{ "cells": [ { "cell_type": "markdown", "id": "respective-store", "metadata": {}, "source": [ "# In Class Notebook, Week 04" ] }, { "cell_type": "markdown", "id": "2a597611", "metadata": {}, "source": [ "You can always paste the URL of this notebook (https://github.com/UIUC-iSchool-DataViz/is445_spring2022/blob/master/week04/inClass_week04.ipynb ) 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": "571a6f55", "metadata": {}, "outputs": [], "source": [ "# import our usual things\n", "import matplotlib.pyplot as plt\n", "import numpy as np # numerical Python stuff (for arrays)\n", "\n", "import pandas as pd # shorthand for pandas" ] }, { "cell_type": "code", "execution_count": 2, "id": "ecb79a2f", "metadata": {}, "outputs": [], "source": [ "buildings = pd.read_csv('https://uiuc-ischool-dataviz.github.io/is445_spring2022/week03/data/building_inventory.csv')" ] }, { "cell_type": "code", "execution_count": 3, "id": "53b08ee1", "metadata": {}, "outputs": [], "source": [ "#locally:\n", "#buildings = pd.read_csv(\"/Users/jillnaiman/Downloads/building_inventory.csv\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "a695991b", "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
..................................................................
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
8861Department of Military AffairsPeoria Army Aviation Support Facility2323 S. Airport RdPeoria61607Peoria17Cheri Bustos92Gordon-Booth Jehan...In Progress02017288100Utiility & MiscellanUtiility & MiscellanNaN
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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", "8857 Department of Transportation \n", "8858 Department of Transportation \n", "8859 Department of Transportation \n", "8860 Illinois Community College Board \n", "8861 Department of Military Affairs \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", "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", "8861 Peoria Army Aviation Support Facility \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", "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", "8861 2323 S. Airport Rd Peoria 61607 Peoria \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", "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", "8861 17 Cheri Bustos 92 Gordon-Booth Jehan \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", "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", "8861 ... In Progress 0 2017 288 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade \\\n", "0 1 1 0 \n", "1 1 1 0 \n", "2 1 1 0 \n", "3 1 1 0 \n", "4 1 1 0 \n", "... ... ... ... \n", "8857 1 0 0 \n", "8858 1 0 0 \n", "8859 1 0 0 \n", "8860 1 1 0 \n", "8861 1 0 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", "8857 Storage NaN NaN \n", "8858 Storage NaN NaN \n", "8859 Storage High Hazard NaN \n", "8860 Education Education Not provided \n", "8861 Utiility & Miscellan Utiility & Miscellan NaN \n", "\n", "[8862 rows x 22 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings" ] }, { "cell_type": "code", "execution_count": 5, "id": "1344ba96", "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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" ], "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": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.head()" ] }, { "cell_type": "code", "execution_count": 7, "id": "82ce9e2c", "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
