n",
+       "      <td>-0.029118</td>\n",
+       "      <td>-0.059125</td>\n",
+       "      <td>-0.057266</td>\n",
+       "      <td>-0.032828</td>\n",
+       "      <td>-0.050694</td>\n",
+       "      <td>-0.005780</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.009500</td>\n",
+       "      <td>0.071757</td>\n",
+       "      <td>0.021205</td>\n",
+       "      <td>0.017024</td>\n",
+       "      <td>-0.019764</td>\n",
+       "      <td>-0.071666</td>\n",
+       "      <td>0.051753</td>\n",
+       "      <td>-0.030057</td>\n",
+       "      <td>0.001066</td>\n",
+       "      <td>0.042383</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11/30/16</th>\n",
+       "      <td>0.113499</td>\n",
+       "      <td>0.174505</td>\n",
+       "      <td>0.116388</td>\n",
+       "      <td>0.058382</td>\n",
+       "      <td>0.005856</td>\n",
+       "      <td>0.042064</td>\n",
+       "      <td>-0.124190</td>\n",
+       "      <td>0.005534</td>\n",
+       "      <td>-0.109851</td>\n",
+       "      <td>0.152455</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.124676</td>\n",
+       "      <td>-0.050851</td>\n",
+       "      <td>-0.095962</td>\n",
+       "      <td>-0.064099</td>\n",
+       "      <td>0.097391</td>\n",
+       "      <td>0.003564</td>\n",
+       "      <td>0.111619</td>\n",
+       "      <td>0.066361</td>\n",
+       "      <td>-0.055979</td>\n",
+       "      <td>0.084613</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12/31/16</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/31/17</th>\n",
+       "      <td>0.028682</td>\n",
+       "      <td>-0.019959</td>\n",
+       "      <td>0.028764</td>\n",
+       "      <td>0.098491</td>\n",
+       "      <td>-0.045611</td>\n",
+       "      <td>0.020848</td>\n",
+       "      <td>0.120045</td>\n",
+       "      <td>-0.048091</td>\n",
+       "      <td>0.047445</td>\n",
+       "      <td>0.026427</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.023876</td>\n",
+       "      <td>0.091370</td>\n",
+       "      <td>0.100490</td>\n",
+       "      <td>0.067817</td>\n",
+       "      <td>-0.047438</td>\n",
+       "      <td>0.031542</td>\n",
+       "      <td>0.085030</td>\n",
+       "      <td>-0.149952</td>\n",
+       "      <td>0.057175</td>\n",
+       "      <td>0.064766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/28/17</th>\n",
+       "      <td>0.102251</td>\n",
+       "      <td>-0.008760</td>\n",
+       "      <td>0.103592</td>\n",
+       "      <td>0.052911</td>\n",
+       "      <td>0.062781</td>\n",
+       "      <td>0.062591</td>\n",
+       "      <td>-0.056229</td>\n",
+       "      <td>0.018842</td>\n",
+       "      <td>0.064325</td>\n",
+       "      <td>-0.004427</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.020234</td>\n",
+       "      <td>0.033192</td>\n",
+       "      <td>0.040055</td>\n",
+       "      <td>0.094127</td>\n",
+       "      <td>0.034521</td>\n",
+       "      <td>0.081766</td>\n",
+       "      <td>0.126521</td>\n",
+       "      <td>-0.102906</td>\n",
+       "      <td>0.048605</td>\n",
+       "      <td>0.048180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/31/17</th>\n",
+       "      <td>0.008971</td>\n",
+       "      <td>0.122096</td>\n",
+       "      <td>-0.023760</td>\n",
+       "      <td>0.009151</td>\n",
+       "      <td>0.023685</td>\n",
+       "      <td>-0.028412</td>\n",
+       "      <td>-0.035923</td>\n",
+       "      <td>0.057006</td>\n",
+       "      <td>0.000980</td>\n",
+       "      <td>0.048787</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.004587</td>\n",
+       "      <td>0.008306</td>\n",
+       "      <td>0.048030</td>\n",
+       "      <td>0.005110</td>\n",
+       "      <td>0.026727</td>\n",
+       "      <td>0.006016</td>\n",
+       "      <td>-0.081046</td>\n",
+       "      <td>0.035206</td>\n",
+       "      <td>0.003293</td>\n",
+       "      <td>-0.011866</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/30/17</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5/31/17</th>\n",
+       "      <td>0.123316</td>\n",
+       "      <td>0.208342</td>\n",
+       "      <td>-0.060327</td>\n",
+       "      <td>0.047946</td>\n",
+       "      <td>0.097752</td>\n",
+       "      <td>0.024709</td>\n",
+       "      <td>0.036105</td>\n",
+       "      <td>-0.021284</td>\n",
+       "      <td>0.046177</td>\n",
+       "      <td>-0.035906</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.068105</td>\n",
+       "      <td>0.060917</td>\n",
+       "      <td>0.066244</td>\n",
+       "      <td>0.024620</td>\n",
+       "      <td>0.093886</td>\n",
+       "      <td>0.060781</td>\n",
+       "      <td>-0.019121</td>\n",
+       "      <td>-0.169321</td>\n",
+       "      <td>0.055266</td>\n",
+       "      <td>-0.023437</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6/30/17</th>\n",
+       "      <td>-0.007608</td>\n",
+       "      <td>-0.028906</td>\n",
+       "      <td>0.078063</td>\n",
+       "      <td>-0.042992</td>\n",
+       "      <td>-0.037150</td>\n",
+       "      <td>-0.008428</td>\n",
+       "      <td>-0.050134</td>\n",
+       "      <td>0.079596</td>\n",
+       "      <td>0.053037</td>\n",
+       "      <td>0.026478</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.062825</td>\n",
+       "      <td>-0.068535</td>\n",
+       "      <td>-0.003169</td>\n",
+       "      <td>-0.034814</td>\n",
+       "      <td>-0.083320</td>\n",
+       "      <td>0.027269</td>\n",
+       "      <td>-0.049283</td>\n",
+       "      <td>0.096015</td>\n",
+       "      <td>-0.031348</td>\n",
+       "      <td>0.094879</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7/31/17</th>\n",
+       "      <td>0.021637</td>\n",
+       "      <td>0.017617</td>\n",
+       "      <td>0.120403</td>\n",
+       "      <td>0.029584</td>\n",
+       "      <td>0.056950</td>\n",
+       "      <td>-0.003277</td>\n",
+       "      <td>0.147576</td>\n",
+       "      <td>0.079687</td>\n",
+       "      <td>-0.048933</td>\n",
+       "      <td>0.021346</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.034462</td>\n",
+       "      <td>-0.019186</td>\n",
+       "      <td>0.121009</td>\n",
+       "      <td>0.006267</td>\n",
+       "      <td>-0.074258</td>\n",
+       "      <td>0.081772</td>\n",
+       "      <td>0.107166</td>\n",
+       "      <td>0.025068</td>\n",
+       "      <td>0.016799</td>\n",
+       "      <td>0.015571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8/31/17</th>\n",
+       "      <td>0.084460</td>\n",
+       "      <td>-0.069935</td>\n",
+       "      <td>-0.048131</td>\n",
+       "      <td>0.060571</td>\n",
+       "      <td>-0.017864</td>\n",
+       "      <td>-0.000313</td>\n",
+       "      <td>0.031477</td>\n",
+       "      <td>0.010934</td>\n",
+       "      <td>-0.039895</td>\n",
+       "      <td>-0.028939</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.036964</td>\n",
+       "      <td>0.002399</td>\n",
+       "      <td>0.016071</td>\n",
+       "      <td>0.025957</td>\n",
+       "      <td>0.020890</td>\n",
+       "      <td>0.021213</td>\n",
+       "      <td>0.041094</td>\n",
+       "      <td>0.161798</td>\n",
+       "      <td>0.054528</td>\n",
+       "      <td>0.010208</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9/30/17</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10/31/17</th>\n",
+       "      <td>0.079348</td>\n",
+       "      <td>0.037719</td>\n",
+       "      <td>0.055521</td>\n",
+       "      <td>-0.001351</td>\n",
+       "      <td>0.118355</td>\n",
+       "      <td>-0.131092</td>\n",
+       "      <td>-0.055012</td>\n",
+       "      <td>0.123531</td>\n",
+       "      <td>0.004697</td>\n",
+       "      <td>0.091242</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.060924</td>\n",
+       "      <td>0.012009</td>\n",
+       "      <td>0.047043</td>\n",
+       "      <td>0.004108</td>\n",
+       "      <td>-0.000364</td>\n",
+       "      <td>0.062524</td>\n",
+       "      <td>0.088194</td>\n",
+       "      <td>0.023258</td>\n",
+       "      <td>0.019507</td>\n",
+       "      <td>0.113691</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11/30/17</th>\n",
+       "      <td>0.050481</td>\n",
+       "      <td>0.064845</td>\n",
+       "      <td>0.066404</td>\n",
+       "      <td>0.023680</td>\n",
+       "      <td>0.113618</td>\n",
+       "      <td>0.003267</td>\n",
+       "      <td>0.022953</td>\n",
+       "      <td>0.047523</td>\n",
+       "      <td>0.019995</td>\n",
+       "      <td>0.011759</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.089051</td>\n",
+       "      <td>0.050997</td>\n",
+       "      <td>-0.015995</td>\n",
+       "      <td>0.016510</td>\n",
+       "      <td>0.059925</td>\n",
+       "      <td>0.068844</td>\n",
+       "      <td>0.041135</td>\n",
+       "      <td>0.063961</td>\n",
+       "      <td>0.042765</td>\n",
+       "      <td>0.022927</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12/31/17</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/31/18</th>\n",
+       "      <td>0.037785</td>\n",
+       "      <td>0.232394</td>\n",
+       "      <td>0.004832</td>\n",
+       "      <td>-0.060980</td>\n",
+       "      <td>0.102147</td>\n",
+       "      <td>0.081129</td>\n",
+       "      <td>0.097458</td>\n",
+       "      <td>0.119748</td>\n",
+       "      <td>0.051698</td>\n",
+       "      <td>0.059531</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.037735</td>\n",
+       "      <td>-0.005409</td>\n",
+       "      <td>0.054803</td>\n",
+       "      <td>-0.223293</td>\n",
+       "      <td>-0.017468</td>\n",
+       "      <td>0.065670</td>\n",
+       "      <td>-0.017090</td>\n",
+       "      <td>0.207209</td>\n",
+       "      <td>-0.111282</td>\n",
+       "      <td>0.020885</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/28/18</th>\n",
+       "      <td>0.030035</td>\n",
+       "      <td>-0.008486</td>\n",
+       "      <td>-0.049951</td>\n",
+       "      <td>-0.030045</td>\n",
+       "      <td>-0.155628</td>\n",
+       "      <td>-0.084895</td>\n",
+       "      <td>-0.057023</td>\n",
+       "      <td>-0.080971</td>\n",
+       "      <td>-0.069857</td>\n",
+       "      <td>-0.105973</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.044852</td>\n",
+       "      <td>-0.103391</td>\n",
+       "      <td>-0.045856</td>\n",
+       "      <td>-0.031025</td>\n",
+       "      <td>0.010556</td>\n",
+       "      <td>0.034186</td>\n",
+       "      <td>0.105954</td>\n",
+       "      <td>-0.074097</td>\n",
+       "      <td>-0.027673</td>\n",
+       "      <td>-0.019014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/31/18</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/30/18</th>\n",
+       "      <td>0.007087</td>\n",
+       "      <td>0.063292</td>\n",
+       "      <td>-0.129383</td>\n",
+       "      <td>-0.063586</td>\n",
+       "      <td>-0.011361</td>\n",
+       "      <td>0.095256</td>\n",
+       "      <td>0.032254</td>\n",
+       "      <td>0.091741</td>\n",
+       "      <td>0.008802</td>\n",
+       "      <td>0.065505</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.048738</td>\n",
+       "      <td>-0.064319</td>\n",
+       "      <td>-0.035442</td>\n",
+       "      <td>0.091827</td>\n",
+       "      <td>0.008231</td>\n",
+       "      <td>-0.028044</td>\n",
+       "      <td>-0.071753</td>\n",
+       "      <td>0.042644</td>\n",
+       "      <td>0.120009</td>\n",
+       "      <td>0.016519</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5/31/18</th>\n",
+       "      <td>-0.106249</td>\n",
+       "      <td>-0.108193</td>\n",
+       "      <td>-0.032190</td>\n",
+       "      <td>0.042686</td>\n",
+       "      <td>-0.061045</td>\n",
+       "      <td>0.011211</td>\n",
+       "      <td>-0.009163</td>\n",
+       "      <td>0.003586</td>\n",
+       "      <td>0.077250</td>\n",
+       "      <td>0.105828</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.021616</td>\n",
+       "      <td>-0.013640</td>\n",
+       "      <td>0.115000</td>\n",
+       "      <td>-0.051282</td>\n",
+       "      <td>-0.010486</td>\n",
+       "      <td>0.054307</td>\n",
+       "      <td>-0.088081</td>\n",
+       "      <td>0.225125</td>\n",
+       "      <td>-0.035623</td>\n",
+       "      <td>-0.004557</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6/30/18</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7/31/18</th>\n",
+       "      <td>0.065908</td>\n",
+       "      <td>0.106062</td>\n",
+       "      <td>0.004709</td>\n",
+       "      <td>0.089935</td>\n",
+       "      <td>0.081052</td>\n",
+       "      <td>0.115052</td>\n",
+       "      <td>-0.054362</td>\n",
+       "      <td>0.141052</td>\n",
+       "      <td>0.051411</td>\n",
+       "      <td>-0.022614</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.052195</td>\n",
+       "      <td>0.090737</td>\n",
+       "      <td>-0.100115</td>\n",
+       "      <td>0.082225</td>\n",
+       "      <td>-0.075525</td>\n",
+       "      <td>0.003224</td>\n",
+       "      <td>0.054191</td>\n",
+       "      <td>0.007942</td>\n",
+       "      <td>0.045579</td>\n",
+       "      <td>0.016046</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8/31/18</th>\n",
+       "      <td>0.074935</td>\n",
+       "      <td>0.060376</td>\n",
+       "      <td>-0.085230</td>\n",
+       "      <td>-0.014506</td>\n",
+       "      <td>0.080542</td>\n",
+       "      <td>0.041293</td>\n",
+       "      <td>-0.154035</td>\n",
+       "      <td>0.000652</td>\n",
+       "      <td>0.068491</td>\n",
+       "      <td>0.028176</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.060185</td>\n",
+       "      <td>0.030950</td>\n",
+       "      <td>0.018252</td>\n",
+       "      <td>-0.013507</td>\n",
+       "      <td>0.027336</td>\n",
+       "      <td>0.042998</td>\n",
+       "      <td>0.052071</td>\n",
+       "      <td>-0.016077</td>\n",
+       "      <td>-0.003025</td>\n",
+       "      <td>0.064912</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9/30/18</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10/31/18</th>\n",
+       "      <td>-0.198790</td>\n",
+       "      <td>-0.113058</td>\n",
+       "      <td>-0.221986</td>\n",
+       "      <td>-0.028068</td>\n",
+       "      <td>0.046109</td>\n",
+       "      <td>0.080511</td>\n",
+       "      <td>0.001186</td>\n",
+       "      <td>-0.095562</td>\n",
+       "      <td>-0.063633</td>\n",
+       "      <td>-0.103875</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.023200</td>\n",
+       "      <td>0.065957</td>\n",
+       "      <td>-0.136232</td>\n",
+       "      <td>0.065329</td>\n",
+       "      <td>0.090178</td>\n",
+       "      <td>-0.182789</td>\n",
+       "      <td>-0.106312</td>\n",
+       "      <td>-0.019636</td>\n",
+       "      <td>0.011031</td>\n",
+       "      <td>-0.027168</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11/30/18</th>\n",
+       "      <td>-0.134423</td>\n",
+       "      <td>-0.079390</td>\n",
+       "      <td>-0.019805</td>\n",
+       "      <td>0.047322</td>\n",
+       "      <td>-0.026227</td>\n",
+       "      <td>0.077843</td>\n",
+       "      <td>0.045925</td>\n",
+       "      <td>-0.019184</td>\n",
+       "      <td>0.085838</td>\n",
+       "      <td>-0.005756</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.080004</td>\n",
+       "      <td>0.017513</td>\n",
+       "      <td>-0.073654</td>\n",
+       "      <td>-0.202767</td>\n",
+       "      <td>0.151162</td>\n",
+       "      <td>0.096671</td>\n",
+       "      <td>-0.009659</td>\n",
+       "      <td>-0.140498</td>\n",
+       "      <td>0.056073</td>\n",
+       "      <td>0.092865</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12/31/18</th>\n",
+       "      <td>-0.154036</td>\n",
+       "      <td>-0.173923</td>\n",
+       "      <td>-0.123110</td>\n",
+       "      <td>0.007854</td>\n",
+       "      <td>-0.040877</td>\n",
+       "      <td>-0.030179</td>\n",
+       "      <td>0.080363</td>\n",
+       "      <td>-0.116416</td>\n",
+       "      <td>-0.062075</td>\n",
+       "      <td>-0.112086</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.114586</td>\n",
+       "      <td>-0.010342</td>\n",
+       "      <td>-0.067705</td>\n",
+       "      <td>0.037358</td>\n",
+       "      <td>-0.034772</td>\n",
+       "      <td>-0.119633</td>\n",
+       "      <td>-0.116891</td>\n",
+       "      <td>-0.065545</td>\n",
+       "      <td>-0.069178</td>\n",
+       "      <td>-0.150975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/31/19</th>\n",
+       "      <td>0.205943</td>\n",
+       "      <td>0.118580</td>\n",
+       "      <td>0.077073</td>\n",
+       "      <td>0.095289</td>\n",
+       "      <td>0.028771</td>\n",
+       "      <td>-0.025913</td>\n",
+       "      <td>-0.015585</td>\n",
+       "      <td>0.179843</td>\n",
+       "      <td>-0.028254</td>\n",
+       "      <td>0.083383</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.084618</td>\n",
+       "      <td>-0.010077</td>\n",
+       "      <td>0.271569</td>\n",
+       "      <td>0.003523</td>\n",
+       "      <td>0.058075</td>\n",
+       "      <td>0.131891</td>\n",
+       "      <td>0.084809</td>\n",
+       "      <td>0.122559</td>\n",
+       "      <td>0.061298</td>\n",
+       "      <td>0.081833</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/28/19</th>\n",
+       "      <td>0.027136</td>\n",
+       "      <td>0.162053</td>\n",
+       "      <td>0.047560</td>\n",
+       "      <td>-0.016163</td>\n",
+       "      <td>0.032975</td>\n",
+       "      <td>0.092167</td>\n",
+       "      <td>0.000293</td>\n",
+       "      <td>0.037899</td>\n",
+       "      <td>0.023872</td>\n",
+       "      <td>0.085825</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.103553</td>\n",
+       "      <td>0.050016</td>\n",
+       "      <td>-0.031436</td>\n",
+       "      <td>0.051255</td>\n",
+       "      <td>0.036494</td>\n",
+       "      <td>0.095381</td>\n",
+       "      <td>0.018303</td>\n",
+       "      <td>0.077751</td>\n",
+       "      <td>0.031482</td>\n",
+       "      <td>0.049075</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/31/19</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/30/19</th>\n",
+       "      <td>0.001131</td>\n",
+       "      <td>0.088662</td>\n",
+       "      <td>0.011951</td>\n",
+       "      <td>0.028534</td>\n",
+       "      <td>0.044483</td>\n",
+       "      <td>-0.025168</td>\n",
+       "      <td>-0.063182</td>\n",
+       "      <td>0.087598</td>\n",
+       "      <td>-0.013295</td>\n",
+       "      <td>-0.008430</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.034103</td>\n",
+       "      <td>0.128027</td>\n",
+       "      <td>0.197894</td>\n",
+       "      <td>0.075105</td>\n",
+       "      <td>0.105608</td>\n",
+       "      <td>0.135744</td>\n",
+       "      <td>0.062891</td>\n",
+       "      <td>0.056478</td>\n",
+       "      <td>0.037489</td>\n",
+       "      <td>0.091934</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5/31/19</th>\n",
+       "      <td>-0.276848</td>\n",
+       "      <td>-0.157775</td>\n",
+       "      <td>-0.241663</td>\n",
+       "      <td>-0.073637</td>\n",
+       "      <td>-0.008374</td>\n",
+       "      <td>0.006353</td>\n",
+       "      <td>0.065357</td>\n",
+       "      <td>-0.078948</td>\n",
+       "      <td>0.042450</td>\n",
+       "      <td>-0.058732</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.037457</td>\n",
+       "      <td>0.062786</td>\n",
+       "      <td>-0.082368</td>\n",
+       "      <td>-0.068998</td>\n",
+       "      <td>-0.016313</td>\n",
+       "      <td>-0.067417</td>\n",
+       "      <td>-0.074655</td>\n",
+       "      <td>-0.201018</td>\n",
+       "      <td>0.004870</td>\n",
+       "      <td>-0.021496</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6/30/19</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7/31/19</th>\n",
+       "      <td>0.178423</td>\n",
+       "      <td>0.230549</td>\n",
+       "      <td>0.023503</td>\n",
+       "      <td>0.020042</td>\n",
+       "      <td>0.088131</td>\n",
+       "      <td>0.054719</td>\n",
+       "      <td>0.108172</td>\n",
+       "      <td>0.073778</td>\n",
+       "      <td>0.107152</td>\n",
+       "      <td>-0.028858</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.034378</td>\n",
+       "      <td>0.149894</td>\n",
+       "      <td>0.094438</td>\n",
+       "      <td>0.266990</td>\n",
+       "      <td>0.244938</td>\n",
+       "      <td>0.172025</td>\n",
+       "      <td>0.113007</td>\n",
+       "      <td>-0.002612</td>\n",
+       "      <td>0.051268</td>\n",
+       "      <td>0.087603</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8/31/19</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9/30/19</th>\n",
+       "      <td>-0.467677</td>\n",
+       "      <td>-0.091887</td>\n",
+       "      <td>-0.024599</td>\n",
+       "      <td>0.051124</td>\n",
+       "      <td>0.080487</td>\n",
+       "      <td>0.021080</td>\n",
+       "      <td>0.042158</td>\n",
+       "      <td>0.023331</td>\n",
+       "      <td>0.070902</td>\n",
+       "      <td>0.006157</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.123148</td>\n",
+       "      <td>0.026416</td>\n",
+       "      <td>-0.083149</td>\n",
+       "      <td>0.019987</td>\n",
+       "      <td>-0.062677</td>\n",
+       "      <td>-0.042134</td>\n",
+       "      <td>-0.068386</td>\n",
