{ "cells": [ { "cell_type": "markdown", "id": "respective-store", "metadata": {}, "source": [ "# In Class Notebook, Week 03" ] }, { "cell_type": "markdown", "id": "2a597611", "metadata": {}, "source": [ "You can access this notebook in near-realy time by going here:\n", "\n", "https://github.com/UIUC-iSchool-DataViz/is445_bcubcg_fall2022/blob/master/week03/inClass_week03.ipynb \n", "\n", "Or by pasting that URL into the nbviewer interface for a plain-text rendering:\n", "\n", "https://kokes.github.io/nbviewer.js/viewer.html" ] }, { "cell_type": "code", "execution_count": 1, "id": "187b29a0", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "42803492", "metadata": {}, "outputs": [], "source": [ "data_url = 'https://raw.githubusercontent.com/UIUC-iSchool-DataViz/is445_bcubcg_fall2022/main/data/building_inventory.csv'\n", "buildings = pd.read_csv(data_url)" ] }, { "cell_type": "code", "execution_count": 3, "id": "0ed56aa7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
0Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use19751975144110UnusualUnusualNot provided
1Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
2Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
3Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
4Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
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5 rows × 22 columns

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" ], "text/plain": [ " Agency Name \\\n", "0 Department of Natural Resources \n", "1 Department of Natural Resources \n", "2 Department of Natural Resources \n", "3 Department of Natural Resources \n", "4 Department of Natural Resources \n", "\n", " Location Name Address \\\n", "0 Anderson Lake Conservation Area - Fulton County Anderson Lake C.a. \n", "1 Anderson Lake Conservation Area - Fulton County Anderson Lake C.a. \n", "2 Anderson Lake Conservation Area - Fulton County Anderson Lake C.a. \n", "3 Anderson Lake Conservation Area - Fulton County Anderson Lake C.a. \n", "4 Anderson Lake Conservation Area - Fulton County Anderson Lake C.a. \n", "\n", " City Zip code County Congress Dist Congressional Full Name Rep Dist \\\n", "0 Astoria 61501 Fulton 17 Cheri Bustos 93 \n", "1 Astoria 61501 Fulton 17 Cheri Bustos 93 \n", "2 Astoria 61501 Fulton 17 Cheri Bustos 93 \n", "3 Astoria 61501 Fulton 17 Cheri Bustos 93 \n", "4 Astoria 61501 Fulton 17 Cheri Bustos 93 \n", "\n", " Rep Full Name ... Bldg Status Year Acquired Year Constructed \\\n", "0 Hammond Norine K. ... In Use 1975 1975 \n", "1 Hammond Norine K. ... In Use 2004 2004 \n", "2 Hammond Norine K. ... In Use 2004 2004 \n", "3 Hammond Norine K. ... In Use 2004 2004 \n", "4 Hammond Norine K. ... In Use 2004 2004 \n", "\n", " Square Footage Total Floors Floors Above Grade Floors Below Grade \\\n", "0 144 1 1 0 \n", "1 144 1 1 0 \n", "2 144 1 1 0 \n", "3 144 1 1 0 \n", "4 144 1 1 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "0 Unusual Unusual Not provided \n", "1 Unusual Unusual Not provided \n", "2 Unusual Unusual Not provided \n", "3 Unusual Unusual Not provided \n", "4 Unusual Unusual Not provided \n", "\n", "[5 rows x 22 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.head()" ] }, { "cell_type": "code", "execution_count": 4, "id": "725d9bf1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RangeIndex(start=0, stop=8862, step=1)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.index # number of rows in this dataset is 8863" ] }, { "cell_type": "code", "execution_count": 6, "id": "9b1ccf37", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
10Department of Natural ResourcesMatthiessen State Park - LaSalle CountyR. R. 178, Box 509Utica61373LaSalle16Adam Kinzinger76Long Jerry Lee...In Use20002000144110UnusualUnusualNot provided
11Department of Natural ResourcesMatthiessen State Park - LaSalle CountyR. R. 178, Box 509Utica61373LaSalle16Adam Kinzinger76Long Jerry Lee...In Use20002000144110UnusualUnusualNot provided
12Department of Natural ResourcesEldon Hazlet State Park - Clinton CountyKeyesport RoadCarlyle62231Clinton15John Shimkus107Cavaletto John...In Use1999199996110StorageStorageNot provided
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3 rows × 22 columns

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" ], "text/plain": [ " Agency Name Location Name \\\n", "10 Department of Natural Resources Matthiessen State Park - LaSalle County \n", "11 Department of Natural Resources Matthiessen State Park - LaSalle County \n", "12 Department of Natural Resources Eldon Hazlet State Park - Clinton County \n", "\n", " Address City Zip code County Congress Dist \\\n", "10 R. R. 178, Box 509 Utica 61373 LaSalle 16 \n", "11 R. R. 178, Box 509 Utica 61373 LaSalle 16 \n", "12 Keyesport Road Carlyle 62231 Clinton 15 \n", "\n", " Congressional Full Name Rep Dist Rep Full Name ... Bldg Status \\\n", "10 Adam Kinzinger 76 Long Jerry Lee ... In Use \n", "11 Adam Kinzinger 76 Long Jerry Lee ... In Use \n", "12 John Shimkus 107 Cavaletto John ... In Use \n", "\n", " Year Acquired Year Constructed Square Footage Total Floors \\\n", "10 2000 2000 144 1 \n", "11 2000 2000 144 1 \n", "12 1999 1999 96 1 \n", "\n", " Floors Above Grade Floors Below Grade Usage Description \\\n", "10 1 0 Unusual \n", "11 1 0 Unusual \n", "12 1 0 Storage \n", "\n", " Usage Description 2 Usage Description 3 \n", "10 Unusual Not provided \n", "11 Unusual Not provided \n", "12 Storage Not provided \n", "\n", "[3 rows x 22 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.iloc[10:13] # very much like slicing a list" ] }, { "cell_type": "code", "execution_count": 7, "id": "5213faf2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "10 Department of Natural Resources\n", "11 Department of Natural Resources\n", "12 Department of Natural Resources\n", "Name: Agency Name, dtype: object" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.iloc[10:13][\"Agency Name\"] # the \"Agency Name\" column of the 10-13 rows" ] }, { "cell_type": "code", "execution_count": 8, "id": "e44a827f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "35" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Agency Name\"].nunique() # counts unique values of a column" ] }, { "cell_type": "code", "execution_count": 9, "id": "21ce0546", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Department of Natural Resources', 'Department of Corrections',\n", " 'Department of Human Services', 'Department of Transportation',\n", " 'Department of State Police', 'Department of Military Affairs',\n", " 'Department of Agriculture', 'Governors State University',\n", " 'Department of Central Management Services',\n", " 'Illinois State University', 'Historic Preservation Agency',\n", " 'Department of Juvenile Justice', 'Southern Illinois University',\n", " 'Illinois Medical District Commission', 'University of Illinois',\n", " \"Department of Veterans' Affairs\", 'Chicago State University',\n", " 'Northern Illinois University', 'Office of the Secretary of State',\n", " 'Illinois Emergency Management Agency',\n", " 'Western Illinois University', 'Eastern Illinois University',\n", " 'Northeastern Illinois University',\n", " 'Illinois Community College Board',\n", " 'Illinois Board of Higher Education',\n", " 'IL State Board of Education', 'Department of Revenue',\n", " \"Governor's Office\", 'Office of the Attorney General',\n", " 'Appellate Court / Fourth District', 'Department of Public Health',\n", " 'Illinois Courts', 'Appellate Court / Third District',\n", " 'Appellate Court / Fifth District',\n", " 'Appellate Court / Second District'], dtype=object)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Agency Name\"].unique()" ] }, { "cell_type": "code", "execution_count": 10, "id": "9e3a21a6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['In Use', 'Abandon', 'In Progress'], dtype=object)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Bldg Status\"].unique()" ] }, { "cell_type": "code", "execution_count": 11, "id": "ba249eb2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Zip codeCongress DistRep DistSenate DistYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below Grade
count8862.0000008862.0000008862.0000008862.0000008862.0000008862.0000008.862000e+038862.0000008862.0000008862.000000
mean61821.07684513.40408592.30331846.4085991913.2676601906.1351841.147603e+041.6360871.4493340.161589
std1095.2033574.03793623.56845711.781038337.024796351.1806423.817263e+041.5376031.2868980.392717
min1235.0000000.0000000.0000000.0000000.0000000.0000000.000000e+000.0000000.0000000.000000
25%61105.00000012.00000079.00000040.0000001957.0000001953.0000002.330000e+021.0000001.0000000.000000
50%62023.00000014.00000097.00000049.0000001975.0000001974.0000001.600000e+031.0000001.0000000.000000
75%62650.00000016.000000110.00000055.0000001992.0000001991.0000006.426500e+032.0000001.0000000.000000
max68297.00000018.000000119.00000060.0000002019.0000002019.0000001.200000e+0631.00000030.0000004.000000
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" ], "text/plain": [ " Zip code Congress Dist Rep Dist Senate Dist Year Acquired \\\n", "count 8862.000000 8862.000000 8862.000000 8862.000000 8862.000000 \n", "mean 61821.076845 13.404085 92.303318 46.408599 1913.267660 \n", "std 1095.203357 4.037936 23.568457 11.781038 337.024796 \n", "min 1235.000000 0.000000 0.000000 0.000000 0.000000 \n", "25% 61105.000000 12.000000 79.000000 40.000000 1957.000000 \n", "50% 62023.000000 14.000000 97.000000 49.000000 1975.000000 \n", "75% 62650.000000 16.000000 110.000000 55.000000 1992.000000 \n", "max 68297.000000 18.000000 119.000000 60.000000 2019.000000 \n", "\n", " Year Constructed Square Footage Total Floors Floors Above Grade \\\n", "count 8862.000000 8.862000e+03 8862.000000 8862.000000 \n", "mean 1906.135184 1.147603e+04 1.636087 1.449334 \n", "std 351.180642 3.817263e+04 1.537603 1.286898 \n", "min 0.000000 0.000000e+00 0.000000 0.000000 \n", "25% 1953.000000 2.330000e+02 1.000000 1.000000 \n", "50% 1974.000000 1.600000e+03 1.000000 1.000000 \n", "75% 1991.000000 6.426500e+03 2.000000 1.000000 \n", "max 2019.000000 1.200000e+06 31.000000 30.000000 \n", "\n", " Floors Below Grade \n", "count 8862.000000 \n", "mean 0.161589 \n", "std 0.392717 \n", "min 0.000000 \n", "25% 0.000000 \n", "50% 0.000000 \n", "75% 0.000000 \n", "max 4.000000 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.describe()" ] }, { "cell_type": "code", "execution_count": 12, "id": "6d016364", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
74Department of Natural ResourcesRock Island Trail State Park - Stark CountyRr #1, Box 64Wyoming61491Stark18Darin M. LaHood73Spain Ryan...In Use198819880110AssemblyAssemblyNot provided
76Department of Natural ResourcesRock Island Trail State Park - Stark CountyRr #1, Box 64Wyoming61491Stark18Darin M. LaHood73Spain Ryan...In Use198819880110BusinessBusinessNot provided
181Department of CorrectionsVandalia Correctional Center - Fayette CountyP.o. Box 500, Rte. 51 N.Vandalia62471Fayette15John Shimkus107Cavaletto John...In Use200120010110IndustrialIndustrialNot provided
333Department of TransportationGurnee - Lake County3516 West Washington StreetGurnee60031Lake18Darin M. LaHood99Wojcicki Jimene Sara...In Use200120010110StorageStorageNot provided
421Northern Illinois UniversityNorthern Illinois University - DeKalbNorthern Illinois UniversityDekalb60115DeKalb16Adam Kinzinger70Pritchard Robert W....In Use199919990211EducationEducationNot provided
422Northern Illinois UniversityNorthern Illinois University - DeKalb1805 West Lincoln HwyDekalb60115DeKalb16Adam Kinzinger70Pritchard Robert W....In Use199719200431StorageStorageNot provided
507Department of Natural ResourcesChain O'Lakes CA and SP - McHenry County39947 North State Park RoadSpring Grove60081McHenry14Randy Hultgren64Wheeler Barbara...In Use200120010110ResidentialResidentialNot provided
540Department of AgricultureDuQuoin State Fairgrounds - Perry CountyRoute #2, Box 306Duquoin62832Perry12Mike Bost115Bryant Terri...In Use198819880110StorageStorageNot provided
551Department of Natural ResourcesNauvoo State Park - Hancock CountySo SidneyNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Use000110StorageStorageNot provided
552Department of Natural ResourcesNauvoo State Park - Hancock CountyKimball StreetNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Use000110ResidentialResidentialNot provided
805Department of Natural ResourcesRice Lake Conservation Area - Fulton CountyR. R. #3Canton61520Fulton17Cheri Bustos91Unes Michael D....In Use000110IndustrialStorageNot provided
1064Department of TransportationDixon Springs Maintenance Storage Facility - P...Rt. 145 1 Mi. S Of Rt. 146Dixon Springs62943Pope15John Shimkus118Phelps Brandon W....In Use000110StorageStorageNot provided
1148Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use196319630110StorageStorageNot provided
1149Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use196819680110StorageStorageNot provided
1151Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use198519850110AssemblyAssemblyNot provided
1163Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use196019600110UnusualUnusualNot provided
1473Department of Natural ResourcesGolconda MarinaOhio River Rec AreaGolconda62938Pope15John Shimkus118Phelps Brandon W....In Use199019900110UnusualUnusualNot provided
1827Department of Natural ResourcesSiloam Springs State Park - Adams CountyRr #1, Box 204Clayton62324Adams18Darin M. LaHood94Frese Randy E....In Use000110IndustrialIndustrialNot provided
2289Department of Human ServicesTinley Park Mental Health Center - Cook County7400 West 183rd StreetTinley Park60477Cook1Bobby L. Rush38Riley Al...In Use000110IndustrialIndustrialNot provided
2290Department of Human ServicesTinley Park Mental Health Center - Cook County7400 West 183rd StreetTinley Park60477Cook1Bobby L. Rush38Riley Al...In Use000110IndustrialIndustrialNot provided
2291Department of Human ServicesTinley Park Mental Health Center - Cook County7400 West 183rd StreetTinley Park60477Cook1Bobby L. Rush38Riley Al...In Use000110IndustrialIndustrialNot provided
2384Department of Natural ResourcesGiant City State Park & Lodge - Jackson CountyP.o. Box 70Makanda62958Jackson12Mike Bost118Phelps Brandon W....Abandon000110ResidentialResidentialNot provided
2385Department of Natural ResourcesGiant City State Park & Lodge - Jackson CountyP.o. Box 70Makanda62958Jackson12Mike Bost118Phelps Brandon W....Abandon000110StorageStorageNot provided
2391Historic Preservation AgencyShawneetown Bank Historic Site - Gallatin CountyRr #1Old Shawneetown62984Gallatin15John Shimkus118Phelps Brandon W....Abandon000110StorageStorageNot provided
2392Department of Natural ResourcesStarved Rock State Park & Lodge - LaSalle CountyStarved Rock SpUtica61373LaSalle16Adam Kinzinger76Long Jerry Lee...Abandon000110IndustrialIndustrialNot provided
2402Department of Natural ResourcesPere Marquette State Park - Jersey CountyP.o. Box 158Grafton62037Jersey13Rodney L. Davis100Davidsmeyer C. D....Abandon000110UnusualUnusualNot provided
2407Department of Veterans' AffairsIllinois Veterans' Home at MantenoOne Veterans DriveManteno60950Kankakee2Robin Kelly34Sims, Jr. Elgie R....Abandon000110IndustrialIndustrialNot provided
2408Department of Veterans' AffairsIllinois Veterans' Home at MantenoOne Veterans DriveManteno60950Kankakee2Robin Kelly34Sims, Jr. Elgie R....Abandon000110Health CareHealth CareNot provided
2410Department of Veterans' AffairsIllinois Veterans' Home at MantenoOne Veterans DriveManteno60950Kankakee2Robin Kelly34Sims, Jr. Elgie R....Abandon000110IndustrialIndustrialNot provided
2413Department of Human ServicesAlton Mental Health Center - Madison County4500 College AveAlton62202Madison12Mike Bost111Beiser Daniel V....In Use000110IndustrialIndustrialNot provided
2414Department of Human ServicesLincoln Developmental Center - Logan County861 South State StreetLincoln62656Logan18Darin M. LaHood87Butler Tim...Abandon195119510110IndustrialIndustrialEducation
2422Department of CorrectionsStateville Correctional Center - JolietRt 53 & Division StJoliet60434Will11Bill Foster86Walsh, Jr. Lawrence M....Abandon000110Detention & CorrecDetention & CorrecNot provided
2426Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2427Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2430Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2431Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2432Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2442Southern Illinois UniversitySouthern Illinois University - CarbondaleCabondale CampusCarbondale62901Jackson12Mike Bost115Bryant Terri...Abandon000110Not providedNot providedNot provided
2443Southern Illinois UniversitySouthern Illinois University - CarbondaleCarbondale CampusCarbondale62901Jackson12Mike Bost115Bryant Terri...Abandon000110Not providedNot providedNot provided
2457Department of Natural ResourcesFranklin Creek Natural Area - Lee County1872 Twist RoadFranklin Grove61031Lee16Adam Kinzinger90Demmer Tom...In Use199019900110UnusualUnusualNot provided
2943Department of Natural ResourcesIllini State Park - LaSalle CountyRural Route 1Marseilles61341LaSalle16Adam Kinzinger76Long Jerry Lee...In Use199019900110StorageStorageNot provided
3525Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199719970110StorageStorageNot provided
3530Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199119910110UnusualUnusualNot provided
3533Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199419940110UnusualUnusualNot provided
3534Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199419940110BusinessBusinessNot provided
3535Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199619960110MercantileMercantileNot provided
5679Department of CorrectionsRobinson Correctional Center - Crawford County13423 East 1150th AvenueRobinson62454Crawford15John Shimkus110Phillips Reginald...In Use199019900110IndustrialIndustrialNot provided
5706Department of CorrectionsBig Muddy Correctional Center - Jefferson CountyRt. 37, P. O. Box 1000Ina62846Jefferson12Mike Bost115Bryant Terri...In Use199219920110IndustrialIndustrialNot provided
5750Department of CorrectionsPinckneyville Correctional Center - Perry CountyRoute #154 EastPinckneyville62274Perry12Mike Bost116Costello, II Jerry...In Use199719970110Detention & CorrecBusinessNot provided
8662Department of Natural ResourcesHorseshoe Lake State Park - Madison County3321 State Route 111Granite City62040Madison12Mike Bost112Stuart Katie...In Use000000UnusualNot providedNot provided
8676Department of Natural ResourcesKankakee River Conservation Area and State ParkKankakee River Conservation Area and State ParkBourbonnais60914Kankakee2Robin Kelly79Parkhurst Lindsay...In Use020150100Utiility & MiscellanNot providedNot provided
8677Department of Natural ResourcesKankakee River Conservation Area and State ParkKankakee River Conservation Area and State ParkKankakee60914Kankakee2Robin Kelly79Parkhurst Lindsay...Abandon000100Utiility & MiscellanNot providedNot provided
8686Department of TransportationMissouri Avenue Pump Station200 Missouri AvenueEast St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In Use000100UnusualUnusualNot provided
8687Department of Transportation42nd Street Pump Station4301 St. Clair AvenueEast St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In Use000100UnusualUnusualNot provided
8688Department of TransportationMcCambridge Pump Station300 IL Route 203Madison62060Madison12Mike Bost113Hoffman Jay...In Use000100UnusualUnusualNot provided
8790Department of TransportationFrankfortUSE THIS NUMBER FOR THE NEXT NEW BUILDING # AT...SPRINGFIELD62703Will1Bobby L. Rush80DeLuca Anthony...In Progress000000Not providedNaNNaN
8802Department of Military AffairsSparta Armory - Randolph County1803 North Hill Crest DrSparta62286Randolph12Mike Bost116Costello, II Jerry...In Progress000100Utiility & MiscellanNaNNaN
\n", "

57 rows × 22 columns

\n", "
" ], "text/plain": [ " Agency Name \\\n", "74 Department of Natural Resources \n", "76 Department of Natural Resources \n", "181 Department of Corrections \n", "333 Department of Transportation \n", "421 Northern Illinois University \n", "422 Northern Illinois University \n", "507 Department of Natural Resources \n", "540 Department of Agriculture \n", "551 Department of Natural Resources \n", "552 Department of Natural Resources \n", "805 Department of Natural Resources \n", "1064 Department of Transportation \n", "1148 Department of Natural Resources \n", "1149 Department of Natural Resources \n", "1151 Department of Natural Resources \n", "1163 Department of Natural Resources \n", "1473 Department of Natural Resources \n", "1827 Department of Natural Resources \n", "2289 Department of Human Services \n", "2290 Department of Human Services \n", "2291 Department of Human Services \n", "2384 Department of Natural Resources \n", "2385 Department of Natural Resources \n", "2391 Historic Preservation Agency \n", "2392 Department of Natural Resources \n", "2402 Department of Natural Resources \n", "2407 Department of Veterans' Affairs \n", "2408 Department of Veterans' Affairs \n", "2410 Department of Veterans' Affairs \n", "2413 Department of Human Services \n", "2414 Department of Human Services \n", "2422 Department of Corrections \n", "2426 Department of Corrections \n", "2427 Department of Corrections \n", "2430 Department of Corrections \n", "2431 Department of Corrections \n", "2432 Department of Corrections \n", "2442 Southern Illinois University \n", "2443 Southern Illinois University \n", "2457 Department of Natural Resources \n", "2943 Department of Natural Resources \n", "3525 Department of Natural Resources \n", "3530 Department of Natural Resources \n", "3533 Department of Natural Resources \n", "3534 Department of Natural Resources \n", "3535 Department of Natural Resources \n", "5679 Department of Corrections \n", "5706 Department of Corrections \n", "5750 Department of Corrections \n", "8662 Department of Natural Resources \n", "8676 Department of Natural Resources \n", "8677 Department of Natural Resources \n", "8686 Department of Transportation \n", "8687 Department of Transportation \n", "8688 Department of Transportation \n", "8790 Department of Transportation \n", "8802 Department of Military Affairs \n", "\n", " Location Name \\\n", "74 Rock Island Trail State Park - Stark County \n", "76 Rock Island Trail State Park - Stark County \n", "181 Vandalia Correctional Center - Fayette County \n", "333 Gurnee - Lake County \n", "421 Northern Illinois University - DeKalb \n", "422 Northern Illinois University - DeKalb \n", "507 Chain O'Lakes CA and SP - McHenry County \n", "540 DuQuoin State Fairgrounds - Perry County \n", "551 Nauvoo State Park - Hancock County \n", "552 Nauvoo State Park - Hancock County \n", "805 Rice Lake Conservation Area - Fulton County \n", "1064 Dixon Springs Maintenance Storage Facility - P... \n", "1148 Saline County Conservation Area - Saline County \n", "1149 Saline County Conservation Area - Saline County \n", "1151 Saline County Conservation Area - Saline County \n", "1163 Saline County Conservation Area - Saline County \n", "1473 Golconda Marina \n", "1827 Siloam Springs State Park - Adams County \n", "2289 Tinley Park Mental Health Center - Cook County \n", "2290 Tinley Park Mental Health Center - Cook County \n", "2291 Tinley Park Mental Health Center - Cook County \n", "2384 Giant City State Park & Lodge - Jackson County \n", "2385 Giant City State Park & Lodge - Jackson County \n", "2391 Shawneetown Bank Historic Site - Gallatin County \n", "2392 Starved Rock State Park & Lodge - LaSalle County \n", "2402 Pere Marquette State Park - Jersey County \n", "2407 Illinois Veterans' Home at Manteno \n", "2408 Illinois Veterans' Home at Manteno \n", "2410 Illinois Veterans' Home at Manteno \n", "2413 Alton Mental Health Center - Madison County \n", "2414 Lincoln Developmental Center - Logan County \n", "2422 Stateville Correctional Center - Joliet \n", "2426 East Moline Correctional Center - Rock Island ... \n", "2427 East Moline Correctional Center - Rock Island ... \n", "2430 East Moline Correctional Center - Rock Island ... \n", "2431 East Moline Correctional Center - Rock Island ... \n", "2432 East Moline Correctional Center - Rock Island ... \n", "2442 Southern Illinois University - Carbondale \n", "2443 Southern Illinois University - Carbondale \n", "2457 Franklin Creek Natural Area - Lee County \n", "2943 Illini State Park - LaSalle County \n", "3525 Moraine View State Park - McLean County \n", "3530 Moraine View State Park - McLean County \n", "3533 Moraine View State Park - McLean County \n", "3534 Moraine View State Park - McLean County \n", "3535 Moraine View State Park - McLean County \n", "5679 Robinson Correctional Center - Crawford County \n", "5706 Big Muddy Correctional Center - Jefferson County \n", "5750 Pinckneyville Correctional Center - Perry County \n", "8662 Horseshoe Lake State Park - Madison County \n", "8676 Kankakee River Conservation Area and State Park \n", "8677 Kankakee River Conservation Area and State Park \n", "8686 Missouri Avenue Pump Station \n", "8687 42nd Street Pump Station \n", "8688 McCambridge Pump Station \n", "8790 Frankfort \n", "8802 Sparta Armory - Randolph County \n", "\n", " Address City \\\n", "74 Rr #1, Box 64 Wyoming \n", "76 Rr #1, Box 64 Wyoming \n", "181 P.o. Box 500, Rte. 51 N. Vandalia \n", "333 3516 West Washington Street Gurnee \n", "421 Northern Illinois University Dekalb \n", "422 1805 West Lincoln Hwy Dekalb \n", "507 39947 North State Park Road Spring Grove \n", "540 Route #2, Box 306 Duquoin \n", "551 So Sidney Nauvoo \n", "552 Kimball Street Nauvoo \n", "805 R. R. #3 Canton \n", "1064 Rt. 145 1 Mi. S Of Rt. 146 Dixon Springs \n", "1148 R.r. #1 Box 30 Equality \n", "1149 R.r. #1 Box 30 Equality \n", "1151 R.r. #1 Box 30 Equality \n", "1163 R.r. #1 Box 30 Equality \n", "1473 Ohio River Rec Area Golconda \n", "1827 Rr #1, Box 204 Clayton \n", "2289 7400 West 183rd Street Tinley Park \n", "2290 7400 West 183rd Street Tinley Park \n", "2291 7400 West 183rd Street Tinley Park \n", "2384 P.o. Box 70 Makanda \n", "2385 P.o. Box 70 Makanda \n", "2391 Rr #1 Old Shawneetown \n", "2392 Starved Rock Sp Utica \n", "2402 P.o. Box 158 Grafton \n", "2407 One Veterans Drive Manteno \n", "2408 One Veterans Drive Manteno \n", "2410 One Veterans Drive Manteno \n", "2413 4500 College Ave Alton \n", "2414 861 South State Street Lincoln \n", "2422 Rt 53 & Division St Joliet \n", "2426 100 Hillcrest Road East Moline \n", "2427 100 Hillcrest Road East Moline \n", "2430 100 Hillcrest Road East Moline \n", "2431 100 Hillcrest Road East Moline \n", "2432 100 Hillcrest Road East Moline \n", "2442 Cabondale Campus Carbondale \n", "2443 Carbondale Campus Carbondale \n", "2457 1872 Twist Road Franklin Grove \n", "2943 Rural Route 1 Marseilles \n", "3525 R.r. #2, Box 110 Leroy \n", "3530 R.r. #2, Box 110 Leroy \n", "3533 R.r. #2, Box 110 Leroy \n", "3534 R.r. #2, Box 110 Leroy \n", "3535 R.r. #2, Box 110 Leroy \n", "5679 13423 East 1150th Avenue Robinson \n", "5706 Rt. 37, P. O. Box 1000 Ina \n", "5750 Route #154 East Pinckneyville \n", "8662 3321 State Route 111 Granite City \n", "8676 Kankakee River Conservation Area and State Park Bourbonnais \n", "8677 Kankakee River Conservation Area and State Park Kankakee \n", "8686 200 Missouri Avenue East St. Louis \n", "8687 4301 St. Clair Avenue East St. Louis \n", "8688 300 IL Route 203 Madison \n", "8790 USE THIS NUMBER FOR THE NEXT NEW BUILDING # AT... SPRINGFIELD \n", "8802 1803 North Hill Crest Dr Sparta \n", "\n", " Zip code County Congress Dist Congressional Full Name Rep Dist \\\n", "74 61491 Stark 18 Darin M. LaHood 73 \n", "76 61491 Stark 18 Darin M. LaHood 73 \n", "181 62471 Fayette 15 John Shimkus 107 \n", "333 60031 Lake 18 Darin M. LaHood 99 \n", "421 60115 DeKalb 16 Adam Kinzinger 70 \n", "422 60115 DeKalb 16 Adam Kinzinger 70 \n", "507 60081 McHenry 14 Randy Hultgren 64 \n", "540 62832 Perry 12 Mike Bost 115 \n", "551 62354 Hancock 18 Darin M. LaHood 94 \n", "552 62354 Hancock 18 Darin M. LaHood 94 \n", "805 61520 Fulton 17 Cheri Bustos 91 \n", "1064 62943 Pope 15 John Shimkus 118 \n", "1148 62934 Saline 15 John Shimkus 118 \n", "1149 62934 Saline 15 John Shimkus 118 \n", "1151 62934 Saline 15 John Shimkus 118 \n", "1163 62934 Saline 15 John Shimkus 118 \n", "1473 62938 Pope 15 John Shimkus 118 \n", "1827 62324 Adams 18 Darin M. LaHood 94 \n", "2289 60477 Cook 1 Bobby L. Rush 38 \n", "2290 60477 Cook 1 Bobby L. Rush 38 \n", "2291 60477 Cook 1 Bobby L. Rush 38 \n", "2384 62958 Jackson 12 Mike Bost 118 \n", "2385 62958 Jackson 12 Mike Bost 118 \n", "2391 62984 Gallatin 15 John Shimkus 118 \n", "2392 61373 LaSalle 16 Adam Kinzinger 76 \n", "2402 62037 Jersey 13 Rodney L. Davis 100 \n", "2407 60950 Kankakee 2 Robin Kelly 34 \n", "2408 60950 Kankakee 2 Robin Kelly 34 \n", "2410 60950 Kankakee 2 Robin Kelly 34 \n", "2413 62202 Madison 12 Mike Bost 111 \n", "2414 62656 Logan 18 Darin M. LaHood 87 \n", "2422 60434 Will 11 Bill Foster 86 \n", "2426 61244 Rock Island 17 Cheri Bustos 72 \n", "2427 61244 Rock Island 17 Cheri Bustos 72 \n", "2430 61244 Rock Island 17 Cheri Bustos 72 \n", "2431 61244 Rock Island 17 Cheri Bustos 72 \n", "2432 61244 Rock Island 17 Cheri Bustos 72 \n", "2442 62901 Jackson 12 Mike Bost 115 \n", "2443 62901 Jackson 12 Mike Bost 115 \n", "2457 61031 Lee 16 Adam Kinzinger 90 \n", "2943 61341 LaSalle 16 Adam Kinzinger 76 \n", "3525 61752 McLean 18 Darin M. LaHood 101 \n", "3530 61752 McLean 18 Darin M. LaHood 101 \n", "3533 61752 McLean 18 Darin M. LaHood 101 \n", "3534 61752 McLean 18 Darin M. LaHood 101 \n", "3535 61752 McLean 18 Darin M. LaHood 101 \n", "5679 62454 Crawford 15 John Shimkus 110 \n", "5706 62846 Jefferson 12 Mike Bost 115 \n", "5750 62274 Perry 12 Mike Bost 116 \n", "8662 62040 Madison 12 Mike Bost 112 \n", "8676 60914 Kankakee 2 Robin Kelly 79 \n", "8677 60914 Kankakee 2 Robin Kelly 79 \n", "8686 62201 St. Clair 12 Mike Bost 114 \n", "8687 62201 St. Clair 12 Mike Bost 114 \n", "8688 62060 Madison 12 Mike Bost 113 \n", "8790 62703 Will 1 Bobby L. Rush 80 \n", "8802 62286 Randolph 12 Mike Bost 116 \n", "\n", " Rep Full Name ... Bldg Status Year Acquired Year Constructed \\\n", "74 Spain Ryan ... In Use 1988 1988 \n", "76 Spain Ryan ... In Use 1988 1988 \n", "181 Cavaletto John ... In Use 2001 2001 \n", "333 Wojcicki Jimene Sara ... In Use 2001 2001 \n", "421 Pritchard Robert W. ... In Use 1999 1999 \n", "422 Pritchard Robert W. ... In Use 1997 1920 \n", "507 Wheeler Barbara ... In Use 2001 2001 \n", "540 Bryant Terri ... In Use 1988 1988 \n", "551 Frese Randy E. ... In Use 0 0 \n", "552 Frese Randy E. ... In Use 0 0 \n", "805 Unes Michael D. ... In Use 0 0 \n", "1064 Phelps Brandon W. ... In Use 0 0 \n", "1148 Phelps Brandon W. ... In Use 1963 1963 \n", "1149 Phelps Brandon W. ... In Use 1968 1968 \n", "1151 Phelps Brandon W. ... In Use 1985 1985 \n", "1163 Phelps Brandon W. ... In Use 1960 1960 \n", "1473 Phelps Brandon W. ... In Use 1990 1990 \n", "1827 Frese Randy E. ... In Use 0 0 \n", "2289 Riley Al ... In Use 0 0 \n", "2290 Riley Al ... In Use 0 0 \n", "2291 Riley Al ... In Use 0 0 \n", "2384 Phelps Brandon W. ... Abandon 0 0 \n", "2385 Phelps Brandon W. ... Abandon 0 0 \n", "2391 Phelps Brandon W. ... Abandon 0 0 \n", "2392 Long Jerry Lee ... Abandon 0 0 \n", "2402 Davidsmeyer C. D. ... Abandon 0 0 \n", "2407 Sims, Jr. Elgie R. ... Abandon 0 0 \n", "2408 Sims, Jr. Elgie R. ... Abandon 0 0 \n", "2410 Sims, Jr. Elgie R. ... Abandon 0 0 \n", "2413 Beiser Daniel V. ... In Use 0 0 \n", "2414 Butler Tim ... Abandon 1951 1951 \n", "2422 Walsh, Jr. Lawrence M. ... Abandon 0 0 \n", "2426 Halpin Michael ... In Use 0 0 \n", "2427 Halpin Michael ... In Use 0 0 \n", "2430 Halpin Michael ... In Use 0 0 \n", "2431 Halpin Michael ... In Use 0 0 \n", "2432 Halpin Michael ... In Use 0 0 \n", "2442 Bryant Terri ... Abandon 0 0 \n", "2443 Bryant Terri ... Abandon 0 0 \n", "2457 Demmer Tom ... In Use 1990 1990 \n", "2943 Long Jerry Lee ... In Use 1990 1990 \n", "3525 Mitchell Bill ... In Use 1997 1997 \n", "3530 Mitchell Bill ... In Use 1991 1991 \n", "3533 Mitchell Bill ... In Use 1994 1994 \n", "3534 Mitchell Bill ... In Use 1994 1994 \n", "3535 Mitchell Bill ... In Use 1996 1996 \n", "5679 Phillips Reginald ... In Use 1990 1990 \n", "5706 Bryant Terri ... In Use 1992 1992 \n", "5750 Costello, II Jerry ... In Use 1997 1997 \n", "8662 Stuart Katie ... In Use 0 0 \n", "8676 Parkhurst Lindsay ... In Use 0 2015 \n", "8677 Parkhurst Lindsay ... Abandon 0 0 \n", "8686 Greenwood LaToya ... In Use 0 0 \n", "8687 Greenwood LaToya ... In Use 0 0 \n", "8688 Hoffman Jay ... In Use 0 0 \n", "8790 DeLuca Anthony ... In Progress 0 0 \n", "8802 Costello, II Jerry ... In Progress 0 0 \n", "\n", " Square Footage Total Floors Floors Above Grade Floors Below Grade \\\n", "74 0 1 1 0 \n", "76 0 1 1 0 \n", "181 0 1 1 0 \n", "333 0 1 1 0 \n", "421 0 2 1 1 \n", "422 0 4 3 1 \n", "507 0 1 1 0 \n", "540 0 1 1 0 \n", "551 0 1 1 0 \n", "552 0 1 1 0 \n", "805 0 1 1 0 \n", "1064 0 1 1 0 \n", "1148 0 1 1 0 \n", "1149 0 1 1 0 \n", "1151 0 1 1 0 \n", "1163 0 1 1 0 \n", "1473 0 1 1 0 \n", "1827 0 1 1 0 \n", "2289 0 1 1 0 \n", "2290 0 1 1 0 \n", "2291 0 1 1 0 \n", "2384 0 1 1 0 \n", "2385 0 1 1 0 \n", "2391 0 1 1 0 \n", "2392 0 1 1 0 \n", "2402 0 1 1 0 \n", "2407 0 1 1 0 \n", "2408 0 1 1 0 \n", "2410 0 1 1 0 \n", "2413 0 1 1 0 \n", "2414 0 1 1 0 \n", "2422 0 1 1 0 \n", "2426 0 1 1 0 \n", "2427 0 1 1 0 \n", "2430 0 1 1 0 \n", "2431 0 1 1 0 \n", "2432 0 1 1 0 \n", "2442 0 1 1 0 \n", "2443 0 1 1 0 \n", "2457 0 1 1 0 \n", "2943 0 1 1 0 \n", "3525 0 1 1 0 \n", "3530 0 1 1 0 \n", "3533 0 1 1 0 \n", "3534 0 1 1 0 \n", "3535 0 1 1 0 \n", "5679 0 1 1 0 \n", "5706 0 1 1 0 \n", "5750 0 1 1 0 \n", "8662 0 0 0 0 \n", "8676 0 1 0 0 \n", "8677 0 1 0 0 \n", "8686 0 1 0 0 \n", "8687 0 1 0 0 \n", "8688 0 1 0 0 \n", "8790 0 0 0 0 \n", "8802 0 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "74 Assembly Assembly Not provided \n", "76 Business Business Not provided \n", "181 Industrial Industrial Not provided \n", "333 Storage Storage Not provided \n", "421 Education Education Not provided \n", "422 Storage Storage Not provided \n", "507 Residential Residential Not provided \n", "540 Storage Storage Not provided \n", "551 Storage Storage Not provided \n", "552 Residential Residential Not provided \n", "805 Industrial Storage Not provided \n", "1064 Storage Storage Not provided \n", "1148 Storage Storage Not provided \n", "1149 Storage Storage Not provided \n", "1151 Assembly Assembly Not provided \n", "1163 Unusual Unusual Not provided \n", "1473 Unusual Unusual Not provided \n", "1827 Industrial Industrial Not provided \n", "2289 Industrial Industrial Not provided \n", "2290 Industrial Industrial Not provided \n", "2291 Industrial Industrial Not provided \n", "2384 Residential Residential Not provided \n", "2385 Storage Storage Not provided \n", "2391 Storage Storage Not provided \n", "2392 Industrial Industrial Not provided \n", "2402 Unusual Unusual Not provided \n", "2407 Industrial Industrial Not provided \n", "2408 Health Care Health Care Not provided \n", "2410 Industrial Industrial Not provided \n", "2413 Industrial Industrial Not provided \n", "2414 Industrial Industrial Education \n", "2422 Detention & Correc Detention & Correc Not provided \n", "2426 Industrial Industrial Not provided \n", "2427 Industrial Industrial Not provided \n", "2430 Industrial Industrial Not provided \n", "2431 Industrial Industrial Not provided \n", "2432 Industrial Industrial Not provided \n", "2442 Not provided Not provided Not provided \n", "2443 Not provided Not provided Not provided \n", "2457 Unusual Unusual Not provided \n", "2943 Storage Storage Not provided \n", "3525 Storage Storage Not provided \n", "3530 Unusual Unusual Not provided \n", "3533 Unusual Unusual Not provided \n", "3534 Business Business Not provided \n", "3535 Mercantile Mercantile Not provided \n", "5679 Industrial Industrial Not provided \n", "5706 Industrial Industrial Not provided \n", "5750 Detention & Correc Business Not provided \n", "8662 Unusual Not provided Not provided \n", "8676 Utiility & Miscellan Not provided Not provided \n", "8677 Utiility & Miscellan Not provided Not provided \n", "8686 Unusual Unusual Not provided \n", "8687 Unusual Unusual Not provided \n", "8688 Unusual Unusual Not provided \n", "8790 Not provided NaN NaN \n", "8802 Utiility & Miscellan NaN NaN \n", "\n", "[57 rows x 22 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.loc[buildings[\"Square Footage\"]==0] # .loc NOT .iloc and using boolean expression" ] }, { "cell_type": "code", "execution_count": 13, "id": "c2560a09", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
772Department of Veterans' AffairsQuincy Veterans' Home - Adams County1707 North 12th StreetQuincy62301Adams18Darin M. LaHood94Frese Randy E....In Progress201020105200110StorageStorageNot provided
792Chicago State UniversityChicago State University - Cook County95th & King DirveChicago60628Cook1Bobby L. Rush34Sims, Jr. Elgie R....In Progress2010201030000220EducationEducationNot provided
796Department of Natural ResourcesNauvoo State Park - Hancock CountyKimball StreetNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Progress20112011144110UnusualUnusualNot provided
797Department of Natural ResourcesNauvoo State Park - Hancock CountyKimball StreetNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Progress20112011144110UnusualUnusualNot provided
798Department of Natural ResourcesNauvoo State Park - Hancock CountyKimball StreetNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Progress20112011144110UnusualUnusualNot provided
..................................................................
8851Department of TransportationBiggsville - Henderson CountyRoute 1Biggsville61418Henderson17Cheri Bustos94Frese Randy E....In Progress201820181455100StorageStorageNaN
8852Department of TransportationDecatur Maintenance Facility - Macon County4142 N. Westlawn AvenueDecatur62526Macon4Luis Gutierrez4Soto Cynthia...In Progress201720176720100StorageUtiility & MiscellanNaN
8853Department of TransportationMarion Maintenance Facility - Williamson CountyInterstate 57 Milepost 46Marion62959Williamson12Mike Bost117Severin Dave...In Progress20192019760100BusinessBusinessNaN
8854Department of TransportationMarion Maintenance Facility - Williamson CountyIntersate 57 Milepost 46Marion62959Williamson12Mike Bost117Severin Dave...In Progress20192019760100BusinessBusinessNaN
8861Department of Military AffairsPeoria Army Aviation Support Facility2323 S. Airport RdPeoria61607Peoria17Cheri Bustos92Gordon-Booth Jehan...In Progress02017288100Utiility & MiscellanUtiility & MiscellanNaN
\n", "

113 rows × 22 columns

\n", "
" ], "text/plain": [ " Agency Name \\\n", "772 Department of Veterans' Affairs \n", "792 Chicago State University \n", "796 Department of Natural Resources \n", "797 Department of Natural Resources \n", "798 Department of Natural Resources \n", "... ... \n", "8851 Department of Transportation \n", "8852 Department of Transportation \n", "8853 Department of Transportation \n", "8854 Department of Transportation \n", "8861 Department of Military Affairs \n", "\n", " Location Name \\\n", "772 Quincy Veterans' Home - Adams County \n", "792 Chicago State University - Cook County \n", "796 Nauvoo State Park - Hancock County \n", "797 Nauvoo State Park - Hancock County \n", "798 Nauvoo State Park - Hancock County \n", "... ... \n", "8851 Biggsville - Henderson County \n", "8852 Decatur Maintenance Facility - Macon County \n", "8853 Marion Maintenance Facility - Williamson County \n", "8854 Marion Maintenance Facility - Williamson County \n", "8861 Peoria Army Aviation Support Facility \n", "\n", " Address City Zip code County \\\n", "772 1707 North 12th Street Quincy 62301 Adams \n", "792 95th & King Dirve Chicago 60628 Cook \n", "796 Kimball Street Nauvoo 62354 Hancock \n", "797 Kimball Street Nauvoo 62354 Hancock \n", "798 Kimball Street Nauvoo 62354 Hancock \n", "... ... ... ... ... \n", "8851 Route 1 Biggsville 61418 Henderson \n", "8852 4142 N. Westlawn Avenue Decatur 62526 Macon \n", "8853 Interstate 57 Milepost 46 Marion 62959 Williamson \n", "8854 Intersate 57 Milepost 46 Marion 62959 Williamson \n", "8861 2323 S. Airport Rd Peoria 61607 Peoria \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name \\\n", "772 18 Darin M. LaHood 94 Frese Randy E. \n", "792 1 Bobby L. Rush 34 Sims, Jr. Elgie R. \n", "796 18 Darin M. LaHood 94 Frese Randy E. \n", "797 18 Darin M. LaHood 94 Frese Randy E. \n", "798 18 Darin M. LaHood 94 Frese Randy E. \n", "... ... ... ... ... \n", "8851 17 Cheri Bustos 94 Frese Randy E. \n", "8852 4 Luis Gutierrez 4 Soto Cynthia \n", "8853 12 Mike Bost 117 Severin Dave \n", "8854 12 Mike Bost 117 Severin Dave \n", "8861 17 Cheri Bustos 92 Gordon-Booth Jehan \n", "\n", " ... Bldg Status Year Acquired Year Constructed Square Footage \\\n", "772 ... In Progress 2010 2010 5200 \n", "792 ... In Progress 2010 2010 30000 \n", "796 ... In Progress 2011 2011 144 \n", "797 ... In Progress 2011 2011 144 \n", "798 ... In Progress 2011 2011 144 \n", "... ... ... ... ... ... \n", "8851 ... In Progress 2018 2018 1455 \n", "8852 ... In Progress 2017 2017 6720 \n", "8853 ... In Progress 2019 2019 760 \n", "8854 ... In Progress 2019 2019 760 \n", "8861 ... In Progress 0 2017 288 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade \\\n", "772 1 1 0 \n", "792 2 2 0 \n", "796 1 1 0 \n", "797 1 1 0 \n", "798 1 1 0 \n", "... ... ... ... \n", "8851 1 0 0 \n", "8852 1 0 0 \n", "8853 1 0 0 \n", "8854 1 0 0 \n", "8861 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "772 Storage Storage Not provided \n", "792 Education Education Not provided \n", "796 Unusual Unusual Not provided \n", "797 Unusual Unusual Not provided \n", "798 Unusual Unusual Not provided \n", "... ... ... ... \n", "8851 Storage Storage NaN \n", "8852 Storage Utiility & Miscellan NaN \n", "8853 Business Business NaN \n", "8854 Business Business NaN \n", "8861 Utiility & Miscellan Utiility & Miscellan NaN \n", "\n", "[113 rows x 22 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# all of the rows that are \"in progress\" of being built\n", "buildings.loc[buildings[\"Bldg Status\"]=='In Progress']" ] }, { "cell_type": "code", "execution_count": 15, "id": "eeeb1567", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buildings[\"Square Footage\"].plot()\n", "plt.show() # we know now that the backend is matplotlib!" ] }, { "cell_type": "code", "execution_count": 18, "id": "6c5cb0b8", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buildings.plot(x='Address', y='Square Footage', figsize=(20,5), rot=90)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "id": "21fecc42", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buildings.plot(x='Year Acquired', y='Square Footage', figsize=(20,5),kind='scatter')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "id": "f9f189c5", "metadata": {}, "outputs": [], "source": [ "buildings.plot?" ] }, { "cell_type": "code", "execution_count": 25, "id": "f1da3157", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = buildings.plot(x='Year Acquired', y='Square Footage', figsize=(20,5),kind='scatter')\n", "ax.set_xlim(1750,2020)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "id": "f823e54d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.groupby(\"Bldg Status\")" ] }, { "cell_type": "code", "execution_count": 28, "id": "a81c5e23", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['In Use', 'Abandon', 'In Progress'], dtype=object)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Bldg Status\"].unique()" ] }, { "cell_type": "code", "execution_count": 27, "id": "485b7f9e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('Abandon', Agency Name \\\n", "381 Department of Human Services \n", "449 Department of Natural Resources \n", "1050 Department of Natural Resources \n", "1139 Department of Central Management Services \n", "1172 Department of Natural Resources \n", "... ... \n", "8682 Department of Military Affairs \n", "8683 Department of Military Affairs \n", "8760 Historic Preservation Agency \n", "8800 Department of Military Affairs \n", "8801 Department of Military Affairs \n", "\n", " Location Name \\\n", "381 Lincoln Developmental Center - Logan County \n", "449 Clinton Lake Recreation Area - DeWitt County \n", "1050 Jim Edgar Panther Creek F&WA - Cass Co. \n", "1139 Statewide Program \n", "1172 Saline County Conservation Area - Saline County \n", "... ... \n", "8682 Rantoul Military Affairs \n", "8683 Rantoul Military Affairs \n", "8760 Shawneetown Bank Historic Site - Gallatin County \n", "8800 Peoria Army Aviation Support Facility \n", "8801 Peoria Army Aviation Support Facility \n", "\n", " Address City Zip code County \\\n", "381 861 South State Street Lincoln 62656 Logan \n", "449 Rr #1 Clinton 61735 DeWitt \n", "1050 P.o. Box 646 Chandlerville 62627 Cass \n", "1139 4200 North Oak Park Ave Chicago 60634 Statewide \n", "1172 Tipple Road Carrier Mills 62917 Saline \n", "... ... ... ... ... \n", "8682 205 W Dodge Ave Rantoul 61866 Champaign \n", "8683 205 W Dodge Ave Rantoul 61866 Champaign \n", "8760 280 Washington Street Old Shawneetown 62984 Gallatin \n", "8800 12.0 Peoria 62702 Peoria \n", "8801 2323 South Airport Road Peoria 61607 Peoria \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name \\\n", "381 18 Darin M. LaHood 87 Butler Tim \n", "449 13 Rodney L. Davis 101 Mitchell Bill \n", "1050 18 Darin M. LaHood 93 Hammond Norine K. \n", "1139 0 NaN 119 District Multiple \n", "1172 15 John Shimkus 118 Phelps Brandon W. \n", "... ... ... ... ... \n", "8682 15 John Shimkus 104 Hays Chad \n", "8683 15 John Shimkus 104 Hays Chad \n", "8760 15 John Shimkus 118 Phelps Brandon W. \n", "8800 17 Cheri Bustos 92 Gordon-Booth Jehan \n", "8801 17 Cheri Bustos 92 Gordon-Booth Jehan \n", "\n", " ... Bldg Status Year Acquired Year Constructed Square Footage \\\n", "381 ... Abandon 2001 2001 1650 \n", "449 ... Abandon 1986 1986 306 \n", "1050 ... Abandon 1993 1964 2688 \n", "1139 ... Abandon 1974 1974 2000 \n", "1172 ... Abandon 2004 1965 5640 \n", "... ... ... ... ... ... \n", "8682 ... Abandon 0 0 1000 \n", "8683 ... Abandon 0 0 32000 \n", "8760 ... Abandon 1940 1931 3000 \n", "8800 ... Abandon 0 1941 2600 \n", "8801 ... Abandon 0 0 2600 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade Usage Description \\\n", "381 1 1 0 Storage \n", "449 1 1 0 Business \n", "1050 1 1 0 Storage \n", "1139 1 1 0 Unusual \n", "1172 2 2 0 Storage \n", "... ... ... ... ... \n", "8682 1 0 0 Storage \n", "8683 3 0 1 Storage \n", "8760 2 0 1 Storage \n", "8800 1 0 0 Storage \n", "8801 1 0 0 Storage \n", "\n", " Usage Description 2 Usage Description 3 \n", "381 Storage Storage \n", "449 Business Not provided \n", "1050 Storage Not provided \n", "1139 Unusual Unusual \n", "1172 Storage Not provided \n", "... ... ... \n", "8682 Not provided Not provided \n", "8683 Not provided Not provided \n", "8760 Utiility & Miscellan Not provided \n", "8800 Storage NaN \n", "8801 Storage NaN \n", "\n", "[226 rows x 22 columns])\n", "('In Progress', Agency Name \\\n", "772 Department of Veterans' Affairs \n", "792 Chicago State University \n", "796 Department of Natural Resources \n", "797 Department of Natural Resources \n", "798 Department of Natural Resources \n", "... ... \n", "8851 Department of Transportation \n", "8852 Department of Transportation \n", "8853 Department of Transportation \n", "8854 Department of Transportation \n", "8861 Department of Military Affairs \n", "\n", " Location Name \\\n", "772 Quincy Veterans' Home - Adams County \n", "792 Chicago State University - Cook County \n", "796 Nauvoo State Park - Hancock County \n", "797 Nauvoo State Park - Hancock County \n", "798 Nauvoo State Park - Hancock County \n", "... ... \n", "8851 Biggsville - Henderson County \n", "8852 Decatur Maintenance Facility - Macon County \n", "8853 Marion Maintenance Facility - Williamson County \n", "8854 Marion Maintenance Facility - Williamson County \n", "8861 Peoria Army Aviation Support Facility \n", "\n", " Address City Zip code County \\\n", "772 1707 North 12th Street Quincy 62301 Adams \n", "792 95th & King Dirve Chicago 60628 Cook \n", "796 Kimball Street Nauvoo 62354 Hancock \n", "797 Kimball Street Nauvoo 62354 Hancock \n", "798 Kimball Street Nauvoo 62354 Hancock \n", "... ... ... ... ... \n", "8851 Route 1 Biggsville 61418 Henderson \n", "8852 4142 N. Westlawn Avenue Decatur 62526 Macon \n", "8853 Interstate 57 Milepost 46 Marion 62959 Williamson \n", "8854 Intersate 57 Milepost 46 Marion 62959 Williamson \n", "8861 2323 S. Airport Rd Peoria 61607 Peoria \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name \\\n", "772 18 Darin M. LaHood 94 Frese Randy E. \n", "792 1 Bobby L. Rush 34 Sims, Jr. Elgie R. \n", "796 18 Darin M. LaHood 94 Frese Randy E. \n", "797 18 Darin M. LaHood 94 Frese Randy E. \n", "798 18 Darin M. LaHood 94 Frese Randy E. \n", "... ... ... ... ... \n", "8851 17 Cheri Bustos 94 Frese Randy E. \n", "8852 4 Luis Gutierrez 4 Soto Cynthia \n", "8853 12 Mike Bost 117 Severin Dave \n", "8854 12 Mike Bost 117 Severin Dave \n", "8861 17 Cheri Bustos 92 Gordon-Booth Jehan \n", "\n", " ... Bldg Status Year Acquired Year Constructed Square Footage \\\n", "772 ... In Progress 2010 2010 5200 \n", "792 ... In Progress 2010 2010 30000 \n", "796 ... In Progress 2011 2011 144 \n", "797 ... In Progress 2011 2011 144 \n", "798 ... In Progress 2011 2011 144 \n", "... ... ... ... ... ... \n", "8851 ... In Progress 2018 2018 1455 \n", "8852 ... In Progress 2017 2017 6720 \n", "8853 ... In Progress 2019 2019 760 \n", "8854 ... In Progress 2019 2019 760 \n", "8861 ... In Progress 0 2017 288 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade \\\n", "772 1 1 0 \n", "792 2 2 0 \n", "796 1 1 0 \n", "797 1 1 0 \n", "798 1 1 0 \n", "... ... ... ... \n", "8851 1 0 0 \n", "8852 1 0 0 \n", "8853 1 0 0 \n", "8854 1 0 0 \n", "8861 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "772 Storage Storage Not provided \n", "792 Education Education Not provided \n", "796 Unusual Unusual Not provided \n", "797 Unusual Unusual Not provided \n", "798 Unusual Unusual Not provided \n", "... ... ... ... \n", "8851 Storage Storage NaN \n", "8852 Storage Utiility & Miscellan NaN \n", "8853 Business Business NaN \n", "8854 Business Business NaN \n", "8861 Utiility & Miscellan Utiility & Miscellan NaN \n", "\n", "[113 rows x 22 columns])\n", "('In Use', Agency Name \\\n", "0 Department of Natural Resources \n", "1 Department of Natural Resources \n", "2 Department of Natural Resources \n", "3 Department of Natural Resources \n", "4 Department of Natural Resources \n", "... ... \n", "8856 Department of Transportation \n", "8857 Department of Transportation \n", "8858 Department of Transportation \n", "8859 Department of Transportation \n", "8860 Illinois Community College Board \n", "\n", " Location Name \\\n", "0 Anderson Lake Conservation Area - Fulton County \n", "1 Anderson Lake Conservation Area - Fulton County \n", "2 Anderson Lake Conservation Area - Fulton County \n", "3 Anderson Lake Conservation Area - Fulton County \n", "4 Anderson Lake Conservation Area - Fulton County \n", "... ... \n", "8856 Belvidere Maintenance Storage Facility - Boone... \n", "8857 Belvidere Maintenance Storage Facility - Boone... \n", "8858 Belvidere Maintenance Storage Facility - Boone... \n", "8859 Quincy Maintenance Storage Facility \n", "8860 Illinois Valley Community College - Oglesby \n", "\n", " Address City Zip code County \\\n", "0 Anderson Lake C.a. Astoria 61501 Fulton \n", "1 Anderson Lake C.a. Astoria 61501 Fulton \n", "2 Anderson Lake C.a. Astoria 61501 Fulton \n", "3 Anderson Lake C.a. Astoria 61501 Fulton \n", "4 Anderson Lake C.a. Astoria 61501 Fulton \n", "... ... ... ... ... \n", "8856 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8857 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8858 9797 Illinois Rte 76 Belvidere 61008 Boone \n", "8859 800 Koch's Lane Quincy 62305 Adams \n", "8860 815 North Orlando Smith Avenue Oglesby 61348 LaSalle \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name ... \\\n", "0 17 Cheri Bustos 93 Hammond Norine K. ... \n", "1 17 Cheri Bustos 93 Hammond Norine K. ... \n", "2 17 Cheri Bustos 93 Hammond Norine K. ... \n", "3 17 Cheri Bustos 93 Hammond Norine K. ... \n", "4 17 Cheri Bustos 93 Hammond Norine K. ... \n", "... ... ... ... ... ... \n", "8856 16 Adam Kinzinger 69 Sosnowski Joe ... \n", "8857 16 Adam Kinzinger 69 Sosnowski Joe ... \n", "8858 16 Adam Kinzinger 69 Sosnowski Joe ... \n", "8859 18 Darin M. LaHood 94 Frese Randy E. ... \n", "8860 16 Adam Kinzinger 76 Long Jerry Lee ... \n", "\n", " Bldg Status Year Acquired Year Constructed Square Footage \\\n", "0 In Use 1975 1975 144 \n", "1 In Use 2004 2004 144 \n", "2 In Use 2004 2004 144 \n", "3 In Use 2004 2004 144 \n", "4 In Use 2004 2004 144 \n", "... ... ... ... ... \n", "8856 In Use 0 0 1500 \n", "8857 In Use 0 0 432 \n", "8858 In Use 0 0 330 \n", "8859 In Use 0 1987 130 \n", "8860 In Use 1971 1971 49552 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade Usage Description \\\n", "0 1 1 0 Unusual \n", "1 1 1 0 Unusual \n", "2 1 1 0 Unusual \n", "3 1 1 0 Unusual \n", "4 1 1 0 Unusual \n", "... ... ... ... ... \n", "8856 1 0 0 Storage \n", "8857 1 0 0 Storage \n", "8858 1 0 0 Storage \n", "8859 1 0 0 Storage \n", "8860 1 1 0 Education \n", "\n", " Usage Description 2 Usage Description 3 \n", "0 Unusual Not provided \n", "1 Unusual Not provided \n", "2 Unusual Not provided \n", "3 Unusual Not provided \n", "4 Unusual Not provided \n", "... ... ... \n", "8856 NaN NaN \n", "8857 NaN NaN \n", "8858 NaN NaN \n", "8859 High Hazard NaN \n", "8860 Education Not provided \n", "\n", "[8523 rows x 22 columns])\n" ] } ], "source": [ "for group in buildings.groupby(\"Bldg Status\"):\n", " print(group)" ] }, { "cell_type": "code", "execution_count": 29, "id": "90d0bfd8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Abandon (226, 22)\n", "In Progress (113, 22)\n", "In Use (8523, 22)\n" ] } ], "source": [ "#for group in buildings.groupby(\"Bldg Status\"):\n", "for status, df in buildings.groupby(\"Bldg Status\"):\n", " print(status, df.shape)" ] }, { "cell_type": "code", "execution_count": 30, "id": "d890d3a3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
0Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use19751975144110UnusualUnusualNot provided
1Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
2Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
3Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
4Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
..................................................................
8856Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte. 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In Use001500100StorageNaNNaN
8857Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte. 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In Use00432100StorageNaNNaN
8858Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In Use00330100StorageNaNNaN
8859Department of TransportationQuincy Maintenance Storage Facility800 Koch's LaneQuincy62305Adams18Darin M. LaHood94Frese Randy E....In Use01987130100StorageHigh HazardNaN
8860Illinois Community College BoardIllinois Valley Community College - Oglesby815 North Orlando Smith AvenueOglesby61348LaSalle16Adam Kinzinger76Long Jerry Lee...In Use1971197149552110EducationEducationNot provided
\n", "

8523 rows × 22 columns

\n", "
" ], "text/plain": [ " Agency Name \\\n", "0 Department of Natural Resources \n", "1 Department of Natural Resources \n", "2 Department of Natural Resources \n", "3 Department of Natural Resources \n", "4 Department of Natural Resources \n", "... ... \n", "8856 Department of Transportation \n", "8857 Department of Transportation \n", "8858 Department of Transportation \n", "8859 Department of Transportation \n", "8860 Illinois Community College Board \n", "\n", " Location Name \\\n", "0 Anderson Lake Conservation Area - Fulton County \n", "1 Anderson Lake Conservation Area - Fulton County \n", "2 Anderson Lake Conservation Area - Fulton County \n", "3 Anderson Lake Conservation Area - Fulton County \n", "4 Anderson Lake Conservation Area - Fulton County \n", "... ... \n", "8856 Belvidere Maintenance Storage Facility - Boone... \n", "8857 Belvidere Maintenance Storage Facility - Boone... \n", "8858 Belvidere Maintenance Storage Facility - Boone... \n", "8859 Quincy Maintenance Storage Facility \n", "8860 Illinois Valley Community College - Oglesby \n", "\n", " Address City Zip code County \\\n", "0 Anderson Lake C.a. Astoria 61501 Fulton \n", "1 Anderson Lake C.a. Astoria 61501 Fulton \n", "2 Anderson Lake C.a. Astoria 61501 Fulton \n", "3 Anderson Lake C.a. Astoria 61501 Fulton \n", "4 Anderson Lake C.a. Astoria 61501 Fulton \n", "... ... ... ... ... \n", "8856 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8857 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8858 9797 Illinois Rte 76 Belvidere 61008 Boone \n", "8859 800 Koch's Lane Quincy 62305 Adams \n", "8860 815 North Orlando Smith Avenue Oglesby 61348 LaSalle \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name ... \\\n", "0 17 Cheri Bustos 93 Hammond Norine K. ... \n", "1 17 Cheri Bustos 93 Hammond Norine K. ... \n", "2 17 Cheri Bustos 93 Hammond Norine K. ... \n", "3 17 Cheri Bustos 93 Hammond Norine K. ... \n", "4 17 Cheri Bustos 93 Hammond Norine K. ... \n", "... ... ... ... ... ... \n", "8856 16 Adam Kinzinger 69 Sosnowski Joe ... \n", "8857 16 Adam Kinzinger 69 Sosnowski Joe ... \n", "8858 16 Adam Kinzinger 69 Sosnowski Joe ... \n", "8859 18 Darin M. LaHood 94 Frese Randy E. ... \n", "8860 16 Adam Kinzinger 76 Long Jerry Lee ... \n", "\n", " Bldg Status Year Acquired Year Constructed Square Footage \\\n", "0 In Use 1975 1975 144 \n", "1 In Use 2004 2004 144 \n", "2 In Use 2004 2004 144 \n", "3 In Use 2004 2004 144 \n", "4 In Use 2004 2004 144 \n", "... ... ... ... ... \n", "8856 In Use 0 0 1500 \n", "8857 In Use 0 0 432 \n", "8858 In Use 0 0 330 \n", "8859 In Use 0 1987 130 \n", "8860 In Use 1971 1971 49552 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade Usage Description \\\n", "0 1 1 0 Unusual \n", "1 1 1 0 Unusual \n", "2 1 1 0 Unusual \n", "3 1 1 0 Unusual \n", "4 1 1 0 Unusual \n", "... ... ... ... ... \n", "8856 1 0 0 Storage \n", "8857 1 0 0 Storage \n", "8858 1 0 0 Storage \n", "8859 1 0 0 Storage \n", "8860 1 1 0 Education \n", "\n", " Usage Description 2 Usage Description 3 \n", "0 Unusual Not provided \n", "1 Unusual Not provided \n", "2 Unusual Not provided \n", "3 Unusual Not provided \n", "4 Unusual Not provided \n", "... ... ... \n", "8856 NaN NaN \n", "8857 NaN NaN \n", "8858 NaN NaN \n", "8859 High Hazard NaN \n", "8860 Education Not provided \n", "\n", "[8523 rows x 22 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 31, "id": "49f2ceab", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1200000" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Square Footage\"].max()" ] }, { "cell_type": "code", "execution_count": 32, "id": "9cdc7b5a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Square Footage\"].min()" ] }, { "cell_type": "code", "execution_count": 34, "id": "9a62eb45", "metadata": {}, "outputs": [], "source": [ "pd.read_csv?" ] }, { "cell_type": "code", "execution_count": 36, "id": "94ad84e2", "metadata": {}, "outputs": [], "source": [ "buildings = pd.read_csv(\"https://raw.githubusercontent.com/UIUC-iSchool-DataViz/is445_bcubcg_fall2022/main/data/building_inventory.csv\",\n", " na_values = {\"Square Footage\":0,\n", " \"Year Acquired\":0,\n", " \"Year Constructed\":0})" ] }, { "cell_type": "code", "execution_count": 37, "id": "ab43b64f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9.0" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings['Square Footage'].min()" ] }, { "cell_type": "code", "execution_count": 40, "id": "16f268b4", "metadata": {}, "outputs": [], "source": [ "b2 = buildings.sort_values(\"Year Constructed\")" ] }, { "cell_type": "code", "execution_count": 41, "id": "9f863098", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Agency Name Historic Preservation Agency\n", "Location Name Fort De Chartres Historic Site - Prairie Du Ro...\n", "Address 1350 State Hwy 155\n", "City Prairie Du Rocher\n", "Zip code 62241\n", "County Randolph\n", "Congress Dist 12\n", "Congressional Full Name Mike Bost\n", "Rep Dist 116\n", "Rep Full Name Costello, II Jerry\n", "Senate Dist 58\n", "Senator Full Name Paul Schimpf\n", "Bldg Status In Use\n", "Year Acquired 1930.0\n", "Year Constructed 1753.0\n", "Square Footage 2580.0\n", "Total Floors 1\n", "Floors Above Grade 1\n", "Floors Below Grade 0\n", "Usage Description Assembly\n", "Usage Description 2 Residential\n", "Usage Description 3 Not provided\n", "Name: 119, dtype: object" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b2.iloc[0]" ] }, { "cell_type": "code", "execution_count": 48, "id": "d7e6933d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Year Acquired\n", "1753.0 1200.0\n", "1802.0 4440.0\n", "1810.0 4033.0\n", "1832.0 120000.0\n", "1837.0 10302.0\n", " ... \n", "2015.0 305093.0\n", "2016.0 304839.0\n", "2017.0 6720.0\n", "2018.0 17160.0\n", "2019.0 1520.0\n", "Name: Square Footage, Length: 171, dtype: float64" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# want to know the amount of square footage acquired per year\n", "agg = buildings.groupby(\"Year Acquired\")[\"Square Footage\"].sum()\n", "agg # stands for aggregated data" ] }, { "cell_type": "code", "execution_count": 45, "id": "bb5a86a5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.series.Series" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(b3)" ] }, { "cell_type": "code", "execution_count": 47, "id": "af15623e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(buildings)" ] }, { "cell_type": "code", "execution_count": 49, "id": "8477730e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Float64Index([1753.0, 1802.0, 1810.0, 1832.0, 1837.0, 1838.0, 1839.0, 1840.0,\n", " 1841.0, 1843.0,\n", " ...\n", " 2010.0, 2011.0, 2012.0, 2013.0, 2014.0, 2015.0, 2016.0, 2017.0,\n", " 2018.0, 2019.0],\n", " dtype='float64', name='Year Acquired', length=171)" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "agg.index" ] }, { "cell_type": "code", "execution_count": 50, "id": "e1a29e19", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.200000e+03, 4.440000e+03, 4.033000e+03, 1.200000e+05,\n", " 1.030200e+04, 2.010000e+03, 1.175200e+04, 3.691800e+04,\n", " 3.256000e+03, 9.000000e+02, 4.088000e+03, 6.584600e+04,\n", " 2.129200e+04, 2.267000e+03, 2.550000e+05, 2.140000e+03,\n", " 6.615400e+04, 7.500000e+02, 1.812400e+04, 2.236700e+04,\n", " 4.847000e+03, 2.741700e+04, 1.579500e+04, 2.234940e+05,\n", " 2.700000e+03, 2.864000e+03, 6.403000e+03, 1.490000e+04,\n", " 1.100000e+04, 6.600000e+03, 3.808000e+03, 4.042800e+05,\n", " 3.307100e+04, 1.798330e+05, 6.671000e+03, 5.926600e+04,\n", " 8.725000e+03, 3.015700e+04, 1.683700e+05, 1.948230e+05,\n", " 8.492400e+04, 8.633400e+04, 2.325000e+03, 1.514800e+05,\n", " 3.959000e+04, 8.500000e+04, 2.256770e+05, 2.901650e+05,\n", " 1.329070e+05, 3.676000e+04, 1.214750e+05, 3.358350e+05,\n", " 1.094860e+05, 2.697250e+05, 1.605840e+05, 4.096400e+04,\n", " 3.128860e+05, 2.037400e+04, 1.332850e+05, 3.602520e+05,\n", " 2.982830e+05, 2.314110e+05, 2.377220e+05, 4.228120e+05,\n", " 1.587100e+05, 3.341060e+05, 5.320510e+05, 2.100130e+05,\n", " 3.297600e+04, 4.260300e+04, 6.487800e+04, 4.020590e+05,\n", " 1.875100e+05, 1.715940e+05, 5.493600e+05, 1.263370e+05,\n", " 5.691980e+05, 1.088997e+06, 6.376450e+05, 5.281220e+05,\n", " 7.923290e+05, 8.418690e+05, 1.018630e+06, 4.140730e+05,\n", " 6.896300e+04, 1.760490e+05, 6.925300e+05, 6.634000e+05,\n", " 9.262960e+05, 1.113321e+06, 3.515730e+05, 1.292200e+06,\n", " 3.458100e+05, 2.430700e+05, 5.761800e+04, 4.460200e+04,\n", " 1.900790e+05, 5.880000e+04, 1.647300e+05, 3.784070e+05,\n", " 9.035580e+05, 1.191430e+06, 5.855330e+05, 1.153988e+06,\n", " 4.914960e+05, 7.639320e+05, 8.142210e+05, 1.160035e+06,\n", " 9.264810e+05, 9.451260e+05, 1.473793e+06, 9.547100e+05,\n", " 8.323360e+05, 1.283527e+06, 2.426638e+06, 2.511989e+06,\n", " 4.236653e+06, 2.172950e+06, 2.379212e+06, 1.666198e+06,\n", " 2.205873e+06, 1.983743e+06, 2.575624e+06, 1.889175e+06,\n", " 1.218179e+06, 9.599560e+05, 1.395013e+06, 1.413192e+06,\n", " 1.176456e+06, 9.597440e+05, 3.811810e+05, 4.134740e+05,\n", " 1.759081e+06, 8.129910e+05, 6.805660e+05, 1.952554e+06,\n", " 2.011732e+06, 9.622470e+05, 1.355701e+06, 4.862230e+05,\n", " 2.185700e+06, 2.209048e+06, 1.653847e+06, 9.006100e+05,\n", " 3.519980e+05, 4.356570e+05, 8.773960e+05, 1.351591e+06,\n", " 1.110664e+06, 7.313940e+05, 3.644170e+05, 1.248787e+06,\n", " 1.329954e+06, 1.036110e+06, 1.041629e+06, 5.752510e+05,\n", " 1.494411e+06, 6.217100e+05, 9.955260e+05, 1.602230e+05,\n", " 2.597240e+05, 3.787250e+05, 1.529530e+05, 2.501130e+05,\n", " 3.914850e+05, 6.642980e+05, 3.050930e+05, 3.048390e+05,\n", " 6.720000e+03, 1.716000e+04, 1.520000e+03])" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "agg.values" ] }, { "cell_type": "code", "execution_count": 51, "id": "494a7f8a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(agg.index, agg.values)" ] }, { "cell_type": "code", "execution_count": 52, "id": "534b919f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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countmeanstdmin25%50%75%max
Year Acquired
1753.01.01200.000000NaN1200.01200.01200.01200.001200.0
1802.02.02220.0000001943.129435846.01533.02220.02907.003594.0
1810.03.01344.3333331809.945948216.0300.5385.01908.503432.0
1832.01.0120000.000000NaN120000.0120000.0120000.0120000.00120000.0
1837.01.010302.000000NaN10302.010302.010302.010302.0010302.0
...........................
2015.020.015254.65000029153.085290144.0696.03152.010590.25105000.0
2016.010.030483.90000061864.1804911152.02464.03352.53793.00184000.0
2017.01.06720.000000NaN6720.06720.06720.06720.006720.0
2018.04.04290.0000005153.6443421455.01455.01852.54687.5012000.0
2019.02.0760.0000000.000000760.0760.0760.0760.00760.0
\n", "

171 rows × 8 columns

\n", "
" ], "text/plain": [ " count mean std min 25% \\\n", "Year Acquired \n", "1753.0 1.0 1200.000000 NaN 1200.0 1200.0 \n", "1802.0 2.0 2220.000000 1943.129435 846.0 1533.0 \n", "1810.0 3.0 1344.333333 1809.945948 216.0 300.5 \n", "1832.0 1.0 120000.000000 NaN 120000.0 120000.0 \n", "1837.0 1.0 10302.000000 NaN 10302.0 10302.0 \n", "... ... ... ... ... ... \n", "2015.0 20.0 15254.650000 29153.085290 144.0 696.0 \n", "2016.0 10.0 30483.900000 61864.180491 1152.0 2464.0 \n", "2017.0 1.0 6720.000000 NaN 6720.0 6720.0 \n", "2018.0 4.0 4290.000000 5153.644342 1455.0 1455.0 \n", "2019.0 2.0 760.000000 0.000000 760.0 760.0 \n", "\n", " 50% 75% max \n", "Year Acquired \n", "1753.0 1200.0 1200.00 1200.0 \n", "1802.0 2220.0 2907.00 3594.0 \n", "1810.0 385.0 1908.50 3432.0 \n", "1832.0 120000.0 120000.00 120000.0 \n", "1837.0 10302.0 10302.00 10302.0 \n", "... ... ... ... \n", "2015.0 3152.0 10590.25 105000.0 \n", "2016.0 3352.5 3793.00 184000.0 \n", "2017.0 6720.0 6720.00 6720.0 \n", "2018.0 1852.5 4687.50 12000.0 \n", "2019.0 760.0 760.00 760.0 \n", "\n", "[171 rows x 8 columns]" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats" ] }, { "cell_type": "code", "execution_count": 56, "id": "e449e1f4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,3)) # using matplotlib to make figure & axes objects\n", "ax.plot(stats['max'],marker='.') # plotting the 'max' column of stats\n", "ax.set_xlabel(\"Year Acquired\") # setting the x-label to be Year Acquired\n", "ax.set_ylabel(\"Max Square Footage\") # setting y-label to be Max Square Footage\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 57, "id": "3ef8d47f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,3)) # using matplotlib to make figure & axes objects\n", "ax.plot(stats['max'],marker='.') # plotting the 'max' column of stats\n", "ax.set_xlabel(\"Year Acquired\") # setting the x-label to be Year Acquired\n", "ax.set_ylabel(\"Max Square Footage\") # setting y-label to be Max Square Footage\n", "ax.set_yscale('log')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 58, "id": "103eebc1", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,3)) # using matplotlib to make figure & axes objects\n", "ax.plot(stats['max'],marker='.') # plotting the 'max' column of stats\n", "ax.plot(stats['min'],marker='.') # plotting the 'min' column of stats\n", "ax.set_xlabel(\"Year Acquired\") # setting the x-label to be Year Acquired\n", "ax.set_ylabel(\"Max Square Footage\") # setting y-label to be Max Square Footage\n", "ax.set_yscale('log')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 59, "id": "158676a6", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,3)) # using matplotlib to make figure & axes objects\n", "ax.plot(stats['max'],marker='.', label='Max') # plotting the 'max' column of stats\n", "ax.plot(stats['min'],marker='.', label='Min') # plotting the 'min' column of stats\n", "ax.set_xlabel(\"Year Acquired\") # setting the x-label to be Year Acquired\n", "ax.set_ylabel(\"Max Square Footage\") # setting y-label to be Max Square Footage\n", "ax.set_yscale('log')\n", "ax.legend() # placing the labels in a legend that i added to the plots\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 61, "id": "9fffc312", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context(\"ggplot\"):\n", " # COMMAND + ]\n", " fig, ax = plt.subplots(figsize=(10,3)) # using matplotlib to make figure & axes objects\n", " ax.plot(stats['max'],marker='.', label='Max') # plotting the 'max' column of stats\n", " ax.plot(stats['min'],marker='.', label='Min') # plotting the 'min' column of stats\n", " ax.set_xlabel(\"Year Acquired\") # setting the x-label to be Year Acquired\n", " ax.set_ylabel(\"Max Square Footage\") # setting y-label to be Max Square Footage\n", " ax.set_yscale('log')\n", " ax.legend() # placing the labels in a legend that i added to the plots\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 62, "id": "ebea90fc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([1,2,3],[4,5,6])" ] }, { "cell_type": "code", "execution_count": 63, "id": "f4d292db", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('ggplot')\n", "plt.plot([1,2,3],[4,5,6])" ] }, { "cell_type": "code", "execution_count": 64, "id": "b8949070", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([5,6,7], [8,9,10])" ] }, { "cell_type": "code", "execution_count": 65, "id": "45669285", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('default')\n", "plt.plot([5,6,7], [8,9,10])" ] }, { "cell_type": "code", "execution_count": 66, "id": "00546cd1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Solarize_Light2',\n", " '_classic_test_patch',\n", " 'bmh',\n", " 'classic',\n", " 'dark_background',\n", " 'fast',\n", " 'fivethirtyeight',\n", " 'ggplot',\n", " 'grayscale',\n", " 'seaborn',\n", " 'seaborn-bright',\n", " 'seaborn-colorblind',\n", " 'seaborn-dark',\n", " 'seaborn-dark-palette',\n", " 'seaborn-darkgrid',\n", " 'seaborn-deep',\n", " 'seaborn-muted',\n", " 'seaborn-notebook',\n", " 'seaborn-paper',\n", " 'seaborn-pastel',\n", " 'seaborn-poster',\n", " 'seaborn-talk',\n", " 'seaborn-ticks',\n", " 'seaborn-white',\n", " 'seaborn-whitegrid',\n", " 'tableau-colorblind10']" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.style.available" ] }, { "cell_type": "code", "execution_count": 67, "id": "42d97c2b", "metadata": {}, "outputs": [], "source": [ "def make_plot(style):\n", " with plt.style.context(style):\n", " # COMMAND + ]\n", " fig, ax = plt.subplots(figsize=(10,3)) # using matplotlib to make figure & axes objects\n", " ax.plot(stats['max'],marker='.', label='Max') # plotting the 'max' column of stats\n", " ax.plot(stats['min'],marker='.', label='Min') # plotting the 'min' column of stats\n", " ax.set_xlabel(\"Year Acquired\") # setting the x-label to be Year Acquired\n", " ax.set_ylabel(\"Max Square Footage\") # setting y-label to be Max Square Footage\n", " ax.set_yscale('log')\n", " ax.legend() # placing the labels in a legend that i added to the plots\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 68, "id": "3a4744c4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot('ggplot')" ] }, { "cell_type": "code", "execution_count": 69, "id": "5260abe7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot('seaborn-deep')" ] }, { "cell_type": "code", "execution_count": null, "id": "5bc9fda8", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 71, "id": "8e0f56bf", "metadata": {}, "outputs": [], "source": [ "import ipywidgets" ] }, { "cell_type": "code", "execution_count": 73, "id": "e2b7d950", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "aaeee1b390d940708acd154efee740fa", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='style', options=('Solarize_Light2', '_classic_test_patch', 'bmh', …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(style=plt.style.available) # decorator, @\n", "def make_plot(style): # our function is being decorated!\n", " with plt.style.context(style):\n", " # COMMAND + ]\n", " fig, ax = plt.subplots(figsize=(10,3)) # using matplotlib to make figure & axes objects\n", " ax.plot(stats['max'],marker='.', label='Max') # plotting the 'max' column of stats\n", " ax.plot(stats['min'],marker='.', label='Min') # plotting the 'min' column of stats\n", " ax.set_xlabel(\"Year Acquired\") # setting the x-label to be Year Acquired\n", " ax.set_ylabel(\"Max Square Footage\") # setting y-label to be Max Square Footage\n", " ax.set_yscale('log')\n", " ax.legend() # placing the labels in a legend that i added to the plots\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "f5fe3349", "metadata": {}, "source": [ "## Playing around with colormaps in matplotlib" ] }, { "cell_type": "code", "execution_count": 74, "id": "c1b9f043", "metadata": {}, "outputs": [], "source": [ "import matplotlib.cm as cm" ] }, { "cell_type": "code", "execution_count": 75, "id": "2b6e34a6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Accent',\n", " 'Accent_r',\n", " 'Blues',\n", " 'Blues_r',\n", " 'BrBG',\n", " 'BrBG_r',\n", " 'BuGn',\n", " 'BuGn_r',\n", " 'BuPu',\n", " 'BuPu_r',\n", " 'CMRmap',\n", " 'CMRmap_r',\n", " 'Dark2',\n", " 'Dark2_r',\n", " 'GnBu',\n", " 'GnBu_r',\n", " 'Greens',\n", " 'Greens_r',\n", " 'Greys',\n", " 'Greys_r',\n", " 'OrRd',\n", " 'OrRd_r',\n", " 'Oranges',\n", " 'Oranges_r',\n", " 'PRGn',\n", " 'PRGn_r',\n", " 'Paired',\n", " 'Paired_r',\n", " 'Pastel1',\n", " 'Pastel1_r',\n", " 'Pastel2',\n", " 'Pastel2_r',\n", " 'PiYG',\n", " 'PiYG_r',\n", " 'PuBu',\n", " 'PuBuGn',\n", " 'PuBuGn_r',\n", " 'PuBu_r',\n", " 'PuOr',\n", " 'PuOr_r',\n", " 'PuRd',\n", " 'PuRd_r',\n", " 'Purples',\n", " 'Purples_r',\n", " 'RdBu',\n", " 'RdBu_r',\n", " 'RdGy',\n", " 'RdGy_r',\n", " 'RdPu',\n", " 'RdPu_r',\n", " 'RdYlBu',\n", " 'RdYlBu_r',\n", " 'RdYlGn',\n", " 'RdYlGn_r',\n", " 'Reds',\n", " 'Reds_r',\n", " 'Set1',\n", " 'Set1_r',\n", " 'Set2',\n", " 'Set2_r',\n", " 'Set3',\n", " 'Set3_r',\n", " 'Spectral',\n", " 'Spectral_r',\n", " 'Wistia',\n", " 'Wistia_r',\n", " 'YlGn',\n", " 'YlGnBu',\n", " 'YlGnBu_r',\n", " 'YlGn_r',\n", " 'YlOrBr',\n", " 'YlOrBr_r',\n", " 'YlOrRd',\n", " 'YlOrRd_r',\n", " 'afmhot',\n", " 'afmhot_r',\n", " 'autumn',\n", " 'autumn_r',\n", " 'binary',\n", " 'binary_r',\n", " 'bone',\n", " 'bone_r',\n", " 'brg',\n", " 'brg_r',\n", " 'bwr',\n", " 'bwr_r',\n", " 'cividis',\n", " 'cividis_r',\n", " 'cool',\n", " 'cool_r',\n", " 'coolwarm',\n", " 'coolwarm_r',\n", " 'copper',\n", " 'copper_r',\n", " 'cubehelix',\n", " 'cubehelix_r',\n", " 'flag',\n", " 'flag_r',\n", " 'gist_earth',\n", " 'gist_earth_r',\n", " 'gist_gray',\n", " 'gist_gray_r',\n", " 'gist_heat',\n", " 'gist_heat_r',\n", " 'gist_ncar',\n", " 'gist_ncar_r',\n", " 'gist_rainbow',\n", " 'gist_rainbow_r',\n", " 'gist_stern',\n", " 'gist_stern_r',\n", " 'gist_yarg',\n", " 'gist_yarg_r',\n", " 'gnuplot',\n", " 'gnuplot2',\n", " 'gnuplot2_r',\n", " 'gnuplot_r',\n", " 'gray',\n", " 'gray_r',\n", " 'hot',\n", " 'hot_r',\n", " 'hsv',\n", " 'hsv_r',\n", " 'inferno',\n", " 'inferno_r',\n", " 'jet',\n", " 'jet_r',\n", " 'magma',\n", " 'magma_r',\n", " 'nipy_spectral',\n", " 'nipy_spectral_r',\n", " 'ocean',\n", " 'ocean_r',\n", " 'pink',\n", " 'pink_r',\n", " 'plasma',\n", " 'plasma_r',\n", " 'prism',\n", " 'prism_r',\n", " 'rainbow',\n", " 'rainbow_r',\n", " 'seismic',\n", " 'seismic_r',\n", " 'spring',\n", " 'spring_r',\n", " 'summer',\n", " 'summer_r',\n", " 'tab10',\n", " 'tab10_r',\n", " 'tab20',\n", " 'tab20_r',\n", " 'tab20b',\n", " 'tab20b_r',\n", " 'tab20c',\n", " 'tab20c_r',\n", " 'terrain',\n", " 'terrain_r',\n", " 'twilight',\n", " 'twilight_r',\n", " 'twilight_shifted',\n", " 'twilight_shifted_r',\n", " 'viridis',\n", " 'viridis_r',\n", " 'winter',\n", " 'winter_r']" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.colormaps()" ] }, { "cell_type": "code", "execution_count": 81, "id": "bfa45dac", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 1. make a plot and hard-code an option for a color map\n", "\n", "colormap_name = 'jet' # \"bad\" rainbow colormap! <-- have hard coded this option\n", "\n", "fig, ax = plt.subplots(figsize=(8,0.8)) # long + skinny canvas\n", "color_map = plt.get_cmap(colormap_name) # grabbed the color map\n", "# plotting the colorbar without any data\n", "matplotlib.colorbar.ColorbarBase(ax,cmap=color_map,orientation='horizontal')\n", "ax.xaxis.set_visible(False) # take off all of the axis\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 82, "id": "d90dcf68", "metadata": {}, "outputs": [], "source": [ "# 2. make a function with the hard coded input as a parameter\n", "\n", "def make_colorbar(colormap_name):\n", " fig, ax = plt.subplots(figsize=(8,0.8)) # long + skinny canvas\n", " color_map = plt.get_cmap(colormap_name) # grabbed the color map\n", " # plotting the colorbar without any data\n", " matplotlib.colorbar.ColorbarBase(ax,cmap=color_map,orientation='horizontal')\n", " ax.xaxis.set_visible(False) # take off all of the axis\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 83, "id": "29cf1beb", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 2.5 test out function\n", "make_colorbar(\"jet\")" ] }, { "cell_type": "code", "execution_count": 84, "id": "2e787201", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_colorbar(\"Blues\")" ] }, { "cell_type": "code", "execution_count": 85, "id": "9d4a2502", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ec2a81fb81aa4021b264f6e8d4264657", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='colormap_name', options=('Accent', 'Accent_r', 'Blues', 'Blues_r',…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 3. use ipywidgets decorator to make our function interactive\n", "@ipywidgets.interact(colormap_name=plt.colormaps())\n", "def make_colorbar(colormap_name):\n", " fig, ax = plt.subplots(figsize=(8,0.8)) # long + skinny canvas\n", " color_map = plt.get_cmap(colormap_name) # grabbed the color map\n", " # plotting the colorbar without any data\n", " matplotlib.colorbar.ColorbarBase(ax,cmap=color_map,orientation='horizontal')\n", " ax.xaxis.set_visible(False) # take off all of the axis\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "31fc5e2e", "metadata": {}, "source": [ "## Applying colormaps (interactively!) to data" ] }, { "cell_type": "code", "execution_count": 86, "id": "577088a1", "metadata": {}, "outputs": [], "source": [ "michigan_file = '/Users/jnaiman/Downloads/michigan_lld.flt'" ] }, { "cell_type": "code", "execution_count": 88, "id": "a873616f", "metadata": {}, "outputs": [], "source": [ "michigan = np.fromfile(michigan_file,dtype='f4').reshape((5365,4201))\n", "# somewhere in the metadata of this https://www.ngdc.noaa.gov/mgg/greatlakes/michigan.html\n", "# in the binary float format is this shape information" ] }, { "cell_type": "code", "execution_count": 89, "id": "a838dea7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5365, 4201)" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "michigan.shape" ] }, { "cell_type": "code", "execution_count": 90, "id": "4b520632", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(michigan.flatten())\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 91, "id": "8d43245c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-9999.0" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(michigan)" ] }, { "cell_type": "code", "execution_count": 92, "id": "7b9d392b", "metadata": {}, "outputs": [], "source": [ "michigan[michigan==-9999] = np.nan" ] }, { "cell_type": "code", "execution_count": 93, "id": "c1bb7cdf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nan" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(michigan)" ] }, { "cell_type": "code", "execution_count": 95, "id": "cc63103f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-275.89" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.nanmin(michigan)" ] }, { "cell_type": "code", "execution_count": 96, "id": "481343db", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(michigan.flatten())\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 97, "id": "a8aa53f5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan) # treating our 2d dataset like an image\n", "plt.colorbar() # adding a colorbar\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 98, "id": "c8d680bb", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan) # treating our 2d dataset like an image\n", "plt.colorbar() # adding a colorbar\n", "plt.clim(0,300) # only the \"above water level data\"\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 99, "id": "7fa9b74f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan, cmap='seismic') # seismic is divergent colormap\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f910072d", "metadata": {}, "source": [ "So this is bad for a VARIETY of reasons. (1) its a bit hard to look at, (2) it is a divergent colormap, but not centered around the \"interesting\" center value of 0" ] }, { "cell_type": "code", "execution_count": 100, "id": "aca8d844", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-275.89, 351.94348)" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.nanmin(michigan), np.nanmax(michigan)" ] }, { "cell_type": "code", "execution_count": 101, "id": "959690b3", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan,cmap='seismic')\n", "plt.colorbar()\n", "plt.clim(-352,352)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 102, "id": "9db83b01", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan, cmap='terrain')\n", "plt.colorbar()\n", "plt.clim(-352,352)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 103, "id": "3cd14a43", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jnaiman/opt/anaconda3/envs/DataViz/lib/python3.7/site-packages/ipykernel_launcher.py:1: MatplotlibDeprecationWarning: default base may change from np.e to 10. To suppress this warning specify the base keyword argument.\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan, cmap='terrain',norm=matplotlib.colors.SymLogNorm(10))\n", "plt.colorbar()\n", "plt.clim(-352,352)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 104, "id": "41f4458d", "metadata": {}, "outputs": [], "source": [ "matplotlib.colors.SymLogNorm?" ] }, { "cell_type": "code", "execution_count": 105, "id": "2a41e7ac", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1, 10, 50)" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1,10,50" ] }, { "cell_type": "code", "execution_count": 106, "id": "33b14d31", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0. , 1. , 1.69897])" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.log10([1,10,50])" ] }, { "cell_type": "code", "execution_count": 107, "id": "0d60d909", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jnaiman/opt/anaconda3/envs/DataViz/lib/python3.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in log10\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] }, { "data": { "text/plain": [ "array([nan, nan, nan])" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.log10([-1,-10,-50])" ] }, { "cell_type": "code", "execution_count": 108, "id": "db53819e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0. , 1. , 1.69897])" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.log10(np.abs([-1,-10,-50]))" ] }, { "cell_type": "code", "execution_count": 109, "id": "7949dc99", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jnaiman/opt/anaconda3/envs/DataViz/lib/python3.7/site-packages/ipykernel_launcher.py:5: MatplotlibDeprecationWarning: default base may change from np.e to 10. To suppress this warning specify the base keyword argument.\n", " \"\"\"\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 1. hardcode some options\n", "\n", "colormap = 'terrain'\n", "\n", "plt.imshow(michigan, cmap=colormap,norm=matplotlib.colors.SymLogNorm(10))\n", "plt.colorbar()\n", "plt.clim(-352,352)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 110, "id": "4067670a", "metadata": {}, "outputs": [], "source": [ "# 2. build a function with the hard-coded part as a parameter\n", "def make_michigan_plot(colormap):\n", " plt.imshow(michigan, cmap=colormap,norm=matplotlib.colors.SymLogNorm(10))\n", " plt.colorbar()\n", " plt.clim(-352,352)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 111, "id": "08c1eb5a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jnaiman/opt/anaconda3/envs/DataViz/lib/python3.7/site-packages/ipykernel_launcher.py:3: MatplotlibDeprecationWarning: default base may change from np.e to 10. To suppress this warning specify the base keyword argument.\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] }, { "data": { "image/png": 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YpgIpH1BfrfqzXPumUoX6gOY7eGg9/rXbMpbpzkylhJ4sXChMREebXbsglWI8DBmhFGQsiGpfalu07qSCWDYL+/aRUXd9tRFG7uSMjkq5TEYoRnu7fO/udl553d3Ubt9O9cAAIR6gRjLmtSV2U1y40I3a2Sy7c/Xx7F5n9NazcWTEOSnoAGwZmDIc9YUBKafgmMsJK7z33hnMmvVv/PmP4PjMS8zLjJPLVdPZ6diYAo4FP198JqFRFtZBVMupmbGmRiJJBgedh2YYunYrAdJuUbZ34EBp2IIFqt5eqT+fl1umwKcmTMsCu7sne2/ayYQ6iBxzjACaAgg4oLGTgGnTnD1w3Tr4wpo1cOutoutMJuWEu3aJermnx6FUsSgTOVUrBwHVN/0FV195JYODJ9LV5Uyqll1qX6rtrrvbTRBU9fp6ZueqMLxXJ0c94KWYzJasrc2qLcuBg+0gHyQOZXvDfJ/KXmgZpRXfAaZcHfZa/POVU6X6ZcvZNfH2q7MKy5YJKK1cyfOF+TLTTkJ95GFQPTwcA5mtL23+4vi0bJZ0U5MMOjoi19W5OLWWFjeS5HKwcaMcV1PjRswlS2SAWrFCBrGnnpJRadYsgoEBahEVZ7k+UDaaBGl3Lie6yWuu4bEtaXo7hAyoy7kPPDqgKSAMD8vYOTzsAM6yKyt2wBwZEfbT2wuXXw5BMJOTTnJhZH19sl+PyeVgYkLRzqdjCe93irq6hEY2xKwDpE01Nc6RUZlab687z4ED7hjfwUQHfmVUExN5ZCoxytAQ9PTUUFVVE8enFYswMVEkCBIsXCiqvsZGd/yDD8KvfjWZtakmcmjI+Z5YNq3XYp1vNKQyDOHLa+fTvPRuGrfJ7V3YPo/qpUvlWVu/XirYulUK9/TIRKqxUX6vXs3+xuPjuZROaCYm9gN5ZFRJc+BAEIOzqor1GZiYCMnnU3H/Hmmp4rUD1tthTZmjHvCs00Y5z0v73dqufNZXrr5ydZYDqXL7yz2c5YDOLzsVqJaz2Smb8ctZe6R/fgUuVSvWNzUJ2LW3sztzOt1dMiGuX3OLvOE1NSSHh6kNw9jhxwf1aq1DHV7a2uS3uug3NjrdUW2t/G5vF0+7TZsECE8+WfZddRXjbadQ3f28jCxnnCGDVSYDmzeXBKvr+KnXo6Af900qJdeQyfDTzek4rry7OzrOgJMOuHZg1nKWdakqD2Rs1Vm+ZTq+alKls9NtHx6GMCxSVZWINW/Dw+oOVIx6Wg1lMgCLpIEawjARA7aeJ593NrhiUYBPwyr7+gSgFIx8JqlekirJpAAZHACmk0rVkM+HwBgTE0Pk84nIjlcExgnDajo6Gli7Vm6nMsAwlH6cmJBrtR7ww8OTYwPLeYkqEObzDsgbG0Vz2dTk+uCUxpw8e2vWiKGtrU06JJuFU0+Fe++VhiWT3HefqC7Vjjox8WvT99LPYVhPd/dsgkDOYa8hDBNAnpGRMrriirxhctQDHjgb1qG8IqEUzGK1mzlGB0sFDTg0mE5ly7Pn9dszFbsrZ+ez9VjnDtsmba9ej70un5GVs/9x7LGx16KqoTo6YN62bc6TIFJr+iw5BtV8XkZX9YRTnWAuJ9HMhYLzjNQRbts20Wdls06N+Y538NjgKXTfC3A8y5bB8cm9zq89CCZlwxmj9F5NuhfFIjQ2lqjzQC6rv9/ZbizoqSiA6eUo41CVoAUNyxCFAehAaO9+0XwKoE1MpIAGslkYHk4Ao+bK9ASpqJ4gOrZIPj/KwIAdbAUc+/oCIM3AAHR3p8hmHUNS70wo9bq07dbrFbaTJpWqjx1b+/sDcjlB+HxemV8ivpZ8vo+tWxM4Rmrbl2BiIkUYpoEUqZSUOXBgMtCqethOHILAsVJl4cmksyF2dMCsWbNZvnw2Z3V1kRsehq1bydTVwcUXOxq5eDFceSXLvvpTHnhA1chDUf/NRQwkALuBQfL5GgqFGiYmRhGwTxCG06NrOwC8Pl6aVbx2hlZheEeBJJE4rQKlGTwsyynHyvxPe4wVXy3qH1vOfub/9m/CVOzyUPFoPsPz2+HXqcOjuvePUNoXypTqm5pE3dd/Yhw6tngxDuz6+0tcvC3DDIhYVF2dc3M79VQZXLZtIw4MW7lSDjpwQBhfNit6xQ0b4Oyz5YTLl/Pzwfl0dzhb1saNkLloNjP7+sRbob+/BMi1b9OUXnvM5GtqBGQvuIDCerEVqViPRo0tV0aiogOubvOSrJDPuyBvAbhxFJBKB/siMqAWETCwDK5IX18u6s1RHIgUy/ypP21EMZkOzKKuLsHwcD66yw4o8/kiPT01ETuTNggzOcDwcBidx06h9Hs1UE8qlYiDxfX2qlqvri6FADGEYU1Jf4FLPSYOkrZvAEbJ5xNAmny+moMHE3HmFdWCqwOOD4YaOmDthiDPbWenPIpLenrkCtrb5Xlra5MbtXq1hNl0dnJK7gkSiXOievYjQFfDRz+a4HsdJ8Idd1D1kXOBQSYm9H7kcSwwEf02D9URFDuNeC11HO1y1AOevmMB8poq6E0VKO7byiwrLAeCvhNJOZtaufr9/facv+n3JJUhpcBqB3Wrok16x1tvxjSl4QQA2Xe9CzZs4LHN4kixZYuYzT64+S9E3Tg6Crlc7KE5bj5jO14+T/XwsIxCjY2wahWvZI8nuAaqL/6YVPqRj4jKMpMRb46hIRk5Tz0VPvlJftp9PANPSn21tTJYBoHL0sH/+T+wcSNh5KVpJyEK6LYfk0Q2xVQKli3j+W7ZO22aY2ZqY7JOFVZdCQpkqlasxg4ZzpZjwQwcOI2b36M4kEpErbZAdiD6K5p9eVNejxF25AI+pJzMR6qpqmpg2jSXDa611WU227EDFGSrqmZx0kn1NDQ4Iq7endZpQ69TPVNBrzlPoZBi2jQXSA4O/G3/1NVBQ0OCoaEEBw+mDPM9gAK4sCYIwxRhmGBw0GWDUQehVMo5ES1cKHY7jZ1ra5O2b9sGP/whLHxogvOTPxXb9Jo1ospMJOR57umRxq1fz/Ll5/Af/6F3dBTYz/fuq6F/2k5e+chHmKiro2r4WWAPpW+QTkow2yryZpCjHvB0zqVsphpi13U4NOiU8zq0QGEBrjBFeV+m6vBXA3b6OZUnpLVRKYhZdV65cAjdPgOn5oxB+TOfYaxQTRgK4Wpvh093fVl87EdH45xQVmUcmHPEzEodUlau5Cddx9O7UQarRdd+j/eu/bQEfbe0yCilrnaR98Z/jhwfu6WrKFY1NgpLGPvud+Ogc19t64N+CUOPjD3Ht46zfXs1qZTYfPzwAl9dKWzIsjWARDTwykDnyoxRCnYW6JRt7ccNjAmETaSZPOdWQMtH+0ajzxSOjelvBUZpk2qTW1sdS1qyRADnhz+U83Z318fAvmePi60PQxePr/ZFC/ZVVam4hcKoUpNsgKoiVXau7NeWcyxYr3U06h/n25/Pp+J2WtWwTFISscNPd3cpu7voInmstm2DG26Au1rPY+kWWLny/+HMri747neVmlIYGCB5xx38vys7uH/RD3j66Xok4d1e5i88id1BQG8Y0js8zNe+1sznP78jarfeB72PCbwn7ohJOVPH71LH0S5HPeCNIK+9DugKfPqe+SrNSUyAUmDRMgos9jifPfkenr4qUrfjffdBCa+Mf96k91sdNGzcW7X3PenVNQOXnmsM57SSLrxCb+8MZs2Cq8M7hZFB7OxBIhHHtZW9RqUSUVBvwbhs9/XBzz7/bc46Y4z/7EyT7BI7S93C2cxobIRslpEtpZm+NEPI3Lmi6axfeycj3jk13s5n8CX3JJGQvwsu4F/vq2b7dsdaBgddSIIAl0hVVSLylPTVki6ZWj6vQGidSlTscSGO2eXNfmVrICrJRHRXQJTzPnOowdnwVMaxjDGfF2Y0a5bLBblihdyDp58WcNOQNU0KrasCiL0uz8hIKgat6dM1Q0uqxDHGpgIDATSNnbNgd+yxLm83OACurU0wOJigqysVqRJrIu/IvVFfpYCRyCmmllKAKTIxkaBQEPVpV5dsTSZFaaD3Vz0ue3tle3c3tLffzeKr7ubM1pd4JZgZM8PeXjjr/4P+/gb6+uqBHD09u6hiiLPPDrj+erjndoDjAHVqgdLJR5k4kiMghxPwKqslvIXFDhEFZC6tCh8oTbZ7KPDzB85yUg4cy+071DkO5dnp2x2tmtJ3qEkzeZD3h8SCKRfiwDAAav/8z/l23efZfpNofj7X+AO4Z7McnM8LgAGMjpLct4+xfH4Ss6KuTkay0dE4sDsYLI3veuEF+MGedIlnozCqeRQ63ECqYKeD0aVn74Yrr4Vdu8quGmDVzXq92i/jwFgYks5k+N7249m+XQY3dVLRZXKEwTjAE7CzEZ1QOugqmwspZXYJ8z0PDFFqj7NMrjoqm2JyojZwIKhlmpk7N2BoCMJQz6ui9ebJ5xOkUqKSzeddn06fLsQ6DOVz8WLx2t++3ebUTJV4mCqAtbU5YNDsLerAo0CnKlC1u4WhPA4HD7pQBxvmoFlV1Dklm4VcbjYDA04dOjExhLzJGiLg4i4mJsbI510q7Xxerr2nx+p4AMYZGCjS2Qn33RfQ2grZ7ExaW51DTGOjTKyam2FoKAHMiuyNvTz99ELCEP5v5nz+8xc/4aabTmPjRhge7jP31rfVHjk5nIBXWS3hLS4WzOzgrw4tUMqCyj04UwGRb9K3v6fy1DyU/XAqm51fB5QPrvYZqm5TMFRAs9dTi+MQAJkbb+SW4K/p3uhWySHMygjX1SX+3poXKpFgLJ8v6/xT0o/bt8P113Pe7bfz43D2JC879Q60cWz5vPO8y+VkYO3pEbUjGzaIfiqbJd3SQjqXoxBlfbFKMV/9q/uSAOeeG6foUi9MDTQWcDtgavJtcRakLGuzoQN4ZdRxZDT6Xo0M1v5To/XbOtK4gV1BVxApmRR29qtfBUxMQFWVbFfArqoKYnf9c8+Vz87OKPFyl3w2N8MHPgBn/dUH+XAQwPWX8a2RS9i4UfpF4/QU6KZNk4iQ5cvhxOx+7n+wnscfF9PuwYPi+Njd7bK25fOlCxj4ExkFVAXLOXMcC1SvS1Uxd3c3kM9Pj+6PMmW9Bwp2ypZVBawBfNZDVMoMDxfZsaPIjh06+UgA9TjVcjUNDQnmzIE9e2YzNHSAYhHuugsSn/8JFy6EH1z5PbipmScK72bdOrnuvj4YGNgfq4bfKlJZLeEtLBp4roxG/djsXE9/2zXULHOyKkAoBTiYGsDgN4MWZcr6LA5K4+esWNZnHVgs6/H3TbIDplLU1tTEGU2eX/3XdN8q+7NZYQX/1fBuTlzaKyNfXZ1Mv3t7obMzVov6/UMm4zLQNzbC8uWMZWbH7dJ8izYwWmVkRAZjtT3poDd3Lnx5yY/gXzbKyKtpot7xDpJhSLK/P140NQlUq4doVMl4dNLqVAqWLmVgl2MXQ0M2wNsyOQ0FKBfwbZmb2uJsyIEFQ1Vf6mBMVL6GUhuQ1muZQhCVs0BcBIbo6akpOW5iIiQIAorFFIlEiqYmSZCjTh2bN5eqLnUZvueeg7NWr4a1a2HtWj7X3sHla2/h3nsFFHt6BMyWL3deltkscNNNXHrzzbS0zIwnJpqprbXVAZVmrVHwsg4waiutrZV7rrm7wQGism9J4ByQTErgd0+Pz26tath6tGL2F4HpBEFgjq0xaus90f0sAjUMDdUzNKT3OCCfL7J9e4Ibb5Q++fQ//A947jnOyWY5Z+lSuHIldHezf+NGjjnyy+EdVoZXWS3hLSy+l5694CTEK20H0V+t2WdtXPqpr1Ta2w7lwwb0sxwbHC9zjG23Pc63SeHt88+XpDQI3HdesUCZy+fJ6NpplDpraKx4fz+cqMa0bFam8p2dJYus6l8a3MKnjY3iMbByJbS2xnkIVT2pKQ3V7nPggAwgNl2TXcDgj1fuhrNWS87LMBSdqM3YMjrKWLTiQnVTkzjLZDLiBRqGJDXpZFsbYxddwss3yzkHBsSW5eLHFJisw8lUMo5TU9oQgXyZ7+BsPFqvOp8QlbPTMhmYhXGkKY3rKka/1S1LuXuRMBwDppNIpOJVy1tbhXls2eLWm1WPfGVW/7XoYyxc/zGqH/wR/Mu/kL7v23xuxXIe654fMzX1iD3/wsMAACAASURBVITovl10EQRBDGLZrGthNlv6Gxz46T0OQ3ff1QNXn79MxnmIqifosceWPi+pFBSLAZlMUJI31NkWUyUrOOhxoHkPAtraAhobZfuePQEdHccZG+YowhBdlhX1fg3DhNjyFj3NXdvgxJsuge9/XxKEqyvx6yCHE/COZjnqAU+ZkW9f0kFavQqV/flqTnW111RVtrz1dNTyPlBNBVLlbEy6P8lkYIRS1ueDmy1nAXAqhmnryqRSLohszRq2rxe2M326DDgKQOzaKl904bJjjyUYjdjP8DCFyGNTWSMgI1VrKz8fOZHBjU5V2d3tPOl0Vm9n/2pP+/baMVi9mp9f/G0A9kybz5xf/EL0Sdu2CfBq2rEoJdkMzWm1cKFsv+ce/uKOmTGAK1PY8RG3asCePTA0pCEAFqhUygGegpvO/A/gWN2Y2ec7udQy2QszZY7Vu6RMTsFORWO8QJlJXd1cjj1WSLpqnIeHQ8KwSHd3wPe/71Jv6aCviQQ088mGDQ78jv/Rj8Sgl83ySuN8Cl0OFEG6dcUKqL75y+J9u3lGPFHSe6lpwBob3bh/8KAj3GoD1LwBGsv3jnc4e11/v2xbvNiFNegKBmprBfEo9T1q496KFqK1CaiVTa5eDZ/+ygIYQPS9l18OtbU8wTnccIMudF/DwYM1Jo2a3IuqKrl/YSjlrrwSli//N/567b/ANdcw7mcRr8gbLkc94MFk+5k6qejFz5iijFVnmhy8saOLXegUr04f1Kays8HkGDrd5pe1N8sHP91XwHlYWjWorUfN92kiFrRokdNx5XL09s6O46v6+mTwTCSQUeXAAXHR09FDPRFaWkjmcpIQWv/a2uAzn2H3aR+iv8OptDQw2AZzFwqimlLHB01er5mKz3zya/Czn8kIeMcdMtouXuyC4xobnQfEu94llS1dCu98Jz/dLp533d3ikJFMipOFprcShw8dzCxDs6pJXxScDuDc5y0A+kHhfh16FywQ2iclNOU0VKEIzMaxPLVZzWHRIrd8z9Kl0j233x5Ec4I8nZ3iIFNVFcTqSF09R0MQNLXaL34Bl1319ZjFsd0BiObmVGeV+ddey2MdM+NAfbX14W5d/GiBAyX7+MQ9Erj8m83NMo8BmaRMm+ZAMJuVc7W1OXtvpF2P77Oe1y4mqznJW1sF5Ftb5bHhq1+FL34RHn5Y6O/FF3POre18/vPV/Pu/O0/WXC4V2UhTk7LQqHp+2za4s/FTXPdHv2D87/7uNyaZP1xSYXivTo56wBvDAVHS++6zKnBMELMvMPtszJnv5l+OSfkd7J9XReuxLFSBKm2O1bL622dw6oWYZDIY2jbEakfVJ6ohp7ub2toTY/vO4487bzluv13UV4WCW6XAptdXSSScLmvBAjZvlkGosVEGJj3UD2J+4QUHdiMj4h1Kba0MQoODMvveskVWBS8UxDNi2TIZcbJZqXzJEsY+8SnS/bsZy86nqws23if2wHhR1UDa8PLL6lChtjJwKkUbazeV2PCCMVPeskO/Dhsnp4CnrFKfNAt2ygQlZ6XzO9Z2ArzIk0/O44wzUpxxhtwSjZsUb8MUhUKKri4YGgo5eDBg+nRhJJdfDscP/l9+0P/uePXu1lax83V2ivqwWHSek4OD0tU1NdH6c4WZ8T0cGZHtBw/KRElZmJ//0jJFcIxLt3V1yXHZrDwzg4POy1NtusccI6bhgQE55sorId2/W56BRYv4x3vqWb/erc+7ebOAUTIp87s5c2QiVygArS1u6amnnmL8ttuovvdeLm1v59JrruE/M+/l9tvl+J6eVNmllEAmTlu2SBqzjUv/lh88dxXJCy+EZ58tf8BhlEpqsVcnRz3ggRsWrNpSVZMWLHy1p7VLYT7t+2vZmS9TObLY376HZzn1p0pYZvuhZna6z4/Hi505WltlmqzAFwQwMMBVV8lM+b77ZPzQfM7/2Znm9GzWjTzgpuiFghhERkYETS67jPELPszmzcRu/0EgWsZs1g2EIyOStH7u3FJPvLY2wTNuuon9PT3U9/TIyPXOd5Z6P1x+OWSz/LyrPm7n9s3Q3T2fMJRBqqPDhR1ooPLgYCJKdmwdQ6A0Js5++l6ZoKsETLb5/SawVDao6beKZpvv1FId/RYDVlVVA5CKclmqzRDgRTo6juOss8Sp5PzkT2Gkly/cexk/70jT3y+r5Tz9dECx6GIbGxuB37+UD59xBh8OQynU2spPt8/kn/7JrZqjUlsrQGjXwLOel+oYY21oek9t1hq77FC0Kk9cv64q3tEhwKbRLfq4KmPzV6dI79gRL43+hcWL+cJdF0mw3aXXc3pdnSzVcNllMT19JXs8MwZ3w81r0KUlCvm8pNnr6YGeHoLvfpfTUyn+dcUKWL+Gf912IvfcI8+0plFTUa/SkREBvvNWH8+6m2+GSy6Z4jmoyOstRz3glXP1V7tcYMrYuLWCVx6citMHwXIqw3J2s3IqTV9d6atD7fYC5etTwPXjCHW7te/p7zTI1H3RImfn0il8JsOM5BhLlqS5917ZVVMjg9WcOVHlQSBpv1Ipt5S1xi+oLurss9m8WYDGrhWns3d1QlAHhueecwPXqafCzTfDzHvuhGhF8xGgduNGGc0XLXIrK3R3sz97IuvXO1bQ1iaD5fbtch5diEET/EqAeDlnEgs0h3JW0W0KOlYV+ptYod6t6dGfXelAgU8jRQOgkaqqubH/TyIhfSW5JjPR+eX4fH4vv/jFbP7yL4HWlYzl86S/8hXOfPxxVn1pHh0dboBubnaqwXpdk6hQgLvuYvdNd8eJR9TOqqpBm1BbnUr0kVDbqFVTg7uvdm6krF5tagqqNiG3svEoB0HJtkTCrYwAki3mhBM+xJmXNQj17OgoXdupWJSF8jZujJOUz9BVXrVhzz0XmytUXgFeyedJPvgg6Qcf5A9SKf5g2TJ2b/spq1cL+A8MSD7QgwcT8bJIyaQ86x+/+wOHeBYOn1Tz2nNhVlSaR4FYy4m1q0GpHW6E0lAFVV/a4yzw+HXhbT8U69J2TQWU9nva2+87uihYW2ArFzZhAZCmJvFyPPVUCSBvbZURMAK+PUNpvvlNNw7oitJzXv4vGRizWZnOqmpz0SL5U0NKaysMDpLJzIxXCVcvPB3QFADL2Xa+8cx7KczaJMiVycRORDz5pJxv2TKhbgDZLB1RgLrGfT3yiMs/LYNRHqc2tM4kltmpTAV0CoYKapoJvxzYTQV4OiTVRH/1OMeU4xFX+CFcCEIjLS2z49tUKMiYnc8PRedoiOrIoXdd02d9+KqrCP/pn0jv2wddXfzqV/OiBNLSvt7eGhobYd7Hzxaq0tEhnb9zJ/N7P8gf3fpjikWZMBw4IHa9oaEoBhJn+2xocPOlWbNke1+fnzDb71tn89IsMLpSg7+GoD4ng4Px/KbEg7OtzWWk27IFzrxysTwA6kmiSykUiw78BgdlHcXnniOMYkiJWqqKabstGW0fA8byeXj0UbLHVfGTtjbY8L/58n2nsG5dIp5c5fNFisUEIyPSF6+HVGx4r06OesDzH4RyweAq6n+lLCigNLekdWTxwccHO79uH9wUOC3zsp+YdtiXz9rvMN+Tpox/ft2fDAIZVdSr8ZlnRGfV2sorjfNl0dP+0lRMSqRGRpB/avPTqXcu5wKn2tpg8WLGWk+kt1fwb2BAxhz1zrP2HGvsV0eI2lpg6QqSO3fKjlSKpM1qf9llPJs8nVzjh1m8WAaYtWtkYNEkxyMjxKuGi+pP1YV6l23ogYoCmp0m+MCl9agqVBM6j5s6yrFFFZs2zHpj6nnV+WUcsdWlaGyUBSM+8AG4/37p6qEhq8rE1FOMVxSns1MmCqtX8+7r38uuXXujMjU0NdXQ3i42Pp55JmpC1NYwhL4+zsy+yMjIvJida1ydrpCeycg9U29MC0aSjaScathPjJ2OV1xQp97YUcaIhh7YZZigVFW6fHl0PddeK5mwOzulQFubHLxvn3jkQKwzVe9rfa/t+21FH1lrFhgHkp2dJE89lVuCgFve/37YcBd/fPM81q9PxDibSsHzz0++poq8MfK2ADz/uwKLqgF9UPNBy1cHqi3Q1nsowPPDCqCUuSW9P7zveg6dbZZbAcCCp76g6hYBkNSMy4mEi2HT+LXIgKJg9KMfOVOczqbzeWQqvXSpDCTt7ezPzKd+6VKoreXZzuooTmomYQR03d2lqspyKq5CQTzwFi2S86xYAYTNksZDI8HV8JfN8mLj6dx3l9j9wLnav/yyAzwXS6c2Np99WQcTynxifltPTa3TemROBXb6aZMJ6x2zgKtJkq2npzK86QSBdHldnV29QXM0anotPcYEdK9eTfVNN/GFB97L1q3anhQXXljDRReJ6TO99HTC4WE30dKV5qOKBgfnxew5m3UpyECcX8TrM8XERBil3qqOkmdP5fija+NJn1RVpeI4T61XU4hZplcsEi9XZ52A9fHNZMTemz7rDMLt23kRDQ+Hxs7OEm/qJDAencxPSWcnsuXCguzYoDIe1Zf+4Q9Jb9rE3X/0R9x9899y333O07gCeG8eedsAnoKB2u0UNFSt6asn1c4X27yYbNsrNxvE225Vl+WYplVFFsr81rbZmSXmWJjsYGPVoUldREyn6BrBnc26WX2hENtmwpDYW88max4dhe+tT/Oxyy6Djg72TJtP9y+hWKyPHRQ0mPfgQQGePXucvcZXVamto1CAX370L+i97TbmAdW/bIcFC6RQFEgeL2k9OBjlVpRz6OoFat9xq3srMCkYWLZRzm43lQrSj8fzg9JVyoFdOXbn/y7iFhQdQhhjGlFV1pBKBQRBtO5fxq6absMmLIjk2bp1L//tv83m5JMvIZMRta5kD0lQV9fAsceKR2P1xR8j3LGjJHFARkfoiy/my/edQk+PnC+flyDrXC4VE/uBgRSQixaoTcRtKRRsblAbk6iSBmrjFRZ6epxaVO2EqhIF52RUVZUoycjS2Ci5DFasEA13euF89vf0MIaYJ6IY9Tj5giZEVy9tzayk74ydQOo2a88rZ8KYZD7I5UivWcMfL9vGH3/1q/yg6xQef1w08UdaKirNVydvG8Dz7VkWcLQTyrE73a7qznJlDmWvKxcsDpNDCsqBZ9Irq7YEa1O0L6t9+eKYwExGInlbWsTD8dxzYeFCXsnMY0ZhPwQBLw6m42De/n7YtasYDzCqjtQFNPe8ZwYNi9/Nc9tK10fToGAFP1UtglNVlmTnQAa6MIT9t91GAegFMlu2UJ/LlS7apvRixQoeecSZYmQwlrrEXudnNrHpwXywK8fQ/DyLRa+81mdTWNlPX3x2p5w7AOqpqpobLZoaRlevZeV8hYJcVy4n3XDggFX5KdBpFhbQAPjOzhSdnWmqqmpIJjWnZjXJpGiGq7/xNca+/332U/oMjoHY/JB7/cILNmRjPFpBvYEgSBEECcKwnlIwKzIxYRNHTm0j1VCX9vaI1SMagc2b3QpRAwPKequZmEiTzwekUonYZrh8OZx31yXwZzvjNCxq065H1JV6jdptQbSvHjf5JT5LadiQP/m0YKeT0ySl7+d4Pk/1tm3wqU/x4VWrWP7xi/jbv+WISwXwXp0c9YCnQOKr+5I4fzirKrSOLAXzZ1mWPxv0xe4v91nuGB9ALRhbUCwHgraMAnMAzpPg5JMFME46Cdra2DMxm2e2QBDUx+xNB9LNmwFCJiYCkkkZsEdGXKaMZ55xs/DR0dLAYXVO8bcr4CnoWQ+9oSGov/9+ai+9lEGioHlNqT88DKedxku33y2qtSioWOvQjCzitRjiHEAUlA7lpFLOycRnffkpvvvlfdclKF0FQZMR65M1h4aG5jhBchjOZscOTV11AHVcmZiYTk9PhpERqSeTEZDo67Nrrelq3LOBvqhN+xDwSZPP61p1RYaG6oWB/ehHvEQpe4mf/UQCfvYzrrxKHGSc6lT7bj9hmIqupxZ50mzWF5uR1uYF1YSpsphtJpOKvXZlGSa55ZpuTJYE2o94sc4hCAIaGiRMoaUFLrgAzu++Wx6AuXPhhBOo37mT+u3byZme1gxJ1aZVueh7LZM1ODbm1Z8U61gwQul4UTC/q4NAbOSplMwaHnmEirx55KgHPB9IfI/FcswL3INczknFn/XpMeXO5W9niu+2PQXKxwnCZJbpe3FqqHI8Op5xBvz+74vdbulSXuyvjlNKlRPZ7mblClzqzq6xcgo8apxXddRULumW3SlD0/3n3XUJd/3qEk68+Q8krUUmU+IuvnmzDL6ay1FVpTJQKgvQdttkwX7mFMtGynlUlvO29APKfbteOXZXbbZb2109cBwNDbOprRVGnEpJdrRSUBlFQEsWfM3l6mPfIHFQncuuXaPA86Z8Dsf6QhzYKsepRVhaApqbS1T29tkeD0Nqt2zhg8mPsWjR93j66TFcNhmb43MUUb2qJbxcfydwIRjVOGAMCUOJm9TVGiR5dzG6jqHorwicxBVXBCxbJhOmiy+G9OWXwK0biZZyl4dTPY1PO435O3awF3gJB1wzzHffpu6HGNn31h8DkkgwSIjz7NZJcw4IwpCgv59qnbClyy1edfilwvBenbwtAM8yMzujg9IOsHawNJNfjrRXzh5fDpz8/X64QLk26O9qb7sdmKzaxdoV00CgNru6OrGFZTLQ0sLzje+mf4tgyMCAzKbB2deCQMBEgbCqKhGDksZYaUow9b60ddjgYfW+VPDzQxC0jNr3RkYk3vnv/uFfmXPj56QRDQ0xSs6ZI4zSAp2zZ+kg69uJwHlUWuDS7Ra4LBNRduiDn1VjlnNU8Rmd/70eOIWWlhoyGbkG7fsw3IfLzK/XtD8+dmIC+vrqaWwUwFuxAtaurYkcd8bMsb5K1q1EDs0sWJDitNOAf9oU26dsIgadxBUGBkg++SQ/f+4VqmvnMjHRh2PMFuQVAG3+USvqNBQg4KjlZ8Vhm9u2KaNTZroHgY4isID3v7+Ba6+FMz9/NjzzDCOfGuZFhLnZ93nGzp3URp69ltXpBNG3c+td1msvZ27Qd037yR9L9Fw6NtiJcPXwMMnubud+eoSlAnivTo56wPP17r5K0erm7UMzjhsEfKcTdRxPmrJal43lOxSw+U4rKr5dUcv6L6HOzq3RPQniCTJrFpx2mjC8U0+F9nY6NkRtLLi8ieoOboN/ZaVoGbgsC9PVgHS7+pKA8eKMRLONWbBTgLMgaNlhayv8x3/A8lu/xby7viyjYJSD7KyWF4F5sWON2O5CJocYKKtQoNMyPmsrZ3srp7b0mQtT1KPpwvS7pgOrxgWXzyOVqonZrqzwrecOKHX0AAGRFMJ0EtHqEmKrGxqCrVtDHDDYa1CAPWC2BwRBihUr4OpHPsZL0ZJOVkOgn6oWT46OwvbtLF9+Do8+qp6XRVPKgp5d7UGvW/tjH7LSQBG1rrW1JXjPe+Q5HBhQ9aXGNeYQ7lQPNNPWBmdeNJ+XenriMIL90ae2X8OHFOjGo+/K6fVdm2F6N4yOUbOGb07Q31abYrU+4FKA6zY7XiRBXgKdFVbkTSFHPeCBe3itutIyJQtYVq0IkwFJ67MA5Bu5y82UfFWo/U2Z73a/OqBYpxVloPo9XuxUl8JZtgxOPZXxVR9i/XoZZBMJYUma6aSx0bEMdSIQ1uSywINTVWoQ8r598l1tcQqW1hOzHLsrFETLMzLitFHJpODa5ZfDib0/5ef959G14haam+VSZmbG4cEH+cQn5vHUU6r2UluXr3pU1WZ1mTIwGah0XzlbXjlgmwo0E2X+MPsDoEg+n6e2NhVn4qit1Wz/lt1p25VRKoDOoqZG+m77dhB1pqorLdCrGlHbKsHpqVQUp/aH3y9RZYLL6aLb0gCtrTybOSc614jXnunmHLosks0Rqn1QjQuu34sC+3PPCXA3NUlYSRha9asqCuexcmWCf2y9k/6enji0Xr0w1R6n05pCdKaSa8B5Wiqw6Xtky/rmCvsOv4JbPcVOMgMcQ1TR9pWYG9Td9AhLheG9OnlbAB64h9pXS07ldak2DtX96+uus0EfPC0IWuZnQUzVI+VmkxaUrRpUt2k9diY+iSVqfkyNrTv7bO69V2znyiZ0RW+1o+l2TYWkbu8TE8UofZVjYYWCAKYerwzPLrlig4jLMTv15FSbYKEgST7uvRduae0maHeAvHMn7NlTzcUXf4ilLQqoqqJUxqEszsbGlbPF+cAFk1WhhwK238QQFZh00PcBaz+wh8HB5jjmMAjk2uHX0fX47vwhAijCYzo783R2phDnlF2Ursiu4Q1Fry6A2bznPZE3ZBBQCMP4XVCwm9HeLmrkXbvgwgt56Ya/5fZrYWioFxfvZ1W/ai8cNb/zCBjWYEMl5Ew6GRkkny/S2Xkce/boqgM1CAvUMs1ceOECfrDiH+n60z/jRUrt2mM4laZlVtWIfU3fn5mUqjC1Zy2rS5t6/PdR4VqfLluHskg7cU4jrkOx2tOqPY6wVJJHvzo56gHPBxSdlVkjNDgXZb+c1c1b4LEGb/viYMqUO7/dVq4d9pzWQaUc8yxRS2kUrqYsecc7+N7GmTz5pFM/Kuio/UuZm4KVLH6gL+k4xWICG8ZnE/5axxNdbsemhvLZ3oEDlCT7BQFHZYebN8Pnej/HMsTJ7eSTBfR06bvubujry1NqkyuXMsy3sU2l0vTBD3OM/dQy5ZxTVBTU9C5rbJrvlj/K0FCemhpZhby7G/J5Pwl0EXdXtd3q0NKLc1KxnpBjyNBcY8o2YNfci4lGNkttd3cMdjrp44UX4Itf5Pmll7BxI9x7MTz66K+BX+HsidomcGC3H5iL8CALwOAmIxYoG6J9zzM01EhLyywaGgKGhrSP6mlpOYkfLL2Frj/9Ct3RGfRdCCidtOo7sR+noamPtksmUlGS6rHKwqxHdjltS7LMdzsWWHWptfuP4FSd0gXGXbkib7gc9YAHk0FFXxTdN4PSFQWsER/cjNKvDxwj8wENs1+3jU9xjO8lZlmnNcyPe8fE4QcgaDRrlnxvbeX5kz/ExjVuYUy1q6kNSWOM7ao+kgfarbWWz1eTSLh4PD1NtDB6nCdTgdRm0AenLvVtd3biWyjIeadNc0D88Y/D6Td9mNPb2lh0zd9yxx3KhEaYGuzKeVPC1GvTlQOwcqpKP0jdivUIPYBmR3GZULS8XRVhkMcfl2TQPT2jCLuzalmfFShTtCEX9vyi7oR5uGTWelwNqk588sm5XH89XPU/d9HeDjNyL8pyGOvWkY6Wp3h20SX8099JCrOhoWejto2aNtn+AQe8CknTo/1D0fVawNcndT8uCq7aODNphNxxrF0L/R/4Spwx5ZXoL4g+0zj2pvF1Oi3Qd1fXhNRgc+1F+16VM2HAZC2Mncro26Hn0XP7EZrx+3766fDooxxp8RXpv2sdr7f09PRwxRVXsHfvXpLJJH/5l3/JJz7xiSN2vrcF4Fl7mw8yY+ZTXw4/yBRKZ5UqOossZ8fzv+uxdpZoVZIW2MqBaXUqBfn8JFZZrSjT0iIqzQsu4NmV13HvWnEy0VRTNkmz5scEmflrYLlkhNABSvJEHjxYw+CgW+hciaR6ZdosK8oGld2pF6Y9t3WE0QTEurI6CFN85hkp/Mrf/R3n3HMPK2/dy4MPQqmDygHvU9uuwOHb9/C22WvF/LZ32C+vkvC2qRoR1F7n/hT8FJyGGB4ei2yY+xBw8B1sbL0qqiZVr0cFV1G8LViwgF27duEcREJsWrUwLPLd79bw3e/Wc8IJCdra5nHssdfRsvI6RkYkGuS5i2DnziGE1akjSTm1nGRL0Xg/OY/G2Y1Sql4FB/jab8qxYGCgSFNTguHhRmCcqqrZnL9inGdxKkNw4Ga1KdWIClGB5qXoqhUcdXBTSNa7Y8HQHxeI6rGMcJxSh5fGqG4FY+vApu9vAPDJT8qSRK8D4FXx2m1wb4RKM5lMsmbNGhYvXszevXs588wz+eAHP0iNrv57uM93RGp9E4nv+6ZSzjitwajKptQArUClXlq2Dn/mWM6eZ51krFoUU0bPYT+1bRoQXIio0TgwI5USlEgknM2utZXdF1/HA/fIAKYB4Ao4umKBVW36OQtLe2yMiYkEyWQQB3rbhTs1mbDa5MKwyPAw1NUlJqUTU6DTFa01ZVSxKGXVYeaFF2T/2PqfMOOY6bBoEevXE614YG13lhFZgLEOH0XvGMp82rvxm1hfuX1W7BzflglxPMPavRTkNAn1VAxU67XXpqstZIB0lJU/QynYq/1Pg/KFge3cmWDnzhpEvZgy9Q4hrE69P5VVWmcczeyijJXo+NFo2wEcu9Tg+BQOEK2DzT4gZGBAoeUAExP7eWJLfQxG1gvSqjDVvq5ThXqglVKThZ5tEOiPftcCWVxuGphsqkgjoKdANzOqb390fAanWlV3Hj2fTgX48z+HG26A/Qq1R1beqk4rc+fOZe7cuQDMnj2bmTNn8tJLLx0xwHs7OOYApUzKVxeC83QE99JoHokZph6fiZVzePGdVyhTznqMgZttWnuhGukDgDB0MUcg6stjjxWkmDtX0Oeaa9i+Xbz49u1zdjZNSWXBTlWbw8NEeRKjLPuTOGkxXiNWQVLTkNmwAmF8ApbDw3mGhgT8rOOKqlVlLbo8qVQiXtRTvTJVrfmnfwovvXCAv/nAT6PAbGuP87Oo+NlUxkyZcs4sefPn7/tt/lS0DTZWzfahuj3sRwClFxnsNWm0ZZIW7NTjUutR0BmN6tiDMscw3AXsxgGML3Z1hyHE8eX5qD2dCKvbhTC7EdMubY/2cU3UJm0/uKmfBssXo2tVe6KfDMC2RRliZ9SmvWzYUPp++O+sb0urjlo8jjC+WrP/FQS+NZxhPwJ+gzgzhf9OW4e0DDCzvZ3MJz7B/Pe9Lw4JIpWivr2deYsX01pXF2uHaoGgvV1WbbDqjqNUHnvsMS688ELmzZtHVVUV6yQ9T4l8/etfGhqO0QAAIABJREFUZ8GCBQRBwJIlS9i0aVPZurZt28b4+DgtLS1HrL1H993wxLfl2W2U+dSZpVVn+AzN9/DyX06r7sArC6WqUmtT0GEuIFJnAtU1NY5iZTIu626hACtX8mztu3nkEbdIp7XbKcOyAd9W9ejUnppFQ6VYkkFFy+unZZDSzAQHDyaYmMgThuOEYXW8BIwTx7haW+WSOjvdWrIbNkhmleuvF9vdCy/A5DAEBYcx7/tUmVF0mx18fbHbbRC3dWfwQw7sd2Vrymb0nHYlBJ+p+WxOn44EojyrQYDABncrK9PF1upxziuq7tRr1cyRowjQWbWpBWJ19ldnGOUwNtRA1ZKDCOCORnWr3VLBzfa1nkdFr0HrrMH5QAoYb9kCV0dnseBjmZu2UIPCia4gQ6m93AJbOQeXGbiQBvXeVGcXgJmpFHztazF4NV57LezaxXhnJ+GWLTL5bG+ncfp0xh59lHQQwN/8jdPRv05yOBnefo+VTps2jWmaW9CT0dFR3vnOd/LZz36Wj3/845P233///Vx77bV8/etf5z3veQ/f/OY3WbVqFc8++yzz58+Py+3bt49Pf/rTrF279jVexaHlqAc8n4WVY2Q6P1UVig6Z6u2lag4/xyZM9uyys1AFu4IpY8HUgmK5h7UaqK6rc14e6ssfBBLEpKtgLlwIF13EhnvdQs82HECBST0lEwnirPPgvChlHTMdhHSWXl9SVlmenzpMV0ooFokC0avRwS2fF9YRBGJq3LkzFW0v0tqaiJNNa5aX5cuFbfb3y/bhYWVC5QBN78Jv8sYs99vKVL/t9Mb6NtrzWcuwuuGXO2ceBxq+bcy6IFkboR6vdsA5UR3qIbkvqque8mmR65FV01NMTOxAGJzWqSnDbHq2akoTUvuAN4YArU09bftO3S01d2gR4T3K7LTfFAwnr1zR0wPZ97+fFx9+mHFKnU703bLB5tZzWVuVRABQbWzWI1M/VaFcDZBKEeTz8ZRhdlSOyy93TC2ZhNtvh1yO6g98gP1hyG4k4Xk2lSLd2gp/8ieisrDLur8OcjgBz2dYX/nKV7j55pvLHrNq1SpWrVo1ZZ133nknf/iHf8jq1asBWLNmDQ899BDf+MY3uO222wA4ePAgH/3oR7nxxhs555xzXuNVHFqOesDzVSMwOT2Qz8zUa1NBS49RMLQPl7XZ2Rg5W69lddajy4ZCWBufAnCg69cp4Kn+cMECQYTGRlFrnnYaT3TNLslEYsHOhgWAfKqTCTgmWOp4IQNsU1NQAox+aJF1SimacU+WpHHqsHy+yNKlAU/smgujzzG7tYaBgZCOjgQXXCCrVRcKktn/6achlUpRW6uLnapjh2UmvpRjbZaNWfWlAo69i1OJnQRoRhTram9Fnw61WWlA+VSJpxXY1NPyeLNtEAEznW1LlhI4BWiOtu1AVJLqIVpv9lkmVx2tyqBt1/b4IRH61FuWWGP2jSGAqbbBWnShWqdq1T5qiK4ph+tnC9z6F+BUnwB5XngB/vG//4TLHq5it+lV5aNphMnV45xZ1JM6hzNBWI9KO2FV0AsRW918YCyfJ11XJ8mzczl5D087DZYskZeqsZF4baT+fsbCMAbaEWB/Pk/9Rz8Kl13mwK63F379a95q0tPTQ329s3JOxe5+k4yNjfHUU09xww03lGw///zzeeKJJwCYmJjgyiuv5LzzzuOKK6743Rv9KuVtY8MDB3SqrLHApEOezTphRdUhSW+f9RizdkFrg7Pgadmh1jPOZMCtB0EXpUUtLQJuTU3C6lpb5ffcuby07MNs2SJqQRtUbu1nqtrM5/Pk88WS1F8HD9r4O9BlZiCIVzhQT8yijyk4wpnNuowtotGxj9eYZBWJ0p2tXg1NTQEdHfDAA7o6ubbhAPn8PoaGrBejZVQwtT1NxVdd+kHd+j1P+TrsthRuemLb4OfMtH2nwdrqMBJS6mU6bj6VuTVzwgkLOffck6iqeg8uZs22LcMZZ8zioYdmccYZyxEuona5A0A9QTCLqqq5OMXcPoaH+7y2DVKq4rQqS3Csz4Zch+YYfVpT0XkacEAnfw0NDQicYOqy98yyPtDp4PDwPtatg9nnnhu/rzMpVf9rbeAYoCpm1aklZ35bTYy+y68ggPeKqZtslvT730/1qlWy8u7/+l+y8F5XV4maQ3ulPrr6+vZ2uOkmB4rJpPy+8EJeDzmUJuu3+QOor68v+ftdAW9wcJBiscicOXNKts+ZM4f+yH7x+OOPc//997Nu3ToWL17M4sWL2bFjx+90vlcjRz3Dg6lvrLUJqHemDq06e7QelnqMOrVYux7mu/7ZwPCCqQ+vjK8WTYPz8a+rE/QIQ9lWW+syD59wAixbxrp1Eri9c+fkNepUlD3p4On2+TYkcDPuxti5pby9L7qWpASLT58u7/qBA+VWY8izc2fInX//NNct+gm998rlDQ+LGlYAV9NK+U4gvp3Ogo4vdjDVa9MsIeXUlP6x/m8fOLUNNpi63PlHzW/bx6oCVGBRMA1IpWpobSVOEr1p01wcm9IblmDFCjj/3k9zfm03VXwLUTGG0WcvTU0LyGSgtzeIUrFpiIGmAbNsGRyr07yfaoO03phq67PXrhleGtAljex0cmhI76kNR9CQBL1+XRXBqkx38uij9fz8qcfILqmiGwE8zY9pnUw0fADcu6uuNiGlKxrY9133xwkjMhlZWWTRIvGgWrjQaVE+9CFJBbR4sRycycQ2vwCo//u/h9Wr5aXo7pYZ3KOPEm7Zgl0d8EjKG2XDezVSVVUa8DAxMRFvW7ZsGePjh9KwHF456hmeb1vTB8OqOq31JEAdvZ34s0Pf/meByp7H1qsvou5X9udvi8tbNaYyPRA0aW4WO0FrK8/m5pHLifZk3z6ndtRQgWJRGJwFOwcCU2W4PxCXs4ut2u9DQ6Wq09FRxy737NEUZZaNyeeGDfDX286Pjy1ljMpA3KKjDkD8bCpWLBj5YGcB0L9e/3u5fXru0CtnVYbWYQYmO7xMxUStqi8fZ53R4P6GhoU40FEw2Et3N3zvom/LcxDH44H0XS89PUPxnMipLvdGf9YWCu4pVdufpgarQVSSJyDTQa1HGamWq6WqahawAKcq1nrGcMv97GcyJwPn8KLnnB6Ve5bly6H78QkW4kBrBm5yqqrNZNR69ZRM44LV9UkoeN/Vo1Lfu3gZrTlzRHOiwJfJwOOPy3Ie4FyTFy8WTUxLi+Rs0+SoXV2Et93GyJYtMbt8q0lLSwvHHHNM/Ke2tt9WGhsbSSQSMZtT2bt37yTW93rJUc/wplGaNcV6QSpz80FH7QH6ktjwAGVk/kzTgqo9j9oerGuDdWqxKs80kIzsdOli0YGdxqTU1clLtWgRJBL8bOLddO8Qdud7ZoKyOh2wX61YB4v9DA1BKiVgK+EE7krCUBhaVVUiDmTXlc8FYMe8ekOgho4ONz44RmoHf3DeflDKyHymZ+PzLAhZYLI2o6nsf/Z7osx2O1hDKfgWD3GcL9aDUa9LmJA6/mgat6uugttuO43S0IVevvvduQwPzyW84l/hO7vMOVWx10VPjwJYL/AiTsGn988yNO0btdepo4q9Dl/9WY3AjCz1Awn6+tQeV8Qp+9Q95ACl91Z9IQNcsLxNX3aA4eEuli9fSMevJph3UlVJVhWimjWxc9Kczb5XUGq+sN6e9QhznNHaKs4p69eLaqK5Gb75TZlU3nQTk4JKk0loaaE2lxMX4tWrhdVlMtDWRnDrrYzfdFOc1Pr1kMOZS/Nw2fDS6TRLlizh4Ycf5qMf/Wi8/eGHH+YjH/nIa2nq7yxHPeCBszj4HpPWxqYvger/oXSYnWGOs4Bp7XbWSUWdXMp5c+oLaFMYxbbBujqX7yuVcn9BIC+iqlU++Un2rJf3zaoxfzew0wHM2qaUbSnQBaYuO3jBxIQ6RFhQsQDkgEDTkWnGF9dOq2bTTz/zCGa/HuOfy7Iqq+Aq4piS795vz8khfltWpAwmX6aM3xeW3ZUDSIlhC8N99PbOkmV8Cv8I//zP3HzwaaZNaweewsWvPc6GDY1s2NCOgNgBcx7NR6LqR3UyyXvnVBWiOpkoK9N9DVH5X+MYmsb46Yrnc2lqqtdVnOjrq2dy4moFML1H9vcgArLq2aqqT71fB8jnuzjppAXceOMEf/3Iu+naupW9lHpO23dwLOqBmbjJqcbSqtOLMq9mIivnaafBn/0ZuVwutt+HQHLTJoJNm+Chh5x3VjIJ11zD7h/+kFpgZiYD99wjK5vfdx/83u/B2rUlY8PrIYcztZja7l6NjIyM0CVrigGwa9cutm/fzsyZM5k/fz7XXXcdV1xxBUuXLuXss8/m7rvvZvfu3Vx11VWvsbW/mxz1gDcRfVomVy5oXF8WO2vU19May/0YPKvetF6dvkNMuXL60qoqRtOHkc8L8NmYO/XQ1MwqnZ0UCqfQ0eFCDCYnZ/dVilO9ElazrfYiHZTUGaLWlCunwvPZTRFIEwTNhGEfmolj164ig4MuQL10ELQDnmViPvvT7zqEWRDxQxZsWXCqswNMDg8oB64WvGAyi/SP8wd7X6ZihaPAHjo7Z8mSPLXdPLt9O+lpVUz87GdUnXUKEhyuTjx9wLPmuvR+qT0vjXNQse2zynY9tz7lGrCuy/8UcauPW7CvB+YRBA1kMpIDYV9srFLG2EBdXSpKoear0/1g+6meS3Xq+RW33dbMI+/6v9z7Kzjn9s9Juq4XXhDtR10dhZ4eXopaqRPJ+chTW68Txih7wivDw+Siqwj+6I8gl2Mwl4uBNIvw4iQwu7OT2TffDHfc4ZrV0RFPimd+9rOwdi1j//APFIAZw8OMd3fH2qPpvPXkt7Hhbdu2jfe9733x7+uuuw6Az3zmM9xzzz1ceuml7Nu3j1tuuYW+vj4WLVrEj3/8Y4477rgjdwGHkKMe8KqY7PLvZznxGZ6N17EgZx1MLNglvd92v1VrWFapZWITvzqngLPZ2cSVumroySdDLsfYwlPoXCe2O81oop6YoKxpKruUP8DYQd+mkErg/OHszL0aaOT222u44QbNp6jHuoG0rS3g0c4qsk1NVA38Ak1E7NY/g8mxdb6UcwyB0gGzHLPT31qHblN2Np3J7EvF/+17YpYraz+nMo1bdTGUTqWE5Q0PD7FtWwN3Xn4n12W/w3/297P3rLOYeOYZqk5VENK/PUxm8CHC6nSqpUzWgpt1OrHXqGCmkwG12ym7q8Y5qdTQ0CCP6Asv6OLAdvJxgOFhsSmWgq5TWbrzlvOAtf1VBHaxdWvASSc1MHfut2hrg4u+CBddJIkK1NyWzYoDc/WVn5bsBUEgqslly0Q7kkwyo1BgxubNohq58krYsoXGrVup7u6O4/bUpDEOpP/5n8ksWSK5MQsFuPlm5n/84wRNTdKA669nUMtu2UKyqYnqgYGSUKUjLYfTaeW3icNbvnw5ExMTZfepXH311Vx99dWvsXWHR456wIPS+BvrRWn5ilUvWkfscuEJ9lgFS3sO33ZXTvWpx8YMMpOR2apGhqt7cyYjnxdfLDrA5cv56cZqOtfCpk3Q0yOz6+Fhqx70wWMqBjKV6ExfB8fJdq/+/hrmrDyDZ654mm9f+iPGV32I6nu+BWvWwJo1fHjNebS2Qva0T0ChQNW6uUxMiOqjrU2XxoFSe5y1D/lAp9v8GDprx7MD5FR9YLcdaiWEcn1i7VoW5Mv1r/3U84yb8v5xyqb28stfNrBuHYR/0sd1X6qiF5i9fDmwCUn/pfej11yntQnavlCwUwZn1ZYpJrdlVlSPhi4oYwTpc1lQFmo45hjnaSvxkgpsAS44fR/OU1P7RL1BtU32fqXMuVSNrs+H2Cj7+nrp60vx6KNtNDenaG2VOWEiIdED/f2w+K5vM6Pz3ZLPcvt2QcV//mf47GfFXldTI55WW7aIo8rZZzMzCJj53HP0G1XJeNQLM665hvTJJ4s30YoVBP/7f4vxPFpsshHnJFMYGCCMjnu9AO9wJo8+XDa8N6Mc9YCnyhtftegDmrI7uwyQDS3QY3zwss4ptl4tazNE2LJ63gCIk1XmcmKvC0MJbFMvhkJB9uVyPLa5mq1b4Wc/k5n1yy87dufATsWq8uw2mwnE1/6XG7ztIFkE6pnTkoaaGr49eiLc1031ihXSkP5++OpX+cGKDl66/At8a92/sWYNTEwoE0xx0UXw1a/qOTThsA4yttd89vXbMK2pxPZJOWAtV95nxlOVP1Q/+k4gpapfp+rrIwzr6eqaS3c3fOtrE1z9Z9NlgB7wA959huv3l06nFNxqEYammVo0mLzGHJumqamGgYFqJL+lnlOfFXV0CeKVNmTVdgVFm55MI+N8i5sfZmLvawNOv6KTgHLqcmGJmUwq1vxrIgWAGf3PQ08PYx//uFvIOZUSW1smI7Mt1ahMny4B45/6FBw8SPZLX6K2szOOz9MWV//+75eEI1W/613wne9AEJR4aatlOcfrp9I8nAzvt7HhvdXkqAc8fdUsSMFkG56NkcPbPu5tj2N3IvE9PfW8NobPZ4AAtamUW6F83z63HIG6W4ahbI/0NLsXnse6NZNXLXf5LP0Zvg+A4BKmKeuw3od2wNar98GlyLveFRBuzYtKZ2CAl/J5Mg8+SHVrq7S7txe2bGF95gusXw87dqhqbC5NTYl4qaHJrKwcSys9d+ng64uyPVuftcEpWwhxTGIqxjWVTMU8fXaKKWe3TeUlqoP/HiCgry/Nxo2zCENY9NAB3vvIl+F/jOKeQM1Bqc4p/kRHn3rrkJLBWainI6CXwOXElMlAbW0NhUIDQ0Pab/oc6PXJ09zXJ+lchRBZYFRnHgU7q2a2900V+trGBlxSr2pENQulgGj72cFJoQBnLtwPf/h7jG/fzisI/1WH+Fpgdj5P89at8sK0tcW2cDZtcpkTenogl6M2k6E2l4uVueM4d6DY9t7TQ9jfH7/b6geg3+dHd7Mibx456gEvibA2jdXRbRYAbVC4faB1/lsw29SLS/X81lvTOqZoSIMf8KrnT4LE+2hQeT5PIZeTWajOPBMJUaGsXs1jyfPYcJdoUdS7UbOf+EHlkz9raGgISjKlFAoJJiasJ6GdaZcDGyednRCsWiXBeJFnGyDZYDSe6b//dzpuENWlDKjV/P/snX98XHWV99+ZH2GaTNJJM2mnNalpSWksBVop2krRohVarSwosCwWRWWFVdQq/lx5Hrossgissgu7orILShVcWEFht5Wy20JZCFK0kCqBRDqSQIcmbab50Q6ZSfL8ce653zM3k7Ss2F3ycF6vec3MvXfu3Llz7/fz/ZzzOeecemo1K1eKglsAOsgwDzeepkyjnOIE77F1Gd1n7L5UZRoEu0MxOHtMlvGUmhgE96MAa6dQ+r0hs888MtBPob09RCJRw44dsDVyJdCCE6TM9X6HNpC18TPdtzI7zZlTYFHXoW6v/38I2M2uXapt1H0E3cDCX3K5ELt3x4lGo+a7NF9wgLGTD7zjUH2knpMaGhqqufNOeMctH2fkln/m05+GJ5+cyfbtMxkdtaXlxMPQ3FzDL34Bs9d/XNIJgJe6u9F6B1ocrwKZEmQR8OsClrS2Eunuhr176cvnpSpLdzc9XtwtBCSzWUK4Kiy2STTI/ZvNZPxpit7zOhbYcMaRsNeS4b3Wief/m2zSA54Cm1Vm2nXK6ixrC56U4GeDuXhB9gjFmrbgfiNApKrKoU8uBy++KPuPxcR9VVMjwFdfz4FVH6RtA2zfLh5DTdp2OW+l3FnOGhpifPGL4s3ZvJlAgWcbpzu8fL03vQmJKd5/v7iDtmyRwaWtDc48k74LPs3W+21BaGEJW7YME4mEyWTUW2uTwUsdf6jEMt2fLWocPO4gU9TSXna9TkegGCSCbM+CoHZCUHZlQW682Kh1pNvj0t9WCmQPIrlz8MQT5aRSlV4ivyaNa+xrpvm8lunSY7EAq8v0d+lUzi5TdyIILCgrt+IWdTFW4thhlnxe+/DZkmk29qaMVFIZqqqOo69nSOJquZzI+rdsIXNyjueAyK238k1cTmw5UK5F1FMpCuk0HW2w781ylkYQ7qpJ6BEEbvd4n52Gy1DUNkGxTIaXkHt5wFu2z/tXqnHVlrIUl+LWe73L27/m6dqMQ3CpDa8mA/YPsf8p0crrzSY94OntXoG7CNWRYtWTVjmpQ5Q+a7Kq7k8/V2E+5zPDaJR9+bxIlCkOWhe5QnM56O6Wh5dgHgJxq9TW4jeKu/BCHnlEwC6ddqzOAV1Qhl8MEGVltUQiwgxzZsx3pcGshEY/P/G89G//FrhzK2zYwL5cBdPesxiyWUbSaUIdHWzdKiwukxFgnTmzkp6eOeTzXWzerDxZ869sb7TDNR2otTaNDt6lgA+KB30LPkNMrNa0poP5MAIMWqR5GAcQwe8uJZyxAGPZrb4WQYhjYj2k05VenGoQByRTcA1cReFZ3NbJsnctLl1KKKPvNVambW20MkpwAqAqUK0AU45LXVEXq62PWQ4cR0PDW8lmRSj58JprIXkV9Pf7cXONe2mtWVU3K6hU9PdTAQyk0/5nbNgg633TdNw9G8L1wpuOuBgVsA4gEUr13FgFtkYg9Vm9OTYcopNgzemLe691vW5byoH9v93eEK28jk2F1vY9uDYiCoR68+ijAuezD4KgWinVpbpI/Mop3roQXhUVrYkJDoE0/aCqys8rorERVq7k0Y7ppNMCeBq3K3ZhlgI6HWwrWbJEQGfHDvns2OLP9heFx1lebJdcAm1tP6Snx/O+PvkkpNOE7r0XjjqKHTukPqaWHUsmYepUaGubgUQ1+pDB+iATg91EwKvMw8ai7Bx3IvAqFe863BQFcDEvvbI0/qWgqBYU31hXqFqIsUwxifYDiEZreNObNM9NK6FoA1gVoFiw0/OixbP6zDo7OZjiHa8KVlRX2EcxpwkerzJdG0vTY1KA1AmNbhPlppvgjJtOE0nnrVmorGSkv9+P8lngAwdSVkympcD03tXpjoYP9uDY1nTk/u1BmJu6N6fjgCwJpCmumqT7guICEbaH3gjCGu02es/r8RcCz39se0O0cng26QFvBDdb1IoL6mOP41IQVFyiNxIUg9lIYDso1p3p96iLo0iR6QHciAdwIS0ZpukH4FyZsZiA3dq1PNw1l7Y2KeDQ1VUqXlcqXqVHG6KqKua7QFXwCTZ9AfN5+9oyk7EDfiYDK1ZIRaVPpv8SzjuPBzLHs6nrCzzzjICq1t4cGNA4HrjcKxVnWAZmb1crvrEWdDNGce41zRMMsqpS7K6UHUq8Yr9bHWSVZv+2Uoh+b3A/cYoB3jI9+x9KB4Ljjqvk5JPh3/4NOjtzQBMi938ZSTrXfe12X+FP8aqRSUUC6YQ+6G2nDVu1lZCC9TASD9QOFXnc/6Wmv1fPfzAWGvW+cwF1dXPIZiGfzzFnTowz2q6Va/v66+WC7ukhdOedhDyWpxVQ9uFASyejCmr7gFk4AALXuFW55fPe8iQOIC1gKXjOwnlgNAYXFLAFWVoMx+JU+qOhDQU8BTib13sk7LUsLTaZbdIDnrpJbHoCuFJDvsTYvLZgZdMS7Dq9EbU6irpV1N1RztjhNWSZXT4vyjBNMk8kRPTR1ARLlvBw11weewy2bhVVZn9/sAh0KXZnf021r4dRsUpxUnoQVDQ1wA7apQb+GNu2CYj97GeQPPtqPph8iRTCQF9+Wb5P2Wg+r0ORuhCVBZQCBGtBAYY9Hvs5jQ8NBD43EWsMsha1UmAXBEId2JXR6aCvMnodHoNAqNMoV5i7OJZoRSXi0ozFJFVM5kTPIsN7E46JdeAAWAUjVsGocTPNJtM4n4hGysqmk0y6ugbd3dYtHDz3VrKh00WNJerdJfUzL7hgJj8snC85cNdcIzOkR+Jw9928kCkncunxJJNQ3tVFbONGX2iiTMsyPluaT7dTZ3LWWz6bYuBRh2s1AvdWTKKuUJ346j1ewOmXbb1NcGOA5tmBgK8NV9i4vprWLHrD/vfYpAe8qbjuByobtonlNnYXCizT1wqGwTy6ESDk5fTktGkkLkZonVsjXjKrHxvUMmJaJFo7l7/pTdDYSFeXeAqffVaEH5JndzhgBxCmri5c1ManOCndfg6c4CDG6GCEWU0V7N4toowvfSlKayusXi055bt25TjrLKlfnUiIbiWXm8XSpQ5cBwct2GmdR+W/VrShZ6MUQNmhYzw2Ot7vD5oCVpC5jieKCVpQxWmfFdCVK9jzq9vpNEjZlMa4SqlT5eqMRsN+mDeZhPZ2TQQPI0CWRdWvYjr82rigTr1qcZMO/Xw1yaSEjJua5PrYunU6/f3PUzwhGTb7Hjb7BIGeJmpqZF9HHw0b//yncPPNIuVdvpxCf78ItI49lpFIuX9NdnTAgjvvpPz006loaSGLE5dpzKwCYWpd3jplbCAuxSwu00+Z3wCOEcaBhQi/7aE49l6OA1AovrdtPU2XhFGsZbX/aMEsx7w+koOr/df/kH3A5FZpvmq378MPP8wHPvABZs2aRVlZGffee2/R+tHRUdavX8+sWbOYMmUKK1as4De/+U3RNq+88gqf+cxnSCaTVFZWcsYZZ9AltYl86+3t5YILLvBbVFxwwQVkxzZZO6RZthXBtRfRdiJQHA9Qz7V1dVo3pjV/SM5mfZdptfd9xGKEYjEBtljMn/35zjvtgKAlxFSVuWwZzze+m44Ol28nhDAYB9LHWPFzWVm1n86n7K60wAXzOkpNTTVUVvLSivMZ/cG/MPqDO7h20/Fs3DqFz35lCs8v+iDf+EaM+nqJ0d13n3zHpk3SPaWnR8KT4spS9qNatSHGgktQRKKMx8bTxvu9qgbsxbEXy0qCt/94+yoFoIcSlKu7UNkNgd+pBZ31WNRiwInAUu95AdJ+p9x8tjga09AggCef3YMwPY3JafzPskidbg3h6m7qZEPPt5QL6+4eJpvV/zJPf/9TiNvYVxVFAAAgAElEQVRTRSh6HvTcTveO+TjveQFnnVXN3XfDc20jbJz5cVi/HlpbGensJOvVrOzp74eWFkJr3sfc7K+Y+8y/kUrB8z3VPPeDx0j+4hc0nXQSb4vFOB5oRABtBJh23HG+jEaTuZXLKzj2UDxx1bOgqsvpOD6aRMARnBDFen80BUGnaEExi44FOs2JUyxuGzH7OpKCldBr9IDXrj3Q/0Z71ZOQwcFBTjjhBD72sY/xoQ99aMz6a6+9lm9961vcdtttHHPMMVx11VW8973v5dlnn6WqqgqAdevWcd9993HnnXdSW1vLZZddxpo1a3jyyScJe50Czj//fLq6uti0aRMAn/zkJ7ngggu47777/ts/VF0VdiZpn+3QpZ8JqrOseKXCG93V5RHDi9dpkWeNzw0OutigApxWVIlGXZPXlSv5VeLdtGwSV2ZXl3YCV/dZkN3pragS9GFgCqmUS0YfHlawnMi5IiKG668HrpkHDz7IwB13ABBPpWQnJ54IySSXXiqHeu+9sHnzMA8+GKapqZjdOdM+craSynjCkqA70YKWrbU5bJapIMO6SYP7De47yNbs9sGJQKjEen3o1MgOa0GZv3V6qTtxuvdQpvUr5P9TAJcrUQvzq8sR3oy4MHUSoYwVXB85BT3dt4IvuIzRMBKnCyO985RxqpjIdlVQgFQuMxdooqwsTDIpisu1a+Hd2Z/CihugrY1cd7f/b2lKfDkeY9u+XbqHA9MaG0m0/JK2Nniu8TQKt51GJALHJPdRnclIccxsln3x2cxe+z72bNzICziXZb13NCp60WmScm1NU8DbXgEq5C3X7TFn0apEFbRsN/Qx3h3Gj9HZ8eb1Zm+oNI2tXr2a1atXl1w3OjrKDTfcwNe//nU++MEPAvCDH/yAGTNm8OMf/5iLL76Y/fv380//9E/cfvvtrFy5EoANGzbQ0NDAgw8+yOmnn84zzzzDpk2baGlp4e1vfzsA3//+91m2bBnPPvss8+fPf9U/1MbuwM3UKkBAx4vD6SxOt7dxP2vlAOEwI7mcE6pEowJ04bDsM5EQuX5/v8/0fCAcHpb0Ay/XjqVLebzy3fzsbhe3y2bHc2PqL5BYTVlZjNFRGfRragRkNU/PVWDRz1t3nLy/5JIY//Ef8PHmR+V4li4lfvvtAvzDw46NXn45W7dKPFFaf4V58UXxXtkO6KLNCYozJrKgVN+aDsg2j07BQ12xykCsi3IiN6h1JQYBeKTENqWOVcFWc9WCgGzBGopb4CSBGu9/20nxfwLQy+hojIMHa8hktA5BjfmdpVysWpJL3ytIaVUZZX16TNr9fNAcczkwg7E5fcqZwkSjYRYuFCBesQI+mPhPuOSrDLW3M0CxU1ddk+B1HvdqTA4BdHcz7eRlLHjoIbjwQtfUePlyqK/npYFqcoVqCj0w7eabibz5zT5IZXBuzD5cX7smHJBpHLACATjNySvFaDQ5Xe8oPUsh3LRGWaBuoy5QdaFmzWd0HNF/+0jYGyrNw7PXdAKya9cuMpkMp512mr/sqKOO4l3vehePPvooF198MU8++ST5fL5om1mzZrFw4UIeffRRTj/9dB577DGmTp3qgx3A0qVLmTp1Ko8++mhJwHvllVd45ZVX/Pfqh9bZmV6oOaAiFiM0PEzOy5fzc+AIuB0pzr+zfv6Q5zPU5eXK3EBAoqpKQG94WPanKkxwrC6fF1fmeefxcOpcNv1MksPTaXULlnLDge0qXVUV9aqQRYlGY0Qixa5MgLIyFTTA6KhK+AHCtLTEqFtaxt8CfLgR5swRsUEuR6yz00ks29ognSYSmU1jI36l/Lo6/I7rAtDDOPeeFXGoBVMCxjP9vX041aBdXqoDugWr8VyWQZvIdRlUj+p5swCs369gWyoup8sGgKe833Oyd656zG9TMYxcu21tcWpqoixcCKWBV5+1d6HmxoVxIKdTOCuat8x7CsIea3G5kVLE2nVNcDl9yjzr62HNGuDS9RTa29mHE3UoMKjnQwd/zVnTuVFPSwtJrwZrzx13MISAU0VVFbPWr4d163g+HeLp7GyOP+ssKu65x78/B3Blw9R9qSKWEcQtmvHWTUPY4B5vmyEE5HQ6kGFsJxTLBq3ABRwoak6vfkaftQJTObCfI2OvZfHoyWx/6DkqMm3lHmzfPmPGDH9dJpOhvLycmpqaCbeZPn36mP1Pnz59TLt4tb/5m78p8jtrtQCbUwNeYDuXY18+7we8dVZoL3p1RwRnheVAzOTNhfDATvvXWeDz1JgRZXaDgwJ2ygLnzIFPfIKHU+fy4IPOjdnfb92QpdyYMebMqeakk6J+p/GamvAYVaZaIiHup8ZGKCvTXK4wzc0xFi8tI4RUrHghnaawZYso684+G045BU46ST5YVQWRCJGIFK3O5WDJEsFw7V4uA7hNWIaxAohSbBWzTBOlB5GBdy8uBqXLbbK67l8B8NVGToJxwaAFlynj1Ed+nO2gOCeuFuEkISROtgtJA7Axy0pcPG8P0Mpjj/Xy/e/ngCdwDkLrd9BzcBC5mvVc9SFuyh7voeKhQW87TTSfA5wAzPeOT+OTtQgTTXqvZcY/OjpIoSCXxPGZB6Ctzc9zUzDKmYdlewp4IbP+wLZtsHYtCQQoMkCuv5/sZZcxFA4zl+fldrrtNhalUtQjIKQZhfa+nIaAkyo8Q8BzONXmbOAY73XEHEeQFdqYvQL0S95+tFmSdRTb0mM6ZlhgPxL2WsbwJrP9UVzMZWXFc4XR0dExy4IW3KbU9hPt52tf+5rffBCE4TU0NFCFU22pr19vOhthsUOeuizKzXY6R/bZ2eAg5HJykSgAKqjlcn71FKC4mavtZr52LQ/UfZhN97pKKr29kn4wFiT0yGLU1VWyZg1+BRVwSd4q/NSvOvpoaeiczYo6PB6HxkZhguvXQ+FPikU9Q0CktVVKhF1+LdWZ5yTT3Ou4XtiJ72bLZqWyGGgJsaBAZaLkeGvDge2VfajbshRg6jnSz1vRSikwhbFuSvs+GOcL2nipEeHAA1xnAmVbmgQODnR+j2NUuj9l38rUhhGNoQ636hZVNmlFJVHzWgUn9vfbc4z33W+mrGwpy5fLkq6uMOn0dFx7s2GK7xJxbUYinps1mwXPTalXpxVv2GUKJjYerqBRcf/9RH7xC1Knn+67FssRmJ515plM3fw0z2WqOebxx2m6+WbYsIGezk6/056WBgt5Z7kRlzOnOXgqbkmaXxTDsdJSA76+H/AeNv6v4KbAquBm44J6Fb/ebDKrNF9TwEulUoAwtJkzZ/rL9+zZ47O+VCrF0NAQvb29RSxvz549vOMd7/C3efnlsXXGu7u7x7BHtYn+FJ1x6YWtbohg0Dl4Q6LvNX9O+9VpV/LKyuKeJBrvCoddGwNwYKhuzLo6OO88Hj/242z6iVRB6eqybX6C7jodOsqpqqrkkksk9t/RIQq7dNql9inYxePCwI4+WnLjMhnBrHhcQiWRiIRLgjlJ5SAD2Y4d7Ex9kGz2GN53+eUQj/N0djaZjOyrtVWwPZuV7+7vt8znoDlu/+QwflzNdjGwz+Ml2I+333Bg/XjAN9774PKJIjDWpWjVpiIAcqXBVC6xm2JXrHaR127imuKg/4S6Fl9GhPmaI1ltfqf+Y1pxxtbPHKIYxFVDrOd2BmVlKzj9dCHxq1ZJScuWFmhtraE4pioFqMvKxKNQKHjzt+3bfU4Jxflu+t5OptS1CQ4EhwB27OCF5tOYfcopZLdt8yumJADa25nRUM6MM8+EW27h+YuuhouuZu6GK0lu2MBIezsHkIopXYhr08bXVJG9B5k2aPJ6zDsezcvTY7biNT32LMWVUzQLMY5jiXZ8UWC08cw/tr2WMbw3amkeps2ZM4dUKsXmzZtZvHgxAENDQzz00EN885vfBODEE08kGo2yefNmzj33XAB2797Nzp07ufbaawFYtmwZ+/fv55e//CVve9vbAHj88cfZv3+/D4qHazatwApWgrE6KJ65Fa3L5x2w1da6vnVWbZnPC6ApainLs3E7raLyxS/yaOFtPPgLeOYZabOiVUlc3A7c4B0lFqvmb/9WcqZOy/8bLF1NOi1HaJmd4mpzsyx/8klJF4hEYP58YY/9/XI4GzbAZ/EUdImEL95heBjmzyedls9+L/ZucjkB5sZGAVgFPgE61eQp2I3XuaEUWCnAqfowyOjGiwHqesusxgPUUsB1qPW6zeGsC1EMgJWIGzCOc5hp3VCtMDNeJ/G9yPBsJw82XqiuST1HI8iQXouL5elkSZPhq4ETqaqaQ3+/lhCr4cwzxXN9/r3nwr1txDc8TSYDbW1R8nkVuUhCfFlZ1I8PDwx4Hc6nTi3ynCgzsyxPhSMKzVlcUriC4L7ubmYnD8DZZ1PhAV7WOwupXE5A9a67CN11F7O8z73knZEI4spc4L3OeJ/VRkjq/M2Z4+nyPjMeu1PAtBFQBTEodntqOTT1Guk/rnak3ISvJeC9odI0NjAwQEdHh/9+165d7Nixg2nTpjF79mzWrVvH1Vdfzbx585g3bx5XX301FRUVnH/++QBMnTqVT3ziE1x22WXU1tYybdo0vvjFL3Lcccf5qs23vOUtrFq1ij//8z/nu9/9LiBpCWvWrHnVCk39E206gf5we+GWSiqPRKMUPEFLCAQILNCFwxR1KA+HBU3UvDQMP6l80SJYs4ZHswtoaRGGNjjovKBjFZUCdjU11XR0wLSlx8DSpXDhhezLhnzvqJYN0ybpS5bI+0wGX2SQSIjQ5PLLYUFqH5x5JtwbgUWLqPjNb+T3LFkio1k2C4kEnTslXrdkiWhWenpkoNu5E3p7ldHlzPGOF6ezQGeZq83VG4/RWQvuQ+1wtXATMbpD7SP4fZZRaVrAsHlfbR7K+PqQWNzvve1shFmdeC/jmJmeD6uwLMr7wIGn1vi3Sk49lkUsWzaHE06AU06J0dFRTzYLK1fC+3I/lUTKcJjjb/4US5f+I488Ar29MWpqakkmbWk4sULBc16sOtW/j3TA1zw0rUNrU4HU/afsKkFgkP72t2X/OHFJDkghoDmCANo+c/YiuCJpTUicrsf7XNLsQxmYPevK7myhCDtGaEqChkT02BQMld3a36Xb6D5ej0KQN1SaxrZv386pp57qv9e42Uc/+lFuu+02vvzlL3Pw4EE+9alP0dvby9vf/nYeeOABPwcP4Nvf/jaRSIRzzz2XgwcP8p73vIfbbrvNz8ED+NGPfsRnP/tZX815xhlncJNrk/2qfqAtT6QAZ2N1up3vzoxGRYnlFYIOATErPrGABy6fTlMR9u4VsNOEuMZGuOQSnq9/pw8cmlBuH67Nj1qI5uZqLrgAprFPvnfzZti2jex/7PJdmUo+m5oEx7SP7NKlAlBbtwox/fElD/PCse/yYxkH8HIJtRlmY6M/hT9w6vsZfFz2e9RRLgaoasxisLPpAZhlwdibrivlwgxupzZeLIrAtsEYFSW2mcjGA73i/8MJUSrNcu0krpOAYQTkZhCLTWfePPlvstlqtmzRVAZQ5aOYVc/auF4wXzDovrVpEnaipPuIAXNYswb+8uzn4ItfFFqXy8E1G6SUy4oV8qcuWcJAh06gYkVtGXWep9dqWxv8KvYO3hqNUu7dJwoGNkygrj2FfnUzKjT7npdYTO6XdNq/L7Vlj555rYCiQKZgmkMyFKu9dVrYOWc+a9MLhswDnH8iZ45HmaoyQGV7CoCYYwhOlPU7YezV+MeyN2ppHp69asBbsWIFoy6qPcbKyspYv379hD7fWCzGjTfeyI033jjuNtOmTWPDhg2v9vBKf5/3XMBFScBd/OVAeTTKiKYneDG4nPl8pKpKUEPTDcJh59pUV2BlZXHcLhaTkW7dOn4bOZ7tj4j7cu9eAQ7tF2dz2JwJi3j5ZWm1s337NOpXPM3Xvw4zbvkGuZzUskynJS4Xj0sx50RCBDBXL/oXyQ5fuRLeM4Mrn3w/bNvmz7SVE4zk84SSSQG7pibRm7e3+6CpPfficXwXp6Q2KFhZphbMRRs224wwFhyHA6+hdNRD1w0F3tv1+RLLD2WlAMVaUNRiwS6Ki6vp0KjsS39TjFNOkX646bSc4kcemU8+/1scyFdS7A5VsYqer1I1TtVsxElVl/a3SG2RZcvC/GXye4zMv1jSY9raBFzq6wX8amv5yC8+zI4boLU15+2rnF27EsycGWbmTPEcJBLilVCGl8kAjY1E2tt9oFN2o3FzBbwsMDeVIpfJEGtoIBYOsy+dpsc72rmpFC+37mHGX3yQ3D33+CCk96wyPC0nhnfWk4hIpQcXx2v21nd5n9XqR9rfTkFUQdoysqB4Ta+4CMXaWCchGyuCs+dC8xD/2FYqg/W/s4/Jbq/HQgCvynQmp5XX9WLUGVwc/Nibr7iMRinkclTrtFZVmOBYnVb11SRyEPQaHBTgSyTk8aEP8TTHs2O7jDOZjGymD+fKhOI8MhlQDx6M0tEhABmPiyozmfw6SwZlYt7SIiCkoBePw6WXwoGj/1SC7XfcwQjwf//rv4BTiWOqx6RSUgtUf8cll8hB3Xwzs15+mYUr/56WFsHNSETz7JShKIOzMaog+7DLLfCVAruREp8n8BwERTuPLsUOJ7LD2TYYp1Ow02om6hCbQnGivagz58yp5qbNZWQ3Sx5YNfCt447jubufZv78DuC/cOKSIJjqORhE4nqa4G45Q5B92vflwHSqqt7DoxueZ+DoixlAYmKEw3LxrFwJ8TgP9LyV22/XLgn6e/cAv2f37hqgkp6e6TQ3C3CPjubI5WLC9GtrqTBJ53okmotn8/H6MhkBpM5OQtEoQwj4jAC57m4WrHgLPPkks847j2qvotIeij0xFphsqpFCfxaJ7+l1njXfgXeMqg7VY7XPyiJHcGBVJGArYeoG1bw8yxyPlGjlDTs8m/SAFywZpi7NcnDpAjoIaHseC37BFj4qRslmhfGBzJaVEoErgHjyybB6NS23yEChDVw1TKaA5yw4aA3zyitOA9PfL+CWTkscLZmUWtORiEtRiMeFqFUkEmSzWb+sU/bkk0l87GNUH3cc8dZWcTu95S0u8NfUxMv9FfymrYJ3L18ObW3E4/K9HR3CTEVQowBnc9CCAhM964OUBjsLlnY5Zn+lmJcdPqxQ5I8BdtY0iVvz5GwaggKgTdKeCSzi+d1T+E/cgHgA2NPaSmF+GaMPPUTZu5oQZ5yCnhYI0Pignl/NnQubvdkhHITrzMHlLyaBU7jpJug5+mgKeKrHxkb4/Od52y2fpLENP73F5e5pn8IB7ESiv7+aQiHmTXgG6e4O09kZhYYGprW0+C5BBQfNhwM3sdTuB/uAZHMzkdZWPzWgAPS0tZF85BG46CLi3d1Mb2nxPTDqZpyO60qirE+/d5a3Xge1OC4tQQHZxu1t/pkNceh/pQxVPUTgwDvovtSQSC6wL5vU8ce011K0Mplt0gNeLBIhUij4F28BcV+SSLg0g1yOnBecsMqteH+/qDYVGM32PriBo2gah9DHOefw8CMhX+xhwW5gwLE7TdcrKwt7OVBOlTc6mqdQEIXc8LDTyBw86HrNac3FSERieAtu+zIsXkxqyxb/Bu8Dqm+9ldCiRYROPZXyZ54RdFy4UFQpu3cz479+yv6FH+Tfl15JC9ByjXNj5nLqgtP40HhJ8cO4Wo9Blmdje0MlPg/FYDcekFlpQXC7iVSVQSul7hwvBy/I9FSwokpIHdpqgFk0NEShP0Z5LucP2FlEdFEOkgTJvyLpClZsolVQgkOlTiLCuAqSunwmUtD5OMS59yyQZPHiGj5yaTVPYwQiixdzxv2fpK3N1UQdGMD7TnXJWhexOh3n0NwMO3dWks/3AsM89VQUli+nfNMmEv39fgwshFxvCZx4RNMENIk7mc+TpVg9GQOJKVZVQV2d3wA2g7gnwfW5U+DUK0mFJ+rB0WmAjReWUk9aoCgElgVZpV1n2atmWNq5q0skOjL2BuAdnk3639hXKPgOODCztXxe3I+ZDHv6+9mDU3epuyRCAOxAaJaywcFBkT6qDNJLzqa5WRAomaSry+GhlABzYGXb94DspqxMB9fxlIoO+DQbQiudFArw2VuOJ3PddbB7N6HmZsrr6vzySAcAtHPFe98rx1soyDG/5S3w1a9yzEeX8b7kL7WSmJcqAS4RXDsBDDM+YIEDOlsBJRi/UwANflZfBxWdpQQth+M0Go/RHYoZxnAKTK02ouxLAUiH2mqkDqUkjVdWAg89RAqnSlSXVxy8ulw6MVD3KBRXQ9HbU49Tk9gtt6hGSoMlmTcvxrx59UjVlIXcfz/s6e9nBNdctXDPPfT0QH9/jp1eEYGtW8F1n9e7Rd2qmg84SEsL5POaTjFMby+8dPZnYdEipsdi/nWmMiQVqJQDFQ0NHMB0NU+nfV2pJo7/FiisXesLaNTlqeyxDwHL58G/X7X6iY3h6UN7aNiYnH3WGJt+v62iUjAP/e+sOxUc28Mco3Xr2ufXk/X19RU9bMnG17u9Hv+PV2V2OPQ7GXgJ44XubvYYJSa4WZmv2tRE8sGAHLyqSpb39jq/pIo/5s+XFIS2No4+2mEhCL688spYsNN1rlg0KKsQlkfRQ7+urs6JLCMRyHnuypG2Nj+2WOSW0WMGkXFqwl48LrNr9bXi1KTuerftfiwQ2fibmgouLHOx4GfjdqWA0wKmHUqC3xFMUdDXlhEdbjjeikf085pTl6RYmYlZr25NBb+wKGc3bSKGgEAG5zkYAQ/wrPQ7hDs/WqlFU5sV7FTQolfrFITdSdyvsxPa2weBSs45J8ysG77s17jUvLYs8OhXf87MmTF2784Tj+Mxtl7z/SBM1TL0MLt25ZCSaMN+ibqdOxFvxuc/z+xUigQOYKxbkFSKapzIY08ux3Scq1LPwAsAn/scJBKUp1LMwqUMqAAm4z1yuBqatuKKFlPL4DIdbeoEuKtQ2aAFQrvOgptNJB/xjl2TTfT7VQij2xzpxPM/9AGTuz3QpAc860sfUYo1PMy+7m5fxRUx2xb59DX9QEUpmoc3c6YARF2dLNdglzYX+93v5HUkwtvn7GHhQhkTgDHAZaujeF9S4leIa3N0dNhLXRDTBp7d3QJMhQLE6up8lxLt7RAOU15V5c+0RzQxPpORoF99vexk0SI45xz5TUuXEokouxtkdFTnr0F2Zt2UFpSs69OyMwt0pcBubA6iY7ulXKd/qFkwDFZOsSzOq5/mA+gILn4XN8uV6VWTz8PPm79M/Tnn0JRK+a42TYj+yFXH4Bx1FpAtH5mOc+LVIAwy6R2P3ro1COjN8NzOOebNq+HSS4Ebb/Td+Da2xFVXsXYtQB+uNK2WcdPfqaYTl17veGWyNDo67JeV83Ng/vVfSTQ3++pGrY0Zamhg4IknfNBX0NJatDaHrwd4Lpul73Ofg2iU+DnnsABJNbDiEQ092JhMxOxHz6TW+QyZ9bouOPgFB34bmwuOETbWp8Cud4EFvSNlWjz6D3loWkJnZyf79+/3H1/72teO5E/5o9qkBzwwF7vH8Pr6+/3aexHGXti+20njfCpmURGL+imVYqlLMxIR5NHCmF1dEIlw7LEiJBkeFnemdXFqv7p8vhjMilmeDogyGI6ODlMouIon+/fLV2/dCnu6u3029xJS5u2A18+nPJUShVp3N37b6fZ2OSe5ch698Hvw4INcfZMkuksTV43t5BhbRWU8hjZMccWPUqA2FFg/EtinvTSDMb3DAbtXs+14YKeAG2SXIZzAJIYwwJnes+j00mlJ8v+L2n+B3/2OZlyMKTVvHm1tIOfVimHAMcpmBPC0yNZ07zgOUiyiqaGh4c2cdVaUqqoYZWW1rFsH77z4LbyUy/lxMp30vQRkn3iCa9PnMnNmrQd4WqdTJSLamb0auRMGgRag3Xs94hcrj0SQyV1Hh0z8vvlNH5x8hpTJFJW1VkDs6+9nFgJmum3OO8btwI7OTmhro+Kkk0jg0gtsLpwCUdDtqN+vrtAg87IDvQXCoFmWZ/PulAlaFmfHkSNtryXD08RzfUymSiuTHvBUZqzZ2X253BiwsywwhiRjh1IpAbNgBwRdpm5MfVblpipR0mlYvpzns9PYuxe/LJO6B+NxIYqpFMRiGisJJmAHQaEYHLRTQiQiZcJ6wmV+hQp1Jfmz7WwWqqqonjcPBgfJbdkiKHzOOZDLUX37P1AowEcuKmfTJihuSqEDbSmGR4njs8ssu9N8vaBII5i/F4yWHCohfDw71DZ2UmHdlzMQ5jQFV/IrjCsFrKxPh98aqqreTCwmsTQIk8vtprX1WW6+uYvqVAXXfGOUFN6gm8nwy4/+A9HoW3G1MTU+V+l9f633HdUI+J2IxOb0eyuBuZSVvZVVq6Qu6tKlcPPN8KmWj7CvrY0sTlqvbvoQnmLxrrt4aec+pLhRHy6PUvMCNZm+3vtNWvJMhoyBAVdAyK9I4Kmdlf3oNGEonycVjfr3oiaV7/S2WxSN0oRLHVKQGQAKra0QDjPXOwrdtzKqYFxuxOxDLQiC9uoKgp4dE+znLSPU2J8fj8SNHzZpXY/zDfvfY5Me8MD9yAP5vJ+DYy90jbPE8SqPqMrSawFETY3Lq/Mk/L4bU31/XjkuFi6Ude95D7/tKCedFsL34IPFQpVIRHZz3XWCOcWuO7VSKkKxZNJlFBx7LCxYf6402cS5k8pxCrIssKe9XUbGY4/1Z6E/fWQ6D3TMhbPO4qijXJ1EATybURRMFtf5up3nWldjlLFANp5rshSztfNqG6ezIHW4bs3xtrNAqmCjeXBRxkZ81M2qpcPeTFXVHI47rprmZpg3D5Yti7F4cTU1NTMRoOyiv7+Fr3+9l2dbRqlPpeDss3nhA5/mlltACmLZ+J9ynF8hZcaS1NTMoaGhFqkYWY8rprWU00+HT3wCvtD4Ux5YeS2fvPd90NLiMzsovsb9b6qrgwsv5Mfrfomrg7bZ+EQAACAASURBVBoy50S6KQiznIn7n8Sdms/naGyE2bd/Q4Rc998vF8+UKUUFo/3k6xUrfOanwJdD2ve05fPMrqtjIa4fvApg9gBkMkRiMf9zFpisQrOaYlCCYvCybCzIzIJTLPtZG9fTyaS9+sFNfex36XZHwl5LhjeZbdKnJYDnKhkH7HRm5isyEwnJr9PUBYtQ+lD6ozJJ3VbLiAGsXk22RXCwrU3y2NSVWSjI+927pSCzxPfGc7+pYMEN9A0NUerrBex+vuRK+Pa3GclmiyTYdrarN2UCfJFK5MUX4T3voadHe7vO8sFOms9aUAuySxuLg7GAZd2wQZclgc+VAni7LjhkhAOvxwOzVxPjC+5T92vrZeqQFkWG1iZOOaWa978fvvLU+XDPPTJzueEGHt45jZtvho6O6TzxRA8qCPna1+DiG3YDEN0uXkB3vmzcTAVSWSBMfX0ljY2QSIRpbX2zt34Op5xSy5/9Gbz9gmMkFrthgxxHe3uRECPINuIAHR38qqNaRCfc7a1RZpmkqqqShQvhscfKEf2kQgso8NfXA9fdD7kchXSayFVXwQ03UP2xj9F8662kEbDrARLZLNOQ2J3NU8t5yw50d7MIAbs9yLXq5w7u3cuIV/lIGZo+26MCx7yCg7duWwoI9f1IYF2IYjeo3S4SeG3f288cqdJirwVgvQF4k8CCM62IeS5yaap6UyupxOPOdRmJyOuBAZd64IlSfJemAmNPj1C3dJpYbC65nCyyIs9CQWJ3UqJpmO5uW5qr1GXnQKSuLsaiRQJ2/9x8LV1fucJ3W2mMQwXtI0B5VRV4OVLlIOi6c6fE7S74NPH7RbuiQKf5gsViFNvux7K+UszMvi8lRiHwrL8t+NlS+yw+F8WfLQW6hxu/s6xNQU6vGHV022ooSZYtq+bYY+ErD72PpzduZBpQ39UF11/Pwi9ezcKFeHE6Be3n2bIlSqFQw8qVmuxtzbSZ8o/bdVNLJGSu0to6Gximrq6JFSvgI6v2wFXADTfANdeQ9didSuuhOK6kKTdvW1lNWxv09z+BMDxxzdoImXjxVayivfgOAjV+DI8pU8RFDsS2bJFeiuvWkVi0iIrPfY4cAnixJ56g/qyzeNs997DPW6Y95tQN34aUCWuqqmKkv9/vYE5/v9+TTgFGr0TlxDFvn1aJqQywVKzN2nhqylLLgmkO+h3WdWkZ6JFSab5hh2eTHvD0gi91AYZwdTT9Csw2ZqeUTJldMiloIF1UfVGK3yBMo/he1RUVhWq9TN2lhvlEpGKBw7qU1KwLL8qiRSKovPLMX7HnxK/4w7IG/H01pve76e+nPJWiIpORuJ66XleuZONG6OyU47PJ8cLuNAXByg2CcbnxQM6aZYRBVmiBLQhQEwlOtOLIRMKUQ4GdjZtpXEwFKgfNNnrsU7zHdOrqmkil4EtfgqeP3kgBcTCyfDkPr7ySd9XmEXekLRQt8bhcDq64Qo7tve+11Vq0z+MgrvmNrO/pETaYTMJxx4XZuVPAbsUKpNPB2WdDTw9DN97ISzhgUHWiujGHkM4DodWreWLjbgTInkX+T+32UMnixWFmzNBJ2su4wtQ6ERhy8TvPna+TrIhe7MuXMx0Xi3sJiN9zD4nGRpLRKMnmZvruu4/f4qqy9CE5don+fkK4iKHmMmoi+gDFKQ/qNg1OF1XIAqXjchNZcF9BV2kQJC2ThuIk+CNhbzC8w7NJD3j2QtSHujB9n3s4XFxCTF2biYRrE55KCZhpYctUSkDPy1ljYECYn7YCj0QMi5NN+vuVPVnTgbmcYnALDtgxTjopzJIlcOXa5xiZf2IR2NnnalzligIQaWykOpeTEWzHDr+Y9ZO3yc/TsmfiobXMTuezFpiCxZ7Hi8cNM9YdWup32/el3KC6XCcDQdVkEDQPx5SpxbCMxnEGe/7VKRUCEkSj81m6VP7muevO4FE8F6FXaPKdy/Vf0NqUB5F/ZDonnRT2Wu08BcDmzerAq2bmzCamToW2NhWQuO4Ju3cPs3u3K+M2c6Y0AV7+njJpeHjmmXDjjUXFkIMutiFEDVn9f/4PZX/9OWAHrvmsTh4GiUarWbFCJlXpNGzbZpvBzkLTEnTuRzjMgJfLWg3w+ONwzjmMJKf7TtpG71emgaF0mmlA03nnUd3ezrS2NkldwLkpXzD/BEicbxru+tZJnaovbR1PtaCoRS0YzwsFlgct+HnL7Cixzkaeyzk0sL5W9gbgHZ5NesDTG19nWjrbVdNUBRIJUWAmEgJmqgpRatbU5OJ0IMtPOEHqZqZSIu//2c+cCzQe9xuf5/Oy+f79royYMzvIjxefKue97w2zaBFcfeFzDM2fzx7c7NbKztWloyKFSCIh/tOTToJUil9d+s9s3ihd0FVEoy1fXD++oFAkGFuzQFiKlek+gsWhYSwoltp/MOZnzUangu7MiVhdEAyV32syt24zTDHoFSeux+MyScjn4R8/8HM+tej/wl13wY9+xHPxt7KmGcQ5p3V7hhGnXRetrTO91M05CLvaA0SJRo9j5Up1dVfT3l7jfZukK8RiYRobw+zdC93dOXbvzpPJRClvbpYSZQsXwtq1VD/1FNPvussHigiuUHIjcP4HRrnvr3vNOVBQVXY3TDgs8zivdSPpdD233ppEevg9j6Ys+KVjh4f9gT4NLLjzTg7c/EOyGZg1bx6R9nYqkFhch7fdNJCJ1+LF1Le1+f3v8I5X1ZrKUEdwyeU6KOt6WyMTigdtBZxSV9KrGdwtuAWZ3HiCl1LvXy/W19dX9P6oo46aNKkJ/z+Aus/qtANykWlyeTQqo5kmYmsML5n02jsj61asgKOPlkFm9WoZGVIpeX3NNdJv7MILeaGnwo/bTZlSurKKmGUupR5QVVVJMilftWf+fJ7D8S/lJ7pre5OPgLC67m4B6xtu8PPiu7qErHZ0iDszn88zOqoDdKlbVd1/ekaDLM9WRrGatmAM71BuyODyIBja4WW8/RxqqClVfcUyW+00rvG9aoTdvBkQAr93r8Q+P5m5kiv/7Bn+8u63snIltLc/i4CZ7kNdpHvI5bbR2fmUt9+5SMxsLqtWSTnThQvhvPNAnHeaHjBMTQ2cdRasWwerVsWIRqNkMjDS1kb6vvvo+Zu/keuyp4fU5z/PXO9X9CDXQz0Qf+ghduyA5uYaRp/cRXGu3XTvHESZMkUuleO3/j3TFs3mn4/+hv+7BfQEyDUtQb0iqg7el89Tkf6tbL5pE16PEWalUn5agW+ZDBWJhF+BJY6AoQUzjfXlcGXLtJqKxv6C4GOFIzaeFhzsgurEUmyv1PqghQLbWsHLkWZ4r4VKczJXWpn0DE9zY8Bjc8BIPu/cGfm8SyjXHmFdXXDiifD73zt3ZiwmyLBkCaoaOUCFi83lIMc0unpgYGAW2bQQvfr64nCfNambiVcwOug8cexOieX5j3yKp3FB+wEck7PuK60iH9OcweFhWLeOn2ye5ldkyWZFJbp/v3plVZii7kNrOqwEa2ja4wzG6jTOZ+tEBn9b0Oy+rJVyIFl7NcOKTShXV55lnza2F0NAaQFlZTP9OVAs5kK3AwNSgPnXv+5F1Iy2qmLw/9RalaDlyE46qZIzz4SPD/w9nLmSH25fQFlZDaOjWVTI0tvr4qt790rI7gvXTKcDuQaywL7ubtiyhWNiMZ/px5DctdmrV/Pz7Du54Qb44IenwIdSwAbvOIYQ0NsNxNmXGRLU7eiQC/f664GzcU7EvUA9zc3ueo4gDM6vfNLYSLgfDqTmkqyqoq+/HxYvZkEuJzk6mvZz++285HlMUrhrWvepcUidOul0KxhHC7osrbBlvCspuMy6OF9tfE+XBb/j9comOjs7izqeTxZ2B/8fAF4IpESYDv6dneA1eg0ps0ulxGW5ZImM/smkfHjpUh+xDsSnS8NWr3h8oac491w7gnd0uJS8pibJcGhuljy8QsFVKrPgVyhY4NNbRxmIFCJOJmHoO98pij3aeI2CnMYt4iADlipNFy4kvQ2efVaALp2W4+zvx2N2ClB6O1fj8u1UxFKqFqZaUJhiGaDaRDHKUmB3qCFjvKFpvM+pq9J+Xo/Z1t10JcK0MLPqlsDVGO3pgfb2vQjzOYjjHEGwszaMi53VUCjAx5sfZcfJnyMGfORLXyKy4Vo+/OFaNH6Yy/WxYYMMQE1N8ONdy3i0u9vva6iMaBbAypUUNm70r4G5AIkEZ1x+PMRiUsNy2P53fbgSZzG48EJy99xDrLkZ7rwTrroKvqPHrc/lpFJQvfXnEIlQEYuR8VpqjQDEYkRzcj/MPfpoIjt2MLRxI+WplHQzbmqCRx4h/f3v8wLFyfEhiovUWRGWuu+DLM6aLlfX/kRClfGmUf8ddeVEAPh6M62wMhlt0gMekYhkBGuH8lzOuUA0XpdKCSoddZQwujVroKmJvsg0Dh6E/VkY6HItfUCeNd9cgU7Zk7oud+yQZ91uokMEAT7XTF6OsqYmzOLF8L0LHyX7ffyuyxqBsuWUbDWNISCWTksb9J07YedOqqreQTbrSpINDCjYqftNBzWV58NYBqcgYUuMBUUm1kqxO7uNBb/xhOOl9lPKDgV0yuos8AXLiakaMelvV1YWJR6X89XbuxenwBzClV2zvyvoLrXfpa7TaqCWiy4Cfv1rFlVV0dHfT+G66zj/J0vYdsm5/OhH0tUA5BpZtAh+uWkfPbUtfmscrezhezJWraJw2WU+6x8CYtu30+fF0iIg1/d39NhG0D548+bNh/vvlwIGbW3s7JnFCd/5EvAgLjewGpgpCtGODrl3olGGcjmXiD0wQD5fLS7PaJQD3rEVMhkqHnxQ3K+eK1QVlgWKCyXoeysn0kLQpa4SC3TBeF6p2Fvwc1AMkFb4o++VOY43aAa/rxQT/GPZG6KVw7PJD3jTpjmWMzjoX7RUVbmWP1qjq6FBAin19fTlyoXRZR3QqbBjYEDALZORhzI8W0nFFoYOtgAKhykqGK3rtZam64sHM2bAjy95mBdOflfRzWpVeBqj1Is+7i0jlxMgX7MGbr6ZT53dw4bMGbz4IvT3D+PiVdqoFRyYQXEZsCGzXp/tawt2EyWmQzEgaG4XuFtu/Aoz49vh3K6lhC4KdrrcgmE9MJ1IRGqg5vN7Ke6XPUJxbNMqOnW9imLs+ZkCzOG7363hk5+bwlAuR3kqRZMWMfj2t/nOKdv5TsuF4mEYGBBmdPfd0LjDd4qWm0cCSJ56KiDAoBOjfUBFe7tUKWloYFoqxfNf/Ef4Tou3lyjitp3Dcy37GKrt9wHqhBP2Aj9D3JjDaHLAvHkLWLUK2DZDmhzv2kW116y1AJDNUpWspuKeH0EiQVInnC++SN9111F94YXQ3U09+BVhFGBsfuyQd/wKNsFYnY2T2SsUivMOrVkAU7GX7jti1ikQBl2j+h26bRDYXo1/4rW0NwDv8GzyA96xx0oQJJMR8YaaolEiIVNn1ZqnUvTlyslk5GP797vGrQp6WjpQS2eqGtM2dFWgs9VV1DTlbzgwnsdiYb8C/cCAMI9586Dwrnf5pcJilJ6xRjBpCECooUGAPp2Wmfjatfxn5DSvmSs4d6Wtkh90xWkuXpDB2MF7PFFKKbZXykqpU4PrD+WMGu9WDQpe7LFb4LOKTavQFAaXz5cTDkepqaklFpMu91asK0xZy3MNA5VUVdV4y3VZFwIcADM59dQaLry4jH1IpZE9mYzI+nM5Yi0tEu/aulWuyT/5E5mUPfEEHV7FERV6WEUul1wC69YxDceUtA/eCAig3nabV9JMk1qSwBwWLz4OVr2N8kSC8mzWuyLaEfer/CYRt7yNs8+G2S3/ItdWYyN84xsk1q8ntG2b/BOxmBC4qipRL7/4ojDBSy4hft11cpxLl/rXqqYcFHDTCVunUs3+y5bNlYrj6Tal4mnW5WmvoCC42f2o6TZ67MF9lxLGHAkrA8rKyg653YT7cO6lSWuTH/D6+yGTYaS723eTUFcn7C6VkhymeNzv/j0Sq6AnLaCmrE0Ts0XNKMJHKb8lsbXeXtnu4MGxQGdtbHUN2f6oo1xfO2WMKor4eeF9vEBxQVwrO7eqzIpolD7Ne6itlRqgS5fyk97T+MWdNrFcQckWhcYsU3BQsFMFpgov7DYjgc/qsvEUlKUSzO26UttMZONFT1SQYvepy61K0/a90353yn7DqCsvl6sBosRiMHWqhKFUywRQKGjMz9UoWLsW3sqzkEhw2iULePBB5zG//noIvUnAKgN+HVRVK/K73/F0fz8JYLaHqr/N5fxreBZO1OFfau3tsGEDkbvuonDppWRxpeViAN/9Lseft4DWVo3bhYGTueaaWr4y5e8Z+dwThBoaiGWzJGIxyNnzVA0sYtmyOXzuc8AP0iI//sAH/NSdGFLEYSTpqT6XLoV0WhLhOzupvu46QlddJbl6mzaxDzdR00oqerUFbx8LPsEo6XjTHgt2I4H3OsXR/SiznChR3N6+1rsy+QfRyWOT/7/at09q8eFVVNFamYmExPbUnZnLubhCwYFcR4djbhq36+2VrgdaP9rmtJVOPXAWBL2qKhk86+v9WD65nCvjeeDuf2d2ZRm/xUmz1ZWjN60vUkkkqFbAq6mBZJLf1p/G45sE7By7U7MJ5mpWmGIrqtjC0UG2NBHYBeNa4wFZEJjGs+B8Osjigm5Ru15dl9ZtGUMG8xqzXiuk/B4pnBwCorzyiuTHTZkigKaV5fR/j8ddUZ7ly+Gt15zLwF13EW9s5IEPfAA++nbpLB+Lwd0Pwuc/T6Snh+rbbycHvghlFvB8fz8Z5H+e7RU60AG5AuFlXbiyWhGQAs6f+Qwcdxx422rouB54xzVn0No6yMyZ1ezeHUMrqHzl5S8wcv23CK1cKak1t98ufRN9Zq/naS7XXAMzXnlBLlYtog6QSDAATKus9O+Bcu8ey7W3cwCptlJ9+eUkcYAxRHHllIlidKriHAksfzWsStcpU4PS7NAu1/tNX1v/wqFA74i5CSMR+AMZHqOjhx7AXuc2+d22Xra3XyuztlYGhGXLxB2jSeZQVAbFys+V6YEfCvRdm+m063E30bVia0/b6mXNzbBqFV6bFnj/+wX0frn1AEuWwKWXwgu/H2UaxRXZ9QZT91UEBCWlyrBPERd0/NwPYWpM0oFaqZJhtqt5cC4dZG3BFIVSYGcBMVh5ZSIWWAr4QoH15YFt9bW29anGMbdKXHkwFa/YvnK6P30MI4nWT+Hy6uQ/s2VWt2+XtISWFtEGaavBDz7yBXbcdZd08K6rgzvv5Om1a3n4xBM5cOyx8kc0N8OFF7IkkfC7ddiakX438FSKkW3bOIDATj2uVJgOuEPgfO1Llxb9c9XAb58a5bHHfg/0snu39r8LA338cNG3CId7efelC+DOO8Ul/s1vIoCvccpZrFpVyztb/0Hqdmp5PZD3mzfLv2PUWUOUw913+5V/9iFVVNqQJHVldEW/IfBP2wHKCrSg2LU/XipAKaGKBVtdZ92cdv/2s1YQo/sJxtKPZO5dkdkB5g95THKb/IAXiwmoNTTA4sUCdAsXCvBpfGtgQJ4jET8uZz+aSMgmmYxjSVacEhSmTGR6XcXjIlY77zyYP1/2uX49fOWVKym/6CMMVVbyvUt+RWOjpBEkkccQMjCqfBugOhp1gFdXB3PmODdtNkt9vWMjosrsReJJtpO5DgGlUg9sXI7AawLb2WUWCCd6WAapDwtAOqTZhPzywMO6KKMUA2EQYO1lr9ta4YqFC81062V0tI9s1ilzu7pg164+Rkd3093dRWtrL0895V0/bW3s884wCxfC9dfT6O29AuSPX7lSWNJPfsJyXHrJSwRic62tdHm/bDYQWr2afTgXaBLPmXrSSQKiO3cSxw3Q04ETTtgD7EIAfKP3++ZTVtbERz+6CxjkP8/7Hi/k8/QBZzzyZSS9G2RCsIKf/ATpyKC16OJx2LGDA5ddxp5sVtILYjHKs3sA7564/HKfxWmMOes99lHsyoTidALLpNSVG4y7Bfl+8KE2UaKIWnC/tt2PtWBlF8tMg6A3+QfY15dNfkhfvFhUIpGIoJfKK0FmqJo53tPjA566J0FwUV2ZnZ3FYgU1LcM5HuipMlPFKlr5/qaboDwywqMtIf70vfvgTmldkNu8mX3ArBNP5NK9o7S1QWTePJLt7TLQRaNM8+oXRkCY6/CwHERjoxzsySfz21M/zb33ynFHIhLOdKpMFVkM4WJmQcZXCozUggIVu5wSy+26iUzBLghuMHbIAweEttsATOwaDTrCgm7bYA3RPmSIrmZgoNqfFOVyEI1Wk8/nkMTtanbvnkJHRwwuOZORjRsZAnpuvZVkYyPVDz3EO6+/Hk4/3eaiQFOTP/AnvCPTFjflwJ5sVtSWQOykk6Cnxz8jI3hxP681ET09DJ14og8mMbzyctkuJJ1CY5Pz2b//JKZOFeY6+tQ++k64WNySwH33qagpCszjG9+opPrBn8qXPvKIPF94IeAAKwbwF39BX2w68QgCfJs3k0GuUy3wrHHFPg7dzcCKUzTtJridZXrW9Eop5Sq1oq8gwFkhGBRfbSOBbSzwWWA+4vZauTQnuU1+wNu/Xy4GVZaoy0/rZ6ZSoj5ZuZLn0uX+Zgpe0agTsGi38qApkIUDY6zGetavh3dkfgpLl/LDB2exaBEcn3gBHumAjg7ekcnAVS3Q20u2pcUfPLLAtPcvI/FPj0FTE5FslmR3twBcNEqku7uY2dXXw9q1vNT0TrZuhZab5bi7uzUWqQWbtDixjdMps7NmQcCyOxvbGy9NIbifwzEdTizLg2K2VkoQY1ldKTvUcv19QWmDFfb0AjHy+TCdnTO89TppUNm+KBp//esm/r3+k9RzMT2IYzRzxRXMxktNv+8+mhoaJLEb4EMfIoNLddfWPnEESNLIjTodxP8NVC9cSOjWW4lHo1LVYPly2ddtt0m8GidqoaoKsoM496Q0dp06tQM4yF/91XHsOaHMLzCd+slP4E/vxuULnsZfrngU7twq/vz+fnjmGUH8RYuYHosx4KlHicWovu9HUtS6o4MDuZzvotXj0eMbotilGQQty5SCghHGeR8UqOgy6360y4Ju0UJgWytqsRZhLHDamGCp2OIf1d4AvMOyyQ94Wjll5kzHgLSnnb5uauK5dDldXU6cooCnLqz+/mLBh6oo/fJKkeJ19fXw09v64JZb4NdHwS9+AZEIS5eewTG5p2H9Db4blZ4e+lpb/dJMKk4YAQotLSzoeVh+QzhMqLlZEDadlhuqqkpAe+ZMuOkmfrJ5Go/f61yvkYiQPykH2ocbpDVWVwqwtByYje1BMcgEWeB4oDaeInM8Cx4D5vuDpkPKeEpP+zzeMalZpjsFVxdUv7/XWz+ESy84iIsXJnDseTe33FLPTy+4gOdvv52XkP/zOYTlDAF7OjtZevLJhOrqeL672/9ntIGpuv8K3vsKpPwWmzfLH/t3f0d83briLh6FgvRhbGxkyLs+IiBu0057Xg8i0bQY8Gb+703T6QOm/9VfUXbFJfCnDyDxO6n5OfpKCE74hIi8mprEZSBdgxlZeDyhZcuI9/YS2rED7rgDTjnF96Ko6rQPJ+XX3xR0/QXBI8jkgtOx8Rid3kfW3WjNApONh+sy214rOAWy31VKvGKBcwSY/BDy+rLJD3jxuGNyWpRSS4k1N/N8VznpR4pjcppbZYUeg4NjXZbBGK/G5xob4YfLvwen3ypqyZUrpah0fT3H5H4Lra2CQN3dMDhIobOzZH3AEYQRJC+6SD5/5pkysD34ILS3E6qqgje9yU+Yf7x9Gi+/7BLiQVIepGNDDgd2fTiWFnTfKdAMlVhXCthKiU+CTK8UwFgGV0rJGRzelOUFty01jw6XWB+MMdp9lDrGIGCqE05tCqLsTBKL1VJVBd3dKvcvl2tlYIC5DQ0MdXaSRXoj6BktgNRF7e72k6+V9UBxzEknQfuAUEuLxOU2bIB3vUsuzq1b4aabeKm7mxwCjNXRKHPzefYBbNkCfBtxaY4ggC0VUzKZ6RRS3TTVjdJ9xR3A7ThH6ZupqjoDLvqI3ABbtwrDzGYFvHI5QoyIOrStjYq77xbAW7hQLsD+fkINDTR2dvK8908o29P0gmBMTi3oOrRxM3VrBsHIgpR1gZYCPbvMxgdt9aJSzC4IcuOxOF0+jlPotbdwGEJ/IKcc+R+R2xxRm/yAN3WqIJUmoc2fL4jU1MQLmXK/OauyukhEPJwal1fAs2yulMViAi6NjfCdveeKizKREDa2c6fspKNDXldW+sUsh7xSZzortJiqN+5AezvxK66QmfOaNSLdTCbdwcVicNFFpLe5vnY21ijgtxthKSpSORyQ0iFkPCVmKXY3UUwvaKWALig2KbV98HWpUl6xCb5Tv0dfa9ks7XZuj0tFLjZXT5q5QiVlZbXU1ekcqpre3gXU1YkgieSZsGVLUa3TfcgZPYDk35VTzOiCLEGvB2WI0zHtdXRmdtddpHFdBPYBFfk8FcDcaBSamzkpdgJPPGGbuYa44IImpqTK+MJnRum+cYP36RmIDrSJf/iHej7V8hHo6mLEm5QVtdy5+26GFr1NYlb33svQ+qspv/RSOeCBATnGtja6cOChINSHAy7rQiwVBg8Ow6WA0b5WkLNAFlRUBvejt/Z4btTgseg50OT/Um7UUsf+R7NI5DUDvMncHmjyA15tLezZ46T6zz4LjY28PP+dRQKVgwclRlcouJiXujPHAztldOGweBbr6+Fblz4PZ7bJ96q7cWBAZsf5vLiCvO4MQ17cw8YWSgXF+4CRTIbq++6Tz559trC9+++HNWt4btVneWSTHLOCtG00KwWOVbCglT+CKkwO8WxjeKVA7HCY33g23jYTJaAHq7OEAsuCDDH4WY3R5cwyTVkA+b1Rs98aBOxsrLDS7xOsTgSQuci6y8p4GscWIri0AxVt2FxKFToo69Hr8PY1nwAAIABJREFUwYKC9n7rA0aeeIJkaysMD0uMEFedRAUvcWAkn2duZSW//MFzlM2fD+xEG0v9sHUxOeDmm/WbK4G38nd/t4DPbv8IA5++XbwH2SwveceS6uwE71im4d0XLdsZ+eu/pnz7drj7bkZiFYTWrRNxSzrNQDbrdwfM4VSlmhivvzUoLtF/oZTqEvM+KDSxoGddloeK/Y233yBI2vQFddMG91sKVF8v1tDQUPT+iiuuYP369f8zB/Ma2+QHvELBxTnq632/5PCwc1v294u2pbdXkshtgnZQfanAp6pLzaerr4erU38PH74DOjvJZbPEEgmXne65L30bHPQbXMLYOAAU33BDiOgk1tLiMpyXLOFXyz/L5nukepMSPvtVnZ3DuBRlLRBdKuXAglOwMHQpt6YFQGuvZk4bZHjB/VlWmcedmYnic4dKXA9+h1oMbdkjwBfyvlM7kAdz/GqIxar9vzeTkeskmRRvuYJdNY4nW0WfMj4FwxgOqEoJKuxZDSHu0T5vwqRqR40PggPVLBIHjmQyRKPvJJ/Xa3Aez+/YQQxp79jWlkTTVM4+G/jKXeSAeD5PoV/qa04DaGkhFI0ykM8z7d57CU2dCk8+KUKbjRuZtmYNofXr5fr0ElWDFVRUcaqpE9YVaYEieC8ElwWBEYqBKBh7C4LXeFZKIBNkg0EBjN0+GJc8IvYaMrw32gO9nm3GDKFv2usulYJVq+hpczUy9+93pcOU0YFLErddylWRqUnpmu1w9Vf7YMlNkM9T8HKSBrJZ4hs3Elu6VG7+4WE/hWAkn6c6GoV83r/ZrbvIBu+tW2ukvZ1QY6Pflnr7dmnoavMEtf6ngPYLuCExOEQEGVgpFmcFI4dygwaXB63Ucv3Ow6m0UqrOZpAFlmJ7pb5bQV9TGlTpmUTYnG4zHRmutabkMAJ2tcycKf9/Og35vDRVPfXUWlpb4QwElOxgax1FwYE3yEd1MqQ3qDK9OK6ocnCyBI5xjODY3j5gejJJfT2k0wsYHR1meDhMV1iqukhN11rUZbt1K5w/bx6J1lbYu9dni0NIjmAkn6cc6GlvJ3n55TBvnlzvQMWWLYxs2eILdVSEY69xzOsCY6/MoI03GcQsU0anghVdN0SxWzPI/uy+gy5P+z32WHR5EHjt+/FY5R/NXkPAe6M90OvZFJH09fLlfuzOlgoL5t/Zj5cSpyjg1dfDlY+8m8LULURiMQq5nF/hPYJwq2RLC4m6OldpOhaTHn0eONq4gQ4CaiXjFepjbWqisNMlQmvLH32Mju5G4jK29mWQ0U0kMBkP0EoJQMZzeU7k0gzG+sLmGcZnfnZ9KXADB2CablHKdWv3V46wt5j3OanUEovJvnO5DhxTHtbKbdTWyl/a1tYL9LB1a62UikOARgt4BeNzUDwAh3DVU3SdDth+6TAckAUH5mBsCRyjKgBcdRX33/9j7r0XUqkwoRu+xez3vpcD9z7Aqq/CwMDJZDLCTs9f+jzEYkQ8wc0Bsy8tYl6BXFl9QHV7O3u8dcGOgEFmq/9MKaWm3cZO+obGWUfgOZijN0LxObTnSUGvlJWKxwWP0R5L8H61bPSIxfDC4bF5Ua/WgtXsJ6FNfsCbMcP5HFes4KWc6/p98KAAgxaDDqYdBM2mIGjc5sqBL/DCli3EgZiXc2Tr/WW993O7u6nWSsNe0G+kvd2vdWhnlzaAbmM5vsVicMklPLBzlu+SVcDu7YVcbhgZilSkMpHApNT7oCgFxrYHshYEu4mEKsHPWAsytiB7KwWK1iwAjnfzW2ZnHyGKK7TEqakJ+97jrq4m8vkhlOklk1I8oL5eupBr4vvo6CDNzZXwgQ9w/LZtpLNZEhQrC23VUTswjue2C8aPSjEem+xsB2B1dZLJsOCq81mwYgV0pCXg29RELCYi4iVL5Heef+cZ7Dv6Pj8DT2ODmjQOckVprqB2YwgmkCsoKxAFy3iVinMFQeVQYHEoPlNqfSmghGJGVmqSaf+XYBpDqfjfEQW7N+ywbfID3rx5kje0Zg1Pt5X7YJfLiUilv38sswvm2OkycOXGGhu9QhNH30MSubhtDAXk5KpjwL8ptCVRNEqoro7q7m4fIDU2YF0sY24yr2rM0xzvu2GHh50yM5fTuJMFu1JAZq0UYAXZFzAGOEsxuCDYBYcE+316ZkptY/cBY0UqQRsJrB9vOAzGH60Ixe2jrEw6I1RWSgGBeBy6uhbQ27sLGCKRkLqn8+YJdjzxxAzgIFVVlXzhvJfg++2wejXxO+7wE7rBSWT0F1t3tQJBiGL3djBepExQt82VWGevm3KAZ55haMsWyuvrRT3pFV8IXXUlZyxfDo1J2LaNofvuk/qfOLBTkLWuQHu29HfkGOsqLAVcwfhaKeBT5mT3MREwBr/Dfkb3VW7WWRCz51fN3oeMs609L9aCv+eImKrn/hD7QxPXXwc2+QGvthbe/35eyJT7rj7b+UCVmeCATl9bi0Qk7aCmRsBu7VoIffELAlw4101w6FZ3VAERGcRzOUIvvuh8YQGzM87gjRwBGYGTSbq6JMPBpiFI3V7lmAdxrXwUpOzrIIsbj9nZz8H4QMc4yw5l1hl3uENEkOkFgdFGiiZy39r9KfeSjLjR0WGmTg1TU+NSTt70Jnj22Tns2jVMfT2sXg3VN36Df9nwJa5cOJ1EAj676jm45iapZ9rVRQVGPILLtVPACoJIkC0E1Zs2r0zjYBWMBQcdiJVd7tN+e+k0I5s3EzrpJNchxAsAZ2+/fYzS06ZGBKX79nssQwr+k6X+2aAbMOiStd8b/GwQLO3xjfe9pQAv6BK2jJTAtvpfBON+lFh2RIFO7Q3AOyyb/IB3/PG83FteFKNzbMi9V7MlDu37o46SLIOpUyV2U779UZG3BWIc4G4Av7gz7gYuAKH+fir6+ylvbqY8k/HjfRpgr/A+N0DxTVgRjQrDO/P/sff2YXZW9bnwnT2zJzvzlUmYJENIMLSJBBs0NXBIEDVYBHlL8aO2UI45olKliF45FE/1yNWLenGMXy/FIy/gR6u+UMUjNbTyajS0gkQIApIakLGkNZIIAzMhk5lJsjN7Zs/7x9r3fu7nt3/r2XuSEGCc33Xta+/9POtZaz1f617372u9Ddu2hdBCpkIbHORiowwuZ7ydF3MHpAd//XhOKhY4dL8FQqC2rdj83JMs0Kxn07Ntev2PsVuCHTNQhkvd3h7uN/2d1q0Dfvd3m3DGrJ8Dd24Lh375y/jrkV8DOwcArExcd4tFtM6bh6f7+5FDYHnMK6kDvnVwUCZBMJFHNNVrrYOQrY4uRTALKDA3nwe2bsUQgK7e3qD5qKQKYwwfbXHK1KwtzbuD+uxbALPHeL/1etD5xDI+q25ke7GwALXpsV4yZz3Oq1/LxPQT9niP0cbshNPy4siUB7znB3MolxOvxVIpyaZC70t6YtJm66kzZ80KWqCOjsq+gQHgttswUCxW7XD6YhAE+RLNRRKkWn0p9u8Hli9He29vagbPl4wvJ7Pi44QTgDVr8OOuC9HbmzipJMsX7Ud2nksOW+NOOQ1FgFMHEAc0r0wMWLzjVKWYNT+2IKdARxucBo9rrlB+tP5xKUcH/xCwXig04YQTgP/1v4DXfvRcDHxzM+YCyJ16KrByZWIXXrEiIOH+/cHj4/bbw4Ny7bXhxtx2G7q//GWMIri8cM07KzrYMi6PTGoMtR6NdmC2ajR1DOH2kVIJ7RUV+tjwMIaGh1OZXehpSbEaBtU+WIBjeWWg9cQDRU4Ks54Ey+I8MPRUlFY8xxUPVG1bLDcm23PmQyngGMk0w2tIpjzgjY0BBw4k7E5XJOciCoylUhBkGT5HXG2HoXW47kY8V5kt80VVlY96lqkKS/P0tezahdzZZ6O1qwutlaTRPKaMwPSqKyJ0dAAAyrd9A1s+FVSZVNEODJDdWRVmluoxZofzQDLG3srOcY1KrLwdzrMcVGyGFiqdmpB4Z47LN1Cbl9Myv+MAtGDZsgrYve1EoFDACAJgNW/fjhVUBS5dGgx4XBfu8suByy4LAdd9fYEaXnopunbuxNjmzVXbmLVx8blRRax+W3WnMgu9UqoaZXlVS44BGCgW8VxlP2PjtB6t237XUy2yLQ+EvemPAohVYXrg5akbY/3zvD89Jmj1Dt7kwe5XsAPSKl0td0wH12nAa0imPOCNjycLtJbsWIckxIBSLCblAVRXstbFFd6w/f/B4ObNqdkzZ4tWHUOhupKzYKpAW3bsANavBwAUtm6tccFuBZLGr7sO3/52WHS0vz+JtxseLiFhdzZonMIcmQQKmxA6xgjrObx4oHkkakt7fOwlZpteNpZRJIvWxIDb9oXpyELasOXLgdfu+D+BVX/kI1jS3BxyoN51F/DmNwM33ICntm/HGMI9mgug5bHHwhI9ZIC9lWDPt74VzTt3ovDkk8kERs6yWT6aX5L7rToTqAU6K8o6FFz/E2mPSwUnfY6pZdBAdu2zrhWn6vysO++pN4E02MXEAyv97YEuxUv/ZYFJ93kMz4Kw9eq06lfvmGl58WXKAx6Qdkyx3picFLW3h2/G1/EY9c5csgR4w6b/ibENG6pu2fqiKOCp+lJn7jXqmv7+sFz22WcDjz+OluHhQD2bmhIda1cXsHYtvjPrv+Kf7gi2u/37GYJQQuKkonkvvaEnhwQkFCjUDsdva5uzdcbUm2wna+izoQUxK0lMvGGEfEXVo1n9tjIHXKBnxoz5IXTzc58LKsuZM8O9WLkyLLJaiec88cor8YtKaMluALmNG9G8cSN6AMxfvTosNtzeXvUuogML82cCCdAVkAY2q+aLDcY6uLag9sqpHaoPAZjLSHtUEiSakWgVOHBb4NOEzBqKYPtn2ZsVfRc8x5gsoKgHIqxLA86947L2xdqz6lOrWrb1HjNpavJjqaYlJVP+CrW1hW+qMyl8NugHwm2FQgAShi9Q5dndDbyh/WfAzTfXZMzQ3wS3ZvMpIwnatcZ0bN8estCvXBlcxoeHE8eHjo5wEp/6FO78aCANzAiTgJ1NCB1TU8b+x/bFymU5wGSJgtzhql94xVWdmTP/s5ict42JoTsBHIfu7srzsW0bhh56CPjqVzGG4PE4CqDwoQ+FXKa33IJXDQwEu90TT2CotxdPI8SlDWzdivLWrSggeSYWVj47EZ6BdiRem567P5BmT0CarXiOFjF3eubaaUHIHVNGkpvTZifxphuqtvOW9omJMkitO+vbc/MvIw1g3Kb9UEefrEVYs1SWMPssE86amuk9qTdlO+riZciYlhqZ8ldoz56gVSqVfBW3PiOKMYsWBZxZtiwA3rmrh4CLr8HI4GAV8OyLzBm6Apo6oegLU/X+Gh8PdO2uu4CLLgL6+lAeHkaurS0J+vv0p3HTnQurqcMSNaauGQ2kXzNV4/G/2rU8FWaM2TUCgkCaNWa99t7Qjoxt9fYzyXMZtY4qnuj2FgQom1P5zAJQWT/wssswdPPN1fRcvMo9X/gCXtneHiYphUL4vvJKdA4MoPOWW/D8j36E3UiSIzNAuxMB5BYiYXTMwqI2YLW72WdGvQatms5eHf1N0KTzTDsS8FTPRbZDVuep5m24QD0gs7819lDbszY3/R0DKQJeQfZ5jiIxG6Kn9rV98ZiqvQYxFnjMgW9aMmXKA95zz6XDDizo0X6ntryzzgJefeUbUL7vvmBn6+kJKFhJhGtfamt3U7WlDlq6vxlAM7NPF4vB+WHtWuC005Dr7w/b580Dzj4b9zeHFcx37Uq8MpP5ufW+BHynFKviU3Wmtz0LBOvlu4wBjR6nQ5hla0cyTGhf1VbJbZ5wuZ+wIgLzHn961U34q9MfBpYvR/nWW7EbyfI7Axs2oPtznwvLNW3ZEmx9p54KXHwx5nZ3o1BZsoeBDpwQ5RDyUepZ6oBqf/M50gEdiIOAxxS96QUXnNX99A7VmFJPbN89ILOgrGUpzc5vBd4sNaG2p6nXPPH6yneW19VOMPRdJWuMqWa93wTxY7YA7DTDa0h+K66QfQ4qOZtTGVWWLw/mmpZv/wPKr3kX+iAvXF8f2vv6Uo4pVLFQocjYOTtA6WAwJvtSQqTt7QUuvjjQuOFh4CMfwc+XvgN33R4Yx549wN6940ji7OiUMRr5raBmMxx6LA/y2wM73d9kyhG0WqQf9UTBzm4/HNCzYKwAWg+I1cMzPBePP47AvE8+Gbn//t9x4le+ghPb2vDvldV1R0sltDzwQHh4hocxdOutGLj1VvQAqeenFQmYWK2ApxJTsLFAR+GgrFdZbchqc2vETsXj1RErxr9jQO2dE0xZT5SpZtnBLHBbG53XT69fNl72ANJgZpmm55BTT7XJa9LIW3BUZBrwGpIpf4Xa2pLYOxXa7goFYPVqYO7lfwp8+9t4Gun0T1QjjSCxuSjgcTBTKFE7Hh/+HJIZfhUcSyXkSqVkJfbe3mAsfPe7gVNOwf/72GvxwM1hNYTduwMOBrAj4B1ErZqSzhtZAedZnouxxVetqHcjpQVpG11smLOqV2+714fJrKSgYkHPS1N2EOG6juCZZzrR3NyE2bOBv75xPj6xbFlIMvDNbwL79+OVTz4JXHMNfgYg19eHlr4+nIgkXvLpSo2qorQOJRYYRhEYl4Ki2v+0PAd5dfoAErWrApLmtNSrAaTtXHyurfMI67G/Y2DHZ72MWnBvpC5PZat1WUD0AFY1L6PO8ar8HnW2A+m2WNba3j3GbdnkMQO8o+G0MnHM+OiLJr8VgKeLoQJpz8tz144Cl16KA9/+dnVdAaZVUiArI1m8k5lTqOoYQBJQzG0aW8XBi+DIF4UxfIVdu6ogiN5e4IIL8KWHX4u77w6qtd27w3eItSPYEdT0tR1HGuwg22NqzXpu+4hss9u5zA6QVq9aqcfeslSm3OcxwxhbLTv7tc+dCDa8JoQ7EtSgu3bNAZAP4Y933omfn3ACWiuluwHsQHqgHkO4xz1IVJhcNYO90I+CkG6nYxOfk6r6G7XgQhmTYzlJA3y1KcWq6NgXXcYni+VpX7R+z55oQYB9HoNZQR3JuxJjpdqOB56qSdG+ArWhFUCa7dlvC5J2m+2fZaAxtjstL55MecDbv782vGD27GAe+53uIWD9R4E77qiCDx9mVQnpTE1Zn85I1QHAulbnZB9n0nQLh5RHVxewZAkenPgv2Lo1gFx/P/DMM6gs3Mm0YRbsCHBeZpF6qkueVczmZ8va37qtCC8RcyKeZacRsRlVvNUQtL9WHQvZZ9kdXUnaKh+ASyrt2tWNrq4CvnHPQrwWiYMJ1ZW8b5b5E3y6ECY5fUgPfp5DAz0LDyA8S6r2tqyCzI3Rhl5IQ9ZAzN8WGCw7jNnqYMp6g4i+SypqL9M+qb3bgprXf91vwxss+HrvI+uNhUFkqYHt+Vrbn9af5S16VOVoqDSnGd7LX559NqwQxNyZQEgA/TuLRoHb7gDuugsDlUVYrf0DqH35+GJx3S8GHReRHhyABBTtwGGz2ReA4BTT0wNcfDF+ck8I3aIas1Qi0OlCrp4607IZZX1lKWvBQY/x2F4jDI//NbZOHUY8hxVu91Sq3n8OIV4coedTaOvxGGnBbCOv3w1gP3buPDksiPpnfwYmXh357nfxfKXVAQTQeQ7pCc0gAngtQZwVsNecONFzUu3BML8JFJrkWWPq9IWOAQXr0clb0WyzAKfPfr2pjPVmtH2K9dEu1Oq1EWOcWapDO9FgvzSdnzdBYDlleZ5ak9eFk13t5zTgvbQka4SYEnLCCajGVRWLIcZu924EJLnlFjxfSf6sa3zpy25fcM6qLePrRNo5QQcNzt75krlqpuOOA844A/86+Fps2ZKoMQPY8VME7UyJDY+szgM7q+6sp8qsx+w80TXlWF7706jY/tt2rRrTA9t64QgU9pfDkU4Wcgh3s61aT1MTgOuuC7bVCy5A+yOP4MQ/+iMsWbYMyyu1DCBA5FMINjxNwMznQVXdQLgzzyOAI7UE7fDZBZ9F2vqGpI1R2W8H6LLzoRCcNMUY2xqV+sZM3R6AeDY1C0J6PjZch9v4/rAfKh5DtZ6TCkz624JaM8L7yncWznEx4AX8wHsFu3Kd46clkbe//e2YM2cO3vnOd77gbU15hjd7dpI4mp/Xvx7Au96F4kMPVUFOGRrFDhTWVZzbnkMYIhXoRlE7uNgZs5Xn/+LjuPPaEKGQ5MfU1Q/I6jz1pWVQHsvTdGLjpi4P7FQ8L0cOTzE2ONng8piTSkyNGTs+Vk4dajgUcbhXu2MLgFcAaMHSpSHaAH/8x+HhWbwYuLniSXTppWhfuhRLvv99PI30yuasRVWfag8mENKlXlfkts8In6eifDym5QElB/MsFaJXh3JmPue2DH9bNSTFJktX+xrfEwU7y/4oHtDRicR6V1qQsb9jQOT9t2pJ9lFZK3+zX5aFTnbad9jyMmZ4H/7wh/He974XX//611/wtqY84C1YEGLxRkaCxvD3fg9Y8LY1KG/dij4kQMcHWx9cfQlUYWYfYgImpB6r1x+Tb2+GjHnzsGVL8FnZvZs2u72oD3acRyvgZDmy2E8M7OqBByWHoBqkepXH2MSlMYWUsisFVQUlBTtVEtVTtcbUowqgtD1yAsD9szBnTh7LlwNX3Hkutm7bFiY0vb0AKmzsC19AAbUqNb5UnUjgVGPUhhCYRQFBHW6ZnB0wR5GoSD3VqP4uR8pYgNFJWwwkYvV7ZWy9epzXN48ZagC8gr1lqpB9KjFGFbtmWedl+6bb1NGmxRznsfJjIi9jwDv77LNxzz33HJO2pjzjzv18G16584d4A36MNx38/7DgbWuAbduqnpX6oMd0/ZxRa2zNmOyjZyf1+LTDtCN49LVK/XxhVN/fDADvehcefjgEl4dYuyGk2Yd1UlFWwqTRVHlqGQVK/aj9z6o1Fbi8MAWqA730XvzUUwzZbbZ+Wx+QDb5WFRqL72O9LUi8Su11CWUXLAhOTk9VEoU/h6C27ENID9YL4LHK91MI6kkyMN7nItLMn57ALVLGggWfFQLdc0jU7SynZ+OxGM+BQ1mJBQ7db1V0sd+2TbV/q3qSKsX2yqfVqc/aDRUsFPz4Rlh1aEwsUOq5W61NGf6E1FOJwuzz2rMAPRXlxz/+Mf7oj/4ICxcuxIwZM3DnnXfWlLnppptw0kknoVAoYNWqVbjvvvtehJ4GmfIMD3v2BFfHu+8G7rwTT5dKVZUI4KsdIfvsC6KDhs5IlcmVkXjOFQHMz+cxVHGM0aws1QFv2TL8+1s+jN5rgldpmr3xFfeAyoKVZXWeXcuyuXrMzh7rqQXLTrnDFa3felRm2fDKyHaA0XrV8YWrJPBYWsk6qynmTkRiN1O2pqprhrLww3JccZzP0Hwkz5B1gGCdZQSgs+ywkQHe1quewN7Lbqcllgl6YGyPt/9jbVn2pjYvdSJRRqftW0cTW7cHStynGhrvO8bMYmXg/LfS6P06KnI04vDKk4fn/fv34zWveQ3e85734I//+I9r9n/rW9/C+vXrcdNNN+F1r3sdvvjFL+L888/HL37xC5x44olH1t/DkKkPeE88AWzahAP33VdVX8Y8zVRsOeu5yaBgBcEDkbIHSiW0I+1jCfnGkiXo7WVCaKDWxkaQU7DzFnBly+qVqfVZJpdlr9PfMSCxCqzJiN4Brx8WXBuxB/IYrz5bF5keF41NA2Gh0ITjjgtJCfD5z2PFXXcBmzdjAIHNqWekjZ0jE6HMrXznkDilqKYASLMKToxUTZ51lT3NhAUObrOxaJapKRiznIKP/R9rl8cqcyNg8brRxqdON955af884cTRitapYOixYlu3vqOsR69PTEXaaJ+PuhwNlWYF8IaGhlKbZ86ciZkzZ7qHnH/++Tj//POjVV5//fV43/veh8suuwwAcMMNN+AHP/gBbr75ZmzYsOHI+nsYMuVVmnjqKaCyDhm9K7O8u1SVyTJqEeOnGYkqcwRpD08g/dIfAJCbN6+6nRla2tn40qXYuTN4vevafEEs+Nnf1j5nQxC4X9WgdpsyQk+yHFEsQ8ySRh83gpHnqal1eMBt+2pVopbpzUES+VZAsLwdj2XLgOOPDwtY4PLLMXrXD4HHH0f361+P+Uhn2eGRGpNZQLLqvcZ0KgDoGVE7wOeIXr/6HAG1A7WtI3alCFYctG1fOIlTdqaTPtbVbD66XQF/zHxbkOR1UdOAfvRJtRoWD8hjT1aM9QG119bus+pbBWx7XrY97568XGTx4sWYPXt29XO4wDQ6OopHHnkE5557bmr7ueeei/vvv/9odHXSMvUZ3syZQEcHOvv6ajwxPXWS/c2Xzj7EHJwIYHzhKfoyDQFo7++vZmjpBoCPfCS4Yn7zm8Bll6HvDkgCa3WXtypMID3QWxWmB0CW1cWYXhNqQSIndXhMy+uXXkGtw2OLVEXasoDP6rK4ucc47X9ldww/mIUw/ejEjBnH4+STw9qH55wDzD1hBjBvXkgg/uST1VrUcYEtMGic4EH214kk1s3rmaoLFWzUw3LUHNfIVbAqQatCJVjrM62i7NOq+GJqT8tYtU4LsFkB454607JHK96dj12LWB2eeMxOz1Xf+8krBY+SHEWGt2vXLnR2dlY3x9hdPRkYGMD4+DgWLFiQ2r5gwQL0VfLRAsB5552Hn/3sZ9i/fz8WLVqEjRs34vTTTz+sNuvJ1Ae8444DurpSsXCencCqMOysVF9uDl4clNQwb2fddJ0eALAIQHdHB7B2bVgZ++qrgX/5FzxYei3GxoIaPqzmwB5ZgAJ8oMoCsrIp64llQAQFO3+NObHYeujEMtnXX4HRirUPTsZOyLtoVbV5+S4A6MaSJSExQaEQFkJ4DMBofz9a+vur95nqbA7Ueu/VlZ9xdeyBd6YEmtgAb9WCti51zfemGLbd1khbWod35+02C/bWrpnVD74XZEveUxILmVCW14h4qkfvfbfl9b/Xlm7zwPSYM7ujCHgmBOhfAAAgAElEQVSdnZ0pwDtSmTFjRur/xMREatsPfvCDo9ZWPZnUfdmwYQNOP/10dHR0YP78+Xjb296GX/7yl6kyExMTuPbaa7Fw4ULMmjULa9euxeOPP54qc+jQIXzoQx9Cd3c32tracOGFF2L37t2pMnv37sW6deuqtHrdunUYDOviTE64yF0+H9Xhxx5+O7BQZaN2CKvCUY8zdVAZQ/DiQ1cXhr77XTxfKmFowwbg7ruxc2dYc2/OnLDSeprVUeg+r+rLGJjFVHye1LOTef3Q38o+vb4QaGxi6Sz2djiqVbbl1W/BDqZcUG0ef3wBixaFPcUiwn1BrYrPBpUztRi9D8mc6JVol6+xz41KvQHYAw4b2K6aCAZYdyE5F7btqeo9NSTMf5tVyAam23eLbamq0p6n1mXLqWoxNqTHQMn72H1AwqKto5Ct3wJnTCbLIo9YCHhH+jmK0t3djaamphSbA4DnnnuuhvUdK5kU4N1777344Ac/iK1bt2Lz5s0YGxvDueeei/3BtRAA8JnPfAbXX389brzxRjz00EPo6enBm9/8ZgwPD1fLrF+/Hhs3bsTtt9+OLVu2YGRkBBdccAHGZUnySy65BNu2bcOmTZuwadMmbNu2DevWrZv8GW7ahLH77sNgqeQqvAAf6PRl0EHC2gL1BfEYo9ZTBPDcrl1pT7NVq/Dss2Fw3bmzkgWm6t4C1FdlWm9LzxuzUdCzV6WeatT78FhegSYElSG5MB1E6gEW27PtwuzzzkXBVevL+u7E7NkhnSnf+7vvDl6V1pbD//wQ3JhmjuBCJmgHVwKAHRTtM6g25NgAqsCmAMxE12oLjIGOVS1qbKoyO72rRXOcB5DKHJulbo1b9a6Hno/97YnHyrLEAiDvo03abTPFePXH2j7mDO8lKC0tLVi1ahU2b96c2r5582aceeaZL0qfJgXpmzZtSv3/6le/ivnz5+ORRx7BG97wBkxMTOCGG27Axz/+cbzjHe8AAHz961/HggUL8I1vfAMf+MAHsG/fPvzd3/0dbr31VpxzzjkAgNtuuw2LFy/G3XffjfPOOw9PPPEENm3ahK1bt+KMM84AAHz5y1/GmjVr8Mtf/hInn3xyTd8OHTqEQ4EeAUg8jXb96EeYidqMDDqgeCocIG3YhzmmBek6dbatqhfbnpZrzeeB88/HwLUhu0pvLwPO96Mx9ganjKcGhWyjZKkn66kNJ+OkYplWGXFPylhbNhyhkWB4oPZ8tQ6tKw8gj337Qjq35uawpNTu3cDcefMw0N+fCvq2ajWNw2xHMjFSpxPIsTF1oz4nNubTDviWzZWRgJ0FMZ2IWXDy1JajUp99dhUklCXqQqpA+t2woEexIRf6rnmsDPCBxGPE9ttORLW8dz9UjRxjd3pePJ7X95jl0KQcjbCE8UbfyURGRkawY8eO6v9f/epX2LZtG+bOnYsTTzwRV111FdatW4fTTjsNa9aswZe+9CU89dRTuPzyy4+sr4cpR3SF9u3bBwCYOzc4Xv/qV79CX19fyitn5syZeOMb34j7778fH/jAB/DII4+gVCqlyixcuBArVqzA/fffj/POOw8PPPAAZs+eXQU7AFi9ejVmz56N+++/3wW8DRs24G/+5m9qtj8NoAP+C8QXm7N0VUsCyQuq5TiLtrNPZYGsj3VwVl3Th7POwre+ncPOnSFUMGhsdfFWVfE1+jBmgYEHNLTXadqxrDobtaER7NhmE9IgPi7ldFipF1we20+7IdvxhkYb0M4+zMKMGU3VJQm7ukJKukWLgKcE7HhvCWio/KZnJQPFgfCMzEUSkqADuX579jcNS7CDudU6sK0yErCzGge2w/IMn8kSC5b6brAf+m4U4Ycy6LlZOzrkmBi4ZTElbwLBvnoqZCBdnwd+Viyo2fJWJarAekxZ3tFQSR4G4D388MM4++yzq/+vuuoqAMC73/1ufO1rX8NFF12EPXv24BOf+ASeeeYZrFixAt/73vfwile84sj6ephy2FdoYmICV111Fc466yysWLECAKq6Ws8r59e//nW1TEtLC+bMmVNThsf39fVh/vz5NW3Onz+/Rh9M+djHPla92EBgeIsXL66ZnarwgafqgiBFQGOKZoqd3eu3TTFkM97zZaSaq5DPA9ddh2cfDkC3fz8wMWGDzD1wslKPLXnqO9bdJGev2+u1SYm1673qWerJGNh5/2Nl7LfXD05XWpB4ZwZ2x7FieHgvhoeBJUvm4KrLhnD/X9beQ2VUkBpbnXJWLOPgpEpVjqr604kVkA4b4D7aCPV4BSnIbz5/Nk0ZUAuOHgu0AKAMc1S2ezYwdfDRsrFro32KMT3LevWdjtXvtWfFXhdlorqP58Qny05sprqsXbsWE3VSkl1xxRW44oorjlGPsuWwAe/KK6/Ez3/+c2zZsqVmXz2vHE9sGa98Vj2x4Eiqh7wXCPJbWRwfYM7cqa7hsQRGVW/qYKcD4gGkBw86NKCrC08tOhO77wyAl16R3QMdMhctY4FDmUuWE4ktb9sdh6+U8cIPYlIvWDwrK4ptz+tjrM56/SHYdSIZ/mehqYkhIbMAjKOtDcAdd2AJgpZgEIkDiIKJNxA3I3Fk8QZpT72mwGLVe3bQ14kWn7sRJEsFUdSLlM+4puVSYFTQsn214AZTVsV6e+p2tm2deDzA0T7E1JixCYVOEBoRC24xYORva+LQyYvu+21geC83Oawr9KEPfQj//M//jB//+MdYRLc2AD09PQACQzv++OOr29Urp6enB6Ojo9i7d2+K5T333HNVQ2ZPTw+effbZmnb7+/sn7d0TU68A6dmpPpxFJBkxms1+zbCiwrI6w9WBTdUsOYku11Uc0swLSAZpmx4sNifV7R748UpYtSTbK8lvZnyMOZBkSaMApdKIbe5whNchj2S60YYkPHwOgE7k88FTdvnyAvJ5YNkyALffjoWrV2Phtm3oLRYxiGTS4gVZ6zNmB3U7wBNkCBCaf1PvJIGK+5h0mvVp4gPL7vhMKsipQwrLaf5Ly2I9tSH7q+I9kdaTudlsp8R+Z4HG4agNJ1u+kbIKynYCMw14Lz2Z1D2ZmJjAlVdeie985zv413/9V5x00kmp/SeddBJ6enpSXjmjo6O49957q2C2atUq5PP5VJlnnnkGjz32WLXMmjVrsG/fPvz0pz+tlnnwwQexb9++SXv3qAOAfSnL5kNVEgcfXd+OOTjsemVUKdHBBVKXsjudmaOrC1i+HNu2hVUcxsaU4SkTYZxYPdFBPYdakNLYOpj9WaECk7Ed2joaYVueJ6UnWR6Z/I4prHn3ZiENdvRhbMOMGXm0t4fbcsopIeh8xQoAl18O/OQn+MUjB7H8Jz/B6kIByxHschqTx3XV5iJ5ZnjPuV9tbkDyXNDrdwTJ8kLsdbvU3QlgodRFe+EBJA4zfH4PVOoaQJIDdKjSBqSMroNn2R0BVtngmHNMGbXvmPeuWQebMfPxjrXvWeodcq5nPclSYWoZ+4mVoSnDwsyLxvKmpa5MakrwwQ9+EN/4xjfwT//0T+jo6Kja02bPno1Zs2ZhxowZWL9+PT75yU9i2bJlWLZsGT75yU+itbUVl1xySbXs+973PvzlX/4ljjvuOMydOxdXX301Tj311KrX5imnnIK3vOUt+PM//3N88YtfBAC8//3vxwUXXOA6rGRJCQm7iunX7cx2DGFw6ETiAKCqTn2Q1X5nAc9mXqm+HEuW4N+/8mPsuCswu2Ri5g3g9VSDnvqzLL9jnp52O3mE2vXqeYjadvW7Xl8n46npHau/86iVnOybhQTomFWFIRIFtLcHdseQzeZm4P0XDwHvvAXo6cGrli8Hupfi2Z0HseDZn6Nr/XoUf/Sj6vJSylg4ISIbI0NTD0UO8AQ5TrK4T1WIQBLqQBZnASOmHiSgqreltm9ZiVVB6vYYGHm/LSDF2JidiKqqVqUe02tUPBVxI2KvU739VvV7TORoeGmm7SpTUiZ1hW6++WYAwNq1a1Pbv/rVr+LSSy8FAPyP//E/cPDgQVxxxRXYu3cvzjjjDPzwhz9ER0dHtfzf/u3form5GX/6p3+KgwcP4g/+4A/wta99DU1NyUD2D//wD/jwhz9c9ea88MILceONN076BMl5PBWkp+bkfw5AHBo1TkiDju1SJznZ34pk1k5gLHR0AH/yJ3jsMcbcoZpSbHi4SVrLChtQ8YAjBz9coeyU1f92TTuvjG2b37a/k7G1NarKtECnEwNlq7w7tNW1Ic3V+Qn7CXQEu0WLAJx1Fp7avh3YvLm6uG8HEi9MVRnqhEltZlpG7WRUIypbUlUkhSyvEwkj82LegDRoqmrUggrvrvYTpk4FRCANDHa7V6aR/4Dv+m/bsNIIa/K4vlUT2/9HKvVA8QWXo6HSPMqB5y9FmdQZ1vPGAYKzybXXXotrr702WqZQKOALX/gCvvCFL0TLzJ07F7fddttkuucKhzkgPvP09inoUfnFAYf7rTqDthsOODr7piMDfu/3MHrlVdh9S6LOBALDGBjIY2JC2Uosxo7SiKOHDXHw7Hosl5VAWsWyOYZe69p7Wcdl9b9em57Ya0KwOx4J5/IcVtpQKDRVGV57ewC7T17+FDB4Frq3b8fTCKpBBSdOcjiJUduYqujYsq6HWEaYBOlkywZhK+PpQho8WSamBtRnFPCfZ6CWHXrsRz8xNaNqTlTUZqfiAY/dr2K9I2OTV9u27WusfKOgF2NsFoBfdOCblkyZ8pCuLxXVjPrieK7L+qLQFkfbDOONPPDkINjc0YGR4eFq/WyzuaMDWLMGd9+dBjsgTK7a24HhYZslxNrhVGXpgZ+n4myR300IwMTh23NG0dg5rTvWnxaz35axzjiQ/5MBWO8/rwWdUjjdmIMAOdzehAB2iQ1vxoxOzJsHdHcDPT0VsDvtO8B3nwGWLkXrkiXI7dyJ55E8Bxbo1JZDUETlN6cBVhXYjiTxuD5v6iBFgONEy1MpWluRLlfFb09JpWViqrjYt5UxU8aqVBsFgxgoWTOBvrMxtar9H1PbUizbzRLLiLV+T2t0zMBvmuE1JFP+DK0KRh9EVXWoLQ5IBg8d2NSWp8L9rQAwbx7Q348CwqDG9goAcMIJFW+IAHhAAD2qNINakzan/ahVFWYxOpgyqoilLYsAcxAJCKm9jlekHoukEEx0dYeYvdCTyXqFWXtmztmnLkZ52Z52WJkxY04V5BYtCjnGP/5xAP/3VuA1rwH+7d8AJGrpMpJVD9ROpyBBtSKdmDQoW583Lh3E3/ocKovkVfUGUQuABLeCU4ZsjttjLMlTK2apBz0gqadOtG0iss+CCPuiAfl28mHr9drytms/vHKeyjWrzy8Kw5sGvIZkyp+hqm44KOgskQ+zDSfQF2ou0s4rQHr9s+pAM28eUCzWJI2mNx+OPx4YHETPSr+vIcd1E0olZu+nywFBoySlYxlRyGTI5FTFGIvd06wnup2eolZNyXYYuM2hWvvn9c37P1kvUG/4tLY92ujUzkewm4N8vhM9Pah+2tuB178eWPDFTwS69/WvA/fcg6FSCc0IyzkxO4nC+1wAhZUrw33dsQOtTz5ZdVDhM/Q8EucnlQISNyGWJ1uiWnIREo9MFQUBBTJlmNY+B9Ta5qzE7HO2bf3OYnTecd5/b5/WZVW0+h7rvthgVq9PvFc2GxL32f40KjFgfEFkGvAakql/hiIeM6NotgtVBdH9ez4SZwP70lfZYakEVAZJjUGqssKBAeCee/Dac87B1kWvxt69tX0sFIBSiSq4PBIPRAIf57hWxuUYzQFCtaWCpgUmj8Wph6PGAnrCPnmB4rH6PYmpTu22nOxTdSmvVwmBIUP6PwvAIsybF1Yy7+hIEkV3dQGX3PEOPL9xI4BkMqNLwlaDpjs6Akq2tYVKhodDItRSCd3nnw9s2YKxSqJ0roTOY5uRsBOGGwwiAS5NksD2PZWjBTuNpdM6dAkjncRNRnU3mW2eJmUyIBEDQfUyVfWttZ/XAyULXrafOvHw+jNtm3v5y5QHPGtv4yDCQUBFVRLKAPnhTJ9xT6y7BUBLV1cI3MznkevoQK6/PzX7HgXQwgVE77sPK3//1ejrA559Nqg1i8XwXapikdrRxpG26Gi+TS1PVua9nuqlGWOHse08nipCDq8HKx/W64FTvYByVcHmkAZWVemynhxqGR0zw3TK/yHZPwdAF046qakKchqK8M53Avivj2JuoRDA7PTTg55zbCykwSkW0VIshsIrVgSA27QJB/r7U4mW2wFg7Vo0P/QQsH8/OgGUh4erPL0ZSezc3MqZzEdggbQNczBmTJ8uiKUDMBNWq9rSaiv0v7IXrz7d5qk2Y2LXvrMMyZOY+jNLvDrrqVGtxGygtg3LHL1yMXnRQPFohCU0NToxffnKlAc8VYuot6b30MYM/GUAzyEZ2Bh4XLXbdXQExOrqAvJ5QJYi0heopZgwszOXPI1tPQvx2GPpbCtJsgMFGkKmnhHLEAiU3RGAWL4JabCz4QSqwLFhCQfNMQo4OnzwTD3QtGzNfpNJsh0Nj9Bz9QLxWbfdN44AI7PAyUJPT8CsmTPDLWtvB1avBs5s/znwnvcA69cHgNu9O9yMgweBz38+3NdzzgHuuQfYuBFj27ZV4ZT3tgjgwM6dKOzcic58nnnKkOvpQWtPD9Dbi5FisfoMPV85nhZHPkvdSF7KQdRmK2GbB5BWs2tS5jHZp4zGs7khY1sjA7uqb2079cB1MtKIqpTn3FqnrMfubDnur05WkX5LGunjkZ7zpGRapdmQTP0zRK3qQ+0AQO1gkgKpynbNhD6EAHrtXV1JxV1diZqrUEDLnj1oqdC16tDNlGKPPw7MmoVzznkvtmwJ4+rIiPXc1JABXcGshAR0LHtqkvI27CDnlFf1J2P/8khAxF4V2w7rtewwy+lFHU/YvjrUeJ6cOTkuS+2p/wm+Qd2azzehUAgmOjoJnXwy8P6u/wNceSOwsmJYfeMbgT17UE2uyWTl99yDYoW1W+cEPi+8S0OlEppLpXDFhofR3NeXYmEsq+pGIIQgAEkmlFjoAZ9Lq8ajSl4nbo2GEmexpxjDUQ0Gt6uNvBFvSt1WRn1QyWJvrMsClG0npp70yqsjkG2rkX5Ny0tLfisAz5t52lmctbnpDFbVRfyMAoGOtbVpMswwSC5ZErbn88HGUyyiJZ8P/6l6GBjAK3f+EEuWnItHH6U6U9mcl+3kIHwGRVG3BeusYm15FAUUBQza5XTZIDqo8H+MbXnqUWWT6hDD7ex3C9Js1nqpKrhp+7RN2jjGAP6l0jiam0PMHeUv/gLAosvCvRseBm6/HdizB2OVkJIUuImKWsWbQHG7gpsFLt4p9cQ8IPu0HgU+m2GFgyyfGBuvR7GgYoEydl4q3vtiWdKYc1ysXd3n/dY+e3Y1K2qDiwFQFoDbtq2WBubbqkhte+od+4LLNMNrSH5rJiXeTNnOVIG0/aMVibrKzuw5e0dPTwAygt7gYPi8/vXB172nJ4Ad9ePj44FmjIwAmzaBubcDXhKUOHhrWAGQzZzUoUXBjt6TusqaqkE9lSDLajmPqXnqTSsKboxMo8ektsfzzCFJ+8WyWaEP2recbIP5XU6ZKHp6gM5L3xEufKkUmNx11wGXX47mCnP3sppYNbV9PmhbG0ESsG4HPQ+wCHhat2V1dHhhhh/aBcmoNLm05sGMqfIoZWebt13PUQdzaye31yz2zd/2XGNtx8Q7H7Jkb/WHeser2EmBXs9Yn3VSklX3tBx7+a0BPPsi2tmcsjvaVdSJgNt1EBkFgnpy+fIwgpZKgeEVi8FA1NERAI6qz0IhAB+zRXd1VSdVQZWpsXE6sKtqUiUGenqc1luW49Tup2UVwDwjtl4t7vc8OG0ar1lIRzrqsdZrNKaMskxPQdoDO/ajBTNm5DFrVtjS3Ax89KMAHn00UV2Oj2Ns1y7ghhuAP/9ztCxfjs5CAZ35fApEgLQqUQFqAMC/Iywn9DzS7M6yDtanZzqGAJS6vh3tcRy4FTR0n6oRdXC2QfLeR6XRwV+Ps+fnhURYZkRA0JR9sfpzSK6JBXHAPwe7CG7ZHGfPPwa2sf7bfqrd1HMgmpaXhkz5++G9HKoeUaO7gh6QnoVXY+kqQs+7lqamwOiWLw876HUyMoIUfQvxBgEElywJS2uvWIG9TwKHDmmPCVoxJ5WYJxWZYRWKK0LWqHV4v4Fa0MoSC3bq/KIeo0BazZi1srondgj2nGf4m+fKvjBpdCe6u8MtaG8HLr0U6DztlUBfH8YqquhyJX5yqFRC52c/W2X3+myQZyoTY+ujSLKnAMkSU3YpKQITf3vqSl03jva6VvirFBSRHmzZHy8YO8Y4PKDJUuMBtc4q3jGNxMVl2fosEGbVY7ezf6o29o6rx8CyGEFMFaqgnL0K6FGUaZVmQzL1zxC1DzgHCzsw5JBkyiC4qQ1PXdBpaWoFEnVmTw/Q3x8+fX3BjrdsWXBl//73AzAuWhTi8UZGMHTOO/D4neHQiQkbJ0cgIdNSZxJ6IEL+W0cTDhnWbmeHFasuJUO0yi+PZbEcr6T1GrUAqEBsnU94XFm2IVLemwRY8CbYzQEwB8cdFwDvyiuBV553EvCb36Bc8aYlYHASAyRZcgh2eiU64au62+VYzdyjkyyrplQ2QqFa1L6cFiBzSNTujPGz7TSb31Y1qKxTf7Pf3GaZS0y1Z58+y4R5jGWiMfHYn1dG70+zs82rs94+e989ANZro+fE31mpGI6qTIclNCRTHvDsy2xnoap60Fkz46pYVlNFsY4WILEBcZ2ft789ANtjjwFLl4ZtTU3AmjXAAw8EUBwYAC69FHfcEUK60vY75rlU2xuBkN8UBTMLFOOIg50dNpqcst5VtMBiVYzWLmi3ZQWm2/2xly+m3lSbInNmzgFj8ObNC8T6lev/r+CFWSqlsnU0IwCZqijtc8L/TDWmqm8giQRkfdYT2AM22xaQBkJtH6jtk6orqXLncZy0qa5AHbK4Tb8pVgWoWYUsYNj3ynvPtA7LJGOStS+rfd4PMmVbT5YaNwtQrXpUxw7vnJrhL1w1LS+eTHnA83TpsZdWs1VoomDG9RyQ8ilvuT17wsZKvBWWLwfOOw849dQAeo8+GkbbsbFQ5pxz8K0nX4tNmwL2HTwIJKyNH4KdrnY+ar4tQFm7X5Y0mW9VfdZT9KjYZNdA8ppnhQvo/kaHpCywoz1Pc2kehwB2TejuBv56/RCw4EcYq8TDcVpBxq6tWJWdOmiw3Kj5RqQuBb2cKVs02xplJWo70voUxK2q1AKS1m0BzuP3ytp4nLVN1lNjem17IKPn1whAenlHNRvLZIBVr4cV75qwfY+RT+ZNOiKZVmk2JFP+DL2XOPZA62Cmas9m2W+lWYKMMT4eQG337mAsevZZYNcu4Oyzg4rz4otxYOWZuO02YMuWUCyJuxtFkrnEAhpBTj03s8QDO08ho16SeoyqOlUsSPJ3jLlp6ICyTMtG682xPaADEn6jwEdm1w2gG/n8HCxZEux2WLQIYxVbHZ8LBn1blZ9lKGoH8tRsnurLU7UpS7Ku/bZuy5CssH16JHJyppGVNlQi6+paNaUtw2tkVZnWy9myOB7vObPYMiqWQdlzKDvbLNOLTSaywMyqhXOoPSc7edDgf6C23y+4TANeQzL1z7Ai9sGnrU7tcvrQNss3bXW6rTqja2sLgNfVlV42u6sr6CsruayeXv4m3Hcf8PgmYOfOgH9MJxacVpTZeWpKVW9SssIVdBtZVSyezbIua1+LAR1QO/cuO2W1Li2r5XV7DERt/z2wOw4B7OZjxoz5WLIkmFAv/No7cKCS45KDmOaq5OCmNlsdOPW/13sPlJRdcfCzIGhVp0B60PYA2IqyoQMIqnhV0XsAZI/V/Tbmzap07fF2n4JAs9lmWbSKvb7esfXOwTsnBS7NhatlLSu2/bLXUCfHlulp2WmG99KSKX+GVK7Zh09VIDqjyyGdmkidWHg8F/RsARKvzDlzkoXVFiwIGfSvvho/fHguHt0YyB6zqezdm/weHAQmJvYjHftWRlp9qYmZGxVlbzoEeHa1RsFO92lIgMfkAB/0rHiMU3/bbfyvQevK7BYAOB4zZhyPk08OWuW/v/iHKJ+3sQpmqn7yAM8O1pwg2UFaVxi3nr0xFSLLWhWidaHnE+AN8nbwpxK3KMfZtRvJLMdMPRYcrAqR18RjoTzOJncG0tfOY2f63zs/77eKZXW2bx5Yx0Db9tFjdl7/PU9YdVQCpm14LzWZ8oCnLyRFjfkcoHRGraoUDhhFKXMAYekWLgeE4eGgn2xuBi6+GFi5Et/Z9jvYcl0ANEqxWHXQrILd8LDa7si0RuU3kGY8kxFPTWmByzIyD8S4XRmYF1PXSD/qla+nSuV5tCAJSs8h8Jr5ABahUJiPU04BzjoL+N9dfw1c8KnUQKiD/hgS939Oang3yORbCwUUisXUquf63FgGmKXy5PRjTI7VvjAWTx0uyvLfPsusn+fAstxmPUlVsgDHOwcKAd0yGevFmaXezGKd2rcYsMWO81iVN5Hw4vliTNVODKgR8hirncwczlt7WDLN8BqSqX+GFfEGH9pv+LDqIMQBRN3Pm+G8UMuXJ0sc9PcDb3sbvvXtHB58MIAb1ZZAkjNz715g3z6C4X6EIU4XZbXOKBzkgXQ4ACX2WnnsSAEti43Z/xYwPUZXT+oBo8fq9D+nL8zcwu9ZCJkoF+H44+fjNa8JacMuvOFNKP7oRwBqBzgOWi0dHUBTE1r278dYqVTl2QwNKABJrF7l8zz8wVCnAN5gzoFQHWBs/ByQXuBUz1rFG/AViLk0kQKkgoitSyd5Wh+/s1RzquazQOgBSxbL8xialrPHa/9jKmfvWumSTR6DY53K9AH/OeLkwrJEy4xfUJkOS2hIfmsAD6h9eWxMU86U0W8g/eKMAGgvlYAnnwzB5GvXAqedhp9ty2HPnseHYVEAACAASURBVOqqMtVvJldh5rHBQaBU2o8AeKqMiq07Z5kXP7FAbqumLMh2ZXUxu5r+tyBHpuW9zpaNNgqIjdgJqbzT9QJnIXhkLsSppx6Pyy4DPrz258FLdv/+GjtdVaW5bFl4wXt7ASR5LNlKDon3JcNUxhBWzdDlfnTQ9NSF7LllPxSCnmYSZWydllVX+xgAtiKJH2RZzejisVBV6du+2nJaJsawVCWcBWxahzcIZbE7e3wMVGJMm2+a52CibVpwa0Ztn5tNHba9aXlpyZQHPPuC6UCiDgX60tA2QxVSTsroLLx5cDDASKEAbN0KLF2Kvr7wd2wsaDoJblzzrlgMLK9UKiIBOxt3Z19hHfiZwNmqHPnfUx/GltWxIKbHxP57Q1YWqMX65JWzv3Pynx8FPebmPB7Ll5+ETZuAhZv+Hrjos+EmnH46MDiIXCWBd+4//gPNTU3BsLd9Ow4Ui9V7qymrFRjssjBlaZ1hKnRqsgMcj9WwAPUQ5bPYjrAUEOvnqoc6GdOrYYPHuc/LyKLgrIO9nfx5jErb1PO3wGXDLmKMSeuIhQvEmGCM1WnftD+x/bxOnNBY1amWsx/rRGMnLto3gqOdmLxgMq3SbEim/Bl66hu+/LFVkz1bhKo7a1QV+/cHlrdjB3BaALiRkaC2HB4Ovwl0Y2PAxATBzi6gqmwry35n2ZdlVLqfqj9PhWlBT8Uq6PQ4bctus2KB2atHt3ltsY/qqEKFXRcWL16KBx8EOm//Uliz7uyzgde9Dvjc58K96esLbG7lyvDd1wfk82ip2OVslgxVU/E/hQ5N6pwCBGAh6Omz44FAzHNR22pFGnhVDcpj7TG6vyj7rGeius9rXxWYY2pP9sUyn1i8XKyfNuTHlrVte/tjrJX1w/lv1cT6rqsa0mOj9r55223/jlmmlWnAa0im/BnyJbaqCJ2tKtDZh7aMdO5EnblV62hqqmZaUbUlbXV0UglARyZ3EOkA8xgLsqDSqIqQZ2KdSzwVpooClDKseu0AjVssPDZn/9tv65XJu9CJd74T6Hz4X4Hbbgup2y6/PNyA//iPaiacMQC5hx4KvS0UgI4ONA8PVwfrmO3JDv7MvkMQoSqUqknP0YR12+TT/O2xOe7XyZk+o9ZGZG1YNrzC7ue3ZV52u4ptz9bliWVOXrtZx8fqt0+aB3peX7wwjRiTts+CjiEsr2+XBe9jCnjT0pBMecA7iNrM9LHBRSFC3cxVDaM2m+pLkM8DK1fiF1f/PUa2hTi7wcEAdnv3AsWiLs+jYKcB5mR5VrLUlvXK29+WNcaGGbIpW4eKbbsc2d5I/+ydsDbDHBJWx2GGKs05YWK6Y0eg03/4h+GQsbHgULRzZ1iEFcBoJcNKuVhEc+U3mZwyDjsZ0okQv2kbpAoRSGsBNPuKHqvZVQiK4sibei71ilBUw2DL6jEafK7qTe6LMRQLyh6A2LsV63cMTPmdBXIx4PIYsQVTjzFbsANqVb0q9j2P/dZ27WDa6PTvqMg0w2tIpvwZeoOHHdBgyvAYywztQ18AQmD58uX42bX/jK33hOiEvr7goZmA3UGk16Tz0oZ50kg4gscMG3Eu4bGeIibLG3OyjFNVp7qNbdl+Wxan+/IIHIuRkW3o6OjE9u3AgWvfj9YdO4BrrgH+5E+ACy4IWW6Gh4HxcZQrnrRWpWgTPBOMNJm0qsN4/5WBcdAcQ3rVQdr2PAcTLd8s5a2qz0tZxfPwRNkn61GvTwtkWSwRZp8nVnXovW+WVdVjg7aeRlieZadWHaxaHOugYlWUHvCrylvvUc7sizHPF1ymvTQbktizN6VEByh94dUFnZK1cCY/1UGMacXuuAO9vcHh77HHwjgbvDPHkQY7DSono2skUNuzm3lnqWCRR+1QQZbkgYt1DFHQYd1AGgTrCc/Pgp0d9mJgp//poFKQ33OqGdyuvBLA1VcHR5XvfhdV7yEA5YpKk1IG0JLPp1VQlf+qsvZi3oD0GnTV4+VYqjmpDlcAUrY1hPQq5zoAs58aIqFxgFZYN+vRIHNvQVgPGPTdsHbsmLoP8FWnjQz8HoDFVKueNqaRwUvTuNk2bZ8U7CwDttdK67B2QOvEMy0vHZnyDI+zdjtjG5NPzInAm2WS2TUXCiHwvKcHP+6djx07whg7OBj8JELolrXRxex1KqpuLMt/7gN8kNRjFCwOJ0OLVSU2GgAfC0eo57jisVLdpiul89MJoBPFYohv3LED+Oet83HhNdcA114LbNpUbUUHHnpkoqsLucHB6hJBjKW0KwtQOIiRvelAqDN+qjOtSo9pvwZRm+NSE0jrM2eZg3oP82MzBum32ppizM0+416mFVvOE5bT66d16LnY+2HbsYOS1hNTZ9rz1Pr0mNiAp/dTwU09ta1qW8/LMkdOMDyP2hdEplWaDcmUP0MCnp096kwM8psDCTNvUFrkuzmfDynETjoJuOYaPPNMEm9HB5VSSVWYHAL19+G48ttVB2IgYgEkFrJgj8ub/5BjLABrffZ8vHY8pmcBz6ow2adOJIDXWf2eMaOt+o4Wi8AddwBLP/pqvGr16vBnfDyw8Er4QQ4IrG/ZMqC3F6MSaK6DlWeLYc/I/LhdvTWtm7uWP4AQsE7GZ23DOqgruHBSZoGEzym3ERB1lUSPdfHjaTDsdq3bAollYmNmP5AGEO233cbjPNuYJ5ZZx8IQYl6VHmgpA7bM1rLCGEsk0Gns5zEbYKcBryGZ8mdoWRuQflH5sHszciAMszkkmRSqdrvxcWBkBOW1b8KzNyYpw+ihmXZMUfXlkWr1PQYI1IKJd4wVfXU5NMdAUdsEfLCrB3QxJxsPCKnGbEMCdnMQAC+EWsycGfArX8HpnTuBW24B/venrgQefjg4rVRiRHIDA4GCn3BCWA+vrQ0tg4PV+2ztdB7wALWDpX4r4HGdPAaRkxkS8CgEDruUjV5pBbEW+Gp37lPVqFVRArXPuWV/WQOCvSYUC1z2fdPjtbweZ3NQ6m8LcBTvnPg/Flpk+6L3G1LWTgJ0cuKdgx07mOBgmuG9tGTKn6FVyXBGyAdZnQO0DP8zJCGHkKkRPT1Vt3Z0dWHnzuAQqGAXwg90xXKbLizLUUUlNnTY/RbgYnNQ60ASUzU2IvYcshheI2zWsj3GD/I3VZncnqsCXamUBPvv3g186bZWvH/1auD225PV5zs6QuFKZpVq0m/EZ+287zbmjoMa9ylYMnGzsgYFoSw2Z9keVZKazDzmxML+cgUQz5nEY3B6vnbwtyzOAyDtt56jF4xuWZb+987FXh8PgDzbnDfJ5fnZfitLt+dq1a2ahMKqaFlO+2NVsNPy4stvBeDpy2UfSM7E1FnBPvD8XQaQKxaD7a6tDVi9Gtu2JUB38CAqeTOZAFoHek+VeSSpZS3To9jhQ0HRqiKtWlG/vf5RLWtDKbIYXqwuuz3G8uhE0yLlxwHkUSqhurySLktYLAK47LLgQfTwwwm4lUoB+Jgbs5RESakaSu26+rzYVQE4g7excZ7nY4gYTM7CMj0ty/b43YpascCl2gobSO85VcRsalasHdAO4B7D4bWy+z2w0Ho8yQINW48FZMvctD96jNrpbF0xoLaA3uxsz5qcHHWZZngNyZQ/Q03qSvFmlhrhxX3uy1wohIFz2TI8+IefwMC/BdJAZ5Ww+oF6ZDbK5qxk2dwseMWGC4ruj4UIqA2tbMrT4YbnVjb7AL+v9UBO+xarh+c4iiT4PPTn0KEmjIyEUs3NAfBGRoAnngB+vrMTr/7c50KYwu7diessABx3HPCb32CsYtuj1231ZVi8OExogACOe/ZgbHg4xfbY81HEXyIFQz5XZIGa1cQDHLtNQVSvWowJWXaqdkagFghsvVqnbrN2QAtINt5V61BnmyzxQDVmkojts5MTey7aR7tcVIyB6vYWU4b3p9mUOWYMbzosoSGZ8oCnL4WqooDk5Glv0e0czHJIO68gnw+f667DL+8BHn00aMyo0kwv4gqkQaJR4LNgF2NnhytWhRhjhQS0ovz2QHwyrDVm06MyMFfZrlMV9iF9zhMTTRgZyVcXqyDg7dkTiN2rN30FWLIEOO20UGDTpiRcoVhESyULS5VpLV8ewhp6e4GHHsIgwhoMKBSCo1JbG1q6ukIDTU3A+Di6hodTTM3LY6msSgGIfBmoHVRj4GbvlDJJC5B6rHol24FZ2Snr8ur12JKyYgVYZczap9iAY0HJA70s8dTDqpmx22LlPBud7b+1DVqQ1PFmWqX50pIpD3gcbPSh5KxOZ3f6YNJD0z60ZSAMdN3d+PfiiRgYCGOfJob2bXVl1DKYRpkRe2xtXYj8b0T0mJxsU0cUG0I92XNgPVYIaNoPlhsFoirWcSRLKCUyMTGOYjGPkZGm6gR3eDg4sODWm/GfO3diPoD2xYtDMDoQULGrK6imly5Fy6OPhgV7zzoLuPNOYNeuahjBCIBysRieicFBdA0OotVcFT5fFGVSrIeiq/c1I1ndQG1uBI4Y66t5JmWbsklv6SFrX7N1e+14wMU6rGOGgqOnNrX991iiB/qUGIhoeQV5bV89rZUZN0vZnNmn50xhZh5IOdZj79kx40zTKs2GZMqfIR9Gu+ijPqT68sZUGs0IwcoAgEIBu3cnjhJ0WimV1DkliwnZ73qqTwU9rcsypazXy4Ijz9Qeo2Cnjjf1zsHWERO2G/PY1HYK5n8TEigZR4CNIAS8QiHY9Pr7Afz+72Nw504MAZi/axc6b745WQOPqun+/vC7UAgMcPv2qttnK4ABJEyNQeJca07tfKpBsKsRaLwnr2wOwFwk4KbAyWfVexbtleS3DvbqKKNA6NkWeYyyPOugkzP1qLpOj7NMkXXDuVaWNVoA9M41xuK8erQu9k3t9PbcVFUda08BTevwPGa5bTp59EtLpvwZ8oGk2lKzXlBUVaFGdX5aK8dXM+2//e1VFebISGAUBw8C4fFW8PJAoR7YZYEeywPZAemxAHVr99PgdAKbjRvU9fYOh9HFytkhPPG+jGdz0faZsi30a2ICGBkpoL09MO1DhwCsWIEDGzdiDAEaeVYtw8MoDA+jFUDz4GAYDHfuDKyvowNjw8MAkuV2FJS4xhydnQiAaq/TO1VG4jlZljrKSJxYdEKmIGXVkqzTimUmqmJV8GL9HnvUuvTueHYo9k0dZKxJAGYbkPZo9c7JgpXtl+2jPTZ2jDqleJOUHHyzhqfe1LYVSLVc7Bym5cWXKX9PGA3Hh5IvsE0ppoMCkJ65VXMhdnQAPT0YuvZ6DA6G7B5MEh0cAa29TtmRBb2yKeepQj3RW+bF28W8HW15W9YDO/Zj1Pyv18fJivXKtMzTtsk+lVLfpdJ4aoV5XHZZdXUDzZRyACGtFwPBDyAklsaePQCA5kqaMR0IdTBU4BqRXloVnjppWC/AMhJ1Zk72W1DwWAdkvzdxA9LZXzhhU3bmMUcFO9WA6LVQYGBdujohf6taVeMPLcO0TFO/rShL09/2mrDP2h+9Nsp4W+Rjz9lOYuyUE84+SL38PiZChneknykuU/4M7ayaA4B6q3F27ak8gfDQtwJB7TVvXnU1BK5zR7Wmz4I8dhdjdbrfk6whoR74eDZAHqdZYRTsstSyVhpld4DP4thOAWEV85xs57cXR0h+1ASgiOHhtqqK+TsPn4i1SOxttJs9j3BP5yJ9JXOlEnKVVGNqwSwjrcKi9CGtQVCwgBxXrtRjM6awbgVVoPal1EHdMjA+35zUaZvsi6pZm83xKh5bo4ya7fptGZdn27THearHmDpTJbZf+25VmNpPFTs50QmGZXHeuGB/e9+TeSuOSKa9NBuSKc/w9IXUmb5NDqyzPM5WdcZXjXIG8OpFz1ftd5SJCQ/AYuwuxupirG/c7PfEY3sxsarMmHONBbejwegs2FnW2RbZ510rC8rjKBbHqxORJ58E5v7Zn2EFgIUIANdV+TAryQjS6bvI+AiSljEwfTVVmQOVz9MIQDqEtCNK2dStXpJAwhKHkCwiS0Zm2UxsINdUZTDltX2WszYn7avHvDhJ9NhQzqlf+2Bj0Wzdqr61jNaW945lW1o2BnYxwPKuMceBWNJt715A6s16U6flxZMpz/CsHyC95lQVow+4qqA0oHisVEJzqRRG0rvuQqHw3wCgGvxc/xGvB4Leb6+OJqcd75h64ERmp+pBVRfGWKiVRl9rBToLaDlTJgdfpamigJ2DXt+RkSYUi0HVjK98Be2PPor2efOAJ59E6/g4uvv7MYIEmIBa+xl7Y21p7CkdWCxwqHcmAaCqNpW2PKbmJZ2G+a2TNjI7XV9Pz0ftjjrha0btOfI8vXyg+p4oS9W+8XhPBahlLBuE2WbPuxGxwKOxkfb+NJvjyk4577cFPTjfVo4p4E07rTQkU57hUXTmpwOV2h6AtA0ESL9E1QzRCCCneRwbE8vqgDQQxoArxhCtbW20zsezf3H5Ij2+bMp7/WpkDsurTIcUfpgujPsIgiUA+xuoV68D+5IIQ0QGBoD/7GsN4Qef+1xIGt3UBHR0oL1QQE+hUGV+OrsfQwIkNu8lkAAZnx/u43EEoiGE1RFi4MgrFLMRarusWx1kFPzsUGUD260NS6XZfKzYVGV8h5S12j5ZUFOQVzul9xTVG5Q8damy8Fakr6nH+DQRgGW8Kc0O4vdO+68fG6ZyTORFtOHddNNNOOmkk1AoFLBq1Srcd999R/nkjp5MecCj0ousLYdaI76n+7frHKQu1PAwCgVg9uzg2FcoADNm6PpzMQ9Dy+6ywC4L6I7kU0Lt+nwWPKyDipVGXmeyNAU5sresx87G2jXCVGvrKxbD/KSvD0G3OTgIdHcnaJgETlYHQMv0dTLEQVQH9xEkAz6QHoC5nT3LUovFVIqeA4tNsqwDs72y9qrEpig51DqeqPMJ3werDmX9ek30OvC3PQ9+YmzW9t1Tgdpj7HX1+mXBzZ6jVVWqSlYBXc8rpnK1E5IXXF4kwPvWt76F9evX4+Mf/zgeffRRvP71r8f555+Pp5566gU4ySOXKQ94M5C2yXlgByQz6DEpp7e/GUhit/7lX6o5HAsFoL2dzwoHdiCummsU7LIkBoasL/ZRoMsCNIoH3I2CnQU6L6OLZ6tTxaAnsT4nbTQ3J45E3d0INHzr1nCjgMDyKtSc95yDOcGts/LR1Q4IcLTbqXOGSlnq4PNm1Wksx496MNqrZAdbCzrWjmSZnQVayyp1m6r6rS2RIK5AYB1uxuRbr4sFPssmrVrTXiMvpEHbzHoq1b6ozmpeTKD9eP2xQGf3T/lBVeT666/H+973Plx22WU45ZRTcMMNN2Dx4sW4+eabX+yuuTLllbaMjLMMzj6UOlulx1t0eY8dO/Cud6GaOLqrK4yle/eS0dQbsD2wa8QhJAsYyw2W8xw/smxkNgNLlliAB2rtdF47+g2EOzDLqcuWs9ubMGNGknGluRl4ZfvT4Qb19qKaLWDx4mrG7wIAlEooF4vVAHPNdUlHFKopOaDRTqThBpwsPV/ZTq/QdtQu3aNCtmFVqhxcbZoubreMTu1kuk3b4bdlaTD/PfXemLNd1X027EDFgjnfyRjQAen6Y+DiXRcFcrajE5OyU8Y7Z/vbY6F6/ZpRe72PGfgdRRve0NBQavPMmTMxc+bMmuKjo6N45JFH8NGPfjS1/dxzz8X9999/ZH15gWTKT0bySKt8PBUGH1RvwFB1RlW6upC75n/ijDMSdhfUmpr/UV3nLbiUzf/JMDrPa9M6nMRsfPbYWL2HIwQ7L6bOY3YxT00gsS1mTRxsXaF9rpHX3h7SaOK66wKje+KJJItKJbAchUKV7bGXartTZjdoPmSGdEgZQdrGRg/QESTg2I5Ec6CAo88kz14dXID04KxtKiBov8vmOAVlO3B7bIv9UK2HjSlTpmeBx7btAayyPQ+MFTx1wuoBj8bbcZtlsRpXp/tsu9bEEdvu9dey7mPFKMrIHZUPACxevBizZ8+ufjZs2OC2OTAwgPHxcSxYsCC1fcGCBejr63vBz/lwZMozPJ2B68sSe2jti8mXucD1Z/r6gu2nvx8XXXopfvCDV1YBr7kZKJU4AJfB2LC4s8pkWJ3H5rx99exfemw9AGxEeKU4HCqQWfBXieXMJHDS1qj76zG+HDo6ghqzuxu4+GIAN4wAp54KfPe7ODA4iNbx8USlWbHhqS2PExxOJQoIqkl1ZFFwAeI2NHX/UVWhZUs8lmUtE4H8V1ZjAciCAcMqYM6J4Q/aps0vCTmO3x67szZGFVtXbHbNctoHaw9TUPaud65yTpb1aV8120qM3cZYrqdutiAHs+9YAt7RlF27dqGzs7P632N3KjNmzEj9n5iYqNn2UpGX4/2YlHiDgrI1cjItZ4NYWwAcKJWAvr4QgL5/fxgw3/1uXPCRB3DLLagyiwTwmJLLpvny1IiTYVUxsGukjnpg5/WnETtfVqjBZMGOdr+c9C+WPSYNhvl8E7q6ggZz6VLgtTf8t5Af83d/F3jzm9G6bVtgdxWPlrFSKRU+oExB7TtkVZ6dzVO16UCpg7h1YrFiWYjHzmxoA8WyKs+BhANwTJuh2zVbitoYFXhUXajXjG156lTdF5tk6n6doNrg/1idnopUQU6vnWVlyiKzmKlloDEAPVaSJL84sjoAoLOzMwV4Menu7kZTU1MNm3vuuedqWN9LRaY84MV06nxIdXBpNseMyTY6L5QB5JYvBxYtAv7gD6qrzeTzVIFn2fE8VteIOtOeyeEAZgzsJtMXK2Rj3nZE9sVscLG6VDzw43EtVVtqdzfwmU+Vgd97KLC5rVtR3roVuZUrgV27MFIsYqhyJFcy4DMwhIT9cDDnIEhWp6ozHTxZXp8xfYb0dxabskyGdVlWaZ9lVS3a51mBDlJGwVQBWtuNxdZxv9ZlB3/73wMkjwl5XrONgIgHPgrU3oDnTR5iYAfnfxn+eR5L0DuagNeotLS0YNWqVdi8eTPe/va3V7dv3rwZb33rW4+sMy+QTHnAoydZ7GG09ger0qo+zB0daD7hhOpaamhvx4H3fBA7rw3HUaWZiDIQMqgsVaQneox3XCOAlQWUjYg6rVjlzmRTEVmwsts80Wtm59CUPPL5Ao47LtjtrrsOgdX95jcYK5XCvS4UgN/8JsTibd9ejY0jowOSe0+nJWX/6unrgYrtlQcmPBvLDvjxVKQsY936rVekHuclSNfj1SuVx3nvR9Z5eWzR9ln/23pjQAnZb6+D/W37p8xWJyEx8PHCLGLXQPutY0aMqfKZemkq9o6eXHXVVVi3bh1OO+00rFmzBl/60pfw1FNP4fLLL3+xu+bKlAc8nbmqqjLr4ebA1gkgV1n4E/k8DvT2opU6s23b0Fooo1gMRyazI8/9HqhlVVnAU8+Ls1FmFgM7aw9sNDyBoBNTSTYqtryt07PXxdhigKPu7oBlN94ILFx1PEb6+lKqp5ZisWq/a1+8GO27dlUzlDAUwdqN+Nx0I7mjdELxBlELhqopAHxWqGCng7zeOcvurFjAsQOyDQhXACXIW3BRELKOXR6Q67ExFa91OrFs2Aqvv50ccJ/to2Va2ncLtnqcnrN+azsWjCnWkUXb8laaeKHkxWB4AHDRRRdhz549+MQnPoFnnnkGK1aswPe+9z284hWvOLLOvEAy5QFPA8hzsk0fVF11jS8DX6ADpRLa9+/HSIUpIJ8PqyYsXQps3Yru7jPDYqNRUTuZbtNv+1o0AnL1tnvt2boJdo2qRz2GZvfnIvtjuTMV7NR+Z+uL1dmCfL4NK1aEtVtzPfNR7u+vSaAMAOVSCbk9e4BCoaq25OTGgoJV43UhnYigiPSgCvMbqA1pURuX2owtSNrB1Ut+YJM5wxyjYDtqtlswjTEgO1G0Wg8tBzRWL8tY9a/37YGvrcu2wYmLbc+7Tl7Aeex6xvqnoKrPgapkj4W8WIAHAFdccQWuuOKKI2v8GMmUB7wOJDFQQHog4IvEF9oGxdLtu1hxbsgBQZ3Z1hYKjoxg5syQmf/gQV3xHEjnesxy+fdY3GS8Nz2JgasHdocjk2V2jdjyYv+9OTIZYB5AJ1avBu66CxhtmoFCPo9BhFg4ZW85hHCClkpOVK5FxzCCzsoxXO5HB6sxhJACLjfLXKxe3kk91gMJApiCIwfbmvAX+IOm9ssDPQXJmLA9y5SUAVoXfAt2+s5YQM5ifh6T0v16nAU4Cz4WrCww2n6MoRYovRACrw2vPssigTSYT/kB9mUmU/5+HERalRKzDejLyFkxBzad9QMAxsdDEPM992AfzsXISEhUPDzM2DcOOZrGq3ow4irLcaQXXE273GeLN7xZAFV7XEzqlakHdnbos8fac7IqTGV8sewsnEO34fd/P49PfQpoecubgl2uVMLcfB7FUqkaB3cACViRGR1ALaPqQhLfNlb55rPyHGrXlNMztuo6HYCVIemZe8zB2qCs5yPM7xoWa+q36jsFQ6sqVNBjPzRpNMx+e2csmHhPgn0HgfSSSVZlmmWDyxK9J/zPb4+dAek2PKZp2bkFSq2Hk5dGIkmPhoyPHznDGz/c+e/LSKY84BURhkhmu7AvgfewAr7dpQwEr7+uruAK+Ja3YMeNIWnH3r1AEgDOZWdVCWZZnt02jnQAOaURNuXta4QtajYVLWv/Z7XTqHhgZ+tV8ONQG2szjzlz5uDqq4Ez+74DDAyg9fTTQ9jB4CBa+/owiGSAI+NTdSQHrk4kbu+LEDw1B5DcQdbhhQvEWIOepTfB8iSHxBtY2aF1elGJqey0L1a9qbY8sjRlJ1qvHdSLSAOkbTvrHDXoW/tvWW+z2WeZmD1ve571+hGLx8u6hoiUZd+V7erkYjIgfSTyYqo0X04y5QGPa5jZ2aMOAvpw2pkzy5RRGSB7eoAVK4C1a/H3O96AHTsYi15CAnT6sZlOrN1MwW4UtWA3jjTr8sAw9t8Duyx7nWV3MbCJbWdfy3XKaT0em6sHUdWx7gAAIABJREFU7i0A5uCcc4BLznoKuPYu4LLLwn356EeB3l6MIXEaKCOoM5XZ8H4WEMCQa+UxxVcZaacDHQt0kPOcIljGgoLO+BVgbCiAtqcxgqzXY5LapgWBHGqBwyvLOvR8NCjd2jn1XD0m52lQVH2r23jO6rxjz5P31KtXy3h2OdaVxfpi58G6LUvX39aRybunL6RMA15jMuUBzz6kY0icVPSlsC+/VUPlALQXCiFrx3HH4RdLL8TtNwbNZlBljiAsbVNEAL6RyreqLT1Wx20W7FSytmexu9j2ckaZRtSeKlz6RzPKWNDLAlEL6EB6mOUxyvZa0NHRiXPOAXDRRcDOncA3v4mRYrGa7qsoteUQWByX6lGVE1t7rrKPoNdVbSm9vA/r097FVOUKejZYmYM7+6ZJ6bhfzyOLydnfZfOtz7dd5xFS1nPRj7E49ezU7ZaBWqDORcpmeXDa62JVira9rFADr2+xbVbLU5QysbrtRONYgt601JcpD3ijSFZeU3uKVW8C6ZkmpAwQVE04++wQcHf22bjuOmDHjrDmWgA6Bbv9SKsnYx9yBfWja4TlWPFA40gkqy7LyNQ6piw0BsQxz0sFtaxzzwHIo6cHOO00oPiBrXgKQQ05ioTNK5thLwsAdiJc5QISDk51FOsoIDC+TiQqPG3dglgM+Kw9i+1aYLLZgGg/tHYyC2TWWUOPLzvly6Zci9mm5+OBip0AWnBjGdblbbfnYv97oMdr6i2N5LFTFbvfApQdAzwGp/fBTgK887BM8ljINMNrTKY84NkXn/YbDtPqPqwvjD6wLQByy5YFu90ZZ+CT95yJxx4LYDcxUUQCcHYxVY/dac+49ls9BVGWNKLitO16ZW19WSEIOYTVDAqVfUNSzoKagp9VW8acVWyb4wjTFm5vQaEQbsfTldYJbmTwvNdFJB6WnQDmS3kFM97/ISSJoOciUXESDJuRtuvps+PZ+Fhe7VfeJAumDptGi789IGP/7Tb+t/us6k1tkDFXfV1BImttPMixVv0KUyb2pHusmN+WCU+WSSlDtCpnrU/7luXUov3Q7zHz/ULLtNNKYzKpScjNN9+MV7/61dVca2vWrMH3v//96v6JiQlce+21WLhwIWbNmoW1a9fi8ccfT9Vx6NAhfOhDH0J3dzfa2tpw4YUXYvfu3akye/fuxbp166rZutetW4fBwcHDOsFDqLU5qCt1vZnmKICWQqHqqPK9kz6Iu+4KYBdUmfuRXjmc3pkxVsf9Htix5cmKZUUWTKyziB2e9JM3x+ed/S3yTZsaAZCfLC9OwA/VsL/thCGRkRHg4YeTLChcv621sp+hBmR8QMIAdYVzllUWQRDg5Ki5Uq+uAQckAKGZWLwBWYXev95gT5Dg/jH5WIBVsYDG89A+e+EFFC2j14D/Fegs8NnVJdhPXifvSdPztefA7dY2StardljtR4xpeV6uHkOzwGzfCluvgqFd7cJra1peGjKp0XXRokX41Kc+hYcffhgPP/ww3vSmN+Gtb31rFdQ+85nP4Prrr8eNN96Ihx56CD09PXjzm9+MYS7HAmD9+vXYuHEjbr/9dmzZsgUjIyO44IILMC7Ti0suuQTbtm3Dpk2bsGnTJmzbtg3r1q07rBMkp7APth1wyuYD3V9Jwf+fV16PW24JdrtElUlHFQUzy+4UAO1q40dLPGam/5vMx77KFuT4sccBtQCrQGfXsZuMatbWax17kknDwABwzz3AokIhBXjtCPY32uJ6AJwoZzqKwNZU7ceBnDYa1sXyzVJfDskKCrS9AbUgYAGCwuNj+SHLcqwFKGVdFsS0HIWgo0Ctq3zru9Biyltmp+9GTspYILXlgXR/VWx/LTP2QJgTEXWg4TbWoUDngZ5uY9/tOVpAtZMPfquTjV63Yw14VGke6Weqy4yJiYmJI6lg7ty5+OxnP4v3vve9WLhwIdavX4+/+qu/AhDY3IIFC/DpT38aH/jAB7Bv3z7MmzcPt956Ky666CIAwNNPP43Fixfje9/7Hs477zw88cQTeNWrXoWtW7fijDPOAABs3boVa9asQW9vL04++WS3H4cOHcKhQ4eq/4eGhrB48WJ8B2EItuoIXY3aqixySIKVcwBaTz0VuOceXHLlXDz6aPCRKBaLCEOngp56aaojCv8T7NRm54k3D/HUk1msTsUyJ8/WRqbmHWvVjvqxoOQlwfLUl9qmZ7/Tb8sqOwG8Am95SwHf/5ufYuCMM2q8MoFkMG5FYhOjtybj7XTVcmU1BDICG1mGDni6SCv3Q/57rIXgYhkF62YgPAHPql31GVbQ04FaVY6sG/DBRUVXL9cBH0hPCHi8flOsWcDu098e4CkIxdSd3KfXUUFcnU2and928qD9tm3zOtmJhKfO9Y4fAnACgH379jW0AsFkZWhoCLNnz8ZPfrIP7e1HVv/IyBBe97rZL1hfXwpyOPozAMD4+Dhuv/127N+/H2vWrMGvfvUr9PX14dxzz62WmTlzJt74xjdWV7995JFHUCqVUmUWLlyIFStWVMs88MADmD17dhXsAGD16tWYPXt25iq6GzZsSC1auHjx4uoJeg8nZ4l2pgekZ5at8+YBN96Iq66bi95e4NlngWKRsXYEL8vqbGwdzDZg8nM/q/6z2/S3va0xdqYxb5z/tyHN2NoqHyoIZyEBKa+NeiBsWSX7nnU9rEdrEcAAHn8cuH7Lf0H3ypWp2gsItrq5HR1VsBtAYofLIWGBXJWckx9VBXLSY1WekP9klQx/aZfjIPv5zZg/HWiLpj5lYrZPlvl4L7DHNmKshddLmR9MGbU/at32vdI+xdicgpx+11PbUnSfTgz0fNg++6ketZ5617I220dvfLB9jP2e8k4SLzOZ9P3Yvn071qxZg2KxiPb2dmzcuBGvetWrqmDkrX7761//GgDQ19eHlpYWzJkzp6YM11Tq6+vD/Pnza9qdP39+5iq6H/vYx3DVVVdV/5PhAWk7AOQ3PfQoyhDKAFrzeeCcc/CN3W/Atm0h3i6YEotIZ1Gx9jkv5IDbKXbeeLgSUxlaZVfsuJjKUsvVq8tjd43E4Fk17LjZZ9Wb40iGtyHs2rUfd97Zhst/8ii622ZUe9eSzwOrVgE7d6Klpwdzh4cxt68PZQTwe67SU82hqsHoOrCTFVKNaUHPqh2BBLgUFMi82BYZk15ZrobOOsg6eZwyNWVDVn2WBRZat6dyJACrrUwBhP2wT4RlRPa6aJ/tdmWFtq96Xna/PU/NL2pBUdmf7ZtltVq/HR/gtGH7xbq0vhdapr00G5NJA97JJ5+Mbdu2YXBwEP/4j/+Id7/73bj33nur+w9n9Vtbxitfr56ZM2e6K/NalYOqO6wKDDCqnLY24JprcM8NwWY3MgJMTJSQqC/VUUXZHZBWX3oZVNg7tjpZ8exkNnZN91s1po1t88BO+6j/vf7G8vnH6lXx3MM8Fa6GX5QA7MVjj7Vh/XrgSx/7GPCVr4T1gQDgP/4DI/39GOvrqzKoHAJ4DSDcXzIzCgcyVY9a9RwZkXopqijoqYpSB1plTpQWc6yCSLPsUycNCwqeetCWUxBW5xYq4lXr4Z2X14ZuzwKC2DZVKds6LFDa46yX9ahsB9K2VJ3Q6HlxPxk1zH7A91z1gF5V3FlM9WjLNOA1JpO+Hy0tLVi6dClOO+00bNiwAa95zWvw+c9/Hj09PQCQufptT08PRkdHsTfk4YqWefbZZ2va7e/vP6xVdK17tFW96EugL28OCCsjLF+OgYHA7EZGgDTQKZBZpmfBLkuy5sV2KAOywS5mx1OAyyNxMLHqyRzqv67e3LpRn2Z7LlYla9XCtqxe4yL27i1i61bgpkWfDDGSTz4JbN+Oof7+ah7NPgSQe75yFL051bNT1XpM78X3n2X1DNQZRAdQ9WzUp0Bz7xAI+ZyxLlWrAbWqQgUo2tus2tJTtdmBGkiSavNcNQmeZ+uLqfDsu9Qoy9T/yrDgtK9OK1kesRaA9byB5Loz7CTmqOJN5+w2vR4ey7dlpuWlIUd8PyYmJnDo0CGcdNJJ6OnpwebNm6v7RkdHce+99+LMM88EAKxatQr5fD5V5plnnsFjjz1WLbNmzRrs27cPP/3pT6tlHnzwQezbt69a5nCE3EPtIjEvuepLUiyijFx1JYSE3VlVJgfpkvnmdqBxQIjdEg/01AZn2VrsQ8cPzw43GVG+wr5Zm6Jus9er5JQFfNBTG5/+DkH+u3cDd9wBHOh9CujqwoFiEX34/9l79yg5rvpc9FO/1NL0SK2XNdgSCJBO5BObmFhc2+CACTLYB+MAhwAx+MQrNoTlgOMDXBJCHg7Xy76HywKvxIvwyokCApx7COYkvtjBXjkGHGwig5XYPhFHzkFBYzx4JKs90yOVpnt67h+7v6qvfr13dfU8ZHuY31q9unrXrl27qqv2t7/fayez+hEkoQgVpL04eeeYXYUB5z4PTL1qn0rPehLqs6SMg4BJ4OJdJPM7jvTAmzUg+5iYD3R8gMl4xbY53oKc1UOEBvgs1aMP6Hz30LYVuu4sMLEqSp3Y2vhGq7rMAj57raH75LMFLrYwDm8+n5+FOLyBVJq/93u/h0svvRRbt27F5OQkbrvtNtx777246667sGLFClx//fW46aabsGPHDuzYsQM33XQTVq9ejSuuuAIAsHbtWlx99dX4wAc+gA0bNmD9+vX44Ac/iLPPPhu7d+8GAJx55pm45JJL8K53vQuf+cxnAADvfve7cdlllwU9NPuJneXambH1qosVg0NDGBsDEudPZW++2Dr1xMzD7HwyyCsS8moMCV93BnHzXKry7HT35+l7KIYuT30VVV/mVX0S+Jo4dqyO0dEi3vMe4AsjIxg7dChlI3t+9wj6namKkXeAycUpFmRsPJseT69OgtW0Ke8gba/rmG11muDzqfYoyLmymJOqReHZJuBVZV8FvS79ITaj4DgIkNm+aF2gV+WrbVv1Yx5Ru6neU/3ffNeg57L3IgRgllnzHPrsnApZVmnmk4EA76c//SmuvPJKPPHEE1i7di1e8pKX4K677sLFF18MAPjQhz6EEydO4Nprr8WxY8dw3nnn4Zvf/CaGh4fjNj75yU+iVCrhrW99K06cOIHXvOY12LNnD4rFZKD70pe+hOuuuy725rz88stx6623zukC7cOooMeH0hrj44FjeBi1GrBypdOWOVHGwWFVATAkxT772du57C/CAWzBlNltVWvOSP1+QOM7X8jBxGdzG6RdXxweRfuroD2BsbF1eOwx4H/++f2o/fyKWA1JT0yqEIH0gOjzvFSvTGsnss8Oj9OBT0FOWV7HHGtZhgUKCy6+O8EBVgdZVQ9qf3Vldz2PZU4WpPRcvlgzravbPoCwgGP7WDD1SqaOz7lF77/eA+7X9uG5Bq0bEv0/bD8KZlvv4amSZcDLJ/OOw3u2CuNT7oBbBJZ4ZV2n9Rvd7/VwD+yaHTsw/cj/wtvfDjzwAPDEE0fhrEEEOsbgEfw0RMG3Dp5+W7GvSJYjB3tKtaR6UoZCA3S/zzvSN3fNEqod9Vr7MThfuY3BC8XrUXXLYHjaIKmA3ICtW4vYtQv42n2n4cnxcdQBVHbuBB5/HM3Jydgzk/8Wz2AHWQ6g1imFd6iKJK6PUYF0hOmYj0Zcqqu/nf1b1aEFLi23A7UFPB9TKyAJwVCvT/bRBxoatuADFrYLac+Kst2QWHWxig/gLEj5gLKCXiDT81ggVZZnJzL2OdB4RctC9bgO3ERrKxY/Du9v/uZpDA3Nr/2pqQlcfvnSjsNb8mEi+sD6Zl2hmVgJAIaGcOQI4k+SDsx6XWY5XPiALg+4+YSMqYAkownBguIDPAWO0HfeGMEOeq/bXq8FuKzr84UfaFB7OVBfAdeFRDQaQzh0CPje3z6J8371+S4d3PbtwKFD8R2gXc8O7jqQ8nmpAkC5jE6rlapXqtdRazRiwLNAZ4FT76YNfQHSjEHLlHFakLSelhbIKLyuqrSlEprmWFBQFaEP2KwmxV6Htm3Pqe+nj23qZEDrhZgiJxbWlqfH+MTXnv6fLLPq8BBjB5Io3GV5dsiSBzxmWdGH1Pfgq8opHoDe8hbccotLJdZqMauKzzFFxVem0pF6g4ovZMCnugz9ztO2qjqzxGe/G/SaFOx4X6w9T8vZNwu0jrs1m0NoNIA9e4Dzzj/fBU4++CCANDApOADJAFUHgK1bnUtuFDk9drHo9g8PA+PjQBRhutGI05OpKDDZwRNIBmMLrAokCgoKwlbFp6nAeCy3rTD8YkLKLIux57QqSx/QhQDMslw74bSTAL1XvomIbZv9sfeR+7PCRXwqzKzxwI4ZloXbbQvO83ELG0SWVZr5ZMkDXgtJELA+oPqtDymDf0vVKibe9xE8cJkDPOAYEjZh1XchN3ogn+0uJHlfl1AYApBWFw7avu33oOCe1aYv2Dzr/BYA9fxuAjI7G6HZrOLQIQDvejvwW78FTE1hOopSLEgTDlD9FTusMEn5hg0O8MplIIoQHT4cg5naA30MwDex0mdNk0+rStFnF+JxGhrB89kQBiCtyusgnW2kZI61TNQyM985fKpM32+W+dR9FmDsexgCGa0LuQZrmrCgyOsPPan6Hyqz1usI9UUn07ZN299leeZlyQOefbn0JbSzz9Rs8Q1vwHve49a8a7WYm4ODq0+t51spQUUZSgd+Jw+tG5IC3Jy9DL9qshAo90mWKtFKqGwQMM9yaOk3WSh4tulNytUqypicrOLpp4EfbHszfvHo2wFRR3ICq6EBcbDx8DBQLLoFfrdvBx56KGF6UZRiWjDtWNCD1CWgTSOdt7UkdUqmPtum+FSj+lyXzDH6PG/slvXzxOQ+HfStalSPB9JABbPfsiGfZLEou0+/9Vp5f7mfSb8ty7OORip6bmWXmqvTB9yAv496X06Vg8Ty8kD5ZMkDHtALaED65dLZ3WoAhR078KmL/l88eAvwxBNc3NWGIvhseHmBIiT9GFcZyTI89hi7sgH3KQBm2ehCnpfafx3uVK2bt//zUfBwkqH2O36zLy1E0QyazSLuuAP4xZ07MfHww+4/HR5GbXIylZQZAKr1OjAyAuzYAdRqTgX6ne/0JJWuVKuY6K6oHgKLkBqOdjY7oDJUQRmYDphWxUm7FKQ9ID3AahnVuMflGHXWYT0dBCzwWtWjD3xseyFGpvV4XxVkdb/vGBV9j3kNvtRfVsVo+24ZJTzHZqlWfYAN9La52LKs0swnSx7wdNCyLwnBTpd9KZx9Nv557z9jzzWO3SWqTD66vqV+NPugz2FFt+0rkAcEOCSSk4SOU8AroBcA2Q8Lzh05nnVsuIFew6DMLktCLC90X2wIhAKfY9jNZhEHDgC44Qas/o//EaVqFRCwSjG7P/5j4KyzgPvuA26/HTh8GKhW0Ymi+B+dBrCmqxYF0qpBlZA2waq+dNBXLYNlcTwGso85Pa2a0Tq5sO8/Rjrpgj5J7LN+1LZpGZwO7taDlOpF33obQO91KWBreUgVGLrXFuQsU7T9DHnear/s+eyEwEqWSnNZnl2y5AGPoqojdRVPrXG2aRO+97l/xv/5Xgd2s7NHkWYxWdlVsiSP96NP+BpZsPOJghbBTrOpFGT/NPzhCeyrHXp9bK+DXoAaFATz2BB9ateQ84oDvWazirEx4O/rb8Yvl8vAzAyirmozZgKbNgEf/zjwyCPAjTc69WWx2M2u05vqiwptPjPHkT1Aq/jUYmwHpkzrWuZDJ5VI6vOZZoqwCaSD3/X8ar9TkNW62hcea6+jYPbZ82QN/haAfMf49ut9tuyq6jlOgU/PyTfJl/VVsy9Z4NQ+si3f4Gnvhe88iyHLDC+fLHnA40Pqc7EuIFkReyOAb3/1Sdz4B269u2PHmCDaqjKB3kE2SwYFAcvMVFVJ8QEF63GempVImncg1Ddel1Vh8hUOvcbzcdDpJwpyIbWm244il/f0618Hfnn3brTvvBNAd3JTLrtwhXPOcfa5P/1TNGijE1C0Ki61//EO22woqga1QeM+tVxo4OQgreMPgZqelqr2hJTbEImSKWNf6Lhjky/3G8x9wGSP8dULqQdD90bbtb9tfWXOFvT0nBqmoML/UycB2jdVJcNs674sVe5iyzLg5ZOfCcCzXlx86Dnbqw8PY/rIBG55O+JE0WlPTDu4WtUlPGX9PByt6CKn/ZxNfMfawG0FzpD4lGg8b8KYkm3GIWaB5XzsdP3UmB2kQVVZXvLfNJvufzx0CJi47RtY84J1QKOBQr3uPC8vvtitrPDGNwIzMyk1IFslcAG9AKgqQpbb+DoFQR1E1WnFqsL03+AxzI7CPjTgGJwuUGzDIZSJkBWS9emAr2vIWeDziWU4KnqPQk8VxccCtV0fKLGdjtmni93yOux/UDIfndQo2NlzURsUAmT2mSstoE/dZXnmZckDXugFZBLdEgCccw4+/nHgxAnHDNyqCC2kQcwCABAeGih52Q6dUZjdIIs5hmLtLDhxX1Y4Qoip6WurbKof2M1VtI/9hgyrhu1l2rOzM4iiIo4ccdrKj73vfSi128DGjcBVVzk15u7dDhHrdVTHx1O8VRmRD5h0QLYevxb0fCELPq0DwZVJndV+qD7CuqaeZSx6HgsqvA5lqkA61CE0aFvWZEXBw/bF5+kJhEFPz6EAm9Wu/leqBob8to4sNg4TSP83+h8pQ+S57X/ZxjM7mC4zvHyy5AHP9/Ly5Yhjc269FY/dAkxN6Zp3PvsQB3xgcAcOn8KDLKwCt6q4Tdo8KLD46rP9QRQuFkzomLOQkpcJWjueijJurd9BFBXRbDpMm977UVTu+Bpwxx3A61/vCqemnM0O6Vk+GQNFmZN9dsiYaFfTFF3M32kHX2VRFqyY57Ip/aBdzrIIzbyig7OCrJ5HY+4sQ1UwUCANSRZYKdhaELQMVI+x7fvO4wNU9l/7rP9ZxRxv+2E/tg/6H/kYrKqu7bGnku0thyXkkyUPeHao5MNIlVAVwHebL0EUOVWmW6pPV0TgEKHMxme/822HPBD5KirQzSUwXNOGqRAk6JyitkCt47NNAsnw3UKyepi6NpyKYHpffb2v6sDS+7+cOFFGFAGTk8CnPw1cd8enXUJUwAFdsehi71otFOp1Z9ubnIydVoA0W1Ow4z4FHiBhZprooInk3yYwKsgACYBG3fpAOuemquEhv7ldMGWsq6BoA8jtAO9jm9Y2pUBhWZ9VNer5AX8YhW7bdq1KOYu9FkwdX0YYn4o1pGq1wGxVqVZl6mvDnmuxZZnh5ZMlD3h8WHWmp/6OleFhPPZYosp0SwHlcVSxTE/FBwgcuAlyQ0i8KH0Amsctv+ApZxtWaVM1bRIICWa66gMZrl3myA4dWcHzVhYiRs/WoSOLlWmcPFlFuw08/bSLOLjujjuACy90DiuHDwNHj7oZTrXqPjMzQLmMQhTFwcvWNgakB2buI9vjeGE9OMne2nBK6xKAarmMqNXqYXG+dq2q0Tf497Mz6XeW6jKLnYQAywKA1rMqXV/7FuxCKsaO2fadT4GvYtpQVu0D7hDL0/r6PGjwexX+Pp1Klrcs/WXJA55vBplaBHLDhjihRqLO7CAdb+dTnVnpx3qoWtwAB3a2h3lFB/2sYwlYle42v+2wwXpcxT3kgZp1fXPNGhOSPGBPUead1JudbaHRKKNWcw4sn/p8BdcWi8CBA47JzcwArZb7cPmqycm4BctyAGFS5TIgYMVYzggJU6NNp46E3ZW2bgWqVUwcPIhGq5VaI0/TZKnKVAdWvWJlHaqutHXg+dZr4TWqV2ge5uJjTDbsIrTIsj2/bY/7fY4kIVDU+9iPZWUBbz/At16vQK998JmQZYaXT5Y84Kl4Z3Znn41Gw0323Xhn1ZlW3ZdXledzLinItg9A5+vW7xuGeJ4IvSyQbM6mRMvjoJLFYuci6olpz+FjdlbVyeRdiRq62SzHJO6++4Br/+EfXI5MShe4MDnptrsB50AvK0iBQXdxRIYxTAOodVdV0DjPOMHz+ee7gscfx8TBg3EIgX0WyfCYIQU8XuqoitKq8GxQddt8fKBC8dmsdJ8PNELt6PFW9ap1fOfR7X6OIGxTV6ZX9a4NrlcPTR/4+5xRdHLBupyMRJ62IL9PJQAuA14+WfKApw+/N5bmhhtw4OMO8BJ1pvV2DNm6KHlYWhHOE3OoX8UFFoY6aN8JZAQK/d0PcC2XWAzxDbEKcgrEVM2y7y3QZtlqtdBsljE56RKA/97vF3DTlVcC/+2/OUqvVvpiEahWU6rvtuTQpBTKZXQmJ3vZVauF6pveBDz0EOrVKnDmme6AahU4cgTNu+/GcaSBytrlbHJotQ1awFJXfCD8r2QNugoCIRWhbctXpmzT2rlSibnhZ2D2uJA60KpmfSCm59R2fDF29hot0Om3BUDfMfDUWew3ZVkGkyUPeFU4j7lK95tOBRGAjfU6vvDIL+LYMTf+OXWmLxzBlzaM4mM5vrIqnDpzFfwLw/ramo/oa+cD66zrystmFzLQfFCvTX5b3qDAV0GzWY4XPXjkEeBvrvkTXP7AA85TE0iWAdq0yX3X6yDlLwHuN7oviiSS7gColMuobNjglhTassXl4nz1q134w5Ej7oQHDsSLz9rBUW1RBDyfh6H1GvU5aPiYhtoDfe2HgKUf4Ni6lgVbM4IeHwI2vRdszx6nbXG/jaGzHqZ2UkCx2WYsaGeBmO/a+oHgYsuyl2Y+WfKAx1TLtIvw0wGA738fBz6fhCP0pg6DfPuehpDzinUOKSNZmdu3JKRteyFZ1Az84Q6W6dl++FSLvv6FPFHnIwrU1iMzC2StSnYarVYxBr0jR4DbbgN23/uPWP3zL0yFJqDVilOLoVoFhoacbe+MMxwATk0lwFivo7RlC/CKVwCrVjm74OgocNFF7vsv/gI4ehTT3WTVZB1WLalX61tIVp1hVJWpKlAez/oh25NNlWZVd/qPWkBU8QFeOJ2BAAAgAElEQVRWKB7Qbof2ZR1npzO+fvPcqsXpx2xtm9ZW6+u7ArHvfvvOd6oG2GWVZj5Z8oBXQOK6oQ92DcDX9r8Io6MO7E6cANKMzm5b4b4sIQPRoPJQPR/ohSQvGBLQtP6M2ZdHVH3I3z6ljY+l2WNteV6xYGeD6hUk0ypbAt6xYw6z/vRPgd+59FLgq1+N7XGIopjNYWYG2LXL/R4ZcZ+zznIPCReIPXAAuOsud9z996PdaKDwla+gABda4BuclcFYJkOGRBsgB+NpIGXz0+Bxy058wegKdLRyWvuZD1x8WWD0nCE7n09F6qvnY7qh/oTAlPsKno+vHR+Q6eTDXqOK7ps29UJ1SwBWYFmeTbLkAU/1+/pilc45BwcPuvHqxAnSeao0KaFB2QcWCgY6EGsYwlwYkM8DchAG6FPDav/z9MkCsk3vxTZDx+ZpMyR6Py1LnUYYZJMYxNnZFiYnHeg1GsA//APw7Q9+Cq+8/XbH6up19wBEkWNwb3ubY3SXXZZMnR95xAHc2JjLLN5ooN215alasdJ1XrEDdGiAV8ZgU5lF3Q9tf+qIYZ1LVJXHZ53gaZcEsgBsnyYCre2nDvBql7PqR1um5VmMyAd6IcZm++VrLzTRgPltM+tY0WN8YSq2rg98F1uWGV4+WfKAtw69BuxpAJUdO3DyZPInp/9sq/LLAhf7GmqMHEMRGAPnG+B9YGL363dI7Zgl1gMyD9gV5Dgf6PjUnHmlX78tP/B5ato4Q4Zd8FOW7WlEUQGNRhGlElAquWD0V37rW8CrXgW8853O9vbggw7YVq0Cfu3XnE3ugQfcqgqM3esGp9OWZ3vUbrXiHvmAQEXZkLIufRSrcKENtAGqWlOZCdPk+RgQWZ0NSM8CJWs/9AGFDzBtPXvdIXbIvtp29N5Uzb4QqOi1ZTEwirJsW9/eI5tI2tduiN0upiwDXj5Z8oDH3IR6oRUA2L8fI7udRmvVKjcIurGqnxOJDviVQB3dPwSn0mQZvQipFgzZynh8Wc5rbW6UEIAQdHl8CHT72fBUbB/tcQslPtDTcwIJ6Cnb1ChL9dp06caYfWV0FPjDvf8OH/3rv3as7fzz0Tn/5Si0p92bv3+/U3k++CAwPu5ADnDeLzzbzEwcigD0MrQ8ajpr1+Pk7DjSC7eqyhNSrqrEtmzbJ0vBzgfEBFOKrgShMYI+dmOv1ceksuyDlklqnyyw6vUowCtDC4GN7bfNZOOrq+BpU7b5rlPPbx1oluWZl5+Z/2MCycBRAXD84EG8u/ExNHd9CKOjDvhaLQWIPGJd4q0qk3BblvIyesHHpw5VZsh981ldq593qYoFuyyVJn/3a9Mn/dSavrlyqB9TSCYJ/B/JUunAUsCxY47llcvAvn3At3e/HK889AngwAEUSiVn0N2zB7j7bleJjI5ARyeXrgqUgGBZRwjwAL83Y0m+FfzoHEEVI52urNenVSxbvYOyRx8jsw4ZBFCdPigztCDhU2yzf3q9IdWkSojBWSDU8jZ6r8UHrBTr3eqrp+cJMVhbT4F4WaX57JMlD3glJEl5j8MsFnnzzWj97odcvRLgT70VkrnYoHzH8tXJA7Qc+vq1n9WXUFm/a7HemD7vzLyOKTpcZPW933Ch7beQgJ5tN9mOomqs2jx61GHbK294i1Ntjow4z8zx8fRpmH4McEA3ORl7champlDtZmihp6X1trRXbFkVgUVd7degFzSpmmRojQ9QfepCq8q0LNCyM8t6FPT0PFa9l8Ws7NQlVOZrwwc2Fkz1mmx/fCpPSN/7qTy1n7xm/ViTif2cClkOS8gnPxOAV4Czg9DFO15pulzG1q3OZ6FWA44dUxUikDAFVSNq8LOPpalQpaYZETvmGFVt2iwovifQqlEXKhYuBMJzsTsCYSC25wjJoEMFGfCU/PZ7xjabQ6jVHHEbHQU+uuf5+MNf/VVnvztyxFUql5NcmyMjSdqx4eHkN3PSIZmGKGDwCipmH1OPFZAElVtVngabExAJjrqunWWUmifTqu7YlxA4qvhYmLIYn32OZdZG6DvGZ9uz5/WdOwROFsR9YGZVkSH255OQylTzdfraOJUMr5h33pvRxlKXJQ94uoCjDg4lAMfHx3HFPb+BA+f8V4yOAqOjVczOktmpt6bP4WMQZmZtbz67mg8AWvC3Px+Q83mXZrWVBXq+9ux+e14b2hBS/OUVH9uMZLsX9GZnKzh2rBw7sNx/P/DtD38Mr/zOBc6eV6+7OLydO51Dy/79ruzee52HpjiuUN1Z6jqr2AG1A7iVGKpVd3VRhEKrFdvnyBI03g7SBr+Z2luZhgUPJqjWVFv85rFql/OJZaXaPoG5X85N9Qql/TwEePZ6Q+IDOqtutO34vrOuu+DZ1vNpyAivzcfolB0vy7NLlvz/QtfuAtzQZ9M7Ye9e7NzzX3HPPcDKlUAUWVVmlr3K94r6BvYmEscVlVBWFmV5yg71HJZp2vOHJAvgQuEG/Y4JSYgF+tqaz1xYvVDVU5NqTisnUl6bAHDrrcAr//N/Bj74QWD7djfdbTTcDjK5Vst9T3Xb7K6wgHIZhWLRfUsC6njg1OD2ahWFVjKZKiAdd0eGBKSD1QtS18aB+bwMtR32Q51fdFAnGGmyahv2EAI3LVeGZW1qIUaX1abPHgmzz/5WJqv77L3J87SF1KNUY/rYndo3SwCmS6VTQp2WGV4+WfKA14JzWOFDyVlw/N9edhkOHGCmFSBxfODQkjXgh8AB8puMo4PwmnSsq33Qcl+8WR4AygNs9rdlboMwWXvePH2Zr9InFP/IexuZuryXEaJoCM2mY3mjo8CfjL0V153xyUStSYBTpxXAqTmZkYXem8PDjvkND7uRp9FIVGt6bBShIIxQbX6hVbj5JLKuvWPWUUKP1xUZCEQcsJVd8h1RpxbVhoRYD7+tms86blgA7ScWbPQcPvD02SKz2J/veN+5gd5g+nj1C6SvL+5nueyegXIZmJ3VwWXRZBnw8smpUjE/Y2JnzyUprwD45xu+hgMH3NjmxqUy3G1RpsdtLddEZbrf3tLESzC8/E7WUECmwk/e49jvvPt8zJYy6GPic/jJar9fO1mfrLaU6UVIlkByENJqtWI8azaBe+4B8F/+C3DwYNKEOqx02VyqfGjIfReLLmh9aCi2/ZW6qsx4GaKZGRen12rF/rt8YqpwkzEOpmR3us5ex1OG7nYTyVK9fM6ZR1adK1hWlTo8bxYT89mpdKDX94vtKtsbxFo76NOm77f2sW1+K7BlAaju5zWyrRqS+6d+2JVyGaVyGQV9Xvi/L8uCypve9CasW7cOb3nLWwY+dskDns5kqwBK5TJqw8Pu96/+KvbudRP6xENJAYwgBvSCHtA7+FaQBj4eS8A7Aadio6KViarzCAdvq7yxAKqAOBc7X8hTNWSt8A2FvrZ85XnArF9fLeiFmDgXdDmB5P6fQLOZkLixMeBDd7wS2LYNePhhF6C5apUDuXrdgRoHMWV2Q0PumGrVqTuHhxNAHB5OGOLQEEqbNgEjIyiUyykgU4cUfSLacGr4JhwLi+QYxuoR5KxzDAfk1eYTAXiq+5lArxrOqibtxL9g6us1sD90zFGGCKTVgHquUHiAgmkHvef19YX9gRyj25bNhQC3g8R5qALn+KaThQqAUrXqQE7FrsRxCoRemvP5PFe8NK+77jp84QtfmNOxS16luRLJQFBjNvxqFfUoAkZGYue7YpGhCWU4e1sEf9JlilUD5vGcDAGRHbRDjipAGkR9bYWOG8TxJMtumSVZc+aFkKz7oqI+k776nJRUMDsbYXKyGmsnH34Y+OnX78fakRWojo4Cu3e7lRXa7URlyco7driH5oknHFrOzIDLDMV2vq7djqswdBqNlNMHvS8JdKo+U8aiqk8Vso8SEjDUf0EnfARJgpE6uPgGfgU7BdSQ5kv7qEBEUTuXilU1Fsw+/aaHKr8tk9RzWpudnledb2xdijI4BWX2pwPEKupOq+X2kdGVy+hE0aK9CVbabaAwT/ryXFFpvvrVr8a99947p2N/JhheDW5my0z38Yz9i1/En334x9i+3Y1jpRKwYkURDujK6FVZhlifj2n0U7PpZ1o+LNN2qWa1gJIFQNa+mCV5gWSeRoI5e5bmZXx6Ht5P+jeSHZ9Aol52rDuKZmKW9/TTwB/8QXfRVubNrNUQR6sXi8BLX+rWu5ucBB56KFlqiIyOU2X+3rHD1e2unmAdT8gaLMuyno0c4PmhKpKgpuyQ4NNE4qhFYOXvGhxrOS79IXtRxxllcfoUKquywfS8NmV3PrUjzLayPkhdBSOdGNjsMtqmz+mFkwyr2rQsl/eG/00bwBEAP+l+xrqfpwA82WrhCICGfJ5qtVKMfFmAb3/723jDG96A008/HStWrMDXv/51b71PfepTeOELX4hqtYpzzz0X3/nOdxasD0se8EpwRuRSuewGsH/9V/fdXQpm+gUvwGff/vfYssWNT47lVeBYHuPy9DtkrwuB31wGalVL0tElS9UXitkbRAYBvfkCX6jtQc/VzyaoNjzCjNpCCRGtONKg2XT49dT/d79r4tAhp/PeuNF9hofdd6mUrKEHxCrL+NPVJKSWGqrXe9LcWYVwxWzTVqS2I5bpR21z6qHJtglqrLsGCdjRsYX2wY6nbfZbHTeUPfG7KvtsHB6PYxmQZq0KrPzWIH4FQeu841OwWxUtz6H3R49fjWQRLx4Xwal9ef9sejEt70j9CTjgO4FTI/NVZ2qmlomJidTnpFsZe94yNTWFX/iFX8Ctt94arPNXf/VXuP766/GRj3wEDz30EH7pl34Jl156KX784x8vSB+WPOA1AUzTI67VQqPVwlOTk2iPjQHovlzveAd27XLxxLUa4ECGKcGK5ts6q5B9AflsU3mEoFdAArx6zgJ6VZqhtgdRqoScTQaRrPPlbWtQUO1X14Kegl+a5bVaDvRuvBHAhRe6w6tVZ6O76ioXm3fhhW4lhXrdgR7tdDMzSagCVZtbtriykRFXd+tWVIeHY2BC17FlNYD1SA/IHfTa3wgoq5FmgDaGz+dMQhXmiwD8O6T5L5mI9a6khCy2+s3zqMu+BRuYfwDSdwU3n9dkx9SPTF1bTwGUH2XG7N8auHu/BpKUQu6LOgH5mCmvWf26ed7jODWykIC3detWrF27Nv7cfPPNC9LHSy+9FDfeeCPe/OY3B+t84hOfwNVXX41rrrkGZ555Jm655RZs3boVf/Znf7YgfVjyNryn0Z2hdpds4UxxAkA9itwsbmwMV13l4oprNaDZLKLVIssjG9C0Xgpw/ZjVjKkXsodZoJiGSzzN4YXHcWjqd249Tz/2lseGt1AW7Tz3Ik8bPrETD98x6vXK/7QIoIVGo4hqFVi3zoUpPLX3G1j/+9cC732vY3T1uovRu+eehL3pwrEEuVYrWVuvXnc2Ptr+uo4vpWoVnfHxxLszilDq0kyqHwlQa+D+da6zZxmidXRRhqPPfA3AaejasqMIp8O9B08hrQLU8Ihpac/m1VQwUzDwgQL7E8nxFiwh5SFAtc4v7I91elEAtSyPjFknBQR+ZcbT0g7LdD1BAiiQZn8w2881OXz4MNasSRI2rFy58pScd3p6Gt///vfxu7/7u6ny1772tfjud7+7IOdY8oB3EonKRtUysS2hXEbpjDPwne8koVUuzRjteMYDK1aFAWE200EysNvvUH1fGYOmh7rH+/JoqoTUetwXYoODAlre6xgkDjAk/dibdebxqTltG/wPydwrAE6g1Sqj2SzGnpv33QdcXq265YEuvNCB1+7djq19/vNuSrx1awxYsXPK2Fii9hwbcywuily4AkExilCoVtGJIhR4bKuF0swMCq1Wz/SKdiQgzWDsHddBnQM67XWn1+uJqnVmBmuiCGuiCLXxcTyFJEZ1Al3NCJIB3oKJ9c6kJ6P2QYGyJG36HESsWBsbtxXc1BZHNax17tFjCXRtOHWjgqgN5gcS5qb9gezTvvpsl5DjF1sW0mllzZo1KcA7VXLkyBHMzMxg8+bNqfLNmzdjrKuRA4DXve51+MEPfoCpqSls2bIFt99+O172spflOseSB7wh9F5kDXCqqaNHgbe8Bd9846fw159PPM2dfwJZno19A/xJnAF/BpS5gB0lkuP46lDd54vv8QVfq5TN77n4kPmuw9dOHu/RvB6mWfusHdUel+U81EECfu6/PnHCAd6RI24pvMsfecSlFgMciD3wgAO/t7zFbT/4oHtwzj8/YXn//b8nwAc4G97UVPKAMeiz68lXaLWADRu63ZpBqbvkEFkGAW81Enscr5qgBKSZEwfd1QBOGx4GzjgD+Nd/xZFuQLwqyes7dqBy8GBse6I9iyBr9Ro+JxYd2C1743VY9gapo+1ZUYC3atWQh6dldgUk+XSfQtqjNeRIQyC03pn6bdW21jFnYaxf/eWZSh59ww034I//+I8z6+zbtw+7du3K3eaKFel14mdnZ1Nlf/d3fzdYJ0WWPOCtBTAyMoL22JhTEVWrDuxe+EKgVsPXdn8KX93jBjh9YJzmiSzPxrfpcGPFl6EkFL4QEq2vqwAo6IWOCbG+xVKwzAXsKFn3Y1DWlwV2tHta2yBZXifePnmyiigCjh1zDpj4/OeB885z7Kxed6B1223uYbnhBmDzZgde4+PO+LdliwPDRsNtP/aYA0WmJ6tWXf1uLF8JSMq66s4K4GK7oghPIXlJabfj8kBWBUk2BySehqfV68DOnZh+4IGUx2YTicp028GDaMN5HTbR+6RYoFK1IkHWrhjA79VIAzHLfQwvC8TUAYbXZwHQ2jD5tnD1Ccj1ccraNm1A2vD1g2WciERS5oslnMuUci7SbgMGJ+bUxqDy3ve+F29/+9sz62zbti1XWxs3bkSxWEyxOQB48skne1jfXGXJAx4AYGQEpTPPRKnddrPzkRHnhHD++Tj4F2lmR42TC8Qky9Ogb1Vn+lRlQDKQ91Pc9BMyNjK9ISSrJYTiA1UsoCjD037N1T43H7DrJ3lsj/MBcbI72vLcPZ2dnUEUFVGruRCFT93xfFxbLrsZ0bnnukD0EyeARx91C8Tu3Ok8OW+/3U2R63X3IEWR+96yxalB77vP1SPoUWjrO3zYqUeZj3NmBu2uPY+qS6uOJ5CQ5XGwbct+7NwJPPporNYvIfEsZJ2nAGypVlGNIhxHOstLCISU4WiOTiDtuEL7mO/uU+xbouexoMZ7oOpLBRlrb6ODTwUJ2CtA6dscAjz7lNv/QlWaPvXvUpaNGzdi48aNC9JWpVLBueeei7vvvhtvetOb4vK7774bv/Irv7Ig51jygFcC3EDz6KNuVn3okBtwfvu3ge3bsWnTaajX3RjGhBilEr01actT9Rc/ZAyA3wkj5Jxh1Zy+V8rHfGbgmN4gqYrs+ShzfQ21TwsBdgvlrDKfuvqfdkC1JkMUHnwQbnJ04ABwzjmukDrPZhO4806nGmeKMYa8MAbvsccc6N14o1ON7t3rQG7jxsT7s9Fwz+WxY44pDg+7MiQ2NNqeOEirrU7tWlp/pMtIm5OTcR16HlLdqezpNCQA9mS3TD0rrSOGxuoV5JusjhlXfE+Kzy5H8ak29dy8FzakgWBP9rcaiRrziPQXUkevwwKcBUC2r+DGj9pT9TzzWbJ5EHmmGN4g0mw28dhjj8W/f/SjH2H//v1Yv349nv/85wMA3v/+9+PKK6/Erl27cMEFF+Czn/0sfvzjH+M973nPgvRhyQNeBLjBo1x2Dy0zX/zTPwH/9m/4jRtvBFDpLg/klkRjsoRSCahWi4giZVXKrgiCWSpGfYUGcQ6xbaoCay5ek6F+5j12Lsytn1PNfO6Hb1+IEfZjgrThOa6ktoxGA8BVV6F99dUo7dvnGJ7uZGWbWWVmJmFtAHDXXcDrX+9Y4qFDwA9/6L737wd+9CMXnP5LvwScfbYD0sceQ+Xhh2PvQZs8mmDCODmCXR1ddebWrcBZZwH33x+DHI8DEkDicajXsX5qCtHkJCbgj+ezgKAgxEGfMXvsc9adtypOLdPljKxdrArndKLMl+cms1wDYHW5jIlWC0zdrKBkVY8W9Hx91PvBulqm7JHHLZS+o588FwDvwQcfxKtf/er49/vf/34AwK//+q9jz549AIC3ve1tOHr0KD760Y/iiSeewFlnnYVvfOMbeMELXrAgfVjygDcF93KsIYpNTbkZ9r59jtLt34/feO978ffbLo8n548+6sCPyTVmZspotSwTYKxcnhgwYOFc+33Mr199n/v/XEMCgHzsblAgy/LatL99w2ge70yKj/FyiJ1Guz0Uv/ztNvDT1/8GNtc/kHhcMgyBKyMw3GBmJonH4/NGNWazCfzlXyZJO1st9yzy+EOHXF4zBrBfeikqrRYKBw70XDmBjz1XpxDGlWHbNqBUQrvRwAR6A7gVyABgemwMlR07cDqA0uRkSv3HT0XOxWOpviTgAEkIBeRYPRfQ+wQVkO4fAZcDFNsma9N7UAUwArj3emoKURfknuqGIpF9WtF9OhmwTihU11qHlY6Ua2o4vc55YtCSkosuugizs7N961177bW49tprF6UPPzOAB7iXZXpyEqUDB9yssFx2qqoHHsAvX3QR/vctf4OxMeDxx51miWaYxIGF7IpqziLyqwcXQpvPVzQLTHxDyXxUjYM42WQdkze8oF+5BbsQOOYJV+AEhpMRp9KcnY3QbFYxMuJw6d57gbdt25aA2dRUAmgEOWZUoU0OiIPK47xlhw6544aHXSjDunUuRu/QoYQpFosOEO+5B7j0UpQOHEhlNWkjGZhtXBwBqAYwZVCsvlT7Wtu091R3+/lRBJxxBk4bG8Noo4Ea0oO6z2ZmQayG9Aol2i/WsV6e7BdBVVWjFQDrafOUJNxbeL+66toJAIVGI3WturL8tGnbAr6CXgigdZKhqlSYY3wMcbHlucDwng2y5AGPqpuJ7m/OFBuAi3sCUJicROFv/xYvGvs/sPG9/4hSyWmupqbUv6CIKFoVb/sH+SxGsVDis3CwPFRf+zGIWtPn+WnPk9d5Zi6SBXZ5Qg/s/vx2PcWzxx8HcPHFbnLUaDjQGhtzAzBj27ZscQdw1KDjCo3DUeTsdidOuEYbDdfG+DgwM+OSD3fB8TiAysMPo/TBD2JNt6zU9exk1n4Goavdio4cBSD2KNVUYVQz2peesXeHDh/GCIDqpk3YUq1irNsXsj2KekzSVsZ8tceRTDBLSIMdkAY8dUZhG3WpV+le+0QUYaLb906rhUKjkXI6oUMK2y3BZU5Z3+2L9l2ZofXOVPujD9x81+9zaHkmZGZm/oD3XFktYT6y5AGPs1O6YfPFrCF5YJlQt7RvH37u55JcwVysOK3aBJKBk5nyaCdSh5LQgDxoWIJPno2+Xwv9tuQFu7zH5BHG5Dk7XrPpnoWxMTiwItjNzCRJoqtVx9YA53SyapUrazbTasvx8SQAXePxuqNMwT1gsdflNID6/v3AG96ANfv2od1NUM2BndlXlGkwsULh0kvBVRwIjgp8FLWT8U49CaA6Po4KXDhPNDaGAhxwqLelekFuRMLGnkICugQiAgkZl+bbrMEBU4F2z2IR091wjIkuYLfNeX32N2V2BblPGr4Q8qi0HqK8l9Z2WDFt6PG2/VNtw1uWfLLkAY+AVkLywraRBNbqAz8N5ztAh7taLT1hd+EKZfSqoUOek1n2O3V88ZXb4xdaBmGkeYPE5/t6z+U6F/LeJHbadtvhElcFQrXpQItCdWXXISq26xHMuL9adQ00GslqHbqS+tBQ3GSnGxRO1drEJz+JNZdeClx8MUpRhFqphNrYGJp33hmrDzsAai97mQu1aTTcd6nkwiBk1XW1QdEGZz08j8v+EQAYG0MFwLZqFT/ughCQDOg1+V0dHkanq15kTtAqkAqHIOAyEXZdYg25lE671ULU7YuPXVmwsrY/ZWd0+AF6VY9Ar9eldZjRCbEFMp89D1JPbXunQhZCHbms0lwCsgrJC2cNzEDyYK8BUC2X8Y0HgJMnE8AD3GQdcOPTypXAyZMEPQtOqjqzgEJ7XxYwZJXPd2C3Q0e/fuRxNcgDjHnZWJYMqsrM23a+elNTAC47D9izJ9Fxk7nRcSWKEtseA8kB9xBt3Jgg58yMs901m4k6tNGIwYnPI+PlVt95J0pveEMy43rFK1AbHcX0ww/jOID6yIgLl+D+ZtPZBYeGgMOHESHRZsRqQXN9PCftb204N35mJSlFEbbAhS0w7VgBwJZuPzEyAgwPozAygu2HDyegz9CMbo5Qek6iWkVnchJHoigVDM9+WLUjkAY4H2+3HqPH4d5pTVQdMgT4mJ7u65gyIA20dt8zoX9ZBrx8suQBr4Yk2k0HE5XVUvYfzvkJvvrV02Ow69r+jWoTaLWs75fPdZ+WE35bJ4lBJAtI5uIhmTXY5wGt+bDPxQC7kDozVC+/ujOKgKcueD3Wn3FGAmQ08m3axIzjzvmEIMi1ptptt48Pz9SUY4pHjyZ5LaemgJmZeFKmjhUFwHkUl8vO87KbxqwyMoLKgQPAG9+YxAWOjjrwHB9H1GjEqsOOtMsnUZkf5HxkZgU4YGP4wwQc4HFZoSacmrMDoDI2huNjYzFIE8CqUYRSF/xi55VWC7XuWnE+Ftc2ZcpAQ84yNosL1ZG032l7qoLMsoRbJugDtzwM9FTJMuDlkyUPeCUkyaNUnw+kvdwiANV6HRO102P7HVdBp2aKoFcsAu12EbOzZGyA45JAb14JG3TeQRr0fHPLPBICubmGB/jEx1R9/RiEaeUFuyxvzH5g109CbSXbJXkz2m2HI+sbDeBlL3M7uQp6u+2AZnzcVWIapUbDMZty2X1v2uQeHApXVTh8OLVMjp2YFcpldLp2NDQaLmdnqeRY1ciIC2w/ciRmj52DB2NbmQozjtBjsSPbQDJ4TyNR92u+yWm4hU+f7O5jzk3aDY8jvXvs9O0AACAASURBVHIA1ZJrkHZiIZjT6SbEkmDKbAwdywue30DavpnF4uyxPpWpdWDxqVFh6lj18bI8O2TJA95xJAm1dCDRh5QDQHVoCL5FeBX8OFEHVLXJnIw2Rg8IqzcpcwWkLGDzeVXmscFZyaOkKcAPennA0tdWv37l+b1wc2sCX7MJx8RGRxP1JHNoUnWnTimaLBpwni9DQ0mMXrGYsrEBvc9lDQA2bEBhasodSzYJxEwuztHZZY46wOrgS8csZTiaT9KyviYcWJEhRaYdskEFUPXm5De9o9VxZAJpO5dlUJYdWXWlSggENfWY2u9s4LgdAEPgpcDWDtTVbXsfFlsWwsNy2UtzCQgfWOuxpemQ6MWGQ4ewbVs3nVRXdGFEIAG9VovfBbhBtoj0+mo2oDqUrSQvIPnq5AU5X9s20Duv7c3XDpmrqhFnkB/05gpQgzC9Qex6SV0lcS/Zvt2FFRw9mlSfnHTZVKji7KYJi+8GwZAANTzs6nU9NL2qtnLZrW6wdWviMkwPqkOHgIMHE7XDzEzsFEMVXg29y9pYR47YoxNpoIm1HUi8K5WtWGAKMRhtV2P/Sp5j1HGEok+TD3T0vlmWRQ/NCtLtsK4y3BCjtGKBy4K1T+0ZUpsuhrTb8DjTDSbLgLdEhC+3LlIJ2SZMTQB4Zem7uHfjy3HkiNtnwU5teW6/qjZnkLxmCiKDOqnkqTso2GWdKwsQBwEKvvpZYDcI61tIQMt73vTEhKugj47CgR2zrdA5ZdOmxBOzewCttnG4AusyCF0ygHiB4YwzkuWFuGp6owHcfz+ONBouZAFpEKMKkoxtDdLqezvoZ9mgqMajWlLVrHZhLDug6wQTSAer+zwl2UYIeHzqSztJ8F0DPbEVkICERfuYoa8t7a9+W6ao7XBiPRdDxbIsrix5wKshva4XH0S+PJpANwKw5pJLsO3WCTCjE0GOQhUXvxMHlqJ8bCaWIlzogi8zS5YNby6sT8ssq5zLFC7rmBCAWDXnXLxM8waT9xN7bl6PHar919luO6/d0VE470qqEHXB11IpYW7lMiqNBtpc+qdbBiBWcZJFAYkzSbUbKF6q1x1QHjwIRBGiKAIefhgdJJoIel36bNFscwIJ01NmpgO9emwqQDEfJn9TLWhBgtuhcg78FFvPMjvLjuw1aT8tUEH2d5AOIFfg1zrabkhVqr9VDWtZnb3WUy3LDC+fLHnAm0ayqI6qcPQBVZ3/kclJ/Kfil3D/2nfE4QhA4p1JhsfJeq8Di34oWqYglBWfl0fyqjFDMX/zFT2nXh+3O8gGu7k6u8w1REP7oixcgTlZQkknOtUq3B/PhNH1euJyPzycrJVXLAJbt6J08CA64+MojIzI6WfiTCpUK8Zgt2mTa6vr8cj4NbrU807rBA5I26iYSJqAGqGXVVnQscDCc3IyyH10UPGl3rKqOx1UfNO5jvloXSsKKm1PmRWyySbSTjraR8sUQ+1aJmxj9uzHOreE+rgYsgx4+WTJAx4HDm5TrWlXcVa1BD78Ybzp8+/A3r1JDJ46ruhAmA5TsA4TyuwWU5ufR42pr95CPtkENgU3BT09pwUtn/0vdI5BxLZnQY3C/2xG6qf7TdNctYokdo4553RdOyZeBZyDybZtKHSzo8S2tlaSoKACYPWmTcC2bejs24efdNNlsfdAeiDmi6o+wIyH6yBR2/PYNUgGYV1tgepWHbzVFtdBejFXraOgQ1apIOJzLikgCT/QSWZIz2EBsh/z8gnvV1s+qtWB/LYM1LI33lMb+qDnscco8A2ymNeyLL4secADXBDtavQGs1I9ZOOeosOH8dpb/gOi93wDe/cmjgu03SkIttshlqcAqADgU2tSFnOKlaU6zZI8weUs97VPu2aW5AE9rZtHLA8JMc0wA7VZdmJAY0iBbmugebUKPO95LmwgipKUZN2g60oUuTyR558PPPBA7GxiVW86SGuOyirSqfE4gYvMMSVTrnfY2qAopW7bPJaDvp5LNSM+xqNgym0LOgXThs9OZgEGSF+HVaHy3iiA+5gc27GDX4ix6nVbm6Beo9oJWb6Y01yVZYaXT5Y84FXhlujgzJgzXA4SusIzX4IKADzyCC6/492oXvNZfPrTiemGk3rGEtNjM5GifLdMWR4JAYoK1aKW2en2fOPy8jra+H5b2x2HnzyqTmv/850/BFzw7NOhyB7b8dTXtozQSaVUckyv3XYA112sNZ4ZMbMK1ZyNhjMCdh1bSoDLYXfoENBoxDFyNg0WAYcZT2iDtuAxbX5TFTnR/VC1yTrUeiiD4XlVjcp4PErB/OYdVBBQdWFIDajHWqDTehYUrfhA0QJiBWnAt+zR5gfVYHwgDfwK9pYh2z5ZNepiy8zM/AGvc6r0r8+gLHnAA5LAWH2RQmobPvCVVgs4cACv3XMFXvvVvfjDGwrYv9/F+HJSr2kTE7UmkAY9Bb6FkBDYzdV2lwdcs8SqCtVO6dvHbx/w+Zigz9szy4PUt68fewypPGOzm8MqOqgwkbQC3y/8ggMxIFlJ+LHHHMvbvj0x+gIojI4CO3e6RWFbrVSiYqYCI9AxzIB5K/UZVnU91ZpUbTI7ylPdb2YTUqaiWg3rvcg229K2BSB1hvGxQF/Cah+TywI7nz3Mx7I4GbApxCy7tSCkXqT2fNyfV8Vq2empArtlyS/z+k9uvvlmrFixAtdff31cNjs7ixtuuAGnn346Vq1ahYsuugiPPvpo6riTJ0/ife97HzZu3IihoSFcfvnlGB0dTdU5duwYrrzySqxduxZr167FlVdeiQZn0gMIZ8986WwiWPXeXI3E0B0HDo+OAm98Iz5a/wR2704yRlFKPVOGovm223m8HkMDuQ/s7AemXse0YdsMifXwzKoXOk770IG/v63uZwYJtwgBeuhcWZ6qlEGmr+7+a1q5mRm45YHqdeDGG4FXvcrNft75TvfZtg346leBT3/a5dz8ylfQ+c53HKg1mw7gqlW3osI557iybs5NTsBUpbkaLglzXbbXw9nmqM4k2+Kzy3IO8nRioYpSWZeNqQPS9i6CL9ORAclEsYo0uLLvvljX1VLGfyELDHxg54vTg6nTMfWt7VL3RVJHr537bR8AP0iGgNoH0ostVC7M9wMAExMTqc/JkydP0VUsvswZ8Pbt24fPfvazeMlLXpIq/9jHPoZPfOITuPXWW7Fv3z6MjIzg4osvxiTjlABcf/31uP3223HbbbfhvvvuQ7PZxGWXXYYZUSJfccUV2L9/P+666y7cdddd2L9/P6688so59VVfSvsyAclDShfuEu0xl1yS6C13747VmD4pFoEVKyywhdSKPunHQPjdT40ZYnV5wS4L6EIAkwU4efrE61LQm4YDwg5672UegMuqmyXuP/TmFfyVXwGuusoB38mTjr3t2QPceqv77N8PPPQQcPCgCycA3KTpzjuB//E/HMCtW+dCDn70I/fQDA2hUC7Hz6h+mLeSajn9NOCcVghkqgZtIsmDSZuc1Wq0zQdI3g+WMbHzammH2hLm0VyNNHvku2Tb7yAbENg/zf3pAwwLLDDfFiQV4NXb1YKWz3nFJ1ls1NeHUyULCXhbt26NicbatWtx8803n8IrWVyZk0qz2WziHe94Bz73uc/hxhtvjMtnZ2dxyy234CMf+Qje/OY3AwD+8i//Eps3b8aXv/xl/OZv/iaefvpp/Pmf/zm++MUvYvfu3QCAvXv3YuvWrbjnnnvwute9Dv/yL/+Cu+66Cw888ADOO+88AMDnPvc5XHDBBfjhD3+In/u5n+vp08mTJ1MzkYmJiXg7S9WgA0WErv2j1XKf224DNmwALrsMX9j/Ejz2GOJ0iOVyr8dmIlmsy4pfleZv026H2sxidYslPtuaz56XJfyHfH22tr1+5xtE1IvWf3yzCWD/PwB796ZWOKCNTpkBn6UK4J6jbvYVjI25EAaGL3BNvVYrHvB1sG5KGdWUvEPqhUnW1UbiEUl1J4+n2AFeAUrTcVnVP+2LTA5NYNWYPW1PQUnZpbVTKmioZ6UP6HwxfdYRTcHKB1xWFapgbFmo9s/H9FQl7JNTxe4WWg4fPow1a9bEv1euXPkM9mZhZU4M77d+67fw+te/PgYsyo9+9COMjY3hta99bVy2cuVKvOpVr8J3v/tdAMD3v/99tFqtVJ3TTz8dZ511Vlzn/vvvx9q1a2OwA4Dzzz8fa9eujetYufnmm1Ozkq1btwJI5/ezXnBWdcGBCuVykk0DAC67LE6hSKDLFrITZS728bdu+yHRwT/rFcpjr1soyXIoWYh2fJLFbPtJqF4BftVzmuXFk5pSyam6Gw3g6FG0x8bwVKOBp5BkOaG6jI4jMdNoNNAZG3PAx8VggTjryrS0Ydka21sPt2LBeqRV9aq9ULUikAz6ysBixywRa+cqST2CEIFO1X8sO46EER6Xa9E2dW6ojM46y1jA812PtsNyZXU+4PMxPp+3qh0UtR29dpt4206o1SHouSRr1qxJfZYS4A3M8G677Tb84Ac/wL59+3r2jY2NAQA2b96cKt+8eTP+7d/+La5TqVSwbt26njo8fmxsDKeddlpP+6eddlpcx8qHP/xhvP/9749/T0xMxKDHB1tnlRRV8/B7utVCZetWNyht2gRs2RIzO66aQCxUT83Z2SwVmmUQHfN70MF7Lva1hag/16BvXyC+3Zdn/jXX8/vasU40SRnZO8Gu2USSQmxyEp1u7kogHatlV+AA0oNy1NUerDl4EKXhYbQnJ2Ng4DO6Bs7RhG2pjYzt0NFFn1+ei+3YdR8JnlXTHsUCDQGJIE4gI4Cq6pNiGaQFEXWa0f4qYJTMtqphQ8zPx+r6AZj+ViZq29d6BVPHao/0OMtKF1PabaAwTy+ZZS9NI4cPH8Zv//Zv45vf/CaqVeugnMiKFStSv2dnZ3vKrNg6vvpZ7axcudI7E7EDj76I9gFPMcBi0TkXRJFTReFFcUhCqYRAzArn6llqRhvorF6FHdmvEvptv/OqMhcDCPNIiFFxn6/ct39QyQJJBb30pISTGS5pR4bXbrXwJBLg4fOlrEnd1wmEqtZrA6hNTqbUmDW4RYgBoN1qxQxLbXTavmWGVaQndZZpKBj7VHE+mxp/0y7IctZRL04fkPAeELT1vfMxMqvitABjxaoyfaBkr8/nkGLLtP0QwFmQs8fME38GkpmZ+QPWfMMangsy0H/y/e9/H08++STOPfdclEollEolfOtb38Kf/MmfoFQqxczOsrAnn3wy3jcyMoLp6WkcO3Yss85Pf/rTnvOPj4/3sMd+4nMrphpDvcgg9UqAU10dPAiMjWFi44tA82AUpe12ZAEOAGeQzIGzPCjh2QZ6/w7r8BGy4/kkzyC/0BJicRZMdB+HG8uyFpLJ8Tzatp2Pp+sXi0kylVrNrXQf70B6uRx+U6WnwuePiZgJTkAXoOp11Op11KtVN4nsOrKsR5IUgc+oAmYkbVnmxakof5ekPDTDtapCZXT8XYVjn2uknq66oPZA2zakHz61onVSIaiqCtHWsZMKH7OzTjKhfx3mmBCrtJMCqx2i2DFlWZ4dMhDgveY1r8HDDz+M/fv3x59du3bhHe94B/bv348XvehFGBkZwd133x0fMz09jW9961t4+ctfDgA499xzUS6XU3WeeOIJPPLII3GdCy64AE8//TT+8R//Ma7zve99D08//XRcJ6/Mwj/zLJhtfdEKmjZq+3bcd1/KP8HrqOLKTiC9sjlBivY82wsgDYgWKG1dlTyAMCjoLTTI+LYVcPoBXb/+2P2h3yGwDdVPysny1q0DcORI7H1J9kN1nw7K1jNRB9vVADbC2eIKtBVHESaiCG3NbDA83AMk+pwSMCIkqkouqsrBVo/nb+bvDNmyYbYJUgyH0LCEerdcc25a04HaCztSx2cX0/NZVWJI1RjaZ9WmWuZjhb6+WPDrp+60276+LZYspJfmUpaBVJrDw8M466yzUmVDQ0PYsGFDXH799dfjpptuwo4dO7Bjxw7cdNNNWL16Na644goAwNq1a3H11VfjAx/4ADZs2ID169fjgx/8IM4+++zYCebMM8/EJZdcgne96134zGc+AwB497vfjcsuu8zroZklmqRXL9a+EBwoKoAbhOp1YN06dPZ+Gfv/bwd0zWbyUDCvJkD7HePJ+rE7H7CFwI7f7KFP3Vk09YD0a+Y7JmtfP5viIJ6QeQGpXz2gd34+XzDMrq/OSVxgHAcPxqt41+HsbPSKBBKbF4FIVeg1dIFheBiplc8BoFrFGuba7Ea6d1qtGMQ4DimbApLBmEHhBAubEox1FYx1MPepFCnMP1uV7QKS4Hj1kqTqUt8n63lpGWC/GbcFJSDNntTxxDeYWTVnFthpn7IAFQiDoD33qZJ2G+hjNeorPwsqzQW3qX7oQx/CiRMncO211+LYsWM477zz8M1vfhPDXD4FwCc/+UmUSiW89a1vxYkTJ/Ca17wGe/bsQVEGgi996Uu47rrrYm/Oyy+/HLfeeuvA/VFbhW9Wyw9n7FXAjW71OvDOd2LvXmfCazbdcmgEPGZXqVbRXTuPi7f4AAymXKUf2EGOOVUhBgslecAxi9GFbHyDttOvP/Y8hRTY1WrAWWcBuOYarL/xRmDTJtTGx4EoStmxrG2qBqBeLrtk0vW6e2gmJxEv2joyAoyNIeouJdQGUJmcjNtQ9kg1JTMGWW9Q9rxj6mt/7DPvG7TVDsn9zF5SQ9o7EUgPIARBFfaTogxVz2O9SBWc9ThludYpx6dqZFt6PVYl6jveJ7yH2qavjsqptOMtS39ZMTu7NHF9YmICa9euxf1ws3GyPA4I1qW7ATdzr+zc6TwzazX85PPfwBe/CDz6qAM8fkj/+fuJJ5jIaQrpoGn9DjE53Q/4gQ6B/f2OsfusZLG4rDohQAm5+PtUl1oWOlalYPYNCpR6nK53X4FbEmgVEi6zBuvWFbF5s1t0fOdO4OMfByq7XuLYGR2ZuvF3DEtgi2vQXfKn6yWMyckkDIGrnndz00XdBV2B3sBoZS+a4JzAyjywa5AMxpobUlkMwwesepGAyLtUMdtstx04DkivPacTgEiOUScbluk3VaVkqHrtys5Kpo61o9lYRmWcek4f+FmVMcv1unm+PCy1ADciXALg6aefTsW2LZRwnCuVnsaKFfNrf3Z2Au322kXr67NBTpXX7DMmfDitLUQ/sdpzZMQNUrUasGULHnwQOHrUjW/K7jTg3PnehGx3IbUlRT00gcEY3HzBrl+7lCyV6EJJFnhZwPLVWfi+lErAqlWOhL3iFUBl9yuBXbscnW803KTo8GGUhodx2qFDOD456dSL55zjVkp47DHg8GGnnpSFXztAnGz6uJRx8Cbo0cnFqh/5whIg+EyTDdngabYJKS95yhVMrFrT502p7It9J6tUoGRdX3ydgg0nnspsFZT0+qfNfgVo9lf7ZvPmhtSRvmvk8aXAcTqu+No/lTa8ZZVmf1nygKcvnv5WoQdanPW+VAKuuQZHHkycVLj4K5AwPLfwNT0zQwDkA4tQvJ4FPu15SE41IC3mufKoMPPaBX1tZDHKQly2YkUxdlbZtg1426UTwHsedgD2spcBF16YJH/+/d8HHnoIq3/4Q+Duu5064PHHnRoTiONX7MCvZaom5KDPQG4FPAtIzJPJZ7qCNPOw4MSgdgUaHZQVUHkcVahAAkYlpAPr1WMVSGdesU4rBGVeVxVpNSpFmZR6mqo9UJ1j+K0sWcUGmeubpSzQ/jfKTK0K1IrPHrgszy5Z8oAH9BrSdfAAkpn0eh5QKmFi20vQuKc3DAFIwG58HHCqTOuJ6fO07CcErhDo6X791mPtHHQuYJjnmEEcV3xiVZxAf6Cydfr9LmTUU9bYey6CHT8YHcV0o4FKFAF/+7fJMkHVKnDDDY4GPvII8OijmJ6cdCttTE46tHzpS1EYHUXh4EEUxsZSqjKr3iuZb3UwsQkSCDp6rGU+CrKqXtRj9D1QMOwgUdXWkIRdAOnwBqvm06TUutAslcWqceHq7bZPFfROAqxaVbU1QNpcoWJB0rIv+++r+lPjIBX0LQPWY9k2PNuLK53uepzza2Opy5IHPH0wNfBV1T3xbFHWODt0KO2Vad12Hehppn8g7ZRiVZeDPkx5gGeh6sxFBnVI4W9fjF0eoOqn0uzXRujb9quYWvPwwAEAGze6QTOKHPBEEQpTU86ed+CAs8fV6wC6/3IUOTvd448DL32pU5FfcIEb5O+8E8e5TBCSZ09tUgSINUjH+enLGq/qgbSty2ozlFUSSCxYAWmg6Uh9tQ0y1yz761s5nf3RvqmtL07QLu3yOJYrI7Te1eyrnST42F0/1aI+JR1TFkq9Zst8bYR+L64MOsEOtbG05WcK8LSM5XzJqoAbpEoloNkE49s124aKG7Nou1ObnZV+DiALJTY8YT6vWwgkbVmW16PGwNnftg7MPmDuYJdV7gM9W6ecWgKq2QT+d/M0nA7H5bliQLvVQqGb9LkNoNNoxINuCUCp1XIM8PbbXXwdkn9ldTelGB1d2AZZmA76uqwVVYBrkAYbBqArA1LQ8C1GqiCl9ikbulNCeuUFDYHQtees8wevVUHcqgzZZ+vcwutXRx1lr6vltwVnmGvxMTn+tn2Fp43Q8SG1sLZxKm14Cwl4mngfCGexei5KyFCyZKSItNrGGuBTC0YWizGybZ75CUZGkoFPmd6JEwxFCC3sOhc1Yj/RNhfKgWMxnT+AbDucBZ8QEA4KdiEnF995rGq1gHK5GAMePy4evBrHojWQjsHTXJc1wC0v1Q0oh6Tgiwf8ahWl88/vAQId1Dmwcw28jUiCvEtIQI6LvHKhV9r9LAhqOjACl/Zb+9JBslJ6B70B7WrvsozK59VIdSazwmjGGbs2Hc99XMqPSz17v6xnqwKWVXuqqlLVpJrtRRenAnrBK4st6j15LtvzlpcHeg6LVU2oYX/a7EMUJbEGBw5g48bTY3bHga/ddlnHWi06qtiZ1XxmWT77nN03n3bne4yvrJ9qMwQ8ui8EUqF2fL/ztNPPYaUSgx0TC2zeDPz70W8CMzNYDTcYq02tA6BUrzuQm5xMAK6bOaXTjbHTiVU0Po7qGWdg9Y4daB48GC8DxDZXw4EqHUYUNKytjunMdCDXu6HqQ3i+NcelAgb762NfQJJXk21ZYKEQsGhv5CdCGmSt+IDGxyb12vS6bd9CKsnQbwVHq7ZVVTTLVK0can9xZeEY3lJeHuhnAvD4UnPNMDuTjmemMlih0UhlUlHQc86cNkn0XECPA2/o1VBnlA7SgLNQtrmsdvKeQ0HPgtqMlOVVKAxqG0Sgbdungqcs3R7/83LZmd7OPhvALbe4fUhUelW4gTxWhQ8NOecVLnTcaKDdDUy3MWNtAIX9+1HZuRO1kRE0x8Ziux0H0tVIWI0PyKjW09XM+Uwr4yGz4kBtbdr2rqk357S0oTZvO1FUVuVjNzxOWVCW6Htp7XLqKWr7bsMhFCB9oKh9Vmcie20+taXu13Pquez9XlxZCAWqO57LAi1FWfKAtxLpwFwddGhE75FSCajXUYrSRVwWqNkEete7A/ya/IUSH+idCgkxvX6SZavLUk0OYqOz5/K142OVPnWmY3hAosqs1ZyjJe6/H53uunUldIGuWsXqkREHdkz63Gi4gPSZGff8IAENOnnogBgdOIDqtm0YufjieJ286W5oDCdpBBiCHtkR7VwEX7Z7XPZ35JzKWPj8W/UjmQz7yvhU9ZgE0p6PljGGVJyRbOs7yN8WJNkf9a5UILfn1vfb2hb1XD6Vq+2DVYEC/gB2BUu9p/3Un8vyzMmSBzwOAvRq44Mbz7S79SIAqx9/HHjxix2NO3IE1Y1uH/MqRhFw8iTzZvpUe/CU55UQkOVhYFmq0LznRo7zaN1QG4Af7Iqe31q3X5uhsn5gp/V8+9PzcZtS7NxzAczM9CzDg02bnGcmHZ1OnKAnE9BqoT0+ngIQoNebsg2gfegQaocOxWpNDphrtm7Fmm76Mq49ooDBwZXpvvQ8OjCnbNRdsQDCvlkQoK1QB3QLLhYktH0bXhBidr7+6Te3rVrRSkj1SVFbJftiQcr2oSD1dMKsfbf3Uo/vx2YXTpa9NPPIkge8SQBrkah/1KNLPcQqAEqTk6gcPepm7PV6ypYDaGhCKN4u9B2SQR8w36uVt24eMMwCvrzHZ9nJfH3UunN1UPHts6DmA9w0u1uxwu3j0kC1GrD56f8Vn4mD6RogATvAUX7G5s3MuADNKEq53FuVl9qSjyCxl/FTOXw4dloZqVZxRDw9rVclwcinfrOMy9q/IL+PI3FWqSOdpkzVosqS9NuGC3TMcXr9PuCAqavqTB/IhRia77p9YKd98Kk4+6kmlRUDvdfTxqmEENU0zaeNpS1LHvBOwGVJ5MtBnzmqRdR4XoFL3kvnlfqISy8FIJVdJbzIq8piPOp8IH22PB/L84FeSKwXaFYmGF99flsmFfoMAnZZQJd1bEh1WUbC9fm7GE9sgATwcO+9AAxAEOh0zahi0YHg5CSmu2BHNsgBk04o6gih4EQvRh1EqwBq3fg/9WZkfdVa0Pang7YNuKYoWwTce/AUEvVpU47VNizYdsw+BbTjCIOdT7QNy7h0wuETC4whFtY2x4SmkCVTr+Mps16qPpVolv5iWU69LHnA4yCiy5tQaAdJvWBTU/EgtnlzHE8MIM73G5C8s6M8wDIfycqtmSWW3fXrmw+ULOPygZsPnEL2u0HVnll2QIoPAB3ocbGOmRmHX7UagK9/HZ1uzBzzV2LDBuDAARxvtbCaTG983AFfudxj16HYwVHVZVrGDCQU2r+49h0HaX1+lV2xTWtvAtKejSybBvAk0na9NtIA6wMq276yTLWz+Zidz4am5Ra4sn63zT6rhmRZx9TX8lBfECjzsTp7XwoA5pnecgBZVmnmkSUPeGrHoNqGs2CWpQJzi0UHq7IlnQAAIABJREFUeu02Nm0CNm5EaubfatnWQ7a8PLKYKs25is9eN58XwQegeUAqpAb11fW1E2J3lPS+FSuKWLUq8T8BumvgPfRQrAWoVqvOi6VcRrvVwjSA1cyqQueVKEJhcjLF4ritjid01ydDo4YBSJ5JPrslAKeXy6h0A92Pm/Y0jsynzlRmVjG/20hSiNlYVZWSfIfUpBTfnJDn1vat1iULRLTMgp2vngVjH3jZekDvtdjzht4+bc+e49TIMuDlkZ8JwNPQBLt8CL3gYm9NrlXWaKDQeAq1msuwyQTS85c8zCmPA8pcnFzyim0jpMrU/VaNqfss8ORRSWbV8ZX3O6ftq7PbUb25ciXiGLxVq9xn+3agMzbmBuXhYQd21SowOYlSuYzVzKYyNJSaCTF8QZe5sWBmVY2aN5LCwbMN4KlWCxUkSZu5PdH9sL4PgFjXsqA2nP1wAmlVogZd22Pyqv9Y34petw/E9DzK3Gy7yii1DOZb62bZ22w/fJOGkPrSHq/1n4sLECxnWnkOS0k+DH49gnSqJAb0dgC0Wy3nltl1Ma/XkUov1gt6WeozFQ7Aepwd3EMqPstM7LlD34UBPlZCzMinDtTr8/Whgt77ZI/33Q9b7jse6G3DB3ZanrbhrVhRxqpVSGVXqdeB154/gUK9jioXxavXHbAdPYpIqT5X2YgioFhEobv2nQ7W/FZtgqouNTzG2sUqcKDUgHt2GwB+AuCx7n7m3CSw6nI26+EcUFZLOdWjR5AOIOe5gTQ7Zbm1O/o+KlpuHVqsWpXC33odPnsevy3Q2XhFC3YWyDroBUPbd94Pu88eb5kjcCpVmv3+mbyf5Uwrz2nhS6AvHi9ag2hVZYOhITebL5Vw4kS3XDw1060rG8ubJcWq93zB5aFvnhdSn2LrA/nZ3iBzn37sT0GGwzwZlU/6AXpWfR/AhuqzD2nAXrkyATp6aG7bBuCaa9zkZ2TEgV2jERv4qkC3ElyZGnerVaCrflQ1ZgEOrJgeTNmdBUVeiV0bDlLneLe90+BSjylAAb3OMTz2OJzNDki/C7auHRxCT4hVMYbYE5AGKcvo9LxqblD2B3Oc9tOn4gwxuqw+6r0KMbuQ6DGnluEtZ1rJI0se8PTloXqTwbR8KPmSxo4C5bIDve4gVqu54jTY6SBKgOnIdsvsh+e3BTMLevYYC2I+4JtLkLjvOCv66udtM+scvjb6gZ0P6HRbmXKIgXK/q7tiRTXF7oaHHbadcw6AW+9F7L1CNKQ35qZNyemZXcUtkAgMDaFSLgPdYHXN7ENvS7IXu2yPz3tTJ2kcrMnYmvAnh7YencpU6IGpyZnt+bNAIaTaBNJOYMrqLPBY9sh+6IDE/ts2Q2pEfZe1Xa1jlxGyKsi8QMhve45nTmW2cIC3nGnlOSw6N9G4HptjENwul92gxuWu/8XtS6+L51OXAf2DwC1o+Or76lgJlWtfkFGn33E+Yd8ovrmznjOLcfmkX71Bwc627Qc+srtqNfmccQZweftrzvNy69YE8IaHnUPT8LDmmHPPSxSh3QW+0tSUKx8eRiGKUGq1YmDTVco1UbFv0LYqOg6ouh5dHWngYj14tnn1nPQx/MAujqqJplUta9uxjEyBxB6jINU2+wlk6lBjj1Gws9elfdd2tU8EeJ/q0gd2IclieOzjqQs2X5ZBZckDHl8kzbDCF1w91+JZdLXqVFQrVwK1Wqyt6l0IlkeeQBq01I0zC5j6SRYzHKQNzKMPWW31Gx6UkfarR1HQsucNbdtjfBOR0PEVlMvuL6fTSrUK/NqvAfid/8eB3TnnuMJm0zE5rmRO6T4c7cnJ+Jlqd+17ha4npx2ANT6NKxFQ66BXpJ6UqqXQfRTraAKkgUUZEtmhgoF6K7N9ZTDKrKZN274nIevp8A06yiqt5oXtKbBqqjMbOlGQ4y2b02uygAtTpm3ZqV5IHZvFEBdXlr0088iSBzxVl/AB1NWXbWJfOh7gec9Dp7oaR464if6JE5bh6bZVQ6pND6bMbveT0HFZtkIfWA4ic/EO1f0hR5NBxeeUAvhBTr9tXe1T4plZrZZjkFu1yhG5F78YeOW2HwMXXADcfrvLcbltG7Bli2N5ZHUbN7og8/FxHEc696X2UAfOCnqzl3DAZGoxO9DShqcOHBz8fSpB3+DOdphtiBPANhz4Mf8mpG0r2i97XmVoNtkzkAZqCxy2v3oPgQTMdMFbtmOZnQK9qnDteX3iY30WzGw7Vh38zKkzgcScMt82lrYsecBjvJPGQtFpgPFMgDgXtFoodEfBAjoYGytgaqpfSEIB/ePNslSTWWpNX5tZqlI9JuvcWWLBqp8Tjpb7AM+Wl5EGqcSm5gexvEAXUmXqed1wT9sd4+6YO/PiiwHceCOwf78DO66gwe9WC1i3DnjiCaC7yoEOjDq5sqsK6LPmAwYfI1M15YSUr+l+uN/aAnWgnoaLtVN2SOBTILasxcdW1M7ms2HxPVNWqsfrcTBl9lyW6fL80+jtq22D+6xa1AdOqoYM1VcWqCwz1G/ep4WY9i3LwsmSB7wW0jYRzsb5UFp3YgDA854HPPAAsH07jhypxMyOjg0t77qvHFRbSA/SecApJP3YXRbLs2UhyQOGvmsJAfsgkgfsKIVAechmp/sSVsd21DOTycHrdWD3bgD/1z6g0XADYxQ5it/Nr4qZmSTH3MxMPKhzIKaoWz+ztKgnpPZU1ZUKcDrQtpEsyFpB4u3Jto6bdihcJLYtv6lKXYOEmUG2fU+nbdOyNnXAoagKkr9tLJxlVqrete+mZW4+MNVzK4hZtWOIldlsMx3PPl+/rfpTneVOjfimEXNpYzkO7zkt+hjYmaKWpWaV27YBu3bhew9VUt7mdNTLVtnlYSqh/fpt2wlt+5xDBgEgy76yri3E3KzM155ggdV3bbavOp8nyFUADMENoauQMMtibLtjuEm16nyU1tz7NzGdL1SrbhBvNJz9bnzcVe4mh0axmHK2UA9HekNSVWlXH/exH302dcCH7KcmoiZXa9kU26Cq1K7FR3COM8ggUZkC4WHTDv7sE9msqjfVOccyTrJKvWZIP3gt7BPB3tcHH7tTZuhzwLGfjqkTuvYQaOrvtnz7MtYsnsws0Gc5Du85LVbP77O1xA8u1VZnnAHs3Il/2gNZIQGmJR1wQ4zKZ9/Ts1oJqTbz2u5UGTMflaZeg4pldHnbHZQJ+uopuPVTc1oVJkEzYZQ27q5e74bV7d3rCrp5MdFdtbwwNuacWOjFdPSoY3jd8AObk9XHDIBEFTaB9DNYMNsdT7kyOqrllfXxXKzD8ANIG5D909JODWlQtnW1bwQhraPAu1rq8GM9OVUVzLZ1zTnti64l6LOZKRPO0p/Ya7ITDavO9Kl09XwWNNUTlCz4ueixuRyH9xwWvkh8mZiOSV9CoPsSMGvw8DD+52MVHDrExV7zCgfUjvzOYjs+1WQe0LPHW7GvfRZ42Tr9HFK0Th4Ayxo6skTVnZbN5bH5qZ0w3eaKFcnKCFRnbtkCvOc9AG7rrj5HT0t010ok1S8WE512N80Y66n6ki+WDRng8jtkLKphUECwL6ZqKeh0ReFxTSR2PvVKtvFw7CN/K2CFAsftwK6i10DnEm1rtdRV0NL2yVzJ5vT+8Dj1DvWBVz81pWWDIUbnY4tWlcr+KOvWyQL7fdLT/uLIchxeHvmZADwKPdJox9NZZgdwA1mxCLz4xRgddWDnt9cBvYMx4Ler+bKL+IBsENAL1YWU2zmpr/+h67J99dXJA4x5zpdVz4Jd0ZTb+tYmCKT/J/dbU4iVSsDatcD55wOFc1+aHNZlctP6mwHmR4+6B2NmJjXAEozUxV9XKycDsOm8gPRArfuUBaqazwrXsmPbujJIBYmDloIgGSM9QW0oAkVVrfpbWU68koS0x6eOE069DgtUbJOOIFa92oYfzCxw2nI9h16DlsfhJKYNHzuz98JnMmH/7eRhcWU5LCGPnLr/4xkSvmA1JA+mBu7q7DZ+SV79ahw5Eo9pKZVmuYzuQqG+gVhtR77B2jdwwxyf16YXsqWFzjOXj21PJcvWpxICJ9812Lbth/3y3fd+jND9NytWlGPbHde8e97zgCt2/gB4/HHngdnNpTpt4ujQaDiw6zqsABCP3m6S5nI5HvCVqbCNGhJnEQKYfiwrK5h6lvFMIx08rmDI/ceR/le5sGxJ6lhnC5hz+9R/QAKcqYmjCN8t3gsCuM35qQORlul9UkDxsURKx1MHSAMY79O01LVOMSFG6PtNcLOxf0t+gH2OyZJneCuRVgFxRquqmdTsrru4Z9bqCM5Tk0Mc2ZVGIelvIMyI+tnp8jA9mONs+3mZVahvlJBdMA9TzAIjC4ihuj7g9E0KfCCZbGuAea3mwukuugjA29/u1rnbuBEYHY2X/+GAjlYLUaPhBv/uMkAA0KHqs5swerrVwoTcOfV6JOOrIgk+V9sT66gKVEFOgYF2ouNIu8crE7KMiOdRALNaDu6HlNl8s1pH9Rdt86FqVUFH2VAq4QPSji8WWJBRFlJn6uCmaka9djvx7QdWCpo+O22eNhZHlhleHlnygMcHjuvgAemXTtUPbQCVYhE/abiA83YbcYwWv7mdqDp1YFeQ030KgD7HDwUylllQ80k/J5Is9WS/dn0q0pBdMG8YhAVNe4wP3CC/87Bf2w6dVsqoVosYHnZAV6s5Veb27cB/GvsY2gcPovSylwEHDwKNRvw8rAZQ6jqmxINjFPUAQaX7QHSQLA2kg6PN/G8BSVVhlmHBlFOUnWlYhO+ltqDjc7FXVmkZlIKt9UxVgON9Udd+X1/Yb+ut6VOl8hgfiGcxS3u/Qr87gW39TzrmY69Hj8/q1+LJ7AKczaW6XsphCUse8Pgi0iPNzmTpmh07HBw9imLRaa/op8BYLW4DTq05O+tjW5bZAcmDWJRty+b0lfExOB/bg+zX89lyBPaHxMc2gd4hQ68rS6yHqj3GF6sIU88HeKwbYogJ2JXLxVQasVrNaS+vugrAz/+OAzV6Z3Zj8OIBWYLOqZ7jv+xjCHag1iwmFD6Llk0BiXpMVZx28GwinaJM2aJPFLRUu6E2R+0Hz29VnXoNXIE9FERPUZudDQ0K3YMQU9K2tJ5leb77pswZpi7FLtOk37wPWm4nEj4Wempk4Rje1q1bU6V/9Ed/hBtuuGGebT87ZMkDHtA7kNB5AEgeUILf8VYLmx//AdrtX4xtd9WqY3tMo8jyKPIN3kAyHPZTOXLfIGwvr5pyvupMC3qAH5iyZpW8P5ZZ6nVYiPBJyNaXTx26YkUxZugAYuDbtQv491df4NjOGWfECaHbXWCLB78ownEJPaA9mGDBQZP2tCYSkKsiAQbarXQdPGVJOqiH7kgbvanACMI+5mPbSmkz5Lzq9Qn4WQzPrzY5n7oyC3QsgyqYfaqSVXUnzD4VH1u27WWJMjfLcm09ZcUWLEMg/1yT5bCE57DwpQnNCq1acxrA6o9/HFsu/DIOHXKD48xMAnonTyaMb2amiFbLqjEpOldU9qdsiQM/P9ZWB4TBLgRoIdY1yOyvn43Qx9h8SiWf8PrygDfBi9shFaZuK7Nzi7tyFXMuTl6ruTCE97/lx5j+wAOo0CY3Po52NzdmGwkItLvL/HBiVIBoBspldLqrITDcRdkSQcEOkLZM48z4XFrbnF1dgU+JxttZtmPDb9i+2hD1PbCsxgKaqiM7pg09v2W5MH0A0uDhA1idBPhUnr7ykGqzn9qRZb43mcdYcA71gftPrUpzOSwhjyx5wOMDp2oT2liU2fGlbwPAV76CC3/3y9i/P+2h2W47dRiD0Z0tT1mGz+lE2RolBJJ5QA99tueqdtT+a/1Bgc9Kv/MqGwN6AcwyN7sPsk/Ly/9/e18fJVV15fvr6qrugu62G2igRDCNYEQF5AmJ4PMDP4IakRnznMRoiE6+xjEYiePKipq8MLNc4spkDOOYmFEzamIyuIwfK88kjrAiqBEioP0CKgaedqQZWqCloLrp213Vdd8fp/a9++7a51Y131Td31q16n6cr3tu1fmdvc/e+6CmxoQQI7JrbDQ2SakUcM01AC67DHWjR5sX2duLfFeXuuFq4DiZBBIJ5DMZQxLZLD4q3KPfVJKdA/7AdwKCYby0AZ2Ih0smVK4WmkxukGojIV42XZNWiTytPObX5EBuIyF5rv1CbGt5sg1cAtPIVD4zL4tfl1IbEaLNQTwv0tnaJ0Fpj9wAGxmtlIOKJzyCVEXITSVpjY9UUtPXPoQpU76GLVuAvXtNGbmcGTy5q4KR8qgWIjhJXNqgr5FemMrQtq5mk/hKrbtp0PLb6pXpS5VZai2OzuntUPzLWtjdPIBiEjRpiexIfUlBopNJYO5c4NNPXGfW6wq7kyOTCfiAkWEG1VAHGEkwkQAyGWOKn0xin+NgJ8y+dC2F9JygOAkOhxlYyVdO/g5JLUrgUppm7k4SpHzD0jmbp5fnmoowDJoEJdtVCpqkRW2WzyfbrU1GtF80XdfUoFq5XAUsJwu2dT9tUsHTab59EY4uKp7w5IyV1lT4zFaaLw8AwA9+gBk/+RoaG03Q/M7OQnrxCzbntcjlauG6NOjyeau2pE8gFae2xicJi0uK5UhdYetuHLa2lZImy4VcfwsbEm3rcBrZadKer8KsrfXJrrERFEAHZ54JfGPq74EfvGqyb9sWsHRsBIyLAWXIZADHMQOc45hg0skkYoODyDuO5+BNvmj7EIwJicL3cPi7FjjwSZU7pGtqT2mJKQd/sLTS7F6TSCitdiwhJaRy0spywwhVy1OOCtAmeYbVLcuWUp9mVUpppBO81gZtAnG8qjQjK83jGCTZcZUNDRw8IgYdEyHmtmzBxeP/jPb2jyOVMnlzOd8dQRJfNgv09yfgunSFfny0njQIs5PCADvna1kyH79uU3HSscynncvyCaUIUJLdgf6phkqUWn6NAOlewgsZRo7ltANCS4s5bmsDHvzufwNn/i/kCvvaUeS4OgCNiYTxxSu4IZBPJhIJxHnInYL5LhEZkR35xJGjdyOCTtkUVowPtNL3jP9e5VqZXEOSRhJcPaetXVObtW8OKfloa1dSGpP5ZFlSItLIVFOT2khKq4+XEUbSkpSoz2ykCdh97Gz9q7X38OJQ0KvJH1lpHsfgERrom0t5coAgJ/UBAPH587H7mj8jlTLrPj09Zqzr7/c1YWTMQvBJT24FyiFJQyMTTUUpSY+XFUZ0trU5DbYhRRrPlAMbydVa7g3CqDF5XplWl/a4CpOTHllntrUBv3xkP/INJ6EHvhTWMnq0sWShne7TaZO4t9ef3dTWmk8hkDSBNAZkOUmqyv2F++THR7837sYgJ1v0ZJSPD8DcbYB+r/vZPTnUhUVGKUUYMo28rw3ikpA14tLKovuaSjSm3JdlSVK0EWCMfWx1a9IZT8P34OPlS/WqvHfkCO/QIbLSPI6hzU7rkknkC3ESyTSbFJAxALGWFiCdxv4tW3AP7sQ3tt6DqVONpLB7d9BwBQgS3uAgN2SxOZlr/nE2daHNbUHm5eewXOPXbYTIYZu7H6haM4ah5ZUqUKkeLSY7Lt3RTuapFPCDHwA46STkAZyQSJgdMVpaTKLeXkN0RGybN5sqSNJzHC+upjao0lY7kqh4WLH9CP4O+SRLrktxyY6vx9E1Ik/5dvh6FbcR5gNvmDRmG+z5s9r0AWEDezlSj00Nq5Vvk95i4l4pUpXkrE0ebPlkW6TEyycvRwaRlWY5qHjCI9WlN8tLJIyVneMEHHxpBp0DkHQcxFta4KTTcJYuxf2938H9jwz3xkcyXCEUhyAjQxZNVWnuFyOM7MohPVsdNufzUoTIQfWVkg4lNMOSUuBuGrwcbS0v5qkxuXFKPA7POrOtDVi2DBg3+2SjmmxrM0TX1GRIrr0dA4U1ujh8teRwAHUUbYC5JVCA5iT8Hce5uwAQtAgGirfp4ZARTWwEkkex1Ef56Vu6IGgoJZXw65rEo6XlKEeisalRud8dPY8tj9ZWTWVKZZXqY0mKsixJspI0tcg1dP3III+DJ7yDVYke+6gKwitCNusRHf1wuaSXcxzEEwk0orDGM2oUvrC9D88/bwbQrVt9CY+CcPDQY/E40NMjffSIMGwEZPuxhZGefMpSZMbvlVJ5yuv8L14OcWmSmU1NGQZbXt0Sk8fJHD8eeOwxYPiogl8CuSAAQEcH8tu24SP4RiMOgmtyYOHCaG2OnMpJtUj+d9wRnJ5cGkPZeoer2yXJ0C+IHL35+jMP70W/Z+mszevStB2yzXxgl20Mk6pszxYGm8RE39zKUSMiDURAmqGJJrFqdcjyeFny/UgJrxIoo5KNVo5HFfOQUDSQFMz3eHR6HmYJhbTIZICWFjQmEtjvOBg5cyJaWswg2trqh6gi1dmIEUZwoDiNRhpMwF8tos1IaedtvjlprbjGzfITCBJELYoJQ65SaGkQcs+WXrsWK/Mj82tkJ39+cm2OX+f3gz52vM9bWsz7aWsDHnmkQHaAIbu2NuDUU4FEAgMFsgN8sksD2F34kM8b7TFHpBaHkeyGw1hc7oa/nkawqcQkqKe47x0nP8CXIEnydMQxEHSjsJFdQMuh1KNJSJIINSlPqvFkPu26DFNGx9L1wkZuXKqS12ySGNg5/4Q9gyRLXh+plWW9Non58GPwEH2iHc+PaxSpegYHgUTCi3gv1SGNYAYtjgOcdBKSHR1wOjqwYNVt+PXc+zB+vNGG0dpdP9vlMR73Y3COGgX09taiq6sW2SwN1mSYkQXQdxBPVsrvTkp9PA3EvQNZA9QQZqQi7w+VnEmGqVUlOyK8hgaz3c+yZcAJ408wC3inn25YsKPDrM91mU1eKUQY37MuD18F2YhgtH+eZh+CsSz5EwHBgZBfk4Mi4KtDpUoPQCCCC9dGxFg+TpqyHbJufhym3pS/Io3wNDKxqQTp29Y2WWeYZCbL10in1ESD11tqEJR9xX0GNYnS9p4PLw6FfGnyR0YrxzFoZuYRHhkm1NYiXmAmUmvw3aodAHWOg7jjIDZ6NOK7diH3wx9iwYwZ+P2ML6Knx6g2CRR+zHHM4AsY8hsxwhBjV5e03gQMecjdFeQ1Cc24xWbRSdDIj9LJ60NReZaCTUqLKfcB+xDByS4RWLOj9bpk0hDeSScB3/wmcMLUk82M42//Fnj1VWDjRi8wtFNQaVPJRBaNCEpPpFKkwYtf5xOpHCvLpj7UpBUqR1prUtlp+GpMArWHD9ba4BpGXhpBawQnywtzpNYIV5YfJk3KNsj+k5D9palFbZKeJCTbpESSGtWl/bNo4nT0EBmtlIMjOwk5CqCh0vvx0+adiQRio0er6eNNTV5UDKTTQEMD4qmU6axFi3Axfo9Zs4x6s7HRqNX4Gh6Br/M1NgI1NVKNyRWrXHXJDTQImtGGbU2slMpTpgvLa7umoRyVpCQ727PIPjDnpELm1pjkPjd1qiG7jyc/AJ54ArjlFmDVKmDXLrNxawHafnDcXYCuE+lwlSZNjKT/nKYClAM+dzaniRiRJgWipnqJeCmvJGipGrS94VLn8pqsS7vP03EilOpBWaaUvGTfaXWApZVSHxCsTzPYsfVNHsVkxlWlkkS1PPw+SduUd0BJc7xg3759gU8/V2EdZWzbtg1z587FGWecgenTp+Opp54aUv6KJzztR4ts1nOiiyWTvpECobDOlyTH44L4Fpswwaztff3r+PTkP+PSS8NJjwiPHKCLSY+v2fEBXp6XQxj8OMw4JIz85HmpazaC0+7Z2q61QSdmvusBER9Jd21twOzZwMcf+ZZRXQLA88/7zpOEQnQUvq0NDVBUM1dd0aBF62hS4pKDOYe2NkSEGthLD8H1ZNr6R1oX8npKEZ/WixxhRBlWRjnkaCOvUirRsDr4REQaA0myo3cqJTftXCMkmzqaS3nadXrGHPQ2HF5UxxpePB7HsmXL8Pbbb2PlypX45je/id7e3vLzH8a2HRPgszY6TvIBkKQ9HkmDIgx3dxuCy2bN4pDjmOvptJH0br0VublXYtUqE3qMovL39Zl1PccJWnKSqrOnJwHX5VFUeIgxW4QUSlvquhapRVuXA4rnybVKmlJrelpa7dxGdhoZ8k/Cu0/SHLeGTSRMv06YACxIvgj8278ZXbPjAHv2mM4n94JCWLB4YTdzemra1od+J3JwpUGVD2DaOphtAOdrf/ThqlLCAHy3B16ebVC2SXRha3PyXJKoVpZMCwTVuPxY5i8lUWr1yDTaWhu/L9fPZFlh7g3yGu9zqVoNg62/jzzhHWwZx/Ya3oknnogTTzwRADBmzBiMHDkSH330ERpo77YSqHgJz6bO8FAgusBsjNSeFJBRw65dwL/8C+bt+gWuucbsnJ1KGUlu9GhfouO7pHNLwpoast7UAiNL9aY8l5KQlOqgXNfOeS+VShOm/ixHpcrbppEdSbb0rFwSrkNNTW2R6wF9WlqAGTMAfOELpthk0sxAmB8dGhq8c+7wvR/BbX34QEe+drSmy59GfriqUg5+cZGO3rpUYe6GT7y818KkJhqQNXWfdizPbVIOH+il2g/smWxreuVIj2EqP/lsXNUoJx4aKZeSdOV4wAlfI1hNMpD18t+AvH88gdbw6HOoCO/ll1/GVVddhXHjxqGmpgbPPfecmu7HP/4xJk6ciGQyiZkzZ+KVV15R061fvx75fL4oFFoYKp7wAMsslbzFC4PgCYVvB0Bu1y5jyUdBhAuRNrwRdnAQ3pYJjz+Os1fdh/nzjVqNSI5M5WmtibaooQHakB5XaZYiOY30ahH8a9tUmeWoK+VPIWzdrhQpUnn00QhZkl3YJxaQ6iTZtbUBn956v3lXU6aY9zJ5sjlOJIzEziYuZHgwHMEpBzftp+sETY0o14w0ouNlAP5uHB/BXx9MF865mtOmquPlS+ILUxFq9zQiKwdSKrSRTKl6tfQynayX3+NaG6laLEWBUiXzAAAgAElEQVSqpa7R84VJh/z9yPptxkSHD3kcvDrTPMHhWsPr7e3FWWedhQceeMCa5sknn8TixYtx11134c0338T555+PK664Ah988EEgXXd3N774xS/ioYceGlIbqoLwCAF1DKkwKXxKQwMaEwl/52fHMerMpiZDblwNOmqUny+VAtavx9mT96G11U9CpEdhGrmkR4O2vqZnI7Yw0uPEJ8nFRoLaNe0vWoqMtDbYJE8tvZQQi+9ra3f0aW0FbrwRxkilrc28q3XrgPXrjQvClClG/Bs/3mxx3tIS8HSk2KlETuR4Tr0BhAd41gZuTpx0j3ZK2AmgC0aaS8N3ZNdUlDZJheqQ6ThshKJJpkBxvfStEYYkHnmN16eRkNYeGyR5aWXZyE9bU7URO89jI0s50ZFqapsEemSgPf2BfA7fGt4VV1yBu+++G5/5zGesae677z58+ctfxle+8hWcfvrpWLZsGSZMmIAHH3zQS9Pf34+rr74ad9xxB84999whtaHi1/CAYjVMHAiGSGH63xhJcwTaJpu2PiedZWurkSLIQCKXg+MErTTjcT/gPmCKpWJo4A7usjAAfz2uFgeuk8/DJxC5vscJzrbGN1SljEaSYcdEZjJPQnybD63VAcHJQmMjcN55wPTvLPANkWiXg0LYMGQypsMzGWDaNFNIUxOcTCbwu5ADPwWF5nEyOUnItTttMM8j6MAuo7HIPLZ1NM3tgd/n33zwr1PSDwUaccSUc42QeX5+rVQ9GpmGkapWTlgbSrVD5rWRLb3bARSXS+/geJUmjtYa3sDAADZs2IBvf/vbgevz5s3Da6+9BgBwXRc33ngjLr74YixcuHDIdRyv76RshA1MnmqSUIizGSMnr6YmeLuGEjHSAl1bmzER7CmYGGzaFDCXJ1DsTX6NpBWq0vyeuLRjOy6lBgS7X0rKCjsn2OQC2/w8TJUqVZqyfpt0GisK20a+d5MnAzfPeh145RXP+AiAIb102rwnxzHH3d3+hq+FCQ65G5DTdx7BINDkgqBJCoAvIdoMUIgwyUldGndoVnxcQqBBNWydjTtB8/ZpkpuWXyMRm0SnSYc8nBmfOMjn0EhSey4t2ko5bbb9KuW5LNtG3mDPQgTG9ya0EXS55HroceisNA/XGl4p7N69G4ODgxg7dmzg+tixY9FVCBbxhz/8AU8++SSee+45zJgxAzNmzMDGjRvLrqMqJDxAGZ75ANnb60t8joN8NmsisfCtsgHjRU6WJ62tPtkBwNatmDrjAnR2mjG2r8/nUjKfJwmQtKk0eGezQE1NLVyXJLNyHcIPFcKkwAOt20Zwkog1MvdDsdXUBOuk+cfo0cA118CEVCGJnETodNpIdLT+Spa2lDmdDqy9yMC/1ELuVyVn+pxQ+ODK13z4IKmBqxRtvl+lpDpaI5QGFnGRTpNeoNwnyAguWv9oZZUr0clzWYZNlam1WT4LlHtcQtfq1NqoqTilRahsl3yOg7WbPNaxZMkS/OM//mNomnXr1mHWrFlll1lTUxM4d13Xu3beeechnz9wRXHFE17RA5IhCuCTHH0XBsV8NmvcFGrZYNvU5PsVAIbRyJDFcYDOTpx9zT6sbz3BG3/7+vzim5qMq0IuZ5pgXwemgd8mV4RBqkEPRC0q89hcIbR82jl9x5TrXH1Zx76J7BKBPe5ItVlfb3zuzm39s9mvifTG9L4cx1xLJoHubgwUIqvEAS/EGEknMQT3pCfS4gGbpXowhmKpjh8TeZHfHlga22DPJUmuMo2xa7wcWRZ3p9Ac60upAzVCl4SZF+fyuThBhJEib5cmbcnrpcizFMnKuni75X2tvuJVrmA75T0bAVYiFi1ahGuvvTY0TVtbW1lltba2ora21pPmCDt37iyS+g4UFU94csZel80iVlvrqysJLAKLd9zba2JV9fYaKYEkPmK0hgZjFLFpk2GyVauQSi1AV1dQhQn4ajjujM4HcX8fPcBOMPxvS8Qkv2MIkpa8X6pclEhrg6a+1EiOvuVaHRnvJEEBtjW/OwrXdvPkF4Hla80aakuLv35Hm7iOGkWdaqSgpibg//0/4NJLgUmTEG9vDwRbph4gkiMSJHKjtDzmpaZKJFA8TilZQOSVEiAfdLnRixxEucEMd5onKYQTug02MuL3ws5lPnL1oPuSKDVJzgaZR04spOpTK68cIpRkqLVZy6MdH1kVpsSh88MbClpbW9HKrfUOAnV1dZg5cyZWrFiBq6++2ru+YsUK/NVf/dUhqaPiCQ/wt3+JA2Z9rjAQBggskTCklkiYGJvZrDkHzIAqY4Z1d/vO6em0KaOjA5Mv9fmPkmrg1pq+c3otcrnaggGLNCAJg0Z+fDjj16EcS+RhJ11b/QQbydExV1tKsvO/E4nagHUrt9AcPx7AokVmspHJGP0mkR2918J6rLclEBmu/O53wKc+BaTTOGH7duSyWc/PjqswwVopJQFtVwIiL/omoxe5bpdkabjvH5fkuNoMCO6iwOvjA7asS5NENMmlFCGGkZKmKrWpDTUSsUmOXIUs1ZiybC5RSvILez5NhSrbF0boss3yncn2Hn4cHcIbCnp6erCVBSB+//330d7ejpEjR+Lkk08GANx2221YuHAhZs2ahTlz5uChhx7CBx98gJtuuumQtKHiCU/+iXLZLOI0IBKhAUGpjY7JqIX2oCHSo9GXDCLa2jzyPGPyAFa11HlRVshdj4NLdYBPegC32uRyKeCTFv9oQ1KY5KcNX5oEWK6EJ//OmiTHv0n61NSZSe9YuiFwsmtuBu6+G8BjaeN24Dj+Wh1gOralxRyThWY2C6ew4e+A46DlqacQ+5u/AZqajPpw40Yv2opNHUevUG7uKtfd9rP7dQBaYIxWKG8eQQMWqkcbHKUEw41rbLErefty7FwbeLU1Ma6WpYG8HElMqj9l+21lhElWNsLQSC5M2tOOw6RBjag1spXaAa3sI6fSPPYJb/369bjooou889tuuw0AcMMNN+Cxxx4DAHzuc59Dd3c3/umf/gk7duzA1KlT8dvf/hYf+9jHDkkbhjQBWbJkCWpqagKfVCrl3XddF0uWLMG4ceMwbNgwzJ07F2+99VagjP7+ftxyyy1obW1FQ0MDFixYgM7OzkCaPXv2YOHChZ4fyMKFC5FOpw/oAWtQbDHmSQI0MNJ6HRmxcGMV2geop8cXxVpazMg7ahQwc6YfbqynB3j+eVx6qbnU2BjUmvKgLdInjz7DhqGwbsUlH+mYLuNvSiLh6WqVtDZ/vjolTyLkI/PJD+WnOuVef7Q/oB91Rlu3I3VwY6MR2OrmzzMEt2uX+e7qMh82gXG2bUNXOo3OTAadjuM5effA+MDhqaeMOrSrC7Hzz0cL9EGTJkpcrclJgf+u+E4KYN/DC09oIx2uftRUdlQmqT/52iKXTigvtVVT6UlylaTCn0mTDG0+ZtrAbpPCSpGg1i6ZVls/432llR1TPrJ8/rxSWrN9l+rTCAZz586F67pFHyI7ws0334yOjg709/djw4YNuOCCCw5ZG4b8Xs4880zs2LHD+3CT0O9///u477778MADD2DdunVIpVL41Kc+hQwbiBYvXoxnn30Wy5cvx6uvvoqenh7Mnz8fg8w94LrrrkN7ezteeOEFvPDCC2hvbz8gnwsOUiMBMATnOGZtTlu7oy2E6BqJa/xD7gknnuirPLu6gB070NPjE5iMTMZdF3jAacAf3CkqSyJRy0KQcfKRJMPJDNDN+zmJ8fQ2spTpyyVIjVi1TW2J6LgaMxHY545LdsOGmTnGkiUwjuUNDf776+4OTlgymYArAA8OPRxmG6AcgFwm46mjySqRB/6V4GtqHFxFSemkOpLIkgIbENHx9UCSGLi6k77T8I1gqD4HPpFySU4O5DYJh0tIPNo/SS9aWVKy0lSMYPdsKk4Om3WqbDOUa2HkZCuPn8tvzSqXkyt/l5pKVq67Hjnis9H/UD+VjSGrNOPxeECqI7iui2XLluGuu+7yPOkff/xxjB07Fr/85S/xd3/3d9i7dy9++tOf4uc//zkuvfRSAMATTzyBCRMmYOXKlbjsssvwzjvv4IUXXsDatWtxzjnnAAAefvhhzJkzB++++y5OO+20IT8gDWRcHRSn6Cl8oCQHdIquwgNKZ7O+3pH7FlCcsL4+4MMPgbfewtmf/whbtoxUDVe4VCcd0Xk6MgAtdkwH7CpHqbrU1uxKIT+EtDJdGOFq6kyfyBOJWu9VSLIjb4JTTwVOufaThuiampArvIM4GSEBgffJ3z2XknoK904AMDybRXzLlsDOCZIMOAHQOR8auN8epatj1yiNtPS0SQtEglQPqTKpbiAY+oxLdnyNiRvZ2IiKp4W4JyUxWsPiO63bJCltwqA9s1wT04yBSpGfTMOvyXdpyyOlZbluyt8v2DXen1p9R45C8jh4lWTlE96QJyBbtmzBuHHjMHHiRFx77bV47733AJgFyK6uLsybN89LW19fjwsvvNDzkt+wYQOy2Wwgzbhx4zB16lQvzZo1a9Dc3OyRHQDMnj0bzc3NXhoN/f39RTHg6AH5QFM0m6QRliJ0kIsC4IcUy2aDohoZraTTRi3W2uoH0ixE+Bg2LNg+LqnU1wcHdO6szq9zK8WgsspGItI6kmCT+OQ1yhtT8mofnl5Kc3RMEp0M6OVLfER2JNlKshs2zKiI7//Kn7B/3TozwUingwMQSe0A0NCAVgTjYtIgTE9GrYgD2F8oixMOEJRo+HqNJD4u2VEaeY2irexjacJIj0BSIcX9pHqp7VoesHS2Ga2UTGwSSSkZQKtXs6Dk6eMinVaerR1aPk1VyftGotxhXaYLaImgT4KqQ046fjEkwjvnnHPws5/9DP/1X/+Fhx9+GF1dXTj33HPR3d3t+U6Eecl3dXWhrq4OI0aMCE0zZsyYorrHjBlT5J/BsXTp0kD8N4qgzRfuAxZzJKGxvfG8c8fxg2ACvnUJF8N6egzp9fQA27YZspwxAzjzTGD9es+OhSDdELRgyA0NxddJKjRrehrB0TWbilMjLyjl2Iis1MemAtWITl6LBSQ72R9Edq2twHe+AzhnnYXhBTVzPpMx6sGmJl8iJxQmJ1zNyNVNwwGMgYlt+R5MbMs0ggTAyY7nB7vGJTiu7pIqRC49aGVp6jZZN1elkeQmIaUM6oNSdXCphqs1OXlIEqY8sp/omWU9QLAv+IRAkhSl5fm4pMw/YSSjSeQyPZeiZTm2Yxuha2UfORy6SCuVjCGpNK+44grveNq0aZgzZw4mTZqExx9/HLNnzwYQ7iVvg0yjpS9Vzh133OFZ/QAm4veECRO8GOCNCK7peA9Ooyvgr911dwdH3dpaQ4R8Z1fSOdL6ZCJhttxOJoEnnsD0yc+gY/JnkE6TWjLYXr52BxjhkBuHUjU8jiRQG9Cy6iB1p7TmJISpLCmvTWWqpadvTpQ2AvUJsaYm4ZE5hV6TJD9smBHmbrwROPvL/8MLGpDPZMwT0RorGSAlk57PZA5GZUkqOL42FYeRtD5C8YCuDeKUh55CCy+lDa5AsarTph4Nm3lKyVTWKwkmTMrg9dI3kRyXgultSUjVqo3cZX/xZ5Bt0aQ5TsKcJOXzShUiL4v3RRiZybRaW3gdtrrCyjn8OPatNI8FDEnCk2hoaMC0adOwZcsWb10vzEs+lUphYGAAe/bsCU3z4YcfFtW1a9euUG/7+vr6ohhwHFwd4qlEyHeLPtxohcCjPwM+2TmOke76+83InM0ao5Vt28zA+8gjWFD7G1xzjXGUlipLfkznZORC1fN0BBNqi16bJu2RepGkqGGwG6to5BQm9WnSHElusl4u0ZEzublGZEcqXppb8C2VmpqAsWOB228Hrlv2SaM6LriMxKiz6DuV8hdFu7qQS6e9QVYahOTh738nHbPlMalDyTCEBt0cy8+tK+XgKn3w5OCpDZxS3aepHaVVZ5zllUYTNutQDZpUxY1+Av8dpe2clAiaujdM1aq1SRKIJk3apDmtLC1fmJQq89LEgJ6DS94ymMFBDbARDjkO6n309/fjnXfewYknnoiJEycilUphxYoV3v2BgQGsXr3a28Jh5syZSCQSgTQ7duzApk2bvDRz5szB3r178frrr3tp/vjHP2Lv3r1D3goCCFpd0coRmXV70gG3yiQLiZYW43ZAOyWQGMIXmSimZn29kSzeeQfYvt1E6W9sxP6LrsQ77/iGnSXbmguSG+CfU9PicSK9UqpJIiCp7pSWlzYClOnqxDF3T5Dl6+rMmhqzXldfr2/i2trqhyptawOefhr49Lenm0kESXPkZ5dImHczapRncZvv6sK+bNaz0CTVX7rwceBbOuZgfOQ48vAHLNomiM75hIlLeDTI8WucIAB9UJa9bpMQJSlL6Y4ITw6ydQi6Q4QN5pLkuNRHRj5c1Wn7KXMi1hDWBvl8NsmMyrFJh3QtTNXJ83EClO9LSt4yD28vPy/VD4cHkUqzHAxJpXn77bfjqquuwsknn4ydO3fi7rvvxr59+3DDDTegpqYGixcvxj333INTTz0Vp556Ku655x4MHz4c1113HQCgubkZX/7yl/EP//APGDVqFEaOHInbb78d06ZN86w2Tz/9dFx++eX46le/in//938HAHzta1/D/Pnzh2yhKR9QrlkA8I1W+IawdI1ELVpI4nvT0JbmFMWjq8ucn3SS2Xk7m0UyaQw3ici4kSdZZ2pkyO9ReolcjpzT6UlKBYCmtFxdWU7IMQlNjRkuddbU1LK1yOK1usZGn+z6+oDTTwfuu+Q3wKSvmIkE6XEHB/3AAMSSJJ3v2uVJdDRQ0zEQlD5IzTYShgj505IxSAyGGLm1ZB4+WUprPZt6EUCRdKOp8KgcTo7SClKqzXLw3RyoHk6CmoShqfVkGumiIeuVa22aulIiTA1ra5tUV8q22J5NSnKaxEnQyqC89PshApPvR7ZZm9DYFg8OPSKVZjkYEuF1dnbi85//PHbv3o3Ro0dj9uzZWLt2recF/61vfQt9fX24+eabsWfPHpxzzjl48cUX0cTUgj/84Q8Rj8fx2c9+Fn19fbjkkkvw2GOPoZapEX/xi1/gG9/4hmfNuWDBgtBdcsNA0hzNeulHHPihkxqTxChaNCPi41uXx+M+4cXjft5Jk/z0w4YB69cjtvltJJNnFKkmy5H25BqfbK4hUApDBgTX7kr9zTTyk+XQcVHL2HX+l5ZEaCc6Irv6el+lSV16zTXAdcsXAD/8P6a4pibkHMdExynEzMw5DuJkqEK/m0QCyGa9wYZChUkVH0lxqcJxEv4A3wgjFcmZPg10jrhHpEC/JyoH0Ac/SWBgaTlpUlmkjdDAVZpAUMrj9dvIhYMsQeXz0f+GPtI/TRq3SJLRCMhGjGFttE0UeF5NCpZlh6kYNYmQt5/6N6fc1+rheSIcO6hxXX/IrCTs27cPzc3N2AxgFHzVDqm54gCSUqfGF9ASCX8UpvtEeq2tfpQWIBhrs6fHSCBbtwJf+AL+Y/10dHaaoP60mxAtAfb1mSVAMlbhRJjL+felz3su5y8/UlrXJfMcTmCSzLR7eUtaDk5w/LxYyiOSA4JEJ+Ni0hyCk93cucCX7v04clu2eMTkqS5bWowxUSaD/QCGt7T466sFy9qBwtpdD4xBCpGCFq9yJAzB0casNBmivOML9z+Cr86jsGE02ycS4Hvo8cGZkwHvPbB8Yaq9kYW6qV5ZJpG5JD+w9FRWWD2UjgfN5mtUfM2S/kd8jZT7HMoB3kZ2GrHwc2mBSc8r09mOtTJjKG4PfxaZj6uLZV6tXu1d7wfwtwD27t1bZFdwKEDjHHAngvL+gcABcM9ha+uxgKqYgNCfmNZmvJ8Fj7LCyQ7w1/L46ExqzNZWn7Uo/Fg2a8SVXM6EvIrHgZUrMWPudC8pBWyRuySQupN/8zRElHSfiLEg1FCDCxIfn1uHqSu5RSZgn/tqEhx9x7z96rgkR+dSouMWmZzsZswA/vfM3wB33AFkMoinUr60nMn4a3SZDAYA45pAbE9uJI4TGJwB+1pZHGYg4oPgRwgO8nLgl2b0XHXKtxeySTJ8MOTlgpXN08Xhq1S5qwO1j79lSXY2dZuUvDTpj/IOZ8d8RwdpuCIlI/n8mgqzFNlpbeJqYZnPpkq2tYdf10iO1ylJLExijqH4PR85yMnugZZR2ah4wtsPYz5BMzWaOaNwHCOXA/LFI3ID/JE5lTIh+jnjEBlyFwXAd2Dv7jZ75PW8jM7xF3hGnZy8qHggSIYELg0RYXKLTk6SRHy5nJG6jMQHhP9FS6k++X3zN5YEB3Dn+GKi06S7eNwIbSNGANdeCyxYfh3w6Bq/rynsGxWeTiOXTvtSHxkZAX54scI5X1OSVppcrUiGLYCR6oDgAKep5DQDFqqDS5EaAXHpkl+XakI5WHNypfzUBqkGhcjLvwnccpTXR9c5uXKph+qUBjtykqGVbVMTymvyXJuChRFrKfKU74Tem1ZXHPq7sLVLti9MfXp4EK3hlYOKJzwgOEMHzGDXgsIaheOgbnDQDLaTJxvdI+2M0NZmrlGsLyK3wjZCAHzGIibr6wsuWL3wAhZc04j/2H12wAWBsnI1JlXBoaXR3BV4XqPurPXOfaV1OSs6/t+UkxtBkpyN6DjJ8fs0p5g1C7hz8X7ggQeMwQ+hu9s8ABEeAAwOGsIh9SZt8EpSeGFHcxqMiZho/YsrenIwhioUXkwGbeZE0sN6i6/HDMD8hnjkE0qjSQR0j/d8nbguzf0l2SZRvLZIVsflqArDVJreRAIoUu1J0pLPxh3bufpRqzNMJSiJwnZe6rlsBCfron6XqlJt0qGRmO0ZcyKN5ssY4eih4gnPRVCVQ2sxZHLuAIhns4il00a6yOXMiJxKwVt84z5f0nSyudmo18gPjPYEchyjAnUc4Pnn0Xbe2aCtoKSKEij2a+fgkiAZhcr99ui+lPqM5k8jv2IQwVGd2k4PNh9CukaGKPIeYLjq9NNN1JSRj3wfmPmo2ZQ1mzX9TfFLe3v9/sxmkSvsWO65ILS0mMb19iK/a5cnqcl1J03S2o9glBJNwuJSj5QAuBEUh5QI5LFU+/EPtSEu0kmJc3ih/Un4JGibwpQiO0k0ciNaLa+mppUEMRSpRraBE6acIMg+lOXYSF8753lkPdpxTHw4tN9B2P3Dh0jCKwcVT3g0ZtNASLMuPoOPA6gbHETND78Lt78BuPden+w4yHAF8Ed0YpieHkOUPC1ZY9TX4+LzBtDZWYfOTpOcdh2iooYN89fkuCELgUtNmtEKJyKZV/aIzUpUGpvI65rzPE9Da44aEba1GWHuhBs/A8zeBHR0wCnoYZOAr8akxb5MBnnH8d6PR4gk2RXUnHzLHG4tSV3AJSkaNKX1IYGTB/etI1BeaZyhrfFoA51tsOQqS95m+p3y6PyUXrYXKB7YeVtKkZ5MZ3sOWVZcpOOTB1lWWN2y/ZpaOQx8AqGlD8svpTVNFVquilL+FsowyD5EsE0HhlpGZaPiCY9+BlJtwWfXeQAYNQruI+uAp3YZBunsLBa1urqCujkZ6ZiT4PjxhgSJBZYvxxe/8AX8cnkMu3f7gVrkmhx5NZCxJ+CTmO6PV3wuySaXCxq4kJQowa0qKS8vRzsOQzxueGrZMmDc7dcB57xpmD6dRk9BBUkDZl1hv8N8JoO6QsiZGIBYU5NRWRIZdnV5ebU94bhERjN4fo9IkUfEoPRAcI2MX5fSIbkN2NLyb7VvEBxgpWpVIxo+WZM+YZrhSymy4O3UhktJgFSW9lwDyvVSa12a6lBriyYJ2lSKNnKXbbLl19LbyM7WJ5L0jjdQ4H1CfX096uvrj1JrDi0qnvBkJEnAH/xaEgnsz2aRbGkBPvEJYMsW4ym+eXPQOAXw2Yf7EPT0+FIfbYI3apSRQij4dC5n9HyDg8CvfoXrZkzFG84ZAMxy3/btQRUnfVORgBEUu7p80uOqUC7lUV4tYgu/BwSJTUqI/JvnLRe0HPrAA8DwGz8L/M91ft91d6OH+csB/vugCUgdrdFls3B27TL3CgGj6a8oXQ24ypquyfUTiqXaAt2M3ibdEKHsV65rZMNVo3nLN7WvlBRlGzCl+lP7jWsIk7okUZYqq1R7wsoJkzrD+kOWn1PSS7IMI2KpRiVpO0xKD5tASEINjyJ8KHHoVJoUeJ/wve99D0uWLDnIso8NVDzhAcFYd4Q8ANTWYvikScDVVxt2eeIJfz2OwEWrvj7zTWGuAMNEyaRxVeAESK4O5K7Q12eub92Ks1M96Jr8SWQyZv/Y9vagihMo3jJo/HhPOAq4LtBSF1A+6WnHtjTlgNbuRowwxij3L/ozsGgRMKPDT9Tb60VDoQGD1qJorSwOE/AZySSwa5dnSRmD7yPG17tIypPkIte+wOrhqkGN2MDSc82AVPnxLpJSnkYcYVLCwUoBNmmIEwL3EeTqfY2ghkqiBF5GGGmESY1SNSnrleniSr6wCYNNaqXvOIoDdEvI3xXXJvBy+bXDj0NHeNu2bQv44VWKdAdUAeENgx81n9QuycIHU6YA06YB//mf6Ono8OMrTphgdHFkrSmd3wCjZiPjlI4O40w2ebIhvV27fMf0piZTDkl5tbVATw9mzwZWrTJJJk82RezeHSQ9SU6NjaZ4SWy1wruAk105xDcUyDYlkyaa2le/Cnxm/OvAkiXAZe/4BiiJhOkPx/HWv4ajeGZNIb0AYL/jIA3fOZvIjcgPCA5sUhUoSYTSycER7Jzf45DEZSPTsHr5eanjsIFalqk9B53zHSI0idemUoRyTUqosq0StjSclHhbNClbawcnamlsBBT3GYeUvuTvj77zKH6PYWXJerXfwfEGLfh+paDiCY/PZInsRiaTwJw5ZsT++c/RBZ8MBwCM3LYN8bY2P4IKd4LjTm8FH76BbBZ1mzcbKS+VMhJdV5e5T8TnOOZ+QRU6Mv0egFPQ22uSTJ7s7zRkAy1qfhgAABERSURBVGlHOf/aiKvU/VL1yLxc2uT71M2fD3xj1mvAY48Z8XPrVsOCJI4CyBVE0Dx8YqO1sGRBCs7B940jq0tuOShJh0t6NqIDigcj7m/miDxxdo/ayFVncodxTTKktpY7cJaCrWzbNekYHhP3+f9BqgPD1IxAeWRXqp38WCN6eV+b2EA5lm4dWtnac0jNDxD0eZTt0d651i4p9R1+RFaa5aDiCY9+vI0oSBIXXQTkcsi99JIXBZ4GYs+ib/Ro4LzzfLIi08l02hiz7NgRqCNGaXbv9g1bKPxYb6+RGB3Hlxh37AB6ejxeICPPUuBWkOWk1awxy72mrelRsJm2NmDxYuDsHb8xWxqs3G2kuN5e3zeOYl0WIqHwAY67DAwU1vM+gk92PGyVNshytSSHRjB8Fm8z+NBIkz58olQKmnSo3dOkNS2PVj73k8sjaDU6PKQusPRc9aapNG0oNz0nO0n+UkKV57IcApfAufM8YFeflkN6PN6qTT1KZWmSXRgJH1nkEUVaKY2KJ7wGAC2plFFdzp4NdHQg//OfG/UlRdsHzKaiyaRRc159tWcR6OkZGxuNGNbaagru7PR8xuJAwFwegG+imE4b6eemm+D5I4weDaTT+PTsj5DJjPR2VOARs5LJ4o1jue+bTfVJux0BxdaYctcGuibL4OfkV9faaqKifCn+M2D5cuDre3yVLlVMUU+ocgDo7Q0MatxjgrsS7IS/dQ9XL0k1kxzw5ExaI0O5NkMuB3I9j5MfT6dZQMo5giQZObjbpL1yiIaemeKEyrJJ9RuDPUA670cbwQwVGgFSH0qJi9Lwb40Y6T7vY6mypPfCY2Da1iRtk4swIosr6bQ8tuc6usQXIQwVT3gjly0z4tOTTwL//M/IOw5iTU3+jD2VAhoaEBsxoliFSWRHx52dxipj5kx4MTNJmkmlzLfj+KRHDuzz55sFu6lTjfFKY6On/vvc+ePxYe04/OEPJuusWaaqc6d8hJc3jcRzz/nFaVsJcQLTJL9gvE0fMo/8JmnuzDOBB3+UB77yFeCJDl+lS+RGetjBQXPMA3KzCCrcX44Gnh6YAesE+AOlpl7SDE3ArpMaD/AHPw6elyKWEDnwNFzSI0KkwdsG24CmSZD0PBDnGkETiOS4RCInBPQc+9k92QbZZt5ndC1MQpLt0o5tEpmNWCWpSdKTZYf1ZTnSskZSmqEJQa4b8rylCO/II6ynh1JGZaPiCa9n8WIAQf+peCbjzQyTBedlMpzIw7gr4Mwzjdlha6sxkQQM4a1dayTFWbPMcXe3HwOypcV3oCNxiqRCOm9qMsdTpphyOzsxtutlfGaGOcYTK/Hxa68FHvgVLpg7F8/HL/CehUdX0YjPBs0XT96ndTlSWX7nO8Apz90HrFwJzO3xyS2d9smO4oYC3rY9JOHFC+TfA2A3/MGYq596EBx8Y/ANjLhVIRAcAOVMmktAjdAHJzmQyUFJki21k6RCKW1IAxCNZMLWvHKWe3mRhtS8mnTEy6H69sNX30tSk2o6Xo4miWrDn2xrGEkRbKppyqNJy1K6l0QnJyzydyHLo/Q2VWVYP9jSavXJvg2bLB1aRGt45aDiCW8Pgv5Wefizd1KpcSOFOICPslkk29sxvKnJmCB2dBhymjLFSC2bNxvCu/xyQwhbtpj7nPAmT/aNN7ZuNecUZHr8eD90GV1rbzfSXzwO/OpXwKhRGJh9AZxf+UImCVc2srNZZFIaTaVJktykScB3vwuMW/kzYOlS4PoWb2NV9PYC6TQGstlAP8ZhVMF8ex0kEshls3AK18kQhaQ5PuDIQY3OaY86qsd7BhQPWHlxj44h0gH+4MrTSslOSlf0+6hD8UCuDf6auk7LY7vH+wiFehst9yRZcELg61I8r1a31lYp1YQRWwzFZdj6QWsDVz/ySRH9HspZowuTqvi71coIk0A1yVeqPGU7jo6cFBFeOah4whsOf6sTLjnEYQYSoHgA9NYGMhnEurp8dV1Pjx9MmnY4P+88o6qkuJmNjYbIenoM2XV0mOPNm806HmDy0tYJPT2G/ACTZsoUIJnEh+cswP9dZU7Xrg16RYTF3AwDGZ6MH2+aPX488GnnGbPGuKELuNzxYlRi+3agsB0PWTTWAYgVtu2JAcYYpRDnMgYAySTyBamObHDomK+F0QAhVYqckMh1gTuYS5LiUhgR5XDohGcjE2nAkS+0dz+7T1ajDoIBm7XBTUpe/Dr/DUpVGScCSQq8jVxq44TG01M7pWTCyV4jJ95OSeDyebgqlvq2TslP7deei7eN36M1Op5Gk8B4e8PUrzJdGOnJPpPphgKtjAhHFxVPeGbXNl+loc16uTqLBgVSkdWl04jxoMaZjDE6Ice4VMqoLGmhjYIbUyzOVAo47TRzbfdu893V5a8XxuP+WuH48d5uC2PffRnz4jnMm9WIm276JB55xAiKmQw8Ixfpk8e/yXG9r89fYpw1C5g7Fzj5lV8Av/iFyUz+hJkMsH07cplMYHCoo8Icx0jA2Sziha2UiOxooHMcp0iio2DLYP0PBAdx/g0wlwUEVZaSNKheWsfSBnkgOFjSdf7OiVgdBCXRGPzoKoC//kj10UdKU7JO/lx8ex3Kz6ERNG8v/+2CpZFwEHxG/p4on2bgo6lMpbTG80jJUVPl8hByNumHnonaJaPQ8Ge2EWaYpKURpGyLVGNqKk1bWo3ojyzhRRJeOahYwqON3P+CoFEESSp8C5m9CFr51cL8aPcCqIdZ84sDiO/YAezfD+zbZ0KIZbOGUXbuDG5n0NhoyKS3F3j9dUNw06cDNTXA3r3+N9/qgPSN+bw537vXkOfGjcCaNbgWACYljdnk+ecDAN7vGY3//m+zjOg4xqJz+HCz/HjKKUDd9veBd94BHnoI6HSAfR8HNjRj34cfmnZ++KEh6vfeC4bZ4qIimYsWvN73AUjW15t2OI5Han0wA1IvDElkEBwsY/D/TrFCv9oGB5Kys/AnH1kUD74OTGABt/AZZOXUIDioufAHTFJf0zUiokyhHpok7S+c58WHyuB1SUICq48/Hyey/ex6TEmTKzyTfBaw837YiYSTOweRUD+CpM/vaySWL/QZ4IfM4kMk9QXfkIOXlYDpTxu45CrX5wB9o116D/J3FPa+JKnL9kOkA4K/Te2+bCufJAH+eHT44ODgCSvs7VQGatzD/yaOCt577z1MmjTpaDcjQoQIEbBt2zaMJ+O3QwjHcTBx4kR08T0lDwKpVArvv/8+kjy8YgWhYgkvnU5jxIgR+OCDD9Dc3Hy0m3NMYN++fZgwYUJRrLxqRtQnxYj6pBgH2ieu6yKTyWDcuHGIxQ6PgtNxHAwMaLsZDh11dXUVS3ZABas06cfV3Nwc/WkFKjlW3oEi6pNiRH1SjAPpk8M94U4mkxVNUocSkRFRhAgRIkSoCkSEFyFChAgRqgK1SyplZz8FtbW1mDt3LuIHuhdOBSLqk2JEfVKMqE+KEfXJ8Y+KNVqJECFChAgROCKVZoQIESJEqApEhBchQoQIEaoCEeFFiBAhQoSqQER4ESJEiBChKhARXoQIESJEqApULOH9+Mc/xsSJE5FMJjFz5ky88sorR7tJhwQvv/wyrrrqKowbNw41NTV47rnnAvdd18WSJUswbtw4DBs2DHPnzsVbb70VSNPf349bbrkFra2taGhowIIFC9DZ2RlIs2fPHixcuBDNzc1obm7GwoULkaYdIY4hLF26FJ/4xCfQ1NSEMWPG4K//+q/x7rvvBtJUW588+OCDmD59uhcVZM6cOfjd737n3a+2/tCwdOlS1NTUYHFhg2gg6peqgFuBWL58uZtIJNyHH37Yffvtt91bb73VbWhocP/yl78c7aYdNH7729+6d911l/v000+7ANxnn302cP/ee+91m5qa3KefftrduHGj+7nPfc498cQT3X379nlpbrrpJvekk05yV6xY4b7xxhvuRRdd5J511lluLpfz0lx++eXu1KlT3ddee8197bXX3KlTp7rz588/Ys9ZLi677DL30UcfdTdt2uS2t7e7V155pXvyySe7PT09Xppq65Nf//rX7m9+8xv33Xffdd999133zjvvdBOJhLtp0ybXdauvPyRef/11t62tzZ0+fbp76623etervV+qARVJeJ/85Cfdm266KXBtypQp7re//e2j1KLDA0l4+XzeTaVS7r333utdcxzHbW5udn/yk5+4ruu66XTaTSQS7vLly70027dvd2OxmPvCCy+4ruu6b7/9tgvAXbt2rZdmzZo1LgB38+bNh/uxDgo7d+50AbirV692XTfqE8KIESPcRx55pOr7I5PJuKeeeqq7YsUK98ILL/QIr9r7pVpQcSrNgYEBbNiwAfPmzQtcnzdvHl577bWj1Kojg/fffx9dXV2BZ6+vr8eFF17oPfuGDRuQzWYDacaNG4epU6d6adasWYPm5macc845XprZs2ejubn5mO/DvXv3AgBGjhwJIOqTwcFBLF++HL29vZgzZ07V98fXv/51XHnllbj00ksD16u9X6oFFRcjZ/fu3RgcHMTYsWMD18eOHXvI9ow6VkHPpz37X/7yFy9NXV0dRowYUZSG8nd1dWHMmDFF5Y8ZM+aY7kPXdXHbbbfhvPPOw9SpUwFUb59s3LgRc+bMgeM4aGxsxLPPPoszzjjDG3SrrT8AYPny5XjjjTewbt26onvV+jupNlQc4RFqamoC567rFl2rVBzIs8s0WvpjvQ8XLVqEP/3pT3j11VeL7lVbn5x22mlob29HOp3G008/jRtuuAGrV6/27ldbf2zbtg233norXnzxxdCtdKqtX6oNFafSbG1tRW1tbdFsaufOnUWzt0pDKpUCgNBnT6VSGBgYwJ49e0LTfPjhh0Xl79q165jtw1tuuQW//vWv8dJLLwV2lq7WPqmrq8PkyZMxa9YsLF26FGeddRb+9V//tWr7Y8OGDdi5cydmzpyJeDyOeDyO1atX4/7770c8HvfaXG39Um2oOMKrq6vDzJkzsWLFisD1FStW4Nxzzz1KrToymDhxIlKpVODZBwYGsHr1au/ZZ86ciUQiEUizY8cObNq0yUszZ84c7N27F6+//rqX5o9//CP27t17zPWh67pYtGgRnnnmGfz+97/HxIkTA/ersU80uK6L/v7+qu2PSy65BBs3bkR7e7v3mTVrFq6//nq0t7fjlFNOqcp+qToceTuZww9yS/jpT3/qvv322+7ixYvdhoYGt6Oj42g37aCRyWTcN998033zzTddAO59993nvvnmm57Lxb333us2Nze7zzzzjLtx40b385//vGpaPX78eHflypXuG2+84V588cWqafX06dPdNWvWuGvWrHGnTZt2TJpW//3f/73b3Nzsrlq1yt2xY4f32b9/v5em2vrkjjvucF9++WX3/fffd//0pz+5d955pxuLxdwXX3zRdd3q6w8buJWm60b9Ug2oSMJzXdf90Y9+5H7sYx9z6+rq3LPPPtszUz/e8dJLL7kAij433HCD67rGvPp73/uem0ql3Pr6eveCCy5wN27cGCijr6/PXbRokTty5Eh32LBh7vz5890PPvggkKa7u9u9/vrr3aamJrepqcm9/vrr3T179hypxywbWl8AcB999FEvTbX1yZe+9CXvtz969Gj3kksu8cjOdauvP2yQhBf1S+Uj2g8vQoQIESJUBSpuDS9ChAgRIkTQEBFehAgRIkSoCkSEFyFChAgRqgIR4UWIECFChKpARHgRIkSIEKEqEBFehAgRIkSoCkSEFyFChAgRqgIR4UWIECFChKpARHgRIkSIEKEqEBFehAgRIkSoCkSEFyFChAgRqgL/Hx9QN3fdTpi/AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 2.5 test!\n", "make_michigan_plot('seismic')" ] }, { "cell_type": "code", "execution_count": 112, "id": "64b639a5", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "06a27557711e440b81b75936a87002d6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='colormap', options=('Accent', 'Accent_r', 'Blues', 'Blues_r', 'BrB…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(colormap=plt.colormaps())\n", "def make_michigan_plot(colormap):\n", " plt.imshow(michigan, cmap=colormap,norm=matplotlib.colors.SymLogNorm(10))\n", " plt.colorbar()\n", " plt.clim(-352,352)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 113, "id": "bfda10dd", "metadata": {}, "outputs": [], "source": [ "#2. Part 2!\n", "def make_michigan_plot(colormap, take_log=True):\n", " if take_log:\n", " norm = matplotlib.colors.SymLogNorm(10)\n", " else:\n", " norm = matplotlib.colors.Normalize()\n", " plt.imshow(michigan, cmap=colormap,norm=norm)\n", " plt.colorbar()\n", " plt.clim(-352,352)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 114, "id": "65095126", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_michigan_plot('terrain',take_log=False)" ] }, { "cell_type": "code", "execution_count": 115, "id": "05b027c6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jnaiman/opt/anaconda3/envs/DataViz/lib/python3.7/site-packages/ipykernel_launcher.py:4: MatplotlibDeprecationWarning: default base may change from np.e to 10. To suppress this warning specify the base keyword argument.\n", " after removing the cwd from sys.path.\n" ] }, { "data": { "image/png": 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cr/2xIFhMhhwrIcvJsdn/69eqJKNYmwxfTp7jGBFFqZLgYfdpgaDqGdnPZEaWSFYWB9WQaFALSeOYzmKdzmIdVzisnJzl2cc2ef6pq4DOZdXqDTyTPyvHNQGq1TGncUwcDRgOdKg0TTQRI44iICrHZvOJMs/LSapQBY2WT5Zq8Gy02ygp6W5tGsKKjz2aytKKt5rpsFaWEvX0eV88t0fUS1k+1qZzoM78UoPOYsjMfMjKyYw4yjk9U/D+KKL1pnkO/fdLLHoep+p1VpOEp+KYTw27hInLmTjmbJLQM6ARzrgsf0uL28JF7m+1ONGHJz99mY3zPfa2Y4ZRThAKDp+Y4da7F3kszFndi9jIMrpS0lOSuuNqIonJIYEmgWx0u8DIu+oIoUNud9b4q2LAmQtXNbiZz/WVoi8lPaXYrdyL0HHG9u1VQotdKUvwnRWCOSHGAKfj6Smk5bqcrNVY9DxNhmEEcI8OohIY7Xjt9amGKsGAX2X/q0lSelDWy6qCZ6wUPSnpui5/3uvxwLcfovl75xmQMiNqpLGkt50w2E1JY4kfenh+ges6eL6gcyAkzxQyVczM1whqHsdvn+c/9fc4E8espelYqLKb55q4Mp/x2No2AHc3GjwdSOYELHgej0QR7/jCF/Q5DV4aD8+mH/62+7je7boHPLgWWIDSe1BK6lxIZr0hUYKW7wdj4U2pRmFQGCeZWM9OyRcmqZT5pIl9VEkZXyxX90Jklep5jn5UCW5VsCu93SwzoDr6opRMTaVI46FhWQbE2QDhZSwenuP47XNlXurK2oAklgjPI2w0S2ZkWdczcd3TJC6ZmxaApJR4vksaS2r1NkopzS4010vKFM93qdVcwkaDRtsviSFh0zOkEu2FpfGMZuG5Asd1kRVWI0AcaWZeMoxwHE1GePbxTaQsaHVq5XmtnJzlY+mA7mCXvpQQwFY/56yZfEGDwrLvkxtPBSgJGjacZ+1sHPNgv8/7dnZY9DyOvzrggb9zlO+vt/nAb2nSxeETM2QHAtZ6Pc4myTXeWFyZ6Ku/bXjQcxw2jAfy0GBwTe4LNDiULMwKy3A9y9jvyQpNyBO0R7aT51x0nDIUCZrFGVbybV3jzfWVYmiA1YJ3VhT4jkNWFPp4lWtpxwqMnVMObGSZPo7r0nJd+gb4rFnPtJvnPD4c8t3/8BY+/a7TyEyZBUyd7ctDti4NiKOMQS/D911anZoOz4eCoQkvu8LBDwXdXs6quQ+WdGMnyw/v7ZEXBTVzDa7mORtZxvEgoG622WciyK9/r+mVZNc94HlBQG4YbmMhLgM0eaY9sdyAimOIJkpJMkPWmDTfD8bYiPvZC+XtqgDn+cG+q7L9gM1uc1xBUfHSxo5pvdixXJfal7U5TtYZ9zCBcmyuEOxevcLJOxeYW2pw+MRMSQbobg0RwqFQgtZsx+wzhWy0WrQhzDQeeVia/CPBUdQbHq3FBlEvZffqFo22T7uj84RSFSSDgjSRhA2fsOFRa3gcOTlL2PDpbg1pzysKWdDd1CzRXleXOLiJO+bhgg5X27EUhSLPHOKBZjKKQE9UrdmAy0KVq/uulOUEa1l6fcPM65tVf98AiQWnHPSkXgGplvGMtgwr8nQc816xzcJ3zvK/Lt3Kocwl9Dy6UnImjksKvAWcfgX4Jq3KqgQNPKEBv07lGfEch44ZR1MIvqZeZyvXE7vdvwUjwTiYWW9vaM/VErYqQLWWpnQ8j6woGEhZhjP75hyqXuCqubaTXqX92xJEZoUgqSwqMKQaoPT4AGqmxGEjy/hAt8sPvO0W/ssHz/EN33kCVzh0N2O6W0POPLpZ5vn63QQlCxYPN01YWZep/OX7z/LWrz/MVk0vcraMV1f1Lj3HoQNl7m41TUtP2RJZQuelE61Xxd++cFwVUw/vFW9ZHOPX6+VrO4m7QqBct1InNiJtVCfJKoXfemiFVC8IONWc3qQnOKqDGyeVTMbOLahVw5iWsGLBrnou5fH2YWCWx62wR0GHCkf72S/3p2u6on6Po7d0aM3WuPnOBa629SQoxKh+LRkaICuPZ/KeSUwax4Ydp+vTZhbrNFs+e9tJmTsJagLXdWi0NWXfglsc5aye3iaoiXIlvrDU4PCJWVqdgBtPzdPdjLl0bpeol1FvB2yvR/R3uzTUeNLder2e71NrNJBZhsx1vdvBIy3u+5YjfHI44GNZxtmtXkk5t2FACzSxUnSlRBgqes9xuJrn9JQqAa7qeY1d08qE2Qd2pWQthbedO0foutwa1vDRwLKeZewab8l6TkXaMScTjO/YnQibeX3anqQD9AxTsvyX49AUggOeR6fiqa2lKbnrlqBmPZUxgokQZT6ub65DkTcgb0G8zA5wIdzACa/o+jRAAoXyCIXkZK3GOw4cYNHzys//2e4uz8TxNV5bvyhYS1N2hECahUbOyHPCjMuOLy4K6qZUIlaKX/ZyVr7jAB8TMafqdU7ePMvhG2cIQsGzj20BcOncHlmm2NuOqTW8svbu1Q/cgFiosbIzLM91K88pohV9rl4fvD7D2m5JyOkrRc8sFvKioEg7ZF6f1kukXvJi1uFdz3b9A16W4bZ04fk1zEsxwbI09XcwXgdXzbuNMR+zDEeMq7NV83b7eYdfrIjcFe41uTsY9/j2y9fBqC6tmrNTSpa1WoUaeVyWtOFOjN11tYfm+X4ZVpR5j9bsAisnZ0mWa6zGMbeFIY/90SppLAlqHkmc0N/tasJPLRwjxORZSr0laM3WSsLL4qEm3a24pOg32j793YR4kBPU9MRzw02z7Fwecv6ZLo22x+KhJkEouPebV1g43GR3c4iSBcvHWoQNj7Dhc/7ZHe3Ju4I8TfGCoLwWUTwsc6h+YGr8pM7rhA2PT0R9ulJyIU1ZNTnNEpwqnluVgLFaAUFrNpQH0BaiXOX3paRv3lOGJCfu/xlzr2yOK5YCx81Z9n1aRUEvb0E6rwEvb+kfKCfg8u9wg1jsEhcFfcOABO11zpkcmywKmq6Lb7y+dVNAvbhPUTlQliVY8xyHQnl6PME2/twTZMks5C2K/o1kbkoGeqwqIHZTnuQc797aYsHzGBiAi5ViNU0plIfjytJ7A+iZ6xm6bnnsMfJLJQS6ledkRVEC+aJSbOYZBzy/BNNjqWDxUJOHPnyeS+f2WDykPbvWbI2DKy0++6l1sjjHdW/ifdvbfHhvT+dRpaS48sDo2pvrHDfOszr3BKG5Zvoccl3W4aaQt+jnrzyW5vVs1z3ggSFspOkLsyIrOSxHuLiA8H0d6szScqLUhJXAgIah1qvxOi9rVc9tkpRiTZoclqiMRwhBvo93Zz27SfKH3X/JRq0QY+zknqUaxHS+LMAWcHsEY+MahURV+ffMfEij7TO/1GDV1B09GcdcPbdH2PTIMoUQTlnfVM0TWhUQJSVBKAgbvvYIE4nrOgyjnMMnZpCqoNEKmF9qkMY6p7d+bo+w4dPqBNQaHisnZ5lfanB6pmB1exsEvGG2xVLs0DeUcs93cZxxNZwgDCvKOPvdE0Wj7bNeFGUYEjSIbZgwZbXGqgpSNlTXl7IMw+WVkGCsFFiKvzmezcUVynz1qt6a/bsCaIXXh7kLLPs+PTeF2NQ5WvADDXLBtv4xAJMND7BZ3bcBx/VgG7w+m8Bq2mPZ83R5gsnRlcomQoxNDtXwYV8p7e14ffzmRRY9j0UvZEP06cpdALKsro9pJn7yFtnVe3jYTUceaXV8bkrh9YkNePtCX6+huf4W3Kw6S9VbztHhQ+vJWi/cUw67uc4hPjkcsuB5PDDTZvtyRL05x2APttZ3uOM1SyiliSvLx3Re9Q0/9Sr+486ODiP3TuhzmP8MhEbM/so3wd4dZOEGeXiFIj6o75ebEtv7kM7DsMFLYcWL4OEVUw/vlW8yz9jbvornBwRhWLIwLUFlsoxAuEJPWOa3BbSy+HnCK7K5OPs3jBc7W8Ac+8yEdzepfFItO6jW3n0x6bMqA1ObX45VCFESVPR+XFwliKNBWRrQ6mhadbU8w3UFjVaP+77lCE+1FE8Oh3Sl5K5Gg7Dhk6eKvmG/hU3GxmbZllKm1FtBWd+2tNJCyYJL5/YYdBP6uykn71ww10HRMivu7csRZz93lZWTsywfbXP89jmeaxSsDodlLuvjvR5v6XTo76ZsfKFHfzfFD8RYftXWFVbvjZK6Rq9WF8wvNbjlrgM8s7dLUg2pVRiNviFv5EwUXFtwLAooCib9+awoyKQksQBnwKj8KR8IA3Aq0GBQ9eBUwHr/pAazeHkEIpP7sp/x+iMgDLZh5mnanqKXhqPPm/9nKuBCuIFf3ySTAvJZ7Zmk8/TSeX0ceywY/e2m0DiPLySCkQJJy3XpSYkE2kEMgSELFZtj1wt0zq3uugyVIpZi/JrEy2RuCl6fzE1JCu01+ZW8pC1rmPQ6belA3zyHLSHAEInOxDFt12WwJ2m0FbMLkkPHF1g43KSQBa9+4Aaefvgym5cGfNOFBGEWOkRHNdCFG/wP8y2+8Tc2eNP3nea2ng97d1BU75k9Dwv0aZ2Xwl4M8eepePR1YMLTk18cDbSklVGimCwUt7m3an1dIVXpobjuSLNwP/JL1aOxNllErj87AszJ0OVkfZ2SEiqrrrHyh0qIsqovacdnAdqWHBQTpQqjXKZLHmWk8ZAgrI+OCwhvh7f9k/v4q0GfM3HMQ4MBb5yZofaRK6xfjozmY0at3qDebOK6QtfEVRYROocn8XxJs+Vz8s4Faoshr3Ec3v8rn2PtbJfb7jnA4uEmYcMz0l45aSI5uNLi1OuWeCzMOZMPIdbEh5rjEBYFNcP4Wz29w+rpbfygrssTKosQC+ijL3NmShMKXOFw9JYO58yCo2bCejZ3N0mq6Jv8lrWkKHQOC/QEJyrMWhh5cnYihGsBTwUaiCxImYl+7H3p/CicZv9nw5kWlGxY0/5YLyNv0aMPborTep6a49AWgmXf53gQkBUFF7OQJwZZCbLOzBlund9izrA4rdLKVqXw3BJVJJTMVOw55w1yL6LmOEhG5I3MXLPq9WkLwZznsJMPSYpo5Pmm8yWAF25KDMRen1josdRcd0wP1K+QiE7Wapyq18vaudvCkK0855Eo4o93d/mpX7mHmy/kHL21w6c/fJ4nPrmulXViye52TKEKnn18kwe+oc3HeqaOLl6G6Cjvv3uW/xBI/vojiv/j+cf43757Gbp36Wtu74ldlADIycD11L6Sdt0DXlCrEdZqpTejpKTRnikJHJNhgKocmCNG1PZq7s2thDgtwAnfR7gjoeMXKuLM0mslv2B/sJsUeba/J49hJ3QLYrYMITXF2UAlvFgFRVWeR9TrVSTT9Dnd9Q2HydCyT2eThPubTY785Q6rz3RLHcg8U3h+aPKCkngwGldi2JCuEDTaWnni4TBnbXubWClO/c83EvzuF/jCs11m5kMOrrQIah793QRXOAwHGRdasBHnY4w336z2Fz2Puuvy+ce7dA4slczSkf5pWuYs9TUeDx+HDZ9GO+CEr6WifMfhgOeRQ6kxaUOa1XBlVvVIKt5PxigUV75nP7Czf1tvKzo6DmDhhp5A9yGjlBOrDW9asLPAVwU/cyxfSDpCEDo+x2s1Qseh43nc02jQdl3+eHcXmrDqXTLhW4fLWcZVQxCJlTJhS6/ML1bB3vGicogt14UgJi7GGYo2RGrr/TIDVHHl+1d6wfZc7ULA5ieBzOuz2lgr74cFyBjouzldKz2WpiUhpyslb+l02MgyHokifnZtjeNhjXs3E978TQdZuRzx9Gcuo1RBLRQkw4JP/ekXOLm2wKk3hzzWOK9BrXsXJ57+Y354Y5Pl4CYO3HAjv373BX7sr75xtBix96z0jkfX5stpU9LKl2bXPeC1Zmdpt9tEvbBUAknjmLChv6yTupZV0omcoO1bsNITpxq7eLa0oeo9jTE8jWo/MMbAFBWPr8rEBK4Jt9rxjo5bEbE2pqQk6vWQUpKZujfh+0b3UX9WKbeUULPEjqjXI41jWp0OQU0DILRwMs2WW/A87n50yNmzOkejw5geieswHAxK4FRSr4htXWFrNjASTSFBKMiLkQr/epZx/O0nuLdW56k0ZpAlLDQ82u0mjbZPa7bGp6NBOXFZwWMBHPJ97mo0eKx3xzIAACAASURBVOo/r00o40ijhD9aBIzu2WhB4rgOjnC45e5Ffr+7w+NRVHotW3nOmq0dkyOAdFylmZKTYGcnZBWQKa4llZQ3Z8JrsxO6fZ8Nhdn9BdsjYAMNhPb/1W0VcCv3U/EYM69P7CgWgkAXpvs+b5yZIXRdHosiLhtGqgVDy0y0tYBF3qCvolJNpe66zLku+JbJOqqjs1JgSF13F5q6vSrY3RAEtCuMYRumbLm6wP5sEtFXfWhta3Zk9059vua8i/5JsslFgQoo3JQ8vAKOw9lEy7h5jsPpOC7vr2VcrmUZp+OY1TTl/u88yLd873FuVz5FQ5Se4Vqa8trtq2zkF1hvnIf+SS5c+Eb+2Q99htfNxfzM0hL/emMDDv6FzulVvXT7k740OpQvptLKtFvCK9j6u7vUTE7H831m5heMwodeedm8Xh5pwoqaDCmWf4/AynGvZV8CTLITx/5XKSqvElImRa3323eVVDPZfkiHKeUEoSYjS2LtjbpizMuzVhaAG6+31mjgG88ojgZ87Rs6nL67we9fucQbWi1ef17x+DNdc54FM/M1c/08ov4Q0PuTpuBb5lpBpNb0SWNZdlQI1XCsvutimnI5y8aYjZ7j4AnI++mYIHFcFOVk9GZV589++0lTcH4tE84CnL3mFuy0ELaL62qh4L/0Ex4fRKylaUlSsW1yirwxBiTFpMcG45Ou/Z8Fscncl31P/+R4Pq7qyVXfG2yPk1PsNvserw+LD3KoOWAnz4kNS3JsX+aYmdjFdxyGSpExuqZ11+VUvU5cFJwKQ+5qNPjQ7i6PR1FFU1PSV4YMVBQl8N0WhiUwWPUWS+AJXZdWpbau43k69+o4DKQkUaosYK+WOVTb7rRcl2Xfp+ufZjN/ogyHFv0bR16xDd/ae5S3yOyCIW+R5S0yN+WCIevoa+KACthUAWf2ct4XXuB4rcay53G8VisJMYuexyHPZ8X32cmHMPsMsQpg6w08VvsT4qLgxz8Y8bU/cYx/eumDfLzXo7f16tG9VQGo/SM6L7a9mEor024Jr3CLo6j0lrJoAIzClf1d29stAKshuc9Kyebeqv+5psOBHH9d3VdVQUUIdyyEWa3XGwtrVnJ21fdV82NW67L6GWsWdHVOa6S2Eg8GY+A32NulOTNbvv6ar2vxyTc0We31WPZ9TtZqtGZdFg832L48JOpnunZOaC9JiAC3Ai4AjjNO7tn4Qo///HvP8sa33swnxHCcZWdyMPZv+5OZCRl0WGotTbmQpRzwfM6eucqlc7u0ZmvUWxBHfWTu4PkBjvmMFZAGKIxnaceVZxlHb1nmgpRjqia20LhIO+MsyEmwq4JU1Wurlg5UzX4+XoZ4GSdzKIQYBzD7Prv/SWC1E7sdh3ntAcdrNZ4puhSAE+iFiQVsJ+hywPPpCMHXt1p0hOBMHGvhZaMmshIEfOvsLJ9/1zN8sy/4ifuX+MxJj4/3esSmJs4uPm4LQ2quw931Bg+02xwrPD4w3OOT/T6fTxKSouC7Ox1W05RHoqgsGegIQT5R32cXMpbx6qE9viXfp22eUcu6tCHmVeccWbA9ym3Gy6N7UPG2S284b8HeHeP3rUIu6amAJ1TAE1XPrHHeeM+74KbM+XpMlxeeYiedRwK/ubnJj/3wCU6GIf/nTpuZ+QN84eYeH+he4JEoYj3L2OxGXOWVZdNuCa9gS5OEek0roludR1sMXUpemddBGFJrNEHJkuBhQ5F5lpbel80DlfmwitAyXEtWqdbWfTGZsGqBuM2xVb27PMtw9+mOUG1Ea3N8Vk7Ljq/6v7GGr0riCgeZDxgOdE3aie+8g99dXwdg2fcZFgWDG2oc3p5hbzshqAn8UNDbTrh6aUDYbI1dl0IpyHRPt0IWhC2dKzt++xx+29MFVlA2H6274+AImiV5NklM7mmkYHHI8/neKwGfO73O4qEmUT/D8wXzSwFZphh0E7JEt8nJswy/ptv2+L4gNw1ZQTdqPXRihv9qVDS6UrfHKQu8q+Bmw4f7FXxXPTfrdexHUDGTs5M5uEqhbN+8vKUn1moOyO636ikE2/p9dpK3+++f5EJuQp1uqEN7aYewtov0hwiGHPB87m026UvdaeHBfr/sZ9eXkkXPI3QcnksS7nngBh79+EUe+/hFTqzN8rbvupH3bm+zkWVcyFISVfBAu12yLJd9n7/43c/zHd91E0fmg3Jhsuz7rAQBx4OglObqVq619eYAPBPq9Ez4syMEJ2s1TpqJNjbjjAutrRm6Ll1vgNeK8JyLXEjTce+2CnZVRmv5RQvKaxrWdkefDTdwXLPY6d6l76cKINxgp3GeHXuPg20yKXg8ivi5ixdJioLhB8+xfTmiNVvjtSdm+Ad3LtDdGvLMZ/f4kWue7hffXkyllWm3hFewZUlMntVLFqYN74EGi7DRpDU7Z0SMB2Rpt/yfEG5Zq2ZZfzZfVFXyt3ZNLzs18uqsR+e44wxPxxW4XJswtoB8TdnBJLFFyjEmpt1u5dRsmDWvhDVdKUbF566g3VmgOaP7pwFjZI3jJse3kWXcEBqh4I4uG9haH1CrNyiUwjGga7sguJ4lhfjcds9BTt65QOdAnT8xOoQ2PBkaTUqbPxsqRWI8Cju5WcLEyVqNtzot3v3uzzC/1CA3Khme7xI2PJotnyzOwfFJooh6S1BvB9QbunDddivodxMWDze55b6D/N76OkOl2+BczrJR/ViVYg7Xgl3VDPCMeRrVfeQNRJbhGMZeIYT27uxnLfmkyvKrEk+Cbe1xeH094VaPGx0ti7+rdXhxrl8Lf1h2LT8eBDwSRTw0GNA1QHdbGJLZ/JvjIL5mlu+79yDPffYqn/vkOqc/ucHfu32Oz7by0lOzjEjMM3LbPQfxfJdurEFsufKdWPb9sddACX5rme5rFxdFed9rZhz2+esIoRmi5jMAN/h+OXENzXhkbZdOoz+mG2oLzj1niIBSrNo+Z6BzwYv1lNvCiEVvnmGhuJzlPNn+9CiHGR/UHmL1vhj2a1xk/MzaGqe+f57fPHoXn/0Pz3L6Ud1BRPgusnhpiCBT0sqXZtc94GnPSBdZK+O5ZWlWgo8tVxC+T80UKfd3TUjI93FcQb3ZpNFqAzo8akOEk4XswvfJ4njMq5tkX1YLyKshzLLUwZBQqq9tKyMbIq0yOG1vtmoodVwtZv+waHVfve5V2nN6Rffmt93KH0R77EhJ3ZAJEqW7OzvP77G3HeO6DkoWzMyFpIk+VhJrkowWj5YIT08sUS+jcyDkC7MOj0b9MlS5miQlk86u6q0AcNeEGeOi4D03HOGP3v00x77/Rn39fY93/O+v45G/uMClc3u6WWvNLQvbw6bHlQsDgpoulg9CwVt++BT/cvdKCeCxUjyRpvzqc8+VXQMuZxk7mTOef6vmw/YDvCq4WeCpblOeAboYR0pcK7nW9MGLxsOi1VIEu916chbsrE2CY7hBe/G/ckMQMJCSTVNA3otniJOAVXb5/7pd6kaM2U76Vs/SKp98eG+vBL9nHt9k6VibVqeGP18j74/a44BmXb6x3eYT/+k5Tt65yF8mg3KhZO+llQFbrOhfJsabsyBsWwyVtXxCcFOtRmKe740soyUEd9XrZeNa28Fg1YSfQQs4TzJqrQl0FMHmji2JpiUE/2hxkZ1/dRqAo7d2uPP1hwhqggvHPX724kXOxDG9+iZJ+PGRjJq5F46bAxqcz8QxP7i6ygPftcD33nOAP/2dMyRDRZxMyxJeTnbdAx5UPC5ppaVgOMgosowMiHp7FR3KEbXfKpzkWUp3a7Pcnya6BKTJEBiBVRINSianBTshXHI1vvqaDD1UxZ3tvnLjtVU/N67rqXOStju5BrlsTBYsZySFVvUM4ygqw7j1luDoLR2E76JUQRxlrBUp0oQQ17MM3+giRv2UPFPUGlpk1/NdbIPN2fmQOMp0vd1MgOe7LB5uctfXH6Z2xwzPmaL1vpS6MNgql1idRNflQpqWxIeulISOQ9TTx5Sfusra2V2e6ia86ftu4cZXLbB8rE0ajxp8BjWBUgWHb5xhbzvm8IkZlo+1+bTSveBW05QP5Tme49BTqhQ43slzYuvZjQHWF/Hu9mNbmm02bFkFOmcyhG1JFBOlDdeAnc3x2bBn5/GRl2fDoJ3HOVWvl+177m02eWO7zb/e2OCRKOLzgzpnhpog4wTdMhy54mvZLVuCYKXVPjsc8vf/x2P6f8DlKCoVZnpmIeQ5DmtZxv1vPsbDRUw/z+lLyVpFyswKatvwKVCCkgWfqhh26LoIB2RRsBIENA24Hg8Caq5bguCy79OXktvCsMz3rmVZmZdcTRJidP1faElQQFMI2q7L8VqNBU9wPNBC1q/7gdv48Huf4fkn9TN2x30H+aaTJ/mxAwf4YLfLY8Mhl7OMLpHOkXqW0Wu8yaIgM8D7yGDA4k2zvPqBG/jr/3wR4b00U+zUw/vS7LoHPBuCtOxF2yLGSo0BYyG/aoduyEikLBmdnu8b8ofO5wkx6uidZ9m+ubpqyYB9PamYUh63Er6sApUNn1bHCCMB6CpDK62URNjSgMkxZGlahh1bszVc16HZ1iDV3YppHRSlbuQn+31aplD5u996M7//bx+nkAUz86FRd9CNR10xqrtyhGMUUwI6B0I+2u+zmiQseh5rWcaKaaszWcR80azcLTC+odUiCD3WzurmrHe+/hBrZ3f58HufQcmCO+5b4ugtHa3Q0qmVIHfr/UsMtxPq8zXOJgkf39nhbJLovm5mAl7xfXalLmLOhgfGPaYq8P23QpkW8PKGBjelcGSOMAsfR0mcatmLEBR+MR6ytF6lJaVUwc7moWzY0pYmVMsetu/j03yGu9sZdzcaZLZustUiBxa9lLzoczZJ2Bl2SIIudeAHFxZ428ICtbWYRxeKsnv38SDgwb4WG7ghCJAV5uRWrrU9m67Ln5vwtL2HfaVoGmBazzP6UrJqyC5Vq3qKMGoeq5m7rmm8qvOAi57HVp6X6iodIQiB2SDggOexaYDmB+t1htsJe9sJB29u8e9723yo2+XeZpO/PzfHg/0+j5jShFP1Okueh288QS1YrjVcL53b45MfOs/nPrnOyskO7/yWI+yeWC4XDxecIZL9uyDs5DkPDQY8Gcfc+5oGv/PNr+U9//rhF35+XkSbKq18aXbdAx5AUNMKIlZeLM9ShoNoFF40ADQqWB4Bos1LwahOzubzgBLo9rOxzgYTD9MotOiW/59cpVU7nwOEjWZl+yhP+EL1N1ZVJTVtjiw4S0Pm6CzWWTzcxPNdWrMa8KJeyjtetcRGlvG+7W3WsoyWyfc8lca0Z2vay2vqRydPbe+/guZsQBZLZuZDTr1uiZvvPsCD/T6P72raf2hUMJZ9X0+EaFB9OBpwyPPHmHi3hSHfPTfHX7z/LEXRZPX0NqfuX2b5WJs4ykninDjKuPP1h2h1ajxVpJww+b4H+31WSYm3ejwSRTw5HLKWZWxkmSlULtjKh1rsuEoMgXHiQ/X3JCvTvteAnQ5dyjGPznmB50IkBbIxwSisikJXw5qWdNE/Ca2zOK3nwYsooqOj3B/A9n086X+C17aaPNBuc/OFnJu2c37sdcf5bKo9n3+1vs5jaheJU9Y2Lnoe7/l3T7B8rM2dmeSbv+cknXqdT6shv7a5ySHfL98LGpzOxHEJWJNsW6t2YokmttNDtbXRCNxG2phlqNT83ZWSJ4dDZoWgbULex4OgDIN66truFFfWBpz93BbxX+S85libt9+zwtaliI/86uPUaoIf/+YVTt2/jCsc3SFhMSTbTvj4h58nbHikicRxBO153epqfRXe93+fIY0H/HevmufX3nYrH6kl/L9bWzw+HJYyatYsq7QvJQ8NBvw9tcYvf9dN8G/3fQym9hWw6x7wJsN5NqxZbzYYDiJcdBjRkkTGC7tHwOT5PkK4mmQi3LF8WbXeC0aqKVWwG6/pG8+ngQ5hVpmT1X5yYz3kGOXm7PFt7Vz1XKusTCmr/f8ysjRh4XCTgyst5pfq+KFHveHhCoew4VNTcE+jwXu3t2m5Lk2hZZyWfJ9zgOe7LK20cF2HQVdPuM1OwMJSg/ZcjVqoxZ4f7PdZy7JRt24py9W77QtnKefPOYkOwRYFr6qH/MLhwzzz0Yv0d1Nc16U5M8vq6R2O3z7HwZUmcZQThB7drRj/YMiHLndLr+C2MOTJ4ZDHh0O2THPOrpSlwK8uEJ8glsA40Py3wpkA0VGcYRuRxV8S0AEUrkDWnBHJpNrpoEqtt/+feRpn/pGym7lwQp5LEq012To7KsgGsp2v4bON5/hny4f47X/zXxAi4ON/+Dz/8J/fy89vXeHJ4bCcoFeCoAwNusIhjjKULHjkY2t87dtP8v6NHaTJtbYMU9ZzHDYM4cg2aLX99kIj9WU9usmGtXabfW29eptTs6Dat78NKzM0ijp2rHabMKo49vh/3O1y8y0NTjWWef6pq1y50CeNc60IlCpiWXDm0Susnt5hfqluZPFyuptD8kx/l7YvR/i1cGxB22zP0GzPsHUx5d2/+DnSeMA/uKXDu3/mTv7R6ipn4pjNPCeWgqTIy7ZIXlFwNo75J82XplvCVDz6S7PrHvCcyup0sk7O832yRN/k5mzHFGtXAM48+Ba8csDzQUlRElOqUlVVksoLPXzVXN2kyksV6KwXl1TYoKV2p7IqLZplaevNlIzH5M6q78vStNTTbLR9FpbqHFxpMTNfM0ooNYKaR9j02Cok/35rq9SRTJReuXtbKXGU0+yM8mUz87q1ysGVFrvbMVfXB3QW60S9lM6sKLuEWxaeFfW1qhtlbqci/Hvf71zhXc8/T+dgjXrDo7+rayfXzqbMzNc4emuHS8/rPGVrNuDJ4ZAcyrqvP9/bY9n3OWsno6w+ChtWCSmTReTwwkBnwbCau4tW9gU79wVCQ8o+i0aImMb5Ufhy+cOaCt+/cRS6nHmaIwdO86r6DEeCgLwo+EC3S9Y7ocfQOqv30T9ZjtfKZ937TSucfmRA1N9l+/KQZ7JYC0ib8a95uvv6n73zcdI458pahue7bF+O2N2O+aEfuw1Z6DzcUCk+Oxyyk+ccMDkpm/uc8zxahty0YKTH1rNsXDB78tqidTVBS4XFRc4O4yxKa7F5VrbynJYQrKbpGIPztjDkVL1OSwge6vf5oWMLPP/UVfJMsXUpQqkCEbgUstD53lQx6KV0t2J2Lkf4Qb2cI4RoUG+GYwtamx4IRGhKmkJ2rsB7//FDfMeix+/+xJ38mrPHB7pdtnJNwMmUh0Q3vl3vvzSA92IqrVzPdt0DXjHhXVW9oMlaOL8W6jKGNCWVEhVFJRsTQPgBjivKXJ392+6rCnb7SYLtl7Orel6TItBZmpbyYAkauOwNs6UIMPICy+NMAK7NCeIohOcQ1HyCmseVtT6tTkBnMcSfr7GWpsRpPCbF1JVSd/WWkjSTNDsBwnUQvstMOyCOcmoNj/mlBouHmxw61qa9VGcty1gzgJMbdl0V4MAk+20tHqPw1o2n5tm+HJn75XDoeJPWbI3Fww1O3b/M1QMetVsafG2jwUaW8e71ddazjK4ROO5L0zVcmTY21UJwC3ST0l8W0CYLk6tWATtn2MaLB2OElCrYOVKOSg+MFUIgA3/8eDA6bryMF8dIeYjCSGcteh6vazb51tlZ/mB7m44Q7Njyh/LhGo3ZdhR/7tKAfrfLa791he8pNjh35Tb9nnCDA61t7m+1ub/Z5HfW+uV1zlHkmWKwm3Jzou+5JZ4sG0myrTxnNU3pCEHdHb2n5bolGMVS7B8anhTGNm2AbMkAjFouVW2oVFkKYQkoQFnfFxe6NvD+VosPv/cZrqz12bo0II5yFg43Ea5Dv5eyu60Xj77v6ue23qDRbpf6sV4Q7CvnZ0uTrJqRXXimw4z/518+QZBG/Nypef7u/3Q7/8veZT60u0teaK/YD+D5a85oal8pu+4BT4ObX/mbElisAovwg1LTsjCeVJlP8/3ySyCz1FDvffxaWB5jP7AbA1kxWi1Wi92t2aLyKnCVIFUeQ0FFHmuyM3u1c4MNySRxTJaYBrCFxPNcXNdhfqluRJ91/Zrnm/CsAZ8/2d2lrxQrvl+upjMKDq60uOHEDHGUc+TkLM5coLtI1wSnk1gr5rch7vfZNBPjc8koVDkW4mLUY61m5K08x+GNMzPMzA9ZOtYmiXLiKGd+qUGzo9sGyeUa79va4uGB9vpsl+tdk//byvPxWrpqbdwkA3PSm3shgLN/5y3IG3hxjCPjLwp29rcFPeW6FFY2rgq4VhfTMD0dKSlaSnt4wTah63Jvs0nb5LXiohiRWKqF7obwYgu6737gBr7hLTfyy40eD1/WakJ4fb59KeEtnRt42/w8v/3zf43j1HQkIcmo1fXzABBHevHw5HBY1tZZCTKAnWFbsz69iCLtsGNA2xfFCxN/LNnGALTjRRwPTHG5uXabeU5SCXmCVjeSJiQeVhieVoOzIwTf3enwnn/+GXauSA6fuIlbXz1PHEVsXbrIcBgjvIDWjFuSxvza+HfQfodGXU9GuXX7/fV8H+W6Zc4fdA5eCMG5p3q862c/zfc8cAP3vvEQ79vZoZvnhP4U8F5Odv0DXiWEqJRkONCeg/XkvCBAJTGJHG8M6wpBGASltweUQssw0r3cTzGl2leu2nNvEgSrBeWuKXK3OTfHdXXpg6nr8wBpvlzAmFpKtbdf1cPLklgDne/SmtVhy0Y7YH6prtmZhlmplGLT1L3FSpVsvVKsWSkGUvHB3i7ffv8yV9b6xLMeq3GsJ6K+Guv0nZgQ1GVDUbf5nqp5gDAsuX/3VMC5px0uPf8cw5vaPL+oSUZBTZDGegEx7GVELZ2j65pJ0XbuXjb0eltoPAYo1Xq6F8rbvRATs1I4DiCyDDcdlASV8l4qNQZywL7e3fhDYsKjtqFo/ySk86iggNZpCDfwa7uEbouP93plbVtfymvJLRUQefjSSX5EPcvtB0I6IubsMNHqIW5Ke2aVG4J5fnBhgff/yufYvaoIG41S3Wf36hae73LHa5b4NWePC6bwOsvq9FLoyn6ZU9tUfeif1A1qK33ycrd7rZdc9aS9vibfmA4LF9K0DIta4WkbEgXKbgiOm5eNar2iYNH3efPsLG9st3lDq8Wv/9SDFEWT1mybVqdD58BB/QyFIUpKgjAk6vVKlnYaDwlqo/BlnmUoszh0TZ4+COslI7oKhuUtrLQM0/Ww8NBHznP03B5/8AO38elmzicv7/Dp/Z+uF9WULJjss/k32cf1btc/4E3oVQox6hSglBoji1RLA6rek2V3pnFcrvKkK+CLyITZY1YlwibDjPY4pYTZNbJhaflbKYk7qZ5imKRlh/FKy6M4ipB5XnYrn5kPWT7a5uitHeaX6ojZAJFoL++yyllLklIh/1yscFzKAt7EMO3OxDGvb7U4cKJdaiRar80WBVuFiy0jIwWjUKXN31nwm3NdYsfhsw/uMb+0zMrJm+lubTKMetRqQodbD4S0ZnWe8MZT8/x5r1fW8PWVKkOiZ+OYzTgA1boW8OBasJv0PiYJK2M1dRrgRJrhKIkwz8skyE3apHcnAx/p+xBcgsZ5nPlHdNPU9CxsvaF8rz12bogP3TzneK3G0JwzMAI6q8ICZQH8ma0+Z7w+TqiL7Yu8AW6K5zgc8nwe/dgazz2xS+fAAar9Ef2gRmRyTmfimItpOirZUAGbfZ03DP0hoYC4cf6asHCxd1vlAX7hHKkVhr6/2eSNRsZqNUl40JTBbGQZm30jo2a6oWfBNr7QIfaO5/FAu83V31nlPZcjE6LUmrdpHLO3fZVGq83M3DxKKZqzHRYO6VrZve2r7G1vExtdXYCw0lKqJKSlVWH2Udss0IvfalSmULb8x+HSuT3+8Dee5OSdC/zInXP8X/s+HS+uqeJFyOG9RKowX0m77gHP5uxsLzgb7suBsNEoKft5lpIm0hSUj4ginh+UhJGy5o4RIcSCTNWqheT7CT/v95lqLZ3NO9pQp5ISVRlneQw1avJaKE2iqYUhSRyTDCPChke9HbB4qMnBIy0WDzVZPNSk33B4yugpCqXV6+1E+mBfd8wugu0SmPpSlkoZTw2H5Sp8YICnPG90vmVyuwW8lhClmj5oZt+OlLzp+27gD9/1FIuHDxP19hDCpx/nJIlkaaXF63/gFp4cDnmi0OoaNpfTzXM28lyzFpPZcY3J/by8F9K53C+0Waqk5BrsjFe3nzfnVM61MPe2EKIkqRRCkMy0tboKCXQeZ27pr1nyQ9quS3zo8zyxdwdO5uDFMZnpcF4E21xonaWv9D3vGLbielVv03bj7jwO2/fpa7B3hwYfrz/qHKACdhrnyYFnHttkfmm5jFgoqUtXhO+jioy157r84AM38oFu99rQaXSU2OuPxJVtRwcYXeNqt3Q7zmqNYTpPp365FOvu7uyQFQUDpbSkXJrqlkDR0bKwPqztMud5zIoaR3yfv9vpsPDIHhe7Cc3ZgPmlBtuXIza+sEZn8WAZrrQKSYWShI0mhZJ0DhwkbDTp73bHdGc93y+/+9csik00yPN9WrOd0kv0CMouJba2NagJXNdh61JEIa5/r+mVZNc94FWZj9WeaKNwoprwvPTkYsHOhictUNkCT1fqRqPWwwLGvLgqsE2SWMYbu45YmTac6fk+cZaW+6uOL43jsl5QSVV+QUEDpVVRCRsezU6NQ0fb3HhqnvmlBodPzLCeayWKrpRj3dStdaUEVS9fW+CSxpOytXKraVrWWYU2HAVjuTkY5e6q3l6/Aoh5UfAT83v85m+9nid++/OoQjMzu5tDZDoCYc2C01qOl7NMN2mVUnsgVaCrMiknlVMmSSqT4UwDdBrYxr26KthVgc6duIYKDXqOlFojtZq7a5yHg3/B3MJTtEyBtu84fD6OITqqQ6ZS4UU5uXdHWbLQddfoSknH83hDq8Ujzuc4t3ceg13BKAAAIABJREFUNt6sxxwv65Co9fos4IAGjYpSy2ae8Zr5kGhPEDYa+jtQCYULIVg7u4v7nlVOvSnksautSnF9RUsyXtYs0Yp+5zXX201H5RVVObR0nrjYoOW6ZbeGrpRa2q1/cvSjAlj5j7x92eUNrSO0TK7ug7/+JKunn+bPYrtALOgs1kvG8Plnz3Bw5QjzS8tluN82OHZdt/xeukKYheSog4YNZ+rvppEQrKQkcqC7tUnYaNCanSNNYtJ4iKsEnQMHGA4GDPYi0mRAkkjyqZbmy8quf8CTqqxhy7OMxDSAtTYu1zXqYp4admT55XDdElyq2yfBbj/ZMPv//RRWJsdgPzOpkGJzDDbfYL+UVfHqNI7J0iG+0ZbsLIbUmh4z8yHJSsinowGx0kLJgwoA2ULgzIQuQedMYjXyxGIDbH2zCt/MMwYGrD1TbDzqn6Z7rtkcYKzUtQxNpcoWMX0p+Vfr6/ybH76Nh97zbMn8zMyEtuT7rGfZCOhMuLSv1LV5OvjiBd12+ySZwgDlmDdXKTWohjGtR+dWwK8QoiQzVMWh9XYXGmtw9Pc40t6h4wV0jcSZB8S7t+qaPqmbloo0oxg0ke5dOpwHrDsXWTSA98Z2m3d7Wzy8QRnG3DckW9XfXHyQE42crwnrfOHZi7RmjuH5AX4tRBoFItsjsb9bsHa2y1//4zdQGz5CsX3fteFgGAHgZP+/8qE1pKFgW4Ojff/M02XbqUcGA+3RKU97pt27RmC3/GG+5dAmP7m0wmP/5km+sNbnV4MWi4dv4Oitx5EmApImMVFvj4vPaQ3cVqejL4PSC0LbGsvmuO1PUAvJ0pQ8GieAWaa067plDazOBY7PJaA9SCuYbhcMnu8jc6lr/NRLo6U5VVr50uy6Bzy30lHc830KNZ54tl4cMObtuUZY2gJgleofNpraszOlASWLKwioth36YsBm91ktQwDKWrnxbumCPBqYL6EsuzzkWVqSVWw+wXEdGq2Ag0c0lX9ppcXKyVn+pG/0NYui1E0UjoNvwM4W/56NY1AHAF02gAGqluuyZs43LgoGcgRglsWJLaegQBaUQGdVNkoiTOW19Q6P12p8rNfjgR+8mWf+6DzdrRhv3tUSYqm+vrZBa18pHcKcLDGwXoUFuv+fvTePkuwu77s/d61bt5aurl6np2c0kkbrDJJAshBI2LLCJgfMbh9zItvYGIgTHA62Yzi8fg3EiXyAYL1vHGwMeYMDUSAmNiBiC4SRjIQkYw0IMZJG0oxmNNMzvXdXd2237vr+8VvqVnWPWDQiMOY5p093Vd+6detW1X1+z/N8l/yFeNsWZu7jn+Y1MLcmu+GqLo/KTE1TzOaQ1APHEUnPtIiLnvhf/Us4xWVibFqyWtMKJqoCAo36tLsBiTOpK7cAWLAXAVhPEv6x4Q7w7zQaVTtt1/u2Ru4antPlxdUxxm6dZzEu99vzcvGnFoFpmuIUPMJel4WnmlxfqXCnqs62A/qopDZMsVCxealusSJboRf7NteWS6zGQug6a1zWb5229kIwKRYI4/dwsTfK37/7ASy7xtj0GH6lQrU+hl+uiIQWBASdNrbj4Feq8rtl4lequAXBnRNdmpROq6nncJ7vYzsOxVJJ8G+HRB3yfNw0SUjlYsByHFxLILRbGw2ZUEWnR/lMqq6PYQru30/iRyfO+oQHfeBKHpyiPpRmrvKyJSozTVN9YpSj+PD+NFBEfsChP+TebniswAFqFd0Hq2x1RRDbpnr/Wv9TglaSJJEVqKnJ6VEvIIljyiMuYzM+uy4cZWq2zPmXj/FFSTOwgMU41irz47atK7xykmi0o7pgBWkKqlUpkZfdLGU1FvB/dY7KlkU5MweQmAPVXS7ZNWXCauYALLOOw7+o13GOdFg4N8Z62RSXuy41y2LUtDj80CpvmB3lQKcj2l7xyKAzgargVGsz39obntHJtiX0qQSpaWoNTGALifzpkp2RJGCauqpL5d8qjCSBgnDYjqIiZVcsNGwEcGMljvsVGj0y08KMQlFRbkLP3KuropKcgT7Y6cDCjRjtMfFc+USv2ojqtUpyumMYXFMqcejA4+zYc54WKgAIOm2CTkfPgsMgYGKnT3NXgQcf6/Tbmerc5q2IlC2S4tjlPf2UkWpYF5WbTOxHSncAMGHbFE2TIN9+DSbFrLP+DV5e8/mlhzO+XZqmNjGJYZoUPI/ySI2CnMd5vq+T1+baml5AhkEAI0ro3cErlTSdJ45CNtfX9OtNk7S/qB0CmBVH67Sle4pXKhFJoFjQbuNKz0UVqmpUj0+SkCT64VRNP2lpfm/xTyLhgUg4lmUSqLakrIz687BBCx3TsvAch05LestJ3l3YEzSBmP6sb5hioEng+XmAvN92IE379w2vKPPVXT5Rq2SoV+ISlSn4gSJJup5FbaJI0XdwHJPZvSN8am2NQ0Ggqwnl6N2SiUjdbxsGhyUghNQlS20iI4E01VVYnGUsRn1yt2rWeEmiLVdU1QhsreyyjJ6s+NRXK84yDgYBn1pb4zUrGd55RY5JAvkTvR6LUcTr945ylYSsE44OtiiHXcaf9qef6EDQCcwwRPUAlH3P95XsZKjKLnEcUtfFVB6FltX3sWtcwUrhHzTn0DNNDgYBLN2gHdBTwEgtSFPsXgAN6Nl7Ye1qDsWPcGitBWvXYcy/CFt9FlyXRI1d8/MzFbUHubZc5sXVKv/NMTXiUFVH3Xab8R0WBb9AYyXgoit2ceUbzuMdJ06wvvh8qSgTyXmk20+seZ5jHjXqLQweg2p7AmxeSpS6HJr8KosFAYDCWxBVoNpm/B5eedE/8J4jBZ74jseFz90v5tqdjqYYlCoV3drvtjsaDd1YXtKdl7XFBU070FxY08TzRfJTyV11SvLXAaVc0lxfwy14FHx/YLxhWhZ+pSJHDKGWJ1yaOy5amkkykAyf7fhJwvve4qxPeAL9mGpFFDGzCHWiUV8O5YigkoxYvQnkVSKTS97pQKM/5RdFrR7V/waef9geKEkHqkTlaQdo1JgSfVbKDmpbS7bOtL5mkhCFPSxNIjcxLYP6lM/fRi3ua7d0+1EBShSfywZi2cpUFIQoklfO1CWxujigTVo90xQX4iHgibLbcXIqGMPVXldy5vIEdAtR5ZRNU+hunuNyXbtNyTS5xPNYiWO+3enwZ8vLHAtD5rvO4ExOJbrTEZ11YhwEouS96YZte/LJUN+3DTglH7qNqThZkroyzNcjmGa9V6BUMpmwbY6FIVF7JwTT+vnMJBUUBkfNCxOsdokkvkFQF1IXuxNjB00yU8wHzTAkKUUicShEZflwv9oCzWurjBREK04mO9O0sByHzbWAl7zsQvznjnJXs8nNTz7JnUeuhLnXU9hsijmk65IMtzI7u6H+jb4bO/Rnh+q9yaM1y4fF/xZeznr1EXaNHWG02GRdnSN/jl3n3sZvf6fEE0947LlkH9X6mESRuv0Z/IgYV6i5WqE+JqQCw5A0XUPpy66cOkVtYkInTNM0cSWS2XYc+V1LB0FmuUVrmvSvEZFc7FqWhet5ksfX19YNg4DyyCgt1rUkYByf/XOxH6c46xMeoKXABuS3cmjKTnOTXhDogXMcRXTbbU3yLnieng8AegUIfUWUPOlzcAC+FbSiuDsqCVuWpQfwSuJIoTDVtqFEk5mp2IdhmoJ+IBO145j4FXExqo17WJdUuGtxkdVYCDRHKuFA32/ONLFyF/aFKBrwWouSEMtKBgw1leMBCO6bUlFRKhjI29AHxOQrPHUs+vzI5y1Inl4rTXldrcbDf/YY5+4osf+VM3xocZGD3S4E55w+2Z2GX5fn0X03gedhykFmWZiy7a3uy0dmWXq/dhAQ+SVizwMzxgri/vZ5K6DNS/m6+01qlsWJ5igs3SDBMsJSyBwCMFlRBO02dle+72kfiJJapqjuRhZF0lEOCoAyhlXtxPusA/zO3Bxve99lXFMuk2yEHLx/kUMPLBFHKeMzdczLR/jg4gKfWVtn/egbYOl6nHZbHpMrxIXTvsIQwbRwflD0gXybU7qC68WHoiV0dos2p2xvapFpxSec/Cof37OHRz+9wIXPPV/P6/xyhaDTIa5U6AWBrN4syiMCoGJaJtX6mASmdbQnZKe5SdBpa5uw/EK3P8LoqxMBcpHZR0+Hvf73vVofA4S0n+LxiVamBMJ4HmyIWbxpmUzO+ls+Z89G/LiCVk6cOMFNN93E0tIStm3z+7//+7zhDW941p7vn0TCE8TQQWUUlXzUF6GvxNCRzgiDyhiqlZgHwaRJShC1B1qXeQ7esHWQansoeoRyWchLi6nqTjw+1PszTKGkkJqJdEpPNe8HTKp1D7dgceFzJxi5fpKPr6wwJ+He+apKuROU5evrZRk9mQDva7X6FyhZSfW8JVbimLkwxC4U8KRor0JlqopR6R0qtQwQic+WSVY9d14xXwkQF02TmtymmSQ8HARcEKZ88+9XMe8+xcvft4+/3dgYTG75VmZeSSUVyihP5023XUtS3Ta2qeyGt1MzP/2+pimmXNhkhZ5Ge5pJKiojRROwhTpJMy7TBNHGa+3F6mXYQbClIsz/nTgi+TntNrHn6eSaWRb4xzl3910cPX59HyCiQCvynASpy182F/jL1aNcUBSiyzv3Oey6YpZWmvJXnQ5HjhzhidWdMPdrWOu7sLvNLQkYEK9D+vIZidlHYnoL4m/V0lSfpfxsTy1YZBW4HMKEa9KsPiLOW+0hXlJ+Hv9zCt0yVN+dcq020E3J0oSlueOYpkg09alpCn4Jv1KRc29x7F6ppBNV0G7TaTUBafycqC5N//2sT01jjTv0Oh1dvQnAi/iOr5w6SRxFIhlXKphpH1GtlJF63Q77r5nmOT89Be/begrPdGRJ+oxbktkzVGr5QcK2bW655RauuOIKlpaWeN7znsfP/dzPUSqVnp3ne1b2+iMUSRThWJb2slMxPDvzK1VNRlVkdLfgaaCJgjfnaQBpkurZngahmP15nmpVWjKBRmFIItui6qOpUJmmZRI2xfMqSoR2O5CEYMsSz22YJmHQpli2MU2DQsnBdkxqE0V2/rMdfGJlhW91OpoArpJdV87QFFKyxWDrMYFBaHtcJgtD7GJTE73zxp2zrivEhaOIBAhikyZQsRNd3ZGb54FoYyb0JaMSWUEqwMzJKCJptfi//u1z+cCb72TX3hH+18aGcDw4HbcuV9UZkYEVicWJSjpmFG6rcwmDpPHt2pZP536wJWGmCcQVeasn95li9HwyN3e8KhGFdYh97G5TV4oq6eaPxZCzRiuKND0i8ktkpVXdupyPIgn992V16vcrLYVYlRXYE2bIE95Cv+0ZVyGeFdsvXY/XaGAkm3pGqAA5meWB2xCVmN1fHBmRQaZsitQCRBnVKnSmqvDyABs5t1tWlWFYJ+vMcl+nTcHzSJKUsNcVM0d5TtI0lehKn06zieeXKPglmmurHHv0Yel32V90ul6R8R07mT5nDyCQlQtPHWNzbVWfX9FZ6S+Ew17A9NQ0LcnfW1tcIE0SqvUxWo0GjZVlet0OYS+g3Klp+TIQCa+10eCFP3cO173yXDY3u9t+ds50/LgqrezYsYMdO3YAMDk5Sb1eZ21t7ScJ75lGXtg5r6CgkkqeTuB6Ht22mBUo6xBHqlLkPevEb0VS3UogV3M5UG3VVM/9Ip3UxH46zab+Ww3Cg3YbyxErzSxLSY2ILEuJwp5wFK+J1qLn23i+w9Uv2cWBTocHu11WpexXDP12Zq61aEsyuCUTUpJljNu2UPEYQjVe7HmaixenfXmrWHqTeVJJpUtCkFjChsYM8ayEouIrSmeEBIikmr5T2GCP9GWbdhwWooi5MKRlmvybuRP8+z//GT62ssITq6uilTasmjLEwRPJLhqo6LaTATvdTO67tTlPF4Kg3k9IaW5RoI4hlhVzodHtS4wBdtDGSHOk9tyxpZZF6jiYUYSRpqSyheq029hBQGrtIqqKyjGYf4nk8iXCUX04R6tWpxmKtqKiALhreu5ndCv4a8uYYTiwEABRXcZJ0ldXaVyB1XWApI8U3by0X90pwnseNQr99yzvnBBMi9ZuWAe7xe2bB9gXlIVYeyhGDNolRAG6khRDVnZZmlCu1Qh7AUtzJ/r6tKaFX65Qm5igWKngOK7uxLiex9riAq3GOlEY6m5LwesjL23HobGyRKkaUK17dJpLxFERz/eJwi4jYwlxtMz8sQ6V2hSmZdJpNpnY6XDNy3frefrZHF/72tf44Ac/yIEDB5ifn+ev//qvefWrXz2wzUc+8hE++MEPMj8/z759+7jlllt40YtetGVfDzzwAGmasmvXrmfteP/JJDygr5aQs9bJz+N00kr6HByh0rApWpyOoxFZKtTcTetbymSntPVMy+ybf4GuANVz9VullhSPFjMFBaLpdToYZoaBgVswsR3xlhVKDp5v43oWSZKx97IxNmZcvrK8zEIUaeudJBs031QVn20Y2Kq9SF8RRato6BPkYhsdXRVCf0anVVXkpo5hgJXQMztksU+QQmCG2gKmf9L67a49rotnChftBXmhuf2CC/hco8HvzM1xsNvlZBhCOLM98jIHSlHJbjtlFJVIUsvatk0Jg8lNUQvyyip5Qrn6X/6xZhhidwPioqj61XGIBGVhJF2hphL1vRaH54mZaZJIakN3bIykGFFc7OqWp5mmGgVaXligxU8RVQoSJemTFTpaVUXTAvzjfTWWfKtRtoSN9hhuu4PdW8MKAnEMnjeAOk1NUyRSM4TNSzGWn4vTbtKrVETVlxexVu9Nvqobfu9Vi1PNGdVjWnu5v/X3zCy2mJjZqRcsarau2m5JktCT/Ds1liiP1GgsL5MmgW6Fjs/sxK+Iqls5iVTrdQ1w6TQ3cVyX5voahaIvwCztNivzJwHYWF3iDW+/WiQv0+BvP/UYjZWALDVYmU8I2i1m945gO11OHumQZhEv/sXn4fn9TtAPIxQ475nuA2Bzc3Pg/kKhQEHO7Yej3W5z+eWX86Y3vYnXve51W/7/mc98hne84x185CMf4dprr+WjH/0oN954I4888gi7d+/W262urvLLv/zLfPzjH39Gr+G7xVmf8JI0Z9uTbKUBqFak63mkphhQu55AX22uraKEncMg0MnJchxd8eXlw/KVXZhTRbGVBZpEZ4IitKqkOOiVpyJNE5yCoRXA0lSCQRyLUtnBNIVDeX2qyMVXTvLRzXUOSh84ldjy6MyupANY8nZ+1tZNpY9ZToZKAQzy2wZZpiXFoJ8slVNCgiSi58jKURqC08UzDHY5Dk8kovUVJRZ7CgXtqaZUXq5/7DHGbZsFSU9odsb7XLBt0Jh5cvjpZMBUkrO2QWGqfWx3e3CO5hB7HkaaiopO7lMnx1S0Tw3peTdAbYgizCgilaT04dlY4jjEqj1umRpFSupipqKiyyyL9sQEiePgdjq4m5sU19awogq9SoWstNQHhKjwjwvXdLtDduyXBR9OnbuwhtNu43ZEogORcGPPI5SCzonjCF6cqsjiMsbqPgpNgRLNLKufQEEkVfW8qoJTVZ96D/OqMAOEdmEYeyKKKFVFa1DxUFVSi6NQgrX6ZHM1ZhBztbruspRHanoO6Dh9UQj1u1gqad6caRn0uh0ct0DQabM0J77vl71wh052pmXwkl+8gKAT88kPfJOR+hjnXHQJjeUlTh09TnXU4+qX7mV8R4k0zTDNH151dyYNYIcrrD/4gz/gve9977aPufHGG7nxxhtPu88Pf/jD/Pqv/zpvfvObAbjlllv40pe+xJ/+6Z9y8803A9Dr9XjNa17Du9/9bl74whc+o9fw3eKsT3hRLyC2zK2uCEky0J5USMs0SejI5KZmeeIx4gsjWih5RRZT76uvVpHk9jtYAarZoGlZBJFAean71TEqrlEUdjFNUcGJYzCxHYvahIdfcSlWHEZGPSZ3lfi2FYrKTlIOVKJTSU8lOxBJSYFMAN1q1Ctxd00DLSb8FrYhVneqLZkPpZ+p9qtCWdKoKixKXa4ajXjdnyzyW//xOnYeOshyp8zBbpdXjIxwf7tNnGVksc+3InCcFmXTZL09pq1zBiqTochTDVQMWPLI6kijL8NwoIo7XShielTqg0TUY7Phtl8YkpkmqeMSFz2sZnOL8HSSS6QK5Zm6Lu2xMZj+8sB8y9rwcJpiFpi4LmGlQnDeYRi/hwhoH/tVSicjgRAtlUj84zB+T/8cqfNlhsKVQVaB6ngKzXWcdlu//sR1SV2X2PNIipFMVnPyjRbJzlrfhddYI3EcwpIP3lK/WlPgFTMU88HqI32NT+jPLfPE9FxLVR33yTBk/dd20fzw4+y+8BKcQt/iRxHI15eXaK6taqSm43n4aYXaxCSdpgClVOuCJqG+m2FPzNOSJJV6syVGp6Y58fghLMvFdmJMsw+KmdjpM3NelThK8csOtmPhV1xajR6m4Wjx7XKtRqfV5OKryuy/ZkqOTSw21wKW5/uODD8uceLECarVPir9dNXdd4swDDlw4ADvete7Bu5/6Utfyr333gtAlmX86q/+KjfccAM33XTTD37Q32Oc9QkvH0oNPchp56kWo1kQWnlBp7OFZgCqHeIMiEsDms6QJH2rH5XolH2PIKsnWvXBcpycnQg62amk2Gk2icKefJ4+3cD1LF3V1cY9PN+hXHOZuKzO/15d5VAQDNjy5NGZibytrGKwEi0Ire9XoWYw7pqw9ZH7Uy3S4fAMA88WH6VWmurHrKfhQJJaiZcp1wp85F338ebfOZePr6xwsNu3+tHHENaJOmXBzdpOIgxyVZ6NmW4l+OZ5cErncjsUZL7Sy8/eBu6XSUA9Rs23UtPElPepx1pRhNvcFECZKNKzvfzzprmKUD9v7SEYv4cLRjaYdhzuaf0VycH3Y66WBhNy+TDPnXqKP5qd5V1T7+Nbd/8xlZMn8RoN2qN18I/jOV16WUYW1kTC2byUplx4FDYF8tIOAlzZNgfJHZT8QUDO5zISsz7Aq/MaDcwwJC54fVJ99RH9f8qHdcIbHXmKdf+44A+q93GYI5lTcTGShCwu02xcyOdKJ7mp1CJNRetydXGBsalpvFIJ0zS1JBgIpZjySI2C/A5bjoNnWYyMT1KS7UzD6s/aszTRzgemabI6f5L25gauZ1GqFRgZLWBYBpWRAg9+7RR3/dURXv+vLmP6HLGvOEr1cWyurdJpbjIylvDTrzoPEN9TgK9+9gjf/odTWz6bz0acSeJ5tVodSHg/aKysrJAkCVNTUwP3T01NsbAgfCC//vWv85nPfIbLLruMz33ucwB88pOf5DnPec4zfv7t4p9Ewsu3MfNtxby8kkJneqUSruexKVePSpWib7YaaiSYArQMijyHmmKgSOPKR0/Iirn97SQXqN8WFUkwCnuYloHtmLiejefbxFGKaRq4nkXQiTAtn9GpIudcVOMvGw3uabV4Qqqo5D3q9HGppCYvOBFDQsP5UCvu6iPC6SBJBtqfqnpUYQMly6JoGIwj0KCiPZlr6cRlnmi2aL99glct2bwv3MQzDJpSaSWKiuLip9pgwxqZAzO7bY5ZhkpiCnhhynaiAnyobbaL7dqcea4doNuZep63zWPsJNHJRPP/5HZZkuhZIkAq26S4azjFZfa4ZS0SfXf9G6TNl5FI4Io4yJAXV6u0bz3O25e7/NoVXyRbuAorCLBXZohr1zGx605qts2c1WR90xVtzLAOrfNwOgvSsX1rqzaWczuV3LPSav/9COvYLVNXt6llilanQnsqAIy7piu+9V6hLzum31NffGBU1af0QM2QzBGUEk79PHf6f8KHfnsfD9x8jD2X7KOzuECpUtHfPUXhEc4i4tx4pRJuqynm7ZZFseRTHqnR6wVEQUAURn1aUk5xRWjT2kyfU2Fytkyl7jE2VcSvuPgVh1s/9CAPfX1eJzzPt2mur+H5PkGnwwtuHOd51+8kTTIaK10e+cYixx5dZ/lkxEh9ctvP2pmOM8nD+35meN9LGEPmz1mW6fuuu+66Hyr/b6sx21kWeZUShd5SSSgK+6RuRSIN2m0ay0sDjgp9vUuVOJXxa5rzrlMculRXiPn9irmgaH8KdfqORJJJxGgUSU1Dsb1liQu67ZikaYbtqOSaUq17jO8oMTpR5IQnkstcGGpkZiRBKgmisusNJbstkP585DUpU1dLkCl3AvX3upIXk8mvLedwrTRlMYq0RJl+Pvn79o0NPjMeCndyBtugurLMz3pOR0HIRT8ZbU12KuGoSmuYP5ffx3YcONWSVBB9UyavAUFpBZhRXLwhwMvwPFGF8s4zE+H6oDwDFbl/dNffkpTapI5L6jhi/40rhLvAL+6kWvfAW9AJqtBswsp1nFjfpd0Y1CzWWt9FaXkZp90eOFaV4HqVik56WbFJVmyKym3mC3qmW2g2MdKUzLLEc3oL4C1gVA/B9O2D8mLKJ09Z/XR2Y/TkRTPvoadaoHJfuNKD7/gbuf6xx9j/e1McfuhbhL2AXhDQaTb14jQMAhory8RhyOb6Kp1mU6Or/UoFv1zF9TwsudAseB6G1LINOh3th9dtt5k+p8J5+8YojxQYkTZD1XoBz7f5tf/7Km54w/niI5xk2I7F9DkVOs0mhtHmvH11vRhdXejwj19ZYn1JgGjyNKYfl9i1axcjIyP6R83avt8YHx/HsixdzalYWlraUvX9sOKsr/B63Q5ZZPddjGXyU7JKCkmpqqugLQbkfqWinc6DdlsgJ9tt6YFnyhlbqAEq/aSadylPdSszT25V5pGKaxcGXemrFYCR4vk2aRpjOyZJmukWiVuwcD2bidkypmUwN21zrNvlnlZLz+/0PA5Z1aX2tjOv00Z+TtbZzTrHcQobgKQTaMCBRQA0AcOMtCZnFMf9BJt/XjW/4SQHpYls2TRZkcc5MOeBflWQv0/9nav0VOJRF/EtIJUo0qLOqs05vMobTnTbzfZUwlPJRSVz0xPXAAAgAElEQVRPXb3JWR+O87QzQZ34LKtvMxSJ+ZcC/kw7Dp5h8LaJCW7e8wnC7tv7zg3Ll/CXR86nuedxbvqlnXBfXb/eLAwx2tNkp36eEw0JXlm5jsJSkcLGAq6c16nqNHEcolJJC17Hvg1kg8ow6vVvephhGzNJiJRAtgTETMuL+ryax6Wu/p92bghrmGkk/QLl7K76iPityPJ5qkJYpzn3c1yf/W8OvvdSvvz7R7SqipVbgLYaQtg5PhGxcurUAJFc2XmpkQKA4zpEoVgIb66tsra4gFdMuOza3Tz+rRWCTkS17vHA380xPlPip191LqZlDJg2m5ZBtV4gaLfZXA/5wscf4Rd+6zK8ksPETIlr//kMd/6vJ/H8kp7zPdtxJluaZ2qG57ouV155JXfccQevec1r9P133HEHr3rVq57Rsf6gcdYnPEATyJX+JFLctSerrLAXDEgMeb4gPRq5D7mSKlJtUWUFkp/X5UEqyjldrfBUwlWVn3JfVx8yVW0Wy5ZGd5mWgWUamKZob1brnm6r7L9mmts2NzgZRaKNKY/zB0p2ea1DdRu0zFiUDjlb52cxQAYCEKF+hluRuWR2uNfTqFGlApOl9tb5Dmxfgar/py5WLxsgZOcpCAPIzSTBsCwBr5eQfjNNSVTVxOlRmvoUyaoOJLjDsrDCEDtHcVHbaLdz0xR0jBzdwbQszDQly7U1rSjC2pgi2LiIueJxXlypcOW3Ah68+xS99++gwH8iOPyvhYZmN8D8zi9x+1zE7Rf/EQTTAyotbrtDz7pYtqV9SsvLeI0F/ZrVjE5ZGsUFj9QyZVt1qf/+lw+L87x0A7T26upOzPpcYd9T/wYT1QVmHZc4y5j3j/epCSpkArOiSAhqKz3OYd5eXolFo0jrRCf/ORclt/Pud4xT+OjfUyyfy+Tsbu1Bp5JZHEXEEs1ZHqmxtrigaUVBp02n2RSgF9/XldfckSdYOXWScy4u8eVbH6dQrBF0epx4QhDaF0+s89TjDW763edimqK6My2Dv/mLQ3RbY4IHWIh49Vv38eTDaxy8b4E9l9T55l0nxSI6TbSJ8bMdCnD3TPcB398Mr9VqcfjwYX376NGjPPjgg9TrdXbv3s073/lObrrpJq666ipe8IIX8Od//uccP36ct73tbc/oWH/QOOsTnpGr7BRaUimla7cC+YVRigktaQfieh4bOTqCaZlDHLw+uEXtN9/+FL/71iOAbqeqfYVBl06zqfl2aSJ+XM/CdqR3V8nGdiwsVxBZPd9mZb5N7Gcc7HYFbQC2ICi3JJD8hSgfwxeo/BxNISSVcoban0po6vHDFZrkWnkT9xGsXqnnc0eDlJVYtG2boQdxvf98w27lw8c3UOnZmKGA62/HtxtuXRpKoaRUIiqVNMyf3PxVoTzzl6i87Q8w0BbdbiaoFkkmEtIfDQJq9HGaJpasthLAabdJGldwqPY4D3a7nL8SUJu4lP/5oRXmXldgNryVeO71GBumSHBLFoH/xgHAhx2GlBcXsHuBoC40Vylsbg6cC1XZaVkyBCgHu9MHpwzZ/zgbmXZ/SF2XXrUC9TvwKkepWS5jts1qLJdc6nNSPkzFDYSEWlwePFc5ybOBBdFwqAXP3Ou5ObiHn/qlKp86t8qj/+0Axx5dZ3M9wC1YrC8dob2ZUJ+axvWKGoV9/PFDtDYatDfXJcLZFLNwq8joxCSba6vse/4oQSemVJ1kYnaXaME9dYzZvRcQRxFLc8e566+e5KVvvFAf1tJci5GxGQAuel6Bb951kgNfXcRyHMLeMhurPc0bDMLTvLYf4fh+ZngPPPAAP/uzP6tvv/Od7wTgV37lV/jEJz7BL/7iL7K6usr73/9+5ufn2b9/P3/zN3/DOeec8+y9gKeJsz7hKcNXAQZpD1iC5PXvFOFbITkHE5NyF+8DTNQ8EOjTCXIXFtXizLc1VCs1/7ig0yEMApyCocmqak5gSwcEt2AT9mKKfpHxHSWCTsTIDp9Di4vMhSFNOVtTSEzxuu2t867TJb7h5KJaTrodVR9cuZshVB/hj853eNejlcH95sxML64G/Jv/XqbZuJN/+5qf1bO5wNoYfO6nA6LkK89caNmwbZJdvrIDUc3YYYiZpCROSCRnVcPb6afMC4HTn8kN0BzUtkPJz7Qskm22U/tNYWB+BhIIE0UCTbm5hwcK81z84jGyf/ctzt33fD7/saMsvd1icmkNMxnRLVQal8l99WWy7CDAX1rSYBtVyapjTxyHNNfSHDjP0qBVUwfk/K/QXBGzO9Mk9H0oPwneAqO2jWeanJQKOQME8rBOs7MbVq7DaI9hSHBY4jiQWoPehYo3eLrPa1iHhZfzj2trXHTqMDuuSbj4+kleXavx6lqN2zc2uEj6J047Dntcl89/9GEOHVjCdkxmzx9h90U1pnZXsCyDJMk48XiDTrPIFS+aYe7IBqeePMHi8QS/UsW0TM3vMy2Lo488ysH7F9h/zTRpknH9a8/j8x87hGVH/LNfuJwv3/o44zM7MS2L+WNHKZYtet2EKAwHsADPZqTZGQCtZOLx3w8P7/rrryfbBrmdj9/8zd/kN3/zN5/RsZ2pOOsTHvTVTPJu4nm9PdMysXF1IlKO5sCAKgvQB6VoSbLuIAcvSUhkBamAKnmuXv55w54Cz/So1gs4nk2WZKRmJukIDp7v4FccLr16kqATs+eSUe5sNblzZYW7Wy1ORBGrcUwz3x483YUDTr+azodSuldtpm3aogtXT/O59x3gpl+f4vc3Kpx/+Rjf/toS939xjpf/i4v4N4U19rgVxnY0GJ0cxag/QHbqFQBc7Hkc6/WEAM0w8jLfGh0+7lwlmZ+zKUeDAfmw4SpPJrGB+8IwN/N7+otF6rokuflc3u3cyiXMfMtQH2cUaZcGLFNXeKYl/O9MxOfGao6RNK7g0cpRPtdo8PL3XMjjf3CA2b0X8Il//wC8bB/miSt1tVU5eVIneZXg9LEpIQCZ7JRqikZgyvvMRLY51bmWIs50dsPmpZQW1/X8MjFNohFDJEVvgRHLEkjbNBV8STW/c9dg7WoBVNk4B7fdIbVyxrhuo99JUNW9+lFV5nB7XH1OOruZX7mOebvFnbOfZfZChz2FAmXTxJKejgtRxMvecikr721z3Sv3sPBUk8MPrfLg105xxU/PcNm1Oyh4Nr0gZu7IBuURl9m9I8wfbzJ/bImJmb4CiGmajM/s5I7/cYjxHSXqU0XO2z/Gq34Djj/eYOVUG9ezOHnkJH6lIuzH4pTyiM/4zE7mjh592s/VmYrsDMzwsjM8w/tRjLM+4YVBAHFMIi8yqgWZt+oBdHWXtwGKo0hb9ajH5HU4tTVQjlCsBuqGaUrvraLel3JPV6hMEKCasZkSjmMStGNMyyCOEvyKQxylkjOYEnQqBJ2Yu9st/rHT4R/abU5GERtJog1VdbJTMdwaVPepi0o+weT/r0Ldr1bgKgn5x/nz3ziKW7D4qf98ik+vdDl3X50kSmlt9PjGHSd4zyWjXPDPZvjcL/ncsrREtrhXP/eraxP8yZKcF+UFh4ePeThx5yvMoRhORKcLhdiEfrvyaYnnSaovBKllad7ddpGvAM001a3R1DRJXAcjGeL5hSGGbGkqCbJk7WoC/ziH7W9zLAy54g8v4Ni7vkNlpABxeUDezJAUh2E0qAqV5PIAlahUInEcnHZbtDLDUCAycwlnorzGshnC3Gsxw5Najk3z7qSeZi816aWpcG1XFZvqCJghdGZx202MNCFz+8eyhWaSf19VS1QlwmHiuvotn6cmUa2AFlIA6K0EbK4F/PWfPYZXKtFpdsiyhCcPrlHwHbIkwyuJy5/tmOx/wRSXXbuDOEr4u88e4aGvfw2/UtHIa9fz+O8f+jZJHGMY4vl27Clz8L4FbEd0kHpyoev5Pq7nURufZKOR62Y8i3EmlVbOFA/vRzHO+oSnLHk0uESpqyRqfpdqodm8J5b6vzB4zBm6SlRlnnuXF59V9xumqVuggyos/eFyt71Jfcqn6Nt0mhFBJ9JzhjTNiKOUTjOiPOJSGy9iXVDmlsXFvmu5THbaU2wLKXubNqF/vL9y1shJBlqR4sSF289XUpefqoU4bhG/Ap1myMjYJE9+Z5mRsQJpkrG5FjB3eIPHrirxxY0NvtOOtFHohIuwGlKQ+e2OOX976Ln7lV7McChKgvpbk85Nk9QypdamaPulss2s1U7ycl5PE6llDVR0SnElj35UCUlz73KqLFYY6URoIlqmpkRsWlFEYcWj597AvN3iLvMoQZry5v/napIvLUIwLc1hHT2HNJpNnG0I9anr6mNRdIOgVhPKKEDkuhhdD8OyMLqe4NzJBFQ2G8QjT7FuxuL8pKlug2L29IJpPooYtW0xO87raMZljMjQyU4sMvoiAOrVx95kX7bMXRNAmdqD/c5C4wq5aS4h5j8D7hqwExCt/H2Gyyc+8BCLx9vc7fvs2rt/wCVhae4EJ488If3/SmIWfqrN8ccb+BWH8kiBzbWAoBPj+TbLJzeojNaFw7lpUh6pafH5XiASahTatDdlBSxxACAWuMcffxTTOXuqo7MhzvqEF0cx5UqFOIq0JUgeUamQm6Zl6mG3SpJhL8AteJocrnh1Sv9SmFK2dbJTF7U0SXClqK0itg6bwsZRSHXU06TyNMmIQgh7ggQLAqU5Wi9y5fU7ObHb4fblZe5ptTS6UfnQDZPKt/z2FhgtNgfkxWKzIeDh+bZRfiV9GmI3wKEgYPaCIr1OTNARPCaAar0g+Ez761x1wyy/d+okx3o9TT7+2akNXlyZ5LPr6/0EPQx42S7J5UNtb7dIXA9HioWoZJefqekkICsAddtWLtemOSjxZeV4cU8T+WSq2pzGNnO74WrLAow0wEoTUZHnEJumWmBFIdb6LhL3Op4wQ2rWAg92uzRe6MOdaEBKPHOQOKyTnZrATFY1mTw/t8wDVKJSSSwScs4FWeqSpQKpGqv3f+1qjqq2pCkJ9vmKVn1WWnsJzJB5bwHHiftVmWyHu+2O1gs10xRTUQR8n2hqUbROVaehfJhdI4t8+rzzWL51k1f+xqX8qxPHOVB+hAc6D5C1zhucD/rHuXj8FF+64AK+9YknOPDgMgCHxnZRm7iU2oQQXReVXZNqvU5tfIKp3XuYPf8CHvjql+k0QzqtiFJ1lImds9TGJxmf2amBaCvzJ0kTMdMLg4BOc1Po46pZaBRR8Ko4BUuD3dTML00SLR+ouJbPdpxJWsKZJp7/KMVZn/DyOpf56kr9T9EGVGKCQeUU6PN41NxOfbC195ZsUcY5QWC10lMcPRCVoNh/iGVnen9RlLK5LhTYnYKJW7C15U+1XuCcKye4e3WVB9ptFiSpWxHMe6eb2+ViV6nN70zP8JXNTe7Y3BwUeM7P6b5Hvt5O12Xf1TUe/9YKtmOycDyi4PuszLe5eKbERT87w22bG31BaLkyv3Ojiw0sxLHgnJ1GDFrHaQArOuE5lS1ISxhMdkr5xM6BB8xEtBORVZ7adrtqTyVBI0lwgoDI8wh9v4/ylLEdoEU9bjvnBdMUiWRbzl83IFm7CoB/tL/AtLMpiPzBNGa4LgWdW1D/Bj3zBmCnNodVx6Iq2AH5MrPXb2nLBJeaBVGxKioCCCmw1MVuCe5i/jzZmxVi74qB1mNUPjzwXhqRIRK3rDxT1xWJrlKA+jeonPcp1p9zOYcfWiEKUx68+xTHHl3noWmPan2aT/3RIhfMr7Cr3eYXPI8w+A6GGZMkGZWRAs1GxN7Lnss37wHPv4LLr7NYX15iY2WZRC5iy7Uak7O7CKU7uut52rC1Wh+j225z7qWXYDsu5ZEa1Xqd+tQO0lTw85TaUm18QjuXAHqhPLv3QiZndwmebqctOIBpoilNcRTi+SU2pa7nsx1nUmnl+wGt/LjFWZ/w1Iqs02oShyFeqUQg1RhUC1MpqAAD7gXqt+24fd1L2aqEQQ+7NEmk0LNo8dmOQ6e5SS93oY16AYmEb2eZQbsZ0W5GOI5JmmRARnnEx6841MaLjM2UeO6LZrin1eKBTodjYairui2JbjuSNmBUD2EbLve0WtreB/poTl1d5ed6T1PdAfzH2VmO3X2C1/7L/TStjL987wME7ZiN1YS1xQ53NZt8dn2dhSjCNgx2VNZZKd5BtPwC7ths9d2xlZbiEK/vu4as8rJCj7jgYYah1rUc2EwmLSPN2fsoB22Z9GLPE5XXNmjNfFgSbOQmCUGtRnOnaKUZSUI1ijCH0Hj5uVqauy+fVPN0B9V+DKtVIdzszolzsnkpx0b/Ac8wsLqiGkujqN8CtFv04jdSXHPIa3qoCs8Kw7649PACInV1RWxvesTmpf2k19mtKR95h3c7CEjWLyAr1fsVnaKuSPkxp93QSNTUdWlfMM+uSz5GI0m4wvf5D0+M8oGP3EUYJFi2jV+pUp+cEaooUmvW831sx2Fydjeu59FpbtJpNimP1Jje41CSaEq1+BydmCTqBSzNHdcmsWmSUJuYwK9UWJo7wfHHD+kFcKlS5eIrr9ZOKLbjYljiM+T5JYmw9kULsyeUW/rzfkFqT9OEkuT0NRsNKjVBjBciFmJbZRD94xQ/Aa38GEfYCwhb/RJdzdKq9THSNKXT3JQcPZHIxI9DpyW+XOoLosAqwzw8ZQkEEIU9KqN1rdHXCwJtApumCRgKMCNNVyNx21H0A88SPwXhiHD+/jrftkKOdXs80G5r6a6BFuZ2iU7d7y1wle9jGwYPdjq0ci3NgW1VnA68MhRve+opDr1lP/NxTM2weMv7n09jpcuhA8vYjsnfdjoc7Ha1W8O4bTNiWRyqPSjmMp3d4sI6LCj8dMc2HLK6iIujOJ12ny8HTwssgX4CNKFPQGd7xwVFJVDbpwjOXK9SERULNr1KZYDorkJd9JWNkJmkAxUfbPXYS01TtPvKh8E/jlM5yk6nwmoci0Qon5+V68SiwW5hbUzhtB/X+8u3Md1mU1d+rcJ4v3UthQSS0ZxWZqNK0n4+WaEnj0aiWPOGtrJaTtNRUnNMH7vw/OtipilxQTy3fq32E/zJ7t1s/NkRwt4GD3Zi3IJF1Msoj9SkZq2LX6lSlE7XfqXK4onjugvjV6q0Gg1pATQmPSPbBJ2O8MQreEzO7ibodFg5dZKlueOUazXGZnZSn9qB55doN5sszx0XiSxJWTl1kj2X7MMtFIkjoZpk5fz1ekGAmSoPvTHNrTMti7VFIZcV9UTnqChdHFSFZyM+u7bzw+Hh/Z8inv+4xVmf8AzTpOCXtHN4p7lJmgq5r1ajoSkIClyiuHIwSCxX4BXlRg7iCxH1Au2ZVyj6uAVPz/kUuT3LZIWRGBiGie0ILpBlGjiO4viZOJ6N7ZjUJopcdu0OvlNMONTt8un1deaiaOu87nQADzkbq3ibLESWrgpVaPpCfvv8309TMYJoSV7/2GO8eXyc8+9ssP+aab5dy7h9v8mjQUDS6mtvtpKEY4raEc7KAyj3fdlyx7vleE43z8tVpUmxTOx5mFLhZIsm5jbV3Xbx3cAr+XmgFUUUmk19UYc+/H+YGpGPsORjB/39K3rCluOWDgTPGW1ybXmM/93Y4ES7BDNfoLf4EkrLy1SfsNgM3wKpTWnhhH6OxHHoVauElSq9WpGgVqN64gROu01p0RKamW5ZgJfG7xG/5fsdL92AsXEOzkY2oB+qIvJLAnEpk5wdBGJBIM9Z6rgEJZ/snM8zMftVMWvujXBuuUP9ngpt1+Slb7yQg/cv0GlGHLx/QVZjQt2oPFJjdGqaXqfNyqmTBO2W1rp0XJfRqWnmjx7Bdhyq9TEANtdW8fwSnl+iWq9z3j6hsr9y6iStRoNEzuhFwnJ18jx19AidVlPP6bV9l2lJAJtwRknojyeCTpuyTGhK0swwLZyCpRe5YkTi6Ln9D0tL80zO8M7mOOsTXqFQwDIMol4wQPpWUkNaGUW2MAFdtbkFYeczCDgRNIQoDLU6iiBemtTGJ7RUmTKZzIdhSjueSKip+BVHksxNCiWHkdECo9M+O8+t8p1iwn3tNnc1mxwOAppJMigCvV1SyicE/zg1yyLIeeFtIaXnH5Mnlz9NssNd4+6LLuJYr8fnGw3GXzKOj8O0LeDpi1FEN8t0NRr1Rvr8LCVMfbqZXT7y/98Olq7CbhGVRnUVo/UtTwM8UajB7WZu21EU9MVc8udMyyJ23b6odFeARRLXJUv6zu4aPCLdwhX/rS9CnUKSYoURSRQRlUoiKRd6GvbvGS7tJBWw+7nXg3+c7jkb+GsWhc1Nak8mWuJMyaalpilMXItS3Nk/TjN5Pv7aGmYY4rTbxJNCx9KoPcS4bWs7p2UzJItfT8yYPn95wrpaPFhhRFhywHWJlEGsu6H1M2/a+ySv+huT6155HvfcdozWRo8TXswv/NblnExjLnn1OYzbNhtrAccPtaiNT4iPlueRRKGu+LxSOSfNZzI6IZwHTh55AoDaxASmZXH8sUcxTKFvW/BLTM7uYnNtlc21VRrLS6JNKtWOSpUqlmXJhW+qK0jbcdhcXyVNEyzHIe5EJEl/Zp8mCX65opNffWp6gFSurIbU/0HwbB33x6+leTbHWZ/wNlZXsci0morQ0ysNJDroK6MAukUJaI870zI1QEU5HoiqziBNMiy7pFd1QbtNFPY0X8cwIUtFGzPLUgzDxLQQMmKpUFUp+jaj0z4jox618SKPRhEHOh0eCwIaiUT1fS/JDsAMmXDRLUVgkJQ+vL0CHLhrhFePc85jDzPfLoEZ8rs7K3yn2+XGkRFuWVzkaMvnNUfa7Pc8arbNFzc2CKoZ11glkVyzjHaS9JOdSqR5Tzt5jFu0E/MxLDy93d+520Z6+oG9np2lg2CWzJRqJKd9pHyKXNIDBsjldi+g0GxqXc48HzCv0KIMXM00FY4FYTQAiNHH1SuQpS6OlRBkGctxzLht84QkgmOGhH4bTyavfEJSz6WTuZyxZSNPkTTr/UQvE+G4bTPtOOwtFIizjLvSgzQXXo6ZjupzZSQJuK5oFcv2byId3ZOJR2HmC4xW5hm3bc4vFPhwo8oDn1nj+Hyb/+/fLZPEBpadMTlbxrAM4kS4axzu9XjDv76MT33gm3SaTWoTE9JxRBDy/UqFoN1iZf4ks3svJI4iWhsNPSJYW1ygNjFBdbROuTbK/NEjOK4AoHTbwg29tdHg4P1fZ/eFlzA+M5ObvYvZukqgoL7/KamZaHGKYkm0PntBgIlIyK7nkUgqUy8IaK6tipaq52ltVNfz+lzbZCt95tmIM6m0cjajNL9vzOzXvvY1XvnKVzIzM4NhGNq0T0WWZbz3ve9lZmaGYrHI9ddfz8MPPzywTa/X4+1vfzvj4+OUSiV+/ud/nrm5uYFt1tfXuemmm7RFxU033URDthG+n9DVlkRXKXsRZdwISGK3sObZkNSFYqkkVVIsneyGwymoVkcsLUfabK6tEoU9LMfEtEVVZzumdlgwDJMsS3ELykndxHJNCr5N0beZ3TtCtrfE4SDgsDR0DbKs71Rwup9cGP4cnmEQyFbmACl9u/YngN1itDLPf3jzV/lPdxs8GBd5MBzh3P98gmtvPs7mu77DzX+X8u/3+Mw6DgeDgNsaDYI05faNDf5wfp6VOMYxDBpJIvzt8rJk2wlBb0dJ2A65ebqfuIy96VFcXcXKqaZov7b8OcmBSNRPPgHqQ5KKKEZ6+vZOWK0S1GpkTqYTjRJwtqIIt93B7kreZW7+FXseq88ZYeGqC1l47hWsXHwx6+efT+r2xZUF163f3t3luozbtqj4VkKqR5raay/vepDn2yWOI/iIOTCJErXOTEtU3J3dLIfQiGMOdrvcthrRPPxr2CszeI2GoDmkqVBykXSP9sQEwXmHic/7Ctk5n4fdt/KamRafPe88Hrt0H2+7M+Suv3qSpbkWzfWIYmmU2vgkldoUc4c3uPVD36I43yN5tMm043DSTHjR713Gjb88Tbd1lG/+/R08dO/dHHv0YdYWFzAME8cVdl0gACC1iQntmqC0a8d3zORAZ6Lz0m23qU9NkyYpS3PHaTUa9IKAlVMnOXX0SQAJRInoye5PkiTagkhVi7bjYMnPUsEvYZgWiURgjtTHaG00pIh8mhOr7miXlB9W9HnFz+wHzpw90I9ifN8VXrvd5vLLL+dNb3oTr3vd67b8/wMf+AAf/vCH+cQnPsGFF17IH/7hH/KSl7yExx57jIp0H37HO97Bbbfdxqc//WnGxsb47d/+bV7xildw4MABrVTyxje+kbm5OW6//XYA3vKWt3DTTTdx2223/UAvVPHtFPcuDAIMya3TvDvZovBKJf0Yv1KU8mKR7PGbOa6e9K6zbZ00syzRzuTKwy7siSqxF3ewHBPHsaWiSoppGRQKFkXf4bx9Y6yf63H/xgZ3tVrMSQqCdj04XXWXR1i6a0w7jiajJ0hbn6ejHEgQw4dmZ2lPtXny4VWOPtIFwDBCsjRj5twqfsXhX09OUrMsPtdocMdGl680m+wtFERyldVd/6SXB5Oeei4Vw4CZ4dtq2+1ee+xT2GzidBoDAtKwFbCSb1UqxGE6BMQYfpyqACEnSyZVV4wkkYCVPjBF7Zscty+vVWmpdmI9hNqDJPWQxFsge/zVmstnRZEWcY6zDBt0y5HJr8LxN+IEgQCNyOcRp8LXYtDqd1KMILYFChaICx5GKmaUxsY5ZOYNwjsvdSGYprBi4TY3saKFPmFf8shS16VXqcD0l2HmCximqDqvKBb5F/UJdjzW5RO3P8bKfJskdnC9MtW6SbU+prmo7WaZ+aObfOoD3wSgNl7k1993NYeCAC4oce27L8M2DHbFFq2NHtW6R9CeIak5/M0fP8TSXJvdF16CJ1uWc4ef4MmHv6NBL27Bwy0I6oHwyVuisSL4eROzu/BKIkFlaUJjZZmC5+kFq2VaREDB84TLievQbXdIk5RipSKR1sI8NpE2YqxAwaUAACAASURBVOo6cLoZnb7exFsXyj/q8ROUZi5uvPFGbrzxxm3/l2UZt9xyC+95z3t47WtfC8Bf/MVfMDU1xa233spb3/pWNjY2+C//5b/wyU9+khe/+MUAfOpTn2LXrl185Stf4WUvexmPPvoot99+O/fffz/Pf/7zAfjYxz7GC17wAh577DEuuuii7/uFqtVLR/JiTMskiWOCdgvTEm1JwzAp+L7+MAPaC284wiDAtA3SGFxfeOZlWYIh7XxMy6BQcui1I6JehmFmOE4/EaZphl928Uo21brH7N4RlvYU+Pz6upjb9Xo0kmT7Nib0gR7uGobbIAtrkLqMFpuAqXl6muCtfrZRrXjbTpu/20x4yZrN7bLKfOjr8xSKPpad6Wr0p191Lnc1mzTTlJptc7FvczIMORQEfZoDEGTZ9nY/p4thBY2BN05ckK1elts8xO0sb7EGyjuQ52d4W+ZyOSK6aVp9FKbSu6Q/uxqeBark6TR7uJ0O7ubmgFBzvsoEmRDlMSauS9eMNArTcBskR9/Qdy1QrcjWXjJ3ja53ioUoomZZUD7c57UNJe3MskTFqR5vxoNC0HaLxB3HkqfWiiLi1l7sTozTbmOmERCRui6dyUl5fjv6XKnKETPEsRL2e0XGbZvrKxWeeyrji585THM9oVyra8I1IFuT4sJZqQnLHs8v4Xoe3Tb81/f/I7/6nqv43EcfplovMD5TonNhjWrdY9VKCSomcRzzyjddwl/c/IRuKU6fs4fySI1TR5+kWq+zubbG6sI8hx/6ltymKIEn4vu+sbLM1K7dhL1uv5pJU5HAgE5rk+roWJ80LiuzNElpyo5PGAR9S7CkbyZdHqkRdNqMjIv2aCZNnT3fJ8yhtJ/t+Im02PcWZ3SGd/ToURYWFnjpS1+q7ysUCvzMz/wM9957L29961s5cOAAURQNbDMzM8P+/fu59957ednLXsZ9993HyMiITnYA11xzDSMjI9x7773bJrxer0ev19O3VR86DAKKhYL+oBZ8nyjskKUJhaKvV2hqblfQZq1qtifVIixLg1myNMW0Ba3Asm2SKCLNIp0YUmnaapkGaZphWuZA4jAtA9ezSZMMz7fZd80Ua/tK3N5o8JXNTY6FoWgLbtfGBD1vw12j4gZEmUFgt3CsBNuwBlqZAIbdEZUDkAWTA0nv/sumeez/bbLnqVP8VfEgtQmP6165hzhK2VwLaCyLGcTKqTaNlQB7h8ke12XUEsLBE7atHdcbSdL3tssL/ubj6eZxw9ulrlDrb3QHVDuUYLQlW23DFVpmWZBs37IcDiM9/QzPSJMBZKdqk7qdTh98klNdITe3M5JES5Cp+9x2m+qjJTZbb4ZL/5AsdSlJMAlA6jj6NQMc8r7AqBWwv1jccq7yyc6UqNFepULmZIOqJ3LhkTiOqIQBI4qwA9GGjT2P9s5EJGHJjUxae4nXL9DketFmjSEui8rTMJh1XV4xMsJdH3+YjdWQ8R078StVTcRWSEflGBIGgfShc/V3rtuy+G83HyCOUuaPmRx9JODL/+Mh0qTL9a89n2tetpujUchTfsrUroxOc1OMBUyLcq2mZcOCToex6R3Uxic04vrYow8zfc65BJ02a4sLPHnwISZnd1ObmNC8vs21NTzfZ3TiXK2mhOwCVUcFbWl9eYluqzkgPKG0NQt+iZ5EdCfa+DkS88dOh7AXUBoZedrP35mKLEk1ovyZ7ONsjzOa8JSV+7B9+9TUFE899ZTexnVdRkdHt2yjHr+wsMDk5CTDMTk5ucUuXsXNN9/M+973vi33u54HWaYhw47rYkmVFIGssgaUVNTq1HZc3dd3pNJEkiREPeFKXvRtwl5C1EvBSCl4fePWNFVoTCEZhiH098JegufbmKaJYRnU6gWed/1O1vaV+EqzyV3NJnNRRFMlu9O1Md01zq0tMW7bzEUW63HMqJPpZJd3PQeoWRZ7XJdGknCMJVENmiEXl1P+7rcOMHPe+ew873zCIODEE0e457ZjXPJTk8wf3cSvOLQaIa2NnqhODYOTklB+VanEstT0LJsm65HRR2QOUya+W5U3vH1chrCG12gM2Piov4clxPI2QadTPdkuvpeEmE96SuRZV2U5WsFwaB1PpTRSKuG025QXFmjVXw52S1epmWUR+aW+CkrjCgjr3Dd9O/e5a/D4OzHDULRJcwAZJSBtBwGZaREXPRLH13M6uxPL41YmsYE+j1GpRDC7BrtvFckudcXcDyE7FhXrYLYHKu8smCQuNtnjupSOdFmZF7Myr1SSycjE80sYpqm/N2oEUK6Nalk/v1IVfnMnN7n+NTu549NH2HPJPjy/xKmjR/iHL61x52ef4l/efBVx1eTVb93Hn/zu15nafQn1qel+cm23pZVXl7XFBfxKhdr4JH6lSpokXHDFlRx9+CFBc+i0WZo7DpBbAIvjdgoeWZpgmJbUyxWjDsd1iByHidldRJJbq7aLo4igI0QsOmZTIrpTfa2xHZfoGQJJvtc4kxXe2RzPCkrTyKmWg2h1Dt83HMPbbLf90+3n3e9+tzYfBFHh7dq1i+b6Gp7r9uXAclSDPKw4z7MTAJdQg12iXoBpWkRhTxiwFkWyi6OULMtwHCEDZlgGURATRyk4SPUUKHiWnucpPz3LNLjs2h3M7xeVnVJSWY9jesNtyHw70l1jorzGK0ZGsQ2De1pifhfL9mU+2VnA+Z7Hc4pFGnHMQhxTNk32jPSwgffO7ORRZ1NTKOIowil4LM21uPjKCZ7/C+cTLQV88b8+it2xqNYLxFmo22yNJKEoX08jSSAc32rn8l04ffr+3PZGr4AdBLptqSxwhtuGeUSkKf3uABgmj+fltba5nVdAge1lwvKIyoHflhCGTk2zX3U5DmGpRKrAJAWPsOSL90RKgFmLl5MUI6xoSe/P6bTpmaZoRSq3gKUbYO0qSsvLui2ayZZmfhGgaANmGAqqRDo4j8xXxiCMcNs7HYyLP8B15TLgMReGHLMfQjePU7c/HwbdVbANl5pt021HdJoRY9Ml8b1JEkgErN+y+s4iSZLoFqOy20qTRINPHv/WMr/0zsv46z87QrU+hiHFmcdndvLpP/42r33/VTyVxLz5vVfzwFfneOjrh3DcMWb3XkC1Pka5VtNk9FajwbFHHxacOamCUq2PYZoW4zM7WTl1klDqegadNqVKVSe7dAixq7o85ZEalZEasd+f/4e9rqzmqqRJqqtW1Q41TEuoxWRPf937UYyzGaV5RhPe9LQYkC8sLLBjxw59/9LSkq76pqenCcOQ9fX1gSpvaWmJF77whXqbxcXFLftfXl7eUj2qeLo3JQwCraAgFBr6EkH5obMCtaj/Af8/e28eJddd3nl/7lq3bq1dvVW3Wq2W1FotCzlesIMhNsugNyFACHHO8DLDZJuEhDDJIW8mOQnvQGZCAmReJizzQla/B0gy7HsMDmCDAa8gW7IkWy2r1d1S79XVtd666/vH795bt0ot2QzEOSj+ndOnu6u6qmu5db+/53m+C54rIns8T1Rnvi80dJ4nWpSRawpA4AVohhqK2D1cR+yuIzBMpZRwdqdx6JYy9g1F7qpUONZus2Db3Zgf17y0ugvbVDlzjV8bHuVoPs9Mp8OJdpvZ8LZJsMvKMjeYJruNFMuOADtDkshqGvsNAxW4NZvlyT5NktOxsJoaS+frbBzIUDU9XvSqXeiGwnkzYKnlsOQ4HG+3afo+VU8kNtRdWRAkklZh/e3Ly7UzQ5BUOiJZW7VEVdefc5c8yUcrCYCRfCA62V/CwPS3BkKgJ+X8SsAXv9cJyUFU5UW/O4aBZxgCjCwLvVYju+zH4CSHdl92JiMq2FCioFoWyGrX27QxTWpNIXfxtLAUk2U6+XwMznHOna7H7EwQVWn099FzdFMGnXxOsElth86Qh3T493h5Ps+NmQxH83nuXF/n/maT4+5M70xVFXZwktoiK4v5sCFJLJ6rkckXYneRCOii8YCq6dgdK86hjFqbID5fkiyjpwyW5upo+3IMliU8T2F0+yRWs8nG6gqO3eIvfuVe9l8/wit/+SA7XzXJzldNMv+lBR771kNsrAjbr6kD1zAxvYfSaLk7XysWaYaM7JGJScZ37qY0WubiubO0m00MM4OZy6EoMm54zCTJa3ZoKlEcGkEJJQ2RBKFRFeLzyIJM1fUYOF3HgVAC5dvP0gzvh+i08pyX5jNcO3fupFwuc/fdd3PdddcBYNs29957L+985zsBuP7669E0jbvvvps77rgDgMXFRU6cOMG73vUuAG655RY2Nzd58MEHuemmmwB44IEH2NzcjEHxmS5ZUZAlCS+UJEDovmIYPeQUANvzYjswQTWOfDKDGNjMrI7VclAUKZQbSHHrUjeUMNrHx3V8VE0YQYOo6FRNJltM8eM/uYPzowr/tLnJKctiMWRjNny/O7eDLkioDYzMBf77xATTxm52PmUzXc7EDibJyk4BcorCfsPABR5ptlhzXVRJYp9h0AkC6p6HJkl8pFKhWdvEyGQhsJAVCU0XJ6Oh8QzHbZs112VhRMIKXI6tbDCl68zaospbchwBdL4OrZ1dsEtKEK7U2gyrOqUToLbbqB3rkoouyYIELgG//ny4/r+DXmlAfFwkwe4yjvZXao8mr0s+Bl+WcUyT9uCgiOJxB8E148ous7qK5nmkanVStXrcMnUyGaxiEWUzg1QZQms20Vr1mJUJwqJMsyz8UIIRvQZ2Pk97cFBIImq1rh4wFMh3cjmcfV8mN/5P1K08bk14Zr66WOS1AwNoH13g0YvnedNbn8eS43Baq+FErdXQJFpSW6iShBWmdCw4DgdMrcdIPYrNCXwfWddjr8toQ2V3LApDw9Q3KtQq67G3bSpdYixQOHjTKA98pSpmbUPDjGyfZOn8ObKFAXzf5NMfbHDx3Fkc22ZgeIRUuszQuE1leYmTD96P6ziUd0xRHB6murZCo1ql3WzieyKjTgofz8T0HipLS6TDtqjXBxYRYEZWYbIipAjRZljVNKRQqmTmchhmBlUTAdL1ahUtlZj7PktzsR+mefRzLM3EajQazMzMxL+fO3eOY8eOUSqVmJyc5Ld+67d4xzvewZ49e9izZw/veMc7ME2T173udQAUCgV+6Zd+ibe85S0MDg5SKpX4nd/5Ha699tqYtXngwAGOHj3Kr/zKr/ChD30IELKEV7ziFd83Q9P3PGRJ6jGEhi5tOCKjOLYtWlNha08OLcEUVQ0P2iAkoHSBLvbXlCUUXVxm17tCU90QL69hqpRGTUZ35Nh33RBnCnB/s8lMp0PT92mGVdIljMoQ7AZyi8wcOsxHf+8BmtMF1BeOs+F3XT0i2zBDkhhSVW4IZRVLjhOTDIqKwoCi8IdjY+z0VP7hPceQlSqpHTlWFhoYpsrYzjyO5YV5YBrzts0F2+aGTIbTLQGcC7bNiXZbzOus8UudU7Yi2fQTbnwdfDV0KukC3VbzueSKfu/3rHymM7vLhcP2yxS2/JvEictXBHMxSiSwQ1lAdP9OJgPmgmhNmnOgV/D0Cl5rEvf0HRTm5wEhPgfwwnDU9Po6mdXVuDKL9G+RqB2IHWWipXgeeq1GJ5dDsfsYqwg7MGfP17ll97d4nlnihdkcM9Y5qh68ND/EzictPvPYGrIsMfex89z88iL3NRps6BUGBs4wpKrhxqrbyXCDAMv3mTowwANfWY2dSnzPEy4mrVboQ+t3pUC2jZnNEfg+VrOJYZpU11bxl7sz+fvvmkOS86iaRnF4BC1lYJgmS+dn8RuiLVqenKI0KjpJUVpJrbLOwsyTzDz2Pc4/cYrh8W0YZoa1xQvoKQMjk0HRdFKhDCH6bmbzSLJCJ5zDReeIyEQ6ncvhhOzMqBOk6rpwWrIsMoUi6UwGM5uLZUlAqN0LN0PNbtLCj8p6jqWZWA8//DC33357/Hs0N3vDG97AnXfeye/+7u/Sbrf59V//dTY2Nnj+85/PV77ylViDB/Ce97wHVVW54447aLfbvOQlL+HOO++MDxKAj370o7z5zW+O2ZyvfOUref/73/99P0HXcWJdnRzuQuNEBL+bPB7FigChXZiHougYmUzCXzNAUiRUTbQyJUVCQcazfZRQjpDKaLTrNrqhkC3ouI5PcTjNDS+ZwNtp8pBlsdZxY0F5FOBq9TuhgCCWlNb4d6VR0pYQsD91Yp25J6r89J/eKFqZQRAnPU+nUry6WKTqeRiyzM2ZDAu2zT31OoOqyp/YA3z13at8rV5nfamKkcliW02GxkQYZnE4jWf72B2PbYdLNEOCUCoUky85DguOI+Z11kQX7KK5XX9q+Zbgp4ZtvWYs1o6y3PoTu4Et25dxlef1JhHInh+zOZO3eSbrcqDXA6yyELT7ui5ALVxRknhEaBHVVQWKxzAGjrPHMJhOpah6x/m6Vcaqi+5HoFgxQ1Nvtbozxss8pqRlWtL9RfZ9UvV6/NpEYbIgWpmU7+IVhRF+lTxfufNJXnXjKK4j8di3nuSphsPUgQGspsu2nXm+Hfmu6hUhh0B0DTRJwpDl+Hg9bVmsTpRoN2txJRSRNpJjAtdx0FNGbPWVLRZpbFZjiYFj21jNRtj90GnWBDnMtW3ypRKKIsDN9/zYo3Zt8QJaykDTdRzbJp3JMH34OmqVddYWL8TGzlGr1fe8WF7gdCy0lEEq/P8gukC50iBp08RxHNqNetca0DDwfA+v45EOW7IRsKXCdAc/3ijbsUg9autqxrNTHUVeoD/ofVzt6/sGvNtuuy30jtx6SZLE2972tiv2fA3D4H3vex/ve9/7Lvs3pVKJj3zkI9/vw9tydXdeOoZpxgejbVmxMNbzxC42CASj0nN8MvlMfHtFFbq5VErBDXV2VlPM92RFwvMDdEXCs8Nqy9RQNZnSqMnNRydZH1Z5uNFg0XFYDyulKC/O3er1DAkqy47DJzY2eLjVYuKN2/iDsTGe/NIClu/z2WqVWdsmqyhkZZlfHhqiqKo83GzyunmFJx5Z4fZDJd5YGOHvizZzD1VxHR8zl8PulKhvVJAkuRtHNGqSG0ixsdymGs78HETmXlaWmQ0fc2CNXCo92MojMwY+tetyYjd7tHNy4mfYmjUZgVacZt7XJkqyN7+f1d+y7AfHflJLBHa2acZVlx+6lyS1a4rj4ITSkRdms7wkn2fW7jCl69y3/dN0Zl+EEoK8bZo9Ojw/CpQN27rRpmArJmhUGQIY1WoPOEaVYaekcEsuxctPeXzgzvuRVVi72CJb0MmXDA7eNIqZ03j3mMV72pscn0tB43pQG5xjhrGUxJimMaSqFBWFmU4nrvCWHIfiULrHKDnqmtgdK67udMOgODTC6oUnhOg77SHLbSQ5z9CYiFn6szfdy7//8xdwzwdOsrm2ihKCUGQs3arXkRWFYqFILjSODnyPtYsXmD31OENj29gRzvFOP/IQABPTe0QmXWUduyNswIrDw5RGBb8gclJJVmQR2SYad0TVoOs4tFvNmLofVYOdVhNPc0KmqBU/rkh+oejPEuB5z5lHP5N11Xtp6mHemdVs4LmuaLtoWszAbNY20Q0FPOFzqWgyiiJBoNKsbQhj57SMYYqTuKxI4CCyvHQ5kWUH7ZaL3XG7Aa4ZjYM3jbI8pHCs1eK0ZbEUVkhVz6Pqut1WJnSBIiIKuFnafpuZTocFxyEry9zXaDB0QOWGSoXbcjnuD2ODsrIcA9+bRkb4+B9/l4HhETbXPWSlwy/8XAYOmDz01bOY2RyObZMt6KQymnjOuswNL57Aajk88rUFGpsdDr2yzP3NJp9xqqhhlRdYI4LyngS7fuuwSEjuZkUYqO/ELMqIUJHU0iWlBUAP2SIJhJfk28ldcXfy9s9kPRNw7BF3y0oMdpGbie/7eIaBmzZiE2kAzzRBttlZXOE/fG6c4vAwmRPHqVXW+fMRjZf8l79k3907yTz6/NhOLCKgOJmMADHZBV9FazZJVyqkajUkRUEKKzcZetiogaLEuj8Q3prN4WFyP/Y7fLG0j79+3wlGJrazPH8eSZGYOjDArkOD6IbC8RJ8+JG8kCREGs3qEVh5MYvZGTCWWCudYL9hMGvbBHYRK2hQ9TzMnJjRZYvFOPvN97xYpB3JE3zfQ5Kz7LxmD0888hCSHDA8PkJptCw8aU2Tj//hQ/zqHz2fT3zgMWZPiYpsZGJ7XD1BN99SUWSskG2pahp2RySXFIeGGd+5m8ZmFTOXpzg0HP6PUAuZMsiE7FAQ4ATEpBWr1cK1hYG1GQnQo+PKAQ8u0W1GoxLDzGC1mj2Voyxdvjh4bj3766oHPNuyUMPxQyptIsmycKe3O+iGQiqt4To+kixhpIR8wHV8HM9HS8k9FmHRdaomY7UcTEOc4LMFXfhpAqBTGEhh5nQm9xWZPjzIX66vMWvbzHY6MTmlGlZ3VrK62yKgsxOSUSzPo+55rLkus7bNCctiSFXZpmmoEEsUsrLMdCoFgRU/fzOX55P/8xw7D+qkMzYrC/OomkZ5MoOiyWRyOoOjJhXZ53HFZnJvkbXFFoNhC2um02HRcbrawCi4NdnCTIrMI9EzvZKBCOwiYkpSOJ4kpyh9lVcMev6l7cXo+h822CWXr+l4uiYqO13vApSiiMtSEmq7y9h0hjdg11/wi+9ZYeKVPxHqO2XMXA4tNcD3PmQz+/KTTFWPkDmfikHP08KKTa/GGx6HInqrRdBsEvi+MLxOeH1G7imtfJ7ajjHUlotRrdIeHMS79j381eQkH/3Tc2QLRaprqxSH0tzy8kneOFZnSt/gFbkCqiuBW+jNKYze3/C9rZtzuKmO2PBYZVblGeZtm10lgzPHlsiXBsOcudDRqFGPW5tNzxMAlM2h6Tql0TKKWot1bGZOXI5fYO7JKj922zZa9VlWFubiDkyrLqJ8VubnKA6P4HserUY9dDURY4eLT51leX4udjdpVKuxLCFbKMba20hDF/gebiRHiBxUIrDL5cLgZ7sn8VzT9NBg2kGWuwb0rmPj2E5Mcokus90fPdLK1byuesBzbAtJUVFUFdexUTUdz7Mxcxp6Su0yKlWDIAAtlSOTN2LGldOx0A0Bdrqh4HtBCHoJJlYoNI/mENlCimxB5+CNo3yz2YjJHkmwa4SzkIhhCSDJLkHkjhGebALXxA0Zch7gBQFKGPnT8DxmOx3UkKyiShKvLha58Jl5yjtynD89G7eY8qVBHr3vDKOTGXbsL7B2sYluKIxMZBnfmaexaVM5VmHi2gIzLxvmeLPJ/UtLcRvT6hR6ge1yonhfF49ftsFX4xZmt6V5KdglwSrZZuyXIEQrOuknZ11PJyW4nDC8/7rLafBiRqYs42kafkhT93VBwIkSBDrFNJTuZXtaJNkLzZYVJgKMUJ6cwu5Y3POpE/CCv8Ne/Q0M20a2bVIh8AuJQTTz7ubteZqGL8vozVYMeJ6u0SiXaeytwtQf4tYO0lh4LeQf5brhRS783hL7fuzHqa6u4Hse5R0F3j5pcbpuxZ6oDc8De0/su9kzg63tF5eV72K/keNEehWnMQ2+zqOtFrftLTLz2BrVtRWMTAYnFJbnBkpsrq0K8sjFC3ieF+vixnft5uLsdykODwuACF1ZrFaTVjj/NnMaCzML+J5PeccUE9N7AFi9eIHmZhVVE8AZRfJYrRZ2yBBVNI1UWGU1qlW00GczaeYcxAzsroOKounoEGoHfSCsKhOtYt/z8HxBbFFkBVUzaWwKU/t0Yq4bsbztTnvL4/GHvZ5raT6zddUDXiZfxAiH207HotNuxd6ZdsfFarkMlgWrKxo+g5jbeY6Door4Ht0QJ7xOx0PTZHRFwbY88qUUsixhmOKlzJUMBkdNZFkSH9pqI25ZOuHsox1SuyOxeLRUScKVXYJLMul6mV7RYekFAQpgyHKsj9Lec5az0iCuZ1MaS9Ou22ysrpDJ5TFzOVYWakzuLbLr0GAsp8iXDAxT4wt/ewrzSxpHX7+POyWL2RCkncgbM2kGvZUoPn68CLlBOJ+7nFNKP6D1/6wkNExb5dhdKdEguS5X0T1dpeemjHhOZhWLRHlzUcUH4KUkkFtiDyB7oAvReEZR+A9/cAN3/8MsZi4fhpSa4Um9zt7rhsEuxdViFGAbvT6KptPJ53ravVGSeSqU1wSyCHRtTOQh/2325NqQe4QzAKUH+cL0AT4zKNjEmUKR0miZM49eYO1oirqV54TSZErXebjV6n1fowrdzaI4Gl5jGqwy9zdXcJrb4kpww7PYfvsE5QeXuXDuYlzdpLM50pkMnuNQXVsR9n5ZkWJuZnPYHYvqahtZEvq4KLXg4E0389m//Co//Yv7GN+Z59zjdUqjZfKlQVJmJiaauI6D1RSVoaLpBKGnZXSdJCukDAPXsWnV62IuFzEwE44qiiKjRgnl4SwvMpf3QsYpCBG5rCi06sJiTJEVvHBmGYFlZEXme17s3ATPnizhh7meE57/CC9Z6u7OgsAL0wqEhKDTDnrADqL2hBN/ZfIqkiJhW14MegB6SsFxfKyWix62Qs2cTnEozdBYBt1QWFtssruYYs11MSLWXBDQ2QLsoutis2jo2jmFVV5yxVUdMJVKoYZMzc11n6FxnZWn2gyMiB2tF7aOACRZwmq55EswMV0QYvpQQ9iq20iKuJ4McYhr/DiTyQf9bcz+5auo7XrPvE7uI5f0A18yc06xnR7/TLhUL7cVszMpyI7/hmfWxuy3C/N0MVPr5HJYxSJSSCKJlqdpYCz2ml+rDWGyLEmceWwdK3zbyjum8DxPuI4oMnuPDMFTc93/LcsC9DwPN5cXzizGCoE1EhtGe5qG7jhxheumDRrlstDKqQ3mbRurPQzGEj83mOPxT85SGh0TQJPLo+k6ruPwt60St2eWWGxrHDJknPpOaEwjORIBWfEcsjNQuQnZtvFlg0C2OdcwYemo0OUZK0CeE5ZFtpjilqOTHPvGORQ1LxIMZNEWbGxWcR2HbCErZZvMbQAAIABJREFUWJohMJVGxlm9sMD4zt1xF8L3fCb3HuCuj5zittfsJpUOuHhOuK/kSzKuY6OlDIbGtmG1mnQsi0JpMPys2rEWLjKoBpF8HukBI3AEYh1u5LAExNaCuqIkAEu8Z5HgPGJvKrJCqyE2HvnSIJlCUcibOhZeMj1dubLc5Ye1fpjWYlez8PzZeTf+BZcf+HF1F/gSnuPj+wGpdImJ6b0YZqbrruJ58YEjK4owvVAkgpCU4nsBiiyRKehohkImK06qWig4b7ccVhcaVJZbWC0HWZY45GocMgzK4Qk4ArqtrMDEP9nCfitsbQa+KqQL4YoCPFddIXNwgwBFFYyxfKlEZbmFLEtIskuztik+rK54Ho1qh7knquRLBtmiTnlHjoM3jZLJakxMF1BBVHftYYLWxKW5dsmvZMBr+HgFyNlbgt1W/pfRjE/2wst8D1/TY3Zijz7vGZhCP5OVFIxfAnZhCzGqqsTT0uMg2UBRCNL1GGxisAu1d04QULm1SGGwxvLcqdiTdXNtlUa1ym9bK7B2a8//Fs/Nj++f4jHIn45F6a2REVqlEm7aiAk7TkGC0oNQPCbaznaJPYMXeNPwMA/cPR8CgYYRpYD4Ht/4zDleXypBa5IlN9SNWuXuHDVhJyZ7vgD5xrR4vLHXphrbyqmazMR0gTve/DzUVBvPE4kDZi5PeccUuQGNzXWJ8o6pROLBTjEiCGUMfrgRGBofZ/uew3zri6vIisSO/QaPP/gdKstLcQJ5ZOmVCiu6aLmOHUd4gWhFlkbLpMIZn+fY8X1EGtrk6s+F8z0PJ7H5jS7z/O4Mz8zmxAwybKMapkk6FKI/myvwgtBt5X//KzrPzc/Ps7m5GX/9/u///rP6XP4511Vf4QEEvh9bhMmyTCpdEN57YTXXjQwRv7ebTTqtFpm8imaooiJMxPrUKx2yBR0zp6NqLooioWTES9ms21w8J1oCekrFzOlck0qz4Djc32jQDkTiMxCDneNtMXdKWjslLwMCwJVdZjsdioqCC5RVlXv27uWD+a4Admxql3iOlXUM00LVAoxMkVa9gZnTqCy3qCy3GJnI0JQCBn9+kp80TN65usxMp9MNce3PtbuSe0o4u0vVu6bPcgLktmpn9tiBhbO5pGFzEvSkpxGIRyvpyPJ0ayuw83VdfIVtRjc5/5HDCjK03EKv9D5/N8tsZ5U/vHiRF7yqwHtHr+FPfuUe9l53vTiJ2quctgQxxNMEGUYHFMvCMU2sUhbGPyWqLDeLVdwPsotW76BaVpyfZ5smZGfYvu1b3JDJ8E+1Gg29ym+NbOex/3ackW1TFIdGYlf/jmUxvnM3CzNPcuOnK4z9RIUlJ4DqESRHQrEd3LwlQNvNgjmH3dmDWanA4z8baw2DrM6AFlBUFFTAajlUltsUh9K87Oen+fonliiEWXiyrNDYtBkeL8eVl+956CmDVLrAxafOxsAky8KxZXxXXrihLC+xOPsIpRGZ6uoqcpiSYOtaXI1ElV2kuYt8Mn3PQ0sZYi6X8LeMvnc9Prv5llstTdNicouWMnBtG7flICkymqaHTNQwdT7RHXq213PxQM9sXfUVntVs4Tp2whqseCnYhUBnWxbtZhPbapLJC7DSNBk1/BK312K2JhB/VzUFq+mKCtILqK61mdxXZFHzWQ+tvaywnQnC63JM0yirKobiba1lu1L6N5ANP6Qq8JGdO/ng75+mODQSGmQLhpnve2KALxnohoqmW9gdj8XZDqVRk4M3juI6Pk98/SJuEPAL8+e5q1ZjKfmhTVZwW5JV1MSXuKx/ZhfN8lQrdFWxHWRPCKSjiq2fjRl9fzprsMutp/ub2IMzbBc6mQztwUGaIyO0i0UcwxAAFGbNRSnmnp5gUobtv1z5Gxij94qYHdnGWr+e42f+Dz54ai+DJx9DfedBls6fQ9V1GpsdPnAhi7bn/yXIrMfsTs8whKC9eEzcj14R4DPxKZh+P86OR2PPTCeToTo1hTT9PzlaKHBrNsvNmQwfnJxk7FMr+G6WwtAwZmj4EGWzeZ5HtjjAmWNVzu46wEtzOZGqYIWG06GVGMYSGEsEw9+jVSqRrlTIrK7Gm4OG71NUFKYNg0bVplaxRKBxwtghAhpF0Vm9OCeE47aw6MqXShy6+QXIiszx73yDmceO0WrUexyQsoUi60vC8u6pxx9jbfFCXFkpmoYWeuNKiowXdWVCBmZS/B4BUhDO3ZKau4jdGJ0Lkhvg5O0lWYnboaqmxTPxVAi0TtjObNXrseRJVpRnvdJ7bl15/auo8HzPR5JBNzKxQ3vXHcERGp6o7Rl4cfUW5ddphiK0eXSrtnbLwXE8YSdmebi2j5FRQyGuz65rBnnC6cTuJPfU6zQ8L25lGqF84JeGhvji5iYfXrEunYcliSB9wahDqooRWoaNahqP/9UZsoUR7I4Vt41qlXU6lkXKMBgYHsF1bLbt8llbbLI4K6rAL/tNsobCLdcPc1L2hE+ibYtWlzvQ/f+XS0EIReXRCsJDytd0pFbrEquwnmDWLVqT0Qwupt0n2qCBosTauKRW7+nW5dqfyVaiG4JNUggeV4mh4F3yPdHiNFUBREP3kSudYCqVwpAMrCAgazpY/jqz9iIb6zYsHaW+dit/UPsE9//xXu77zw9z8MZRRl80yl/VTd6w/jlc65fjTYFqWbiVG0TrsHwX5E8ykFknK8vMZ2do1/4bsp8Xj/PA+ziaz/NLQ0PkTza4aVln9tQ8C8ttikO7Y9ag59iCLNOoo6dEpI6W8vnMX5zg3a/axd+3JtFbTeHKEh1nxpIA3tYkga8jz4u4HfQqyDZOp8BUKsX5f7xAp+Px5PfW2HtkGFWTY9JGBDxmLsdg2Y8DYK1WM26z7j1yPWuLY8yfOcbCzBl2HbpWRP+kBJiNTEzSqC6C5McaOd/3hN+trKCn0nTC/L12vR6CrBabPQd+L3BFYBe1PaNKTwsBsoeRGbE3FSU2xY6A0DDN+P6i2LDYnQWQZQVJkTHS5jM6Rn/Q9ZzTyjNb/yoAT1ZktJRBrhiCXXjgRsNu27KELZAaYJgC7GRZwsioeF4getthO1RWJBpVETTrhvNAwdLUcByP4nAagOnDg3yn1aTqeZwODaKjVqYbBCw6DouOw7F2W8z3/NRl53c9+jzZZnvaYUJPMaSqvOW4xP13zXGq7TM0rqEb6TB1Wg5Nbx0Id9rV1VUO3zqJ7wfUKha7DpX4nuty2rKYVTs0bD8Ocu1pZ241s4uBrk8DFwGS0o3iuYSNmUgzuJyJc3RdkiTi0wtSVwK970eXl7zPaK4neZ7wy0zID3xdBKliPgXjn+OFI1V+qjDG9CdXOfXICtfcNMrR1+/hocDig6urzKRmeKg2J8DLzfL7F87xq390LRbwcOilKt5fN/blBOGX6VCMheATAyJ/rqjaHB/5Gq32qwjGvskLxxf4t6UhHvwvx8iXUrzmjYd44pEVKssthrcZcWSPHxIzoqqnsVnlt//8Vh4PbL7abqNtitlNZ8gTlWX+JDlzjUPpNN9RT8Lc61CcC922bsjknNBKPHlsFc/2qVcdvvHZpzj6+n3sPmRw+pEHmTpwDWYuz9D4NtqNc9SrS5Qnp+LH5QJGJkN5xxRmLsexb9zDysI8IxPbqa6uoGo6G6sr+J6N7xKnEkQVnhK2QKMWPoCZzZHO5XuADoiZm9FrkJQjQEhY6QPByDEFegEy8t/1PSv+WQCxuC46qcqKgi89W6SV53R4z2Rd9YAnGFp6vNt1E8nEPe0LyUdPqfGBrRtKqLXzIPTP7FguqiaTLxlYLRdJ8fCcbgpy4AW06jalUZPqWhsjK2MFAWuuSzNxMLnh7M4NAiwbVlupbjuzr5ITd96d5w2bDY6YGYZUlV88Aacfhe17DgMICyWrHRr3CpaYJLu06nUMM4Njd8gVdFYXRAt23+3jnNnc5L5GQ3hkui4Ljkhu6CGjJFutYRW6lX4ufs0Rc7nk7O5yOXb9UoPk9VtVZpLnQSJ01ZflS1iYcZX4DHa8yXZmJ5eLW4YR0Hp6SFqR3ZCYsgH5k9wyvME16TTbPnwRKXuQ8mSOWmWNb39plutes5ND6TSnLaurS1w6ytfVT+AGK7w0l4tZtdHyki246HHbpfiyoiISMI6PfI3A1xmevIvbcsP8rJrjb4Cjr9/HfZ+fpb6hsWP/wVjzBsRtRBCfB9uyeOHsGU5bFvXTbyZbr4v/n53pziURchcaO8ksNrvhs7bYNEYzvLomY3dcDDPD/Jk6KwsNbj46SXnHBmePi+NuaGwbC2dbbNu1yYN330VptMzQ+DayIbOxMDSMljLYd/2NzJ56nPkzJ3A6AcXhYRRFwWoKXZ9gf3ZbpkpKiX08rVaTofFtqOHMDQSo6YYRbgATbMy+4yKyE7vkWJMvnetpKQNFkeMWp+f5aCmlp4WabI1udb/PrX+5ddUDnm4Y6CEdu384HfnfeZ4dz+gUXczrlIRlmPDWk8jk9FieUBw2qFU6uIqH5wmtnmFqyCHtX9VknECkIER+mYYk4UIsOI/NopMyhH7A67MbO5JOc8Q0eaOd5dP3XSAf+grKioKRydCoVkPndzmkUXtkC4JCrahqmISgsvNQiX/c3GQ+rOiS4vi4uoscN/oqPWEXtrXRs2hZOj2XdckrXXJKPwBG7crk7a7UigxkZUtZQvL2V1rR3Mw1jBjkIh1cBHaBoqDYTlztBZkGFI8xPHkXZS3L/zVa5lh2FFXTuHD2DC961U6Ul48y+MgZYc1l3Sw0axDP4yxf579cWAXgZYV0d15WPCbYulYZKjf0HA9rrstMp8OQqnJtRuPE+Be4LTfAbdksM4+ucfCmEVp1h+/du8Luw0fIFYUsIGl8bjWbYfbcLLuuHeChhYOwdivpc8PITkuAuq+DscR1GY1RTRObtOoR9FpNtJI1XbRc3Ww8vzsbpmsMjxfxPPGz7wdM7ivynX88G8/ixnfu4snvPUJhMEUQVAkCmyeP+Ry88WbaoStLoTTI7kOHRYqC5wlbMd9n6fw5rFaLlYV5fN8n22qFTihaom2avyTuK2Vm4o1u/1zuciSVaCVz/aBb/UTApigKKCLUFogrwggk5aita3Wu+H9+WOs54fkzW1c94EUHQjLRPDmz8z0fWZVCFmbkt6eQNjVSGZVmtZt8ICsSleU2mxWLXCFFcUhUekAsQjcyGlbTEQbUgRsb7QLUQ3eU3gcYAlqUcA2XWowB6BVuzOrckMnwn6QCH/i/74/dJ6IPb2R1VKusx84ViipSENYu1ggCj6Xz9djM+s71dZYcJ7Y9s4Kgax/W384MH6vkSD1auqS/Zf+8TnGcrpvKFobP/b/3O6wkK8CIQRmBUgSq/aD5TFbExIyALmrVybbdlR5Ez8+xAXEZ2Rm07Z/m5kyeoqLwwAdOMli+hcZmlcHxDNU1i1dnwjls7aBoSdpFERVUPMaNWZElyFP/EYC7i8cEMJpzjO34MgVF4XRlqLvRCDc/i52AxWZ4ZvVzjOVcfm1oiPt/+xi/8NYj7L9hhAe/Mo+RyaDpepew5HWJE7phUFle4roXFXjx4Bg89Tq0zQDFqRPIsni+Vhktc4HbcsMcMU1mOx2+mZ1B9odF+OxIG6UuXqshVaXhiRl2OpPHyGTYrKyzMLPJwRtHSec1OuHGYfbU4wxPbGfqwDXx4yhP1lhfXhE/75jCl+WYrDK5d3+seQPYe+R61peX4vlbY1Ns6vKlEikzQ7ZYjE2eo6VoOqmQEdq/yQXi80EsQbhMOy8pQIcuEEZgmLwuOSMkZeB0rDg94Z97PQd4z2xd9YDnOg5eYn5htZo9PX9JDtDC6szMaRimSraYwswJNmbgBXHqQcpUQ1ZmCt8LKO/ICR1bQaey3Ob0IyshU01CNxQUVzAznbCi2/S82EYsXpcjpiRBT23wsoKo7N4iF/nQHz7C+K7d4e5WxyiYMctUuD94saOHpgvd3fjOPNliiu2v38mdtRrLa04sKo8iX+I8vq3MoKOH5fui6ukDOOgCVWwdFn31pZD3G0P3+2ZeyRszyohLpoxfqQUarX4wjKQFvq6L+wNhzux5oXmzmA9GKQnRysoyS46DEwRsvH4b5W+c4OLsCj/7xkPUyzr7Tj4OF38GageROilk38GvjxGot3J88BGGVVWQUdZuFWCnNtB2fpiX5gZEq3tglTOVMG8y1PgZiseUabHuuqy2siy2NZZcl/yQyj2fOsvIRJbDLxhjaa7OyvxcDBRC8C1akLOnHucbv13i8xcGiSyz9FaLQFFww3R2fB0FYWRwJJ3mFYUCs/ue4B8e+SkK8/Nk5iU6OfF3UQSVCEdWkWWFqQPXcOL+B3n5fzzIkuNgZkXSebNeQ19bZfrwEWRFobK8xNJcnbHJHDPHn0TRNAaGR8TrWyjSqtfihPQIsAaGR8iXSrGOznPsHrBTwxloTDQBOpYl2pVbHBffz8k9CW79lVwSEJW+Y2yrluiPwnrOaeVHfCmKEieZ9zOR4jBXRYBUvmTEYCcrwh5s7WKLkYkshZKBpsvUKh1kWWL68FAsdyiNmkxMF3Ad0dZZlDya4QclHdp+XTYG6ErL18mZawypBY6YJv/rXXPsve76OBvM7lhYrRaGKdhgdsfqmVnYHZtW3aE4nObo6/fx8XaNs51O3MZshN8dJ92rr9vqceoVaI/GJtDRSgJdMqlccZwY7PrndpdrQ/Zf3g+GcVSQ383Cu+ShJlIOtnxJE6Sa5G2wbWRPCOWDsN3paRpOLgXFh2HkawAiDxC4r9Hg2I0aEz8+xfuCOh95cp35cz8Na7eidAJkWwCPDLgbe7COv515c04AXvkuAXjFYxzN57khk6HheUwbBv91/ZjYcISbngFV5WeKRbKyzDcbDb5ab7PkODQW22TzOzj1UJXv3vMwIxNZdl6T4pGvPcbBm25mcGwb9co6F8+d5ed+cw/vbc2zf6jD1zLbGb84h+QVsYpF3KxPerkNaoO0LFNUFNrfXOP/+9Isv/Di7fztNo/CPOTn5miUy9TzpViWEI0C7I6ouAqDIzQXWzCs8/rfvY6PvvscAPWNBVYvDjMYhrcCNDY7EFjUNyqkM5meTVvkXpIyDDqWRSfcwAmT6kxXBxe6pUAv8STa4EbVWD87M/r75Ir+Lvn30TxQkntbnP23S36PbhcZVT8b64dJWrmanVauesCzrQ6tqKKQBeAEvoSsyMLnTgJVA0mRyBZS5EspapUO47vyVFfb6IZCpqijajKths34zjzlyQAzp+NoEp1wNtcmwDIkFmSfhgbVdhtVkpjQNKZ0nQXbvoSoIMmiHRrAlkkJAKgNioqCFQTkP7eMsWMnjm0LEW4hE1ZytdipQtW02EVeUR1SaZHQfPPLJ/mcXY8dWaquy6LjsOmJqKIe0kw/CEfVnl1C8txezVz0fYv0A8nz8BUZpZ8xd5kTx+XE4nEw6g+BkRkZPyfZmPFzUBSC8PFHsz2nIMHknUilh8nKMoasYMiy8D0FGp7HZ5pNvrc6BnO/DK0JkWEXVsHxY/R8fCuD27xOvN/GkmhTlxq8ujjMNY+02HWoxD8aHaTsUwSN6djxZCMxX113XV5bLOK9/RS7Dl1LtlCkODRMqy6AZPXieRy7g6rpdFpNkfqdXuPRcp7/EWzn5Fu+y8cKG/BjPw8ICzfXvAAIS7LVQ4f5xPuP893lFsWhNN/+0iz85DE8bRspy8KsVKhv28Z+w4iPZ8e2qa6uoKeE80lxKE1F8kkNGdSry6TSBUa2p7CaT/LQVx8mW0gxdWCAR08sMrJtCoCl87PxvA9EdaooInJHM0RgazJRHLjEGgy6oCduL18COFuBQgRw/WB3uZXU5CUvi1Z0Xf/f/Kis+fn5HuH51VLdwb8CwAsCH1mFTE5D1RQ2KxaBH2nzAhRFJltIURo1Gd+Vx2o6mDnxgZqYLpAvGRSH0kg5lTXX5VxoxeR6HayQoRkRU5Ych5mweioqCtOpFIOqyn7D4J/qdWHuLEl4QdADfm4S+PrbiGqDjKIypKo89s0L7D68LZ49KpoWzmucGOR0I43v+WKuVE7HIvmR7VlmN9d4IpRIzIZklbrnEdjFLqhFgBe5bcROK0VRtdkJM+jEySMJdpLnxa3M5IqAaSsG5VZgd6Uqrf9vk+tyt4uIKcn/GT3m6DpflvF0HTuXF5XdiNDCqZIUv2drrsta+P3M6k5YebHYDNTHUJxLwa7/MXuhTIHsDG4Q8LKKyiOzZc6dbDFWXucjL9/J/9k6GTNireY2PhIsACLV/iUfXmP7rUdj02XXFu2/i+fOcuDGQWZPbuL7IpLnqRPHueb5I1x45ynRmh8Zp9NeDY8zH71ew1uZApqgV/jMhx7n3MkG2QGJ177pWu797Lme11ryPFBblFWVxUfXkRUJx25RKG8XYmtZkL40P2DJcULGss3caYdUOuCONz+P0miauSeqrC8VmNy7v0cc7/s+hmnGovXGZjVsTcqxo4ocsipV/dJOhCzLKGH4auB7Meh4XNpy3GoOF13+dKDXv64EgD9q62p2WrnqAU9WJJFeECaUe46PooqnnUpLcZTP0LgpPqiGyt7rBiiNmjhpmbbvc8HzaFgWDa+bX2f53aifJddlxrJE9QRx6/JYW0SDNDwR9nq5FZ1IXdklbnqGwDegBVyXTvPWToFP5nJ0Wq1YZCp35DheBZxQTyjatrphUF2r82O3bWNlocHKfINcUabqeczatmiJ+b4Au4iJGYGtOde1y0o4p4hon14HFehtU/aDUP+Jv79t2UMQuYxJdPK6K63LAV2UchCxOz29C3y+LIMsxxo7yfPww6Rw1IowSlZbZGWFhu+zsbEnZGCW41xApROEzyu0tVLkHgujqH0aP9eoXZk/yS8PDbH0WJ1TD3+X7XsO8cBXLvDqnXl+bUeHj65fpG6JE48qSRxJp7l3+zR/3XgyDk6NnD2iCKLpwzu499MLsbO/bhhcPFfDsQ1a9Rr5Upo91w0n3h+fVL2OVSyyZ/cXefILq+SKo1QWlziX8vnp4VvJPXANWnMegE4uB6UHuS2Xo/JEi2whhaJIMf1fNwzsjoejCtmCYDfnaNZruC48dWKdqQPTKJoMeDHDUtE0HMuKo3ZUTce2rG5VZxjkS4O9Lcw+1mWUeBBp59xEOzKyB+sHIiUx34+MosX/13ruQwsJNZF2d6sVzRcVRY7nfM9WlSf8MH9Q0spzOrwf+ZW0ArM7LpIk47kuuqGgp8RBrRviZciXUoxMZMmXDJqS0M9VPS8GuiidvOH7rLkuS47DkuNghS3CZOSPS+iVuUUEkNJnGB1dHxlDSwngG9U0/sQe4O6P1SiGg30gBDY/dmS3rbY46H2PRrWKrCgEgc/QWIa9R4Z5+GsLvOSmET5iOlywbequDPaQOHFb5d75XeT4krATi2Z2yVZmctffM1/bgqiSXMkqy9M01IgpJ8s9138/BtFPVw3CFqGx4e0iQATigFcAhu6D4jFUSaLt+zib+7qZcRBXxF5KB1QkR7vk8QdaEIv0Y9DWK1C+iw8ddFn5z8e5W9JIpRVmTx9HUSUe+PIcr9lb5I9etId8ycC2XE4+qHHywWX+x9w32bbrICAqouirurpKbkBssPKlElarie95lEbLtOo1bKtFJq+QzrQ5+G/3wScagIkfRh95Yw/x6NQ+3uNXMEOAet4DAYNfv5b0+nzc5m0Nj7Bnz3s5WtjLZsFlcl+R6lqbWmU9DFjVsZoOuVKKs/cvY5gqVqtKpiBRr1gc/06dIy9q0W44LMzMUBwaJmVm0HQNx+4aNXueLxyCRsuXzuq8bmCrEKLLMeBGy4mO1z6A69qD6RimGWv6ZFkWxhCOE4ObitDtRvFAQFx5RqDneT6KIveAXf//ejaW8NL8wRihzzmtXAVreDyD7wY0Nju06g5S6HzgeUHYPklR3pFlYrooGJqFFE1JtGM2PI/NEPAavh+zGZccJ3YksXwfJfTJtHz/EqCLwCxZ32mSBP0pCYCheKEDvUJD8kBpsyeV58N/fIzpw9fFO97ow56kXEem11EETC4Lqpaiutamstzi8AvGOL9DY23OFVVq1K5MJpcnmZkQa/GiCqYrQfC3BLv45z6iypVWxISM1lYi9Keb6V0O7JL3Jfs+ODaSrxAkY4i8MPkgCliNwC8CfquMozZQtDYDA2cw5LMAsdQk2gAFrQmCaONgLJHLzwoBvzUCvk6wditeTQAVpQe5fWyVtd9bIj8wzOjkFKPbJ6lV1gFoN5s89fhJZk9tYJgq+28YQTcULpyrMbX/WgwzQ62yHoKaH89xb33lBHd9+AkqyzXqVVEp5YpFSqNjyIrM8twpXv2r1/CetbVQ1G6JZPSxh7juwMf5yLvqKKrQpqYMAy6+EmNjHcnzcDIZmsPDdA7ezWsHBqh9t0J11aI4bPDi105zz6fOCp2c56Fq2zEkQQKrLLepbVhkCzo3vHiC7/zjPF/4m1MikSNsx28sL8UVWiac4WVy+ZiIFb/vieNJ1TQUMxN7Y25FRhFhzxGhxO+5bZRllyS8RHPD/goysh0DIeIXbVu9B/Si5fVVSf2//3OtwPcJfkDSyg96+x+FddUDnt3x6NQ92g0PTU/h2J047Txb1MXJJKWgp0T6t6LLrIUtv2oIdNUwfmfNdXEIaHpiZucEAUOqykYIiu0tgC65+kkrEeilJInhcNa35LpYvo/qCbH6HZ+uYe/cHce8ANiW2MlHrDZZkYW+0BKAB2DmdAxTZWK6yMPbJD5cq7GwFArLPaXXSSUR69MDenZJUOttK25hCkKGfSlpxesGtm4lWYifct/8rr+9CVe2DOtf/WCXBMGkNi+uHsMqL7o8igCKfDRBEEyUToAn23FFZ2VnQGtjyDKFcD5b1jSMqB090AQEGIqswiFePzjI2IoQ+v/86Bf5p/o/kJVlXlEo8GcTU/yNf4F2s8nYjimRAhBuaJr3/0RiAAAgAElEQVSbVSrLrTip/OSDy9iWx57n3Yimi1bfxXNnY3F5dFxsLLd5zRuv5eRDy3z1Y3MUh4ZxHSe233rFLx7gJZtzHF8fJL0Y5gZe8wH+9ECd2x7N8uXZRXIDQr/ZqIl2rtgY6HRyOeoH6tyy+1v8p5HdnPneBVRdZu91w/ihdMdqNvE8m3Q+nIHvFtVfJl8gCBS+/aXzvPi10yycrTLz2Dql0bIIc201yRaKZApF0plMaH7eBRnoFX7rhhE6nlzqi5lcEdgFvtdThQXhSCDymZUVJXSjsa9o9pxMQfA80bJUQ7Pq59aPxrrqAa/VcOg0RCXkeTZmTiOd00mbKqVRMzaIdh1f6O4Qu/aItj/T6cStTCsIaHgeG55HJwjIysI6bNlxtkww32r1g14uNJGe0HWmUynuazSwQlNoNwh4zVv28+43fJX9NzyfdCZDq1HHt6IMMSs26m1sVjFMFadTI5WWMUxhct2ZNnlgbY0FWzh2iMokfAz9gBdd5mbBNUOQS6QaeF0xOfSSPi4Hdv1auyu5p8DTtyaT1ye1eNF997dFe7w3NR1f6W1huoaBnc+Ltp6mgeyitlz0Wo32yotF1lwIfB31KQDSifBdK7HByYbsTVWSuDWb5exfz/C10xaabvPb1w3x36fHGRrPoGoyT319iRtfOk6r7lCrVEiZmZCEYnPx3Fkm9x5kdHIKVdM4f3qebEHHcxw0XadVr7F68QLbp/eGKeotXMfhyWNVbvo32xmZEO+nqutxG3xh5kl+wRzj+HqOscIya1Fyuq9z5Kub3Pi6vew6VOK+z89y/rSD7wJ2Cdmrx68T5c/zp9u2YWy6DI6mez4/RkYjWyzSbqzHnwEjIz5jkiSe2/jO3Zx6eJ21i3V836O8Q3hhZgtF0rk8mq6FLfpu1RWtqKWZKRR7CCVb5dpdTj4AAuw8RMtzK6lCFPYK9DwOVdchTJtIShUUJZwPXgb0nq2qSXjn/mAtzWcrrPZfcl31gNdpu/geKJqPriukczqjE1nypRR6SiFb1GMLMbvjoYWp5oYsx/TzSHcVRfw0o1leWIW1r1DVRSv5QquShCtJuEHAfsPgpbkcZU1j1rb5qUKB3x4ZQXICfmNpgTfNzfG2v/4JvvS2WZTxbWJW53u44edrfWkxbGPaZPI6uiFiimRZEoG1p+oYo11Pz6rngVu81E0FutIDR0L2nS1ncT2emX2auq3A7n9LFK4o+Ih2Y3JdCcyS1VwkPUhq7SIZQvI+RKq5jm2a4nK1JWZyWo6U75M7v4GzdgRrvCE0eNmnMCSJrKJghMfCsVaLWduOw3i3aRrDqkrmSyu09f1s32tRWz/FifuXaDenWL0wzENf/Qo3v3yEobEMpSMmH3vv13l+8WewmqLSyRaKyIpMu17DtkQ7cP5MjcMvyNGq11mYOQMQ581FM6xGdYNaxWJiuhDPtCRZZnNtlVd+4Pm89d5RkG0WrQaG44jXqzXJ8tEayjeq3D62yu33L5HO5HnxHbv508eUOCGiUS5zdOIi6QcM7l9uMX14KDZKv//Lczx1Yp1Uuhg7DwF4Mtzx5sP89du/R740SGm0THFomKHxbbTqtXiOJisKiiKjp9Ld9zqq1BNt+5SZ2RLs+oXhPcfSFuQRUfEZ8TwOxOZAtDUTJguK0jMDVDUNWZaxO93K0Q39NKO/iyrJZ1uSEGmJf9D7uNrXVQ94qiqjGyq6oZIvpSgOpSkOG8iyzNpiEyOjYWY1WnWHielCPJcDMCSJcmihtOA4sfwgOb9x4RJiyhUfT1jhGZLEEdPktmyWQVVl2XV529gY3/nsOb64fJJTD1V4+1uP8Jd6g0XHYW3xAgC6kaa6ukq2WMQwM3Qsi2ZtA98LMEwTw1QxTDV8zgL8JjQtBuvADl34rbLweYwMisPg0qR1WHIWl5QhXAJ8W8zskn/zdO1Jn4SfZvh7oCh4hLvsMJ4nCXT91Z0S3kcS7KL2qex1ReoyvUbNfihHCLQgloIojhMyUn20ZpNOfYzAnCYw56gqi2Q9D1WSaHge56ojYJVZ9XVWjSXWBua5NZtl9WKTyT1lYdydznLTy7bz1Y8/zpEX3obVbHDo5sNhILHEa990mL//fz7NkRfeTqteZ2znbjqtFlarRasuDJknpvfQsSzmnjzNrmsHqK6kRAtUa7K2eJFaZZ0d+/MMjWVYmqvTqFYpT06h6TorC3M87zuTsHQUqZ0Tga44NHfWkca/wBvu/zegNnj3QpNHd+3FdRzetd/FvEcwdZ1MhuB5b+d/7drFx//uEbKFFNXVNruuKbE0V+cbn71IbqCMquk0ahWcuouWU3GBr31iRlRxxSJWq4mZzVEcGo4ZnYZpkjIzYmYIcfp5ckUSBKcjROlaOH9Lgh3QU331Lz1lYHesmHW51Ypbo+F9uo4j7q9vQyaiiwQ4ep7fY1jdbXOGrdN/BUSQH6V11QNeeSqPaQgfzGxBp1V3qG+KE1txyMDzAhRNptVwkBWJqtdlWwIMqqpoZfo+831gFy1FkjBCN5WtlipJKJIkyCp0ne/fv307GhLfaTV5pZ7j1LeWmHuiyoWnLIbGt/EXb32A3/zb2zltWRQGddYWL1AaLeN5Nhsry6TSJq5jo6cUfF/MUYrDaWzLY3JfkcwLhvhMtcq81UYF6p7XZWW2JruElVD0LnVSW4JdMrk8Wsnqrkdg3dfuTK7LVXlRHRYBXyQAj3LvCOeSnqYJ0+jkbj2cyXl9M58r+Wr2+24KWy0jjj1S7HrsGuODoO1npsGco5G5QDVsDVu+j5a5gGOXoHITmHMs6hVmVIsD14/QboqW3cxjUBxu87O/votvf+kb/OQb9se7ad8PKI2mRWVXLFJdXSHwfcxcDt/3sDsWuYFyyLasM1hWadcd7E5obK4oWM0mO/YbHH39Xlp1h7/9r8cYmdguWozNJpoOrN1Kak1B7VTwZZn2zlU277iHwv2i5bl0YI2P/tky23bvYWN5ic+ve4yG6eobu3fzx7tULnx3DYC5JzcAOPKicUAQY6LEghtfMoGXVUhLEk7N4eyJClP7r8WxbcxsLqb264ZBvlQKK9E0kiKjRHZdifdX03RUXejqItlNVOVtZfmVXBGDMmJdSqF8J5IfxGxPX1D67Y6F5/kJIpg4TyRbnhFh7FJHl+7/ilLXn80ly2Lz9IPex9W+rnrA67QcZF8kGHQsl+JwmrSpomoyhqmRKegEfsCua0qcdW1BQEkAniZJMYGlcxlAi4BM6ZvPRbOet42PM3CqycR0gU/7TY6k0+xoSVw4JcgJzmaHT85s0mm51Dc0ikPDWK0mhcEhPv3H3+WW372WgdE0Vsth7eJFUmkFWZHotG081yVXTGPmNPIlg8MvGEPbleGeRoP7V1epeh6r0SyyU+hq7kKwkxyJQDHDqqb3g5oEu6i6k32/J5Q1Zm5uMbdL3s8zWZElWAykfRUdbEWIcWLiyeVArt9GLL48Ynt6YeKCJxGEdxHIMngeim0Lok59EE8/giPbzBePiU1CtGmoHRTt4MY0+DrfUz/H8vU5rL+bZ2hsnF2HrmX1Qp1Hvn6a4tAwT3w3xX2ff5jX/oaIdfrYex9l2+7nUausU6tUyBZFtE+jWsUwTab2H8R1HFYW5tnzPJGOUat0OPPoWdrNGv/+965ncq9gNx775sXQUs5ClhVBAjEUsMpIvphxtrd5UDxG4UsTYB/m7bfczSffu0m+NMjG8hK3vjKPcc9vIttnsfN5vOvfyr+rD3Li1BK25dGxPFYXm7iOT3kyR2XlIkY6h2FmUDWV8w+scPFcjcpyC003wxatmM2lzAxmGFGkG4ZoU8pdI+d+sIuApZ8wkly9VV6vTAC6tltRYgp0iStJxnNUrfmeh5OQRkSkluSKridsX0ap6NCt8oIfUCbw/aznWprPbF31gGe1XdKGTqago2kKxaE0miaL9uZwOjaGPuvaLNi2iO9JAF7V82JHEitRsajhDE5N/J68bkLX+fvxHXz3nguocxsce2wNWZG4+WCeworDPXfNUVluISsSrbpDu6mjpzKAHUeeyCmDxdkLZM5bZMJQ2tJYGkWWqK618b1AJDkUdbKFFD/5hv18zq7zwPKyIKiEj88LAhYcR5ygo5N0LDdwIVHVgQAIyU8QUvo0eNHPySrwcm3LyzEy/3/23jRKkqs6F/3inIjIqJwqK2vs7upJak1oAFkMGiwQCBBgFg9jG9biWcsDtvECw+WB7Wcvr7eMva7hGu7FPMMD44HBlrnY5iLAGAs35gkshBAIhFCrNbTUU3V3VXV1VVblUJERcSLej3P2iRORkdXVGhqrX++1alVVVmRkRFRmfGfv/X3fHhbUt0s4B2ifQwgBGgSJeo7B/l4RCGofTiMr5NTTimNEIx5YGOjzZmEIr9VCj12EJKpKgAPkwsFd1ibPOntefiH+eukh3Gqt49D+FrbuvgC24+Li512Dcq0G1/MwNbsDn/qv/4KRKsf09ktRbzZRb47rAaZ9NRXcdlyM1OpYb69h/vAhcLuGKIzxql+8BNe+Sspo5BSPHuI4QevkOkYqiTYgiJTbCfVpE86BYFS6w7jLwNQ3MPJfH4Vv13D5i1zcVN+NkW+8CY2jh5BwjtauXYhesBsf/4N7NFFlbdnHqeNdtE6uY3J7Fdv3jMLvRWgtreHB7wjsuKSvhyT3ez10VluoN8dhOw6Emj5RrtVhO67O6gjsEhHrbC9fYjR7bsCgzo3Azi15CFU50jZAU///iayiwM4EU64WCzQw1hw5ZJJjTBcXSV5h4Cpb1INjOdcTTM7Hf4445wHPdeUkhEpDMjNFKFAbddGcLmNiawWHRYgf9zraIYW+SHdHRI+uAYIUecYlMfR2uS7+y0EHt932A5TKNi68YhzXv2YX6s0SolMR5uc6WFv20e2ECP0I3TWBelPO7ZIrYabZao2JKXz5rx/C9a/ZiUuvmcSphXUcfPAUTi304JQs1Joe6k0PU7MVPGAFWCBBvHJ2KaneXdgfTcGutwNWaMESUWbyAaBmwClzaOpj5R1VzDCZmuZjRd/NMA2ei5icPAdy1LMztyXheD7y5BTzOPPb5Y85/zf6zoIApXYbfWyRpgDushyYWn8I3ugjqHGOk2szcgqC3UGUJAh8gVPzj8L1PDQmJjE5u11nDLbj4KobblTek5PwKhWd9QCKkEKluzBQwDWD7ppkET7w7RPYddkY/F6EQ/uXce/eoxgd3w6vXIW/zhH4K3jiwQfQnN6CQ/tXgIsOIFm6BFYs4C130K+NI2nei/kXA391W4I/f5eN9h2/h4n5eVhiHpHnYXX7dpRv+C/48l87CP0Ih/avYM9VE/B7EbgtJ4dYCfDm91yNpRNdPHTvAh78zgImZ6votPoI+gK1MQeH9u/DBZdfhVgIVEcb8NT5uyUPIhYa9BIjK6NSYzqQOZUqmD6Z2jrMADvGORxIEhpJDfKgZzuuvr425GSFJJZShRFFpCnK7CiblBndcHJK6thydm6x50uam4tzHvBKFRtxHKO97CP0HUxsqaAxKVeqx2IJZmZWZ1sWwiTBoX4fhxSVnwa4DujojPAYQ8mysKvk4mVfWsW3DrT0QNjFox343RDLC+tYnOvA9ThaJ9ex3ovALLmKjxUd2tQf0Y2xs+rgzi88jh2XjOHi503gha/cjnLNRa8d6GGzP3XTNny139Nz7XSvUZVksXy9ms/WLBzgqsHAJKbEWUNo/biR3RWBXdEk9KIMMC8cp94asTQ36gHq/QIQuSyOBrsOCNZhgLZROnWUfRVNR0gzXTlaJlFuLGGlgmSkrYe5wpuHVX8Yk7aDGcfBnskVrDS/iEnbxk21Bi69poxD+5cRhYH0OuUczekZuJyjXKtjZucuBL6Pcq0OX2V0TNHc8+8H7ri4+OprsDh3RI7XOSwz/KAv8NC9C9h56XNQb45jYstWCYztNax32jj8yIOYmq3iBVd8Ft9rfQBOuw8mpNj/1ivuxt+/ZxmLf3QhOre9C5Xlk+hOTmJ9Cwe2fhn/z9X/C1u+4GBt2Ud7JdTHYllyQfbQvQuY3F2DBeDh7y/ixp+/EC98xXYAQOhHmD/SxtLxLmb3XKx7d0Ff9uHqzXFEYQiLM4hYyEkmQhTq4PLDWklawJE1craYBMlQuaXYjou+78NismcnwiArNjfeT5Tl0f8AwADYAchIGTjn8HtdRWxhA9MS6JjORjydJc3z44GexVGuOIjWY3gVCT5LJ7poTHrwLqyiFUaptCCO0VfZHfW8qJw5DOxsy4IN2burcY5Zx8H/VRrH544fR7nmKtlDCUFf4ND+FcRxgqUTXTl6iFlglgOvUkEYBLpcopvitPp0XdSb4+istvDID0/Cdhie88IpXHLNJB67fwkXXz2JsZdM4Z86HRwwQLpj3OwfO7lb+j8GTVjrNbA4zkgOhmVkLAdywOCkcoqizG+jUqcZGcNo4/GNBOh5d5aE8SxrcwMxMIEqi+PMdPPI81JJRCw9NROVWfqNBsRIKEuXZOztzaPBORq2jQbnmFGAMGHb6PzOg3j8uhtw5fU3gylxcme1hcpoQxKNlA2XEDH6yh4MAFzqKdGCBelNvTLawKzylDzyyMP48T3zSOIEu59zJWZ27kK5Jvto5VodQgh0V1tgjCMMjuBfGzswMft5RAd/QV4bu4cb/mYBK77AXywtoRSGCMplrF/2Y/zfN3wb27+wiMe/3MMh24ffi+T8xSDA2rJ0cKk2ZM/QtiwcPbiK//jyYRw7uIY3vfO54C7Dta/aiSOPrqB10kd1tIGJrdsUi7iCpePHsLZ8Co2JKQ10gMy6TPIKkH4eYsYgcuAhRAyONLsDoJmT1BZIDAlPXq8XFwCU+ThlmGamKYTQLFF5zM6ABs88nmfjxITz44GexRHHQLVRAmMW6s0S4liWJQWVLZMEbSEtxFaEwEIY6v4XIOUDkdmfU9+JdekxBk/17P63BwW+cM+DWFv2kSQuLGsdjschwliXLymCvkClXk8nMLO0jKk/cEZT3S15CHwPcwdW4XgcnFnYursO58YJ3N5q4ZiRjZ6MIj2L72g/kWW2oAkEjQF9Xd4WDEChMXSGfbmBT+aZjOrJlzLzz8/4diJbZoxR3J/bzNRzSwh5o0TKEA08D2GlAlGyAHcNoZJp8G4F9rqvTKaDtGdXPQCvcgxVZsOPY8wr4/AJ28aeUglbb7gRXllOAeecZ0pyQsTotdu690NuI+VaXYMdMQFjIQBjAQTI98Xk7HbUm+MolcsYbY7D9TzZH1RatigMEPY9NCYn8cC396OzGsCZ/iZCf0ba3G39MkYWd8Ga7uLCko/Hxsfhrq0BQRM/32jgk/f+GI3xGfTX1yEiC+VqDcsL81g4uqoYzw08fN9ReGUHxw+uodpoYHnexmf/xw9x0xsuBGMWOq0AraV17H5OQ09AsB0XzRnJOO2srqjSIhtgaprvfUBl24ocEqv3g5k9pQNZUyDKj+kh8Dpd1hWGgwQZM3sLld8n7TcWQveDydWFjuVsWYsx66mXJOnp58cDPYujUnfAwVAddeV08oaLPVdNYF/goxPH6CiwI+swyugAuXr1GMtMKSdGpscYbLXNjOPgD5vT+Mu930UsEoQBUG/WwBjH3GMtTG5z0G31EceJlhAksaX1c45bQkTMOs4zWZ45BsV2HKwsttGY76ExOYKZnTV8rdvF4/0+OkJgXp0D+X/6SQIsvkL27qJqNiMrmlheIClgRlmnSHhOj5sxjJxS9Hge9MyeXL47V+Szmbcq01MRCrY1gyl7tISnk8+F4wD1B2RvDgCiKkTDhQiamoGJ2JVgN/oItih946EgQHjiFUD5CF667Rh+7K/DPdHD1Ox2JHEsgZVx1JvN9DiFyGQypvExIEXWpoMHmRx3Wi24nofm9ExaFTCMlSnjYFzOkitXa2hOz6BcczAbOji043NIYhvi+Vfh0187ihOHnoBItkCMLmB9pAl487iz08H4dBmn5heRJAJJbKGzKl93y64LEIUBAt+HZTXwjc8fQHO6jHJ1EtVGA3MHHsPnPvwwtl1wIWynistf9BJN1GGMI+hLWzyLcTXs1dVgNyzoc2CWLwn0oCYTRKE895LnaTmBxTicElfjtNKFhAgDyewVQvtwWoxDhEFmmjkwfOwPlZ3p+MxtLcNu7Ow5rTx9Jc3z44GexcG4hWrV1T/vuHhM9+5oxM+KKl2acgQKcw6a+ZinHp91XVz46eP44GOPAVYMJAzN6RltLju75yIsHT8m54aFMRizYDsMtgMNjtzoG9DEZ4qMvRKXExDiOIHFLTSnRxCFa3oWH438IbPrZPn5klGo9GWA0X/LkU3yZczMY/leWoExdJG7ShHJJbOf3GtRmZFAT8sGctuahJS8AJ2CpAo0eX0j2QSBHtyWzODsjsziykfgcbmtf+xn0kxZTSGfsG2M2za4ZeHhzh5g7Tm4s/5h7CmVcOzxx9CcnoHf62qGotmfA1KnDpp84Xe7mrRCN16nxNFX0+0RhmBcjoQyy2xAeiNmXOoUGRTRw3VhOy6+9cWD+Mqv7sEXWy3MOA6+e8cROO4SfuczN+PU3Bw6z/1TzIch9pRKeHV0AT7vMFTqHOsdjnKjpjPUcq2OwPfRa69hYus21JvjWFs+hantO5SofEpq6xTDkbI6IHXjp/d4pVbTZUz9f1PbcJbq3cxrQudI19D0xySxt3n9OOdAyUNf9WlNs/W8XydF3rHFLFHSvk2wM/czKFU4O9IE62kgrVjnSSvP/qjWSyhXXNSbJey6rIkVN9FTv9cVOHRzDiqAujB5oKPvyuuyYdu44f9t41g0hXrTxXq3i1qjgeromPala0xMoTrawBP7fgxA9j8Ys+B6NlYWfTSnpTlxFAbqA56uDm1kXR8ouMPwgpfN4js8gB/IkiwB9koUwRcc6O3SJBXE7lA2ZdYxpWDyQS7Tyw91BQbBbhiwmDEs2yPQAwZ7eEWgaAZldgnniIeUNqmcS04sJG5PGAfsVegBuN48xpwEVWbDtizMbfsXhFFVZ3oTyux71nVxKookSEZVJP4ULvVcbLl6Ao/d/x1M77gYrZOLcko955kbOGUsspzNMhMwzLId4xwwSB20H/PGHxpiZ5P44ZRkqbOzuoL9nzyAWy4bQ2upg7mFdYzNlOFZFl5er+P5lQpsy4L16cP4u2MH4JbGEPRPYXbPbpRrNZRrNU2x98pSW2c7DqqjDUnEMUCOsksSg0dhAJd7+vk0xUBnRqTlzAEfP03pUWd5Q4LILfnnAACLBQAnLVkakw8sZnxGGAdUaZLrbDLM/N0sW+alCufjP1ec84DX3FJGf03g4qsnsS/wseRHmpXZTxK0FejlZ9aZGjt6DJClzBnHwS7XxS+Pj+Mj338C/rpcSVZqdbhe6gcYhaEe+ZI2whOUKg44szBS5VhbPoVqo5EZLsmUfidSK/pYpB5/jFvg3MLCBMeSGjorFCvTj2P44YgsYRpgh9gGi7MOKmbkS5l5IEyzv+F9P4o82OVdTcy/Aen0hGF6OXM7iiKwM89JAljxzUazSwEkQiAxBevGaCTL7sFjDipcuoZUOcfc7n/CyrGbgaiKBuf4mdFRXOR5ONDv43uN+4GgiVp5Cb/uXobPLDyOPVdN4MQhWQpcWZgHAIxUUvlJHMc6O7Bd6ShCoBdQSVtR482+LmWCsTEhHJA32/VuDyUv1u8bocqPK4tdHHu8h3qzhPnDbXgVB47D8B9ffAJXXjyGcs3FkUdb2Luvjee88FoAUESYus5OoyDQx0jnQMdkO46eaxeLWJsZx4IPmBLL/dGEA6GB0AQ+zrh+3Xw/L9/PzHteAsgAlMU4uOMiVosCIsHQ36IwJY3RXkzpA11bqH4rHQd3XN2DNSPfTzwbcV54vrk45wGvXHVw5Qu24FgsmYtUtqTJB32jjElARz+bYVsWSszCGLexy3Xxi80m9n72UTBuIYlj2KrkIxvj6c3XV+Uo23FQ5g10Wi20l32Uq25hCUKz88JQrpbj9IMcBtJGrFx1MReGeHB9PSNDaAmRip/VLDvq3VlCZDR3GrCUhdawzM58Hv0+rFS5WUeVoucMA72iMB1ZGOdITNIAl4bQALSGcFj5FnD071YsUkNtu4MktjHKOcY415KTbY6DR3bciYN+jFmnhlePjuJHXzmC//kzu3CFN4+GvYL/XVyMu/75EBoTntRatiOpw5uc0qN93JKn2ZgRoGezAVnmYCxEyt70PC2SJiBgnKvyYlu/9yAEIs5gCblgai2dRBSGcEpjWO+eQmvJx8GHWtiyq4ooFLAdjsAX6KwGOPxwqNiUFWVtFmekERGBc7msy4WMMz24VR5zCrb6/8X4gKekmYWaoGeCHfWuh7Erqaxr6vMyXpnKcYWraxyagJcDSSK0mKxOIBWY0yKEXpMMr2l/BLp5l5ezFecBb3NxzgPe9PYqlhKRmUhOAOEr82c/l90BGAC+ErNQYxyjnGPCtrFwYA3N6TJWl33Ux6QZrv6AqtKkV5ar+bXlU7AdNx08KQS6a23UJxx0VruaaEAGt722HMlSbTR0sz0MAgR+Vw0EncT/6vUwFwR6Fl9LCCT+VMZJhazDhgnGgcEypknnJ7DIg6T59yLvzKLX2uwU843+XsTmHMbWJCDPeH4SsOVfT/X6rH5NDnF1pWmyY1moMoYJ28as62LGcXDr+DguLJWw61SMg3cvAAB+cOcxXHdyHb12iAM7fdgOg+NIdi5jfQkeQmB5YR4zO3YN9I+Iu2tmMJRJUNbvqcyQXGfyQmoiqriep8BHgpBXrmB0YhJshWP11CLmDrRQbzaxdEJOVgj6AoEvUBtrYmp2O6Zmd6Bcq0lXFMOmi3MGRxFreMH1ThmoQpNB5LmoPmxOaqB/1mXO9HrQzLs8KceUa1CQZVjmMQVAURgOTDugzNl0WOGcZTw1qZQsVIacf02zD0i/m2BnlmreCnIAACAASURBVDKH9QnPx08mznnAW4kF4phr55TQcFMJDelBaAFqStCA7s62LIxYDA3OUVMjg3qdPh749gk0xmfQmJwEgMyqlphpVKJa9uflhGr6UHGO0I8wvrWCdquFkto2DKSrRpLEarirXMX313toTIxgds8oFi4awcNLS5qkQv07bQZNbEJVojNLmZrAEYYZsGNKYE5hCszNx8zv+cc3uw3FMOH5sMiXQs3SZsIk8ST0PMSOI48/CPR50bkkJpVd/R94GIL7vjSJLskysMcFtjll/Mm2bdj35/uxesrD8sI8VreVcXxnDYvKnm5qtorqaAl9X6A5XcaD98zDKzu46Q0XwO9FeODbJ/D4j4/B9TzM7rlYzbwb1AjS+wSQpI5ATQZgnMGGq4ke5MBigoGp2zT3YbsuyrWavD5xjJFKHd12GzM7xmA7Ut9pOruUqzU9cRyALunRFaP+VN8A7Px8uDQDPX3/yszqgJQAokuZQxiOZhZMYGMSScxtGJTlXME1F2EAnhO6k+8mMLi9yYaNhdDPJaCjsUBmltlf753mKjw9cd5pZXNxzgNelCToiZSBKZBaiDlKOF7lXDqtIEGIBIClt5GTDuQ2VUVUqTKGe//tKPrrNTQmx8EYB3ccCFoxqhsTID9A1NCPlXUR6bLaKy3svLSMkXKMuQNLKI2oXkwSw7IYeu02SmU1EUHN6fvZt12B/zY/j0NBoNmYS1Eksztzvp36KtLFyZv/8Kwt3WbQK7NIlpB/fDOxkfdm3g5sI4IKbUcTE0gozhQ70xTZAwAz5p1xpMbRdPx+cwtgd3CR5+FPtm3DN3//+7AdjtrYDGb3XIQoDDF34H7twbq8sI7GhPxfv+DmWfzUTdtw5NEWOqty2PDzbtyK1snHcfiReey4+DIAVAFgA5kGlS/zWREtpPIEJnP4KZX2TJCgXhWBiO04aJRnMDUrhcVeuaKJJvQ8Im8kMRkhq95WQakub+slPSQd6SmpSptAtmRJwRjP6O7yJczMedDCKI4z7iexyuLz14L2Z2Z3ec9M/XxFbDEnKRQ5sZiPmb1XQJVSc5k3HWu/d5YA73xJc1NxzgOeMAa0hsngtAPbsuABgHqj+nGMdcSIjGyvCikub3COGdvGyHdbODXP0JiUWpU4FkAogc5xXTUvKwsAruchUGAXhSFctZpdXujh2lftBAApKnelyDNJ5IfX73bA1WSHl/3ChfinlRV8v9fDSUNv1w68NLvLDHS1QSvVmDPpHsKYnEKQM4TO97iGEVSK7L4G9HynAb/TidOLJAhF21g5f029/yCA2+3C9v2hwA2k44gA1fvzPG0bdqnnwX1gDfWmh+tfsxOMW1g8egyP3n8SV1w7jXu+dgSlkW3or7tYOLKG5YV5LM518apfvBgzO2uwHYal410EfYFLnz+F1pIPv9eFVy6nN0fdrw30TdMteRIsjMnfXkFZzDQsKCqb6RKg6vVRxnTBFVeiXKvrG7M57obKg1Rij4XQC7dAk6bkMYX9NKMypQcbZXbatDkHfibYDYsisDKvhUlsyYNdv9cdSnyJhUCs+uUmMSgfZgYOUBk61I8XaSKpmnM+/vPEOQ94ADLElDwbk0b6VI3BrHZsoR9HmdKmxxh2uS7Cf53H1/51DjM7dyuiQNqQd9TcLtfzZPlSfRjMlbvJPAOAbjvE3IFV7LpsDItzHQR+H4xbsJiFRLnCjJRt7Lqsiccu8/CllRXMBQG6QkgJQjiS6dnly5lmJCxlRMac68kEg1q8lMk5DOyGlS4BFIKQGSQ3yBs85/c9LIrKnrbvpxMPkC3Jmn27TIZKP4QBorEG+rUaUH4QVuMBzNiT+M5XD2NqtgrbkWAxs7OGrRfUwZiFHZeM4aufeRhT269EY3ISs3suRhwL/Ps/hZg//BhKI205ebzEsTjXRWtpHaPjbb3woVIj9ej8Xk+zLQEzy2MZZmT+BmreuKk/lbnWKrOJhcDMjl1YXpiX/eVKRfeTKWOJwlAOrDXNk/PAp2bS0fvcKXkZ3Zo5o47Oocgf0+JMj/+heXd0PYrOM3NOp1kwUalRC86HXLuN/pbfjsIcJ2Qei5lhFvUan+lgFhvo6z6ZfZzrcc4DXoVzAIkuZ1LYlgWosia5p5CgfEVI55UI0CXPCdvGRacS/O2/z6HeHNf7MTM5uukA8oMbBgGEWrkzxrVoNwyCTON/Ya6DPVeNY2ZHDfNH2gh8AddhYA6D63E4no2Xv2kP3t46gYeVFKElxMZgZ1LsN9FPoyjq2eXjdFKEofsuEJWfaeSnGFhCAIb4XPckCzLRfOjsznEQlMuIqjFQfwgTttTezR9po92y8fiDh2E7DlonT8L1PDz3p8dx6TVTeO2vXIZuu4d99xzEyRNdBOslbN19IZrTW2CxbWivSHPhwHex7YIxHD/4OI4ffBy7Lrtcemu2TiLoS9YmN8qRZpbkel6mz9RXfWDS4uWzC83uNYCQMab7dYHvY3HuCBjjqDYaevI4EWcYZwOgCShgVuVEIrWk9PsN3k/MdA3iul9HpUx6LS2cZ4OlRzrXQMkw8i5E5sw8clKhRWbhMW1QsqTIZ4J5oEvPj2V+zg+IPVtxvqS5uTjnAe9UFKHD5AQEDgwVkwMyu/MYQy1JMOu6qDCGi0olVDnHS5wy/umTD4DbFQ14Wm+kyk/EyozCIPMhJJ2PeXOieWVJkiD0Izz6wyVccd0MOqsBVvo+3BKH7chZdy9/00X4u3AN88rnsxPHsoypLMMQVeUJmFmdEpubWRvNeKMenhaVG6SOIvlBUY+vKPLje4ZtuxFj80xYnAzQc+0oe+VAZmr76fYRuy78RgN+oyEtxRRDcy4M8bKbtmH+0Ii256IsZ/7wITyx7xT2XDUBx2XYc9U4XviK7ei2A9z3jQNYPeVids/FaExM6myoMtrAjuVT6Ky2cPzg46q8WdEuLKYJcSxSOQD1mYC0V2RmJWa1AMjdgI2bOJUMiTzTabV0FYKGxcbG61BWl7/Bm56gWZF1MSuTgA7ISg7MYyKdYV5fZ/48DKQIeKlsCQB+Qd+saCaeCWJ6AWEAav46mmVXOod8pkfbm/s9H/954pwHvMUwgm8bLvpABvTIwZB8MwHgp6tV3Pc/9uHoY2t42HFQGknwiGejtbSOya07jA9zOqsLSLM9MsSN41i6wcciU893XBdhECBJBGyHIQpjLC/0sOuyMWzdXUevHcB2OMo1B7suG8OxWQd3Lq7gqMHKHGBkZnp3KWHFBDJTe2eWJPPyA6C4lEm/b8Sk3AjozKzOBEYTAE9XDj1dmOcVc5aRWQzrHUaeh7BWkoDnzcvsLgyx71VjaH7sMEaqHdy7937M7rkIE1u3oTk9g/3fm8fdX70PFz9vEkceXVEzCau44toZPLFvGY/96IfYddnlGKlUUB1tgHNZRozjGFt3X5ixBjOp+ZmfjSzO7/WyIGAQQcwqA5UpgcFMxrzpy4GzTfV8eV0CNbWBQG2YybJJvTf1eFS65I6jReRxLDJZnQkAJgFFW6fliDgmYSUP7AQ62nptSJj9yrzbDV1XWmAQ09IUl5O7yrBeadHPEeR1P1vWYudZmpuLcx7wgEERuQNJ5dCOKpaFSz0PV3geHrlnAbf/xQ8xNbsdMzub+o3fWW3BcaH7DSQXqDakEzxp52il7Pe62j6JMQ7bIYGxGFiB2o78UJw80cUV102j1w4Q9AWuf81OhJfX8DnVtzsVRVgJLcCfTYXlBHYDP9uwhCzrkByBBrqaM+50lmcKhYeAHYUJTLQtgZZwHFiMbTieh6LI5JkefzKgl2d0kgzBikV2gnouYs7TsT9q9E+UJNi3vo6Pv+dqfPR3v40X3TKLH9x5ACuLB7Fl1xUAAM5dzB1oYWJLBUFf4OBDfbRXbJw43MWWnbsVW1Gg125rqYHOJtT7wixfUqXAnMmWBzp9zCJGLGK4ZhanbtquksQAEsRMv8mNQnpl1tT+i629TPcRyupScE6Zl/RKdHYb2YSZY3gyfbDceZs+m3Ruw4ghpv2a+TMdLyCBmzGGEeUmA6gFMWfayECIlJG5kam0CXaW+rwzxuBGEc5GnC9pbi7OecCrMIbQcFChcCwLDgCPc1xbqeDfP/4Q/vneBWzZdQF2XXY5AJnBURmpOtpAZ7WFwF/XK3EpEl/Tq2LGuO6TAIBQYmAJdMr0V90AASCJLQS+gFeW06NPHe+iUnXwvBdvxcTWCvbWQnxn6SQe9/uYU+N/4M8OOKlkMr2gCUTloWW9QjG2ccPQ8+A2WVqMGdM3NWHYdCUFYvf8czf6GRjMyDbq+8UbsAMJ9GLGwHMZqt5n0NAuNSfYEdgIMMo5/rS7hO3TZTSny/j5t1+Fvh9hZWENj/3oOK5+ycsQCyk1OfXow4hCycTcdsGFAAwCRhyrsmEe3IxeXclDrTmuiRaMc/jdbobwZGZ0sZIAyExHZlbNmZnM5AHOuJy6IOKBXjMgp3xThH1fTv8g8ohx/Uwh9enAzlHDjDnjECq7MzO7opKrWTKMjNmQ5KdJJULaJ11Tc/Fghjkl3fU8rdOj75ShljwPMGQZQojM+QlVIicTb7IbA5S2L3dNTYszi3FwxuGepdE61tMAeNZ5wHv2R4UzdApswgDJvLy5XMUXP7EPT+zrYvtFl6i5YnXNrnRLaiXOGKpoaH9MWTqSWpuJrdtQrtYMd4wgo61inMHv9fRKn5r89WYTjHOsd7tYW+4AAJZO9HDx1ZP450ofX19tYz4MMRcEmCetnUlSMb90abOcmWdHZUqzlGlmbxvR9imGAVeG4s+kDg4AbDV6pyhOl70N092ZfyvKDJmIkQgxMFkh35PMH0tQr6M/2gBYJHuiag7e0eoBAOuocY7f+T+ei72fAx75wRrWllewdPw4LnruT2kAInau3+ti/vAh6Y3KGJrTWzSA6GxDAR1laEBKFOGcw6nVdGnRZE/KkpoCSsbBWFZzxjhHuVqXhgZkhKwAQyALWqQZddy0RJfEAiBhO+Po+/7AqBz9fCMLzYvHzWwrT0zJZ1nccRGqhYC5jd/raWATuUwqPy9P///Ve4YqMHQcFuNwHAeAo+fcFTmhEMgSiEUGMBJIkqg8P6aIwnRpodc5WxPPz8fm4pwHvK6IESVWBuRGOcekbWNbzPGvtz2Ch763IHtz6gOcp2EzzuBy+bukagcZvZIQQruoBH3JwgTS3oq8uQld1nJcF165rFfmURjC7wJe2UZjwsPcjI17Tq5gPgxxMopwIgwRrk+mtmF5sCPAM8BOA5kBbECxWHyY3m5Y9lUEijQ9fCNCismwPJOSZcZRRYFdHhTlOaSOLXk5Ah1zPrvr12oIKmXAOyFHAgF6pNLR+CE0bB//nPTAfKYIJi5mdu5WjEj5f+60Wuir2W5WSdLDy7U6WkuL6LXXMLNzVwYcYpVxmXq0KAzR931UajX4vR78bjc9duMGTc+jgarVRgPr3R5GKqmkwcyEgOJpBLLM7maAoaRcXAAJalGctQgztYFuKd02NMT86TGnJBAzYiFgu65mnmqhtlDOJSJlOCYihsXZQCnT3JdZAqaSbsbwGelA17xQPjsCKFc+VdesyBdT5M6X+ny6DKuOK4oFwn5/4PnPRJzv4W0uznnAW4giTHNXe2cCwBjn2MkdPHDPCTz2w5MYm9yiG/VUBqFIRaSqfBLHsOHquV+9dhsrC/PwKpUBMguBomRzpitYWkWTRkq630tG5hXXzeB/djp4cH0dc4qVGXa3SaAjVqYuXZrZnV0oHCenEerd5Xtz2oGkAOyKQNKMPGhxIfTAy4TzTB+viLBC220kNM+DHZVNzeexOJYaPCbLsUWRHzUUM4bYcREZ/2uwQI/5wdJPA/4MDnlfxJ3tNm5x19BfT5AkAk88GKI5PQPGOSa2bEO10cB0vENnZrbjYHRiEltrF+LQ/n1aRhDnsgIqgdPCqbvaQr/XTfvBJkDlNG0jtTpGKmWUq3U5pUCBlwk+iZDDZ4uGq0qQ8BCGUjozUqmAOw64MaXDMiYdENjRNvkgUI1E1oXEZJ8CBW4pBsEmNga1JkVAM2RkEONc+3wWBYE2ZW3yuNyMIbdZnjRBjpxjpIUa056l5vFzzmApc2qq8tB7LegPl0c8nXG+h7e5OOcBb5vjoGHbmA9D+EIgVGN/tqwD3//3OXC7gXKtph3igSyl2oZiXKkPhFtKgVFuw3SZkwykM+UrxtWNcF17DJr7J8eTctXF7IUN7G8Cd53sYC6UA12T3mzWENokp6jBrvLGPwh2JlHF7N1lenhxtpeXz+xO54piZkxFPcHNxunANV/GLNIWStuwjR07AOiyqFAlPRbHEMRwZQFQPpJhvXILeNkvXIil4z2sLfu46Q113PmFx7F0vIel48cwu+diTGzZpt8LAGVQkqSU14SZPSYJnAyLR49mbo5yQRQPAI7reWoe3VhqGQajbBqnC6k4FnALmIXCAF7HcTVY6mvJGdySHHOlHVQMQkqRJo0+H+Yw49TImrZJ/7cm6AGqchKkjjN0HGaYYJcnouhzU9MRCLQ4oL0tTSCTVZog3U5Zp+XJKEnMgAJiFWWSZm9Qg506NlNCcj6Gx8/+7M/izjvvxM0334zPf/7zz+hrnfOAN8qZNI42piTc6Hn4wn9/AKfmI0zNNmA7rszQCprf9KGyFDnAYixtaHNZFpqc3Y72yjICfx2RGvTp8iwpQdtF5foaZlz+M9vx3uPHcaDfT/0x82Cny5c0CSEckArk+3ZMpOAHpMBE5U9zIvhGkoI8GAnHQeymer9hk8k3G8NIKsPKmIXPD4OhsonM/oj+7/tgQQBhyjrsDjD1DcDuYE+phCu9Efzjnz+AMIwxOlbC978xh+WFHp5341acWujh0P592Lr7QtSbTS1JAaD1bVT6NAekUombxkf5xkTufKWAMsFSuYKRSllndHltmUn2oCAQ5cRCJLF4LAaAznwugR6VUM2szXyOiAUS9d4GVKanNiWGKWVmZCFGgGyWPImsUiQvyAMdLTjzUgHTxFkfX244qwanHLDlfyfgkvsjElqQ6asCaVuDKxel2AThXDb4TAaznoaSpvWTyfDe+c534ld/9Vfxmc985hl/rXMe8KYdB4tMEldmbBuXj4zgK+/7IY493saOSy6FV67AUlonsmaynUF7oFJuXEm+bBMqWyi6kck3P1f9mliv9mliNW1LK+NyzcFdnQ4e9n3MBYHs2XX2nAbs4gyIAbJEmc/s6PdM2VLEG4KdycLcKGLGkDhyvA6CQA5W5VwfF8Wwvp2ZEZqgSlkYPVc7tBji39OxQPPAp/fHuJ54bgkB2/cR1kZTAT8LAHcZY6U+LvXqqH3yKCYvuRGBKllVRoFao4ujj7Xg92xURxuZMjjdtNeWT8GrVOCUPDjquOWUgiZ67Tb8XhfLC/M5fdmgVEHO05vUpJQisbNZGuSMI8oZTtO+IqOfZwrXi3p+JrMz30ej3/PbUqnefB6VVuXUc5bJDk1ANAXwBKDUj6TMMu9sYkZRhgYgQzLJ/32YZlH/nCPHmPcJxph2Vgr7xvU2xgadrfFAz+aS5ktf+lLceeedZ+W1znnAWzzSAQfHToch8AW+8qWHceJwGxNbt2KkWtPbCSH0TckEu3SGnSQapA4UaS+AcYZyXJd2Ud2usVqXjDM98kT37bI9jCgMcdUNu/AvvR6OhqHU2vV2DGVjWqGVkR2YTMR81pYHNHpOxnWloGdnAk6e4Wj+jf5OptS0lXWale0AyzJnO2aWMId5bpqhj73g+PRrEmmEM8Suq1mlLI6B2E5LxQDAAkw7DjzGEAaTKNdqaExO6hE4gFzxU9lqpFbXllZxHGu5ilcu68GjJc/DxNatAIDW0kmd0ZjludS8QL5nqo0GqqNjmakGRTdnCk3kACDilBBCXzSXMXPtOdclUO44kiiiHII0sUaBkMAgCcbMAglAaX8aUGKOzmorI0qXxyggwhAJi3XZlAEDEgdAAhzNBTQzwY2yKD2nDtDTHAgYSTpgslHpd/MeMHRMkaEBzEss6HjzRtnnWnzrW9/CBz/4Qdx33304ceIEbr/9drz+9a/PbPOxj30MH/zgB3HixAlcfvnl+PCHP4wbb7zxJ3K85zzg9TohxHqAJ/Yt4+H7FjG9fTe27kptonhu9ZZ/w5ruF4wzrU+yHSddkSoWJjk2MM61dZRXLuPU/DFU6mPatxBQWioRo+/7GJvyMPaSKTx8/Di6QmQyubxPZhHYESDlszoT8MwMkMgsAIb27IrAziydmlnXZkkumwkT3IrYmRRFmj2hMjayHDO31+CpwM4E1ajkSVkCXfPeDqB8BDXGMOu6OPrYPtSb49qPUksNVOnaYhyVWk3/T4VaFNmOi9bSovZS7QNYnDuqb9Z5T1UgzfAak5PwyhU4ngfHMcbmbKInFIaBBgnuOFqGEBWwKSnDyoATM7NIg1QSC8Bkvhp/N/cXDXktxrhmXgKpvR6BpZ4fGadTxfV7TGVLTsnT/TIzOC/umTEAUJo7zcTMCfEpk9PP4RzcccFz2wybvD4spJD+7PTwflIszW63i+c+97n4lV/5Ffzcz/3cwN//4R/+Ae9617vwsY99DDfccAM+8YlP4NWvfjUeeugh7Nix4ykd75OJcx7wlo53cfShVSweizA6PqU+OO5pV14k6KXtXIMFxpgENJptRx++ck2OC8qzPNutFjotOWnaNajftO/GhIeHfR+tKJJM0rxdmMruTLDLZ2csDMFVGdHcBth43E9RDDAjDSChx4CNNXOni9MRYywhgFwPbzP7THKgZ54HfSewI+1gNOKlDE3ltuJxgXHbxrWVCsZ/8RI8+sOHse+7yxif2apL4aT3GqnV0ff9jGjcnHywvCDlDkkco9Nq6Zt8HjwBCSDEFCZv1nzJMR9mmdFkS9LrpBq5WAMRPWayIWMDSPR2jINz6eeZ9441WacmQJpZD2WJJqiRR6jf7ULEDCUlcbAdRzucmNdEH9+w96tITdvNMEuKJkFlYFhsfiFh9N4IeLnjgsViYDr9AMDmj/kpLP7OJBh/6iVJuiWura1lHi+VSigNEdC/+tWvxqtf/eqh+/zQhz6Et7zlLfi1X/s1AMCHP/xhfO1rX8PHP/5xvP/9739Kx/tk4pwHvNWldSwv9DBSGUN1tKFLOjxX1jF1OAR29GExqeP0YY/CECUa7Ko+SH6vmzLYaJXKOCq1OhiTehxaAZPNFACMzZTxRBAggjSwzoSR2RFQmWBXxMLMbLPBXLvNZmUbEVE2IrrkY7P6OwK4PKCaGWX+uPJ+nOZj+vk82xcUyjhalCxpGq1m4aFxPy7yPGxxHDxvZATTN9dw9StmsXqih698cj8W545iZscurdFkXMolTE9K23UxUq1pFx7q7QKpUBzI3hBNkFtblibWpXIFXJXeCNBMsDJ1annwioXhtymEFLzHqqQeUiajABfAerc34KpC4nR6j4dBqAEQSBdtZrZmEm+I5WnxlKwDlanRZ8F2XTglL1NqNcuMJBugz518XVObGA88RhGFoS5r5iP9jLIB4DIBzQY06UZPVy/QGALQpLX8fp5NsX379szvf/iHf4j3vve9Z7yfIAhw33334fd+7/cyj7/yla/E3Xff/VQO8UnHOQ943GZwPRurp07BKxMTUzHWcjdE83fTGFqXWoTI2DpVRxtSbC58RLmRJOkqVwqWO6strHeWYTsuTs0fx/Wv2YleO8SP75nHNTddjrvDNmxIYTzsjtoJZXdlzcYEcpMMciXMIkeRjcDOBCwz+zH7Zxxpn65odp0JmuYxUpggkwc92m9+W3rtfGwEzEUZZ5LL5M3sLqjVEFYqgLsoReflI7Ca38clnoddrouX1+v429/6HrgdojpawqkF6YE6s2NSW4WRDACOg5FqDX216PG70r2/XKthbfkUIgClIYssmS3FKgNTN/QMQLqZCoMJekVhcSZ7bioLY0j7dCYhJvB9iG5XO4nke3sEdiRSB3K6uXzZ09iOjs+URVCplezA8oJx+vyRxReVE0nnRsdJr5+PgZKjAjQIgSTmmWOXx7u56kSs2L8izIIrZaTm5/5ssTLz8XSWNI8ePYp6va4fH5bdnS6WlpYghMD09HTm8enpaczPz+vfb7nlFvzgBz9At9vF7Owsbr/9drzgBS94Uq95ujjnAW+k5sIr21he6KXsyViAxRzghk+f0XROLaB4JmMD0rIQgWfQ97W7Sn50SywEIvVhnti6Dccefwzt1gIuvnoC93ztCK5/zU780u9dgyOTHNFKAk4DaVmQljWLxvzksrMiHZ2Z3Z0uCzPBzZQA5OfK5Scb5IN8Nc3S4pnEsMyMXs+UPZzJvq1YIGHZsiiJ2MEiucBwl4H6Q9jluhjjHB5jeO3oKL517Q3aH3V6h/w/93vpe8mGMbYnjmXmooglfq+LzmpLHkMeiImOH8ewYfTIoG6mrqvMjdOyIIGICXYiDHWWZj6ev7lT9NrtDJhYKnMpGRPLzdKluT/Tt5LKlOaEEDqGkgHOGYBAOlInCkM4JQ8lA+jMcBwHcZx9XDq/nJm+rYh4kplUwXnG/quoT1dIDjK2M8F/I0LRMxmy0vDUJjPQ8+v1egbwnmpYuapVkiSZx772ta89ba91ujijK/T+978fL3jBC1Cr1TA1NYXXv/71eOSRRzLbJEmC9773vdi6dStGRkZw0003Yd++fZlt+v0+3vGOd2BiYgKVSgWve93rMDc3l9lmZWUFt956K0ZHRzE6Oopbb70VrVbrjE/QsRlsh4Fxa8Dqi8JkWA2jPUdBIMuQsUj7EEL1NRiD47paeEzMO01QUavnsalpeGUbJw7FGB2fwo/uWsMT+07hUL+PKmMY4xz9OM46qKgg+jwLU7cUs5RpRpG8YFjkmZH5YDlfzPzPPAw1MBYBK4GkUBol87F8nA7MirLGonMZILwoGUI+Es7T3l31ALZUuphVgRiP6wAAIABJREFUTF0/jnGo30dntaX7WfR/pgGoQkjj6M5qSxuJE1PT73V179bvdSEMkkWiekZWTt5Cr5EpieV6dxlQU+XJ0PchwlB/kVk0/b3bXkPr5KI6l1CXC52Sh5Ln6fE+BHJE1MoAHC0CmZz7SMdBWR2RYzjjWTBQJUPX8+BVKrpiwhgbKDNS1jSS204IoXtww8YAFZUXTXaq+UXbm707rpxXvHJ5oLxK+zK/D3tNfS7GdTsbQbKEp/r1dMbExAQ455lsDgAWFxcHsr6zFWcEeN/85jfx9re/Hffccw/27t2LKIrwyle+El3D9+8DH/gAPvShD+GjH/0ovve972FmZgaveMUr0FZ2SQDwrne9C7fffjs+97nP4a677kKn08FrX/vaTB/tzW9+M+6//37ccccduOOOO3D//ffj1ltvPeMTPPDAEo490UGtMa5WpAU+kLmbDK1cs8NaY/1hJ92VrTwxCQB1M19kB1bSTcsrV1AamYSr+hdhEGDr7lEsRBEOBQEOBQHmwjC1EANAc+2A4lJmUZkTwKazO2B46TD/PDOTzGeTRRknIEEl8jzJjHSllVfMWOFr5jO8/By+zQC5aT+mz4+nQFj0ndxVRjlHg3Ptu/r1dhuLc0d0Vq+F3SpDIYDxe110Wi302m0sL8xj5eSi9Nfs9VSvVgIQZXWWAgCeuymaGZWp9cxPQDCD9h2Fge4TdlZX0Gu3sba8jLXlZax32jr7pBu6CXT03pV9a1dXLwggCOwszvRxjCjSjqWeT31G80Zvu2465FWJxEvlCrjjoqR6lXSuJplLyxpUZUX61RZr7IDirGyjyABgHEOEgV6oBMo0mxihw55/utd+Nvbunu5wXRfXXHMN9u7dm3l87969uP76638ix3RGJc077rgj8/unPvUpTE1N4b777sOLX/xiJEmCD3/4w/iDP/gDvOENbwAAfOYzn8H09DQ++9nP4q1vfStWV1fxN3/zN/i7v/s7vPzlLwcA3Hbbbdi+fTu+/vWv45ZbbsH+/ftxxx134J577sGLXvQiAMBf/dVf4brrrsMjjzyCSy65ZODY+v0++oZRKzGNwmACuy4b1SUXANotxXRKL7IpCnw/o0UyWV9ETKDQZBR/HeSdSfZJZs+Ctuv7PgK/iz1XjWNp/gQO9Pt42Pel4NyfMUqaNuT0PnXsuQ9SkWDcJKpkHt9kefJMMq2NIp9pUZn0TMqd+b6cSUoZ+rrq/2WaRw9IGhxHMUFVhmd3sCrk4FfbshAmCeaCAFvWl7G2fArlWk3r4DjnCBRJAwCckoeKmqnWWW3JqQeui157bWAsD2cMSRyrCQY5SYIidtAkAc453NKIzCYNATcALTMQQmjXn8D30Wm10v4YY2o/TJcxSTeaJ5cAMmO0eAo+ge9nppRTRhQLyVakKobrebJnGad9wIwxQwb00vMlKz66NuS+Io8lVv6VYmAMTz6KCCx54MkvRM39FZV/I8hyb6ZXKbLHkTJAs0Jzi3GtvTxbYT0NTiv50uNmotPp4MCBA/r3gwcP4v7770ez2cSOHTvw7ne/G7feeiue//zn47rrrsNf/uVf4siRI/jN3/zNp3SsTzaeUg9vdXUVANBUk5MPHjyI+fl5vPKVr9TblEolvOQlL8Hdd9+Nt771rbjvvvsQhmFmm61bt+KKK67A3XffjVtuuQXf+c53MDo6qsEOAK699lqMjo7i7rvvLgS897///fijP/qjgce3XrAHIyVXa6RM2jSZOJO1E/VSiMVGq9J0u3QVTRmgfCzOsNRMq6goDGUWyEe0LicWcrW/4+IG/rG1gkP9Pk5GkZxkTl6Z9IUUxDYTNM+ObgHmz6IAaBLOMwNbi4CoSP+2GY9Nk6RCrMs8scb8e/618rGRDIJkDAnnumeXj0yP0rwW7jIsFsGPOR72fTQ4x+jICGZdF42ZCyTYKXCQCyCm2ZSMMznR3HFRUo4ogFwQLTOmJQnUH9Hm2gr0yOzAvGkTiBBDUx+/oYOj9x0gZ9lFjKO72tLZEt14zbl12tWnOqw/Y0gCSIOqyvzkEWtmXvTZsJic5m4yKM3emGvo7gLf19MFAEcvCgngzCqPSVIpCnNwrH5dddwZD0+zlFnQyjC3M4Op64bc/szXp+eY1yKJBcQQFuczFT8pp5Xvf//7eOlLX6p/f/e73w0A+KVf+iV8+tOfxpve9CacOnUKf/zHf4wTJ07giiuuwFe/+lXs3LnzKR3rk40nDXhJkuDd7343fvqnfxpXXCEnQFOttoiVc/jwYb2N67oYGxsb2IaePz8/j6mpqYHXnJqaGqgHU/z+7/++vtiAzPC2b9+uPwBxzBEz+SGj0Ca36rvf6wLqQxnHAtXRhr6xAUCsSQSh1iylmZ1c0dFNhRzvLcbglcv6JuB3pX4vDNbxsp+/HLdHAVpCoCsEkqCRnW1n9PAABQa5Dx4NNR0WBIBa0+Z5GnBiA+i0fi1fotmAybZRWXHYtvnSq7n9gIwg99pFfcb8c/O9u/y2wnEgXBdhuSwnJdgrgN3RZcz22i60AewqLeLt9XF8c081Q3AwMwX6nwe+D/g+1ttr2e2G9JVomySOEQYBHNdFHMdwSxLkbFXyI6cRciMBJNCFQTruRgipZ4vCUIMkMR5N+QP11/xeF0HfR7lay2QvdEyAAkee9vBMMM4DAIm2GZc9QRqdk++BEQs0gnSo4dzTY3v0/8cg0pgMTYFi7Zz5XV6bVD9nHkv+2hf9Lwb+TzlSiq4GiawAncA1jmMlUxmUm5zLcdNNNyHJDdfOx9ve9ja87W1vO0tHtHE8acD7rd/6LTzwwAO46667Bv52OlZOUeS3Kdp+o/0ME0fabmpYC1P/lCtPyDJOSjohwLNdV5VrhF6lU/Zmljd7HTXShXHEwofFGMK+r4bJxjpDCPo++r0eRqo2kl1lzC120BIiM2G6COhiLsBNlwsxKEGIGQMUsCZCzofLZ4baXkvtlzKOGOmUc0sIbbtlRpH8YFiczuw5X9YsJMzQseVKmhvtc6O/kfYuLJcR1OtISn3N0ORQkhB3GYhdVBjDQ/cu4ND+w9i6+0I0JicRhSF67TWD2ME0+YEiFgJRryeJLMpmDABgZFjkZDJgQ8VTWr4Iw9QthXEIhJokRcQTOh4AqI42UK7VMws0ovtHYQhhCNrpBm27bqbUTqAFZMGHwM0EHXNbM2jOnQladCwl9dpkmE2l+vyQVPrNFIrno2jWHl1/WoRuNvKgPwCMuf+vKWvgyhtXl2SNbPOsZnjn5+FtKp4U4L3jHe/Al7/8ZXzrW9/C7OysfnxmZgaAzNC2bNmiHzdZOTMzMwiCACsrK5ksb3FxUTcyZ2ZmsLCwMPC6J0+ePGN2j554YKzSAcgbkFqt5d/kXrmMzqpyb1dCUrpZ+b1uZiVHId/w6aRzx5U9GBL8mmUWZlx1P471l87qmFqZskDS5gFt9gwAVsEHqQhAkhzwWbHI9PZMYgkAIAy1tICHYYb8caZgR7HZXt1menNPJkhsLhxHfnkewkolFZtXDwDlI3AsC1XGcGndh2P1cVGpige/Mw9uC9x/1yHsufIaNCYm9aIlMFxVTMISIMuX6U1dRsb7kcUaZEin5pUrksjUl6QJKkXGQsBROtC+72O909YZHQCUazVURhuoNhqaSELHJIQkZGiQE0JPBZGidKZLsfIYpdWZvFmnA1yL9G8m6QQY7EcCAFN9P+ox0jHTsVHke3RCXaoi8NHb5cqZm4mN9lf4GpvYVluPxXF2ATMkw3+m4tlsHn0244wAL0kSvOMd78Dtt9+OO++8E7t37878fffu3ZiZmcHevXtx9dVXA5Bq+29+85v40z/9UwDANddcA8dxsHfvXrzxjW8EAJw4cQIPPvggPvCBDwAArrvuOqyuruLee+/FC1/4QgDAd7/7Xayurp4xu4c7rtEzyEYetGxA37zWlpfRa69pJ5Wg72sSCz2X+g0EgqbvIOMcdrmMdqsF8tvURsNlG83pMu7v9dCJY0RJgojKAsraCnYnFZ5jMNsywyzrWULIvl1eUA7Zk7BikSlfmkSSPGiyOB7wpNzMcQAbl0K1YwqGTzYwY1jvrsjXk4L6eGQSHXkeIs9DQKXM8hNSbO7Nw7J7qHIHDc4x67qIkgRXjIzg+TfP4tJrprC/76N2tI/P/Lc7UK030ZicQnW0AQAQyl6OSpx6BJDK9KnsKQcEp1kcTc7wypKCX67V4JQ8TXbo+z766rkllcktL8zr9yM9x3YcVGp1OMoZSJZCHZQq8juV1snfknrKAHSPT8/nUxpCAil6r1M5MomlAxEBmP7/MHZaMInCQGdyFuOwjawuiVkKqOqxvIQAxuNFZcPNgFORaH7YNmYM6/XFQhSOANKL6wIHl/Pxk40zAry3v/3t+OxnP4svfelLqNVqup82OjqKkZERWJaFd73rXXjf+96Hiy66CBdddBHe9773oVwu481vfrPe9i1veQve8573YHx8HM1mE7/927+NK6+8UrM2L7vsMrzqVa/Cr//6r+MTn/gEAOA3fuM38NrXvraQsLJRuKWSyq6gdT/m6pIBmh1GK0ZyqV9bXs7YihFRgNFoFSDjsGI27W3HzTqvxELOywtDTG4bwQ2/cyW+sroKP451/yib2aU/x2y400EhCcUAkTydn56jPTjpOgSBnnhgmR6cgPak3IioUtRDy0e+/Hom4vGB0q3xukXlV9LeEdiFlQqikgQ9eIup2NxdRpUxVBmDxxg8y4LNGH6pOoZ//PcfoTpawu6tFcTTHL/+iRcDJ3zccdsjOPDAIczs3CUp/G46V468MgPfVyxN2ZuLgkAzEmlRVR1toN5sqjl3MmNyXCfTowOgpQ61RkNLBvTwV8fNGDXrDAzQMpqg78sSOOOQM9xc/V4vYjgCUvhNC62UxZyVDujn5XprtBCk4xciBudsYNFJx8E4ZZihlnyY76IzBahhkdfGbVq8LgbZnRv93SxznzUd3vmS5qbijADv4x//OADZqDTjU5/6FH75l38ZAPC7v/u7WF9fx9ve9jasrKzgRS96Ef7t3/4NtVo6iufP/uzPYNs23vjGN2J9fR0333wzPv3pT2dWjX//93+Pd77znZrN+brXvQ4f/ehHz/gEg34fnusMiFxNr768xRDjqflvp9UyVu7U1Hc1W7PXXsuMQqExQ3Es0Gu3UW+Ow3ZdTWxJkj6e88JZPLi+jjnFULMtCx5jaFNmF1UzoHc6oCkCPeRKj0VSBSALmDwMMyQW/dwhr1/k0EL73AjMBuy/NnlTKJqeQI9lmJ5MTjMPKxX0azWE5QqEK0uaSamf+mYqOzHPBDvLwqzr4pN//D2URrZh7+fWsLZ8MM22PA+ABKu0jB3okiYtriRt3dUaOd0nU4shEjmTHo9IJdxxUFK+06ESta8tn0JF9eeoZGmxrEOIVy7r0TlJLBD6PhJ1DDqzVO4mgJQK0NBVwCj9q3OwVDkcyBE4jDJixoEo9x7Jg1sx21JmfdwASUBNPhiiudtMGXOAbcmzPVNTX1i0/ZOJ04HiMx3nS5qbizMuaZ4uLMvCe9/73g3NRj3Pw0c+8hF85CMfGbpNs9nEbbfddiaHVxhh30fgyNMs0ujk3/TpDSAFvbXlU3KYp7rhAPJDFHTaA3O5/F4XiWJsccdRq+8KoiBAZ7WFLbuquOaW7fiLpSVZzlTPrTKGJbuHhHw0gQGmZhG70ZQdANnBrVQyNGfmmVmfSXoh15TNZF35bI4yKNv3N9zHkwW6oueakb8mBHad6RkElbJyVIkAu61BjgDP4wJV5sgsT5U0/89SE/9xyRr23XMM2y64EBNbt+nSI2Mc3faa0sGFmpjilctgBFyOA8aZyvYYeqrcTaXuerOpF0+WysIoTPG2CEO0Tp6EEEIDJpTcgJiYpN2j55jvUSAd1Mo411kkkB0bBKSLPppjmCgwGwYOqSg8GCCd0HkVEUfMhaYQMZBzTxnMAuW5CDJtVosGM4oALn+sw7bfLOgNY3Tms8+fNPCdj43jnPfSNFehtjJ61WQVpSsa3J4+KLK8OVKtyYGefY5SuQxhiI7NESlhEEBEEbidwHGrStOXitG5nWB2zyi+3m6jI0Tat4PM8qqMoU0javQBuQASOceNSo4GSOnN1E0gL1GQAAAAjs6ICJjyZs/5UmhRmTI/kTzhfGAKeX4bs19o7seccL5RbASU9HwipSRMljj9RkOCnZMAdkteU9Wzo6kIVnkOk7aDCdvGjONg1nFw63Ebj64uYXy6DG/kFGIRozk9A9txUK7VdGm70ze0mEGAQGnzyE5upFKB3+uh01rJCLxjIdButVBrNBDH6iauDJ4DNY0j7svFUiyEnpquJQIESLEAqESnWJ+B7yugCTTgFE3cZpxDGGV8fZ3jGBgi3B4GCNTTo2MywY9zNkBOKQJHfT5G0OvRgpBA3ip5GdZofvui3zPlxoLzILnEmfYBi0qkJoPT/P5Mx/mS5ubinAe8jFOCQRrIa6rIK5OCmJjSaijW4EcrezMIQP1uB+Wag147hIi6qI429Bve73VRa3qYmq3iBICOurFESaJLmh4Bnrss3VZUWTNmJTAU6/DygEFgIBwnzbZYOvSUxTHg+xrgTMF5kenzRpmVcJzM5PCN+oWF/5szZLHlPTiLSpzClT27fq0mwY5Kw1TCJLCrPiFBznUx67oYtzn+YMsWPPDtg5jZWcP8YUn26LXXZEbGGdaWlyXYrbYkkUkvnuQ508BfX1mKuWrOG/XdiLnX7/VQqdURMwG/19MUfotxlJTLyXq7rcuoeYYxOaeYBs9RGMIG0FeSGdLPpf2+VOB+OscRen5ec6afH8cDYJnv21EQ6JGeLvP/NKQP+ciDSBILRLGAU+IYUdk0LT7o/2CeSz426gGejsxSpFcsyuLyYHc243xJc3NxzgOeqUWiFa+Z2ZkaGrm9q1l29JzlhRMZ8goARTsPdK/G73VRrjmIwhiOK0kmRIAh7dHkthr8XoSZglU3IGfhOTxCSKAXNAG7gyR2EceuBidguCOK4BxhpZLJ5PKSAlObZ2ZZRdMEMsBpPEd7ZDourFhk+n9FUSQip2PabJhTHPKPmz8TIxOslwIegV31AJzKMczYDmYc+VVlDDdWa3j4K0cwUnNx/7eO49DDK6jUxxCFIZZOHEe5KnvQxNYFJJlkbIqjPuZiZWEZh/a3lQQg7ek1p2ewtnwqMxQYkO8f1/Nkj09JXyQTUuiy5NyBR7Wg3AwhYtiK+auBjEu3E+rRkVYPSAGF+n/Dbv6ZxWEB2AGDgm/z5p7X3uWPOfM/M23fCrI781jyc/LCUNJpqB9KMdRY+jSEFwIwmqZunrsG+A2u27AwM/tnOhh7GgDvfIZ3bkVRZkZBbiyupxh1Tjr8tTExhcW5I9o+iCyd6DutMrmdQIgEcRSm0xQUuIooQq8d4tD+Zbzs8iZmPQcrIkJ+2etZlgQ8w+MRAITtwhKeLEX6gz59LI4hDJACgNh1YcUxuEhZmTwMwfIOFKrfl3+MGI4J5xr0iuCJhyFslTXSc/P72kwMK51SaNYoS82gzczUBGin21Wz7owMb+IuTLrAuF1CjTFtFN3gHPxvj+JHR+UHfr0bgHNpOOB3uxqwojBEkvRRHS3B9Timt7sI+gIrC+uIRYLxrX0cfXQBIpL7KdfqmvBE2YjM9hh67TZ67TYak5O6ekCZWBwLhEEIv9eDOfKF3k9cAQtzU99KAkXHSY0W+r6vf2eqHC7CzY3WKQI7UfC8vBWYfCwuZESf9jWHZGlUbaFBrkksEPSz4nLG1cDgDc7NrOiYbQ16PREGqg/rgiNXMs3p7M7HszPOecCLwhCxYQvkq9W3abtEYZaO8r6AjHOcPH4MlVpd65+iMEDcVwQVWyCOE3BuoeQx9NdTc1nGORw3HSB65NEWnnftGOajCAthhChJ4CsCS2jq8UiErr6iqgvbl2QFAjGKmDHEqp+WMJ4xTgYGZ+blY1g/jcqo5L7COAcjdqmy1CIwHea5uRlNHpVczWzS7BPS/vP2YvQ34TgI6nUtdygp/VnIqlJcXj2A3V4KclXOUeUcnmXh58fG8L3Dh9Fe7aM2WsIFl9dRb5YQiwR+L0IUxohCAdvxMDU7g+WFdRx4YAlxXNIlyDDwcep4D7suG8PxJ9YQ9AX666votFoolcsI+z5EFGF0fALlWh3LC/OIhcDi3BE0p2fglSvaGisWAssL8+i119CYTC32iLQCyIVYuVrXpUvyzqSeIiDF4PS763mSiHK60t8AY5IXAh1Fycg+CUQsJoZmeoAh1j6DjCkWAhCpKJ2OtWg/G5UmM6XS/MJMyQkYE9oxhp6X325Y/CTKmQBgPQ09POt8hvfsD7MsYvpd5odLAshMP6CQK0uGqdkd2i5seWFeTosWAn63A9fjiKIEI2UbjFuIRZLaTqkVJXcchN10msOVoY37bRsPIuu2oj+mRFwhpqYaF2T6QxJI6SneKsMx5QcJEUcMYKKMLk/tZ3GswYxAhTI3k8BCTL5MFqaOpajUms/W8v6XlEnS6/AwBIJsFlo09gdIgdWct0eP274vM1Q1/mfGKcFjDCXLQo1zVBnDtZUKLlxOEL54C6591U743RBry30FcjHuueMwvIqDCy4fx6H9K3j4vpM4eWwd9ea4PDe1eJKAFeDEoR56nRC2I4+lUrdRbVg4eTxGpT6q+8LNaelKRLPz4jhGr9PG0oljerHVmJhUlYIYMUtv0JwzlKv1TJmdBtL6arSNW0pnNlLvcJjmjiIPbEksBvpuFCQh0hpWo0fJOdf+l+a+nkoMAxkT2Oh69IxRZEXbFmV3+e3MCSpkCKBLoENA7UzHFD2dcb6Ht7k45wEPgF7xAorRprVR6WgSs+Gc6qUcTWQhB40kjlFvjmN5YR4i6sIry0volW04no1SicN2GOYeX0V7RQIc9fS4ugkuzHVgOwwvf9E47up0sJ4k6MSxdl2RB2VIEqIqEJVldha2UhBT4EVBYEBZkiWEZnSSNs8EDLP8ycNQl0Qz2RkGs7Q8cSRPdNmI9GIST+j1Y8dFzBlsKk0a+zGzuryjSr73aAKrFcuBtDwMEQVNOFzAYwwTtg0b0jfzEs/D9Y8LfHXvw5jZKXt0n/6T+9DrBGDMgu0wdFble+fQ/mWIyFFszbp6r6SuKYxzuN4IXG8E9ea40rjJM+mvh2iM19LpA5xrQOIT6cTv1tJJAFJTV1bjhhgblB7YjivF5JxnspmYc3XTTxduRYu4oigCO/qeJ5UQEDpGBQOA6mc7mgQWhtIX0yxrDssq5fXMTj4oimE6PC3lUC40eSKL+dp58B92bLEQGSJQ/rXMsBgHe4qgfj6e+fj/BeANCE9pVBBLtVHpBPPsXK4oDOU0cyNji4WAW/LQX1/9/9h79yBbsrJe8JdrZebO2rt2VZ06dR7dfbppoBvspsFB8ELrVQnlIQ7C6Bh6h4gObwQqylwJAgxRuTO2hoIjcREHBdEhLo7oxUFHDQxtREfwatOALcireRylH4c+7zpVtR+Vr7Vy/ljrW/mttXPvqtOPAxbni6ioqv3IzJ177/yt7/t+v9+HtCddNgDUSBKB5bUe0p6EkBGKnPoaJWjyuhQRJqMKK1+a4Mb1Hj6xu4u6aVAp2WZzbAAsRWyztHkh89xlaF1kla6SZiMlGuHbijVZ2yskIoqkkiaTRMzLtuaJ4Tl4caBrpIS07iIqScxFEmbSBAdIXs7kmSq9XlGWMxIJWVaodYpKScQwekeKnzhyBL/5v30YdaVRFgqf+cgZTMclVB2ZTDpKMFhZcp+h3lIXxV9AK40aJWL4ZTAHbtlSmwVZACMJA1UdhJRuggHpP2n7XDwurYWYTBJUljQFmAWZmdTdygS66Pjuu8CAo6tk2UVAIfCLhERifTLDLInm5s3bXle5kYNPVxbKh+EuyprM91Z5hs5hdIFdF8jyzLhLbkD9RFoMEIuUh+nJXplLbMiafaTbOOjxdQF4gP/lJ29LWplzFhhnb05HI0cmoKnXdJ+xj1JYP9bHzmZuAQ/IJzXySYUbnrqGi2d3kfY0di7lrj6uVYP+MEGV1zj5qQs48QJjoJ03jV++pB9nJt332ZW2j0cRKeX+54BDwCerCrI0hBUCK9cbs9o1Sdux4LHI0Dnspy1yY6HHkoSBbL8oZFk5j09zLHC9Kt6P7JI9dGWeXgZK+9EpJJu0cTxJ8Jdv+wzqSkOrBuOtAn/3Z/+KZ3/nCfzTh74CVbez6gB0XNjTNmPL2gUVfV6EnRHnnHg8glTaTjFQyvlZ9odDTEcjj93n3H3S1AFhkeeOcdxY15a6qiCK3I3EoR4U/4LPo99ThhkCX5jZUebI2Z6c4exJFqRxUKm1ctKELtAjMkrY12sXp62Gdh4LM8y4pBSQ/T6UHRFE5gDzQGGRe0toUkGPk4JING2Pk84XEXbiJJ2rO7waX534ugE8b5WmtVd+4F/+dqBr6cqe9D9daOiLnqQ9nDs1xoknr2K8XWI6KiFTgbrS6A9T9HoS47xG1o9R5MpleFo10LpB1o+dj2YdAh4vaep0rgwhNHuOVNt3caNKKMNjbiuAJboQrV35pU8ylJ45jwtKqN7jLAklzOzCY6fnevcFpBv6PxTE0+0E2uHx0XEgHiOKp1gSxvA5jiL8zPHj+K8PfBmRMBm31g12Jxr3fOBBPPdFN+ALn7yArfNbaHSDKJIOpNqypHAlS5K6rB87jiMnbkBhzcTz6QRJz7B6efkTAPLptD1IVqpcXlvD7mSCXpahP1wBDV8luYGzw5OtRRkxi0neIKS0pUSqLihXfnTnhZFTuKXfIpIKgXNXhsbLmlzbRmDGQQ+AG31EUoyajR6a6YVp7c7XPJcUDnqUgVZWmhGCZwhwIRB6i+OgOsRfK+9xms9He45omO3ljCm6Go9/HHjA08qnKlOfgf7mminzRbWZXAVnzKu1GdT5mF8FAAAgAElEQVRZsItU1h+gyHPopkI+rbFxbR8XHgYaZXpwZVFjZZ00URpxUkGrBmlPYu3IEi48PMHRJy7jHqVQ8C94WNJkrivkttJVeCDCiSN92AizIrIjo795XI6Zcwh2vL/mROBkC8Uutosmq3dFyDblYKelJd/YvyN7YVJSohECdZZBLVVA/0FsxDEy62bzHzc28Luvvwej7QJozDFXhUDWz7Cyfhj//PcXMR3tGiBLDWmJ7OLKPEd/OIS2pUkAziB6eXXNZSrZYIDx9haqIvekBWbmoq0UWO9MXlaPk74xm7baTddHHu04IbuQEoUQkMkUS4M+4mnqeoKA+VzTmCH6JDS69dUMg4vGqSzHpQVt5tJOVgjJKrRfbuxAvXN6B+nTxnt6dVW5rNSbfrCAVOIeM+d20upJKYFe5pm4h/vZq4y3qISqlDZVEW/yg0JhgVYrhaos5j7/sQwhHz3p5OshGT3wgAcEH3C6uMBkA2XBrMS0sk4Z7ZBXKh1JSwiIhIAoBMo8Ry/LUJVT08MrNZZXU0zGFSbjCuPtEmkmsX6sj6MnBjj5qYvYnRoQnIwqFIXCdd+0gc8++CDypkGj4+5ypi1pNokRn9cw4CbZlzi0CAPaDCoUm3OWJy8t0v1ObxfIFLoYlo40I3wnF5fZifaxjWzlDHw7CkCsmMuL9l9H+PjwNVAPMARv8vfE8n3A8kkcjmNkQuA/HT2Kv/zZf8TOpRyNjhAn1rA5y8xkAXtel9fW3AU9zCB2Ni/CjPbpGxCx9423t9xziTkJwOns6PMX2XNJveGQaEKjf8LsgECR+kdKaVd2r6vSTUk376dyBgtUNgRKbz8AZkpyvG/HpxzwEi6xGPlEgNBKi3RrdJ/WGrD7koBX5t0PzX+RxRnfP+y2I6HnMkMXgVzY9/RbIe2x0BZqrRAngLAZpXLa3MrLdB/vuGottr848IAXljG01hCsT9CyNitTJkpTZDCOGuPtLVeKchMTpJkSLqREkedQtgdUVxpCRrjlWUewO61x/qEx1o/1DV1YCJy4aRWnTm5jeS3F7qjEM7/tWvzRpUs4WRR2+GvPgFu57oNevQzo2OvFUXBA4wQV+8JbkkoAdk2wlGukBJSeKysIMzfvefD7eYqVWTkY8ePg/Tt6fujlObd3SKVB6R+Tk2YIgWowMENeh5ecBu9InOHGNMXH3vY5TMcltGoM4EiJxE6z2N68iEZrRJYkwbMVwTK6lfXDoEGw5LgD+5nZ2dxkzj6MCawVkl7m9QVNxiZmMi/ad2r3TwBHfwOwCzBh5THG+q7Kc6iqQmrLn1QGpO2Yi7Fv9ryXJVibjZWuNDqjS1OBwXRI9LC/67K0pT69L7Db7wBVrRR0kH0CFWB7eDPsy2C7IVklDAJULn53dmnW/FopPdOHrKsKVYdJxNX46sWBBzySGfCZYV2lHa2Vc6uI0xT95aExg64qp+vpsxFHcZIgSVNURYzp2Gx7eS3FhYen2Li2j5uesYGj1w+wfqyPMw+MsHYkg1YNBqs9PPm2dfzdSo27tnZwoa6xq3ULdvRjwS6qIghdOcZhpBREWZoVfABQXZnevOCAAcDT7l2O3VeXNo76gpxRSfuU2gAfHyw7A8DB/673uADsKMNUaWrm3i1rYOVzBuxSYCOO8fpDR/Hm++4DGoEk7bn+F5Uq296MuYgJRsCgDK22Bs8AHLBw6y+aht5mOm0JvQmcQMoiR9bv+32pOdlHSH4goKLeEWDILElqCDMx2gs19R45OYUDHDEv+WTzUI5Akw1o2C0da8wYzHR+ukIzYOX7nkcYCVmfewGkY7tSpiklqiJ3ZdXLAdZFA235mDEOcnxf4XauRFzV4e0vDjzgmayOVl5meOu8D7Tp57VfmCRNzcWPlTfDaBrlqMeGjKKxs1kgyWqMtwvsbBa48ZZDGG+VuO25x3H4phW85+JF/P32GKfKstXd1cs+2OkU0LEHdqIqTaa3ByB1gV0IGgDrw5XdXpkzr5WRXfhtPDMLjyMEPSKaCACwF9eQoDKz3w6gA1qw5Rle1e+jWFsCVj4JrHwOyfDLuDFdwn88fBhvefXfGbDrZWgsaWN3MnEZO8/IlEdUkJ6xeEhAmVf64mxLgAhRyozmkSSF0d5juvph4SxHCgK9pcEA/WVTAp2Od1AWuwBMZhcHTNOuCz+3BJtn6EwAWFdlK3uwZA/fz7L05DsUWimv5MdfJ38MD2JFhnP7QhmBp0VkvT/+PP54elwYdD+dM16OdT+sOkTHTMdYFLkrKRN7dTruFsE/1nHVS3N/ceABj0KzRrmQEr3+AMV0gtSuWMs8N56YRe7IKnGSoLK2TNPRyPXzyDuzKkukVmieDWKkmUScmP+X+jE2z+4i68cQIkLv5mX89/EYnz1zBvcXBc5UlbETaxoUTdMBdqmXrTmwC4CJZt5RhAADtNmbAyzp69kirTwRd2gRNg/ogNkyKYFXWLYE0NlH7AI7LUVn+bOrhOqB3WCA3cOHgZVPAWufRLT2KdyY9nDb0hJ23/0AhFyCkKYcWGsztYDKlEIYcCLQ8wkapQde2stQ/LKd93ppbl2SuJFSQkqPFemVTnn/iy6+LjucP1qHZ0P95RWMt7fMiCBpsjsthB1DNPt8ntHRdkjSwMGPl1W9fWtaRLJsULf9Q1okUlZJUxMaPctgDEGQZ2ehLKDr9YfG1vx5BFzGC5d9h7jWL007s7KuviX1Rmn/dHtpZx+a264cS/NqD29/ceABrypy9JKBudiwL2VVtIJfRyiwX4rpaMc9bmkwQDGdIp9O3Ad8OtpxTDgZmwwt68foD1Msr6ZYXu1heS3Ft3zPjfjvehf/13SEs2cr46aiFC4p5ZxVtpRCkx+dJarUfQht9HB7Cc67gmdvHJS6+mo8QwudTLpE34BfyoyU8P4Oj2HhcQYElPDvsGcYem82UkLbzC5fWwPWPgWsfwzR+j/iqVmGpy8t4Q2jIX7/n/7FgU9p5SWAD1iREICdVl6jzegjIbA0GMxcwEgXRxMPALjp9gbI7Gvwqgxm25EttXvSBkbyENJYWnXJBAj8CJCKPEecTN0QWirTkj8nXZDjxJ+PF/adaLoHBz8hpTNVdhR8/p4pO4dPSju81rzmMtDmmfMoO8uZ8xxRzLmdM1qKbbdTqhAQavi5ndmWnNUFUn/OOxdBhhy6uTRKu+yaFthlcWVYmldjf3HgAc8IxHNv1UYMTKJyc2cVzkSrqwr1dGrZmwP3mP5wBV/5ly/ZcUANylxhZ7OAEBFue+4xHH/CEH+bFPi9S2ewxb4Quda4UNce2I1q0WZ3TIcXkjhwmYAHBJlfAHbuMXTBC1iYXbZlPAPjjiZ7AduMRm9OiW7etkLQJclDNRg4IXs56KM59CVg4++RHfo0bsmW8O+Xl/F9HyvxB3/+Ca8/J7lMIklQTKeIAVS7U0SRQK/fx9Jg4JiWVTlFMZ2i1+87s+j2cyNnMsB25U+ZRrvYSrPMkD8sYcYRLGC+jHGSYHltDWlvyZYHFYQU7v/CDnn1zo9WTsIgpLEt08rcRqOGui70UgpP/+beH05AYexIx0ysWG+NZVFNkiDS0plUk7Ce9wbpeF3GNKfX3OUIs6j82XXsfFsc+EioT2QX9zghZiQG4XHS9ss8h9LK6QmVtSusysotUsJ+5eMZV3t4+4sDD3gUbdmjvfjk06n7MLtVuSUs5JMJpG3200WDviT84rFxzQBamyxvOq7wDc86iv9n6xI+Op7gQl0jbxrXp9u1QHdJKWwrZcAwv84Me+WAp1Pf/ktIY4OGtmfWCAEJQGN2yrl7nvQ1dzxDCgkvIdDM/B8A5iOZZ7cI6Pg+Z0gwDIxVkkClqTPKdiOMhqeBjb/HNUfuwzcuDfETR47g0ttP4qP3F0jSFjwooxJCoioLRKJGb0mgLErIOEbSy9DLMqQ9I/zOJxO3QKIL5/qx4yCnHr+ctdseM8vqKISQDuwAk0F6+jm7nV5/AGmBFDDASZmDO1cdF1IHxGhHE5HnJgA3PmeGZWlLqJR98u3R70WOIa7MB3NBoe8UCa+bAFRDmRDv94VAy8u986YjEPB09QU7ySdJgoQmp1ellw3Sea1tFq2ryiOj1FUFVeRoCMCFhNIKxXTiFjjG+1SgKruH2z4ecXVawv7i6wbwAF6+Ek4bRY13uhiGVGohpZsyzr84g5VVqHqCzbNTpJnEjbes49onruAT+S4u1jW2lELeNNhioFc3DbYs0G0phWr3iA92TIYA+LV/Ai8qMzptG7NCowkDvK9Hj6stk3CG/j+nr7ZI69ZlGM2Pc56R9KLotAULsk4CN8fIJLAbXATWP4anX/dZ/MjGcfxQvoT3/Od/QlkY+7coInKDIViUeY7VwykiOcDFhw2YZYNl11srrBUVsTCz/sD2dhMcPXEDsn7fSlIqJz8w5cA269U2Q3b9NaQQQs4wNeuqdGxRwJTJdq22jjxfAaCyXqM9OzS2zIOLvlKYjnawvLrmFmRpliG3ri+8l2XORfv5doBrmY6hJANoiTO859f1ztZoCSpe+ZL1wfg5Mudgts/FQZj+D0PZ7cs5oBKWN905kBJJj7UytHLH7RFgWDkYAKqqdN8XWozwRUn7N1UTrkx2dzX2Hwce8PyVpXLMOPN33/RcytLr71FvpipLd7Hgs8rMYwYYb1codqdmOsLJbawfW8LFqkImBOqmwYiBW900yO3cu7HWqIrVFuwC3V1XCdA5ioBJCHjJUTGxeFm68hOn7ANoXVoscGpph6ry7EvO2oCF4ONux+IsrwsYF5Ut6Zj5bZ7OzsoOVGrADtk5YP1j+IYb/w533XQzzn7kPN73FycRJxLXPmkF+aRGWShUlcals1PUdY5rblzG2VNjJGkfvaW+KUUVOWABjhNWSj4WpmeMB/Lp1DmuALCkpp2ZTIIIDEY6kLpyGmU/SZpCa43x9hbWkiPuYryzedFkedacmLMoASBJZ02sG20Gvgo5ah1ZhHBi+royfqVSSKcnBVrZDs9ygDYzCeULMZMv0DvWag21Z1kWCemYuLwP1pZyZ7O10G3F/T0nq6PgWSuVW7vswqjnqJWRIVFZ1/mAMpCkzFMrBaUVFDtmvhgBWuAD4GW2VXFldHhXS5r7iwMPeLMiWe16LmWRe6vLVreUQojcrcZduVNIt6LndlFloZBmhpXZA7BlSSnbSmFkAY6Arm4aNOVaC3ZBKRPwe3adgOH1GbQBO1gwIyCj12sNm8MpCQSOJBYPg9uBdYnNAaavC/pD/L95BtRdt3X5bfLbaeadlia7QzwFlk/i+id8AB/9hqfhSx8+jfvvu4QbbzmEJzxlDXf/xQMoc4XxtumvHr9hCCEjjLdKSBmhKnKvXN3Q+ZGGDchLmRS7lmZOz6F+YNYfYDoeeVkCn8rRllIFKmIfWuDjrE3a1+5oxwEg7Q8w/TPAt+fi7Em68Gb9gdtfyEyk2Xm0P05Y4U4uQGsLppR2ZBVjitz2p4jZyvV9PBMMXxu9Hi2EV0Ldy8BZ6W7QC1mu/HyF/9P+tLaDm8ngWTFnGloEBIQUns15dmwLwPuq08rXVhx4wDNf4tRdcLiPIbmskJcmjQjiIaRE3xINpF2Z0pclEgJRJCBEhLpS5jcrW1KvbmwBsCnX2kwuEJjzMUDArOQgtADbK3gZ0NsmA1IHkiw8c+Y5PbWu/dBzL+fY6Ji67usqZ/JSbiMlEI+B/oP4gUOHcPHz2/jUP5zGynqGb/7OE8inNTbPTt00BBnHOH3/GE2jIROBXiZR5pVbzMRJYi/Y2q3QCbz46xpvbRkSSbYErUboD4duIWQ8MEuXKaRyCXVZIk5Tl1kAhqFJICelNIQoySy44LuTCClRKprGADRamMykqlwmRs79AJUUSyQ0Vki02lO6H2gzMsAXSXeNugEM2JKsIBzyOs9wmk9IcO95R0a5iIQCzIJdWMYMS7VdIaT0eoy8Txhq+cAeV1tJiWblTHpd3KeTL56dPq/ikH41vtpx4AFvaXmIRAhXXgLoAy68/4H2y8Vp65wuXpVmggIJWhut0TTm4nb8CUPcfMeT8MndXdxfFNiqa2wrhUt1jbxa8suWHZo7bzoCixBQuEZtng0YL2fy7YQ+mzwTpBBoy6DhNrzHBavx/bq0LCpd8oyR5AYA3MBbYmS67C7dBJZPIo4ibJ6doiwUnvLMDbMN1WDjmgG2LuzamYTavZdmcn2F3pJxOcndVIzWYs4thqQxIOCkJwDIJxMIKTAdjVqHniSB0Bb8mPsKf26Z5+j1+24BlWYZ1o4cac+r9EkW4QWctG0EUNRLk2izMSGks7TqMcPprN9HJKQ3vZtE03ScJQeBOU4hbp+ylSqE8gmi9QO+NZpS2nzGFmQ/XcQat2+lEUm/VNk1xy48f7SgVcIOamXyFHLUCc8z9exoYDRlsGYxlM+UXGd0hXO+O49HXC1p7i8OPOBp1uviM8Z4dsfDiFtbbRR9iTk5QWtlpifsTpH1Y2xcM8BTf/yp+NBohFNVhTNVhQt13YJdlz9mqLvrOnaWkc2Lrv4YlSi1NFMDyJlFAA7gKHsMszclA29KumBQX4aBUih67woOrvx10X38ceF+G/a4RkroJDXyg15hwC47g+Hyw/j07jLufN6TsXl2iv/vff+CW//dUTzlmUews5mjyBUa3aDREURisiveiyE3eyIx9fp9NFagnPX7tvxHrMrSZQYuA0MJmrgRp2ZqQWqNqKm3F7r1c79OmoyQ9fvORJpfPA05xresAuZnMkIKJFmGRmlbhquQWUE1mSpHQrYZki3v0za5+B2YnfEWRjh2iGeGfC4cp+nPlSLMYWJSdtcE1Y0uYOPvDy8Hk3i+Z00llNIeQ5TLDqiCAwCRpGy6dNksAScxPEMnmPA1XYkQ0WNQ0oyuAt6BCPMFMMxMMgGmFR99MegDTqs+vlpV7kthVqXT0ciOfYkQJwI/+OpvxJ/lY3w+z3F/WeKhqjIsTSVny5bhvDsOdqKcm+W5DGpOSbMRwsvWGp7dWdDTUgJSQvCeX0dQGZSDjoYBvS4nl3nRZTnWZVsWkmJov7ykWveyGbDD8kksS4mzVYX/9OCDeNv33IitCzm+8MkLuOaJK4gTCaC2UxHaC7PJ1nfR6PYLHonGW6GXeT43w0mzzC2Y3Ouy4vM4SbC0bMgsZqjrCoDWyNlcfI2QfXl1zR0X9dy4GF1IgV6WobbsUp5hhKGURi9JnaQBbCGXT4xGL05b301+Lpxcgb1eXt4EYDO61jSZsjxyKCHACHVsFMbdZr7ej++T7uNlTAI7yu5UUJ2ZFwR2dJ7595qzQGmfBHa0GKYMT7NZfqF4nohvreGAdCC4XwPsq3Fl4sADXpwkyKzzBJK2V2FcN9rJ04D9wDPj34aXLFgPMJ9OgEhjecW4qtwrCpyc5Dhj5QgTZSQJM2A3p1/nhSgBHTuQ6+y7cREvAyACNgKLedIBAruur2JXKbHtI0qX6XUeOjtfoTRhP4Jy2gc/fgAt2C2NDNBlZ4D+g0D/QeRaY7dpcLIo8DfNFN/+sifiQ//vv+JfPnWx3U/DNHEVUJUF+sME+bQGtHAEpEi2RtBueCcrbQNw2Vu7sldeVlZXlROnt8xE6YDw0JGjNpNrkcdsjzKM9hxWZUvtF1I4UDTDiStncScAd1GXol3IOQIGZx8qHyhCfZxM0hmnFWC+DIGCHtfjmZZuySTcR5OXM/m0dLqvCjJaDnYhMzP00wwBWyufzbnI3LquKiiSJwmJSJpqgJlIoZCkhuGtADNdxJ5jrZRz2HHCdEuIK3Z3O/f3WMfVkub+4sADnrRzy/h4D8CsVttSlbVccmNdKiRpinwycdvhGWDTKKysZVg7kuHbX/YkfIwyOmsdNtYaVdi3CwFvIejVMFq8NnzgMVMHuognoTAcjI3p+XAGz9NSQncwM1vT5zZLdJmebnuJ88CO37ZI6tBZwhRmInuxMjTyAwI6+zvKziGOzHnKtcYfXbqEm44fx3U3reK+j501F3AZQVUGSJpGA4nG0RPLuHB6AilTpIPMc96gXq33dsjWw5EmK9Dt5K0aJ6nxZQ0AhsTfS8tDHD52HEvDFfQs4JkLtnSieLNN4YEezaFLLBDznhJfqElhyC/ZYNAeNyvt8Z4cES68Mp597IxInIg7QWkzJMlwez4A7rtEWROVM/mcOM+M2ZZctVIzpcswvEzQsktnskW7PcDo7BpNi1h/sjplY0VhdJWOZasVYB/rZYVSzGSJ/LjMyKjWo/VKkVZI7P5ot3HQ48ADHmmG+JehbaCbL2Bls7q2Di9d6We8vWWIDdOJoapPJsj6sS19KDzh1kN4//nzzjKMGJqXQ0y5rNdDPTE7dcARTwKCCg+aURd+nBVv9jP5Ag96BM8g6X/6LYLbeIQTE8I+opEZdPfy3BBXArvlkwbw4jEQj9GLImRRhMT2Hu4vS/zW+fP4Ly+4Hqe/vIONawfIpxXKXGE6qjDeLrCynmE6Mqbf+bRwsgK+4KEeG7+whW4o2r7uVoagnb5NK4VdGi01NiLyXpYhGwwwGA4deAGGbRhJgYoRpah0SSBDmR0A5BZwOZgAhrRSFjmywcADXQI6MoTmZJIwK9LKd1oJPweRkO65nCQTThGYRzoxr6fywI5Kk6qY7dNxVxwKXuYMpRXuWO3r5T26Gr5UwfVgLetaCgmFCuSXyt8D+k1sXGDWdszP5s0ixfR/r1CGd1WWsK848IBHFw33hVAKQNr2IWh4Z96yrohNp7VCfzgECdXPf+UUlldTxImZjJD1Y9xvR/yMtcaWLWk6+UEIdAR2+wS+eSVJdz8DvfB29/p5n4lle8D8UuN+IrQmW+Su0gWi7rImhOkpsn4dZXY6TU22G4/bUqYFO4jSAV3VNMgiIwk5VVX4rzubePpNq/jMR85gOqow2i7Qy8z2z1tnlcbawZlD8PtxNJE8dEXhWQxlFXRxA1rXFAKk0s5II1NnTnGn/Rbazx54GZPEy9Nxa2bOGcRhaKWQTyYzJVPzWpQDrNABxBunE5QFvYnjDNQ4M1RKiaoyHpKGiu+PWaJFpzOqDsCuK6OjsiJ/X4ihyfV3biESlGYFgRTbZtd0BqE1Yhh9HgGr3ys10g8JQyCi272J7SxL5cdDGfzV+NqJAw94UtBoFPOlapvXpvkukxTa1ttboGu1WEBb348igbrS6A9TpJnEiZtW8cnp1GV1u+SbyYkpFF2lzEeR7ZE8gUCPomuYKoFiV09wnu4N6AAurSHL0puyvt+hs27cD/1v/xaUoYblTinMMYmiBTnAO4dV06AGUGiNJIpAeVPeNPim512Hcw+N8fCXdzDQdBFq0Msk6sr0YSJGWtmdTFyJLklTV9aUSUt2ICmB0bVJx+Ak0gb1dLgZOV30ytxMQ6dyKJU2vXMkRYe+TbsBxDx4dge0AmiyQCOrLMBMcKByJfX6vAv2AokAdxgKJQBuvxbQ6qpik9Jzdz/PhDjd33s9c2y4qJc279jC8qs5jxKwUx9Cokl43uiYuGwJaIXzBPSqgpfN0cy8Vm9XOqYvvZ4yzzG5UvPwrvbw9hUHHvDy3SkSuezdxg1iKchCqsjpi6pn+wxSIE4ElG6wfqyP/ouvwZemU3w+z7FV15goO/3gsShjdvTx3PETeDHQWxRexkegZ//nQBfOtKPHR0q5WXx8Jt9eYDePUeqeD2OJRr813cezE2KuUv+T/V+ILYyVAqRErDUyKTFWCvflu/jCcokXvvwp+Js/OonRZo6dzQL5xBTsloYCo80cIorRaI3JaAdVkSOvzf0r6z0MVmMAEVSpMB2XUHXkLmhmITSFVsaeKpx0TREnCeJ+3138gDYLNIzJxHPW5/apYSbGQRQISqtBSY9PMYiTxDAIrQA+6bVCdQHMAB0XhHdlMNTP44xNyoAAv1ISygwI7NScDNW95eGiLdDeSVa16erd0XEYgA78MZmonF5nORp5hhSNzmd6fXx/jsmpWkZtOzmDROrK+a1eibhqHr2/OPCARx9Qzs6k1RuVM/PJxFst0rBOY8nUWkwBZhUkRYTv/IEn48/yKT6xO8WZqnL9O5QbfnYXyhD2E4E8gZciQ6r/5ZCeeT+uC+go3FRyC2g0j68rq6PtuX3sRThQ2rnGREq1ZTG3b2FKrVnWZps6Nf1QEbD3RIlxPEXVNEAcIxMCY61xsVb4x+kUO/eMsbaxhOueaKQBJz91EeOtwixaSo2dSzmqskGS9gAAh68d4LonruDCwxM8/OUdrB7ewPbFC5CJQNNo9JYksr7AdGysyiLRYOv8eU9kbiQLwgq9B+7CS0BJvwnAWlZoa8UVXsQXZWK8/Mh7jsR0FLrVotGPyWRLMxqI9SEdyUP6dl2hKwoxNhutgEBrJ5MUqEpD3AiywUVgx8uXXfpYnhF25YJdgn2tlHOq8W7jdoJCuL4dlZQBzCx2gVaLS8fKbQpDIo6QhtSzl2zialzZOPCARxcbaj7TqpQuRM5tIXRamFaO+dR++aXVViU4uxzhwnaNi7U1htbaSBG6enXhbV2/ebDbwlJkWHJ8tNZeXVPGI20yORo+S1ldSE7ZSxsYdZSpGiEN6LHjoO1IwOvlmY1bkCPQC85Xo1Pk8RjjSJkPcxxjpBTuL0uM/uYUDh29CedOPQgZ57j5mcbRpMhrZIMY/eEQ68f6OP3gCMPVPm54yho+f+957GzmkHGM/nAFy2uHnL9qPp3g0vlzKHOF3lIfvaUMSwPrvcoykDhJPfcV0uIBcBT38dYW6qpy0w1iNl9QK+UssHh0iarpc0usSa3abJL38kIZAL+NbxuAm/LgmJ0dLiRE6iI/Sk7moOMimj8Apmfze1tcAuCqDkwaEEYoTeDH78g31L7gDjnsvFA1hwMgTafgJDd+/vl5M7MHzfvlwE5rVGXZSpmIgNRhGvB4xNWS5v7iwAMefZF7vQx11fYcqOzjJAmAmx2mbKnCm1JdVc/ncFYAACAASURBVFCqBJBBJgKnytIRJYi0Uik5n6gCLAa9BRkgBz2KkHxCj5sXrgRK/2vlZtx5j2NgJ63tUlc2twjsuoCO38dBD2j7eTPg3WNfQC7az4+bv7Mz7u6x2EIcRci0RtE0OF9XeNoThlhaPoKV9XWcO/UQPv/xi9YDtUacCGjVYDqqIFMBmQic/NRFnDs1hpARokhiOtrBxrXXuUytPxxCSIl8MkFZ5K7PZ8zGWxIFCdOBdsFFmR05sWilsHn2jCs7OiME0Q4oDTOHMHjmQsxjkizQwGICLS1Jl2cXF2whx4G0qkqgmmVAhnKGkgEG16MRzZ8iHKcTJykiKdztdJ4MS9I8fhHQcZamp3UMFgD0uvix8T49YOQKWmnQ2Cg+8cCwMn2JBvXpAHOtoP21rE4989grJkuIHj3L8uugonnwAc+VaqYT53HIV7MAL1XYD2/lU6enox3kkwkiEWG0XeAbnn3ElTDHykxE2NUaqFcXZ3X873lgtwD0gMDai5FP+H1dbihdfT+acxcpBaG0B3aR1u5vYO9+HbAY6MLHhWVUkkWEovPgQe1v8iS1564BMO5tY1mbyRSFbnD0xACqHiJOU4y3txwQlUWOfDLBZLSDyU4FrStsnd/FUt+wb1VtvvlFnmM6GqGdnWimiZNzCRmI94dDx9bkJsNCGN/O3cnEidGN8bQpe25vXnQZXy/LLFNQO5DqcuHvKpFppaCERCSMoxCXPVDvjv4WUkImqTdtgUejNCB83aEDE3YMtR2d5Uq0ZK9l+3QA3PeIwmO0sv1Tf45Azx1HcFx0Hx8N1FV65ecFMKXUypJSqGSZpIlnMZhPJ85yzBy7r3M0PyZL9SQNyie3he47V+NrKw484C0NhuilCQrbhyvz3AzcZB9aAG6Fx/sYtBIkIksvk0h7MW7/DzfhT7e2cLIosKXMRAQFzPbrFoHeouxuDlkFCATogddml2UXBZU/uXjduz8Eu7L0+nUz0oJ9Tm3YT2ghnB6Peoomm7XSAZ36fU06z7ynJ0pU8Ri5bCfMf9PzrsPf/vEW1o8dt+9v5cp8ac/o4sZbl5y+cjouEScCTaOgVYM40bZ8RdmO8H6T3yaFXy7U4ALyAmZ4K1jmNFxbw87mJhqtUeS5m7ROkge6gPJsMcxgACYrsPvv9duZcFopFEXujdGpLJOzi7FItH93m9YQyrASuSeo1trMiCtahxIVALSQEkmWefvm+6Eg8FokU6Db6XwotMDHJRhdLi70vaYepyn9mveHyyaAtofKKz85EVGYnMT1+4PFM+3XkVuuzsP7mooDD3jCmr+mWWZ0SFXpOdwTcaCuStTTyl1k+GrNuK6MsbTcQ3+YmGkIyjiq8GnmC3t14W2djzVvx7wMqmtcjysLdpS8wud2TUgg5mUIdhzo9kNK2W92B8DLLt12tZnrp7IM9RIRVmr/HBHoheeRwK9cx0iedyXmv5E5Tn3xIWfkPN7eQl2VDgCppEgxHSlUhcmwskFmxOJ2dA8vYVEcv+FGW0FoSRqhCLu0pgZZfwBtzaUBc9E3ZUdps4uKXaB9YgcHvXASOPXzlgZ9VKXRwlV57sp/jc1OSRRvhh2LmYs0YMuYla14KO36UACQWssvAiNe7i8CUCaQ45PTQ8Yj78MRcIVszK6Yp2vjfpZUuuQlSG9Wn30Ol34oZgRNrwNg4KU4aztn2wzPxywL9ErEVeH5/uLAA55ZxWk2oiQFMHWrVVoJk2UU1fjz6cR9eKuy9FY/N+sE99j+HUWj4/0RU+b29+I9R+zQrfOGp3YNeO0Kz/lEMWCzq3l3X/D8xyKrC8HOA28pUfb7zBaNZXB0rsJML/g7V9IN3P1SUeCmJ0X4zD3/gKw/wGS0g8FwBUJIrKwfRta344FsFpf0Mseso74brfbpYkqMvqzfR384xPLqmtcbIio6OayYHp0hsfSXTXmVlysp46TP4HQ8Yr03nhUZMTVlF643pxSS5aH182wvvnRM0r4OWvABrbbOva+ynQcntPZ1nZaJ6IafBu4n5CUqE1/orkhmYffldIkdPTY6JrLz4q97EQBKtghwr0Nrq6udBTvuEsNdY0inS++xs4VTygNQJ5hnQFd3kFK0UjNEn6vxtREHHvDqukIvTdiokgT94dCBGoEclR/o4kaiYq2N2DiKJLRqUFcaX/zEeWS3Gip75bK73tz+G4A9QLB9GxZlakJraEvbD2/veuyiCLV1oqoglK+549ndo83sONDNE7t7/TvBmv1d55VnewEIjnWFXJuJ8y/9kVvxzv/9oxgsT1HsltidnMeX/vlhDFZWDUOSXXAJ7Fp3EUOgcPPimDarP1xxTD4+V7GXZSgAVzaVSYLBcAX94dBVFTjBg5clTRbWemly5mdIgqG/s34fS4OB3Z5wjyO3E2lJMLTga6wonZs1E8DWgO8Hah+TT4Gy2HW9TN4jBOBKljR0VivjouIRTOw+OBhwFxfO0twrywuD5AcEfDSIF/AzOxqaSzIYLkzn5V2PsWpLmfSeeVmd8rO6MK6kJOFqSXN/ceABjyIiHzyb7VGZgth21H+oGfMOaD/USS/D7nSKNDOnrLZ2VsnlzJBa0K/ryqjodqAFhUUmzfuVJXQRVEQAdE6K8CiAjkseQlPrMMPTQkBWFZLJxJJX9tj4AqIPSUQu1DUeQo3BcoIXvvwp+Ks/+CI2z06RZhL57gj57giq0ugt9REJgcbaTBGTksDPsfrs54b32QypQzj/VeHm25nxP5TBdenEAL/n1N4XzlSTbLxPMkMEAShr86URbr9aA1WJhk0v4FFbNu48AX2aZSaDpVKeZZvSMXlaN5IxVD65pK4qxPA1fvQ8YfuBFHuVNnlPkMCV9qcsAY1btJGIn7uulFY/R6XMEOTMtrV7b7XKXQ+QPiv03oQRI73ihJWvJuC9/e1vx5vf/GacPn0aT3va0/DWt74V3/Zt3/aojuXxigMPeHGcuJUdNevzyQT5dOpW7MqWLVqXBN32+KRw8gWKslDIhMBqLLEmJS4IgSieoqESnOi4cOzRs5s3QXze/1237afkGGlfPE5gxxmYjxXYdWV0e3l3kshdwX75KIObFzptbcdY5JZFe6aqsHl2inxaoz9Mce7UGHWloVVbjtZKQVtBsRLCylOEcz4h9xDS45lyZ+oyRJexMS9Gw9y04GTdTjw7KtWWyATLqnh4sgELSCRjoOMxFng0sdy/CCvGKATYrLrgc0PATT0/AK4cSpH2spbMQdsmUbst09K2hJSu/zePaEP30f9SSI+5yUGPk1o42PFeJB27Vi0TkxYDkVCoCuXAjc41LWQc4DGGrcvm7WeAL1qUUoiEsLaF87I7k6nH4QDCxym+Wj28P/zDP8RrXvMavP3tb8e3fuu34p3vfCde/OIX43Of+xxuuOGGR3U8j0cceMBrbG+FAGvKenWcUmw+0OYLlFcTTEc7noNGXZVIUqPd+tfPbKJ+Zh+FNlneshCIowiVNTUGYH5z0TT9fgRgF8YioFuogWP76mJehsHF6PvZPkUjJFSaLPTp5P9zfWGkNURZQvV6cw5qDgDS+RYlYqaP3IhjCBnh1MktpBnZakXWVqtx2Z3QrQlBVeRej5emFdAkgpX1w1jbOGIzH5MVluxcSikxHY2wO5kgSc1qP+sPPNAD4JX2yHQ6ZGbSMXDg4ouvRitQG4m8QLnWrULZlkCdk4mfVTrGpc2OXInOZq9xkgKJKeNORzsz4nV+fCT2jpPEASLgZ3b8e0fnQGnl6fPcuRRstJFudYncGYbKqPWcBVqPlZIljOSAD65tj6Vb8sGD9zsBS4AJQDzMtg9yvOUtb8ErXvEK/MiP/AgA4K1vfSs+8IEP4B3veAfe9KY3fZWPbjYOPOAlWc+Ua6ZTJgYtZ1bTVIKgCxwN16RVIo/Ns1O8cn3dGEdLk+UtC4FLojTZRr0885x2R2kn2F3OBHGKeUC3qMfHM7kwu+MR6vbCfXRFl5B9Htgtuj/Oc9RZhqYL8+ZlexbsIlEjjuzInyjCNbtA1k9w4eEpdjZzxInAynqGfFohn9ZomgJ12UDXQK/fR1XkSHoZEls+XD92HCvrhyGE9KYekDicmw7TINj1Y8dR5jnG21uoyhKV7QkT4zO8iGqtkbPPZ5wkDlxlkqKYTnySib3dOQfRHbLVldG7wNmQ3HWEZ5j8fk70oN9aaYiqhEraSQ+askFBfUzt9IXAbP+K9wzpf97L7Aq3fdv3C0uxYfYYaYUYqZMgkNk39Wfb02T3zTJs//xo9jp91i2PWbF55RYVdI662LCPRzyWJc2dnR3v9l6vh17HArQsS9x77734mZ/5Ge/2F77whbj77rsf1bE8XnHgAa/KC9DngPfsANgvg+9yLqSEZnoj0/xPLPCZ52X9GH/7vpN4zvMP40JdG4cPIRClW2jKdfNEnt15Pz4b83KBrgvkvPsX9Pj4bSHY0bHsRXaZF13sy3klzL0yP1lViPMclRwA8XTxjllmB1G6GXnLUuLGNMWH/+zLEDLChdMTbJ3fRZpJlDkBlHClTVWZixdJGIxzikDSy1wvzgCWcPotWHYnJ3i4w3I9urbCMN7eQlYNZuj6TrhsM7s0y5D0MqiqdNZUdOEkqzKnEZtOoAgk+wOv99Uok7lxYoxM0k6PSH9SgPmbT26vqwqlyr3MhQbXyiRBr9dWQ0J5Bg+//2hE6yR3iKTwjkOy7yTPKumcu21qbVnVrA+o1UzvLknN9nYnlS+WB5WN1cyCmEqY/LyErycc3ktEF60U6vrKmEc3UYTmcvgEc7YBANdff713+8///M/jzjvvnHn8hQsXoJTCsWPHvNuPHTuGM2fOzDz+ayEOPOCVRY4eG9nhSii2dEW3ay2Y1qZd6VJDvyp30V9OMNouUFcKk3GF/+XbrsUHosgAnv1dBRfgeTKEywW7RUA3D+Q6AY9W2Cro5bG/5z23K4iYouzFZBExhUf4GOehaUFSVhV0VUEJJkeYV8pkfw+lxEYcYyOO8R/W1/FAvoWjJ5bxxU+cB6IM+XTX9DtkhLqi95g5+gPOVUUIiWI6xc7mRcRJiqw/QTYYIBJG99botlRGz+cXYiK+pL3MTcIuLWWeGMDufNhMg/tfhhd6KqcR6BS5L2o2jOIWkMhVCGjLolIKyH4fU3usQkqkUrpyajjRWyaJlTa0x6uFco4j0n23ZkkvYTY7L9uh/h25oZBNG595V6M1xKa+mtdzVAqT0chNb6BQSgPOP1e1mrvgvaLvPDG2+fHSQGD6O3zP+PWC30djg/6txUMPPYSVldb/tSu74xEFQNs0zcxtXytx8AEvLxzgAeaLmdg+ikSCYmrGvPAeTJykqGGE6HVVoRyN0OsPUNem/l8WCkJG+NPf/ixe8uqb8Vvnz6MnBDIOeBRBH2+vaQN7xTyw2xd47gF2XcezFxFmT6nBZYKdTlOTGQrrCqOz2fPJf9htiVRYkynWpMRNvR4e+L//FSc/dQHrx/p40m2HceaBEcrczMPLpzWiyEynHqy0rMt8OkVhS9l0MRNSOllBS2O3511IRMKeV3p97IJZsos4Z1jO02/FSeLKla70yEAr6bUgy8cHUcmO3Eh4dsS3X9tjFlKawbvsfXeAKiQKqymk29NeBiGzFnRgel6qMmNxSpXPZK4iyML4cTgCCJFNmJMJnXNOuiF7MABQQQmSnkMji+KOXhx3P+GZXZuNkt6wcqVQKllqpbw+nUwSNHaxQOeBl0Hp9V6pciaA1vziUW4DAFZWVjzAmxcbGxuQUs5kc+fOnZvJ+r5W4sADHi/B8IsHfaBb/0PWvJbSGejSbflkDBnHiCKBjWsGWFnP8KTb1vHxqkImBBKb4WFRH0/HENovcewFVF39s0UANS/mgd3lHEsYjej2vNwP2M1ua28G5wxhhQNfPHa91I04xv9x7XX4zS8/CCEinDq5jSga4dgNA2xv5siWhjh29DC0Um6SAX0GVtYPG/9M69TBWZhU7jQlSnMcHHho6gbv+cQAasb0I3VhqMMz95tFkWLbdi9VSvT6A0fAqMqqFVLLlq3p9HpCorIleCmISBEwJtlFOU4SKC1clsX3K5PE6epCUgkXoCstPCCj5/P/uyQHdK55lHmOWJn90fl2mVQ1v0wopfBE5nRbWbUuLGHQttvH+2AXSgw4GYdeo2BlTID1SR9DC75F8VgC3n4jTVM861nPwgc/+EF83/d9n7v9gx/8IF72spc9qmN5vOLAA15d1c41hVZ1/MNMgxsBAJalFqN1v4+EGREk4wjD9R6SxEw9TzOJp33ndXjfww8DgCtpughZmjqdKRfuB+y6yCjzsrpFJUyzvb2ZmWFw0gqfrt5FUNlzW+xiG2Z38yJSCk2MbrCjiMdIets4HPdwY6+HX7ruOvyfr/sH7FzKEUUSUSQgYmBnM8fhY31MdmAmH1hbr3Y4a+UII3VZus9Nmee2JDlxq3+gtaTyXqPXEzJ/856TEL4BMWVUQgpnOxaaRnOxedtnatnFFIaOX6FndXMgHRqqtvRoF3mknwPgemhcf9YEF3kuVyAQoAUBlX/5MUsxm4U5L0zzotrblHJkG/f2Smae3dFfDINAzp0PZgJdFb7OjqKd/N7ahtH2Gx0SelozAG9hIVtNLycC0WdqnmzhoMRrX/ta3HHHHXj2s5+N22+/Hb/927+NBx98ED/+4z/+1T60zjjwgBcnsfkAWg1eDV7eaEso/MNNDfCdzU1EokHaMxekyXYENLvI+gnOPDDCEiLkZDFEq6N5vSab3e0H7HhWt1efbtG25oFduK29iCoEbHzKArA4k1sUM/IElt0R0WUGTOf17+IxEI+xEce4udfDb1x/Pf7baz+CplnCcG3gCCWFddYRIoKMI4y3tpANBo7wMB2N3AJHWoAh950LD3/FfT6IwEKEiK5SHQCPyMKnFQAm4+MWXQR2vGfHM7EwuwtDsr4egaFg2yfHFSo5cgCtS+OOUqH0JqDT3EhegqVFoMdKDQTjCpiZV0fZHWVSBBacpNLF1NTKmGpLtzgQbLGhHCGl0WbhSjMB6T5a0Ibfd/c6bFbMfUGBoE/Henvt++ETd/g+iARHZKXppB0e/XjGVyPDA4Af+qEfwsWLF/GLv/iLOH36NG677Tb8xV/8BZ7whCc8qmN5vOLAA16aZYiU8hr4ZD1EH1RvormQEEI7LU3WH2B3soOlwQoA07tLM4n1Y32cOrmNjeUY989xqAAwk90Bs0SUkO6/H5Db8/YA7NzfgQ7vcvqJHITmlSvngWAXI1NL6YGdShJvAvvMmKAQ9CzgJUvncVu2jD998pPxX/7XD2N3rBAnOVt904UswnRc2YkIpmyZ2x6utJPA+Ww6zrjbunDOTNmwwJT1B84pn2dkHpsw9SUtcZq6C3tZsPeEZUOhAF1I6Tw++UW3Zw3Pafq4d1qYxRgfRtv26Hww1Vp7GR6FsoCTpIk1pm79PL3eIAMSb7tqtgzKrc9IV0evnW/LMWEBl1Xz2wB4Q521MpnjdLTjSzikEcF3OZ+QlSC9b6HMgJ9Pvjim49MeqPrjhIo8t1niwS1pUrzqVa/Cq171qke17ysVBx7wRpc2kaU9N8aFXwi0vdhT5hcDxhWjqlCVpeekQRfCYnfXCZjLQqG3IjDWGrt26vmMybH9mcfK7MriHokmz9/mLNh1ic4fsQThMjO7rr5dWMqcJ0p3JU0erG+H/oN47mCAP7/pJvzqK+9GVdZYO3IU68eOQyvK3sxFcGkwcBKB0aVNN9Q17vexs7mJtePXYHl1zRwfywjixMzTG29vAQD6VphOLEzNZsbx5/KsyBlCWyYm+TMCrSyAz4vj2wrLi3QRpZFWIejRTLyuyeB8u3GSuOnmkRSALbUKrdo5d5wc48qvvl8ngBnReEgoMccV6t2C3ljwGQgnHEjZZnBAW8Z09mC6nSQRMi3pvHHHFCpDOt0eF9QHwNY1m7B9n9sMz5yXCpE9jq6e4dX46sWBB7yl5SGWej23evZ6AzzzYavsOEnQyzL0hytuyKVZ9acodrehVYOdzRz337eJ7fU+xsrMxBvVop2HVy+znz6IS80tu0Kwi5SCoJKWUh4oNHu4r0ddK9OgfLpogoLbj5QLwXQvsKMRRPOeG76mGY9NVjLt1PFxsMvO4JnDBr9y3XX4b7/yT9bjMML2xXPOy3J5dQ394RDjLQNWqfW67A+Hbe/Ivh9b58+hvzzE8toa4iRxkxAA4OiJ69tesGptqYBWPuCLmGl2m7bEldLLgMiYOswc2l5d2/8LmaFA28uiLIeAwflFWtE2ty2rrUE4AXUkJIQ9fikkGuovCgnyW6iKHLUFQDpOIrKEziSe/ZZuR/54b5/t93GSCplRN8E5SVKgKuFeX92Rpc0LLmyn/QKs56Z9sKLXxq3FzDlvwZMy4zLfBTA7AJZfV1J7vtJsMaX/sQoF4NHOVr9ynNKvXhx4wMuW+ugP+hhvbXklDMDXObXjT9rVM7/dkFsUhIiQ9WP0hyluesYG3llcwpZSuFTX7cTzct38WMDjkwdCsOPSAOdhaY9BVtWeTiVAN/EjBLvO51kA3M/E9L2OYa/oAjt+HO1jDMhRedObmsAjHuPQ6gP4qeM34NB9E0xHFdaPChTFEopJheloB6sbR1xGcOjYcaenoukCRLsfXdpEXZUo8hwPnfwiVtcPY+Pa6xwrk0CFD1V1P5qmoQt2m5/dEEtzr/KWVhrT0chlV6Y0KQyDUrXsYh5SmmGoM1mgZU1yA2caEyST1OnVastGbrMT8/w2i6tcjwwAssTM8JNCOuKJNzB2wedNJokbN0RBYEstBwNA7X0EgCQb4MxUoB3twxcb5vXPP9dlkXuZXZtxdmvpQuYlfyzpGMljFACUBVuT5R38kua/pTjwgJfvTtE401jjeg60X2hzcSln+j2CNexp5VrmOQZrPRy9fhk33nIIf7OhcPJcjjNVhbxaaoGO/9R9R1Yh1mVXeZGGsHKQaaScGQkUzrwDmP4ruBjuZTgdZnthdrcoU+uK8Fj3Akjeowt7d3ODsrvlk3j+ygr+R72ED33iNL7pedfh6Ill/PUffgkXH57g8PEUVZFD2SyHvC95eZFGRB0+dhwXz57B9oXzbhgr3W8+J5VXaqSypDcnLwA6IYXXS6OSJfXTePmrDKQAQJvppVmGJE08lqBWeoa8AcCRNrTS0MJkajTBXDILMJqcEImWeEMAEUkBzSQAvSyz/SjltImht2eXXRoNoHWPYb07OhftbS3jlN4jYo765y9xx0JhMto2s2qZl8p7X2jyQW1F53TcQMvI5KOZ2uNuTbHDLJ3/nfYImJX77FxJhuZVwNtfHHjAq8sKS8wpIE5SQ1JhdXtXXmIrdOqP8L5DvjvCE77hCPrLKdQtQ7z3oYdwqqpMKTM/bn4I6Ozf3KS5K6sLR/N0xbwyJAHMzO17bGdR/26vkmYYKkmgksRNOegCPaE1NAwwd4IyB3QAKEsgTZ3AeEZoHo8xXH4Yzx+ewB/95qexdX4Xn77nDLIlMwj1mhuf5AyfAfPebW9exKEjR9G3mQQNeAUMqBy7/gYMhivYunAO+XSKrfPnAJhsoL889MgkWhmjgrZcJmwJze4vYAMao+KBK6sDrYi80YYNnE8nDPTMsS0NV7A0sL1nxsL03i/OkrS9PAJD0rtxT0oq0Yd9RyGEJ08ggohkn3/3nrMen/dZYNmkO/cExrbHx0uFHDDqqvKez6cn8MVAkibOGo5Xa9z+VDsbj4Nd17nrykb5vsIqT5YM7GO0d63g26b7aITQlR4TdDUWx4EHvDTrmS84XXhsRkeTqfkHsl1pmg+6N2VhNMKTnn4IcSJw4y2H8PrTp3GyKHChroH8xCzY1cueFIEmi4dgJ8sSsmr7e4+E6k/Pmwd0lxuLQC+UD5QDcxGQVQVQr2MOEEdKAZaZGW6PMjzux9kZNsM7niR49mCAv/pKhRuechtW1g8jzTKMt7dMD0kZxh3RxMfbWyimU9x4y60QUiKfTpH1++j1B1DWL3VlfR1pliGfTrB59gx2Ni8a/0zee9PtwFRy2+cZAwc+XjUgwgqxQul+AF4/EDBgaPqIqXeRJtCj3yQ+536REoBIE1cqtE/wjo+CMli6LUlSZxtGs++IFEN/077zDgG5ecysPhCARwjhr52CtsVBj0CSen5UglaqXXiE5s4hCHNJgd8zba0Du3r5Znt2ccLm2/FFSwja5vnt/fXVDO9rLg484NGFhv7uJSmWlQKwhQKALpRXiuA9O/pSlHmOQ0czDIYpTty0it8b7uIzl3JcqGs05VoLcNS3s6SVMLvzZAZaI8nzmTE9i0gfna+Psg4sZjry7QPdzEm+PU8+EDy2kRJ1lpmJBlIite7q1BPkZJMQxAnsFpFVZvbJB7xawMuso8q1T3wyVtYPO1ZknCTYLUtIKZEOBsj6A8uwvISdzRznTj1kHq8Usn7fuJRUrYZuZX0dg9U1ZP0BNs+esSXO0gCqJbw4dibr49FiimcV2vaM+cBYb/yOpbO7lyaZ/s9e3KPgAszLpFK2AvSWSTlrYs0zUaAFCqWNPlUmiStBVnaRp2xJkPRsxuMzNWVZ+3ooKwslDa78Z/fdrbHzxebeUTMPzXZ+nTnnu5OJl9Xy3ul+Ik4SZyMo7MKO6w+prMnLm7y/P5dhSosKmhHI9nclQjWPHrDUwcc7dF/15sQ73vEOPOMZz3Bea7fffjv+8i//0t3fNA3uvPNOXHvttVhaWsLznvc8fPazn/W2URQFfvInfxIbGxsYDAZ46UtfilOnTnmPuXTpEu644w6srq5idXUVd9xxB7Ysy+5yo7fUn+k5kD5KStmxQmt7BjSnTDeVJaokOP/NK/jz7W1cqOu2lMnBjn503DIvFfOsLEuIquoEO+CREUNCNqO2BBEtZ7PFUNtG/9OPIqq6/XHaOAKoNHVlTHqsSlMHgBwIuyLSfu+S/buDFwAAIABJREFULwK4b6eTcdhRSuFU87FS+MfJBGVhXFDKPMd0NMJ0NAJgLjQ7mxddxgfAZYCbZ8947Dxpe1PUT6NBwVm/73pB09HIGT+TblMr5fZNTiwmg+O6M/8rlvYy4/ISTAYAiBgl7f2GFZykCZI0aXtzHXo5en0EjlVpXsd0vOOqFHwBF2Z6DuTs4wp7DpTVlkkCOqtDJKeWNMuw1B8g6/eR9jLH3CT24+5kMgOE/NxwsA8rLVXFe6PasWZ7lkQUCWnIN/a4QlB1WThjk3bJI1zJVvvZmjf1oMNvVLust3KfQW9OIH3O92BXX40rG5eV4Z04cQK/8iu/gptuugkA8Lu/+7t42ctehk984hN42tOehl/91V/FW97yFrz73e/GU57yFPzSL/0SXvCCF+ALX/gChsMhAOA1r3kN3v/+9+O9730vDh8+jNe97nV4yUtegnvvvdd9+F7+8pfj1KlTuOuuuwAAP/ZjP4Y77rgD73//+y/7BaqqgpLSo2/Tl0EF1HL+G7DlKynRyySWhglu/oEb8ZqHHsKpsrSlzOvaMmYgReBgJqrSXcCpV9cFdo8mKJMKe2TaljobKV0frStCEFwUIWgq2xfjPUl0ZIp7RVjOFFqbPl44caJexoW6xodGIxx98F+wvLrmgIkYeEQq2dm8iHw6NbZdiQGclfV1Q+iwP70kdb6qpR0QTBmWKXGanl4kBJI0ReEGtZrXaEDAAnLSUuKBZPZCat1baIq6e61sjhxJEZQlUggGZI02M9+ItegbSPuTAqqyctmKm5NnHVcoM6Ntl4Wh2jvSju1ZJhbgaBskVC/zfEYkL4WEsO4rNRiYBb0095qlhF9mZN8HrdCIltHcEshSLA367lyY77V53YV1SCJQImcb8jN15BUhESeGxk+jwrrmXroScgCYpgdsHk+TJuhz5+QbqptV+3hFjUcvS3i0z/+3EJcFeN/7vd/r/f/Lv/zLeMc73oF77rkHt956K9761rfiDW94A77/+78fgAHEY8eO4Q/+4A/wyle+Etvb23jXu96F3/u938Pzn/98AMB73vMeXH/99fjrv/5rvOhFL8J9992Hu+66C/fccw+e85znAAB+53d+B7fffju+8IUv4KlPfWrnsRVFgaIo3P80xFBp7VzUeXCGWOvywMbE2Nt3yxIrh3r4n3/i6XjFVx7Cl4oC5+saVbE6U8J0pcwq8rI717djoDcvCLjmZX5dLMp5PbMwHOhZKQIvN1KmFgbXA4a6OTckVoh24Khlm/Lja+3COkpbe5hGR0qhcTTU1PVIR/kKvlQUeP0bno0/+a1TBqyK3Fl11SxDyCcT17sFTD+2PxxCVaX5bKAlQzhhuGpZgfl0CiElJttblqko7Oy8vr24CkcGAdrsgvd4aMArMfg4IYSeQ9kTidqV0m6GG2njtGrZmeQw4vpRACJhmJUeq9QDXIWymJVPAMDuZOqVB+MkcWbMQIJICjctgXtr8iDyl5sgoFq3kXlTwP2qCs+e2nFA9I2hzJcmOjjQY9+p0ASA/02AyF8n2cm1tm4MhJ2ectYvlJ9Dcm9aJId4PONqD29/8Yh7eEopvO9978NkMsHtt9+OL3/5yzhz5gxe+MIXusf0ej18x3d8B+6++2688pWvxL333ouqqrzHXHvttbjttttw991340UvehE+8pGPYHV11YEdADz3uc/F6uoq7r777rmA96Y3vQm/8Au/MHM71xDxD3/W76MsWuIKL0eQ00qjNWRc4Xt++Bvxhktn8Pk8x9mqQq7kbAmTAI+5qghlJkUDJDi/vAnnPBZJDDgTkkghXIhOQONlehb0CHBUkrjRPLzMqLA3KME+hliYBHhdGsIuwop7bfPMqHXsZ3jlOrBzKz47+Dj+8FiOQW+ERpvBu9r2pUaXNpFmEo2Osby2ho1rroPWygKJwtb580aAvjzE0nDFCKwJIG2WY3pY2vdgtUAX2Syunk7dBZOCSn8AMB2PHImG5i+6bMJmImmPnFdKTEcj68TSvgfUL+Oz7rjDSBhGr+ZLJAgkiBwikwTKlnCJDFIVOeqydFkmWZoB5sKv2PeoS4rAAWs2mxOY1z6IpLATHSgLW6AdZfeZxYBZICQ9s0jJqQxqy83mfPjfbf75lqzHH8PPcozIXrR/B4vkUG/ZdYxXnVa+tuKyAe/Tn/40br/9duR5juXlZfzJn/wJbr31VjfSvWv67QMPPAAAOHPmDNI0xaFDh2YeQzOVzpw5g6NHj87s9+jRowun6P7sz/4sXvva17r/d3Z23ORe3geg/+M0RdbvoypLUF7jWGvWpHY3n+DmbzyGfzja4JMXdnGmrrGlFFAe7QQ6yu4iVduMzgCcsEzMMDt7LEqac7VyDFi6XFh8sbdPIAmnGjTsQhX6fgJtvy3O8xmwW3TcjjBA5TylHflmhrwTlDQxvQEPjU7iT3tbuOsX/x3e8ooPm20ICaVKnLhplU04v4Qv/fNZRJHA8toajp643nqkth6qmRWj854XZW1rG0eQ20GwdVmitMerWCZAej8ArufnKgW6nWQOmMUWTVDnF8fpeMRIU8a2i7I9AGjs55fK81ReDFmfSmn4nwrmksK2TRdwWhQS2JFRNS+FUl8Q8IXqtN+2StJKGoDW2JqXVOk5BHSku+PhaRo7LNK6QJXK2DzrJZJNWeTQQnqG16KXgZyXSHvJxeNC+44wLYC2BtEzx6XIyLo1Ib8ScTXD219cNuA99alPxSc/+UlsbW3hj//4j/HDP/zD+PCHP+zufyTTb8PHdD1+r+30er3OybxeyadqBcR1WaK0TuxcIGrYdsbTMO1JfPv/9ES8YXQRF+oaY6XQ1P1AWD6b3QFtaY+DXZfQG7j8bI8/F2gBQ6Wpx4Lkj42UMpkd6/Vx4+Z5cohGzP7fBXoc7LqOc9EYIJedwmr1EJRrATSIZ0FvfBM+M/goXvPQQ/ihF5/AP33oK1jb6AHoYfPsFFHUh6oTDFYGGB4yF+W1I0excc21iNMU460tzzi89bQ0WQNlceY+YuqZDNDoNGd1YBz04iTB0vIQSZp6INEyHhPAfh5NT6wVZxtj5ZYl2HrAJh5L1O1XzE76pp6eVpowz1UzCMSqwpB9sn4f2WBg9YnpTPmRTyygCAGMbusa4dMFDjRdQUiJJEmdFIKDGZF7wrIs3WfKw9pNNSdnnDabNueLsmY+y9CcN4m0106l3w2ntnPBvPKnIfilz3aCfAwqOXefi8cjrgLe/uKyAS9NU0daefazn42Pf/zj+PVf/3W8/vWvB2AytGuuucY9nk+/PX78OMqyxKVLl7ws79y5c/iWb/kW95izZ8/O7Pf8+fOPaIpuXVUQ/b67ANEKjMpTiq3qOXHFfHgjbFwzwIUvn8VWXWOs9VygI2ZmpHLIchbsFgUHmXlklnmkkhDs9nJH0fAniwO+sD0EuM5tBaAnynLfoB1p7WefFoC7QI8ftzn4APDKdVzaHeKedIL/4XkbiP/hNDbPTlFVGv3lNSMYlxJHT1wPrTWqskSSppiOR67nNx2NHDuSS1K4u455jH+R5EAJtPRzzzWkl9l+WupN6xDSMDHp8XQRJtmBGxLLyBxCtD0zfnyAvdhKiZT5xEYse1OY9fLcnUxRWfIMgUIkukGNZ2y8xEfHL9jFX1jnE64N5BGCV6O0G1TrDKxFC/btvtvFVDjglUIp3b4GMm9m7w2ZDfBrAA/TJ01dCdq7T0pv8GzYG6R98v8brQ/8PLx/a/GoObNN06AoCjzxiU/E8ePH8cEPftDdV5YlPvzhDzswe9aznoUkSbzHnD59Gp/5zGfcY26//XZsb2/jYx/7mHvMRz/6UWxvb7vHPJKgshDZSZVF7vp0viWUYXeZL4VGEwG7WiNvmja7C8HO/rhMrio9kgow3y0ljEWmzDxINtBIOQN2odTAkxXYXp3zqnyEQcAoq2pGagD4ri6RUpBlaXqY9ryIqns2oCsFcykHO4/ufAOOwHKqLPFHW1t45a/9e2T9BEnax/EbbnQgc+aB+7F59ozrWW2dP4+t8+eRW1kD9e22Lpx3gvOdzU3ktuRJWQ8AdiEOSno2eyjzXStpGDipg9bKKwcKIZBPzAw+2kfayxzbs7889Oj0RMRxvThOdgneQ2KeAvBAoSpbycF0tINiOkE+mTj9IIUnf7A/oY+n7yTDRg11AJzxqpwdkxP2wEKjaS6yl1I6aQYFN8ye2aclLHEtX/v++NaC1O+jBQ0RjpI0nZEUdNmpOfE7s2eL7aipSIgrJktQNsN7ND/qaobnx8/93M/hxS9+Ma6//nqMRiO8973vxYc+9CHcddddiKIIr3nNa/DGN74RN998M26++Wa88Y1vRL/fx8tf/nIAwOrqKl7xilfgda97HQ4fPoz19XX81E/9FJ7+9Kc71uYtt9yC7/7u78aP/uiP4p3vfCcAI0t4yUteMpewslfQh5Esh6gURR56rWDYCs0Lw6JLexJnqgoFfRC49CDINqh350qZVfWInE8up7zJmY/7cWhR1MOkkS6UQTCiSqQVVJJ4mrj9HOt+AN2zD8NsFrcn21Szjyud+/w4LlUncaos8eMPPIDvWEtx6OgNpkdm+3IPfvHzAICdzYsA+EpfuwvreHsrmIDQ0vCpxElzz6jsSdmK0eZNEScJ+sMVpL0MkRBQVYXcMjOzfmIv8O1EAbOfcAafcmJ1A5atpRj3d505NbZSwS/KPMMyLMTSLvimrfN/kSOzbjmNVpZI478Hzq/TMiRpf119tHBaelcplB8zAKT2/VC6FYET0HKmZlfG2BVucgWZAbDvPp8+H74GTxeolNfuEEJbF5VA9qPaGYYEgHzQ7pUpaF6VJew3Lgvwzp49izvuuAOnT5/G6uoqnvGMZ+Cuu+7CC17wAgDAT//0T2N3dxevetWrcOnSJTznOc/BX/3VXzkNHgD82q/9GuI4xg/+4A9id3cX3/Vd34V3v/vd3urt93//9/HqV7/asTlf+tKX4jd+4zce0QsMV2JtLd42loWALloaNl04pJRIsxjLUqIXRciof9hRVuMG0fNiP6N59gI7D2AAz59SVFUnA5L2TbeRowlNL6ft7kfW4LZnn++2qVppQgiCl7XdoCRLJBZ6vc5bk4vQdQpMb8CZ+H6cLAr8zE8/Hfe8+bwTim+dP4fJzjaywbL7jNVomYYEAkBrTUW6MyrXkblz+xmqvOzGUfGJKTidWJAzWV5VlnZwLG1TO/9NoM0ywqzRfDlthiK6xeZ0EaeLbCQkFPOAVUqjqSrUVqdmJrv7WZnf+1Pe6wKARufuPpJUhGVFziB1Nmcd4Gns0nzdndIKqHz/THoPCIOIWKMCcgtUyxil188txgiIeMuidDrKdgoDPXZeCCkQg7w1qxmdoX/+fGH/lYirPbz9xWUB3rve9a6F90dRhDvvvBN33nnn3MdkWYa3ve1teNvb3jb3Mevr63jPe95zOYe2Z3CKMn2wG7cq07NODdL0IrIowpKwfRXyy/RE5n1v9E+XjReAPeUI4e1d4Ejg4R7LAW4B2HGmJQcrLQVgMxnek5NVtbCXR1Mf6Fg4CzTMMLtAj2d6/FVywkqkFRohPdCLhDCavA4h+qgWOFWW+M8PP4zbzzyEwcoxbJ0/j5WNGFVppghk/YHrvXGhcduDMYJkk7X5Qz0BeBfM1LIY8+kEO5ub2Lj22plyIz2u0RqT0Q6S1Npy2ft5KZEuyuY4RNtHtsDIB8i2ZbiWEeukJx3vF7E627Jq6vbPj5fYnVXZuhBpC2ymJ6dRFbmdyiA8fatS2ns95rY22+HsUx5aGwN3hQ4CkJCQ0r770rw3KknmSo20Mj6cPFMmcKPzGoJtexxmP5W1pQPaRQdlPiTap88QgR5leZRRLrJUuxpf3TjwXpqtiFzPrDaB2WY0RVWWGKxIXKhr9+OBHesltcJyxTR4s70siv2AW1dwn8o6y2aYlgA8eQH9z8GO/6bnKSkRKeHN6psXnUNrla8v7AK9rtAApH087VFSqVmYCQo6dMDQMbxp8vRelOvYii/g/qLA69/8zbj75+7FoaMJ1o/1sXV+170f1NfjYmKnHbMX0qqcoNEaxe4UQkZodORR65MUGG9tQSaJsyHzJiNY6juVID0QLHLbj2MyBjtiCPBZnuTYQlZeQghIez5Ig1dXJcrClkGzDKj8UUbkhWmE79UMKIWZCIFerdtyIm2DwIQvFmK7OfKepOyPsjzKkoG2/xl+D4n5GGr12nPY9hFp2zTayGy3zXZRlc5ujErQBFRd2kHvo2XvU+w3SQsUVUm0tu+vhlBUipdexk+T1AEgSa/MANirsb848IC3Ox4jWVnxei5CzIpb2xJX5b4ot37zjXjruXM4VZaoJtexKQjthTYErzDjCeNySSzeMYYmzh1g591/GStMJ0hnpc5F4Rlhd5BP9hM8+6NzFvbzItvXUZbJ2Wk1Vq4D6Sb+f/beNUiSrDoT/Pxedw9Pj4jMqMisquzq9wNaDS0axEMgTCPQIpgeIWlAyCSTtk0ridEDPZZFazbSMlohDbKWaWYZxkaDBEi7MGKQZDZatDY7MhjQLAaoQTQt9bRoHk01/ajsqqysfETGw8PD3e/1/XHvuX7dwyMysl4NSR2ztMyM8Gc8/PNzzvd9Zyi30BMCH9jZxvfe0cGwN8HZJ/YBKFF1okEjS1P4vHxhlUJgf2cby90GpMiQpRJ+wMGYKmX7AcdokEJkEow1sNxdnQIPU1pkvOi9ySKbJZaoFBIZktKFnmQKpWxEE6qyVPm/0gUdgGF2Uu/Q9WDkEuqEi5u44X4P49EIK93V4rW3rMyKsUIqY6OMzv6OcJJRWDFrKC3N5SMAIzNqW8ReYoJajEwb+Gzav71teq1zyQpDAOt1qxPkF7IJq4RpDXGtLk/Dgum4aZCwvR/D6mayDHYWEFenRFypuFbSXCyOPOB52sXC/pJRVkcMKtsgNhr01RfCkbjn9Tfh7adPYyNNgeEd0zZiOurKmRSL9O5mxaL9rzpgMyQWNnvkTt1jpRJjhZBQzfwOAve6qA6HtR1iqmFLFRxRWJnlsAylrUwvTzoYukM8OUlw98tP4q8++BUkEwHmeEjTCdIkQUMLvouLnjBmyQAQR6qAFbY8uB4H4w6yVGAy5giWArAWN3IHoCCdFHZT5Yu2mQdn9euoJEYXUz8IFDBY526XWQH1ubRLkkScKfqAmnAlCp0ZY9ywUMlJho7VpugT6GWVzMwmYAAoZW5V2n7dZG8pJNKkOhaITQGZDRakXeNcTmV3QBlcme+B5lbazjP2zEHK5quEntIx6VK2tG4CUkuPR+9THaPbkN4q3406b95r8ezHkQc8Vbe3bLas+j/551ENvujbSNz10uP4+aeewunJBOnetxflTPsHVlkvTUrszDovTNsns04DZ45xDtDRDDppyQrqSCn0v/173n7Iasx2gJkHfgBKpdtFYt4YJCYEqnuw9XmMKXKMIa/QDYdNHnKHGDT2sS8Exs9vIxqmkCJHY6kBx1HGz0BBiIijSFlrjSP4AYfnuzhxQwvdkyE2nx4gHmXIUiVPkUL1cuwvjGHjmb6RPQkgNf1AEj6PR6OSkJ0AiD53thShOmFdynJp1NaqqW0W5cqCPZpi++wzAGAG4poqR93NjhCARfColkYFAFgszDrwI1CsTmKvC3sMD8kuaL1MCjiCWwbRxXYBFB6jnMHngcqaOTPTMoiVab8fpBesBu1bmrK0Kk1P9NRy24DAfk/MeyMsHaLeFp3f1ZYlXOo2jnocecADyhcAu1dS0Ii1w7tmsR07EeDCj67jC1tbODc4Vi5lln5cAGnJILoah8nuDsropO8jDQIIrSm015GebzK5qmkzmM4dNK3/oEy0Cs4UtuDcnvxgnj/gbvZSdH+qd2hleWyauIKshVhwDKXE/9vr4fh1TYxHPqJBH17DwbDXM44bQagmiTtOgtVTTayeXILfcHH2iT6efqwHz2/oi36AdBKrEVFBc4roYV6/mqyOwpAnLLBhjCMIiwGySRwbwoTxdrQyB3IEoc8vZW5ARVNmaPQqc3U934jck0lsPD7t0lzJazJJTL/Q3jZgg5m0TKVVEHml+ngV7AikXe2sUpUflJif1n6rQZkjlU5ttu28iefVWXfUuy314HTFh0htnE3LQYr5d9JkyVWLNRv8rnRcK2kuFkce8JRwtdBRqce4YWxxzbqSUiKOIhy/PsQrf+MevFlnd6VSJmABn2vcVNxJrNxGpCxld4v0uRadciA8TxFVdJZSt151kgFYBrBIkTzMDn0NFsVbXx0KWztNAUWWNwvcLyZKWaaV5c0V4NM6NWxNZC0MRYSvxDF+5I234S/e8yXAkcjSHK6nxMTxaGQyu3/8P96JEze08PRje/jKQxewvxuDe6o/o0qNyq6qv7tTXFC1F+V0n6g8405R3lMDggRgtIwavKr0epRd5VKa/hutQ3+Tw0t/d6cEctR7tkkuVCa96c5vg6dBLtUgSeYLACwALs65OJ9iH/Q/gZ6S9RTvket5euJEeXo7hV2KlEIiEfFUWZSAFJgGyiroUU/NTEGncqbNZGVq+ryd1VEFx5wjqxyXLm2XpAb2DUFNT871/ZmAeC2+seLIAx4FeR/ahAXGeQF2oxFENsB3/IuX4pfOnMHpyQR5/9tmgJ1fOIgsYB12saQOw6KsgF3tPrSouQR27rAAO/pNwEBMR6AYvwMA0tWsTWEo7gb4rAuFUwG9i+lVHgT202VPWZBXpFeTcatzG8ohNrMM5+5cQp4LIAc8f8mIwdNkgrDt4Z/+7POxtTHEp/6fryOOMjjMgUglHIchyWIz/87W1DGmSqFhy6KeWxqv2vO0KgzmXBjHJIpKy9m+kWlS6EWBgm0cRyNTniS6vzKr7sP1PCx3V434nbILAinXU58PKqNSRkjAXj6WMtjR3wR6tF2gACeprb3qwIkiS5MSmNlZo3nfa56v0/YxnU3G+nW0z4ExBqYZuVUNXhyNTKZrh+2+ZFxSLEavnW3TuVSjeiPiB0tTy1yJuCY8XyyOPOBJIcG5UyIpGHcEITDs9SClwM7mWbz6PS/HbzzzDJ6cTLA3bpfn3dmWVtI1QvPDiMUXiWqWZk8cN+dUAxSl5dyoHuzob5vWXxc6CxTSM8BHsgvKamtXuwSCzkGhypjlUutUWVP/xFJiKAT+stfDy57fxZNfUkzNSRTBYTnCtof1m9rIUom//fgZtJa74K7y2gyWKHthFquwyLSo/E3lQWJaAjCmzkQIUevKUlZnB124q1kDZYZ2D42G27aPqTFIdGy0zLJmYBYSCc2QTBLQXDtwBqEBqeH5ELoMaL4TvBBM12UyrFLao4s7N+ehPTEroGeTT6rPkfFzXXBediqxWZ522E5JNug5jJeE6bZMofR6y8JPl8qYxvFFCniNoJLlFZ9/+gwAqH1trlZcK2kuFkcf8KRERtZiaTH7joyB42iE8WgPv/7B/wE/9sQT2KYRQHZmV7mg2kJzinnlTOBg4CN/S9vjctGel/T8Qn/HsgLU6GdWWFme+b9yvjlCQBbjf0pTzeuO5RKa9LMmKtgSBXBmQHhWljeUEttZhieTBO982z34g7d8SjE0lxhcj+G2u1fxg29+Hv703zyMXOYGXBq6nGfrrwCYzwtdTCk7sAfOKhYgAxO6XK4vqrbuj7alfidqcrldArVIFQokVTapmMOqZNlZO46w3UY0GGiCh+W0YukJgUJAH49GWGov6/NLzNxBzgNwzzeidBv4at8f0x+cfo9pXp9NMDHrVdm+NVmgOp4CbGkwrx30vth9MZ8HJaZmOolNeZb2QTpHA3hczd4jIKbMrnSuotA2zjOAJtIMlXLn6fyuxbMfRx7wGGOQ+mJBQX0MNX8sxfpNbfzr8+cxlhJD/VNPUvGNjRgwX6ANLJ7dERkl0eSCulFCZtmqFk9fnBwhwAHkkkPIjnrS360HPHosa9UfUCkjVFMVXCEPBLuLjVkDYmsPzZqZB2A6+waQSxdxnmM7y/DOc+dw7/fdCClzhG0fL/zuU9jaGOI/3P8QettjBKGLOBrB05MNAKgypr5oGip/lfFnZzUpUPTRyn0km3hCguRiXFVhaUXgGkcjU3KjntqJG24y09UJbElaYZfrbP1XmTzjQaQJhCUap/2pHphn/ELpeEqvuV0qrAFD6ucJIeEaOzKh92O/L2UyyyzzZ26VYmlZyu6o71ed6K5syNKSCwudSzEdpTB69hs2IFOJthCM21PX6bUsJmH4hdWcRcKpK3EiuzqFwmsZ3mJx5AFPSgl7ih416RWrawzGOf7JTz4Xvz7ZwUiDXZ6F9WBnCc2rbiMHRXUEED1GZcs0DEumzRKHF6fTdjkAAQ16LCmXN4HZpUyKUqbngqcx3Ek9GeFiY9Hstc65pfQcK4NdUdacYCglnkwSvPKNt+Hxhy7gsb/fxof/j79H78JY6fO0qFzqzEDoO3r7YmpnTnRhpfIiGTzHoxGCZtP0zahUHrbblYuvMOxBA5BW2ZR8LlsrndLMvOXuKvygnEWQtMIeaGpr52z2YZamcH3fGEDbk0PIVFoIadirdaNzSq/7HLCqkxEQWNHj1QG1tC3jtmMRV8rlT0u8XsliCfzpPavaqdHrptZh5vWRQphMuVSStJ1imDSPGRlFRT4ipTATjIw28gqV9+tC4DLIEnAN8L7pQ2QJXGtwLF1g1ERqRVZ5vOsg3pLoCYG9LAOyYzWz7ooLa53Q3M56bHo/RZW+LzwPwveRhqGRFFRjkanhda4ojhDKd5L0abNAb6o3qX/r3qWTOvBHgxILFVClx4vN8g4rTah9DXVZE4wB0q0tPY/lGLGUGAiBP9zexrG/3sDG46qXx5gDxhz4AYcU6kvOuINJnCKJyxorezSPTTyhi6YtU4ijEfwgQDTY1aDG0FrxTY+ICCeM6xFU+iJJsoUgbKK1ouZEeo3AZJpSCDUnFvfZAAAgAElEQVSN3BKvF+bIham1XZZjOmtUoOgZEKD1q4NahSULqM72s0uZxCatTmWgcqb9mOcXukKlaSNnluJzTaVLGvdD26D1AQ9pkk7ZfdllUiGEAXsAxn6NgiQCBEhmWkKNGwvdjNjZW1W2UMhPaqwKtUOO2fdVKnFey/AWiyMPeFJIsIZfutOLo5H532EZTk9UNjAUQo0CqiWq+GWyiixneqV91pA3bMZl2mwiCUPQEFbjxVkBxbqwMx4b7JiQkAQEoCzPQw4NeNXyJvX3iJhjEXSc1FGO/snEzPZT+2O1RtGHzXDrYt5E9FnbMFZj1chamPg9ZHmOfSHwmeEQf/q/vgj/528/iCB0sb83wXiQII4yuJ7q60mZg3MHIhOIBn0AMBmWra+ibMAwOBkzJtEEFGG7bcqKAGVvfbiej/7uDpRf5xiev2TAiLI4ytq47jH7QVBQ5a3SKP1PkxrmXVgLckkBPsA01Z8xZsCobnt1PTwb7EymZjR5vDQdwZYd2KxMsjGzJzxwAFIUQvOqywvJEuzzMFmz/l9pH4tZfHZWbWfa5vxEmVxkAxxp+OzPA5VrHcaQRWlZh1f5fS2+MeLIAx4zX7DiS1WMg2EIWz56Qihmn13OrOnhzR3/c0DWIxmD8H2Mu12kev4YcPFSBWC6h1i63xQSPEkhfA+ZvEFleP5uAeBVA+aka4DOEdkUKacqQq87poMmtV/MOdpRV950hEBeLdFKH3kWoscnaHFlAP7e3W00uIPtcyMksYCUOYTIIYRAIyDKugB31VeCLmZZmha6OH1BzHMBKXKkE9eAIpU1J3GMpWbTyGB621smu2suczSWOBgP0Fk7bub10f6M6woSA3ZSCLhaJE9hl9VobA1p0MwylI1ZtmdVRxQz6cByfVHLTZfiqplLeaSQNpy2yqAO45hov0/y5gSKsmXVq7PaG1THUO6J1VmbKSsyab2O3lQpdGoyggV0JdlFhTRUDeNrqo+XXFQE9Qet/uzVjmuyhMXiyAOeHba7CgHhiRub+JpmZg6EqB/wCpTKmYtEHbnEEDJYBki31n5sFkV7kbAB0J515wiBnKzRbGamJdYuwM4adSTnkGdqAP5SnFSYEJCcT2WQtdMXRCWzq7tByVoYemP0sgyB4+AzwyH+42+8FL/3C580q3HuQIgck1iAc0cJzp1psTUJzdXjEl6DIYOEyDJjHTYe9ZHEatmG1SPL0hTHr/cANNHfjZEmgZEQVKn0JGtI4rhUVrQHttqyB7ooF8uW7bQUiPpwfR80hZtCAKXPmj2loSr6roIdUM4OlUlysR17/ax0syABpIYQVAW58sBaNpsIYh2DEBKTqJhMb9ujlcX1zGR3aZJUwF+ajK3qzmJbnwHQkhQBvxEg1P3OtNLftrO7OuC8EnGtpLlYHHnAk0Iiy1NMoqj05aEv4qveeDv+c7yNnl3OrPTs7HImgBpT5YNBSnI10kdld1fvXkr6PnIvL0DBzuw065RYoYvoCqtlzSsRjpRTbM3yZAVlM6aeYNPZqu5ZpukShmyCgZTYSFO8/dxZfPcrr8OXPn9e+WPK4gvOmAPXY5jEFlkjV306YTHtHJYjnagLu+dzcM/TZU4Htz6vhc2nBuD+GMevawJowPWWEA0SnD8jELaPl0p8WVIMaqU+H1BYipne4GikXFk4N9mm65WnBFQ1aBTzyp3cAgG7HGdKhJXt1UkWbNC2wY7KnOmkTBypG9NTXa+YsVc+blt8rv8AkBQ9US0dSeJYW68VpV+6GbAZmWqbZfa2IcNUhuAaAKxYxwmr12efT9X8+1p8Y8SRB7w4ioBMseqGvT1NKhggCJsY9bfw8fb12NtVJc08C+vlCFnLgEHdOCA76kp/OecQQYDx6irg90pygDr7scsRNEAVwDSxg35XwM4cE83FO+B4LoW8UretRYIyPsryauUJBHzuEEM5RiAEPMfBF8djvPwH17F8eh+97TEAIEslXI8hbPtwPYYglIijFHGUQYoMQejC89XXJE0lZJYDyAEwCJGgsZRjuRtgubsGP+C45a5jCNseokGKrY0hts+N4PktBGFT9YGsyeUEamSDlViz9ch+CyhT8G2XFPU/lV7rRuIUA0nV2J/YZHp2SbMKiDaIlrc3/R4R2GVpqkp9KICprmxZNV02+9NgShMbyBAbKPqEdlmUbljTSYwsKd/IlrxBrdfFPhZ6Hc0QaCKmMD4FyPRaVk3oZ5FTDuqpXom4Zh69WBx5wBsPB3D0Hd4kjs0oGMY5fvZffif+Vbxn5AjzSpl1pT0mpcl27At/yRWFc0jPw6TdBsKNWu3bFEAyfqDGb9FwdB9nmrrvToFdaZqBLJ9P2USalRibFJcL/Ci7K7mqcF4I0M1+yvPZ6kAvZQmGTozAcbCdZfiz3V380Tteivf/6gNIJspODACkyCF4jiwVcD0Gv8HhBxzL3QDjKEMaZwYYg9DFcjfATXd24HoM22dH6O9OcMtdx9DfjfHwp84hGibIpQs/aKkypRZEAwRExfshhUAihDZtLpih1Mej7I6Gr1L2YYygpTTL1/WQpBBGkE3MTRGXZ97ZGaJd+q8GAZbdJyOQMYBolTirx1PumZVJMCYrQhV0UwidQVJGaYMl7Tu2plFIOS+zpXNQbjqCFQxO+zimR/4URtuM8dI09bpzpdfmasS1kuZiceQBT0qJJa1hymUx/HHY6+H/8ybYGCUYCoGxlOXsoPS3mopghyPETIsts2/dt8uCAFlrdhmwNiucUwpZFAyp9FeeIVdMTFhU51edYaf0b+XBrUB9lkYgWH3usOBogx6AcnYH1LrEmF6eGyGQEntCIMgy/LutLTz/nlV8+fPn4XkkIBcImi4AF7nIcerWFQShi1bHR2ulgRM3tJClEsvdBuIow/bZEU4/soM0FXjm9D7SBHj0b7eQ5xLN5RU0lpaMxsselErAQn2hkvNKmiJLEtPLY5zDawRmcKuSQRSDWO2Lv5q+0Cy5iQCFGwwZSk+iEdJJuc9WpekzzsEr5tilvlRNabMkn+D1WRJtu0ruqJZjqxmmKf1amS1FIShXpUVZAXF7ewWr0/rcc27GRuXW8tNEl+I50jGafl8NKYaObZ5Ly7W4+nHkAY/KLfRFoJr68euX8LXJBHGeY5znqolP/TuKGQLtOjIHXdCJfFFswld9u+DMzO3NC9LnlRiTh8gAaXSRBAzo2WC3qKSgKpmwpQrA7D7mrFLlouVQm7RSykAZA0sS5Tla/RTbvTyWIM9CDJwxAsdBz3HwN8MhXvHDN4B9YQuMOWg0PeQiR5pKNFse7n7FOiaxwJ0vWoMUOaTMsXVmiNOP7GC4P8Hu+QhxlEFkDhjj4F4Ar6HYekIkJRsy+yJLR28DhhnWyitWZloEvtRsImy3wbX3JRklk9UYBQEdAOMmkqUp/EZQygSL36kho1QBzGEcjSAosyKtHhg5Fdn7pjDnVbkZnGVGXVrGBj0L7GhZGyRtz0/bYcYOm3gkRVnKQOcshCgIPZzXZmR2L9D1/FIfr9q/s0kv87LMyx3XMrzF4sgD3t7WeSyvLJfKFF4jQPdkiPNSmje59GYfQo5gkyscKc0FPrfMn0XDwZRvJe2qotmrCtCNfq9y0Wc4RKYnBGCVAhcBOzJqpuOrgk5dmXPROIj0UiWt1DE1uXVhSnlTyS5qtZMK/GKWoOcIuI4DN03xhxcu4N+9/SX4wO98Afd813W45a5jOPtEH1sbQ7gew90vX4cfcGyc3scDf/Uk+rsTRIMESSyQptJMVQAArkurfhBACHLeKAvB6waBUiZWiNvL7h0AMB4ppqHqARaTym2AJJeWuj5eliaIo6IcR+uxmos7gUgui7E7tI9cloGiLNCepvnbRBY76sg1NkO0biSRPaWitA8DLtXSY3FudoZtjqEmS6Tf1eyu+hr5QWEWXQ2bqFI3Af5KxjVZwmJx5AEvHkfwPbd08UknMTafklj3rkMQx1hyHLiOo4qW1V5XJYz1F2OAPxsMjWVYs6n0b0BRdmMJIN35mZNeP/c0EFPPTS8jUejuZgGfPf2c+l91ZUwDhCUz7NnnVVfivNxRB3r2PoEC9JiQmOBE4SgDlEvS+mYjzseI89ywNv9tsI9/9iv3YLg/wQ13rOD656wgFzmkyLH51ABfevA8zn69j9EwhUio3OfAAwGDem9E5aJIg1xLMoBKWY0yNDNIVJcdkziG5Bxhq10MbtXyBiJaUCRxbLI09bxvPB+rWRtZZLnQFzbLMQZQF2vXGj/VaATIUgV0rucj9zxkgBl4Suuo14SXQIyE3bRMiaxiZZUUpYzXZq7qrI5V+nbqfJISeYduHNT0ihmfXVlkagBMb1QIMfUe2qxMAjgjW7CH/Yoiay456OjXPMuuTg/vWiwWRx7wKFa6q0gmsbFxSpMAL/rbEYYvbWIjTRE4DtKDpgtUQk0nKJxS7IsxzbATDae4CAPq76RrtHi0HRrBYzuy5I1JqTeVIywBHcHTIrmVPd+O/p+5bLUnUQHKOqA+aJt1cVBZs06eUN0vkxJIE3ijEVK2XlioTckvFIFlDxlcAJ7j4MHRCK+5rg3v8Rjb50ZgzEEyEXj4U2fx+KO74MxBEgtkqQDjitxC/ptcOkhSCceRJakBsf7IjcUca0kfp7ImW5KQpTBgpXpoHiba69KI0C3KfRCGpmwGlMEHKFP67cnbZIRd9XtkjJnyIeMcXAMsaczUPD31W6RKAmCXLetcWAik6CJjO5zAeqwadpZok2dKQGiJzSlrrTqqkCtOdbvqdSiMBapZXWkaOoGueb2KUqbtpEM/VFqmY69ml1cqrpU0F4sjD3g0HJMxhrC9bIlRGf7mPz8BvOQuAFB+m3XWWzNinvNIKaQ7vR17+Cq3SocHbcuNpkDPEaLWh7Mu6o63Lruri9JkcqvEaW+jzgWlLmaxPOuWmxd2eZenKfKII2M36YOsvJc6Yn/XlDZ3HAcf2NnBv3npSXzgdx5Cq+PDb3BEw/JduetxcF9ndSJHohmbfoMjmQhMxqrUliYTcFe5rxAD0L5I21kOPUYlSnUzpo4ziWMM9nanSoJxNDJCd2U0XbbFAqbZxNTDpgySQId6X0TDN8vrY841CNPx0HNF2Y7p8l55MkFdUPZTl9VN0fnr2NBT5VIii0irrCunSro2CaX8mlBfsmB0lo93urdI26XZePa4IcWOtY+tALurRVoR+aUDljj6eHf0AU9kGSTn2N/ZNn6H1Bdh3MH1vo8O52gxhj13WM7GiPTA1Uw4QPXYqH9WV96zgwkJnqYQWhOmNmD1mHSWVwI9ulOWEqKO5OJGyJkPmarjWBh4DwjJmQE9IsXM2nZdxleNWVMOZvlyVuMwPUHaLk9S5OMAAjep1zh8unbZIdtCK88R5zk2kgT/NtnDK152Auc3hhgP1EWQMwdxlML1OForPpKJOm6/xQH9fzzKkKX6Qug3AJCImilGsJSAriio51QZLGg2jStIHEWmVGlnEfFoVOrVkUaPa7YlLW+TThhjlk+m3j+0FRYj+7Ti4jxPFC2tikC1xGgzMe0ggDY9QotwklnP29u092f/Ntss7Xta5F2VJ5DPpu3wYpa1AH5WVjcr1LEzYyNGQa+nnW2Xj+/qAF6W5+DXMrwD48gDnuc3kOd0p6c+lPSFkGig+Z/O4YWvP4aNJMGG30Nel9mxrFR2BMqgcOBHukqmsCn0FdCzw0kd5I2a7WkQPkxJ02yzso+DAHMe6AH1+kRar26/VWlDyUrskCBntlPJNp1JAznWZ4Jeng2x54yhRAjAZ0cjvOr112Hyri9juD9BEHrwA461U0284JXr2HxqgCD08OSX97B7PjJlziyVSFMJxp1Cn0WGzrLo9Tgsh+sxADmyNEE0EAjbywBUvy9NlB2ZrbEzI4l0RhaETU2K0cCrRxHRsgAQDQfwfB+xvqHj1pR28uWkzM4mxthh9+OqpUTu+UCamF7fLNkB0fZFQ8kgMhRz5cwNnaX5o9/zGI111P86iUSViWmvq8yf65nStrC86qaitkGsV256d3E0mmJk0g3I1dLfXYvDxZEHvKAZmkZ7f3cHYbsNV9tBAcAjD5zDt73pOnyCMTQcB3EV8CrsSgI4JuTM0Ty0nPk/PgH4NV+0GubmVJaXhYAbldfTQJnDNZmh2eQBJZR5AFfN8oDpTHZqnTkgNSsLrDWZvgiwK22PMaM7ZJyr7DhrAfH69ApJFzHbNKVNAPj9Cxfwv7/uJnz8Tx9D92QIKSXiUYrP/9cziCOVyQmZQyQSyUTx2WjCArQnJ+cOkjiD0Hw3x9F6O1ftQwgFfOmkXHYrdHcqAyRAoXmNal9CG13bMgOhS3nadSRJVA9Rgy7py2hGH/Ww7Rl/QDHQ1m8EpsxalT3YGR9FFaQUmKp+F01SB1Ai55jtzficlsqmlVJmdTlYoGIAVIvrJ3FcylBVubMAyEU8LqckFNryjXgARXZXlGLpPcjSBCLLIMTVGwB7LcM7OI484Hl+A81wydyFRYMBXM8zF4Nbvi3Eo3GsnFaAgunnDstaLj5NGJkFDhR0AXbjGEK0FeNyaiZdoY0zD1ugp0TjocoE7ZD1b90i4DePHVrV/dmZ7KJhtrXIsVwC0AEFkE6NCiI7taRbPMaS4j1Nuoj5BQylhOs42EgS/LfbWljuBogGpGfLTRbHWTFT0fWYsSSjkmYj4JjEAn7AwZiDOMpUCSzLSmzNLJVwGAxr2MgMGIcfLBWHb2UpfhCY+Xj2wNdim2kBdpWshsgtADFBi/l71IMicbuUEq6vCDhULi16gGymzq1KREniGMyQQYqMhy3Ya7aPn/62S4ZT4KmP1wZozjmyCnGoLnNT68vSsdW9vsQClUKa6RdEeCGWJx2nw3I4NG8xuUolTQCLf0Nnb+Oox6Vdbb4Jwg+CQudkUYz9hnJfuetnn4OvxDHSPIfnOGWWny0jYJnK7rS+Tvo+hO9B+B4kZ5CcIWfTA1lpUCxPUzipUy5v1oBdNZiUZl21vrvQesD87KsKYDR93axrXQDmub7M2nZ1+5Kx0vEsAqC0nXk/c7dVGX9kZv7pnzRdQiylGQ31iX4fr/nR52D3fJFRux4zbiycOYatSXP0/AaH6zEw5qDZ9uA3OOIoA/cY8lyAe0yPIcqRyxyOo4bOTqIIkygyY6viaIRo0EcSjxGPRlpywEtz9qiP5DeCUmnO9Ty0Ox20VjoImk3QoNp4NMKg1zMU/mQSYzwaYdjr6Qu2ErKPhwNjfTZlGG2J1enHPCfKEgjKpGhSAQEm2ZnNiikgPaStntHqEQuUepeeh1zKkhzBNoO2JyLUHVMh4E+Mofdwfw/D/R7G+j2Ko5F+HxPkuQBzocvXMO/7tbi88YY3vAHHjh3Dm970pkOve+QzvCSOwRsNkBt9ngukyRCu5+H2b2/jQ7u72M6ywji1CnhUdtTgl8NV2V2FqQgocXiV/g/obEkDX57aYJAeONXcbIO+tChnZDPH98zQ3B0Us7K9RUCvKmeYVQqdNfbnYo6VwvQUhZzuqdqgZwdLMHQ3EDCGWEpspin+fXuEO48vYWtjiPWblQ5OitwwMmWsdHpSqvKkH7iQIker4yMapBhGE5Pl0TLRIFWPeQyMO2DMRzRMwTmVHLnqJ3oe/GAJSTw2F2PX8xC2lxGEIYKwqY9HGNaxDTokzKZsJJmoTEvoDIXAaKnVRrvTAQAMej0M9natLIxb2yhIJiU2pihKoYXpMiv176YyPp1dEflGLSPNsFYbjMx+ajI60tkRqBldY+Utp9Kow5hhY9IxuJ5vzTicBj2biRoNBmoIbxwjGvQxiWOzvSxNwVyAuUBufego63esqsCVjm8l8+hf+ZVfwU//9E/jgx/84KHXPfKANxlH4FBvZDweIGx5cD2O/t4OWis3YEAiVC0+N4NSk27h3gEU/po6bECpXtjtXpgddDEuTSYApjKVOhCkx+wSHjA7yzOl1znkkln6ubrzoeOfF3Zp90pEHUDWvVbkcSoZQ+5Z7596svjJWsiTDgbOPgLHQcwY/mE8xq/+by/C//WLn0d/d4Jb7+6id2Gs5AgTVbLkPoNIJLonl+BwB6P9BMNeojMaNWaIWJ1S5OAeQxC6iKMMk7HUVlaqNCknAp7vKxIKU8zGsmt/MauN2I92ZIARkwd6UCxdsB3G1DSBNEUWjcA4x1KrbQbUup5XuJfIaZYht3w71aif6ekNdigWqW9G/ORSVIBS24VVHV6qkwhKc/rKxByfK4YqMVXHoxGEzjCJ+Wq7rOQkidAG8mSJa884pH1WQZcyuDgalcqWdDyMM8hMlTBz6ShynM7oGHcgM0BepTphludg3yI9vFe/+tX45Cc/eVHrHvmSZhJPMOz1EA36aLY9NJoeGHcQhC4e+Ztz+N3wBO5oNNBmDK7jwGFZ0cOjn1LGl5WAiX6mQGtGCYcJOfXDkxQ8ScGSxPhc2tsWnlcq4dVNN6jGPLlENeqWqQWXQ/Rg6uJiMk46lsNkg0xIsCQBT1PwSQ7QFHvq6VllTSRdxIIjznPEUmJfCPzG2bM4fr2H4f4Ee5sRGoELhztguqR53U1trJ4KkUwEzj81QO+CGjXkemrCAs3ZUxkgx+rJEEkskMSqH0c/gLrQUomRCBG2xsu2HKMyJf1Eg4EhT2RpYkBT7Vv1qVsrHU3UUuDVCAKELUXcGu730LuwhbDVNkQY6k0RqBFgAjB9PONzaY3ioeV5JVOynVMKd5KyHZgNcIVwu2BWku7OdqUhbaHn+8i1jZu9TZIn0HGYfUnVg7PJQGZenhAmCx7u99DbvoBRfx9xNILn+1g7dT1O3Xo7Tt16O9ZvvgXrN9+K7sl1rK5fj7VTp7Cyumb9nMByt4tGWPRlv9XjU5/6FH7gB34Ap06dguM4+Mu//Mva5d7znvfg1ltvRRAEePGLX4xPf/rTl+0YjnyGl6UpvMBFngsM9wWwn5jeyyQW+Pf//EH8+tvuxq8GGTbTVFmMUZZXlRMAJlOwjZgBTAnHbUH4QZkRBZU+ha/uRFSGkmOqYCPKpZLDgNusmDXHr/rYYc/pMPurW2ZeHNQTpO1zAAJh8QTpIq3fA66yvKGUeHIywe++/Tvw3l/4FHrbMZalmnkHAGksELY9JJMMYdvDsJcg09IEP+AaGCVcj0qSCgT9QB2fyqjCwqMyL5fm7Jl4KsOI4Ho+huiZx4FyVmQzB9VzvNDoSQkhBMJ2G0Ioj0zXU8OQ+7u7CNvLSrIgCxE8AAMKdbo4AjJidEohwHTGRdPZbT9LO+uiXiGJ0ak3ZrNNqwBp3m+r/Fm1Wcut3h1ldpnuv5UANUksHaSVVUqpxwslprSbpQkaSyHCtrohID5AojNdVVZul4g5Zjl9Dqm8OlnT5czw+v1+6fFGo4FGo04fdbgYjUa455578FM/9VP44R/+4dpl/vzP/xxvfetb8Z73vAevfOUr8d73vhf33nsvvvSlL+Gmm2665GM48oDX6qwA2sXecThaKx0wztHf3QEc9eX6v//gH/CStz8XG0mCoZRKgO7vFlkAlTar4nHpI2cA+VxWjZYpbGhYBCh4kkL4QO55gL9VBlzpI+chHP1lPwjsDiNKrytxHlbYPq+cuWhf8bDAfdDyjhBl0KP3lVibSRexO0TMc6R5jqGUeOe5c/iO53awd34M7jF01gI854VreOLRXdz43A5O3NDC04/1ELY9TWxQc/RykWtii+rXLXcbSGKB1koDsZfBDzjiaII4UqXLnAs4zEE8GiKdxPD0dAMCAnIJohKcPTGcRv4AagI6UPT37MyLdKd+EGDY6+H8009iPBrh5jvvQhCGUzq9eXZf9LdNZqHMj6aNAxYwWmVAQxgLAq2JK3SCGZKp0qbZn+kTcgN2ahySj2jQN0J/Is8QQ7OYREFlfW4y6SBsGlCOBn1VGrXMtQHlqtLQIEfZddBsWscljSVbHdgxpjxRr0ZcTsC78cYbS4//5m/+Jt7xjndc0rYB4N5778W99947d5l3vetd+Jmf+Rm8+c1vBgC8+93vxsc+9jH8wR/8Ae6///5LPoYjD3gr3TXkaaJsmXjhsrDcXUXvwgVkeQLAx/+0uopPDgZoMYYhz4osj3p3dkZQMSUGioyvKga3h5gCszOkKlDwBMhCd5oxmnQBhAsJxgGY8mg15kkG5skWLjWqvU/gIjw4ZxB9qIdYV3o169B7Z2d5Gvh6Oss7xjk20hT/4n95AR740Nfwnd93IxhzEIQeVtdDPP7FXXiapSllrgFG+W26YBAyRxiqz0MQehjsJ2hoNqfDHUV68XKMhymYq9idWSoxidWg1sT3TbYVRxH6uzsIwiZanQ4cC8wAddG1S5kASlR585mPYwx7PWxtPI14PIBIJc4+8TiWu6vonlwvlQx9C/AICCXnJTBzfV8bJav3Mo6iKUmEOpZyFhqETS2PKPxHFVhSKdYvuaDYvwn0AJUp0vqccySpGhJLmbLDmLF4IyswWj6JYwx6PdOTI/cbEv/T/kjcbx4TygGnPMFhZF4n8ik153GFetlXOs6cOYPl5WXz/+XI7haJJEnw0EMP4dd+7ddKj7/2ta/FAw88cFn2ceQBrxGGQKbulsejkXGyZ1IizyXyPMdSM8enh0PEeY6AsbLNGE06oKALpk1oscIWg1O2VwW9atRlRY4UcKMMGdaBYLPIRuxlakqQU9vRrFEbaKqAcVhG56wstXoe88TqB1mT2cvOC9M7rQG7mbIFG/RId5l0kbpDDJmSKMRS4jPDIRoewwP/5SncdGcHQejitrtX0Vrx8XeffAZS5FjuNhC2PKPLC5oehr0JwrYPxh0MexNw5iBLJeIo1TR9rgDSVaQGWldqYgyJxO05dnE0MoJ0uuhnNa8xXdSp90asxOF+D3tbTyMIPQStJeQiR5aOsLc1wLC3h+7J6xAN+nB9H+1jXbQ7HfiNwFzgqybOxmiaMbgaoAkQSxvR6e0AACAASURBVPo8VgjeWyudAkB1SXNWGPmAZSdmD82VujxLfTrGFammSu6RFtkkiWMM93twPR+dteMlq7HyUFfdo0wSq3xZIQtZxtlVP1JpZZe0/pWODJdOyKDGyfLycgnwrlZsb29DCIGTJ0+WHj958iQ2NzfN/6973evwd3/3dxiNRrjhhhvwkY98BC996UsX2seRB7xRfx8N1516bPVUE2Hm4a6XnYT/xuvxR9vbiOnuzHHgcaGyPHvOGlDODKpR44Big15dzCsBunEMR3hIsQ60TqsHNXGmdlti2mbLDlFh111M1lYHdrWAvYBG8CCQXURHaMslCOzs1+BAjZ59A5O1MOb7GAqB7SzD50Yj3HVmiM2nBwCAsO1h4/Q+brqzg+e97CQ2Tu/jmSf6EInEDXesmF7eV76whSB0MdifAAD8gGs7MglAQuqyJ+cOkKuMz2vrCoHMDRlECpVl0M0aG/QhdT9OCuXT6QeBsRKjcpzS9klTrtvfOYd2N0AyEWgunwBzGJJMTV1IJzGCMMK5p57ASncV7WNd5FIiGgyMz6ft7AIUF0bbyzOx3m8SrwMwQGnKtBagmLfCAtJ6V5XysFfaRi4lwAsrMbMtzzNlXXud3vYFeI0Aq+vXWYxWaUqp5cxUlUf9RqDfi7J8oTzposrenCbmXOl4tmQJ73jHO/Bbv/Vbc5d58MEH8ZKXvGThbTpOmaOQ53npsY997GOHO0grjjzg9bYvoBUC45Hy0cuyGOs3t9FZW4J/6zKSH1rHh7e3sZ1lpQ8MB6YBj0qbNvhVo24Kwgz5wqyw+3KlKQDUQ2QJgHrwmpX1XarmbeaxXgTYUcwDvcOI5oH5YGdYtCwrO91US9RZCxO/hzjPsScE/j6K8M/f/Dz80Ts+jzjKEDRdpKnEFz97HlLmeNUbb0NrpQHGHTUcdiKw3G3geS87iXGUYbnbwO75Mc4+0UccpSaTY7qsmaUK/JaaPjhzdEkuh8xiMBeII6B7ctlkC2rIqyKnKIG5Omc7O3FDRYgRaYrh/h4Ge5s4cUML55+OsbJ6wjA2Wzd3jJH6k19+FJ7vY/3mW9Ba6UwBUgFU1JtS+1UEFA43DLXNls7EKNPTzkYFOaWYXlCru7Mer5ZF7WnugHKqKTR5hW8pANObo4wziWPVswfQ7nQUQOuRS4Y0I8sAZYg/pcytODZF9JEIvGa5Xymmt3M1IstzOM+CLOGXfumX8GM/9mNzl7nlllsW2tba2ho456VsDgC2tramsr6LjSMPeADQ6jSwdkoJhG+68wRaKw10jge44fYOfn+8i1i/0a7jgDsOAsdBxhgEdJZXzQaAcl+NYsYUhIsNythMptc8oXw1pQ/H8uibVWKUvJhyzlHO8EpawIuUC1wK2B0Us3qPJUA7pANMKarZHZGQpItYSrQYw74Q+I9yYADt1K3LcH2GLJHY2hjiS58/j9Xrmuhtx/jqQ1uQIkcQKgmDSJUmb7kb4Na7uzjz1R5622MDehSB7vX1d2MsdwOs8ABJnEHKHI7jaTZiYvpU5LZCJBEirsQjbWQspbmIM6YMsLc2hgiaK+aiHLaXTebIOcfq+nXYfPpxxFGEsL2sGZraW9Mig9hAaGc49oBaQJFTkjg2JUfKpkrvL5sGEvt/imJeXcGEJH0hlS/tMTx0DEIo95okjhENlXyDwN4ekeQ3CoJJCag007Su9GpkEaaXV/QWmVWyBYD0m0TbdrGxtraGtbW1y7It3/fx4he/GB//+Mfxhje8wTz+8Y9/HD/0Qz90WfZx5AFPpBl6F6TujeTobY/hehwv/8c3ITqZ4HjDRYdzjKVE7DjwtAC9pS+2e1XAox8b8OZMQQAKyYLdyyNxOnlV2lEHlExIeKMRpO8DWOxLxIQ0oHeQefOi2zPbuAxgd1igPUyWuvCy1fdVlzXJbuwLUYTvXlvC9rkR1m9uKz3dROiMLsPpR3aMk4rrMQz3E0Ve0dKX3fMRlrsBvvdHbsfmUwM88jebCEIXS20PnsfROR4gHmXobY8RRxmi3QR+wDGOMgRLxQy8UX8f3HUN25JKd8kkNhkNjRVinGPY62F/5xl0ji/B81umxOcHAYIwhJraMFAlOd2P2tp42vQPT9ygmHq2FR9lehRE5lAEEmmIJJTVkTtMLevT0tlRX46ijq3pep65AVJ9OK/Uq0usKRBpkkCkKaLBAL3tLXiNAGunri8J5us0hJSpVadF2M+5vl+a9EACdJvdagvar5az2LOV4R0mhsMhTp8+bf5/4okn8PDDD6Pb7RrJwdve9jbcd999eMlLXoJXvOIVeN/73oenn34aP//zP39ZjuHIA17QDBGPhmDc0e71OeABm1ow/JM/cgcAqPFAaYovjsfqrkybCgdcIK4DPWDKdqwUldJm9e+DYmq8jtSWZUlyUZmjI0TJSPew616M7q4KaJdClplLbKkpZ9r7OBD87L6s9GG/sj0h8MJ/dAr/5QOP4ewT/VJ2Fo8y9XkCkMRqLaHtxKTIsb83wcoxxXD72iM7uPOFx3Hq1hX0tsfYPjtCb3usP4cxuieXcJOWOySxwO75CHtbsR4LtATPb4Dri7wUalxQEDaRTJQbCPlx9i5sIUtTcDfG9Xes4JnT+1hqrSIIm5BCGHsyxhUzkSzJlkIXo/42grCJ5e6q1tNxi7Uoi4yHWdPTTf+NGW/OOBppcX13LlPRJqOUJrenhXSBjKspAxOaKdk5fkJle5qUQv6dJMTf391BEo/QXD6G1oqyUSvNHKyUHgu/0ko51SrD2pIFWtZmcRIr1Dbx5lepj/fNAHhf+MIX8OpXv9r8/7a3vQ0A8JM/+ZP4wAc+AAD40R/9Uezs7OC3f/u3ce7cOdx99934q7/6K9x8882X5RiOPOA1l1eQBwH6u4ptmUwEGk0PZ5/oI00lNp8a4JWvvRHP3NHCZpaBO8Cj4xgbSaLIK44D4Y2RyprS5gFT0QGUs7yLLB3aUfWKPAiIKMsDygB00Dy7ebFIdrfoduuOowqMU0bXNaXMWb27+p1WblLs9zNrIcu3DDEjy3Oc+q4T8D78GIY9lb053IFIpPLH1Nkc9eVEIhGL3ABhbztGlkoEExcPf/osslRoG7IcSSzgcAfcZ+htx9jaUDdmXuDiOS9Yxdce2YHMKixMXbKki6zdU3I9H1mYoL+7g5VVRYpJE+Bkd9Vo1xxNNFHrp4bwMRk7aB9rYGfzKWRpgrC9bNYhAXii+2WGxCIKwTsBDgAjoaDjqxvzU+ebaWvtSMBOUyXIAi0a9NHbvmCYoQAQj0Y4f+YpBKGLZCLg+UtorXSwun6dIdYk8XjqY0Agmmjwo5uBLC0yUNLZlTI7S/xPIOc1gmLOpi3p+SaVJlyJeNWrXoV8AVB9y1vegre85S1X5Bi+JQBPjyNDNBjA8wMM91Jk6Rh5LrBzdoSNx/dxy13H8PJffB420xTPJCkuMIZYqHlpPM9VL8+msVfLmnOCWJuXGo4UyBmfC3JT5VG9fHWNebmefayHIdmYbdeA3UHygpnaugPArqq5q4KdWd9mttqlZ3ofrRuZPOlgyPpYd12keY5PDgboHF9CmkrkIkcaF5md6gWpvpwXuAiaxVeKfDWzVCJLJHoXYgiZo9HgCFueZnImyqtTO3I4zEG+n+DrX3TwnBes4tG/HSozaSngc1VWJPGzTZl3PR+SKWus4X4Px04owXMQNkv9NZGm8HxfAwyD5/vonlwHYwz7O0+i3Q0w2NuEHyxh2OuZrIZ+E/mkEJ6XQWy43ysmlLCCrGJE4KxwYLFLlyr7UlKDVJdIo0EfySRGf++CPnbtaNPguPDM19VrEAs4DkP7WBdSCHh5ca4kqieWaDKJjTF3YWCttXm67xaEoSG/lM+tyORsBxj7vOwRQebzebUmngO4VKvqb4XxQEce8BjnCIIAy91VAMWdYmftBADtvi4lnnk8xV//zsNY+5/vgOs4WHIcjAAE5kIsEJMmrzq4lcTps8Bvxuy6iwkCvbrHZy0PaICzsr2F9kXlqjm9u0XIL4tOhKjGPLCr09vNDAK7BW5O1MZ9QzYQeY5n0hTf/vwuts+NVBlT5tpSTFULgtBBu6tKl7kGQiKuZNZPqAXmUuSIowzD/QlGgxS5VObDzFUX9aDZws5mjO/6J208+Ncbart5IZruXdhCq3PMZC9qxp0iiqgLvEQQekhTocGHGVai1whM1kTheh6Wu6tgnGPzqSfBXQebTz+OtfUbEbaXzdBkCsOY1OzJaDDAcF/51YbtZXTWjuvlUkPbN28FsxiXE2nKlOPhAMNeD73tLb0ch8xTiFSifayL5e6qEYJTCZTcTZJJjLDVNvvJ0gS75zexe16gs3aidOyu58MNNdjp0qMtobBZpQAMMcUOtZ9iLJKKYiLDsxECl17SFAtyA76Z48gDnut6cBhDc6WjBbh75gtqtDZBgLDdxs7mLl4dBGhpI2nXcZDlebm0id2K6wmKTM+WKdj/M9+MFVqkpn+gXdg3YJnkcpRr7VgU7Oauc1hKOJU2dR9vKCVaeY7NNMXL2j7i0/uQUpUrlUm0hOcxhC11cZxEGVyPgXsMaSxM2ZJxB6NhagToWUoX2NzK7HLkEuCui0agLK02nx7gzhcdx9mv9+E46lzCtrqwK/eV0Mo0UuMFedu3H1P73E7Qu7BnBN/MmngAAA1Nrc/SorR54oYbtVlyjFH/HHrbFyClQGftuCn5AdBlR9Uz2z73jDGy7p68zriMEDOSgER5WKqbTpoWPuz1sHt+U4/YUYNTmeOhe3JdgZw1D1DttwBJCvLVNFmbFOZ1Ut6YNMmClUYeMa7mWzIt61DviQLSWJteG00d58XMQIuZaUsV7PIvZYd8xmSJa/HsxJEHPMY5GtrYtqHp0a6nPPjIDsnWMz2n0UCTM+W4wjmyLAM0+AUAMjeavg+yga4KevS7kuVR1jQvY7ocptCzYt48ujrD6IN6hZejR3kx53lZXxurR5vp6QlZnmMgBdI4w2hYZCqcOXA9jniUmSkKlMkBRTnT9RgmE4HJKEXY9hGELqTkSFOp+oCN4jWbjCW4x01p7dG/HeLEjQ5uu7urRO3MwWB/jM0nMzDOMej1wDnHyqqax8d5hlanAcYcPP3Ynpm6rsDAN+Do6R4cyQao77SkfR/9IMDmU09i1E/gOBk2Hv8KpBDonlxX56ZBYLjf0+fKkecT/RzD7vlNTWAZKbKMlGZqArmdDHt7GPZ3IVKJYydOlgggQdhE2G4bLZwdNkOSgI9xDmZNVChKmk2jUSwmPpTlD0qmQEQW9V74BHIaJMkf0wayQvNX+a17llx7mErnKjmt5DnwDU5a+UaIIw9442Ef4VJg7gAZLz7AAEw/or+7izQZ43OjESYyR0DSBNfFUAiAqSGhDcfBhECvYupc6u9VS5wsA4Qz33VlzuOXemEvlTZR1uhVgwlplrczq4Osw+pAb9He3Lw4bClz4RLqgiXOkZC44Y4OHv70WbiennoQZ/piyA3YJbGSvnCfoaH1XX7AsdT2kB9rGGlMELpgsQALVc8vHmXKdowzI4DO0hRhq40nv/QMbv92R/eQGG5+7jEMdjext6WyJ5H1sX7zcTjcgeulmMQZRvsJvMBFf3eC5vKKqWYsd1cNuaL0emkySrw/MuSXtVPXww8CdE+uI0tTbJx+DFsbZ7Dc7aK1cgxSCmycfgwiy9Ba8dFaUSXdJ7/yDxAa9LnH0AjUVBKRSsOcdD2GdJKje3IdrU4HS6226itqAPMsQkrVhYUyvGrY3pyMcYTtZfR3dxRbtBHAb5TZl+YjYGVk1cnntuzAXl4dlyz18mh5ABfNhr6UuAZ4i8WRB7zh/j7aejK0YAz2GBKKaNCHyDIw7uC7ZQP/CUCLNDXa0ibLsqK0CSAlcKOojhECpkbQ5DwEaJrCIZvZ83wzD8eQ1CNb5nwpy+vXT2Wf5cu5SFwJsJv5f9WGzc66F4w4z7F6dwfL3QBMT7GmmXdh24PfcJFMMkVK4bkxiibmpiqdq3l6SSwQDVJEwwRB6ML1OJKJ6guKTIC7LpI4hhA0ekfi7Nf7YNxBZ20JWapszForY2yfG+B5LzuJJBaIByn6u7HS8g0S5LnWyOkxP67W7EF7dNL4m8IYWTsR6RE/Ugi0VjpG/rDcXcXWmaexv7uD3oULaHU66KydAOOqP9hYUo4wN9y+bABMlVgLrRv13Ya9Hpa7q7VZHBFkyrPvkimwq5Y0hdCesVqewTg3/TvGFTuVw0MuZSEdYLNtzMoT0GvATWdyVXCzvT2vprXYNcBbLI484BFdmthh9OUBVEkH0Cy3JR/cTZEve3D7jnFdcQEEjoOAMWRam8fzHBnLkFPvzjaZpr4eRYnV6UMyBn6A8HyRmAVy1ccPmog+LygbdeYAFJ+TfR7klDJ333PYmJfcqytl3vV/u5Z3X5bn6AmBcZTh+luXwZiD3vZYyRBEjv5ujNEwxWSUonNcDfyMo8z075I4M2bSZvtaq7e7G8HzGwAYguaS0XDlurfmsByjfoY8l4ijDDfcvgLGHbQ6DbQ6DeycjzAepJhMBHKRY28rRiMM4TfKN19JHCMa9CGFNBUOKYQp+VEm4weBKvePRqZnR1KEU7fdjhM33oR4NMJyd9V4fIo0RdhuG0JYIwhUWbLVxv7uDo4dLwhiSazE6a1Op9QPM29BTX+WSRr4WhaEc658NO0JCdB/B2HTgBG3enHQnxUBGICk8y8NmTUZpSgRWAgsHcbM/u2MmQCccQ543rcEiHwzxZEHPHuas5QCcqJYYvaXjC4AnOf4y15vahs2+FGWB6AobVbsqQxrE6gVpxvqPA7W0c2KahY3S0rg6OXYAXebsgY0aF1nTsaYs2knF0Cd4yx7sNnbmu2RaW933v8LCc0PEQR8Q6H6eP3dGDTVgDFFRvE8VcIkUkqaSqRxZvp5ADDcn8BvuDpLycGYg3GUwXEKlxHl1lGc77DXQ9jykEwE/IaPsO3DD9RXNo5SRIMU4yiDSCSSSYZokKKxVNh40UWZTJBDXemgi3kSjw0pxNaRuZ6PVqeD/u6OyZCC0DN2YzQx3WjO9PfHZnPS7xXNjqZBrIxzxQjVNH9iXdoZVDU7cj0bmOozKgI9EscrxqoHToNitSWZ5/v2ylNUfFYFrwrI2edWXdb+27wO2dUh+1+OXPIbjwp3+ePIAx59aGmSsZrUrL4Quf5itPQolJ3NXbzI9/GFyt29fZdG7M1UszdTe16drdWr2o5JXxNXKhmYrDd9rj2XiwS5um1Xhd5V9ujCoKEZbI6UyC3tG4HgIqB3sZ6YdWA3MxYtYVa0lfT+b6QpuidDZKlENChK4kmcodENTImTbMIchyHPpeljqVJjaiafC83QLETZhWu/w3I0lz0sdxvwAg7OHQ2WOXoXxtg9H2lCDF3cBeIow8rqmhkFRMbJlNFUiRxxNDKAxfQNIdPvWyMMMYkiZf48HJhjpLl7NsvRtxiOpffCcmSh0qnSCWJqHdsizLwNFujZEwiK4aqklVMZsQE+wEgUkkmMwAZPnTnbGa5dkjQzLGs+R26FbWkG8ZLnJpFnSnMJ5dXT4eX5QqLueXEx0xK+2eLIAx4A8+Umg10KeyCk3wjQPtbFrecE1loutvWdWRXsbJkCqqXNqijdBruaOEx2d6lgN6+vV/vcIXp0DCiBnu0ZOmWRdggCzkHZXWnZg45znk6yupz1fsVSIs1zbCQJeCqN2wqRU8K2D9djhsGZpQKe30CaTBC2iXih7MbgwejwFCDmcJzC5V9kGbjrot3xEDRdDPcTuBFDu9vAOErxzOl9NJdP4NiJNexd2ILD1HG2j4XwGpEBM9fzsL+7A6GHogKFiFpKzWzUIFIFGirTuZ5nypKkVZNS6GzTpvGXPzuUqZHWjgyeSf4ATGvVFGFk+r2tgh4dh+3cQlIDCtfzkGmW5Hg4KGW06v1JTOYLwJhOO4yVHq8ehzqGgiFqAFC70djjgcin89nS5F2L2XHkAW+434MjWnB9H34QmHImOctHesZYliYIwhAf+ld/h1t+9x58Rd8hE8hRuICRKQAoCCyzQM/OGDRT0455PbxFaP612ZsFdvY2LsbtZZ5usFSa1Y9JTJc5D1vaBGZr7ar7PnhDbpm4UjX6rj5eiQzARGd4zw1dU0LMUgHuM8W45I5hZXLmYBxF4NYMRurdpbrE6TjMSGQ830cSx3D8BGkKLIUMYdvD7vkIaSrhugH2d8ZwGEP72Lp2QNkr+TXak8gBNY9upbtqMj3OC92YPViVhNyAcmCh44mjkenHcc+D5/tIk6S0rnnZrL5X3Uifsui8vBxZlxXPW0QRunGjc6L3w4jeixKmvY0sVfKHaDAAYwr4yAGFQqTp1HSF6YkI9YzNglTDCm0fL/gBz1Zcy/AWiyMPeGpulepXmBKO/oCS44SUytLI9Xy0Oyfxoq8m+OwNHEMLLDzHgaAMD8qBJZZymsBSBTmg9BgxNYF6fdthtGyLljFnzcq71DDb5Vyz3pghsZiMj0qb1np0hjPJLjVgt9BQ14PCzvLsLLxaftZhd18CR3lTTkYppMwRhB4aDa4zHo4gdEEDYFe6AXbPRxgPGZrLxVeMSwdJKtFcXoYfBBiPlHDbcRKEbR9JnGG4nyDLfCy1VtHQpBI/WDIX4OF+zwxmBQrRNaCAjwhaQbNpbMUAK0uxSqj2bwNGQsBrBMbaSz2nelikq6sCV3WWnH3hL7uRwOyLMsHqpPCpt4xKhZybixVlhHUZFIneW50OokHflDDtEULVTLEQrBcAVtq3pRGsllKlEJDaCq0AT1acXzKZOsYrEdcAb7E48oAXLIVILVNbcpansgx9CTgvyhKf+POv4Q3/8oX40M6OAT0XUMSVSsZXkinUAR39PgQN/rCxSBnzcsy/qwupszlic+acA1KaDI/2VMr4rPVyzmfapVEcFuCmyqZ2llennbRBr/JekcVYwBiSWFmJpXFmROVETCGwA5T2rrO2hN62MiymXpu0ZsUkcQzGJuicWMK5J2OsXnc9GksC7WOYvhCLwp7LdjuhYa2MMVO2JxDo7+5A6tKkAs3A/E2EDls31giKPh65oAAFKcTRQEDHRD6expaL5vBZmRc9H7baU1lQ3fDXap/O3k7x/8GVAikE0iQx5VQ6b3tOHWVoajnPPGYLzOmYGRNw4RsZQ3HOwrzmpKG0J0wor9L6Hue1eHbiyAMeAKyduh7RoG9pjtQH1g8CDNGb0j1FY46t957Gm/7ZbfjQ7q4hLrh5Ds9xlBBd9/KyPAcHZmd59gWVJSBpgl0CNM3yK6jbudhhtHX6vxJ46t8EYPbjZKUm/OlyYakEugDo2fs/zHGb5aulTYo5vT26sSFpCmnwXI9DaJKK6zFImZvnPD0Xr7nio9XxkaXSjBFi3AH3lG5N5iluv7uLjdP76Bw/rjI1oJQp2aX3sN02/q9xNCqs8fSF2w+WzOw56rdlUEQTNR3douajbHll962yNMVwvweanUcX/VwDq+2NWeqnUcajgY8AzTaeto/Nzg6rRBh17qw0msd+TczrYps06+2NRyNwzg2A2wNc7Tl11Rl8tCztrzrsVp03IPWUd7tEap+beg2L/mVd1nolIstxGTK8y3Qw38Bx5AEvHkdot9vmzpjucEmDFIp2qc9B404ubAis/MVZvPlHbsAfXriAnhCIpUQAAJxjKISRKZSmGtcJmw+R3S1i0WUyqhrJQTW7u9ixPYu6wZj9mRMo+nVGo6dLx7NKnfYRmekOM+7kZ5FeZgnhS8vX9fPmzDKshuszNFseGHcQhIqI4TdcjCN14cxFjlzkCNs+pMyxFCqz6DhM0d+dIIk1ESpNcfz6EL0LSijuOEoj5wdKw0cDWYkV6Tc4uifX4TcsxyAicUg5ZaocDQYAgOXuKtrHulhqNo2OTUqJQJNIaCgsAQJ5aipnkgDRcIB4NCpeFilNb8+87pSV6W1LIdRn2C4DWtledbpClRBC+7FF5tWJ6MW+i2kLtjaPpAlKehFrwC+Oyd5/EFo+nbrvaANjliZGqK8ybf1ZsEC9mpFSf1Sdx9Uh+wssOhZ6dlwdaH5248gDHqC+yGG7rbI43W+gGVhAQUOmu1mV6eXYPjvC8p88hb/4hbvxm5vn8HAUYTvLEABI9fggoFLWBKbLY7a/5iXGLLCbV8acl9kdlPUd9DyBiZ1RMSmngA9Q5WOepkYrJzXwkbDd3lPVAq3OWWZR4DuQGWozMytgJ/IccZ5jICWuCz0wpkglyqeSo9FUcoH1m9o4dlIB1mBvgq0zQ+yej9DqNNA9GYJ7zFhu9XcnWDvVxOlHtqEmJ4xMKS1oNvVYHmbKkMP9HgZaH0pkFSmF9qks2IFxFBkD6SBson2si9WT62h3VzEeDpQkR0qjiZNS3bQRg7LK2mSMGU9IagUAMGJrewwQGToQ2GRpAp8XkxqKbU5ncqU+nsUIpeUNo9Tqn1W1ej5XNwN+5XEDdpyy5crgVxCL1CLBWJrAqmSizn6s+rfKAOst0K7FsxuXZPp2//33w3EcvPWtbzWP5XmOd7zjHTh16hSWlpbwqle9Co8++mhpvclkgl/+5V/G2toams0mfvAHfxAbGxulZfb29nDfffdhZWUFKysruO+++9CrEYUfFOQwQV86T9+t0RfT9X1jLh0N+oq1qenXWSrR343xZ+9+GPf+9xSvWV5GoCcpUNh/Azg4w5szKmje4FIDdBWwo8eYlKWszv4xhzFH2jBrfwdFXcZng2/1WOhY1RR1AZ6mYHpyNU9TcP238f4Ucmq7da9JNQ5zrtMr65IU2crlOUSuboCC0MX3vukO3HLXMUSDBPd813V4wSvX0Tke4MsPbuGh/7aBhz91Fv/wuU2c+Vofpx/ZRhILHD/VBPcY4ijD+s1tTHQfUEkcpBmiShfJaDDA7nk1rSAa9LF3fhN75zfR390x5UwauJqlKaLhAMPeXdSnPQAAIABJREFUngFCxtVkhDiKMNrvGfNmEnwbsLIu2NTv4pyDc44gbCKdxOa7I3TGNNFTzccaXJNJbKj4aZIg1cCaxDGi4cBMLACKDGgWGNhZER2fyqbqL1U2+7SYweerc9SZKhlnE8syCJtmmeLcfZ2ReuZmgI4XKJdVad1aoBbCvM6ziDVXIqjtcqk/ANDv90s/k8nVId5cjbhowHvwwQfxvve9Dy94wQtKj//e7/0e3vWud+H3f//38eCDD2J9fR3f933fh4EuswDAW9/6VnzkIx/Bn/3Zn+Ezn/kMhsMhXv/615f88X78x38cDz/8MD760Y/iox/9KB5++GHcd999F3WsJEK16cjVO0aHMUziGF4jMLPH7njBKpQHIsNtz++aMmZdcABOtVx2gA7Pjnn9KztTqytjVoHOXqe6THWbdfuaZypNPwdtywa9g2zPmD4vRwiwJDHAx9IEjhSlfc46vlmgd2iCjga7Okuob3vxCbzwH53C9rkRslSitdLAw58+i8//1zP4/MfPYPOpATafGmDnfATXJZd+idOPbOPJL+/B8xSbc/d8hN52DMbUMFOH5QY4kjg2v/u7u+hd2DJlOWJeBmETneMn0FzpGNKEXQZtdTrGB5MGwhIAUU+JwI1+1LGmhujieh5anQ7C9rIGrVQBp66WdNZOgGv6fzTom3VzKcE5DYv1ze+Sjs7K2GxASeJYk3m4AZQq0NnsyKm+H7EjNXDZfxNxx87caBl17sVNadU3s/TxYPUgV6xbnFdVrH4l43IC3o033mgSjZWVFdx///1X7TyudFxUSXM4HOInfuIn8P73vx/vfOc7zeN5nuPd73433v72t+ONb3wjAOCDH/wgTp48iQ9/+MP4uZ/7Oezv7+OP//iP8Sd/8id4zWteAwD40Ic+hBtvvBGf+MQn8LrXvQ5f/vKX8dGPfhSf+9zn8J3f+Z0AgPe///14xStega9+9au48847p45pMpmU7kT6/b75uzCE5VMfULpQkP+f6lsMkQiBL37uPMK2h5vu7OBjzQSnBxNwfdfvaauxWuMga8xM2WllGviIyXiQCL2UqVmgVndBv1KMzHlxkMh8ES2eLVwHUOrvVXt7lypqL0VJK1nfbx1Kiace28N/f+AclrQebzJKVY8uUoJxKSTyXMLzGwjCUPeK1bDX3oUxhr0J/MBFlqqelx+4kDLVQnSpL/bMlNFaKx01g02X2mn+nZTCYmH6SCZKjuB6PsL2simNSiHMCCBzqpVJ3VJIk/lM4thMKqDviel369FBYbuNsK1kFa1OB/FoZDJNoKD2G1AyPpjaq7NRHtdTkF2EaSfUOa/YTFWgnslK52cDYd14IZtIYhNObAmH6R+KYuyQOt6yBtGe0lCNOjH9N0OcOXMGy8vL5v9Go/EsHs3ljYvK8H7xF38R3//9328Ai+KJJ57A5uYmXvva15rHGo0Gvud7vgcPPPAAAOChhx5CmqalZU6dOoW7777bLPPZz34WKysrBuwA4OUvfzlWVlbMMtW4//77S3clN954IwBo3z8FNGoQpP2BLZcu/CBQFxXugNw0AOC5L1zDRpIg0yzNqTJmNbJW4af5/7P3rkGSZNWZ4Of3unt4ekRkZmVWdVUX3XSDwFiMRsi2WeMhmdQS6IEtQoPei6wlZOg1mB4IaWTCZDK1ZCvYxXYQYzBo0MMWBqQB2zU91lYYAtYGIYGQmhY94tlSDzTQ6q5XZ2VmvDzc/V7fH/ee68dvuEdGVmUVVKqOWVhGRrh7eERG3s/POd/3HR/46LVX9Hxs09ot2+5aMj0plhFKDhOHASe/xHmY1+sE/WUyEtRZHv2UMkCRlZhNS8xGOWYTjbXBNk7cctq5nPTWUsgocsQRGYYIAoH5TGOyb2zHJqPCSRjIdYW+e7EtrwOGYDXY2EQYRZiO9rFz/hwuPPpl7Jw/Z0v1I5sNWo2pVk7sTRpTInFQBkbb8L4aYL7/kl0QUomSe1Kmw6HrKxIw02PpcB2DjU2kAwOI9HnU5BrVKCHSgNi6lKvrEmTcLBfSudB5tmn3TEZVZ4XcgYX2cXo+LtWIOXNzsXwJNPuO9BphFDnw5sfmDM8yzztLsV/Lsb6+3rgdJ8A7dIb3nve8B//wD/+A+++/f+G5c+fOAQBOnz7dePz06dP40pe+5LaJ4xgnTpxY2Ib2P3fuHG655ZaF499yyy1uGz9e97rX4bWvfa37fX9/34Ee/ZPyq0oKuoKFZa4BgJQx1gaAkAHSYYT1rQTyslnAEiFQlqVjZnJvzUqH3eVL5rZSIVwkXqxoM7bMH3Nh20Nmd6sc8yAHlM79OAvPA3syrq5WWByu9PUXws/qPB0lSU4I7MZKIYwk8kwhzxTmM+0GopK7Rwirr4NZBHs2++D2VWt9wxbee+IJyLCCKgP00tSWAc14ntHlHQxPbDlQyucZijx3bihCSke/z+dZY4EmWYAqCgd2gFnECTxJs+fT8huZlQW7fJ4hSVNEcWyBLHUAKqMYcRRhgM36YyXGJ/2+IFKvSTP0ODEeHeHF9hsJeGtnlri1xMmZpv5Ec3rvjT+9d6FFYNUGUA15AnNX4Y/RMRp/Bwt8Zdn8jK9VlFUFcZWyBH1TeN6Mr3zlK/iFX/gFfOADH0DSYRoLAIGXARnPwOVZkb9N2/bLjtPr9VqvRIRtvgM17RhAk5JNbvV5/Y8ohMCZO4YoC4XxnimVJkIA2owIanUl8Ccl+M8BoOnnrpTJXFekVq16uc7el9cbW7WUedhM7EonOvhRSdkKdEAT7Noyvys1mAbaSUAu2gTnDPQI+MbaTBzP5wpBIHHmjjshpGyM0SExNlCX7KhESHPphJDuAmy0uwtVZq7nNd7bRZHPIGRgL9ByV5JUHjhRPzq2329nCM3cg6gnXtpJAc6CTEg7gcBz+WG0fSpn0oI+2NhEf2MTlc3MAKDSCoEFyWwyaQUSwCwyhgSWO+lPbdOV1AQPlmFysFtG/OBTFPgx2sqJlP1x8bn5rGpG5UIpdQnA+SDHz4nKutcrVFVdNWBdrY7vRohDAd4DDzyACxcu4O6773aPKaXwkY98BG9961vx0EMPATAZ2q233uq2uXDhgsv6zpw5gzzPcfny5UaWd+HCBbzwhS9025w/f37h9S9evLiQPR4UYRS68R5A84tKZSGgHhEEKuXMJXbOTyFEALndw/y82T/zpidQFqAAA2r51mIps4PA4oOS76vZIKFo3UlUaYtler4rFaEfFF32Xzyjc5IEL6s7EuuwltD8+KJcyOQAtN6XqOcgDqREzwrLAxEAFRwhhJz/qUyWRRP3naLHjd6rb/pTFgDLIsd8OkVvTUCVE2Qz7Y4fRQKXL5x3fpxzC0z0WvUMO2H7dqZsT+XBbGoml9O4HwIaI39oJ2T4dHs6LlBnYfOp6dflWYZ1O/ZnPp043RxgfDzpYrI+dq3zE6LuGbr/OaABKlop07v0XEt8ViQfLrusNNkmZjfvqwlmfB/ar23yOt/WN6em6DLKvhlf3ThUfehFL3oRPvWpT+HBBx90t+c+97n4kR/5ETz44IN46lOfijNnzuCDH/yg2yfPc/zVX/2VA7O7774bURQ1tnn88cfx6U9/2m3zghe8AHt7e/j7v/97t83f/d3fYW9vz22zagRCLjigk07GPC8ccwwwV+kiNA4aALB1OsXfjMdOeL5blq0MvrKqDNi19e5asr4G81IZJmKgm7R9t22bx+Aq5b8l27RmUUcEND7Y8ccJ7CohzM0+xm+rnH/b+XaNC6qnn/tm3h5BpeVxMhc4IUNMR7ljXxKZhICM+jvczop6YsQWNKLwfVx67F9w8V8eRSCM+0pRaKSDTaASiOz3Lk4kVFk6IowRWavGTLY4MS4qfVuqHGxugjuIuL6d0u73bDq1ZdCmS0njd3afSp8khzB+nUaWsHvxIvZ3dmrPTQsQ3ImF9wtrMXrUACH+e5nnrqfn/iwe2Jlzbl7ANp5TylZrGPGEMkZGWqulA2wKQuwJ5fn2La/jzpETg5aQZq5VlEd0O+5xqAxvOBzirrvuajzW7/exvb3tHn/Na16D17/+9Xj605+Opz/96Xj961+PNE3xile8AgCwsbGBV73qVfilX/olbG9vY2trC7/8y7+MZz/72Y4E88xnPhPf9V3fhZ/8yZ/E29/+dgDAT/3UT+GlL31pK0NzWcS9xOmHOPXYiHCZk4MU7p9TWieNJA3x8lffhf/t3DnsKoWx1u5LQb6aqCrTvyvTdrBbYGqGDVBbBnauzycEAq2hpVwY5MqzNV8EDhw+02s7Bo9lLih++IDl/06vtcpcO9967CBwXjhGm61Y4/km+HFyUgjgTBRh5/wM6XAd+ztPYPfiBaxvbSMdDiF0fbGUZ5kloPQbNlyj3V1kkzHiREKIAEla/+tFkcBk/zK0qiBDibLQqHSAKO5hsLnpsoxsOjUaN+o5K1OKo9l1BE7GbJrE4HWvTDIZAmnNnG7MZn7c9guAm42XTadI0hTZdAqtFEa7u64Ui8KAJJVuqaRHBBrOvBRCNLKxg6y3eKmSgsq2RDTjsoqF/VkZ0y9nCikRCOP205gPyYgnbWBL29Dxl5379YqyqhDcLGkeGEfutPIrv/IrmM1mePWrX43Lly/jec97Hj7wgQ9gaMsjAPA7v/M7CMMQP/iDP4jZbIYXvehFeMc73tHIxP7oj/4IP//zP+/YnC972cvw1re+9dDnE0Zh7ZKu/ataZZ0rtOuxzGdTbJ1OkaQhvv4bb8W7d3Zwrigw1hozrV12R9MTkiDApaoCsjPdgAc0wI7HQWAHrD61/GstVhr+uiSja5Q5DygNrZQZdlmJtUy2cGAXBBhIibuSBNE9T8Jf/fkX0F+PMBmNgB2z8LkyXp6D22mNdy9jtPuEnaYQIR2kyLMSWleYZwrDjR5Ge3OEYYIgyNFbi933MEpiJGnqSqJE/e8P1524PGRsUIB6R2aBp+1r4basXVpEU/zNy26cvUn/L2S8PN7bdaJ1Cg4y473dhRIenaf7eKmvF3FLL5Z9WRKK0wjGdUmTzomOwUuiBLJ0nzMl6Rh+786ce7svaFtwIk2Xxm4Z6eVmfPXjqgHvwx/+cOP3IAhw33334b777uvcJ0kSvOUtb8Fb3vKWzm22trbw7ne/+2pPD2VRIg5l42oWgL3CpbKIWaT2d57A9tk++oMIUSJx+gWn8IGdHewq5dw2uKEwYMoAVb7ZLUVokSQ0HEi0cu4iQLcMYVV25mG8M1fxy7wSwoqvh/NLlW3hlz4PE8u2X3jOB70lEy16QmBTStwWRfimwQB/+PHP4NTZPopCI8oUJvt7yKYTbJ0+Yxb2OEaezbBz/hyCIMf6VoLeWh95ppwMoSy0y/KyaYEwTBxFPu4lEFtUsowb2YsZc6VdydBYnK277y35Sib9/iIpQ2lHbKE+X8MNhHw4VdPDksBXK5MdSkSO+Un9QwCY2JJmCDS8PhM78w+AO2cfKAIhIQVNbs+caTV/77xPRoATJwlkFKNiwE3HMBrH2taMHvP7b0Cz30fnyLNQKo02SpYHHIvucxC+1nEzw1stjr2XptIKYZQ0G8y6LudoZeZ/ZdMJemsVNk70ECch1rd6+MR0iifKEllVmezOHpOPCLpclt29u8atLmVSEJjQ9ITDEEnaSCtXahTNwz9G28y+o45lYEeZHS+jHiWpZSEYQ3MtCHAmivCNgwH+6LcfwNmnrGM6zpFNSvQHEfZ35ogTid1Lj2O0u4ZKa5y4ReK2p6/h8nlgfydDUWho+8WhsuFsDAAB0uFmg7mplXJZS5L2LRmlWX70Z99RjzCMYoRp3T+rv+caca+5EBd5DqWUmygAwJVEizxvDJcF4Pw0fRcRAjw6d8oqHVC6cTlRrd9jf7vA/m2VbSUQWCZp6sDMvReW/dGxKl0DHb0uAEcMonPjDjOcYLLAKmXlU+MjGiPqJSjmWaMn2EVcaTv+KuOMjiJuAt5qcewBTwoJxb+QHlMLsFOeJxPoyqxMQgb4H+95Ev6inLdmd2VVoQSQaY1MyZqZCTSzuQ53lS57rAUjZtu7WxbXinHJg4PNtQS/VUqYqxJV2p7rJKx4ZJZAlAiDCGEQ4M5eD/9mbR1vfnSM/Z05zj51HU9+xgAnb+3j4X98At/8b56Cc18a4dJjE3zhMzu48OgY+zsZ4p7516p0BSBwoMQzFwKDMI6ZA0nuBN2km6OsixiXWmkopaDtmCAhJLQwhugNtmIDnCI3bYFaB2VRGPs1NvyVa/3oPKgPGEYRkn4fZZ5jOh7Zx2KnzaNSJ3deMYznGgBkFEMVuQO0bDJpyDnc384CPG1P/Ul6L4GQUN70c3fB0JJV8c+dtqU1gQCRZ6CcgEMZIy/ftkkOfP3fzfjai2MPeABQWHEuCWa5kwRAbiwR9i9fBAAIEWDtSSl2L02Rsb4dRVlVyLTGxbIEpk9ZZGJ2lDKXBZFLukCPCCsEcJyMQo/5+64yasiPVQD0MMSV1tdg7MwFJiUWwY5e64rBziesLBvMa/t3xM4MYTI1VUqM9uZ46JMXEUUC6TBGGAl8+E++gMFGjAuPjnHh0TEqHWKeFZhnCpun1vC0Jw+xv5Nh5/wUk33jWgK7kFLmVfeUrMMLo9vLKIbQzekeWhtgmo5GzCqsznx4huHYnFYryB1IuNkzYLR9tFgHQmDr9Bn00j4me7vO9QWAE67T8SiT5FIDKieSWJwmORg7NJOdjXd3G5Mi6JzyLEMYm+yKHqP9zLlJVLopB3A6R+87URaFy/hoP/ps+O/uO2SBL7B6wWKeNS6S+QWIH12lzesSVYSqukrvzpsZ3o0fSitYCVVD+EqlCD7kci01o17iROKR+Rxjm90Blrbr6e+yYq0d6Og+RQtZ5aBYBXhWAbQrAb1VYhXQayOh6JZ+XhfYdZUx20qaB4Jd2+gmt03TaSWxhJWx1vh8liHdPul6WMU8w3ymkc9nCESAS49PoFXlWJdCShQzU+oc7WS49clDRInEbU8zYPHP/3jJCcL5RRj1rYh4MptMXKlzMcMw0xFqB5K619Uor1kdGwFhPs+sm0vNcqRzUdZgnfpvMRPLa6WQpCmStI+JNYp2k9Pj2v2EE1Jo8efm1NOxsUKjTJNPdgBMFlbmucv4CDTd+2ZyiybxxFwE+Nkdlx8ELRUDDnac8AIA2ss6+YWCe0w29XdtJdLrFjo61AV2+zFuAt4NH5XWgPSZU7ULhVlIcmSTCYYnQuOmkSmctv+k3G2DR9alu/NjidD8KMOXJ1xNmbNrf7+c2QV6fubW+J09vgCIRwB2zRNcktnRTz/DC8eNEVBjrXE+qVBpjfWtLeOOUhSQUeR6XXFielywfbGyyKGURhQJfO6BC0BVk0cMQWQGVQaQaR+1z2TksrCyyFHMM0xQu7eYgaIKs8kEo8s7yLNZTQ7p9xH3EjfFXErp+lmBEPUwUq5ts58jidMJPDlzsUwLlHmOwWY9eWFu+4YEehxUaH/qt1GZ00kfhGQlw3reX8++bykFSpv95vPM6QV5D1BrbYblMs9N7mQD1D09PuOPgxtldvzC1y9HNvtwHrDxLJnGLnmkFrfv9QK96nAVpfZj1OOBeHS5WN2IcewBTxU5SuvYDpiGNvUxKq3d1SYABDKAtlc56VjhTBThkXzRSHhWVbhUlt2DXQ/5xVutjFg/z7e/mgzuWvf/usglbaXMNnKKf4xVwK4WmTOwa+vd+f6Z9hZJhSQIG2XNTGuUpRFcr/X7DmjyuXHqKeYZKuuaP55nqCqFMBSGzRkJkPyT+ngyLHDLbSkuPa4QxXEjEyMHIACYjUcYMQo89ZTKPLc6P410MMRgc9P1AMmU2bfYomMSOUU5e7Da25JLCta3tl1vbrBhyDXuGJZ9SADk/hYEdAwQDJll6lxpiLlJYBT16t5apRUCITHc2nZz+LRQSIdDSDKetlUaKnlyIHOZrq7ZppRtUgkTMGsCfx6st0evQxZqfvbK36v/e9uUhxuxn0cexBS/8Ru/sZR1fyPFsQe8PJsj6qfs91mDwcVD5dqYAyclLj02xcmzocvu3MJXVZgohWK+0Z7ZXcVVFu/jLbIlF0Xnhz3uYaL9HBYZmweVNn3vzDYAW4WJuYo4vRPs/Ptd5cxwjMRm9GQscDoK0Xt4ikpXmI72sb617XSbNEcxigEhC5SlQhQLABJFoYFKQJUSWjWzIVVGKAuNdKAxnykMNjedaF0r48ayeeoWSxgxIEJjeOpeXQytzb7pYOhKo5xYoWzJnmdwdA6kTSVDBq7XA2oZRNKn3p90QnIAGGxuQikNiRqoeH+MQkYx0qG0/cZa7N1L+24/ItEoGEs3AFA8S5ISUgoopRvHJzJLG/hwqQKVNKX9fin7ES0Dp0DUUyZC9hzvH3JGrG9B1nb8axqH5Ay0H8Nc1B/n8UDHH/DmGSLropJNp5atJuvms65nccl4DQBQ5tpopALzhy4sQzMMAmRVhV2lFu3CrgD0tLRyBN0OZI6M0uK0clTZ2bLjrPoaHPT8UiWRaSopV5qGQMdYFkvBrnFi3dMQuhibVMqMrOD82cka/va9ZtKHKkvMJhNUWmM+myLpDzCfTjE8ESFKQgw2TDkcADAtUFWx6xMT4CllsronHp9g/WSIIJg54+VsOnE95ulo3wrP4wbQAKjLekmC8e4u07jF1jXIfBZRHGM2maBn+9RckA0sjssCjASByrKxzb6y6QRKjVDZPhmRSdwnTkNUdTOTkoz9Se8/YGXNrlBMDxgnSaP/JqMYSYpWoPMzW16WrLQC35ozOzlgqaJZ4iZgE5S5eufqnFyobMtelwPvNY8j6eGZ7waNBTqOcewBbz6dQmWz+h9eCDebazLab62xB9ZajM+9o0yvsM75rb27I8r02mKZvdi1jK5Mb5X96OdBFmP8mFfi8XkgSWUJQcXP8ICanTkQAnf2evjUw3uodAAZmqkF6XCIssyQrCmsn0gRRgJCBphNS4z25qi0IbHMZzmiXoLIyg7If5MWwfHlCmt9if76CLuXMly+kEOVtU2ZI7P0Egd6RqOXoiQbL0vtN8cdIR0Obb+tsLo/8ouUzG5MOQNrAO75MIohbd8tzwy5hC4SDcjVFl6kw6NeOGV3HJyoTwbAnLO9X2kFZXtzgMlEKcsLhISEyfBqT1KT3Un3vYsbOr2GMF1rl50CcGBEpUrVeM81+7LNacUJzLllGjOcpn3oXJyMwYK+lAIzNpT6Znz149gDnq400uEmpqMRlL3CpqvHKI7dl7uXphjtzBCdTqEKjckoRxKYUij5KmZaY6618c30Aa0N9A4RXdnUKhnYslLoqq8NdAvfGz3DDrBrLVUysKNypu+fucwy7FA9O6CbkUn3l5FW2izFhMDdaYr/pqvGgNZsOkV/GCHph4h7EkIGKAsNldPiWWE+q2oA6dUTFeg9UKZX5Apf+MwO+usbUKVyQBUEE1z4l12oQuP07XcAYIxEBljj3V3HlKQSPXnD1oJ2rwxNWZCQIIKKoe0L+1xN+khsz7KyF4kGnIQBM1uSBODKjQAcQNHwWD5Roi387IuO2SiNypppGYpmxkbfCD/D8kuK1LvjejvS+RFI8WPRZ03n7qazs/8TY0+oFligBM5heJVSgVXjSEqax98G7dgD3vDEFsIwdOUfaa/WAvul57PMxruFccSPBNb6ke3l1GUuNxC0S2/X9bMjDiviXkWI7rb1wG+VPt4y4FsFTDt1dR3lTL93d8UEFeBgrV1XSZNld4EoAYSQbCxQeKkWNxMYjC7v4JbbBk5Hl2cKYSSQDs2iOBkVMCOEUpY1KDctQAuJeVZr8shoOkn7SPp9JGmKPMsQxSPsnD+HS+e+gs3tM+44lKUBcP058u+sbcNqaYL7/FTtQ1nkzTJpaTPX9a1t9NI+9i5dcP07AG56uZA1CYeyMnITKQuwPlnuWJrU96J+nVIKULpBOOEZIvXIYlYebdPM8b5em/2Xe99aAwzsODGlkSWy44RRBKW0e6zNE5O2awN9ymDlAeXbI4ubgLdSHHvAW+sPEAb1VW02nQKgwZyx8R60X3LjuzdBWWjkWYlNuYa1wP4zk7tKVXUPeeVxxCVNoPbWbOvltWV5baDXFRwMl2Wb7lw81igdn2dxfPYdlycYAFwd7JYCHbCcpNJVugzHzd9ZdgeYWXgDIfDI5y4DqMfkAAXixLx+Ni1RFqbfK0SAXj8yvplBhGTQd9mgVhmUUsb42Q4hJnZmPZ/OZELGH7Mmj2TTCSb7e04jx7OkOFlzrE4tlO39jVyJkMqO5JXJQ7FsETAmz1unzziSy2BjEzKKIckM2xpOF3nhQGJeFCbzUjbjKnJUui4trg2GDuA42PnA5c5JaVRFgUDIBskEWCTG+MFJJfAAiksPHNsTTXD1w5/nx0kq9BgHO8ACMGrwlixbvhlfG3HsAS/uJejFEebTKZK07wAPME177tAgpMRsolAUGtm0xNkowib7Zyisw0prrAhwDQC6Bj6Vy7w1lwWBiu/e0hVtLEp/YoEDOyprCtHcxgO7LqBb2sNrA7u2iQh8mw4QdAzBqoK0pJXPPXAOxbxCz2Zd89kUmyfXcOnxCeKkD1Q54kRiMiowm5aQMnCLIWnIiPbufBUL21tywnE7EcBelI2nE2ST2p6rt5aiyHMkaYrBxgmXLZrv7ww0A48v3G4cD00wZzq7wo7GosfiJMEtt90OGcVuUZd2rl8UR25/f/HmZUaltAPI0u4fxeYzkLI2qKb+He1L4KDscwR09BxlTVRG5b/TPpSN+d6aXABPUgq+vXtcNl1XuLyCgsqZ3KIQaIrX6R69h2XgfuRxJKSV68cN+GrFsQc8ISV6SeL0RulwiOlo5K76yiJHLNfc74EIUGQltKpwKgxxMgwbV/4FF6C3lREO8aW7liXNKw3fsgw4HHD6IZSCtscSWrv7FMvArhPo2mbbraiza2zPboEosSY/tWHbAAAgAElEQVQkEitJAIAzYYjzXxqhl6bm+1Nm2D7bhxQBgsB8r8b7U8SJRC+RCCOBstAo5jRCpqbzhxZMOKMyHQ6tw//M6Pqszo3IKlQSLIsC57/yReycN0JsMpUup3b+Xc/IFAzIibrU6FiS2rEaiehS23XFzkKMCB0EXDyKvHY5acu8eFCboPH3VBpzMnd2ZtQCWtWjjxrg6e3f1iMk8OLhpBFWiiCAxkghOpZvMea+Fv73kJu9y24hOZVEG+XN65ndHUlJ8ybg3fAhRIC5HRFCPn3UvzMLyppj0AHG7DfPFGbTEvNJiYH9ByAD6auNgzKnVQkoXWzNo5Ar+P2+rlImf55nY7wE6aabt5Qz247fmdV1DXBdwSpsme6Obj3bt6MpCWtC4GlJgo/vl4iTEFU1x/Zpw8iczxWqSmE6GiGKBKIkhFbNflg2mbAxN7H7fhV5jh6bHMBnztG+7lSJpAFgY/sW5FnmRvHkWYbpeIT1rW0MT2wBgCsZ+ou2Ecjvg6YuAHBgd/LsWaxvbTeIGzRFgbIyzsT0gdA/50CwrLJlwSewIwIZ349nWJWWjiyzIBxnYOfASulGNgcAgk1EIV9SOv+ypX/Iz6PNecXX6dG+nMTiepgsi73R4qbTyg0cZVECgSlfTkf7EFJi6/QZt2CQoa37pwoM624+LTDem2OzL53jRllVWFjuRb7SlVUlJTSaJUMNk+VVQpqJ3h39uEZfjmV5XYbSvpn0KrEgPfB9A72sr+39tTuoCOg4XpQmyMV+Hz9W/cIHAB2/v4rurqWHF4RTrIn67xwGATalxLdEKT65JhAnCoONPsJIIJ8rzEY5onjNLXTzCWU/GkIECIS5MFJssaWfPUuZ19Y8GTDAQpPSgZoO76aY5znWt7Ybzv3rW9sAgMe+8N8xuryDk7eeBWB6fpU1chZSYvfShcYMPIp0MMTmqVMYbGy2LtiUOZkLRCsOl7IBUm6f9r8Q+GicPMtqsLHWa23gyc2gqbTo98p4GZS/tm/qzPcnsOMEGl5CpeNR+K/HZRB1yVK7eX6AIeoo+xwd8/qVNI8uw7vptHIDh9IKsCUN340i7iULV9aqLBH31rB5cg1CBJhRP4AxNV0Q2NFCSvf9L54oAV1/1D7N/0pAD4DT5QFw8/S6pi4cFAeKvfnb4YQAT2Qu2GNaSgRaQ+Q5AimhOhhrRw52Xdszggq/9SzIkcNKIgTujGP8P3/wWQgZYLDRQ5KGyKam1C1EgKnt5QHCzmmrP5MwEqg02XYVDmy01tg8eQrT0aghnI5l4p5vyAuUNnpQD5SEMFKHdDjE5slTuPDoV3Dp8ccghPCYl7ljb/LeUzpcxy233W63sf8LNuvkGRo/FoBWsAPQ6Lf1oriR2fn70HYkazDvU0GKWhbgJprY8/LJKu6zUAqq8OQacfN/j/fayMmFlzSBJtDR+wHQADX/ua7gmkEi31yX0BGgrhbwzP/bTaeVGzhUUSAIyGFdusGZ1O+oCQb1AEshA8SJNItYD6asWZaLYEc/20CPb8cAsG2sTxfoUfgZWxfwtQ2RXTXLW0VywP07rySohwdgwdCbXqPeeEmfruv+YZxV7P0g3jXZnQW8oTBTzr8hTfHQ53YghPkuBDKAkAGENmzMdFj/TfMMAAzolYUZuJoXOYq8Qp5Zk2SYxZ+0abnt87mxPbKeIi6srVXQI4p/0VjUtVZu8sBgY9O5mHBQ9BmdfJIBzdkjezQCukBIRHHkGJkcrPj9tr4dxdxmcjRehzIdXgKk37kInEqUOXM6ofOnET10weq/V15+9Mcj0X16fSKpcVAz7083ZA70GA9/H594U2m5sM91iyo2t6s6hvmfu+m0cgPHfDpFaL00iQhg7q/VU4yZ44OQAQIZIIwEBhs9Z7yX6Xrieetiyh/vyPTaJANdoAd0a+cOEqPTHofxzzwIGP0SKX8f/nYCgGIlzaN4/UODnb9vB/BRdpfYzC4RAk+KIzz9n+f45KjA+lYPcWLAqOqZ/m6vJ50cAYDNrDRUacgsNPCULprKIrc2Ycami2dydHO6OSncJAYiWrm3IWppDQHg7sWLdqpAnd1wYsWi6bFGPs+coTMBZsjo+kQucazIlvIjB72yKBbKg36/jzMsqTdX6VpKoIrczPzTGqU1bCcTaHofPCv2Gan1+2OOKaz3F0ZmtJNPyCHA8sGuK9rKsPxYNNz2ZnxtxrEHvLIsrL4us9Rq5TwCCfCox6GKwpSjVIUwkogTCTWxk839QbBUHsu32jM72uaInFeuhIziSw2uJhayyxUAEitkl64Myo95kPkzv3+QewoPf/9wjMiCXU8IA3pBgP/lxBY+9n9+DutbPZy5Y4gwkphnJfK5cho8a1BiAa2EKgPnexkEVtw914iTNQRU4rVAR2bPWik3iYCqDgCcsTNNMSCJA5k8m+eaXpKu/8eyGuetyfR+5NNJ5C0hSJuWN1xZKDsjIOBjf2jCwTJt3DLw8Eul/Ly5J6UvKyjzfKHsCzQnHPiaO04c8SUP/HEnx2AZKZdQ+P29OqurNYZhBGQdZJhrHkfSw+toIRyjOPaAR/9IxhrIfJmz6cRdace9BLElCGitUCmNQAYYbMaQscClvRIXyxIzclkB2kuWHNx4pue2q/t4h5le0FYC9e+7bT0SCz/GYWLZua2iz1sqKTjUiSwBtWU//cc6mJlJNEMiJBIhsGZ1d1+X9PCceYjZ0zbw+U/k2L2YYfNUgo2tBGM5RzYxi0I6NCLzYg6kww3MswyqKJyxcqU1EJl5dJXNVPIsc+NxAJpIYBbnwcZmw/yYgCpJjbXXPMsQFpF73vQG65IgsS6FFIAVrpvsxsgUktQI4cd7u+4CMIwiTMcjK3MwpVWlVCsgOUG3UrV8wWrjKLMpLfHGL3cqBtR+KbIBRqIehktBYDYb7TfF5Fo3MjvOluRZHGWuXf1H9zotWR/vxTmNJiPKODcVWesMv2pxJDq8xb/7cYtjD3hhGCFN04YWypAGcudqAZirTlWWCAKBKBIII4GgAs4VBSZaL5ck+GDH71O0fBlXKWsC3aDnjtOizztISrAsuhia/nm3vR8uOOeP8+dUFC34bS5kd8sytlUAj+/bAnbUuyPdHXlnfvtwHR/5ky/i3JdG2L00g4xo4SSLsAq9NMRkL8dob44wNKxLmq9IDMnSmhjz4N+1mBFJKKiUSRkOyWcAIznoD9ddpra38wTyy5l7nvcCCeRc+b6X4MTpMzVLMs0x2t1FYUuheZahl/bdgu1AjC3glK2QQbJ5rCnYduN0IjhxN4FjF9C5984Ah4/2AQqX2dHr81FLRHih4/IwhJNa/O3AS8qGLIHMsOl9tm0PKd0FBgGhmUIh2OuxrI9mF5bHH0RupDj2gBf1eja7M1fN6XDdUZ7DKEIYxwtN8P5GjEcf3sPW6RSXGFmFiA2tX+GuPtGSPt5B4RNFfNBbluX5x+mKVc6lrTTqZ5tXEiuBHUVXqbKrZ8efY0DXxsyMmBThxevr+C9ffAjZxFz8qEJjOsqxe1EgSUNoVaFSFYpCo9IVtFIocmMVFvO+EuBYk0naRz7PHBPS97fUwjASOcARiaUGkch5c+ZZhhOnbsFsPHLHIhF7kedOeA4YsFvf2nLHJbAYbm5if2cHNF0caDoP+cGNlWNZe3aa92Cywp4nOOdmzeb4RUNi4JNfaAYdTWioR3jVYEevSabPdBw/OIj5mjjf6owHlaXpPge0EKb06zM3ieTDS7zU1/THDV2zOJKSplnZjrMO7zrNn//qBadk874HmbpSH89dnVUam6fWcPYp6/jEfNawEguDwJQz2hZZ94LLekt1jXxBr0aLBzX9RfNxvk/bfpwcog8BQJR9+be20EIsnEPbtoFSVzfCqFEKzhcBjj9+UOkyOQfEO+bGAI96dyQ3SYTAmSjC4//tCWhlLnBEaGy9ZtMS87nCdGwWhOm4gMo1AhEYq655fQFF42jCKMJg84QpVc4z1zcG4Egmjnnp+kH1wk4+mA1dGZM5jPd2XemTgKHImwxHIYSZhp4kLnOhY8c9M/2BSDCFHUcEdFPv+eM8I6KRPI78YWdPuunnUjb+DyutUMxrYgzFfDpxF6NkElHmuQN7oEnIkVZy4Z8bHZP+NkAtReA3sv7iRJuu0if1QTlY1z6o5sKFyDH0s20C+jULbmR/NTcYHd7Gxoa7veENb7g+7+E6xLHP8Ph4Dk5QaYxSsVd7VL7aOJHg5Nk+/vzyE/WEBB7+4rqgu2OLcAtjc1lJ8CCZQlv/z2V8Lfo8AFcEPl1ARucArE6Gce911V5i28XEMomB/9MHPf/vJfKm7s5md3fGMf7xo+cQRgLZtICUBgx1CUx251jfSqBVhbLQmI5zVLpCICzzkTxZ2QJP4WbPFeYCzGRd2+47aBZe7e67MTe6NkGmoa903Olo32SPdtEnWzK+yJL8gMKfGB4nCaajEYrcjBmiDBRoygcoqE9G2VPbzDmltNMZOuCO4wbhhI/xoXOhcUL0GD+XqJcYaYLWCwJyhbr0WBbLJRPch5O/R+rLcTsw8sKk4P05ej2ttHOikdJIOqg32rOWcNdtPNARxk0d3g0cSivkWeH+mSajfVviiR0LDoDVAlUIrO7qoWKOR/LcDHtdNXwA7AJEG8smHBykzePb+uH39NoyPh8EnYD9AEIKsAh8yyLQupF9Lpt/1zzBRZA6FOAR0LUcMxAlwsB89amceVsU4WdOncI7d810c8rytFLopSmK3JiOCxlAZ7bEHQnkmUIQBHaSQI61fh/zLHPZVp5lbvYdAKxvbbsxQICxGqtozhq7+PL5crwsmE0mDRN0AonBxibWt7YcADq/WNTAFQiJXtp3mY+Q5vUoU+SOIkANCtxQ2fevdL6cFpSJWUqgOB3VJTJhHW0a0gHU0yjCKLIjkvr22Lk776hX243xPhudp5QCaJEXUN+xTRPYxiaVLX05KhNHcYQihxuUW49pym3JE66kCZg5m9cljoS0Yj7rmzq8GzgqtvBPxyP0h+uujyfsVZqZBi2gVQUpAmydTvHFosBYqaZZNI+2hZgL0CnsFG2Ug/oxHXY6qgAHg15XPw9YFKUDaDWc7ip7+o9fiV9nW3a4cp+vrT+3CuD523c9xrI7mmy+ISWePxjg93/979xuWptMbq1vsrDceqwCwHScQ6nKXCAFAlWloZURiM8mEyhbQdBKOfNn6vPlWYa+55wCwGV0QJNRWLuusDJfC4vSzLLbwmBz0zq09J2RQp5llokZuzLeLM8xHY0QCGGZoLHry3U5m7gBtqSFE8LZeZG2DzBzAGkorXl94fqExi7NAzxmCUYsTw509NptPTdf0E7hawB91iZg/DRp/JEhtTWBnCZF8KAL5EavVSugaFqmEUlO6+7/kyONI+nhHX/94LEHPK2MhdF4b9f9A2aTSXMgpzaU7sDOvrvzmSdw/2QPBYxhNC9pRkGAuShRtZU1+cLKAa6t59cBegCWMje7QI/vx4OXOg8by0qjq1qXkXE034eikSH62rtVMzz6vWs//ng4RhBOkQQCIeCGvN4aRfjW/RDv3slwy20D5JlCNi0hZewACwCyaeGA0L10CACG3FLkcyiVo79+AsICiZAS471dlyGM98yE8sHGJgA0qgxlYbRwQkvH8qTMqsjzhuMKZVpmht4QcS+BjGIUeVFnI2zSOmcsTkcjPHH+HCqt3RR3KksSyxKos7oyzw2AyVrjR9lemeeYWvIMJ3i4v7HWbl86JgG3c39Bk8VpiB528WXM0cqCjE84aQO7tvl7DbCzgOqmsaOeG2gy8tpxhn7y8iW9F/O3kAijuB7qy9//zXl4X1Nx7AFvPp0i0KWbLyakdGw3+sfmjK6eFRab6QjtxwyDAAWVzQjownE9GJb/DrQDHtAKesDBcgW+D4BOY+fDGkgv7OtliW3g10lwYY87NqaQC6bRlZRosDMPutF2XT8PuPWYo8pACJwMQ9wzHOL/fsOnsDaMkQ5j7O+MEAT1aB5TpqtQVbHpJYUBlAW9QJs+n7D9PiljrG9tN0yQ6UKLMr5sMnHicxKD1zR7w9okUhXp+wA0ZtiFUdwAOwKPxkJNCziMhyQxB/Msc5UP10sjw2qlkNNCbnuSvt8s9cIBuMyNzolKmdRrc8DGwAowoEbZKl3qxNZYm+bW+dkbN5zmYNc2X8+cb/0/Z0qXObtvgJHGHtGwVmM32JwhyINnfY0+rX09LkSnv+d1CRVfvZfm1e5/A8SxBzxdmYY0zcED6i8q+WvyBrsQFS4GyskRJCM3kJu+rKpamsDBjYMcPedv42v0PNAD0DrxwNmFsfd2EImkDQC7nvO3ayuRdvUFu/qBC8fVqtVD0xykA9z85+j3rp/+jXp54RiJVBhKiYEFuw0p8bReD0/92xE+/ESO07en2Dk/RTYt3OI9HY1QVXWfBjAkFhmGLoNSRYEinwMAoli60UD8aj+f1xMLhFBOcO7G9VDGVJjhrDHIfDq3r10slEHjJHFgR0QJ2nbhs7fiaQW47emYzf8H4UTdDqipx+j6VUVtZ8ZAjsgodKGggFabLePgkjTINv5oH/PBNrV7lf3++MbPbWN42vpzbb9L+9koB/K1gJyyOcqaiZXpMy/J8o0+Z75vW9Z7TaKKjsBL03xfj7Ms4dgDXhhGCFTpGGlkp6TtlW6S9l2ZJen3Mdm/DBkE2FXKSRJIq0X3ASDgZU1uK+Zndv5P3u8DQA4sHGBWLXFSdJFIDgLAruhydPFLo3xM0bLg9mFCyIUhsHyShDnxJeXKtue7AI+BXSRVw0ZsICVOSIlXbm/j/3rv30BY/9TxXo5sWiJOehBSosjnxhMTde8m6feNWJsW9qJwvbxAiEZmIKR0BBW+mE9HI7vgz8x2bCENYbILAhXObqQYbGw2LMqEFUFTxuIHn1LAiSfky1mPJiLXENVwfimLwlnzUSRpH4PNTUS9pKH9M59Ts3zIfTe5p2YgZINAw0GWv2cHtmiRIDDHF+6S0jb+h1+E+CVPAK5PC/Y6PFvjJWMuS6DteWZ6kLvLkUZ1BD28qpYl8Lg5HugGi1qsGjknDDL4pSttAr8i6UP/ywxlVLlSSyIEyqpCX0pAKZRCAFoja1uAgRr02gDPzwJ1XJf0Vsj2CPQALBVR8mMcNtpINHRMHgdNYHcyCbp6Rr1ABUoBQqxWdm0DQLq/QjkzECUkas0dAd9z+3387Rs/BRmGGG5GzhA6CKQjmADGLzNODLNRSInx7i6EFMimdQ+uqjSiuIfh5iYGGyccO28+naKXps46LJ9nGO9edoSSOkuKG4u67vhcwyhCOlx3ujTS/BlNXdMZhTwim2W+AmEcN3pOSinMbMmfwgcwPm3BvF4fvbTfIIdQNuP3vHiJj2deHIDNfsKVQsmlhWerBJB+z46yPF76BOD0cNKde+tH6s6PLhgICH3SivCyN5IlwJ6j2d5OeGDAeKPFTVnCDRxlWaCqdNPdwjaiyTdQCIHCClx7SYKP/cWXcNsPnMYj8zmiIICqKgd6c+bOoaRC4QMYBWdn8uyPrsLaRJ8s2/N1d21szDbgI0uyZeXMg6Jrpl4b8HHtH48uokyg7GcvpWHnLQPlg5iZXYDnDXcN7QTzRAj0bUnztjjGq+Q6/uOXMyDQKAuF6QiYzypnOTez0oIgsAQIYS6Mqkoj6qXGSqxSAAL01lInd6FsSUqJXpo6ayqSHgAsk2LVBmEZgyajyhEnaw4M6LiujMkIFYPNTZdR0WLNQYb0aeY4xpA5HQ5dhkKDZjnxpJ7ewB1FhCtZciNmTiAhElhTt9bMeLjFGjeL5mGANDYMSNQZng92TtbQohuk7UvdNLn2nV546ZHKwj75pNYNCvc+63PQjZ/0nnk/8JrHEbI0b8oSbuAQgQAq7ZrrgRDIplPDanOZXQoa1hlGMT798cfw8h//Ojw4m9V6KK1RCoGeZW2W1MtrLVN6rM2uDNCPFUAPWOyxOeDzSp1ANwC2RZvh9GGBz4+DXteRVlYloPjPdW0bjhGIEj0GdgMhMLSOKt9/4gTe9fpPIuppCBEinytM9ktL348apTu+kInQLGZSSuRFgUoH2Dp9BgAcQFH2FjMj6UAI7O880bDxChGzHh5ld7lj/RHY0fggZ03GFlECH64X882MpRRQaJo4mz4evUbkAHPZaCF6jJcJgcXSnU/U6GJT8vPnzit8K1dWtK/p9zK504o/1YAL09uYmgo1IJKGbuH9OicVtQDk/Hk/KPsr8+s0gUAdwQBYdeOJ5A8bxx7wKExpx/ZYrG5IWFChHsZktI/h5ib66xsoPr6D/+FZCf55nmHPfmdLAGtaQwnhgFBBoQArYbpszQM9P9pAb4nv5rKpCUAT+AADfsCi0DtoWXT467ntDnhdf/uDjsmt1Og8F7I7nqFxl5QOtxS3j7+vLWP2bCaeCOFMohMhcM9wiNm7v4z5xIyD0srOuVtLnXdlkef1IlxZF5DKuK+YKQkjiBAYbG7i1G23Y+/SRexevACgCVB0P5tOMB2PnOUYkUDyOZPHKDNOyH0clsVJxBAhmJWVze56ab9J4oAprVE50f0dtGoAmM/MXDWE9ze7ElZim2icpBNtA1k5uIZRBOX18NqcVejxNv0efdZSSgeuPkGlvoBo9v1oX2J08oy9+TlZMlz8r2aJvSHi2P81DLvLwFMghOup1DTuuOFBaBadBB9735fwDc99NgZC4JE8x6N2m9Jb5MuqAqRCKXZrEguxMf1enh9U4tTx4naWyOGTWYDVsi6e9fFYFQAPet1VY8F7c5nTygqygoOyOyphStRgNxAC0k4zf9Zagu++GOLP/ukyAGB/Z44o7qG3Zga0jnd3EQjjuNNbk5hnRmNnru4BVSjISBjj6DJAkqaYT6eYjvahlMLG1jYy8oRk5bjpeIS4l2Dr9Bkk/X5DV2d6yhnrfdWLaA2aYtHMmC3EbsI4AK2WO4kIKV3faZnXoz85fNm2fpZHANgmFq/3aZ4bZ1su+5Y1ssuWxyijpcxOAY2ypXlPdQZs3FN4H665jdM+tvQrKWpdr2Sfm+jMAI88jrCkeZOleQNHWRYIGDurmGeIrAsEZXaaZXnZdIIk7WP3Uo7nTCQeFBpnqOcwnzvnlUahQikUAObhFE66RyBG2Qn97meC/he1bcxQR4kTWAS6LuCjOCwAtrFHrySuej7eQaBnS5g0vZycVDalxKaUCIMAd8Yx3jg8jbf99t+CJFob2ycBGL3bbLKP/npk7MNUhTgx/x6lDKCUbojM7bvCdDTCdDSCUgr94brVxq1Da4Xx7q7R8FnG4frWNpJ+3y2I0grHlVJIHBuyJrKYcp+oMzHNekhCugnnQK2xK62JQmkJH37249P/27I7PxPkYMe9L31PyrZMS7iMrdlH41q4NmmB73tJx+fZLJ9TR7+H5MziMSYb5yRqOQiRT0i/yLfhP00p1dPp2d95NMqt7HWueVTxEcgSbrI0b/jIsxlkVTm3Cq00sskESb/vrsZIk1TkOebTKbLpBFEvwR//+wdx6RfvxJkowpkowlgpZFWFeVUhCQIUdnEl1ibAQI/AjoAOqIks/pVYW+nTn6DeAnoADgQ+/hjQnflRNOQO3FNRLgrkD4ouQkrnRAZ/SgL9bGNmtjAxqYQZ2swuBJyO8s44xjufdAfe8JMfxmBzE6qcoMjnKPI9xL0Q/Q2BdLCGbFpg89Qa8kxBaTs1QQQQIkBRaOgSzpHHMDUnCKMY6XBobb0MIQSA0/HRRVScJK6aQPZjSqmGsNzsF1tGYu2fSaOHyKeSXkMVuZtLRzHPssZEbrNfrfdzH2UHE7OrxOnbjvHsilPyZQMw278rfunSF5m7iQdMWuD3AH2gXWBFsl6mUqpRpjSvXWvlFrOz+rMQUpoh0d7n4gNaQ47CmKo3Wtxkad7AoZVGFJm36foMlbE2ipME88xkfIEQKOaWgReb+1MkeNFHp/jz5/dw19oaNsMQl0qzsJaWtQn2E9q4Wjgiy4LIfHFygnveBzj3BtjjHugBWACgVkJJW2+upd/nB4Gfn/UdVu5QjzCSCxnn0mgDO/+5ln4deWTSJPMzUYT/47bb8Kaf+wiEFJjsX8b6iQRJf+gMoLNpYXtkAS49Rq48JtMrCg1VGNlBmHgZsTCDQGkyeWjtxIDmUNZ0MHQAVrMni9pzkf29KLOTUjoD5prNKJD0+xYsm1lQwPpVxZyTbtjUBW9B59G12LuPXCyCjp/ltQUvabbJCvj+JFXg29Pj/DX93h69Dr1/XsL0f6/JPM0yZ1nkC8Jy6qPS50GP8ee58TcAzxHnOhFBlDS3qz0GbrI0b+gQjNllyiqVvaIUjo1H4AcAYaRRFBmi2Cw493/oAv799zwfv7v3BDalNItoZTw2IY0uT1GGRz+lJbK0lSqBdmBbBnYrgB6AA4Gv6/GDwI9bmrUdsys40Pmv0xltZd4DNHahR04Jrbh8LQhwZ6+HN99+O9777z4OIQMMN0Mk/TXEPYlsWuLxx0YQgRkQrMo5kv4AvTVjUpDPzWeulTGJFlIag+aNE8imE+zvPOH8LOMkcc4rpN8jgPPH9PAII3OxJYBGybKyF0/cpJgPj6W+Ej1PWaGvu/PDJ6m0MR7p8baMh6JrBI/PsmyLtr4i9SBpYKq074cfl4dvDu3LIzjI8nIl/4x59sV7cEAze+N+mm3gR4xXcsnhko6wvD4ZXqD1Uk3sKlFpjQ43xWMTxx/whETlLdBKVQgC7Ua3AHBzrCCl/eJWyPb30F/fwP/+bz+MV//et+D/3dvDnXGMh+dzI03QGgldtQcBQq1NdqE1xvA0en7W507QYxv6sQT0KJZZjHXp8Q4qeQJN8OPZ3krsTK57pEWcAFDK1bPEJXKFNiYm98m8LY7xjjvvxJt+4r8iigTSYYzAel7uXpphdLnA1ukzjjSSpH1MR/uYjka2HGX+/YNAON9KEpXTOO7ZxIEAACAASURBVJ0k7bveHGAWwpJm2zHRtE/c4FM8yELMMf+o9CYE5tbRJUn7SNLUCbPJgJnm0AVCOV2pP2WbZ3d+L44ed7PtGEHFB0YtF/VybZnWMsBt3a5BBqHypGh43PKy5TIHEy4gN8djejkGRgAatoL8tXmYbXJ3378IcKVL3a4nvBHjJmnlBo6yKIzY2dLNAxFYank9bJKujKnXIoREns2RpCFmk33ESR/v+ncfx1N+4y7cFsfGdqyqUFg9XiIEEgBZEGCstfPcHGFm3Fh8f01icfJMhjM2OyYRt/X1gEXw4mCyzF7sSvp9K8+zQxM828BuATjbCCn0OH++RWOXBAEGUrqfZ8IQ/+mOO/Cmn/ivAIB0GGPzZIIwFhjv5piN4fRzBHYbJ085z9XLFy8AyFyp0mjgzFV8fjlDns2wdfrWWrfHPudAiNqcWUiX6S18PqqZQdRG0gb4JCJEcW0Szc9jNpkY/V2RO4CjAa2N17DnUTaYyIuEFV+i0ABB+5wvSWhq8drnyrU9TnpA+v8jT0vzf9jcv414wq29uPkzz9y4TMIHPR6GhCIdOafxnGheFPBxP1SuVlo54wcHjCxLvF4RKHUoc4nWUAoVbpJWbugwzf/AlTUrXQEysIw7OB/CQJkG82R/D721FEEgUBQa6ycS7D0xRaUT9P7iPE7+z6cd6NHYoDkbHxQGATK7MGyHISZK4Zzca/b1KPPLt678jXFLMqBVxgBgJfBr6/cdpuTZtl3b63CAc/dJdN5V5vXE5F2Z3cCyMftC4NYowptvvx3/8Wf+CsONHrbPpugPY+xenOHS4xOM93JIGWO8t+t6cGVhZAJCSFeCHO/tNsbYGOaj6fOsb20jHa47s2WgCSCBEJC2D+fejl1Y/Qwl6iXOl7MuVZqLnCRNsb617XRqAOy0A2VcQSzxhRiZwjsP/7X5/WXlTQ52tE9bdseDgxMHO3+IrB9+H9BnbLaBXlNYXxNPtFYHGjfXQ5+JFNRRXaHtWUkTMH8bpZURwwsJ2AsVc8xm1ne9ItBHAHj2fG+SVm7g0FqhZ4dbaq0QWMadEAHmM/MlpeGcgJEtlEVuplzPM5SFwtpAYj7Lcf+HHsN3P3mIwXMGGCuFh+dzehFnP5ZpjQEzmj4hzfTqcxVjbwKLDE6gBsQ2Fxb3hlrILS3gt6zk6V6uZazQYUqeB0UbwGkhmmDXOKGOhYeDndXZOYIKgJ4FvU0p8aQ4wi/echp/+NqPIh3E+IZvvhVffmgXFx4dI5uUyKYloniNWVVpN8VgvLeLdDhE1EvcLDs3OVwrxMmaGS0lJKT1lOQlMc3Aj89No+zIX+ypusClMUDtV7l58hSSfr85dSHLGmVEGjq6YLnFJ1u0kFH4T74997VsHE+ZyeldvUju4kJ9PH+IrJ8x0uv7wAgvs2vrFxp9nM2oPElBW3bXNPSuxeP0u3uOgRXPvBt+vNx5hy4QtUIkk/rx1k/p2oU4oh6ewk3Syg0dWmnkyvTqhJAo8hLSOuOvDSRmY7WwfdQLkE3G6K2lmE0zDDd6EMJYT73vP38eP/yab0B2Wx9ZVTlB+kxroKoQBoHL/EprQ5YEAQZCYBy2gB793sbqBNofa5ww7+2xCQxAZ8nT7dqS/a2a9bVFV29vKdgdICT3HyednWNjWvDbDkPctbaGV25v4/S4wvf+22fjsS/u458+eRHZtMR0lLtFnHwrDc1euAwJMCXwiI3cWRsMoezFElB7WtLAVPoJwLEpgbrX5BZfK4upvOneBJpmNlxuSplWdkBEKp5JkamyGZBag12XlGChxNmyXQMcGSiRflBrvcDc9MFMOi9PgVKrVrAjCRDvI5IXJg9uBt0lOaAsmZ7vkgAsWIG1eGFyQgrPZNtKnFIYdxbpsTl7lrDkPssIKIq8s5z9tRxfyz28r3zlK7j33ntx4cIFhGGIX//1X8cP/MAPrLz/jffXOGT4ZY0gEFCqglYVwkhAhEA2GXv9jABCBqgqk8GZ+WASwxMR8kzhL/7z5/G8aYgXD4e4LY4xEAJr1s2DFmGgBjwSQA+EQBBOm5ZZ3ELLK911ggHdb3us8Xu5kEWRBm7p9HG23bLH+LG6tqWeXSfYNf5YHQQeRlKRgPuMadRPEgS4sxfj+f0+vvSnX8buJcOS/KdPXjQ2YGxCeVloN70gToyfahTHzvfSlL1pfE1sS2MSUS9xUwp4lqO1drfFHle9cNJx/UnbBHYmk9QIoxjDzU2kw3VLRqmzJroR4DixeVE0zqOtxOpHY3uvf9WQMXhZg585+qbOSumFY9FPvyTadX4cLOk91/0x0ShBVhboirxoGFj7nqO+kbPL3DqE6QvyBCER2P0j5scprDEAfTY0ekkIgSiKIa8T4FEP72pvgOnhbWxsuNsb3vCG6/IeVokwDPHmN78Zn/3sZ/GhD30Iv/iLv4iJN+lj6f7X8Ny+JkIIiaCqEMX14jWfTd3zla4gZNDoq8SJRH+zh9koR54V0KpClAggBwYbMeaTAu975+fx/O+6A/c8dYgPj0Z4NDfZx1pVYaY15lWFTGuT4RE93R5/HE5R8czNJ6z4ExYoI1xJq9fi1OJlfO69t/T7DtPn82MZiHaC3UEZHgN/yuZIZ0e/D6TE7VGMZ31F4b988CvYOT9DUShk0xJhJCBFgAJAWSiEkTDsSZulAcbkebC5aX0rowYrr4RdmJUyDj1+dsJ7eB0lJdLb8YWUrMd4BhIniZU9bJrPbImDCenZ2jK4Zb05/zy5hqzrWI1tVVNfRsNi+fk2j92WdS1/HWBRdwfYXpsltbRNNg9E3cvj0bxAactwFz8r+lsdZKlWH2OxhAxgpX2PIo6KtAJ8bffwbr31Vtx6660AgFtuuQVbW1vY2dlB37KkD4pjn+GZWnzzqpOcMgA46jkBImCygEpVLtNri+m4wMfe9whu/fQE33/iBJ7W6+FMGGJTSpyyPwdMBC1tWZOsroJ4tz27a8vwlmV89LMtO1pgOy5mfEATqCgba9tm1QzPP8ZKYMcz3pb7gShr2QGTH1Dv7hvSFH/yu58CAISRwGhnDiHM307pClESur8lkUPCKEY6GDpSSJwkNelAaae1o+HA7v3ZhZ9nSEWeG39Mj5RiyqVGckBjeGgunukdCueccvLWsxhsbC6U1Hxg85mUPMvgzy/cZ9kfPceF1TwaEgYhGkBPnyEHu7b9W7NHdg7LaPyU2RGBxRhBx+7G+3v8goA+Z34xcRDIOXDTNdiZ91j/77QRW/zPvLB2bn4/9EYL6uHR7agA7yMf+Qi++7u/G2fPnkUQBPizP/uz1u3e9ra34SlPeQqSJMHdd9+Nv/7rv27d7hOf+AS01gus0mVx7DM8AM0+i1KoKo1Km8WPFsHJ/mWs9dfRS1PMZxnKwsgSDMNTI8w1ZGx7QPMS2pZFH/zIY3jaXo6XfsspfHg0wiPzOcZaY2C/7JnN9NYAlN7U9F20eG9S+NMUukYK8f0X9Hot2R7QmvGtImbn27aeQhvI8dejc6Gfh7iFrFzsg92dcYztj+9BiACnzvahdYWt0yniRGL34gy9nkRZaEoO3NDTyWgfa/0+QlvSLJG7RTKfZyjzvLHol0XhPFSJbcl7SzSNA4CdpK0XFsrB5qY7By6LIfkDUIvKgbpMBjRdSiq9WHbs7ON1ZJ6OTNOSFS4LnuUte00CuwULM7E4paFN4O5ntvzzphmD7jk0ySr1e2w3cD7oMaerY0BYKQ00tuEOOIuZ8GEnUVxNCF0dAWnFrEbXqoc3mUzwnOc8Bz/+4z+O7/u+72vd5r3vfS9e85rX4G1vexu+8Ru/EW9/+9vxkpe8BJ/97Gfx5Cc/2W33xBNP4Ed/9EfxB3/wB4c6h38VgEfhvPTCEKo0S1eShigLDSECzCb7qHRg+wTajIxJzGJZFsoB3towRpKGCCOBwWYPj31hHy+950n4dBjiEcvcDG1GNyPgs6QWacEuEQKDqmoSWThzs42qH3ruLcvCBz4fBIEF4GuVJBziKnVRV9cBdPRzWZ+S3fjEcrIMoyzvZBjildvb+LuPfsp5YD72BWPYPNjo4cwdxnNybyfD1ukUj31xD/s785YrfAEUtUtKGMdu0YuTxBE3uKzAMXstGQWAI6XUkxLM41SuXN/adgt5Mc+aUgG/X9boK9e2Xm2Zmh9CSpR5fjAYsgtB9xgrcXKSCd/HL+36PUwf7NqYog1fz47vGWn0uEcnn/1njrnaoFX32i0ZXwOwWKYXSAG4z92Ye5PVntIKEZtb2Hj/LIu9HnGUJc1rpcN7yUtegpe85CVLt3nTm96EV73qVfiJn/gJAMCb3/xm/OVf/iV+93d/1/US5/M5Xv7yl+N1r3sdXvjCFx7qHP5VAB6NQyG2nSpLyIi+pAHiXv2lNAbBGlT1DCOBuGfKYZWqkPRDpIMI6TDG1uk1R5DQymRylL0BBvSG7AufaY0IgKoqt3AXVdU0nF42OHbVWAZ2rQzQg4FvWawEdPx+23vjpVuvhEu9OgCOrDKwJeNvGgzwmf/0ELSuoHUFpSvEiUQ21Tj35RHmc4VKVcizErfcZjLkOJGI4trzkiYLAPVil00mrsxpiCoGAF3my67eOfOSjkGUeGJiDjY2XVmUSpR+htOWERDo0P0uUOSAQiBFkoorDcpc2izH+O9dmeYyxmPjdQQxZpvsT+cRKppAR+H/zrO55mR5DrLLzqO5byCFkyA0wNJeEJClnP+3FNJMsrhe2d1Rx1erh5fnOR544AH86q/+auPx7/iO78DHPvYxAEBVVXjlK1+Jb/u2b8O999576Nc49oBnrlTNAuyTBGiRpF6PkAGkDlBpbYAuMVf+lNlFkUA6iJD0I2yeShBGEnlmiBAXHh0jOWVKbaElqwBw0xS4OJ3YnKgqt5BnyxiZq0YboC0Du4Xfu+UMK8UyXd2yHuMBmR5nZtKtFwR4Wq+H7xn18O6HdrG+lSC0FzFKV8imJZI0hMo18rnR3xkSi0Tcq1BVwPrWNgAzUaMscqOzi/qmDyMUwjh2erzG27K/c+IJH9sD1CzMOEkM2LEZjI2SoAeWnAxCv3eBBoEhieM50HAA75zK7fWsurbnYMwB1xF6vCDQbfvM+Htry+q4wB5YLGu2EXnarMb8Aa3uPLi1mPe5+tuSEQFlepL5mAZSNFolC+9RLRKKrmUcZYb31dLhXbp0CUopnD59uvH46dOnce7cOQDARz/6Ubz3ve/F13/917se4Lve9S48+9nPXuk1jj3gUShlFqaqotKTcVwBgHyu3GJZFnV/L4ykkS7Y7ZI0RJyESNIQ6TBGntUL/M75Ke568gk8mufIhMCs0rB8GEOfDwJkQYCwqupekl28i6pCIMp6gOyV6PGuJhaA0QMu6vW1EF464yASzbKeHZNrBKIEUGfNNLX8VBji+0+cwMff+UUnOygLDSkCZNMCeaYgRICyUJhnxhdTWP1lNq2gyoL10Kzxr2rq6uJe4kTg2rvSd4BiSRKAWTBDts6HUYS4lzjw80Nr7Sy/wphGAtkeld2mi4lJP3N7n/f9yqIw5Uy2kLdlPvV5LIIcF8NT/9IBn5fRceCqM6HufpIPdJTdUZBLCy9n0mdB0aXR88Xk9L5chs6zzyXWXxzklK73KcjcWrRnrw0pgzQGBcc57rvvPvzmb/7m0m3uv/9+PPe5z135mEHQJApWVeUe+6Zv+qal362D4tgDXlkUiET9AQoZIBAEaKLxUysz6dpo9bQzGgaAuCcRs9EwZa4NmSUy/b79nQzPD2J8IgyRVRWggBk0ALNAD2EsyMqqQgRg3nXCXeXMVYBugZzi/b5K+Pu0AWDXfm2/L/vZVsbkYBdOGzPuQgCRvXh4fr+PZ4wC/PdRjl5CvRxiYWrEiblYmY4LSBkDoVmU0mGE3UszqDJ3GVrcSxggaEdi6aUp81bNGiU7l90xsNNKAVHkJhekw6HzXKT92rJFISWSNHULeFkUbtHXLYDW1jMjATuARimzy+aq6/fmwNOmhs4Xn9f76tpvkzLBllKr/775cfyZeLycucyMum3sjx8GpFsyV938jAjkKu84BG5CCCc89z8X7jW6bObgcYuf/dmfxQ//8A8v3ebOO+9c6VgnT56ElNJlcxQXLlxYyPquNI494HH3+ThJkGcZAgH0EulKmYBZJLWuIGUAVZoMsMhKrG0lyDPlssAwNtsCQNwLcfJsiguPTqBVhUc+t4MzT41xrihsybI+jxCo5+gpZRZwK0qPgqCeowfUC7/P0uRG0pyR2faza7vWD+mIgNK/vyrYcaCLd8wtHDd1dwz0TkiJ7zwv8emHz2H3UoYkjaBs/65SppyZDiJTslYVtJojTiR2zk/x1GdtY+t0inNfGiGfZ24gKy1eZipB34nStTZ/+3mWuaGtJGtoc9+nID9OV7bkpUCWLfGxQoBZwCutnKNKG7WfekSkAaT9Y5v1KNuTJFDuijZrrfq59qyS/+4v5mVRuAWlIZlgBJe2bLAtGtmbrCck0GcT2tl/vrichz/Kxw8OcLRtpXSjfNl1gbJwv8U67nqGqI7AWqw6/P4nT57EyZMnr+p1KeI4xt13340PfvCDePnLX+4e/+AHP4jv+Z7vOZLXOPaAB8D1OcoiRyAqVNpkc2EkEEYSZaEQS9OPEzJAWRjZQZ6Zf5QkrTVcgNl3Os7R3+ghG5fIJgXKQmP3YoanPXOIT89mDXuxtqA+XgIjV0gAQCqUwhJY+ISEZXIEoBv0aP82uUIba9O9wQ6B+7LX9+8f1LNrAzt2i6Rys+240DyxY3/e97bP4+TZFHlWIh3GDuycg440Gsp0GEGIAFpXmGcKD//jJTz1rm1kkxL7ly8jCCSU1dkRwYT6T8pmcoplKfSYLzcgEgOZUdMk9NAyOWnRzSYTB3RhFCHqJY2RN5xAQ4sp0f95lsczqkqbXl7ABOBcTlKPHVq02Vo2kXtZ/4/ek1/C5H2+LrDzM0We2ZHerm2uHYEdsGgY7U9F8Ef5+MHfF4EeOal0gV3bKCF6D/7fzH0W16mPd5Q9vGsV4/EYDz/8sPv9i1/8Ih588EFsbW05ycFrX/ta3HvvvXjuc5+LF7zgBfi93/s9fPnLX8bP/MzPHMk5HHvA00pDhJFbNLQGEGgIGThAA5pZW1lolNAuQ+AEFsCUzoQIoAqFbFJi89SaBU+BZ0Q9bEqJrKpQlhVUsAh6YRAYtiaTKJRVBWijFZuHU1TaLqhcruDf2jKxgzI/P9qeXzXDu9IyZls5M95x9xsyBE9/tyEl/tezZ/Efpg/j0mNTIymRgfv7CRkgSc3XOs+UYW6qCmGYIFlLEScJPnf/RTzzfzqF+DGzOF38l6lxW9k40Sz/KWWIC5aEoWCkBOZ1ajDii2d/uG6fF8izDLsXLzByjCGX0KgfCqPZU/CnDwTkxg9AAIjtwiqEcHPx/P6WOz9rcZXPm/IIHg0Cl0fyCKPYLuT5Ab2uZhmPl1r9DKgt+ERzKUVDZ0efix+m3Es6yDpLbSOkLNwnwbpvOUgTG6zWzhfdc/Ci91V61YG293ojyhKuVXziE5/At37rt7rfX/va1wIAfuzHfgzveMc7AAA/9EM/hCeeeAK/9Vu/hccffxx33XUX3ve+9+GOO+44knM4lBXAfffdhyAIGrczZ86456uqwn333YezZ89ibW0N99xzDz7zmc80jjGfz/FzP/dzOHnyJPr9Pl72spfh0UcfbWxz+fJl3Hvvvc7L7d5778Xu7u4VvcHKukEQ200IicoCWZIS3bvpqkLgJUSAbFpne9qyN5M0RJIaacLZp65jsBEjm5bI5wr/9MmLePH6Os6EIQZSghu1ECMTgHNfcWbIdkFfE8L0raRazHz8jGgZ8WMJzb9zX9/ppCP76jyftucPOg4rYbb27Wx21xNmqOupMMR73/hJlIXGdJSjKDTGu3OM9+YNEtF8JrGx/SScetJTcebJX4fNk6ewvrWNwcYmTp49i8/+/XnsXpphvDfH7U9fx+6lC62LprQXSnmW2ekZ3Eg6csBAfThyTjHPm4uG6WiEbDppLS+SFyaN/CGSiinZCXejbDDqJeilfaz1U6dNo8yI9iVvzjbdGZ8E4H5nwEdOJrU5tmzs75s/u8+qBdAoq6NyH2kZg44MiocPdm1sTZfl2b8b/R3M+S8em2QJWitUSjd6dZIBoSOptOjqfOlFmx+pX8K+GSbuueceVFW1cCOwo3j1q1+NRx55BPP5HA888AC++Zu/+cjO4dDeN8961rPw+OOPu9unPvUp99wb3/hGvOlNb8Jb3/pW3H///Thz5gy+/du/HaPRyG3zmte8Bn/6p3+K97znPfibv/kbjMdjvPSlL22ULl7xilfgwQcfxPvf/368//3vx4MPPnhFmovGG7VlJMAAXFEYujr17ihLMFeogQPAslDmcWUyBdJ6pcMISRpisBEj6UcQMrALb46x1k4cHaHJOOJO/2tBUEsUULM212hfqWoLsjZAagM+oP3+MqA7CDAPYlN2bbsM7DygQzhGFM0ac+640HwtCLAhJe47exaPfXEfcU8inyuoQmM6LhoXLHmmsL61hXS47i526G8/HY0w2t215gPmgqYsTB9M294Qjf/xg3pvfpkqEKS3i912PjvQlEHNkGHAZDTUC6ReHZXF6Fj85+bJW9AfrmOtn0JKibi3hrV+H9l0AqW0y+x8mYNvkEz3OVGDXpNYqY6V6ZFdiKHZVsrk4Ebh7MVYibPNF5TAnccysOOP+exZc05tMoV2kg6BHoFcFMWIoriRzRF7l+7T39K3ddNKOXYsv12PEFofye24x6FLmmEYNrI6iqqq8OY3vxm/9mu/hu/93u8FALzzne/E6dOn8cd//Mf46Z/+aezt7eEP//AP8a53vQsvfvGLAQDvfve7cfvtt+NDH/oQvvM7vxOf+9zn8P73vx8f//jH8bznPQ8A8Pu///t4wQtegIceegjPeMYzDnW+ZVlYunjk5p7JMLRX1rqxUJIAPU5CaG1Mo0vQlZ3pEQGAtD0hAEjSCElaosxjjPfmOP/oGC/SZ/DPdsFufHYEcICbneeE6FaXBwt6mdZIgLrECdS9vK6SY1tpkj++Shxm22Ulza4yZgdYRlJBAq1gR1KEp/d6+P9++0Hkc4U4kQgCCRkC+P/b+9YgOaorzS/zZmZlZVV1dZek7paQZGQeNmMJz1h4QB7HgIdZTKyxwxuxMTZDEGzMhCfwDBhixjsxtmcDfjiAPzuzM36v7cB22Lva2AB72fUjkMMgsBHIK9AiIYzBgJBA3VKrX9VVle+7P26emzezsrolkAR05Reh6K6sW/m41brfPed85xwtlgpajaXfZ5gQCVklBpK8uNFRhEGAxdmT6LYXMTvdRaU6CmrNQ+40KhNGrr1BknYzSSmgvzESupAFCKRxZLnQxlmLAEgIQtcRArKhK2M6LGanMaLkur7Xk1VhpGUXpUnqRFoksiEVaZHVl+9AMEjaHwY+DNOSCfRq6TUVg2psxnEMXVagSYRkyThNuYba74+ej5AnxvSei0kurwbN3k/yfQJSqJKmqpiZTYj8fpXP53Mki653zlSaUfyGXZp5depqxGlbeM8//zw2bNiALVu24JOf/CRefPFFACIAOTU1hWuuuUaOrVQquPLKK2WW/L59+xAEQWbMhg0bsHXrVjlmz549aDabkuwA4IorrkCz2ZRjiuB5HhYXFzP/AEVCHimJvBm3lcjNiiMOyzZgmOpOkacWoKLojGKObtuH2w0xP9OD0xCJ6JbN4HVCTB1uo5pz8ZDrklyWaosbWyFHI/lHx8i1d8quTKCYiAYR0KD3859d7lpF1txKbsycQIUBwrItILuqpmHSNPEFjGH2eAzbMZIkckuWiIsjnonDzrz2mtiJ+76U6RvKzt13e3A7HfF5zU7ei2VDWIAUk3FGMKJaULou+unla2Cq1VGISAzTRH10VMbz8tZPxh2mLFxhEKDX6aLTXoTv9eR1e51u5npFLjRVTNH3nmL5UTNUtSlqZpyU3WdVlup9q5DhgyKSUeZSbX9EoDhmUTxTU6zmfO6d6qoVJcDS+FrRs58KivIF1ZxKNXUjk56wylMR3s44LQvv8ssvx/e+9z1cfPHFmJ6exhe/+EV84AMfwDPPPCNzJ4qy5A8fPgwAmJqagmVZGBsb6xtDn5+amsL4+HjftcfHx/vyM1TcfffdhQmQhmHCc12ZG+WTHz/igCkWyljnkujiiCOOY1gVA0Ao3ZkAMnl5QvDiw3ZMhEGMkVYFE5sbsCoGXn1pEedvGU87ogMZQjM1LbXqAKHQTBZ3jxYupYM64xxgEQIsY3mRZaemJBBO1+J7PVbeqVh1Ba5S1bJTNwFkDVc1DWsNA/+4fj3uvf0pBH4Phqkj8Dg478p8O7K4AaQWe1IDkwiBLD6328GJV49iYtM74CgiE/n4UQQrKTCt5pORh4DIhZmmrKdJLkJVyUfHVXcY/ZTnKrJMyAWYvBaxPT2p6iOuR0rQws8pEnkrGTfIpUegjWBaUSXbbUAlCbLsBlWAySsV6Ziq2mSK+5estnxLILL0NJ3BtEwEfiD/H+efIx9rVO+byFrNtdOV9zWmo1Kx+zYNOmNAgfpyUNHsTC7eAKvybOFMiFbesOjlbYDTIjy18Oe2bduwY8cOXHDBBfjud7+LK664AsDyWfKDkB9TNH6l83zuc5+Tqh9AVPzetGkTmGlCi0IsLcxLdZxqGVBqAiAIjTENfjuEYUIKV3SmyRw9AOCJNWGYulR66rqG8Y11mJaOp381hTXPVHHhRRXMRxGCMIAXZ5Wa5Nok1BM3JnQdkZLSIOtIngrpAf3Et1JJsaLPDnKZFo2nn8uRHR1XiE4zuoLUICy7QWQ3ahj4D2vX4td3PY3A70HTtYTsUnVmFHFUHWGdB26YEIOJxdmT0gVHCzrJ/htjLYxNTMqOBrS4axUdTNdltwMgbScEJGRoVWZGgQAAIABJREFU28L9ydJuA6nVlxW+GKYJw7LS3Lukukocx0CiuFxOPg8IckgtH1eSQFECelG7IBX5RHBKp6BFnGpAxlEEP4kLqpCu1QFVVmjRz88XM60+xSW9DnPHNZ1JshOiIDGnpkVq0qywaJCrNk7y62TVFGVTQ6TXN28FeXequ1KdO/U7G5Skf65wRmJwZQxvedRqNWzbtg3PP/88Pv7xjwMQFho16AOyWfKTk5PwfR9zc3MZK+/48eOy6vXk5CSmp6f7rnXixIlls+1XamFB8RixQwzgu7oUocidnQ+ZckCw7OwUqa4zknzbNZHkvLQgRCuGqWPfw6/icnMzzr94FDvn5jDDQ0FggCwnZgCAlnZHt3UdIS2yyfuhMl48R5jm6a1EXGou3ukmkueRv97rseyI7PQwQ262rqddEJLvydY0rDEM3Do+jlf/828wf6IHq8LgdsVGhZk6eCxSRpw6WQsRuksBNI3BdmylZJiNECJGqzOGkdYaLM6eROC5GXJSF0siQpnAnZAByf0N05I5emTlpTlaqWoQyC6ChSSVc2GquYDp/Shj4ghAkFEHqjJ5yv0DslVXVoJKvKR2JKhWTaZTQy4NQa34ot5LFPgZcqLXK99TOpdxnCUVILHsMhuOlPjyieikxIziCExnCBNXKFOKU6iklk/2l2rTxGVNsVYE2So4tMk5l6KVEqeGN9Sh0PM8PPvss1i/fj22bNmCyclJ7Nq1S77v+z52794tyWz79u0wTTMz5tixYzh48KAcs2PHDiwsLGDv3r1yzBNPPIGFhYXTbgUBpMFmHsfodTrwPRe2U0PFcRAl7kraEetMg8Y0GCaTaQdWUpFFWHtpuoKW5Hs5DQuGqcNzI8y81sXirIupw21UbAPnXdrCs66LMCkpthKI5DL3nxCimVhDhqaJ+pKnQjKDYmmvR6F5KmkIK/zTjC5MFqGixC5lXzvDwFrDkE1yz69UcN8FF+DwPYewOOtCZxqCJOfOdgwwJrpcOHULYRDB90J0FkPURsYw0loDp9FICkLbaK5dh9G161BxHFTrDdl7bv7Eicxc6zpD4ImKKt32IrrttkwyT/PuLJgVkWAuFm5BiFSeTE8Sp8lqAvotAlWmr/6j91QioHQFAsWyVBUg1c4E0hig77rotheTdIisTD5PNFmSM2WsitStteaoeJ10fB/U9FWNlxYhTyBFIKEOWbHqxkGeJyP4KXIJR/K7GHSdKM4SpPpcg0ivqOVP3pqmuOkb7VRxutDiSLo1X/e/ZaryrBacloX32c9+Fh/96EexefNmHD9+HF/84hexuLiIm266CZqm4fbbb8ddd92Fiy66CBdddBHuuusuOI6DP//zPwcANJtN/OVf/iX+7u/+DmvWrEGr1cJnP/tZbNu2Tao2L7nkElx77bX41Kc+hW984xsAgL/6q7/Cddddd9oKTSBbS1PtVZb20tLALD2jwGR2tmi0YepwGpYkPstmspC0zjTEEUdnwYNVYRhp2dj2R+tFKyFNw3QYStckkZ4sJ5YQYZ4MTU1DlBsvkSg5Q0pOz1dUyf9OKHJXnkrJsUHHVhK9FFh0DFpfrM5O8uvWJnmLvTjGJbaNT5+s4mufeVSkHiTfDY85rApDEMQwTR22Q2W7OLrtAKZVQeD7yUJdBXU1F99zqrwTbrYqTk4dw+i6dfLR4jiC2+1IF6ddq4l4lVJLseI4MC1LliQTfx9mnwoSSBd4lYyKSlDRgkkWJH2W4nzq+XSkFo4BwM0Vjab7UH/PXKsgCTtPGmbFltVbdJbWssxbknTvp9IKh/LveME8EVQBC+UYUk9Cul81rjioE4JKdDJ2B9Ek1lSs1gj9ykQ1DkfWNhFYUeeKbDpESoi0GYkGiIbONMoY3qnhtAjv6NGjuP766zEzM4N169bhiiuuwOOPPy6z4P/+7/8evV4Pf/3Xf425uTlcfvnlePDBB9FoNOQ5/vmf/xmGYeDP/uzP0Ov1cPXVV+M73/lORnX1gx/8AJ/5zGekmvNjH/sYvvzlL7+uB7RrNZiahjiOZf4Mdbwm8IiL+F0Sr5PtgiTBGZl4nmUzkXunC7LTmYbWhCPHG6aOV19axMnXOrCtbJ4dMLjcmAq1hRC0bOySBC8huTeBrBtzJcHJcrE69dggwhtEdOqxZYiOyK6S5NfZuo46YxhlDP9+bAzadw7jvz01A0D0rgPXAU2oM+OIA1xP4qrkTovl5oQli43tOKKLeeCnG51kofVdF1OHX4KuM7hdUWUljiMszc+j015MhSgsdYPrug7bqcn3GGMI4xjMTKv4iA4D/T3hVNHMoIRoWQko+Ud1XykFIA+yICSpKiXJAKXwc859WgTKD1S7rms6g+PUMlVgaMMApESnuvnylpH6Os2bK15Ui3Lt1PlRXZp55AUr+bQRtU5mrA86h54hOzoPIOJjQeADQXbB7Iv3KVVndCY6KwTniPBKnBpOi/B27ty57PuapuHOO+9ctjuubdv40pe+hC996UsDx7RaLXz/+98/nVsbiDiKEHKOOBJ5VVEiQOBxDJakI/huiEpNVX5xhdwE2Zk2g5mQXsUxM01jK4mLDUjKWUUclQpDHHHZ+dyNYywlREVFo0m4ohKgrBsJALouAsk50rMBEdPTtLT+ZlzwVZ6q2jJPfEXW4aCfud+J5ABkiI7idER4dXJnJhYeNXM9edezWDjpJ9aaJzofVBhsp4Lukg/fjWDX6ogjV6hsk0IBVoUhaXsoiKliI/BcGEhiSCRCSSyfkdYaLM3Po9telC7AMPCxZnI9WhOTOPrCbzF/4gRaE5MyZkctc3zXlYnpLIl1qYWiiQTUtjryK1FKd6k98vLQdJaxLPq+MoVU0r58eZXi8lX7VfUlCXPEoh+BJfFP2iBWbBsegDBRhpIQJQp8hL4v2xvla0oSCRS1OVKfNQ+1VmZqMdFmIpsnuFLNTyCtl0nxOxVmUi2nCPk43KD4Jb2msdE5dg+WopVTw6qvpQlAqurCIJBlngAgCmPwpMoKUxLQgcTVmbg1rYTsyI3p1EUqAtVx9Loh4kRAEUfCvaYzDS8+M4vfv3Id3DiGy7mor0mkh2x6Qpj7ScRoahqWogig98nVmSSt9xNfzkJbqUOC6gYdNG7Qz4TgAEjFpZm0is93OFBz6ogAqXP571eruP64hZ//1+fhuyGqNR06AxqmKA4dJlVxAo+jUnXgux2oLZ3CIJad6lkiGABSF1gcRYAitQ8DH05jJHV3MYbWxKRMOg98X8TkGOuLW8nSYoFIS6Cu11K4obgkVagyfyo/lsYF1bqasbCoAh+240jSU60ltdtCeu6CWFNOGNOnaIyKm70CgN9ezKQ2mJU0j5U5Nal45HG2NU5Rbc08Majkkic7tT6oek9EpOSZyefhZcRHaqxQse7oZ4RsKbHCEmLkFo4iSV5RHBUSpnrdKClbRuc+VyhdmqeGVU94Tr2OimkhDExZ8ml2WuTzaZoOTReLZhSnRaJZspiyJCm93rQw0rJlvI7IjV5TigIgrEPLZugu+VicdfHuVzxsnLTgco6lKMISxeUAufAjjuEiTUMgEOnVGROkGcdS2UkFp4kkifhCPQT0MLX4TjdGN+j95Pc8wUGx4uQ9k5U6wLozNA01XccYY/hkq4XgB0fwkxcWwCwd9dEKgiBGkNTF1JmGoBsDvi6rlehG6nb2PVExh3ocsoSceOJuJIKixYusmMZYC05duNrro6MA0kRiHgv1nqy0klgZ5BIny8KUVk1KkGlCea5+ZUQpDsI1BiCTBiCetV8ZGCf1O+k/KikDSS0aK9fMfHWKclIFxTSJ6NW6oAAy5JrWn9WlqlJ0hBDxNdUCpLw6GWNUYpVFZJdv+KqCSULutzjS2Hu2B16RlUfpCAQ1XhfFIr5mVajcYHaxz1vmaiPY5aw36peXr9V5tqGdgUor2hBUWln1hAckO2qki/5Iq4WFkzOoVB3hovJ8jJo6WhMOum0fFduArmsYXWfL2BwloIdBDL8dySR0MyE6SlEIfdE4llyiLzw9g/fbE5ipM7nYE6g1EIAM6amQnRSSRUMlPfVcbhyLcUkKQ8Qiea6+ON+yk5WSnEpuBIZUNWrkiQ7FJAf1eGLVXeY4+I+tcTyx6wh+t5Am6HfbvnAzexGQFHLiMU/KffmoVIVohbpXyFzISFh/KjHZjiPmptuV5zdME6PrxlFvjiIMUlWhGocyIBbSxuioImBIY2SWbWOk1ZKlvfJNU4sKM4c5GT59lgjYMM2MS0pXyVbXZbshyt2j51Ib06qfA4oFKnkIMtfl/VC8skhZCkB2IQ+TuB4JXKiAtaYzWXV/pc7mQEp2atcH0QUhJT31tTjPMj3wMiKSKCNDV9v/0OY3Sqx1AGJui9IRWJrOwBWCBQCuZ0nCMM3MmKAgl7HEm4dVT3gkbaaEVQOA0xiRkvNK4jZyOyHqo5aw0CoM9VELi7Meuu1AWm9qRQ+yMHiiFGQmQxSI+J0eC4K0TdFq6LdPncD5V6+TlVeWkgVKKjd1Pc3LQ3E7IbUaC6k71bGUvxZyDiN5P4BQoqGI/ArnKq0USGITgqllhTeqJad+hoQoeXIHgJqu4xLbxj+uX49DPzuKbzz6BOamu4gjjnrTSkiHy2a7lFSuacISIVdy1TGg6zp8L0RvKUJtpJl8P2bi8vNhQJQKyyYiR3DqDbmrF5+xlGodwiohtxnF7cRnxXcmGsQ6fdaH2kVBHQ+k1lRWRZjGp9R+dyrZpAWcxd9v112E0xiB2+1CZzrcbneg4nElskvl+OLvhopHL3ceUonSUxLJSVLEYFFKEfJkpzZ7Fb0r02sT6RU1q+0TreSet8i1KGN6QZAhLVWaT65L1VW5Uuf4MKdRWa4B75lEGcM7Nax6wouCAJAxPF+qNeM4Qj3ZwUdJ5fNrN44j/EQTv/zfL2Fx1kOnnXX5VR1Tkh/l7Mk6m24kCxgDommsaRuwa8It+j6njqNBgKO+DyOKMB+lJGRAVBsxE9ekx7mouqKASM+AsAoDzrMVWZRxmT0lkSeRj0J+eaRik1wroyKyK/hsvkO5+t75loUvb96Mn37pIH5w9BXMz/RgWlWYVhVeT/S1iz0u1bCeGyEOxYIchWFCiFxadm43QOADFUf0uCOFoSgLZ6OSWHe0w1bjXrbjJOSadz2msSbfc5PYXNaysB1HJrSnnyPZfixda4Pyw4peh8jG8cja8j1XEdQESpPYNJ6VsXwK6lyS27KQ9FjWZas+vxrzy95zDF1ROsYJSefb5+StxDwpq2SXd1MCwoIkQhXjlxelqCXEgH6SGxR3E/eczcljufy9QWS33LnI0l+uwe6ZBOXhvdFzrHasesIT/bKyRXTl7lqn0kUMToPhhVaMQ3unEUccC7OuzM0jLC14MuncNEWuXpC4L5mly5SGOOIYadnwvQjUaujgninc+Efr8d/n5zAThnBdV6o2AWQ6n1c5xxIAV8nDc+M4JRFFtZknL6rMQiArUgpcIFIeiv60iejyBNf3+6lNPQxNFH3+Lxs3Ys83n8P3XnkCXidArxuiWhuRlfw1XU+ISQOPdcQ8SFSvHBVbg+fq0upbWvBRrY2gWh/BmFOTMSaSgpNFphZ9ppiSLKElU1RU0krLiEWK21AlM6fRkOe3mJ3G9HL5bOqiNwipi1N8XlVa5gtIA6nK1HNd2eORKYSSrS+ZFYoMcmeqqke9gBTzBAj0xxkJ5NrMnn/w81NOHkHtXq4zHVqkxviyhKhuKPrveXnFJsXfyO24krozjgaT3aA5yWyA3oZxMSq8T1ipitXbCaue8JjZnxRL9QPb8ydh2TVomo8NWyYwO93F0ryHmWNd8EScQgKWKKAFMQYCkbvnu6KsmGHqiN0IZlLmyrJZpqgxqTef2TuNf7OpjiNjYtHsxTFe9f3UxZncn5EoGOl4XdcxFYaS9NQk9ihHfGo5sjzUz5nKGFUsU0R26r2dCmxdx4WVCr68eTN+/JWD+J8v7k3mTpT+qtZGMosEYwyo2FJwsnByBhVb5EpGoQmn3pAWw7rzRLcBVSQCpAsdSwQrAPpqQVJ/vLkTxxXBibIRUkguc+4kB81pNDKLLRGLoWQNqJZRPkVB/iQlZCIQiaPsfaqWWzSANGijIElvgGglD1XskXcPUjJ3v/hjZbUhiVqWs+pUF6VqvWWv1W8dq/OhdnjQk1qb+fGqdaeKTeS1FRKitkAkYokDH9y0oCnxOhWDXMhANmZL31tRx/azAS2KoA3IMTydcwDApk2bMsfvuOOOZVPN3k5Y9YQHiIVPLb8EUABdQ63Jccn2jfDdCE//6pjInTMzZWVlvI5qaJKIBQCW5j1ZicV3I9iOWBw1PUl1SAgvRAzT0jE73cWEW8GFaytoRxHWmyb2d7sZFyeAbMsgTcNG08S84golBSd1VABOnfSKfs+MOb3plbG7sUSMcoe5Bj/57m/w7ZlX5RjfC9FtB2CGIRcMt9uFpuswLUtae4uzs2Cmjm47kErKOI5gOzXZEJUsN4sx2LWaiLEkiyLFfygdIZMonRAcEWJeTZgVf7CMZ0Bndkb+rhJlmLEI0w7Y+SocRRYP3fsbQb7UFR0TZc5EFRiaN7KIKT6YqT2plNmiext0nSKoz8xMS3Y8yCNNaYjoQJqykcTcGVNzCNW0gUgeo2Lg6vNSbI5Ir4js6D1p5SX3zHWRsuJ7vUz+X9FzZro0JK8DP8g8VxTFCPNBvbOEMxnDO3LkCEZGRuTh1WLdAUNAeL12G5HXk+Wm4kiUj3I7HazbUMP4xjoO7plG4FvSuhhpVVBvVmQdzTjmoBZBqhyeVJvzMz1Mbm6gNeHAdyN09QAVR0ytZTNYFSFeoR2+70a4ojaCh5NO8BdWKnjZ9zGTlCEj5MmprutYIjUmUouN5YhLjekNJL7XOZ/5e7J1HeeZJj61di0un9Xx0P/4Hb7/2itSgKIzDZ12gCiIUak6MEwT3faiXFB4HCPwfbidjiQR03Iwft44DNOE7dRAjUydRqPPjaQzhlhPOw7wothcQmx0fi1f/1B5r69uY4641JJdmXtJCE0lr3yMLf8egSsLFaVC5EmQxvA4lmMYY31kR68ppqku2n4+5SEn9OirHKK6ixPLNHO9AQQ4KOWA4nWqKhRIewYiKE5CVwU+tJkhIqd7B/pVmSpUhSWRHpFjAB88SivhFJUtU5GPzam/U1Wac2XZnQ2MjIxkCG81YdUTXhgG4FEEvWJLslucO4FNFzah6xqe/tUxTGx6Bxpjoh+WZduYnZ7C6FpRq1G0oIkQ+rEkPqnUZBpil4MxCzPHOqg2TNRHLRiWjs6CD51p4AnxBX6MWkMIL3wvhDbrAybQiWOMGgYu1DS04whYZpMWAqioyedApuNCZqz6/unOWfIzr8Ckn2qfuutGR/Hv5i3sv/81PNYNMTfdA7N0hJ0IvaSzAbgOZujQEnl9FIbQLZbMSw9xxMEMAyOtFpzGCJykFJ1ZsVFJYmZ50jEgrCYSc6h1UlVkYitRJCukeK6LamIdqvE7JIneVHiaYoOGaUoXKRGbtBTdrEtSeA900XEht+tW746fwo48P0Z1Y8rrKURHVWHy4hO1PiQRmJFz9w9UfBbk9K1k7RUlkKv3nY/hFY2lDQNZ1plqKwrpxJFI1VHvKe+2VH+qAhY/cWOqoFxFNcYriTDnsqTfVauOqsqoHdPPNs6kS3M1Y9UTnmGYCHwPSwvzCIMA68+voDE6giPPt1FvjmLdeRuhMwa325G7zkpVw+Z3jaLiiMVR9L+L4HZDLM56WFLyxoDEzcI5eu0AS/M+dF1DtWGhahrw3QgjLRuGmeSOMQ1L81y4Pys65n0fRhyLaiorPQuyohKJgnqbarxOReGxAdei89BPW086GVgWbp+YQOO3XRx6eBq/XPLRbQfw3SgR9OjgtiE3CIEvFgxavJlhyF00YxZMS1Q6cRoNOI0RWBVbuh8zOVdqvls+zgOIaioFxYDJBep7LozEvacpLsjA9zOEmXdL0kZpJQyqWkL3Qci4VHPEsRwJkvs3rfsoFKeGZSH0fXSX2sl9FLce0hmDrcQticwH3UsefVVaBoxXyY4sOsqn43EkBSlEeoOUmCy3yRHPoKfJ83qaPkLWWuZ+yQJEP9nRvYt6q1ScIOsezcZrI/kMBB5HMh+RXqs1TM8ltCg+A4T39hPYnC5WPeF1FhfA0MHEpjo2XtjC/IyLA49Nw7JteL159DqCAAKPQzeAdRtq+IPtm8BMhs6CyMOLIyGHH5tw4DRMTB0GFmddaa1FYQinIazBXpf+Y2poNC243RD7H3kNl129ETrT4HbEWLcb4kOtOtpmJDsqmNAQJbxlaxoC8EzjWDX3TSUptch0oLg4KWePkO/aABRbc/KcgMyrW2sY+GSrhe3P+jjw+BSe6p6A2hswijmCpAxYD1nXL481SQa2kxZDTlMJIoxv3ASnMSJTBqirdt7NRHEpwJSLEFVSAYrJUGdMtq7RdQY/cmXMMBWmRPI85AKl1AS1LxxdL1/fsq+0VZQVgBRZn8DKqkK6f2rVU2+OZgQxABLXr6OoTwOZ20eg+VSJSn+DO/psebPU7SnSLPqtNrKC6KdMVEdKjOK8cdJnMGnXk1PB+q74XkzbFnUwE5d0mIvPqYSlxu7o3gHh6syXZsuod9XqLIoQJcq5MdVzqvHa08lLLHH2seoJ7/IPj0GP1+Dg41P41U8OIw4Bs6KBcw+apslYne0YigtT1MkkshO/+1iYdXHelhFs2DKCOI5lUrplM3GeCkMUxOh1A4zCFsdHK7j4D9bi5WfnML6xLooh2wxuN8DsdBf/tuWgO8bwq6UluJzjMsfBTBjiD1DBr7mLH83PY57yrwpaCRkruDdNLW0eqyLv8syrM8mae0/Vxlc3bsYD3zqE+ZmX8WTi0vVdUdLLT0qAxTGHlyhVqYt8W7GEqeaknaQSAEC9OQrqTE7dBMIgSyRpE1dFQs8U91wUJcWbxfjAy6YbiM+ki4+oWCLIUo0jqWQXR5EkRLXFUBEGyc7VRVolVrW0l3ht9hO0QhREctIiSQpYU4UWInIAMsaZj0fmrQ0qaaY2ilVjkumc9FvLhb8XuDzFPQQIddZXOozAE2tbfFZpmmtmJf80J2SFEfGYci5FUeh87l1+XqmOJv0u7tPPjFW/T5HSpCPwg4z7NR+jy1t1bwbJaWdAtHIqLva3O1Y94T36wDE41SqsyghG11Duly/z79xOB5pmo7Po4+RUF7qu4zf7DmN8Y102eB1pVQBUsDjr4egLC9h4YRMbtozgyAsLMNoMhhmj3rRg10x4bpg2lmUaWhNVOA1LvrZs0UVh7foaRlo2FmdduNM9fKglzv/iwaPYumMSe/e+gvMvacGopwQWKj+LiA9Ammieey/EYPJT43KjhoHzLQv/uH49pn8xhd8dPInvuMcRBjE8L4LXCWT9SrJ8AYiedVxH4It4JTMiREGM2kgTazech2q9IfPHyNKoN0eltSTiSTEWZ0/K7gN5FSFAqrh0YRFuOaHAtCo2lubnMws1LeQZgUZCGiryKl4RB2MydUA2B03uRyVLskTpd3FddyBBiPOnxJ5NbmeZMcLN2+hbTGXMLiEtsracRkO67438dVi/8jBT9FnpF1h0z/lj5FpVy4IB/ZadSKEoFrKolpw6H6TAVImOvkPTEtar+h2oLs2iNAUexYXqS/ISyBw/xcqMFVeluNc444Itcl/mXciDmuWeaZQxvFPDqie8sXUTqNqVzK7XYlWEvi9dauQGov5pzTXjmJ/pII4W0WjZmD8hGruu3eBgad7HzLEu1m8ZwUWXrsWLz5zEyekeRlo27JoB3xWKzNaEA8NkcLshZqd7aE04CH1RZJpUoIuzLqjw9NThNqj7wqG903AaFtZf3IR7tI1Q6bQQDLDygP7i05kxyvuhMsbWNIwyhgvsCv7T5HqceGIGj/6fl/GQcxzU+cH3QrjdEIxZCAMq6swAJB0MHAdR6AoxCtOgaQyaVkFzjYOR1hpU6w00RkczdRppgabEbSK3MPDhdjsywVtXyj6JsdkcOVWMIS0/PyWfrCgjTixGJY0gUiy7nHuRunz7bg++2+vPT6PFX7bV0TNksVJ1k/730o7jsuKL62IJ89KVm891yyScK1ZkCD8hiux5M/etXFe6FpNjUVKVSI4pqq/JUqJT3ZN0DEDf8Xw5MXE+QTjktqbNBm0k6PWyZb2WUUVS4njhOQryEQlqL8DM8VzBglMR/pxtlJVWTg2rnvC6S23wZHdomGZSY1EscksLcwAgF10AUqlpWhaW5rvozHvgDQue14HvhhibdGAzTXY433TxGMY31lFxTERBBKvCsDjrwfci9DoB5k/04HsRZl7r4LKrNwIAlhZEXzffi+C7EepNC4CNmdc6WLO+BtPSMbptDA8vLeHdto3HO500YVwRrQy08gaAhCcbTRMfrNex0bKw5bcu9j/6Gpbm5/C/gtegMw2BG6I968J3o6QvXZC05XGh6ZSnyMG5Bk3TZSoAM3XEIdBojaI+OgYAqDVH0RgdFUIUxRoBslYS7aiJkLrtNjRdR8VOE8zzJEWLOG1Y3G4H3fZiurlRVHVqSx6VTKRLK1n4dMZQb47CaTTguS6iIJBdFexaDW6nI0t+FTVXVdWSmePJYkvWq86YFMsAaTqCen90LnIPys/LORPxstTtJz5nOw7cbtaVGyt5iOo16H16RUKSvDXIFLeunjwfEQFLhCSe68rcO01xZZKFV0R2JPwgIQtjaYxV3p+aI1hk8cf97tg+UldUnnk3tEp6qgozn1pwuqkGqgK4xFsDq57woiBAbBrCBRKl/dDUXa+I1YiFjxYFEgl4PRdx7CGKhCjD9yIhUGlT7M5CtWHB65JoIoZdM7A466Lb9lFvVrB2fQ22Y6DbDmA7BpYWPBEvTMqOddsB4liUIyMrz/3dEi6KON5jV3DzO9fhWzNLYJcBAAAK+0lEQVQzeMHz0I4jTAdC5JLPyQPSL5QS13txjAZjmDQMXFar4apGAwv/9yT+36+O4GTEcSzJJ/S8CO1ZF1GoJYuIILPA92S1GXIH+24IZurgsQaOGH7kQmc6TMtGc3INnMYI6qOjMo+Ouhaolf1VogGyu3Va7NxuR+admUp3bbFxQbLApo1S3W4nq6rL5WnJCihRBLX7AVXesZ2avG8xBzFqjRG5GNpODfrEpIibeS5815WkSLG6/MKsLrxp7zwqHq3Dy6U0qJZreh+RjCfSNYhQ83J8AvXSUxWZausfat7atyDnrDdmWnKhJ/Ulj1OyVEucEdnlc+/MClNIL3uv9K1TlR2K2Yp7FepOJNY7xfs0pkuCJrLrt+bzif9pwnpRBwbxmbhQmJIXpdB8qhsK1WuhWsLnKp53JhLPyxje2xg8IQJnrIVKEpsIwwCVahWa68H3XLSXlmDXatCsCnjiBvOoliJjYHYVOufwggBhEKLn+ljqeKiNWHDqJiqOiaUlD5aty+osWtJ9O445ei7H8WNtnJyxMbGpDi8I4C0EIh62EMp8Pio9Rv31bMdAZ8FDFMRYnPPwwqEZvAvAe0wdzNTwjovXAgCO2xyv+QFOhiFczuHxGI6m4z3VKt5ZsdA56WHm2BL2/eJVhEGMynoHT1YNdBYDBFGE9pwLtxti7ngPzDAQhWkPOoJh6gj8CCwK4bsRKtUqQi7SMFwvBDMM2I6Dar0urA+nBqNahZm4i4M4RrC0lJAMCVwieN1Oxu2n7tJFOkMEz3URtpdgmAaMilDk5RPPe0uz8rsNfV/GZCjNgBYfTddhmOL6VG1FS0iFmRY004RVr4MzA66Xxos4C6HHSU+4bje1uiIOzkwYVR2skghFjBBB4Iv2MxwwTEOmVcYxh99z4foBDNOQz80TNyg9cxS7YDqDYRrwwygplZaNMwEh4l4POtNFS6Qw7LM0xTXjzLwTRF3RtKg2zaf6fjpvaeoA0/W+eB3LuYzzJcNI+AEAbrsN0x5QtSMAjCgCXCqY7WXOASBTzFsm6Ie5ZriKa1r9+6IYoGrh9ZVWU8QoUbyyMKVIsJTGAsV1u72emK8BBdvPFLi39IbJlYe9M3Q3b11o/Gx/E28SXnzxRVxwwQVv9m2UKFGiBI4cOYKNGzee8fO6rostW7ZgamrqjJxvcnISL730Emy7v1XUasCqJbz5+XmMjY3hlVdeQbPZfLNv5y2BxcVFbNq0qa9W3jCjnJN+lHPSj9c7J5xztNttbNiwodAKPxNwXRe+76888BRgWdaqJTtgFbs06Y+r2WyW/2lzWM218l4vyjnpRzkn/Xg9c3K2N9y2ba9qkjqTODtbjhIlSpQoUeIthpLwSpQoUaLEUIDduVo6+xWAMYarrroKhrFqPbenjXJO+lHOST/KOelHOSdvf6xa0UqJEiVKlCihonRplihRokSJoUBJeCVKlChRYihQEl6JEiVKlBgKlIRXokSJEiWGAiXhlShRokSJocCqJbyvfvWr2LJlC2zbxvbt2/Hoo4++2bd0RvDII4/gox/9KDZs2ABN0/CjH/0o8z7nHHfeeSc2bNiAarWKq666Cs8880xmjOd5uPXWW7F27VrUajV87GMfw9GjRzNj5ubmcOONN6LZbKLZbOLGG2/E/Pz8WX++08Xdd9+N97///Wg0GhgfH8fHP/5xPPfcc5kxwzYnX/va13DppZfKqiA7duzAT3/6U/n+sM1HEe6++25omobbb79dHivnZQjAVyF27tzJTdPk3/zmN/mhQ4f4bbfdxmu1Gj98+PCbfWtvGD/5yU/4F77wBX7fffdxAPyHP/xh5v177rmHNxoNft999/EDBw7wT3ziE3z9+vV8cXFRjrn55pv5eeedx3ft2sWffPJJ/qEPfYi/973v5WEYyjHXXnst37p1K3/sscf4Y489xrdu3cqvu+66c/acp4oPf/jD/N577+UHDx7k+/fv5x/5yEf45s2b+dLSkhwzbHPywAMP8B//+Mf8ueee48899xz//Oc/z03T5AcPHuScD9985LF3715+/vnn80svvZTfdttt8viwz8swYFUS3h/+4R/ym2++OXPs3e9+N/+Hf/iHN+mOzg7yhBfHMZ+cnOT33HOPPOa6Lm82m/zrX/8655zz+fl5bpom37lzpxzz6quvcl3X+c9+9jPOOeeHDh3iAPjjjz8ux+zZs4cD4L/5zW/O9mO9IRw/fpwD4Lt37+acl3NCGBsb49/61reGfj7a7Ta/6KKL+K5du/iVV14pCW/Y52VYsOpcmr7vY9++fbjmmmsyx6+55ho89thjb9JdnRu89NJLmJqayjx7pVLBlVdeKZ993759CIIgM2bDhg3YunWrHLNnzx40m01cfvnlcswVV1yBZrP5lp/DhYUFAECr1QJQzkkURdi5cyc6nQ527Ngx9PPxN3/zN/jIRz6CP/3TP80cH/Z5GRasuho5MzMziKIIExMTmeMTExNnrGfUWxX0fEXPfvjwYTnGsiyMjY31jaHPT01NYXx8vO/84+Pjb+k55Jzjb//2b/HBD34QW7duBTC8c3LgwAHs2LEDruuiXq/jhz/8IX7v935PLrrDNh8AsHPnTjz55JP49a9/3ffesP6dDBtWHeERNE3LvOac9x1brXg9z54fUzT+rT6Ht9xyC55++mn88pe/7Htv2ObkXe96F/bv34/5+Xncd999uOmmm7B79275/rDNx5EjR3DbbbfhwQcfXLaVzrDNy7Bh1bk0165dC8ZY327q+PHjfbu31YbJyUkAWPbZJycn4fs+5ubmlh0zPT3dd/4TJ068Zefw1ltvxQMPPICHHnoo01l6WOfEsixceOGFuOyyy3D33Xfjve99L/7lX/5laOdj3759OH78OLZv3w7DMGAYBnbv3o1//dd/hWEY8p6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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_michigan_plot('terrain',take_log=True)" ] }, { "cell_type": "code", "execution_count": 116, "id": "44085dba", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f6a749f2f8ff4802ae2e6a742e3a79f8", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='colormap', options=('Accent', 'Accent_r', 'Blues', 'Blues_r', 'BrB…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(colormap=plt.colormaps(), take_log=True)\n", "def make_michigan_plot(colormap, take_log=True):\n", " if take_log:\n", " norm = matplotlib.colors.SymLogNorm(10)\n", " else:\n", " norm = matplotlib.colors.Normalize()\n", " plt.imshow(michigan, cmap=colormap,norm=norm)\n", " plt.colorbar()\n", " plt.clim(-352,352)\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "3c4648f4", "metadata": {}, "source": [ "## quick look at homework" ] }, { "cell_type": "code", "execution_count": 117, "id": "be0262c1", "metadata": {}, "outputs": [], "source": [ "data_url = 'https://raw.githubusercontent.com/UIUC-iSchool-DataViz/is445_bcubcg_fall2022/main/data/licenses_fall2022.csv'\n", "licenses = pd.read_csv(data_url)" ] }, { "cell_type": "code", "execution_count": 118, "id": "ab4ff15d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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_idLicense TypeDescriptionLicense NumberLicense StatusBusinessTitleFirst NameMiddleLast Name...Specialty/QualifierControlled Substance ScheduleDelegated Controlled Substance ScheduleEver DisciplinedLastModifiedDateCase NumberActionDiscipline Start DateDiscipline End DateDiscipline Reason
01189509DETECTIVE BOARDPERMANENT EMPLOYEE REGISTRATION129446286NOT RENEWEDNNaNEILEENNaNSANTACRUZ...NoneNoneNoneN03/18/2022NoneNoneNoneNoneNone
1801037DETECTIVE BOARDFIREARM CONTROL CARD229030294.0NOT RENEWEDNNaNDAGMARJNORDLUND...NoneNoneNoneN08/16/2006NoneNoneNoneNoneNone
2365129COSMOLICENSED COSMETOLOGIST11053076.0NOT RENEWEDNNaNRADOJENaNZELENOVIC...NoneNoneNoneN05/26/2006NoneNoneNoneNoneNone
3595427COSMOLICENSED COSMETOLOGIST11295645.0ACTIVENNaNBECKY SUELBURROUGHS...NoneNoneNoneN11/12/2021NoneNoneNoneNoneNone
4653668COSMOLICENSED NAIL TECHNICIAN169006247NOT RENEWEDNNaNBILL GLLETNER...NoneNoneNoneN05/30/2006NoneNoneNoneNoneNone
..................................................................
9995888281DETECTIVE BOARDPERMANENT EMPLOYEE REGISTRATION129002843.0NOT RENEWEDNNaNJENNIFERNaNDARROW...NoneNoneNoneN08/03/2006NoneNoneNoneNoneNone
9996766623DETECTIVE BOARDFIREARM CONTROL CARD229014180TERMINATED CARD RETURNEDNNaNBRYANNaNWILLIAMS...NoneNoneNoneN08/07/2006NoneNoneNoneNoneNone
9997399398COSMOLICENSED COSMETOLOGIST11120249NOT RENEWEDNNaNEUGENENaNHENDERSON JR...NoneNoneNoneN05/26/2006NoneNoneNoneNoneNone
9998486713COSMOLICENSED COSMETOLOGIST11193270ACTIVENNaNMAHLON DOUGLASNaNCLIFT...NoneNoneNoneN12/17/2021NoneNoneNoneNoneNone
9999744770DENTALREGISTERED DENTAL HYGIENIST020012709ACTIVENNaNKAREEMLHARRIS...NoneNoneNoneN10/25/2021NoneNoneNoneNoneNone
\n", "

10000 rows × 31 columns

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" ], "text/plain": [ " _id License Type Description \\\n", "0 1189509 DETECTIVE BOARD PERMANENT EMPLOYEE REGISTRATION \n", "1 801037 DETECTIVE BOARD FIREARM CONTROL CARD \n", "2 365129 COSMO LICENSED COSMETOLOGIST \n", "3 595427 COSMO LICENSED COSMETOLOGIST \n", "4 653668 COSMO LICENSED NAIL TECHNICIAN \n", "... ... ... ... \n", "9995 888281 DETECTIVE BOARD PERMANENT EMPLOYEE REGISTRATION \n", "9996 766623 DETECTIVE BOARD FIREARM CONTROL CARD \n", "9997 399398 COSMO LICENSED COSMETOLOGIST \n", "9998 486713 COSMO LICENSED COSMETOLOGIST \n", "9999 744770 DENTAL REGISTERED DENTAL HYGIENIST \n", "\n", " License Number License Status Business Title First Name \\\n", "0 129446286 NOT RENEWED N NaN EILEEN \n", "1 229030294.0 NOT RENEWED N NaN DAGMAR \n", "2 11053076.0 NOT RENEWED N NaN RADOJE \n", "3 11295645.0 ACTIVE N NaN BECKY SUE \n", "4 169006247 NOT RENEWED N NaN BILL G \n", "... ... ... ... ... ... \n", "9995 129002843.0 NOT RENEWED N NaN JENNIFER \n", "9996 229014180 TERMINATED CARD RETURNED N NaN BRYAN \n", "9997 11120249 NOT RENEWED N NaN EUGENE \n", "9998 11193270 ACTIVE N NaN MAHLON DOUGLAS \n", "9999 020012709 ACTIVE N NaN KAREEM \n", "\n", " Middle Last Name ... Specialty/Qualifier \\\n", "0 NaN SANTACRUZ ... None \n", "1 J NORDLUND ... None \n", "2 NaN ZELENOVIC ... None \n", "3 L BURROUGHS ... None \n", "4 L LETNER ... None \n", "... ... ... ... ... \n", "9995 NaN DARROW ... None \n", "9996 NaN WILLIAMS ... None \n", "9997 NaN HENDERSON JR ... None \n", "9998 NaN CLIFT ... None \n", "9999 L HARRIS ... None \n", "\n", " Controlled Substance Schedule Delegated Controlled Substance Schedule \\\n", "0 None None \n", "1 None None \n", "2 None None \n", "3 None None \n", "4 None None \n", "... ... ... \n", "9995 None None \n", "9996 None None \n", "9997 None None \n", "9998 None None \n", "9999 None None \n", "\n", " Ever Disciplined LastModifiedDate Case Number Action \\\n", "0 N 03/18/2022 None None \n", "1 N 08/16/2006 None None \n", "2 N 05/26/2006 None None \n", "3 N 11/12/2021 None None \n", "4 N 05/30/2006 None None \n", "... ... ... ... ... \n", "9995 N 08/03/2006 None None \n", "9996 N 08/07/2006 None None \n", "9997 N 05/26/2006 None None \n", "9998 N 12/17/2021 None None \n", "9999 N 10/25/2021 None None \n", "\n", " Discipline Start Date Discipline End Date Discipline Reason \n", "0 None None None \n", "1 None None None \n", "2 None None None \n", "3 None None None \n", "4 None None None \n", "... ... ... ... \n", "9995 None None None \n", "9996 None None None \n", "9997 None None None \n", "9998 None None None \n", "9999 None None None \n", "\n", "[10000 rows x 31 columns]" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "licenses" ] }, { "cell_type": "code", "execution_count": 119, "id": "0e42ab58", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['_id', 'License Type', 'Description', 'License Number',\n", " 'License Status', 'Business', 'Title', 'First Name', 'Middle',\n", " 'Last Name', 'Prefix', 'Suffix', 'Business Name', 'BusinessDBA',\n", " 'Original Issue Date', 'Effective Date', 'Expiration Date', 'City',\n", " 'State', 'Zip', 'County', 'Specialty/Qualifier',\n", " 'Controlled Substance Schedule',\n", " 'Delegated Controlled Substance Schedule', 'Ever Disciplined',\n", " 'LastModifiedDate', 'Case Number', 'Action', 'Discipline Start Date',\n", " 'Discipline End Date', 'Discipline Reason'],\n", " dtype='object')" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "licenses.columns" ] }, { "cell_type": "code", "execution_count": 121, "id": "b522a6bc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 02/03/2020\n", "1 02/07/1995\n", "2 02/28/1945\n", "3 11/22/2011\n", "4 07/12/1995\n", " ... \n", "9995 08/04/1987\n", "9996 05/22/1989\n", "9997 05/09/1966\n", "9998 10/04/1983\n", "9999 10/16/2008\n", "Name: Original Issue Date, Length: 10000, dtype: object" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" } ], "source": [ "licenses['Original Issue Date']" ] }, { "cell_type": "code", "execution_count": 122, "id": "2403d385", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['02/03/2020', '02/07/1995', '02/28/1945', ..., '12/07/1979',\n", " '04/04/2005', '09/27/1982'], dtype=object)" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "licenses['Original Issue Date'].unique()" ] }, { "cell_type": "code", "execution_count": 123, "id": "f6a10ac4", "metadata": {}, "outputs": [], "source": [ "# the original issue date to a datetime object\n", "licenses['Original Issue Date'] = pd.to_datetime(licenses['Original Issue Date'],\n", " errors='coerce',format='%m/%d/%Y')\n" ] }, { "cell_type": "code", "execution_count": 124, "id": "9cc92382", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 2020-02-03\n", "1 1995-02-07\n", "2 1945-02-28\n", "3 2011-11-22\n", "4 1995-07-12\n", " ... \n", "9995 1987-08-04\n", "9996 1989-05-22\n", "9997 1966-05-09\n", "9998 1983-10-04\n", "9999 2008-10-16\n", "Name: Original Issue Date, Length: 10000, dtype: datetime64[ns]" ] }, "execution_count": 124, "metadata": {}, "output_type": "execute_result" } ], "source": [ "licenses['Original Issue Date']" ] }, { "cell_type": "code", "execution_count": 125, "id": "3cbd3a54", "metadata": {}, "outputs": [], "source": [ "licenses['Original Issue Year'] = licenses['Original Issue Date'].dt.year # .day? .month?" ] }, { "cell_type": "code", "execution_count": 126, "id": "bfb29596", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 2020.0\n", "1 1995.0\n", "2 1945.0\n", "3 2011.0\n", "4 1995.0\n", " ... \n", "9995 1987.0\n", "9996 1989.0\n", "9997 1966.0\n", "9998 1983.0\n", "9999 2008.0\n", "Name: Original Issue Year, Length: 10000, dtype: float64" ] }, "execution_count": 126, "metadata": {}, "output_type": "execute_result" } ], "source": [ "licenses['Original Issue Year']" ] }, { "cell_type": "code", "execution_count": 127, "id": "24bd8fbf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1912.0" ] }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" } ], "source": [ "licenses['Original Issue Year'].min()" ] }, { "cell_type": "code", "execution_count": 128, "id": "60727772", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2022.0" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "licenses['Original Issue Year'].max()" ] }, { "cell_type": "code", "execution_count": 129, "id": "ac6f2595", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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_idLicense TypeDescriptionLicense NumberLicense StatusBusinessTitleFirst NameMiddleLast Name...Controlled Substance ScheduleDelegated Controlled Substance ScheduleEver DisciplinedLastModifiedDateCase NumberActionDiscipline Start DateDiscipline End DateDiscipline ReasonOriginal Issue Year
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0 rows × 32 columns

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" ], "text/plain": [ "Empty DataFrame\n", "Columns: [_id, License Type, Description, License Number, License Status, Business, Title, First Name, Middle, Last Name, Prefix, Suffix, Business Name, BusinessDBA, Original Issue Date, Effective Date, Expiration Date, City, State, Zip, County, Specialty/Qualifier, Controlled Substance Schedule, Delegated Controlled Substance Schedule, Ever Disciplined, LastModifiedDate, Case Number, Action, Discipline Start Date, Discipline End Date, Discipline Reason, Original Issue Year]\n", "Index: []\n", "\n", "[0 rows x 32 columns]" ] }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" } ], "source": [ "licenses.loc[licenses['Original Issue Year']==np.nan]" ] }, { "cell_type": "code", "execution_count": 131, "id": "5793a539", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['DETECTIVE BOARD', 'COSMO', 'FUNERAL AND EMBALMER', 'DENTAL',\n", " 'DESIGN FIRM', 'LIMITED LIABILITY CO', 'ATHLETIC TRAINER',\n", " 'DIETETIC AND NUTRITION', 'APPRAISAL', 'MASSAGE LICENSING BD',\n", " 'ARCHITECT', 'ATHLETICS', 'MAR AND FAM THERAPIST', 'GEOLOGY',\n", " 'HME AND SERVICES PROV', 'COLLECTION AGENCY',\n", " 'ENVIRON. HLTH PRACT', 'HOME INSPECTOR', 'LAND SURVEYOR BOARD',\n", " 'CLIN PSYCHOLOGIST', 'INTERIOR DESIGN', 'LANDSCAPE ARCHITECT',\n", " 'COMM ASSOC MGR', 'IDPR', 'MEDICAL BOARD', 'DETECT. DECEPTION',\n", " 'AUCTIONEER', 'CEMETERY OVERSIGHT'], dtype=object)" ] }, "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "licenses['License Type'].unique()" ] }, { "cell_type": "code", "execution_count": null, "id": "b51c9eac", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" } }, "nbformat": 4, "nbformat_minor": 5 }