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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", "\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", "\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", "\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", "\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", "\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", "\n", "[3 rows x 22 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.iloc[0:3] # sort of like a \"slice\" on a list object\n", "# here I'm taking the first 3 rows" ] }, { "cell_type": "code", "execution_count": 8, "id": "f7215b6f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "100 Department of Natural Resources\n", "101 Department of Natural Resources\n", "102 Department of Natural Resources\n", "103 Department of Natural Resources\n", "104 Department of Natural Resources\n", "Name: Agency Name, dtype: object" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.iloc[100:105][\"Agency Name\"]\n", "# the agency name from the 100-104 rows" ] }, { "cell_type": "code", "execution_count": 9, "id": "28c5eb22", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Agency Name', 'Location Name', 'Address', 'City', 'Zip code', 'County',\n", " 'Congress Dist', 'Congressional Full Name', 'Rep Dist', 'Rep Full Name',\n", " 'Senate Dist', 'Senator Full Name', 'Bldg Status', 'Year Acquired',\n", " 'Year Constructed', 'Square Footage', 'Total Floors',\n", " 'Floors Above Grade', 'Floors Below Grade', 'Usage Description',\n", " 'Usage Description 2', 'Usage Description 3'],\n", " dtype='object')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.columns # all of the columns stored in my dataframe" ] }, { "cell_type": "code", "execution_count": 10, "id": "22315647", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(buildings)" ] }, { "cell_type": "code", "execution_count": 11, "id": "d10ae069", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "100 Industrial\n", "101 Storage\n", "102 Storage\n", "103 Assembly\n", "104 Assembly\n", "Name: Usage Description, dtype: object" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.iloc[100:105][\"Usage Description\"] # usage description for the 100-104 rows" ] }, { "cell_type": "code", "execution_count": 12, "id": "a3aeb36e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "35" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# what is the number of unique agency names?\n", "buildings[\"Agency Name\"].nunique()" ] }, { "cell_type": "code", "execution_count": 13, "id": "67bc00eb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['In Use', 'Abandon', 'In Progress'], dtype=object)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Bldg Status\"].unique()" ] }, { "cell_type": "code", "execution_count": 14, "id": "64f388da", "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": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.describe()" ] }, { "cell_type": "code", "execution_count": 16, "id": "29ed3990", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 False\n", "1 False\n", "2 False\n", "3 False\n", "4 False\n", " ... \n", "8857 False\n", "8858 False\n", "8859 False\n", "8860 False\n", "8861 False\n", "Name: Square Footage, Length: 