+       "      <td>-0.077298</td>\n",
+       "      <td>0.088615</td>\n",
+       "      <td>-0.048967</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10/31/19</th>\n",
+       "      <td>-0.062034</td>\n",
+       "      <td>0.041165</td>\n",
+       "      <td>-0.041632</td>\n",
+       "      <td>-0.036779</td>\n",
+       "      <td>-0.011965</td>\n",
+       "      <td>0.029461</td>\n",
+       "      <td>0.047732</td>\n",
+       "      <td>-0.075289</td>\n",
+       "      <td>0.002578</td>\n",
+       "      <td>-0.052053</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.162801</td>\n",
+       "      <td>-0.052390</td>\n",
+       "      <td>0.076202</td>\n",
+       "      <td>-0.166004</td>\n",
+       "      <td>-0.043655</td>\n",
+       "      <td>0.077430</td>\n",
+       "      <td>0.065489</td>\n",
+       "      <td>0.006180</td>\n",
+       "      <td>-0.004209</td>\n",
+       "      <td>-0.004662</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11/30/19</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12/31/19</th>\n",
+       "      <td>0.366423</td>\n",
+       "      <td>0.229581</td>\n",
+       "      <td>0.064750</td>\n",
+       "      <td>-0.051154</td>\n",
+       "      <td>0.018020</td>\n",
+       "      <td>0.056700</td>\n",
+       "      <td>0.097534</td>\n",
+       "      <td>0.217546</td>\n",
+       "      <td>0.046750</td>\n",
+       "      <td>0.146992</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.167828</td>\n",
+       "      <td>0.005964</td>\n",
+       "      <td>0.070963</td>\n",
+       "      <td>0.209143</td>\n",
+       "      <td>0.044932</td>\n",
+       "      <td>0.078170</td>\n",
+       "      <td>0.116372</td>\n",
+       "      <td>0.227415</td>\n",
+       "      <td>0.025872</td>\n",
+       "      <td>0.061477</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>58 rows × 100 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               DXC       BBY       AMG       CNP       WMT       MRK  \\\n",
+       "Date                                                                   \n",
+       "3/31/15        NaN       NaN       NaN       NaN       NaN       NaN   \n",
+       "4/30/15  -0.012714 -0.083091  0.052845  0.027437 -0.051064  0.036186   \n",
+       "5/31/15   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "6/30/15   0.025611 -0.052519 -0.033299 -0.081165 -0.085489 -0.036887   \n",
+       "7/31/15  -0.003199 -0.009813 -0.048948  0.016290  0.014804  0.035658   \n",
+       "8/31/15  -0.052575  0.137814 -0.103223 -0.024761 -0.094582 -0.086669   \n",
+       "9/30/15  -0.002156  0.016608 -0.082869 -0.031149  0.001699 -0.074927   \n",
+       "10/31/15  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "11/30/15  0.211552 -0.143858  0.036493 -0.046942 -0.092535  0.073294   \n",
+       "12/31/15  0.048212 -0.034667 -0.098572  0.083186  0.050535  0.005027   \n",
+       "1/31/16   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "2/29/16  -0.118421  0.063711 -0.131885  0.029021  0.082219 -0.049413   \n",
+       "3/31/16   0.193683  0.009998  0.170956  0.122920  0.040052  0.062993   \n",
+       "4/30/16   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "5/31/16   0.437413 -0.008323  0.068473  0.089709  0.041002  0.063315   \n",
+       "6/30/16   0.012267 -0.039872 -0.188739  0.065246  0.031647  0.032355   \n",
+       "7/31/16   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "8/31/16  -0.049231  0.257516  0.009093 -0.053008 -0.014940  0.089915   \n",
+       "9/30/16   0.109906 -0.000415  0.018655  0.033823  0.009519  0.001237   \n",
+       "10/31/16  0.042904  0.019120 -0.083206 -0.018510 -0.029118 -0.059125   \n",
+       "11/30/16  0.113499  0.174505  0.116388  0.058382  0.005856  0.042064   \n",
+       "12/31/16  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "1/31/17   0.028682 -0.019959  0.028764  0.098491 -0.045611  0.020848   \n",
+       "2/28/17   0.102251 -0.008760  0.103592  0.052911  0.062781  0.062591   \n",
+       "3/31/17   0.008971  0.122096 -0.023760  0.009151  0.023685 -0.028412   \n",
+       "4/30/17   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "5/31/17   0.123316  0.208342 -0.060327  0.047946  0.097752  0.024709   \n",
+       "6/30/17  -0.007608 -0.028906  0.078063 -0.042992 -0.037150 -0.008428   \n",
+       "7/31/17   0.021637  0.017617  0.120403  0.029584  0.056950 -0.003277   \n",
+       "8/31/17   0.084460 -0.069935 -0.048131  0.060571 -0.017864 -0.000313   \n",
+       "9/30/17   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "10/31/17  0.079348  0.037719  0.055521 -0.001351  0.118355 -0.131092   \n",
+       "11/30/17  0.050481  0.064845  0.066404  0.023680  0.113618  0.003267   \n",
+       "12/31/17  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "1/31/18   0.037785  0.232394  0.004832 -0.060980  0.102147  0.081129   \n",
+       "2/28/18   0.030035 -0.008486 -0.049951 -0.030045 -0.155628 -0.084895   \n",
+       "3/31/18   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "4/30/18   0.007087  0.063292 -0.129383 -0.063586 -0.011361  0.095256   \n",
+       "5/31/18  -0.106249 -0.108193 -0.032190  0.042686 -0.061045  0.011211   \n",
+       "6/30/18   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "7/31/18   0.065908  0.106062  0.004709  0.089935  0.081052  0.115052   \n",
+       "8/31/18   0.074935  0.060376 -0.085230 -0.014506  0.080542  0.041293   \n",
+       "9/30/18   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "10/31/18 -0.198790 -0.113058 -0.221986 -0.028068  0.046109  0.080511   \n",
+       "11/30/18 -0.134423 -0.079390 -0.019805  0.047322 -0.026227  0.077843   \n",
+       "12/31/18 -0.154036 -0.173923 -0.123110  0.007854 -0.040877 -0.030179   \n",
+       "1/31/19   0.205943  0.118580  0.077073  0.095289  0.028771 -0.025913   \n",
+       "2/28/19   0.027136  0.162053  0.047560 -0.016163  0.032975  0.092167   \n",
+       "3/31/19   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "4/30/19   0.001131  0.088662  0.011951  0.028534  0.044483 -0.025168   \n",
+       "5/31/19  -0.276848 -0.157775 -0.241663 -0.073637 -0.008374  0.006353   \n",
+       "6/30/19   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "7/31/19   0.178423  0.230549  0.023503  0.020042  0.088131  0.054719   \n",
+       "8/31/19   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "9/30/19  -0.467677 -0.091887 -0.024599  0.051124  0.080487  0.021080   \n",
+       "10/31/19 -0.062034  0.041165 -0.041632 -0.036779 -0.011965  0.029461   \n",
+       "11/30/19  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "12/31/19  0.366423  0.229581  0.064750 -0.051154  0.018020  0.056700   \n",
+       "\n",
+       "               NEM       VFC       MDT       HST  ...       UNH       HSY  \\\n",
+       "Date                                              ...                       \n",
+       "3/31/15        NaN       NaN       NaN       NaN  ...       NaN       NaN   \n",
+       "4/30/15   0.220175 -0.038242 -0.045391 -0.001982  ... -0.058247 -0.089090   \n",
+       "5/31/15   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "6/30/15  -0.117304 -0.032477  0.000349 -0.005595  ...  0.099791 -0.028147   \n",
+       "7/31/15  -0.264983  0.105392  0.057895 -0.022693  ... -0.004918  0.045705   \n",
+       "8/31/15  -0.005824 -0.060449 -0.077816 -0.085139  ... -0.046952 -0.030106   \n",
+       "9/30/15  -0.057081 -0.053770 -0.068963 -0.097179  ...  0.007017  0.026363   \n",
+       "10/31/15  0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "11/30/15  0.145613 -0.051459  0.125485  0.049968  ... -0.028446 -0.054103   \n",
+       "12/31/15 -0.021551 -0.031907  0.026056 -0.064041  ...  0.048249  0.034295   \n",
+       "1/31/16   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "2/29/16   0.435798  0.045944  0.006110 -0.001956  ...  0.012411  0.024760   \n",
+       "3/31/16   0.030007  0.000552 -0.025961  0.104307  ...  0.086750  0.013203   \n",
+       "4/30/16   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "5/31/16   0.219338 -0.037678  0.073066 -0.077844  ...  0.037005  0.014771   \n",
+       "6/30/16   0.207887 -0.007111  0.078156  0.067026  ...  0.061143  0.222294   \n",
+       "7/31/16   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "8/31/16  -0.022495  0.009107  0.007975  0.099321  ... -0.036473 -0.115032   \n",
+       "9/30/16   0.028095 -0.090719 -0.002282 -0.115018  ...  0.033785 -0.042947   \n",
+       "10/31/16 -0.057266 -0.032828 -0.050694 -0.005780  ...  0.009500  0.071757   \n",
+       "11/30/16 -0.124190  0.005534 -0.109851  0.152455  ...  0.124676 -0.050851   \n",
+       "12/31/16  0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "1/31/17   0.120045 -0.048091  0.047445  0.026427  ...  0.023876  0.091370   \n",
+       "2/28/17  -0.056229  0.018842  0.064325 -0.004427  ...  0.020234  0.033192   \n",
+       "3/31/17  -0.035923  0.057006  0.000980  0.048787  ... -0.004587  0.008306   \n",
+       "4/30/17   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "5/31/17   0.036105 -0.021284  0.046177 -0.035906  ...  0.068105  0.060917   \n",
+       "6/30/17  -0.050134  0.079596  0.053037  0.026478  ...  0.062825 -0.068535   \n",
+       "7/31/17   0.147576  0.079687 -0.048933  0.021346  ...  0.034462 -0.019186   \n",
+       "8/31/17   0.031477  0.010934 -0.039895 -0.028939  ...  0.036964  0.002399   \n",
+       "9/30/17   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "10/31/17 -0.055012  0.123531  0.004697  0.091242  ...  0.060924  0.012009   \n",
+       "11/30/17  0.022953  0.047523  0.019995  0.011759  ...  0.089051  0.050997   \n",
+       "12/31/17  0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "1/31/18   0.097458  0.119748  0.051698  0.059531  ...  0.037735 -0.005409   \n",
+       "2/28/18  -0.057023 -0.080971 -0.069857 -0.105973  ... -0.044852 -0.103391   \n",
+       "3/31/18   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "4/30/18   0.032254  0.091741  0.008802  0.065505  ...  0.048738 -0.064319   \n",
+       "5/31/18  -0.009163  0.003586  0.077250  0.105828  ...  0.021616 -0.013640   \n",
+       "6/30/18   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "7/31/18  -0.054362  0.141052  0.051411 -0.022614  ...  0.052195  0.090737   \n",
+       "8/31/18  -0.154035  0.000652  0.068491  0.028176  ...  0.060185  0.030950   \n",
+       "9/30/18   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "10/31/18  0.001186 -0.095562 -0.063633 -0.103875  ... -0.023200  0.065957   \n",
+       "11/30/18  0.045925 -0.019184  0.085838 -0.005756  ...  0.080004  0.017513   \n",
+       "12/31/18  0.080363 -0.116416 -0.062075 -0.112086  ... -0.114586 -0.010342   \n",
+       "1/31/19  -0.015585  0.179843 -0.028254  0.083383  ...  0.084618 -0.010077   \n",
+       "2/28/19   0.000293  0.037899  0.023872  0.085825  ... -0.103553  0.050016   \n",