8862, dtype: bool" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Square Footage\"]==0" ] }, { "cell_type": "code", "execution_count": 15, "id": "53179f4a", "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": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.loc[buildings[\"Square Footage\"]==0]\n", "# use .loc to filter by boolean operations" ] }, { "cell_type": "code", "execution_count": 17, "id": "09ad3bd6", "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": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.loc[buildings[\"Bldg Status\"]=='In Progress']\n", "# filtering ongoing buildings that are being built" ] }, { "cell_type": "code", "execution_count": 18, "id": "4e193257", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(buildings.loc[buildings[\"Bldg Status\"]=='In Progress'])" ] }, { "cell_type": "code", "execution_count": 19, "id": "34002d76", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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"execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plotting right from the data frame\n", "buildings.plot(x=\"Address\", y=\"Square Footage\")" ] }, { "cell_type": "code", "execution_count": 23, "id": "1d6169ad", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plotting right from the data frame\n", "buildings.plot(x=\"Address\", y=\"Square Footage\", figsize=(20,6))" ] }, { "cell_type": "code", "execution_count": 24, "id": "e1653c7d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plotting right from the data frame\n", "buildings.plot(x=\"Address\", y=\"Square Footage\", figsize=(20,6), rot=90)" ] }, { "cell_type": "code", "execution_count": 25, "id": "2b7c8c50", "metadata": {}, "outputs": [], "source": [ "buildings.plot?" ] }, { "cell_type": "code", "execution_count": 27, "id": "426d69f1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MTe7iljtDqZKXrEksWwMAAAAAACErNNNoMrDpzLk+02yiyRlHmfflPmssnZbvpGTaTd0zUzCVO0Op0oMjSTLn3Mx3lZG2tjbX09NT6jIAAAAAAEAR4sMJtd+4VaPJtzuCaqKeHt10dlYwExQI5SoURE0+I5lK65X4W2pdu0pPvvKGvvJvzyoaMaV9N6th3JXEzJ52zrXlu0bnEQAAAAAACE2+IdSTS8dyu4Zm6vIpNFz7kf692tTdJ0kaTfqKRUxp52Rm48OyU76+/GcnEBzNATOPAAAAAABAaOZzplHQcO0du/e/HSpNdDgl0k4pf3zJ2sGxtMbSTjfc/2zgsGwEIzwCAAAAAAChmc8h1EFBlGTTQqV85rqLW6Vj2RoAAAAAAAjVfA2hbqiL6foL1k+bYXTC0Ss0kkzN+Pq5djxVOjqPAAAAAACoEPHhhLbt2leSpVsNdTFtWLvqkHYv29I7qBt+9KyinimZ8nX9x9YXNcPosOrIVMeTpJL9DhYrOo8AAAAAAKgAhXYpKzf5dl7LHJY96Yb7n9W5Jx6p7z35qlJ+0NOkKz58rP7PDx2jR/r3qv3GrYvid1BOCI8AAAAAAFjiCu1SdiidQGEICrmCdm3bsftN/ePPXiz4zI0bjpakRfM7KDcsWwMAAAAAYIkL2qWs3IZHZ4ZcBxIpjSZ9dXb3KT6cyDssO5FKa3DoLaVd8DMvP22dmo9YPqffQSmX+ZUTOo8AAAAAAFjignYpK7fh0UHdRQNDI9qwdpW6OlrU2d0n5zsl0k6eZ/rSfdvzPuuyU9bp1He9Q6e9e7Wk4n4HmcvlHunfu2iW+YWN8AgAAAAAgCWuoS42FbxkhiHltlxrpoBnY2uj1h+1Qud/6xFJLmv+UaaIZ7r76V3a0rs7K/gp9DvIXC43lvaV9n2lfLHETYRHAAAAAABUhI2tjWpvXj1tEHU5KSbkOjiWViziaSxjQnYsYnIyVUVMad8p7ftKpKREKiVJ+uI927TqsKjam1fr0U1nFxzGndn1lGlyvtLK2mjZ/v7CQngEAAAAAECFaKiLlX3oMVPIla87yTzT/Vd/WAfH0tr1xlvqvKdPKT89dT2Rcvrsv/xGvnN5l5/lWy6XawgwscUAACAASURBVCSZ0mfu6FF1pPKWsTEwGwAAAAAAlJWGupg2rF0lSdMGVk92J9VEPS2PVakm6qmro0XNRyzXK/GD+sLd2/RWMj3tmW+NpbMGcE+KDye0fySp0VT2ayKeKVZlWh6rUqzKZGZKpKYP8q4EdB4BAAAAAICykzmDKLfTJ193Unw4oWvv3qZkoa3X9PYA7oa62NR7RMymvc7kdP81Z+jgWFr7R8Z01fd+q2Q6lfc5Sx3hUYlkTnCvhH9oAAAAAAAUK98MotyB1blL8Hbs3j9jcCRJiVRay6ojWe+RT220SgfH0tqwdpXiw4lFsVtdWFi2VgJbegfVfuNWXXb7k2q/cavu6x0sdUkAAAAAAMyL+HBi2lKz2ZqcQZRpstMnmBV8ZmTisueZLrj5Ef3rk6/K+cFhU2Y4FLRUrlKaQeg8WmDFpKcAAAAAACxGhZaazUa+odgzdfqccPQKVXlSKmDmteeZ0mk31Wl080P9SuTpVDqsOjI1WDvze/pi2K0uLKF2HpnZuWb2gpn1m9l1ea5/0sz6Jv48ZmYbwqynHMwtPQUAAAAAoLxlNksUO1Q6qEtpLp0+DXUxffPiVsWqbKrLaNL57ztCNVWRrHMRz1Sdc2OsyvR3G0/Qo5vOngq9MmucHORdScGRFGLnkZlFJN0i6U8lDUh6yszuc849m3HbTkkfcc4Nmdl5kjZLOiWsmsrBXNJTAAAAAADKXb7t7gsNlZ6pS2m2nT7x4YTe2bBM919zug6OpZVMpfVK/C21rl2l+mXVar9xa9b9ad/JckImM9NZ7z186r3mq5NqsQuz8+hkSf3OuZedc2OS7pR0YeYNzrnHnHNDE4dPSGoKsZ6yUOnrJAEAAAAAS9NsmiWK7VIqttMnc7bwBTc/ot/HD6rt2AZd1LZWzUcslySd/Z7Ds17z8Q826RsXbQj8fj6XTqqlKsyZR42SdmUcD6hwV9GnJf04xHrKRiWvkwQAAAAALE2TzRKdOZ06+b7zDgyNTBtW7XwX2KVUSM/OuK69e5uSaTfV9fTFe96eLbyld1Cd92xTIpX9fnf1DOhz5xyvRzednff7+Ww7qZayMMOjfGPO844xN7OzNB4efTjg+pWSrpSkdevWzVd9JZW7pSAAAAAAAItdsc0Sy6oj04ZVJ9JOu944OKsmiy/d+4zueOLVaecTKV//+uSruvSUddrU3TctOJLeDoKCOpua6ms1kkxlnRtJpipy7EyY4dGApLUZx02SdufeZGYtkm6XdJ5zLp7vQc65zRqfh6S2trbgffQWkfhwgs4jAAAAAMCSU0yzxMGxtGqi3tTOZ5M673lGvlzgbKHM79JDB8fyBkeTbtr6ktbUVcvLHWw0odD84fhwQjt2vykzU2YfjE08q9K+04cZHj0l6TgzO1bSoKRPSLo08wYzWyfpB5L+yjn3Yoi1lJXxlrk+RTxT2nf6xkWVOXALAAAAAFCZgkKbt5JpSVJn99vLziblDq8+ae2qgu+RTDtd98Ptea/FqoLnD0++jydTMqc7qqYqou89+apu/UV/RQ3RDm1gtnMuJelqST+R9Jyku5xzO8zss2b22YnbviSpQdKtZtZrZj1h1VMu4sMJXXv3NiVSvt4aSyuR8vWFu7dV5MAtAAAAAEBlytxM6rDqSN57BoZGpn7ON7z6sZffmPX7VkdMX/jT4/XYdWcHdjZNvs9kkJVpJJnSLQ/1V9wQ7TA7j+Sce0DSAznnbsv4+QpJV4RZQ7nZsXv/tOQymXbasXu/zjj+8IBXAQAAAACwtEzOR3r8d3Fd/f3fZl0bTfpalhEq5RtePVs1UU//46IWrX3HsqzzmUvQZnof56RoxJTIGIVUCUO0Qw2PkE/+tZbB5wEAAAAAWLwKzQdqqItp7TsOUyxiWQO0YxHTwbG3O3+a6muV9OceHElSKu30hbu3qToSmVpu5qSspXDXX7C+4PvURCMay20IKTA7aakIbdka8jvh6BWqyvmtV3nj5wEAAAAAWEq29A6q/catuuz2J9V+41bd1zs47Z6m+lqZl91QYZ5lBTKZy9yWx6oUqzJ99E9mt3rHOadEyk0tN/viPdvUeU/2UrgbfvSsrv/YesWq8jd4pHxfX/6z9VN11ESDZyctJYRHC6yhLqZvXtyqWJXpsGhEsSrTNy9uXfL/0AAAAAAAlSXfnKJ884Fyg6GgQGZja6Me3XS2PnPGuySZHvtd3g3bpzFJHe9vVE00e7ZSxDyl0tldRqm0rxMbV+qfLm/LO4vp6rOO0ydPeace3XS2/uWKU/Topvyzk5Yalq2VwOS6zkra1g8AAAAAUFnyzQ8Kmg80m+/JtzzUr0Sq+CVsTtKDO/6YtQxOkpLptHJWoCnlS8lUWiccvVK+y74Yq/J06SnrJI0HXpX0XZ7OoxJpqItpw9pVFfWPDQAAAABQOfLNKco3Hyg+nNC2Xfskacbvydff+8ysgqNJmcHRsuqIaqKeLm5bl/feV+JvjX9nb1qZdf7kY+or9js8nUcAAAAAAGDeTS5H65wYSD2WTuuqM5uz7tnSO5g1sLqroyVwGVj/awf0wPbXDqmmZbGI/uYj79ayWERr6w/T93796rR7Wteu0uZf/k5P7hzKOv+r/rh+tG23Tnt3Q8WFSOZy2rDKXVtbm+vp6Sl1GQAAAAAAYAbx4YR27N6vx38X13cefUXVkbdDovbm1Wq/catGk293EtVEPT266ey84cw9Pbt07T19h1SPaXwZ26T3HLFML7x2cOr48tPW6XPnHK9TvvYz5WtwilV5MlPBkGuxMrOnnXNt+a7ReQQAAAAAAObdZFdRxGxq2djkkrPO7j5t/qu2omciSeMdQYcqt33mhdcOqsqkiOfJydd7jlyhh55/XVHPlPKnN9tk1t/evLpiOpAIjwAAAAAAwLzK3Gktn6jnSXIaSaayzo8kU1Mzkca7lt6U5HTC0SvVfMRyXdzWpLt6BqY9z5M0+0lI41JOU7uu/dcfbteyak8jqcKrtDxTYMi1FBEeAQAAAACAQxIfTmTtlLZj95vyZIH3J31fR6+slctZSOYmXrOld1D/+c7eqUAoGjH9/V9uUNdFG9S8pk5dP3le1RFPaSddfVaz4sOj+u7j0+cXzcXBsZljqLfGfG3fvV8b5qEbajEgPAIAAAAAAHOWO/T64rYm/e+nBvLuirYsFlHad+rqaNHu/SNK5ywNS/tOj/8urr+9szdriVky7fTFe8aXil35kXer4wNNU2GVJJ381Z/NqfbcGUizccOPntW5JxxZEd1HhEcAAAAAAGBOMpenTc4uuiNPB1CsyvSlC07QiY0rp7qTHn5xT95nPveH/XkDHZO0Y/d+raytVlN9rZrqazUwNKIHt/9B6TkkQP/r8g/o4Fhand19inimg4n0rF5faD7TUkN4BAAAAADAIpe7bGyhDAyNTBt6neuw6ohuu+wknXH84VnnTzh6hao8Ze1qVuVJh1XnjyrG0r4+c0ePqiMRjSRTMjNVR6yoZWa5Lj9tnVrX1WtgaET/8tcna/vuN/Xgjj/qiZffKPoZmfOZljrCIwAAAAAAFrHcZWMLuY18U32tkn7h8MZ34wOvczXUxfTNi1v1xXu2KWKe0s7XNy7aoPVHrdA3fvri9Ac5KZFySqRSUyeSc2g5inrSe45YofYbt0pS4FDvmZgFz3RaagiPAAAAAABYpPItG1vobeSvOrNZNz/