+       "3/31/19   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "4/30/19  -0.063182  0.087598 -0.013295 -0.008430  ... -0.034103  0.128027   \n",
+       "5/31/19   0.065357 -0.078948  0.042450 -0.058732  ...  0.037457  0.062786   \n",
+       "6/30/19   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "7/31/19   0.108172  0.073778  0.107152 -0.028858  ...  0.034378  0.149894   \n",
+       "8/31/19   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "9/30/19   0.042158  0.023331  0.070902  0.006157  ... -0.123148  0.026416   \n",
+       "10/31/19  0.047732 -0.075289  0.002578 -0.052053  ...  0.162801 -0.052390   \n",
+       "11/30/19  0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "12/31/19  0.097534  0.217546  0.046750  0.146992  ...  0.167828  0.005964   \n",
+       "\n",
+       "                FB       EIX      SBUX       MCO       HII        RL  \\\n",
+       "Date                                                                   \n",
+       "3/31/15        NaN       NaN       NaN       NaN       NaN       NaN   \n",
+       "4/30/15  -0.041961 -0.024492  0.047096  0.035838 -0.061077  0.014524   \n",
+       "5/31/15   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "6/30/15   0.088866 -0.081105  0.084925  0.007206 -0.141581 -0.004303   \n",
+       "7/31/15   0.096071  0.079705  0.080381  0.022879  0.042810 -0.048882   \n",
+       "8/31/15  -0.048718 -0.025496 -0.052980 -0.070691 -0.037467 -0.116769   \n",
+       "9/30/15   0.005256  0.085761  0.038933 -0.040172 -0.048232  0.067523   \n",
+       "10/31/15  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "11/30/15  0.159511 -0.058824  0.083546  0.053642  0.226426  0.051202   \n",
+       "12/31/15  0.004029  0.005459 -0.022153 -0.026959 -0.031088 -0.098412   \n",
+       "1/31/16   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "2/29/16   0.021594  0.151157 -0.027149 -0.111080  0.033189 -0.185863   \n",
+       "3/31/16   0.067153  0.061871  0.025597  0.087387  0.048814  0.066123   \n",
+       "4/30/16   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "5/31/16   0.041280 -0.003617 -0.077352  0.025591  0.123980 -0.020050   \n",
+       "6/30/16  -0.038128  0.091174  0.040627 -0.049980  0.095300 -0.044495   \n",
+       "7/31/16   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "8/31/16   0.103605 -0.063731 -0.012153  0.163990 -0.014076  0.156215   \n",
+       "9/30/16   0.017047  0.000002 -0.037169 -0.003772 -0.071139 -0.018921   \n",
+       "10/31/16  0.021205  0.017024 -0.019764 -0.071666  0.051753 -0.030057   \n",
+       "11/30/16 -0.095962 -0.064099  0.097391  0.003564  0.111619  0.066361   \n",
+       "12/31/16  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "1/31/17   0.100490  0.067817 -0.047438  0.031542  0.085030 -0.149952   \n",
+       "2/28/17   0.040055  0.094127  0.034521  0.081766  0.126521 -0.102906   \n",
+       "3/31/17   0.048030  0.005110  0.026727  0.006016 -0.081046  0.035206   \n",
+       "4/30/17   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "5/31/17   0.066244  0.024620  0.093886  0.060781 -0.019121 -0.169321   \n",
+       "6/30/17  -0.003169 -0.034814 -0.083320  0.027269 -0.049283  0.096015   \n",
+       "7/31/17   0.121009  0.006267 -0.074258  0.081772  0.107166  0.025068   \n",
+       "8/31/17   0.016071  0.025957  0.020890  0.021213  0.041094  0.161798   \n",
+       "9/30/17   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "10/31/17  0.047043  0.004108 -0.000364  0.062524  0.088194  0.023258   \n",
+       "11/30/17 -0.015995  0.016510  0.059925  0.068844  0.041135  0.063961   \n",
+       "12/31/17  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "1/31/18   0.054803 -0.223293 -0.017468  0.065670 -0.017090  0.207209   \n",
+       "2/28/18  -0.045856 -0.031025  0.010556  0.034186  0.105954 -0.074097   \n",
+       "3/31/18   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "4/30/18  -0.035442  0.091827  0.008231 -0.028044 -0.071753  0.042644   \n",
+       "5/31/18   0.115000 -0.051282 -0.010486  0.054307 -0.088081  0.225125   \n",
+       "6/30/18   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "7/31/18  -0.100115  0.082225 -0.075525  0.003224  0.054191  0.007942   \n",
+       "8/31/18   0.018252 -0.013507  0.027336  0.042998  0.052071 -0.016077   \n",
+       "9/30/18   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "10/31/18 -0.136232  0.065329  0.090178 -0.182789 -0.106312 -0.019636   \n",
+       "11/30/18 -0.073654 -0.202767  0.151162  0.096671 -0.009659 -0.140498   \n",
+       "12/31/18 -0.067705  0.037358 -0.034772 -0.119633 -0.116891 -0.065545   \n",
+       "1/31/19   0.271569  0.003523  0.058075  0.131891  0.084809  0.122559   \n",
+       "2/28/19  -0.031436  0.051255  0.036494  0.095381  0.018303  0.077751   \n",
+       "3/31/19   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "4/30/19   0.197894  0.075105  0.105608  0.135744  0.062891  0.056478   \n",
+       "5/31/19  -0.082368 -0.068998 -0.016313 -0.067417 -0.074655 -0.201018   \n",
+       "6/30/19   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "7/31/19   0.094438  0.266990  0.244938  0.172025  0.113007 -0.002612   \n",
+       "8/31/19   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "9/30/19  -0.083149  0.019987 -0.062677 -0.042134 -0.068386 -0.077298   \n",
+       "10/31/19  0.076202 -0.166004 -0.043655  0.077430  0.065489  0.006180   \n",
+       "11/30/19  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "12/31/19  0.070963  0.209143  0.044932  0.078170  0.116372  0.227415   \n",
+       "\n",
+       "               LNT       AXP  \n",
+       "Date                          \n",
+       "3/31/15        NaN       NaN  \n",
+       "4/30/15  -0.031611 -0.008577  \n",
+       "5/31/15   0.000000  0.000000  \n",
+       "6/30/15  -0.045477  0.007241  \n",
+       "7/31/15   0.075432 -0.021358  \n",
+       "8/31/15  -0.078686  0.008677  \n",
+       "9/30/15   0.032116 -0.033759  \n",
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+       "9/30/17   0.000000  0.000000  \n",
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+       "2/28/18  -0.027673 -0.019014  \n",
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+       "6/30/18   0.000000  0.000000  \n",
+       "7/31/18   0.045579  0.016046  \n",
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+       "9/30/18   0.000000  0.000000  \n",
+       "10/31/18  0.011031 -0.027168  \n",
+       "11/30/18  0.056073  0.092865  \n",
+       "12/31/18 -0.069178 -0.150975  \n",
+       "1/31/19   0.061298  0.081833  \n",
+       "2/28/19   0.031482  0.049075  \n",
+       "3/31/19   0.000000  0.000000  \n",
+       "4/30/19   0.037489  0.091934  \n",
+       "5/31/19   0.004870 -0.021496  \n",
+       "6/30/19   0.000000  0.000000  \n",
+       "7/31/19   0.051268  0.087603  \n",
+       "8/31/19   0.000000  0.000000  \n",
+       "9/30/19   0.088615 -0.048967  \n",
+       "10/31/19 -0.004209 -0.004662  \n",
+       "11/30/19  0.000000  0.000000  \n",
+       "12/31/19  0.025872  0.061477  \n",
+       "\n",
+       "[58 rows x 100 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "monthly_df_daily_returns"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
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+       "    <tr>\n",
+       "      <th>5/31/16</th>\n",
+       "      <td>0.437413</td>\n",
+       "      <td>-0.008323</td>\n",
+       "      <td>0.068473</td>\n",
+       "      <td>0.089709</td>\n",
+       "      <td>0.041002</td>\n",
+       "      <td>0.063315</td>\n",
+       "      <td>0.219338</td>\n",
+       "      <td>-0.037678</td>\n",
+       "      <td>0.073066</td>\n",
+       "      <td>-0.077844</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.037005</td>\n",
+       "      <td>0.014771</td>\n",
+       "      <td>0.041280</td>\n",
+       "      <td>-0.003617</td>\n",
+       "      <td>-0.077352</td>\n",
+       "      <td>0.025591</td>\n",
+       "      <td>0.123980</td>\n",
+       "      <td>-0.020050</td>\n",
+       "      <td>0.006145</td>\n",
+       "      <td>0.076195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6/30/16</th>\n",
+       "      <td>0.012267</td>\n",
+       "      <td>-0.039872</td>\n",
+       "      <td>-0.188739</td>\n",
+       "      <td>0.065246</td>\n",
+       "      <td>0.031647</td>\n",
+       "      <td>0.032355</td>\n",
+       "      <td>0.207887</td>\n",
+       "      <td>-0.007111</td>\n",
+       "      <td>0.078156</td>\n",
+       "      <td>0.067026</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.061143</td>\n",
+       "      <td>0.222294</td>\n",
+       "      <td>-0.038128</td>\n",
+       "      <td>0.091174</td>\n",
+       "      <td>0.040627</td>\n",
+       "      <td>-0.049980</td>\n",
+       "      <td>0.095300</td>\n",
+       "      <td>-0.044495</td>\n",
+       "      <td>0.071525</td>\n",
+       "      <td>-0.071383</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7/31/16</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8/31/16</th>\n",
+       "      <td>-0.049231</td>\n",
+       "      <td>0.257516</td>\n",
+       "      <td>0.009093</td>\n",
+       "      <td>-0.053008</td>\n",
+       "      <td>-0.014940</td>\n",
+       "      <td>0.089915</td>\n",
+       "      <td>-0.022495</td>\n",
+       "      <td>0.009107</td>\n",
+       "      <td>0.007975</td>\n",
+       "      <td>0.099321</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.036473</td>\n",
+       "      <td>-0.115032</td>\n",
+       "      <td>0.103605</td>\n",
+       "      <td>-0.063731</td>\n",
+       "      <td>-0.012153</td>\n",
+       "      <td>0.163990</td>\n",
+       "      <td>-0.014076</td>\n",
+       "      <td>0.156215</td>\n",
+       "      <td>-0.037019</td>\n",
+       "      <td>0.079328</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9/30/16</th>\n",
+       "      <td>0.109906</td>\n",
+       "      <td>-0.000415</td>\n",
+       "      <td>0.018655</td>\n",
+       "      <td>0.033823</td>\n",
+       "      <td>0.009519</td>\n",
+       "      <td>0.001237</td>\n",
+       "      <td>0.028095</td>\n",
+       "      <td>-0.090719</td>\n",
+       "      <td>-0.002282</td>\n",
+       "      <td>-0.115018</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.033785</td>\n",
+       "      <td>-0.042947</td>\n",
+       "      <td>0.017047</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>-0.037169</td>\n",
+       "      <td>-0.003772</td>\n",
+       "      <td>-0.071139</td>\n",
+       "      <td>-0.018921</td>\n",
+       "      <td>0.009486</td>\n",
+       "      <td>-0.023483</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10/31/16</th>\n",
+       "      <td>0.042904</td>\n",
+       "      <td>0.019120</td>\n",
+       "      <td>-0.083206</td>\n",
+       "      <td>-0.018510</td>\n",
+       "      <td>-0.029118</td>\n",
+       "      <td>-0.059125</td>\n",
+       "      <td>-0.057266</td>\n",
+       "      <td>-0.032828</td>\n",
+       "      <td>-0.050694</td>\n",
+       "      <td>-0.005780</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.009500</td>\n",
+       "      <td>0.071757</td>\n",
+       "      <td>0.021205</td>\n",
+       "      <td>0.017024</td>\n",
+       "      <td>-0.019764</td>\n",
+       "      <td>-0.071666</td>\n",
+       "      <td>0.051753</td>\n",
+       "      <td>-0.030057</td>\n",
+       "      <td>0.001066</td>\n",
+       "      <td>0.042383</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11/30/16</th>\n",
+       "      <td>0.113499</td>\n",
+       "      <td>0.174505</td>\n",
+       "      <td>0.116388</td>\n",
+       "      <td>0.058382</td>\n",
+       "      <td>0.005856</td>\n",
+       "      <td>0.042064</td>\n",
+       "      <td>-0.124190</td>\n",
+       "      <td>0.005534</td>\n",
+       "      <td>-0.109851</td>\n",
+       "      <td>0.152455</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.124676</td>\n",
+       "      <td>-0.050851</td>\n",
+       "      <td>-0.095962</td>\n",
+       "      <td>-0.064099</td>\n",
+       "      <td>0.097391</td>\n",
+       "      <td>0.003564</td>\n",
+       "      <td>0.111619</td>\n",
+       "      <td>0.066361</td>\n",
+       "      <td>-0.055979</td>\n",
+       "      <td>0.084613</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12/31/16</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/31/17</th>\n",
+       "      <td>0.028682</td>\n",
+       "      <td>-0.019959</td>\n",
+       "      <td>0.028764</td>\n",
+       "      <td>0.098491</td>\n",
+       "      <td>-0.045611</td>\n",
+       "      <td>0.020848</td>\n",
+       "      <td>0.120045</td>\n",
+       "      <td>-0.048091</td>\n",
+       "      <td>0.047445</td>\n",
+       "      <td>0.026427</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.023876</td>\n",
+       "      <td>0.091370</td>\n",
+       "      <td>0.100490</td>\n",
+       "      <td>0.067817</td>\n",
+       "      <td>-0.047438</td>\n",
+       "      <td>0.031542</td>\n",
+       "      <td>0.085030</td>\n",
+       "      <td>-0.149952</td>\n",
+       "      <td>0.057175</td>\n",
+       "      <td>0.064766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/28/17</th>\n",
+       "      <td>0.102251</td>\n",
+       "      <td>-0.008760</td>\n",
+       "      <td>0.103592</td>\n",
+       "      <td>0.052911</td>\n",
+       "      <td>0.062781</td>\n",
+       "      <td>0.062591</td>\n",
+       "      <td>-0.056229</td>\n",
+       "      <td>0.018842</td>\n",
+       "      <td>0.064325</td>\n",
+       "      <td>-0.004427</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.020234</td>\n",
+       "      <td>0.033192</td>\n",
+       "      <td>0.040055</td>\n",
+       "      <td>0.094127</td>\n",
+       "      <td>0.034521</td>\n",
+       "      <td>0.081766</td>\n",
+       "      <td>0.126521</td>\n",
+       "      <td>-0.102906</td>\n",
+       "      <td>0.048605</td>\n",
+       "      <td>0.048180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/31/17</th>\n",
+       "      <td>0.008971</td>\n",
+       "      <td>0.122096</td>\n",
+       "      <td>-0.023760</td>\n",
+       "      <td>0.009151</td>\n",
+       "      <td>0.023685</td>\n",
+       "      <td>-0.028412</td>\n",
+       "      <td>-0.035923</td>\n",
+       "      <td>0.057006</td>\n",
+       "      <td>0.000980</td>\n",
+       "      <td>0.048787</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.004587</td>\n",
+       "      <td>0.008306</td>\n",
+       "      <td>0.048030</td>\n",
+       "      <td>0.005110</td>\n",
+       "      <td>0.026727</td>\n",
+       "      <td>0.006016</td>\n",
+       "      <td>-0.081046</td>\n",
+       "      <td>0.035206</td>\n",
+       "      <td>0.003293</td>\n",
+       "      <td>-0.011866</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/30/17</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5/31/17</th>\n",
+       "      <td>0.123316</td>\n",
+       "      <td>0.208342</td>\n",
+       "      <td>-0.060327</td>\n",
+       "      <td>0.047946</td>\n",
+       "      <td>0.097752</td>\n",
+       "      <td>0.024709</td>\n",
+       "      <td>0.036105</td>\n",
+       "      <td>-0.021284</td>\n",
+       "      <td>0.046177</td>\n",
+       "      <td>-0.035906</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.068105</td>\n",
+       "      <td>0.060917</td>\n",
+       "      <td>0.066244</td>\n",
+       "      <td>0.024620</td>\n",
+       "      <td>0.093886</td>\n",
+       "      <td>0.060781</td>\n",
+       "      <td>-0.019121</td>\n",
+       "      <td>-0.169321</td>\n",
+       "      <td>0.055266</td>\n",
+       "      <td>-0.023437</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6/30/17</th>\n",
+       "      <td>-0.007608</td>\n",
+       "      <td>-0.028906</td>\n",
+       "      <td>0.078063</td>\n",
+       "      <td>-0.042992</td>\n",
+       "      <td>-0.037150</td>\n",
+       "      <td>-0.008428</td>\n",
+       "      <td>-0.050134</td>\n",
+       "      <td>0.079596</td>\n",
+       "      <td>0.053037</td>\n",
+       "      <td>0.026478</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.062825</td>\n",
+       "      <td>-0.068535</td>\n",
+       "      <td>-0.003169</td>\n",
+       "      <td>-0.034814</td>\n",
+       "      <td>-0.083320</td>\n",
+       "      <td>0.027269</td>\n",
+       "      <td>-0.049283</td>\n",
+       "      <td>0.096015</td>\n",
+       "      <td>-0.031348</td>\n",
+       "      <td>0.094879</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7/31/17</th>\n",
+       "      <td>0.021637</td>\n",
+       "      <td>0.017617</td>\n",
+       "      <td>0.120403</td>\n",
+       "      <td>0.029584</td>\n",
+       "      <td>0.056950</td>\n",
+       "      <td>-0.003277</td>\n",
+       "      <td>0.147576</td>\n",
+       "      <td>0.079687</td>\n",
+       "      <td>-0.048933</td>\n",
+       "      <td>0.021346</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.034462</td>\n",
+       "      <td>-0.019186</td>\n",
+       "      <td>0.121009</td>\n",
+       "      <td>0.006267</td>\n",
+       "      <td>-0.074258</td>\n",
+       "      <td>0.081772</td>\n",
+       "      <td>0.107166</td>\n",
+       "      <td>0.025068</td>\n",
+       "      <td>0.016799</td>\n",
+       "      <td>0.015571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8/31/17</th>\n",
+       "      <td>0.084460</td>\n",
+       "      <td>-0.069935</td>\n",
+       "      <td>-0.048131</td>\n",
+       "      <td>0.060571</td>\n",
+       "      <td>-0.017864</td>\n",
+       "      <td>-0.000313</td>\n",
+       "      <td>0.031477</td>\n",
+       "      <td>0.010934</td>\n",
+       "      <td>-0.039895</td>\n",
+       "      <td>-0.028939</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.036964</td>\n",
+       "      <td>0.002399</td>\n",
+       "      <td>0.016071</td>\n",
+       "      <td>0.025957</td>\n",
+       "      <td>0.020890</td>\n",
+       "      <td>0.021213</td>\n",
+       "      <td>0.041094</td>\n",
+       "      <td>0.161798</td>\n",
+       "      <td>0.054528</td>\n",
+       "      <td>0.010208</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9/30/17</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10/31/17</th>\n",
+       "      <td>0.079348</td>\n",
+       "      <td>0.037719</td>\n",
+       "      <td>0.055521</td>\n",
+       "      <td>-0.001351</td>\n",
+       "      <td>0.118355</td>\n",
+       "      <td>-0.131092</td>\n",
+       "      <td>-0.055012</td>\n",
+       "      <td>0.123531</td>\n",
+       "      <td>0.004697</td>\n",
+       "      <td>0.091242</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.060924</td>\n",
+       "      <td>0.012009</td>\n",
+       "      <td>0.047043</td>\n",
+       "      <td>0.004108</td>\n",
+       "      <td>-0.000364</td>\n",
+       "      <td>0.062524</td>\n",
+       "      <td>0.088194</td>\n",
+       "      <td>0.023258</td>\n",
+       "      <td>0.019507</td>\n",
+       "      <td>0.113691</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11/30/17</th>\n",
+       "      <td>0.050481</td>\n",
+       "      <td>0.064845</td>\n",
+       "      <td>0.066404</td>\n",
+       "      <td>0.023680</td>\n",
+       "      <td>0.113618</td>\n",
+       "      <td>0.003267</td>\n",
+       "      <td>0.022953</td>\n",
+       "      <td>0.047523</td>\n",
+       "      <td>0.019995</td>\n",
+       "      <td>0.011759</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.089051</td>\n",
+       "      <td>0.050997</td>\n",
+       "      <td>-0.015995</td>\n",
+       "      <td>0.016510</td>\n",
+       "      <td>0.059925</td>\n",
+       "      <td>0.068844</td>\n",
+       "      <td>0.041135</td>\n",
+       "      <td>0.063961</td>\n",
+       "      <td>0.042765</td>\n",
+       "      <td>0.022927</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12/31/17</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/31/18</th>\n",
+       "      <td>0.037785</td>\n",
+       "      <td>0.232394</td>\n",
+       "      <td>0.004832</td>\n",
+       "      <td>-0.060980</td>\n",
+       "      <td>0.102147</td>\n",
+       "      <td>0.081129</td>\n",
+       "      <td>0.097458</td>\n",
+       "      <td>0.119748</td>\n",
+       "      <td>0.051698</td>\n",
+       "      <td>0.059531</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.037735</td>\n",
+       "      <td>-0.005409</td>\n",
+       "      <td>0.054803</td>\n",
+       "      <td>-0.223293</td>\n",
+       "      <td>-0.017468</td>\n",
+       "      <td>0.065670</td>\n",
+       "      <td>-0.017090</td>\n",
+       "      <td>0.207209</td>\n",
+       "      <td>-0.111282</td>\n",
+       "      <td>0.020885</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/28/18</th>\n",
+       "      <td>0.030035</td>\n",
+       "      <td>-0.008486</td>\n",
+       "      <td>-0.049951</td>\n",
+       "      <td>-0.030045</td>\n",
+       "      <td>-0.155628</td>\n",
+       "      <td>-0.084895</td>\n",
+       "      <td>-0.057023</td>\n",
+       "      <td>-0.080971</td>\n",
+       "      <td>-0.069857</td>\n",
+       "      <td>-0.105973</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.044852</td>\n",
+       "      <td>-0.103391</td>\n",
+       "      <td>-0.045856</td>\n",
+       "      <td>-0.031025</td>\n",
+       "      <td>0.010556</td>\n",
+       "      <td>0.034186</td>\n",
+       "      <td>0.105954</td>\n",
+       "      <td>-0.074097</td>\n",
+       "      <td>-0.027673</td>\n",
+       "      <td>-0.019014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/31/18</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/30/18</th>\n",
+       "      <td>0.007087</td>\n",
+       "      <td>0.063292</td>\n",
+       "      <td>-0.129383</td>\n",
+       "      <td>-0.063586</td>\n",
+       "      <td>-0.011361</td>\n",
+       "      <td>0.095256</td>\n",
+       "      <td>0.032254</td>\n",
+       "      <td>0.091741</td>\n",
+       "      <td>0.008802</td>\n",
+       "      <td>0.065505</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.048738</td>\n",
+       "      <td>-0.064319</td>\n",
+       "      <td>-0.035442</td>\n",
+       "      <td>0.091827</td>\n",
+       "      <td>0.008231</td>\n",
+       "      <td>-0.028044</td>\n",
+       "      <td>-0.071753</td>\n",
+       "      <td>0.042644</td>\n",
+       "      <td>0.120009</td>\n",
+       "      <td>0.016519</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5/31/18</th>\n",
+       "      <td>-0.106249</td>\n",
+       "      <td>-0.108193</td>\n",
+       "      <td>-0.032190</td>\n",
+       "      <td>0.042686</td>\n",
+       "      <td>-0.061045</td>\n",
+       "      <td>0.011211</td>\n",
+       "      <td>-0.009163</td>\n",
+       "      <td>0.003586</td>\n",
+       "      <td>0.077250</td>\n",
+       "      <td>0.105828</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.021616</td>\n",
+       "      <td>-0.013640</td>\n",
+       "      <td>0.115000</td>\n",
+       "      <td>-0.051282</td>\n",
+       "      <td>-0.010486</td>\n",
+       "      <td>0.054307</td>\n",
+       "      <td>-0.088081</td>\n",
+       "      <td>0.225125</td>\n",
+       "      <td>-0.035623</td>\n",
+       "      <td>-0.004557</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6/30/18</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7/31/18</th>\n",
+       "      <td>0.065908</td>\n",
+       "      <td>0.106062</td>\n",
+       "      <td>0.004709</td>\n",
+       "      <td>0.089935</td>\n",
+       "      <td>0.081052</td>\n",
+       "      <td>0.115052</td>\n",
+       "      <td>-0.054362</td>\n",
+       "      <td>0.141052</td>\n",
+       "      <td>0.051411</td>\n",
+       "      <td>-0.022614</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.052195</td>\n",
+       "      <td>0.090737</td>\n",
+       "      <td>-0.100115</td>\n",
+       "      <td>0.082225</td>\n",
+       "      <td>-0.075525</td>\n",
+       "      <td>0.003224</td>\n",
+       "      <td>0.054191</td>\n",
+       "      <td>0.007942</td>\n",
+       "      <td>0.045579</td>\n",
+       "      <td>0.016046</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8/31/18</th>\n",
+       "      <td>0.074935</td>\n",
+       "      <td>0.060376</td>\n",
+       "      <td>-0.085230</td>\n",
+       "      <td>-0.014506</td>\n",
+       "      <td>0.080542</td>\n",
+       "      <td>0.041293</td>\n",
+       "      <td>-0.154035</td>\n",
+       "      <td>0.000652</td>\n",
+       "      <td>0.068491</td>\n",
+       "      <td>0.028176</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.060185</td>\n",
+       "      <td>0.030950</td>\n",
+       "      <td>0.018252</td>\n",
+       "      <td>-0.013507</td>\n",
+       "      <td>0.027336</td>\n",
+       "      <td>0.042998</td>\n",
+       "      <td>0.052071</td>\n",
+       "      <td>-0.016077</td>\n",
+       "      <td>-0.003025</td>\n",
+       "      <td>0.064912</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9/30/18</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10/31/18</th>\n",
+       "      <td>-0.198790</td>\n",
+       "      <td>-0.113058</td>\n",
+       "      <td>-0.221986</td>\n",
+       "      <td>-0.028068</td>\n",
+       "      <td>0.046109</td>\n",
+       "      <td>0.080511</td>\n",
+       "      <td>0.001186</td>\n",
+       "      <td>-0.095562</td>\n",
+       "      <td>-0.063633</td>\n",
+       "      <td>-0.103875</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.023200</td>\n",
+       "      <td>0.065957</td>\n",
+       "      <td>-0.136232</td>\n",
+       "      <td>0.065329</td>\n",
+       "      <td>0.090178</td>\n",
+       "      <td>-0.182789</td>\n",
+       "      <td>-0.106312</td>\n",
+       "      <td>-0.019636</td>\n",
+       "      <td>0.011031</td>\n",
+       "      <td>-0.027168</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11/30/18</th>\n",
+       "      <td>-0.134423</td>\n",
+       "      <td>-0.079390</td>\n",
+       "      <td>-0.019805</td>\n",
+       "      <td>0.047322</td>\n",
+       "      <td>-0.026227</td>\n",
+       "      <td>0.077843</td>\n",
+       "      <td>0.045925</td>\n",
+       "      <td>-0.019184</td>\n",
+       "      <td>0.085838</td>\n",
+       "      <td>-0.005756</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.080004</td>\n",
+       "      <td>0.017513</td>\n",
+       "      <td>-0.073654</td>\n",
+       "      <td>-0.202767</td>\n",
+       "      <td>0.151162</td>\n",
+       "      <td>0.096671</td>\n",
+       "      <td>-0.009659</td>\n",
+       "      <td>-0.140498</td>\n",
+       "      <td>0.056073</td>\n",
+       "      <td>0.092865</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12/31/18</th>\n",
+       "      <td>-0.154036</td>\n",
+       "      <td>-0.173923</td>\n",
+       "      <td>-0.123110</td>\n",
+       "      <td>0.007854</td>\n",
+       "      <td>-0.040877</td>\n",
+       "      <td>-0.030179</td>\n",
+       "      <td>0.080363</td>\n",
+       "      <td>-0.116416</td>\n",
+       "      <td>-0.062075</td>\n",
+       "      <td>-0.112086</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.114586</td>\n",
+       "      <td>-0.010342</td>\n",
+       "      <td>-0.067705</td>\n",
+       "      <td>0.037358</td>\n",
+       "      <td>-0.034772</td>\n",
+       "      <td>-0.119633</td>\n",
+       "      <td>-0.116891</td>\n",
+       "      <td>-0.065545</td>\n",
+       "      <td>-0.069178</td>\n",
+       "      <td>-0.150975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/31/19</th>\n",
+       "      <td>0.205943</td>\n",
+       "      <td>0.118580</td>\n",
+       "      <td>0.077073</td>\n",
+       "      <td>0.095289</td>\n",
+       "      <td>0.028771</td>\n",
+       "      <td>-0.025913</td>\n",
+       "      <td>-0.015585</td>\n",
+       "      <td>0.179843</td>\n",
+       "      <td>-0.028254</td>\n",
+       "      <td>0.083383</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.084618</td>\n",
+       "      <td>-0.010077</td>\n",
+       "      <td>0.271569</td>\n",
+       "      <td>0.003523</td>\n",
+       "      <td>0.058075</td>\n",
+       "      <td>0.131891</td>\n",
+       "      <td>0.084809</td>\n",
+       "      <td>0.122559</td>\n",
+       "      <td>0.061298</td>\n",
+       "      <td>0.081833</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/28/19</th>\n",
+       "      <td>0.027136</td>\n",
+       "      <td>0.162053</td>\n",
+       "      <td>0.047560</td>\n",
+       "      <td>-0.016163</td>\n",
+       "      <td>0.032975</td>\n",
+       "      <td>0.092167</td>\n",
+       "      <td>0.000293</td>\n",
+       "      <td>0.037899</td>\n",
+       "      <td>0.023872</td>\n",
+       "      <td>0.085825</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.103553</td>\n",
+       "      <td>0.050016</td>\n",
+       "      <td>-0.031436</td>\n",
+       "      <td>0.051255</td>\n",
+       "      <td>0.036494</td>\n",
+       "      <td>0.095381</td>\n",
+       "      <td>0.018303</td>\n",
+       "      <td>0.077751</td>\n",
+       "      <td>0.031482</td>\n",
+       "      <td>0.049075</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/31/19</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/30/19</th>\n",
+       "      <td>0.001131</td>\n",
+       "      <td>0.088662</td>\n",
+       "      <td>0.011951</td>\n",
+       "      <td>0.028534</td>\n",
+       "      <td>0.044483</td>\n",
+       "      <td>-0.025168</td>\n",
+       "      <td>-0.063182</td>\n",
+       "      <td>0.087598</td>\n",
+       "      <td>-0.013295</td>\n",
+       "      <td>-0.008430</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.034103</td>\n",
+       "      <td>0.128027</td>\n",
+       "      <td>0.197894</td>\n",
+       "      <td>0.075105</td>\n",
+       "      <td>0.105608</td>\n",
+       "      <td>0.135744</td>\n",
+       "      <td>0.062891</td>\n",
+       "      <td>0.056478</td>\n",
+       "      <td>0.037489</td>\n",
+       "      <td>0.091934</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5/31/19</th>\n",
+       "      <td>-0.276848</td>\n",
+       "      <td>-0.157775</td>\n",
+       "      <td>-0.241663</td>\n",
+       "      <td>-0.073637</td>\n",
+       "      <td>-0.008374</td>\n",
+       "      <td>0.006353</td>\n",
+       "      <td>0.065357</td>\n",
+       "      <td>-0.078948</td>\n",
+       "      <td>0.042450</td>\n",
+       "      <td>-0.058732</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.037457</td>\n",
+       "      <td>0.062786</td>\n",
+       "      <td>-0.082368</td>\n",
+       "      <td>-0.068998</td>\n",
+       "      <td>-0.016313</td>\n",
+       "      <td>-0.067417</td>\n",
+       "      <td>-0.074655</td>\n",
+       "      <td>-0.201018</td>\n",
+       "      <td>0.004870</td>\n",
+       "      <td>-0.021496</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6/30/19</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7/31/19</th>\n",
+       "      <td>0.178423</td>\n",
+       "      <td>0.230549</td>\n",
+       "      <td>0.023503</td>\n",
+       "      <td>0.020042</td>\n",
+       "      <td>0.088131</td>\n",
+       "      <td>0.054719</td>\n",
+       "      <td>0.108172</td>\n",
+       "      <td>0.073778</td>\n",
+       "      <td>0.107152</td>\n",
+       "      <td>-0.028858</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.034378</td>\n",
+       "      <td>0.149894</td>\n",
+       "      <td>0.094438</td>\n",
+       "      <td>0.266990</td>\n",
+       "      <td>0.244938</td>\n",
+       "      <td>0.172025</td>\n",
+       "      <td>0.113007</td>\n",
+       "      <td>-0.002612</td>\n",
+       "      <td>0.051268</td>\n",
+       "      <td>0.087603</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8/31/19</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9/30/19</th>\n",
+       "      <td>-0.467677</td>\n",
+       "      <td>-0.091887</td>\n",
+       "      <td>-0.024599</td>\n",
+       "      <td>0.051124</td>\n",
+       "      <td>0.080487</td>\n",
+       "      <td>0.021080</td>\n",
+       "      <td>0.042158</td>\n",
+       "      <td>0.023331</td>\n",
+       "      <td>0.070902</td>\n",
+       "      <td>0.006157</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.123148</td>\n",
+       "      <td>0.026416</td>\n",
+       "      <td>-0.083149</td>\n",
+       "      <td>0.019987</td>\n",
+       "      <td>-0.062677</td>\n",
+       "      <td>-0.042134</td>\n",
+       "      <td>-0.068386</td>\n",
+       "      <td>-0.077298</td>\n",
+       "      <td>0.088615</td>\n",
+       "      <td>-0.048967</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10/31/19</th>\n",
+       "      <td>-0.062034</td>\n",
+       "      <td>0.041165</td>\n",
+       "      <td>-0.041632</td>\n",
+       "      <td>-0.036779</td>\n",
+       "      <td>-0.011965</td>\n",
+       "      <td>0.029461</td>\n",
+       "      <td>0.047732</td>\n",
+       "      <td>-0.075289</td>\n",
+       "      <td>0.002578</td>\n",
+       "      <td>-0.052053</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.162801</td>\n",
+       "      <td>-0.052390</td>\n",
+       "      <td>0.076202</td>\n",
+       "      <td>-0.166004</td>\n",
+       "      <td>-0.043655</td>\n",
+       "      <td>0.077430</td>\n",
+       "      <td>0.065489</td>\n",
+       "      <td>0.006180</td>\n",
+       "      <td>-0.004209</td>\n",
+       "      <td>-0.004662</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11/30/19</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12/31/19</th>\n",
+       "      <td>0.366423</td>\n",
+       "      <td>0.229581</td>\n",
+       "      <td>0.064750</td>\n",
+       "      <td>-0.051154</td>\n",
+       "      <td>0.018020</td>\n",
+       "      <td>0.056700</td>\n",
+       "      <td>0.097534</td>\n",
+       "      <td>0.217546</td>\n",
+       "      <td>0.046750</td>\n",
+       "      <td>0.146992</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.167828</td>\n",
+       "      <td>0.005964</td>\n",
+       "      <td>0.070963</td>\n",
+       "      <td>0.209143</td>\n",
+       "      <td>0.044932</td>\n",
+       "      <td>0.078170</td>\n",
+       "      <td>0.116372</td>\n",
+       "      <td>0.227415</td>\n",
+       "      <td>0.025872</td>\n",
+       "      <td>0.061477</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>58 rows × 100 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               DXC       BBY       AMG       CNP       WMT       MRK  \\\n",
+       "Date                                                                   \n",
+       "3/31/15        NaN       NaN       NaN       NaN       NaN       NaN   \n",
+       "4/30/15  -0.012714 -0.083091  0.052845  0.027437 -0.051064  0.036186   \n",
+       "5/31/15   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "6/30/15   0.025611 -0.052519 -0.033299 -0.081165 -0.085489 -0.036887   \n",
+       "7/31/15  -0.003199 -0.009813 -0.048948  0.016290  0.014804  0.035658   \n",
+       "8/31/15  -0.052575  0.137814 -0.103223 -0.024761 -0.094582 -0.086669   \n",
+       "9/30/15  -0.002156  0.016608 -0.082869 -0.031149  0.001699 -0.074927   \n",
+       "10/31/15  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "11/30/15  0.211552 -0.143858  0.036493 -0.046942 -0.092535  0.073294   \n",
+       "12/31/15  0.048212 -0.034667 -0.098572  0.083186  0.050535  0.005027   \n",
+       "1/31/16   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "2/29/16  -0.118421  0.063711 -0.131885  0.029021  0.082219 -0.049413   \n",
+       "3/31/16   0.193683  0.009998  0.170956  0.122920  0.040052  0.062993   \n",
+       "4/30/16   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "5/31/16   0.437413 -0.008323  0.068473  0.089709  0.041002  0.063315   \n",
+       "6/30/16   0.012267 -0.039872 -0.188739  0.065246  0.031647  0.032355   \n",
+       "7/31/16   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "8/31/16  -0.049231  0.257516  0.009093 -0.053008 -0.014940  0.089915   \n",
+       "9/30/16   0.109906 -0.000415  0.018655  0.033823  0.009519  0.001237   \n",
+       "10/31/16  0.042904  0.019120 -0.083206 -0.018510 -0.029118 -0.059125   \n",
+       "11/30/16  0.113499  0.174505  0.116388  0.058382  0.005856  0.042064   \n",
+       "12/31/16  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "1/31/17   0.028682 -0.019959  0.028764  0.098491 -0.045611  0.020848   \n",
+       "2/28/17   0.102251 -0.008760  0.103592  0.052911  0.062781  0.062591   \n",
+       "3/31/17   0.008971  0.122096 -0.023760  0.009151  0.023685 -0.028412   \n",
+       "4/30/17   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "5/31/17   0.123316  0.208342 -0.060327  0.047946  0.097752  0.024709   \n",
+       "6/30/17  -0.007608 -0.028906  0.078063 -0.042992 -0.037150 -0.008428   \n",
+       "7/31/17   0.021637  0.017617  0.120403  0.029584  0.056950 -0.003277   \n",
+       "8/31/17   0.084460 -0.069935 -0.048131  0.060571 -0.017864 -0.000313   \n",
+       "9/30/17   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "10/31/17  0.079348  0.037719  0.055521 -0.001351  0.118355 -0.131092   \n",
+       "11/30/17  0.050481  0.064845  0.066404  0.023680  0.113618  0.003267   \n",
+       "12/31/17  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "1/31/18   0.037785  0.232394  0.004832 -0.060980  0.102147  0.081129   \n",
+       "2/28/18   0.030035 -0.008486 -0.049951 -0.030045 -0.155628 -0.084895   \n",
+       "3/31/18   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "4/30/18   0.007087  0.063292 -0.129383 -0.063586 -0.011361  0.095256   \n",
+       "5/31/18  -0.106249 -0.108193 -0.032190  0.042686 -0.061045  0.011211   \n",
+       "6/30/18   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "7/31/18   0.065908  0.106062  0.004709  0.089935  0.081052  0.115052   \n",
+       "8/31/18   0.074935  0.060376 -0.085230 -0.014506  0.080542  0.041293   \n",
+       "9/30/18   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "10/31/18 -0.198790 -0.113058 -0.221986 -0.028068  0.046109  0.080511   \n",
+       "11/30/18 -0.134423 -0.079390 -0.019805  0.047322 -0.026227  0.077843   \n",
+       "12/31/18 -0.154036 -0.173923 -0.123110  0.007854 -0.040877 -0.030179   \n",
+       "1/31/19   0.205943  0.118580  0.077073  0.095289  0.028771 -0.025913   \n",
+       "2/28/19   0.027136  0.162053  0.047560 -0.016163  0.032975  0.092167   \n",
+       "3/31/19   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "4/30/19   0.001131  0.088662  0.011951  0.028534  0.044483 -0.025168   \n",
+       "5/31/19  -0.276848 -0.157775 -0.241663 -0.073637 -0.008374  0.006353   \n",
+       "6/30/19   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "7/31/19   0.178423  0.230549  0.023503  0.020042  0.088131  0.054719   \n",
+       "8/31/19   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "9/30/19  -0.467677 -0.091887 -0.024599  0.051124  0.080487  0.021080   \n",
+       "10/31/19 -0.062034  0.041165 -0.041632 -0.036779 -0.011965  0.029461   \n",
+       "11/30/19  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "12/31/19  0.366423  0.229581  0.064750 -0.051154  0.018020  0.056700   \n",
+       "\n",
+       "               NEM       VFC       MDT       HST  ...       UNH       HSY  \\\n",
+       "Date                                              ...                       \n",
+       "3/31/15        NaN       NaN       NaN       NaN  ...       NaN       NaN   \n",
+       "4/30/15   0.220175 -0.038242 -0.045391 -0.001982  ... -0.058247 -0.089090   \n",
+       "5/31/15   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "6/30/15  -0.117304 -0.032477  0.000349 -0.005595  ...  0.099791 -0.028147   \n",
+       "7/31/15  -0.264983  0.105392  0.057895 -0.022693  ... -0.004918  0.045705   \n",
+       "8/31/15  -0.005824 -0.060449 -0.077816 -0.085139  ... -0.046952 -0.030106   \n",
+       "9/30/15  -0.057081 -0.053770 -0.068963 -0.097179  ...  0.007017  0.026363   \n",
+       "10/31/15  0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "11/30/15  0.145613 -0.051459  0.125485  0.049968  ... -0.028446 -0.054103   \n",
+       "12/31/15 -0.021551 -0.031907  0.026056 -0.064041  ...  0.048249  0.034295   \n",
+       "1/31/16   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "2/29/16   0.435798  0.045944  0.006110 -0.001956  ...  0.012411  0.024760   \n",
+       "3/31/16   0.030007  0.000552 -0.025961  0.104307  ...  0.086750  0.013203   \n",
+       "4/30/16   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "5/31/16   0.219338 -0.037678  0.073066 -0.077844  ...  0.037005  0.014771   \n",
+       "6/30/16   0.207887 -0.007111  0.078156  0.067026  ...  0.061143  0.222294   \n",
+       "7/31/16   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "8/31/16  -0.022495  0.009107  0.007975  0.099321  ... -0.036473 -0.115032   \n",
+       "9/30/16   0.028095 -0.090719 -0.002282 -0.115018  ...  0.033785 -0.042947   \n",
+       "10/31/16 -0.057266 -0.032828 -0.050694 -0.005780  ...  0.009500  0.071757   \n",
+       "11/30/16 -0.124190  0.005534 -0.109851  0.152455  ...  0.124676 -0.050851   \n",
+       "12/31/16  0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "1/31/17   0.120045 -0.048091  0.047445  0.026427  ...  0.023876  0.091370   \n",
+       "2/28/17  -0.056229  0.018842  0.064325 -0.004427  ...  0.020234  0.033192   \n",
+       "3/31/17  -0.035923  0.057006  0.000980  0.048787  ... -0.004587  0.008306   \n",
+       "4/30/17   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "5/31/17   0.036105 -0.021284  0.046177 -0.035906  ...  0.068105  0.060917   \n",
+       "6/30/17  -0.050134  0.079596  0.053037  0.026478  ...  0.062825 -0.068535   \n",
+       "7/31/17   0.147576  0.079687 -0.048933  0.021346  ...  0.034462 -0.019186   \n",
+       "8/31/17   0.031477  0.010934 -0.039895 -0.028939  ...  0.036964  0.002399   \n",
+       "9/30/17   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "10/31/17 -0.055012  0.123531  0.004697  0.091242  ...  0.060924  0.012009   \n",
+       "11/30/17  0.022953  0.047523  0.019995  0.011759  ...  0.089051  0.050997   \n",
+       "12/31/17  0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "1/31/18   0.097458  0.119748  0.051698  0.059531  ...  0.037735 -0.005409   \n",
+       "2/28/18  -0.057023 -0.080971 -0.069857 -0.105973  ... -0.044852 -0.103391   \n",
+       "3/31/18   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "4/30/18   0.032254  0.091741  0.008802  0.065505  ...  0.048738 -0.064319   \n",
+       "5/31/18  -0.009163  0.003586  0.077250  0.105828  ...  0.021616 -0.013640   \n",
+       "6/30/18   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "7/31/18  -0.054362  0.141052  0.051411 -0.022614  ...  0.052195  0.090737   \n",
+       "8/31/18  -0.154035  0.000652  0.068491  0.028176  ...  0.060185  0.030950   \n",
+       "9/30/18   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "10/31/18  0.001186 -0.095562 -0.063633 -0.103875  ... -0.023200  0.065957   \n",
+       "11/30/18  0.045925 -0.019184  0.085838 -0.005756  ...  0.080004  0.017513   \n",
+       "12/31/18  0.080363 -0.116416 -0.062075 -0.112086  ... -0.114586 -0.010342   \n",
+       "1/31/19  -0.015585  0.179843 -0.028254  0.083383  ...  0.084618 -0.010077   \n",
+       "2/28/19   0.000293  0.037899  0.023872  0.085825  ... -0.103553  0.050016   \n",
+       "3/31/19   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "4/30/19  -0.063182  0.087598 -0.013295 -0.008430  ... -0.034103  0.128027   \n",
+       "5/31/19   0.065357 -0.078948  0.042450 -0.058732  ...  0.037457  0.062786   \n",
+       "6/30/19   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "7/31/19   0.108172  0.073778  0.107152 -0.028858  ...  0.034378  0.149894   \n",
+       "8/31/19   0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "9/30/19   0.042158  0.023331  0.070902  0.006157  ... -0.123148  0.026416   \n",
+       "10/31/19  0.047732 -0.075289  0.002578 -0.052053  ...  0.162801 -0.052390   \n",
+       "11/30/19  0.000000  0.000000  0.000000  0.000000  ...  0.000000  0.000000   \n",
+       "12/31/19  0.097534  0.217546  0.046750  0.146992  ...  0.167828  0.005964   \n",
+       "\n",
+       "                FB       EIX      SBUX       MCO       HII        RL  \\\n",
+       "Date                                                                   \n",
+       "3/31/15        NaN       NaN       NaN       NaN       NaN       NaN   \n",
+       "4/30/15  -0.041961 -0.024492  0.047096  0.035838 -0.061077  0.014524   \n",
+       "5/31/15   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "6/30/15   0.088866 -0.081105  0.084925  0.007206 -0.141581 -0.004303   \n",
+       "7/31/15   0.096071  0.079705  0.080381  0.022879  0.042810 -0.048882   \n",
+       "8/31/15  -0.048718 -0.025496 -0.052980 -0.070691 -0.037467 -0.116769   \n",
+       "9/30/15   0.005256  0.085761  0.038933 -0.040172 -0.048232  0.067523   \n",
+       "10/31/15  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "11/30/15  0.159511 -0.058824  0.083546  0.053642  0.226426  0.051202   \n",
+       "12/31/15  0.004029  0.005459 -0.022153 -0.026959 -0.031088 -0.098412   \n",
+       "1/31/16   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "2/29/16   0.021594  0.151157 -0.027149 -0.111080  0.033189 -0.185863   \n",
+       "3/31/16   0.067153  0.061871  0.025597  0.087387  0.048814  0.066123   \n",
+       "4/30/16   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "5/31/16   0.041280 -0.003617 -0.077352  0.025591  0.123980 -0.020050   \n",
+       "6/30/16  -0.038128  0.091174  0.040627 -0.049980  0.095300 -0.044495   \n",
+       "7/31/16   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "8/31/16   0.103605 -0.063731 -0.012153  0.163990 -0.014076  0.156215   \n",
+       "9/30/16   0.017047  0.000002 -0.037169 -0.003772 -0.071139 -0.018921   \n",
+       "10/31/16  0.021205  0.017024 -0.019764 -0.071666  0.051753 -0.030057   \n",
+       "11/30/16 -0.095962 -0.064099  0.097391  0.003564  0.111619  0.066361   \n",
+       "12/31/16  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "1/31/17   0.100490  0.067817 -0.047438  0.031542  0.085030 -0.149952   \n",
+       "2/28/17   0.040055  0.094127  0.034521  0.081766  0.126521 -0.102906   \n",
+       "3/31/17   0.048030  0.005110  0.026727  0.006016 -0.081046  0.035206   \n",
+       "4/30/17   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "5/31/17   0.066244  0.024620  0.093886  0.060781 -0.019121 -0.169321   \n",
+       "6/30/17  -0.003169 -0.034814 -0.083320  0.027269 -0.049283  0.096015   \n",
+       "7/31/17   0.121009  0.006267 -0.074258  0.081772  0.107166  0.025068   \n",
+       "8/31/17   0.016071  0.025957  0.020890  0.021213  0.041094  0.161798   \n",
+       "9/30/17   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "10/31/17  0.047043  0.004108 -0.000364  0.062524  0.088194  0.023258   \n",
+       "11/30/17 -0.015995  0.016510  0.059925  0.068844  0.041135  0.063961   \n",
+       "12/31/17  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "1/31/18   0.054803 -0.223293 -0.017468  0.065670 -0.017090  0.207209   \n",
+       "2/28/18  -0.045856 -0.031025  0.010556  0.034186  0.105954 -0.074097   \n",
+       "3/31/18   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "4/30/18  -0.035442  0.091827  0.008231 -0.028044 -0.071753  0.042644   \n",
+       "5/31/18   0.115000 -0.051282 -0.010486  0.054307 -0.088081  0.225125   \n",
+       "6/30/18   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "7/31/18  -0.100115  0.082225 -0.075525  0.003224  0.054191  0.007942   \n",
+       "8/31/18   0.018252 -0.013507  0.027336  0.042998  0.052071 -0.016077   \n",
+       "9/30/18   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "10/31/18 -0.136232  0.065329  0.090178 -0.182789 -0.106312 -0.019636   \n",
+       "11/30/18 -0.073654 -0.202767  0.151162  0.096671 -0.009659 -0.140498   \n",
+       "12/31/18 -0.067705  0.037358 -0.034772 -0.119633 -0.116891 -0.065545   \n",
+       "1/31/19   0.271569  0.003523  0.058075  0.131891  0.084809  0.122559   \n",
+       "2/28/19  -0.031436  0.051255  0.036494  0.095381  0.018303  0.077751   \n",
+       "3/31/19   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "4/30/19   0.197894  0.075105  0.105608  0.135744  0.062891  0.056478   \n",
+       "5/31/19  -0.082368 -0.068998 -0.016313 -0.067417 -0.074655 -0.201018   \n",
+       "6/30/19   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "7/31/19   0.094438  0.266990  0.244938  0.172025  0.113007 -0.002612   \n",
+       "8/31/19   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "9/30/19  -0.083149  0.019987 -0.062677 -0.042134 -0.068386 -0.077298   \n",
+       "10/31/19  0.076202 -0.166004 -0.043655  0.077430  0.065489  0.006180   \n",
+       "11/30/19  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "12/31/19  0.070963  0.209143  0.044932  0.078170  0.116372  0.227415   \n",
+       "\n",
+       "               LNT       AXP  \n",
+       "Date                          \n",
+       "3/31/15        NaN       NaN  \n",
+       "4/30/15  -0.031611 -0.008577  \n",
+       "5/31/15   0.000000  0.000000  \n",
+       "6/30/15  -0.045477  0.007241  \n",
+       "7/31/15   0.075432 -0.021358  \n",
+       "8/31/15  -0.078686  0.008677  \n",
+       "9/30/15   0.032116 -0.033759  \n",
+       "10/31/15  0.000000  0.000000  \n",
+       "11/30/15  0.038525 -0.029932  \n",
+       "12/31/15  0.037547 -0.029174  \n",
+       "1/31/16   0.000000  0.000000  \n",
+       "2/29/16   0.098338 -0.197365  \n",
+       "3/31/16   0.093157  0.104714  \n",
+       "4/30/16   0.000000  0.000000  \n",
+       "5/31/16   0.006145  0.076195  \n",
+       "6/30/16   0.071525 -0.071383  \n",
+       "7/31/16   0.000000  0.000000  \n",
+       "8/31/16  -0.037019  0.079328  \n",
+       "9/30/16   0.009486 -0.023483  \n",
+       "10/31/16  0.001066  0.042383  \n",
+       "11/30/16 -0.055979  0.084613  \n",
+       "12/31/16  0.000000  0.000000  \n",
+       "1/31/17   0.057175  0.064766  \n",
+       "2/28/17   0.048605  0.048180  \n",
+       "3/31/17   0.003293 -0.011866  \n",
+       "4/30/17   0.000000  0.000000  \n",
+       "5/31/17   0.055266 -0.023437  \n",
+       "6/30/17  -0.031348  0.094879  \n",
+       "7/31/17   0.016799  0.015571  \n",
+       "8/31/17   0.054528  0.010208  \n",
+       "9/30/17   0.000000  0.000000  \n",
+       "10/31/17  0.019507  0.113691  \n",
+       "11/30/17  0.042765  0.022927  \n",
+       "12/31/17  0.000000  0.000000  \n",
+       "1/31/18  -0.111282  0.020885  \n",
+       "2/28/18  -0.027673 -0.019014  \n",
+       "3/31/18   0.000000  0.000000  \n",
+       "4/30/18   0.120009  0.016519  \n",
+       "5/31/18  -0.035623 -0.004557  \n",
+       "6/30/18   0.000000  0.000000  \n",
+       "7/31/18   0.045579  0.016046  \n",
+       "8/31/18  -0.003025  0.064912  \n",
+       "9/30/18   0.000000  0.000000  \n",
+       "10/31/18  0.011031 -0.027168  \n",
+       "11/30/18  0.056073  0.092865  \n",
+       "12/31/18 -0.069178 -0.150975  \n",
+       "1/31/19   0.061298  0.081833  \n",
+       "2/28/19   0.031482  0.049075  \n",
+       "3/31/19   0.000000  0.000000  \n",
+       "4/30/19   0.037489  0.091934  \n",
+       "5/31/19   0.004870 -0.021496  \n",
+       "6/30/19   0.000000  0.000000  \n",
+       "7/31/19   0.051268  0.087603  \n",
+       "8/31/19   0.000000  0.000000  \n",
+       "9/30/19   0.088615 -0.048967  \n",
+       "10/31/19 -0.004209 -0.004662  \n",
+       "11/30/19  0.000000  0.000000  \n",
+       "12/31/19  0.025872  0.061477  \n",
+       "\n",
+       "[58 rows x 100 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "monthly_df_daily_returns"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'Path' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-1-20f32ed2f875>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mffm_csv_path\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'F-F_Research_Data_Factors.csv'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mffm_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mffm_csv_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex_col\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Date'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'Path' is not defined"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "ffm_csv_path = Path('F-F_Research_Data_Factors.csv')\n",
     "ffm_data = pd.read_csv(ffm_csv_path, index_col='Date')\n"
@@ -65,7 +3491,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -74,7 +3500,7 @@
        "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
       ]
      },
-     "execution_count": 85,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -86,7 +3512,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -95,7 +3521,7 @@
        "array([ 2.32782370e-01, -2.62080002e-02,  5.28665463e+02])"
       ]
      },
-     "execution_count": 86,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -106,7 +3532,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -115,7 +3541,7 @@
        "105.87697212512981"
       ]
      },
-     "execution_count": 87,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -148,7 +3574,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/sharpe_ratio.ipynb b/sharpe_ratio.ipynb
index d31374b..a266d11 100644
--- a/sharpe_ratio.ipynb
+++ b/sharpe_ratio.ipynb
@@ -2,15 +2,27 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'pandas_datareader'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-1-9daf22824e3c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mseaborn\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mpandas_datareader\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mwb\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mdatetime\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mdatetime\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimedelta\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'pandas_datareader'"
+     ]
+    }
+   ],
    "source": [
     "import pandas as pd\n",
     "from pathlib import Path\n",
     "import numpy as np\n",
     "import seaborn as sns\n",
-    "# from pandas_datareader import data as wb\n",
+    "#rom pandas_datareader import data as wb\n",
     "from datetime import datetime, timedelta\n",
     "import json\n",
     "import requests\n",
@@ -1902,7 +1914,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.4"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,