Ur+rI2zOP7uoZyAqzgmrZ2Nqo9ubV07qmPtzcoEf641P3nXjUcv3+jREdSKTyPmc2olWevvKjZzWWZybTbNRURVi2BgAAAAAAylu+ZWMLNYtnsuMpYibf93VZ+zHqOKlJB8fSuvzUY3RwLF3UMrrJ6wNDI1PnntyZvXzshdeH5c1To89Y2qmmytPYIeZQSd9n2RoAAAAAAChv+ZaNLUSokdnxNOnbv3xZtz+yUzVVkamOo6b6Wm3bta9giJS77O5THzpm2nK0ZNrpo3+yRj97Lv+Q7dm46iPv1rcffnnOrz+sOqKU73T9BesroutIksy5uW5KVxptbW2up6en1GUAAAAAAFAW7usdVOcCzzzatmufLv2nJ3RwLHiHsipPinieqiOextK+rj6rWZeesk4NdTHFhxPasXu/3hxJ6gt3b1Mi9XY2UWVSKk9U4UkFxnIXrzpiSqXdnJ4V9SRnpmrPlPKdvvxnJ+iTp75zHqoqPTN72jnXlvca4VFplGoSPgAAAABg6Vno75jx4YRO++8/19gsB1bHqkwfb1ur7z+1a07DrsvRV//iRH3ylMUfIBEelZlSTsIHAAAAAGA+fO+J3+u/3ru91GWUXHWVp8evO3vRN4YUCo+8hS6m0mWuCz2QSGk06auzu0/x4USpSwMAAAAAYEbx4YS27dqnc088Uv/l/PfmvSfqSdFIZWxlX+VZ1rDvpYiB2QuslJPwAQAAAAA4FLkrac5+z5r8N5p0yclr9b+fGlAiNR+TispXyndLftc1Oo8WWKkm4QMAAAAAcCjyraR5YPtree9NpqW7egZ0/zUf1vnvOyLr2unNDVldSRGTWhpXhFp7mK79D8cv+WYQwqMF1lAXU1dHi2qinpbHqlQT9dTV0bLk/6EBAAAAABa3yZU0xYp6nnbvH9HW5/dknf/1K2/ox//pdN3x1x/UOe9do7ST+gbfnO9yF8zRK5d+MwjL1kpgY2uj2ptXs9saAAAAAGDRyLeSppCxtC/Jpo1uSaScun8zoBOOXqmf5wRLQSImOSeV4wK4vRUww5jOoxJpqItpw9pVBEcAAAAAgJLr2RnXN3/6gnp2xgPvmVxJE6syHRaNKFZlurgteOfwVNrX8394U2Pp9LRr3/7ly/rc939bdH1pJ0UipnKcwf3h5tWlLiF0dB4BAAAAAFDBLrv9CT3SPx4a3bS1X6c3N+ifrzg1771OkmSSSXKmtfXLVBeLaDgxPSBKO+lrP35eH/2Tw/Wz516ffn2WdSbTTtGIyflOvpvli0Ny+Wnr1HzE8lKXETo6jwAAAAAAWKLiwwlt27VP8YClVT0741PB0aRf9cfzdiBNDsxOpHy9NZZWIuXr5ode0shY4RjoFy+8rurI/MQPyXR5BEcm6b//xYn6uwvfV+pSFgSdRwAAAAAALEFbege1qbtPUc9T0vfV1dGija3Zy8wefmlv3tc+/NJetR3bMHUcH07ooedfV5WXvW4s4pnSvsYHEgVI+ZJnvqIRk8kmZiEtbk7Sf7t3u5bFqqb9TpciOo8AAAAAAFhiJruERpO+DiRSGk366uzum9aBdMZx+ef1ZJ7f0juo9hu36sv37Zi2PO2tMV8Rb+ZBRL4b7xpaCsHRpLSTvnjPtsCurqWE8AgAAAAAgCVmYGhEUS/7K3/U8zQwNJK1lK3t2Aad3tyQdd/pzQ1TXUeZIdTBgOVpidTSCYRmK2Ljv9OljmVrJRIfTmhgaERN9bXsuAYAAAAAmFdN9bVK+tmhTtL3tX1wvz6++fGspWz/fMWp6tkZ18Mv7dUZx63OWq42GUKNKjggqvaksQrNj9LOV1N9banLCB3hUQkUs+4UAAAAAIC5aqiLqaujRZ0Z3z2vv2C9bvjRsxpN+lNhUGd3n9qbxwOjzNBoUr4QKpcv6bBoRG8lZ7t/2uJW5UnfuGhDRTSEEB4tsMyWv9z/sVbCPzgAAAAAwMLY2Nqo9ubVU6te8nURTS5lC/o+2lAX0+c/ery+9uPnA9/HOVVccBQx6c7PnJo3cFuKmHm0wAqtOwUAAAAAYD411MW0Ye0qNdTFApeyFVp2taV3UF9/MDg4ksYHR1eatJM+8U9P6L7ewVKXsiAIjxZYU32tDiRSWecOJFIVsUYSAAAAAFA6k0vZaqKelseqVBP11NXREth1FB9OqPOePvkVGA4VI+VLn7+rtyJ2W2PZ2gLbuWc48DzL1gAAAAAA8yFok6bcpWyStG3XvrybOQ0MjcgRHBWU8qUdu9/UGcevKXUpoSI8WmAP7ngt8HylrJUEAAAAAIRnpk2aGupiaqiLzXjf9sH9GktX6DZqszA49FapSwgdy9YWWPOaZbM6DwAAAABAsTI3aTqQSGk06auzu0/9rx3Qtl37ppZY9b92QNfe3Zt13xfv2ZZ1/Sv/tqOU/ymLxs+fy98kspTQebTAmg+vm9V5AAAAAACKtWP3m1KepWbn3/QrxaoiSvq+Lv5Ak/7117uUymkqSqScvvXzl/T+d9br2ru3KVmJk7DnoHfXvlKXEDo6jxbYK/H87WxB5wEAAAAAKMaW3kF9+v97SqM5qdBo0tdY2k11GN3xxKtKBUzB/u7jv9fn7uwlOJqF+MHkkt91LdTwyMzONbMXzKzfzK7Lc93M7KaJ631mdlKY9ZSD0bHUrM4DAAAAAEovPpzIWvY13/pfO6B7enap/7UDkqSenXF986cvqGdnvOj6Ou/pI/QpASeps7tvSe+6FtqyNTOLSLpF0p9KGpD0lJnd55x7NuO28yQdN/HnFEnfnvh7yfrW1v7A85d96NgFrgYAAAAAMJOZBksfqi/d+4zueOLVqeMjV1Trj2+OSZJu2tqv05sb9M9XnFrwGQNDI4p4Nm81YXZGk74GhkaW7C7qYXYenSyp3zn3snNuTNKdki7MuedCSXe4cU9IWmVmR4VYU8m9Njw2q/MAAAAAgNIJGkA9X10m/a8dyAqOJE0FR5N+1R+fsQOpqb5W6YClaFgYz+waKnUJoQkzPGqUtCvjeGDi3GzvkZldaWY9ZtazZ8+eeS8UAAAAAIB8BoZGFPWyvzpHPU8DQyPz8vxihy0//NLegtcb6mK6+qzm+SgJc/SLGT6jxSzM8Chfv1xuDFrMPXLObXbOtTnn2tasWTMvxQEAAAAAMJOm+lol/ewB1EnfV1N97bw8v3XtqqLuO+O41TPec+kp6w61HByCC953ZKlLCE2Y4dGApLUZx02Sds/hniXlla9/bFbnAQAAAACl01AXU1dHi2qinpbHqlQT9dTV0TJvs22aj1iuy0/LDn2OWlGddXx6c4Pajm0oqtabPtE6L3Vhdo5aUa0/P2ntzDcuUuZcOGsizaxK0ouSzpE0KOkpSZc653Zk3PMxSVdLOl/jg7Jvcs6dXOi5bW1trqenJ5SaF9Ix190/9TPBEQAAAACUt/hwQgNDI2qqrw1lKHL/awfUu2ufWteuUvMRy9WzM66HX9qrM45bXVRwlFvrP/z7i3rsd3F9YN0qXdB6tA6LRvTkzjckOa2sieqR38V19MoaHbE8pqde3adj31GrPQfHdMLRK+Wnff3shT1qbVwheZ7etXqZDl8e0xM735An6eW9B5V2vt531Aq98Pqwjl5Zq0tPeafql1Xr47c9pv69b6lK0hErY/rAuno998c39eobb+moVTV6/9p6pdK+fvzMa5rcc7zapLFFOq7pmIZa/e05xy2J4MjMnnbOteW9FlZ4NPHG50v6B0kRSd9xzn3VzD4rSc6528zMJN0s6VxJb0n6lHOuYDK0VMIjAAAAAACAclEoPKoK842dcw9IeiDn3G0ZPztJV4VZAwAAAAAAAOYuzJlHAAAAAAAAWOQIjwAAAAAAABCI8AgAAAAAAACBCI8AAAAAAAAQiPAIAAAAAAAAgQiPAAAAAAAAEIjwCAAAAAAAAIEIjwAAAAAAABCI8AgAAAAAAACBzDlX6hpmxcz2SPp9qeuYJ6sl7S11EVhwfO6Vh8+8MvG5Vx4+88rE516Z+NwrD595Zaq0z/2dzrk1+S4suvBoKTGzHudcW6nrwMLic688fOaVic+98vCZVyY+98rE5155+MwrE5/721i2BgAAAAAAgECERwAAAAAAAAhEeFRam0tdAEqCz73y8JlXJj73ysNnXpn43CsTn3vl4TOvTHzuE5h5BAAAAAAAgEB0HgEAAAAAACAQ4REAAAAAAAACER4BAAAAAAAgUFWpC6gkZvZeSRdKapTkJO2WdJ9z7rmSFobQmJlJOlnZn/mvHcPGljQ+98rE5w4AAIClioHZC8TMNkm6RNKdkgYmTjdJ+oSkO51zXy9VbQiHmf0HSbdKeknS4MTpJknNkv7GOffTUtWG8PC5VyY+dwAAgMXPzP6jpD9X9v8ZuMU592BJCysDhEcLxMxe1P/f3v3H2l3Xdxx/vgpOpoVii3RjltYtlHXDrNWNyfyRamqlFZDNiTA3AmzJtvLLHxuMsWQQo9QYjCSmBp2QygIIFGwhDevcENHpWrmtLbMiU9o5XIGM1q1tCBRe++P7udzTS0+Frt/zvT2f1yM56fd8vvec875993vz6ft+Pu8v/LrtZ8eN/xzwb7ZP6CayaIukzcAi21vGjb8eWG17TieBRauS9zol7/XKJLM+yXmdkvf6JOf1kfQZYDbwJfZe8HEu8IjtS7uKbSLItrXBeR44Dtg6bvwXy7kYPocz9kOn12PAKwYcSwxO8l6n5L1C+5lkXiJpUe2TzGGUnNcpea9Pcl6txbZnjx+U9GXgB0DVeU/xaHA+BPyTpEeAH5ex42m2NFzUWVTRphuAdZJuZSznM2i2Kn6xs6iibcl7nZL3OmWSWZ/kvE7Je32S8zo9Lelk22vHjf8W8HQXAU0kKR4NiO17Jc1mrJmqaKrY62w/12lw0Qrb10j6Ck2T9FMYy/kHbX+v0+CiNSXvK4EzSN6rkeu9Wplk1ic5r1PyXp/kvE7nAZ+TdCRjK85mAP9TzlUtPY8iIiIiDoCkNwKfA/Y1yVxi+8GuYot2JOd1St7rk5zXTdIv0LPgw/a2jkOaEFI8imiJpFNHG+pJmgJcS7Py7CHgw7Yf7zK+aEfJ9RU0DRZfW4afAFYCS23v6Cq2aE+u97plklmf5LxOyXt9kvP6SBJju4VGG6WvdQonTOo6gIgh9ome42uBbcDpwDrg+k4iikG4DdgOzLc9zfY04B3ADuD2TiOLNuV6r1SZZM4sjxnAzDIWQ8z2trLy4PvAcZKO7jqmaFeu9TrlWq+LpIXAI8BVwGLgPcDVwCPlXNWy8iiiJZJGbL+xHG+wPbfn3F7PY3hIetj2iS/3XBzacr3XqUwkl9FMNB8rw6+juRnGEttruoot2iFpme0l5fitwM3AD2ly/qe2V3cZX7Qj13p9cq3XSdJmYJHtLePGXw+stj2nk8AmiDTMjmjPsZI+QrPM9ShJ6lnumFV/w2urpMuA5aNblSRNp2my9+P9vTAOabne63QdsKDfJBOoepI5pN7cc/wx4EzbI5J+mWblaf5DOZxyrdcn13qdDmesx1Wvx4BXDDiWCSfFo4j2fIGmyR7AcuAY4Mmyd3pDZ1FF2z4A/BVwfykaGXgcWAWc1WVg0apc73XKJLNuR9keAbD9I0mHdR1QtCbXet1yrdfjBmCdpFsZ+6XvDOBs4IudRTVBZNtaRIsk/SpNs7V/tb2zZ/yF5rox3CS9jabp3qYsax9eki4B7rKd1WUVkXQFTVF4X5PM22xf01Vs0Q5Ju4F/p1llOAs43vZ2SZOAjbZP6jK+aEeu9frkWq+XpF8DzqCnUTqwyvb3Og1sAkjxKKIlki4GLgI2A3OBS22vLOde6I8Sw0XSWtsnl+M/AS4EvgIsBO62vbTL+KIdkn4K7KLph3ALcLvtJ7uNKgYhk8y6SJo5bugntp+VdAzwdtt3dhFXtE/SHOC95FqvQq71iBdL8SiiJZI2AafY3ilpFnAHcJPt6ySttz2v0wCjFb25lbQOWGz7SUmvBr5t+w3dRhhtkLQeeBOwgGbr4hnAgzSFpDtt/2+H4UVERETEzyBpCnAFcCbw2jL8BLASWGp7R1exTQRp4hnRnsNGt6qVBovzgUWSPk3zG6sYTpMkvUbSNJoC/ZMAtncBe7oNLVpk28/bXmP7j4HjaO7Mcyrwo25Di7ZImiJpqaTvS/rv8thcxnI75yEk6ShJ10i6SdIfjDu3rKu4ol2STu05niLp7yRtlHRz6W8YQ0bSiKS/kfQrXccSA3UbsB2Yb3ua7WnAO4AdwO2dRjYBpHgU0Z5tkl64PXcpJJ1G00g3q0+G1xSaFSffAaaWhslImkyKhsNsr9zaftb2KtvnAMd3FFO0L5PM+txIc72vAM6WtELSK8u5N/d/WRziPtFzfC2wDTgdWAdc30lE0bbXAEcD90laK+nDko7rOqho3Szbn7S9bXTA9rbSdqL6+Vy2rUW0RNLrgD29P3x6zr3F9jc7CCs6IulVwHTbj3YdSxx8kmbb/kHXccRgSXrY9okv91wcuiRtsD235/mVwGKarar/mH6Gw6m3V+U+/g3s9TyGw7icvw04B/g9ml6mt9j+fJfxRTskrQG+Ciy3/XgZmw6cB7zL9oIOw+tcVh5FtMT2f+6rcFTOpXBUGdu7UzgaXikcVWurpMt6t61Imi7pcsbuyBTD5ZXlbksA2P448Hng68C0zqKKth0r6SOSPgocJal3tWn+PzXkbD9gewlNs/RPAqd0HFK05wM0P8vvl7Rd0lPA14CpNHdcrFp+2EVEREQcmN5J5lPjJpnv7zKwaM3dwDt7B2wvBz4KPNNJRDEIXwCOBCYDy2laEFC2pm/oMK5oz4t+KWT7Odv32j6/i4Cifba302xPvgiYYXuq7Tm2LwdO7ja67mXbWkRERMRBJul82zd2HUcMTnJep+S9Psn58JJ0CXAhzfbEucCltleWcyO1b01O8SgiIiLiIJP0H7arb65Zk+S8Tsl7fZLz4SVpE3CK7Z2SZgF3ADfZvk7SetvzOg2wY4d3HUBERETEoUjSxn6ngNy+ewgl53VK3uuTnFfrsHKHbGxvkTQfuEPSTHLX5BSPIiIiIg7QdODdwPZx4wL+ZfDhxAAk53VK3uuTnNdpm6S5tjcAlBVIpwE3AG/oNrTupXgUERERcWDuASaPTjJ7Sfra4MOJAUjO65S81yc5r9O5wJ7eAdt7gHMlXd9NSBNHeh5FRERERERERERfk7oOICIiIiIiIiIiJq4UjyIiIiIiIiIiczucrQAAA4NJREFUoq8UjyIiImLoqPENSYt6xs6SdO9B/px5kizp3QfzfXvef7Wko/8fr79K0l8czJgiIiKiPikeRURExNBx09Txz4BPSzpC0quBjwMXHsj7STqsz6lzgG+UPw8624tt7xgXiyRlDhcREREDk4lHREREDCXbDwF3A5cDfwv8PXClpHWS1kt6L4CkWZIekDRSHr9TxudLuk/SzcCm8e8vScDvA+cBCyUd0XPuMkmbJH1X0tIy9qby/FuSPiXpoTJ+nqTP9rz2Hknzy/EWSceUGDdLWgaMADMk/WX5XjZKurrn9VdKeljSV4ETD97faERERNTq8K4DiIiIiGjR1TTFlmdobr38z7YvKFvB1pYCyxPAu2w/LekE4BbgN8vrTwZOsv3oPt77LcCjtn9Ybt28GLizbJU7E/ht27slTS1ffyNwse37JX3qAL6XE4HzbS+RtBA4ocQnYJWktwO7gLOBeTTzvBHgwQP4rIiIiIgXpHgUERERQ8v2LklfBnYCZwGn9/QAOgI4HvgJ8FlJc4HngNk9b7G2T+EImq1qt5bjW4E/Au4EFgA32t5dYnhK0hTgaNv3l6+/CVjEy7PV9rfL8cLyWF+eT6YpJh0J3DX62ZJWvczPiIiIiHiRFI8iIiJi2D1fHgLeZ/vh3pOSrgIeB36DZkv/0z2nd+3rDUsPpPcBZ0i6srz3NElHlmOPf8k+xkbtYe9WAkf0+breWARcY/v6cXF9aD+fExEREXFA0vMoIiIiavEPwMWlVxGS5pXxKcB/2X6eZvVQv+bYvRYA37U9w/Ys2zOBFTTb1dYAF0h6VfmcqaXp9U8lvbW8/oM977UFmCtpkqQZNFvRXsr3coGkyeUzfknSscDXgd+V9POlkHX6S3iviIiIiP3KyqOIiIioxceAzwAbSwFpC3AasAxYIen9wH30WW00zjnAXePGVgB/bntR2QL3HUnPAKuBvwbOB26QtJum+DPqm8CjNE25H6LpU7RfttdImgN8q9TCdgJ/aHukbNPbAGwFHngJ30tERETEfqm5k21EREREDIqkWcA9tk/qOJSIiIiInynb1iIiIiIiIiIioq+sPIqIiIiIiIiIiL6y8igiIiIiIiIiIvpK8SgiIiIiIiIiIvpK8SgiIiIiIiIiIvpK8SgiIiIiIiIiIvpK8SgiIiIiIiIiIvpK8SgiIiIiIiIiIvr6P/80BM4Trpl8AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#buildings.plot(x=\"Address\", y=\"Square Footage\", figsize=(20,6), rot=90, kind='scatter')\n", "# scatter plot was unhappy about the \"Address\" being a string and not a number!\n", "buildings.plot(x=\"Year Acquired\", y=\"Square Footage\", figsize=(20,6), rot=90, kind='scatter')" ] }, { "cell_type": "code", "execution_count": 30, "id": "5877e258", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1750.0, 2010.0)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = buildings.plot(x=\"Year Acquired\", y=\"Square Footage\", \n", " figsize=(20,6), rot=90, kind='scatter')\n", "ax.set_xlim(1750,2010)" ] }, { "cell_type": "code", "execution_count": 29, "id": "14c87b73", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax" ] }, { "cell_type": "markdown", "id": "455ac08a", "metadata": {}, "source": [ "Some useful Pandas functions:" ] }, { "cell_type": "code", "execution_count": 31, "id": "afeb4d78", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# groupby operation on building's status\n", "buildings.groupby(\"Bldg Status\")" ] }, { "cell_type": "code", "execution_count": 32, "id": "6dcdfa13", "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", "-------------------------\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", "-------------------------\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", "-------------------------\n" ] } ], "source": [ "for grouped in buildings.groupby(\"Bldg Status\"):\n", " print(grouped)\n", " print('-------------------------')" ] }, { "cell_type": "code", "execution_count": 33, "id": "ab37a4b3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Abandon 226\n", "In Progress 113\n", "In Use 8523\n" ] } ], "source": [ "for status, group in buildings.groupby(\"Bldg Status\"):\n", " print(status, group.shape[0])" ] }, { "cell_type": "code", "execution_count": 34, "id": "71edc873", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1200000, 0)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings['Square Footage'].max(), buildings['Square Footage'].min()" ] }, { "cell_type": "code", "execution_count": 35, "id": "75895325", "metadata": {}, "outputs": [], "source": [ "pd.read_csv?" ] }, { "cell_type": "code", "execution_count": 36, "id": "be844517", "metadata": {}, "outputs": [], "source": [ "buildings = pd.read_csv(\"https://uiuc-ischool-dataviz.github.io/is445_spring2022/week03/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": "0948ba43", "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": 38, "id": "c3fa0f5c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1753.0" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Year Acquired\"].min()" ] }, { "cell_type": "code", "execution_count": 40, "id": "2dddfc61", "metadata": {}, "outputs": [], "source": [ "b2 = buildings.sort_values(\"Year Constructed\")" ] }, { "cell_type": "code", "execution_count": 42, "id": "030a0650", "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": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b2.iloc[0] # because we have sorted by Year Constructed, our 0th value is oldest building" ] }, { "cell_type": "code", "execution_count": 45, "id": "5ae074a6", "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": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we want to know/plot the amount of footage acquired per year\n", "buildings.groupby(\"Year Acquired\")[\"Square Footage\"].sum()" ] }, { "cell_type": "code", "execution_count": 46, "id": "37a45da2", "metadata": {}, "outputs": [], "source": [ "aggregated_data = buildings.groupby(\"Year Acquired\")[\"Square Footage\"].sum()" ] }, { "cell_type": "code", "execution_count": 47, "id": "cf1b1208", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.series.Series" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(aggregated_data)" ] }, { "cell_type": "code", "execution_count": 48, "id": "3cbd145d", "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": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aggregated_data.index" ] }, { "cell_type": "code", "execution_count": 49, "id": "4cbddcd8", "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": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aggregated_data.values" ] }, { "cell_type": "code", "execution_count": 50, "id": "59977f00", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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h5AVTMGXFicRqxMO1Z9R50/JUlQhEdK3iEvLoabZPnQ9QqAkhL5iCadU8kQjYfapna8rkjT6Ucw7pGsK6KO6ZqBa8COH2vlaTj/Wy7+QU7t87dFrnNhoKNSGkbvKGhdsf2l+scTZlXUJdT/SRM4qOOqQJhEMVHLUu3JaqpyvU33j4AD7+06dP69xGQ6EmhNTNk4dG8U+/3oPNB0cBOBl1HdFHLKzPKqjuykTD8pX/hXXNk1F7JhPDp9fnWpEpWE0bm1CoCSF1M50zfD8LlkSkDkcdr6E8z/BFH0XnHNaE66gtp8JDF8Lt1FfvprmKvGGethtvNBRqQkjdqHai6mfBqN9Rq4w6WzDxmd/twS92Hvcd411C7q581DSEQ5r7WHFnGQ1Rtbv5aS56KZjSjXKaDS4hJ4TUjWonqpogGVZ9k4nejPrWbz2JR/ePoL87gddestQ9xlv14QqyLhDWNTezduuo9aKjPt1FL3nDdu6WJaHVuHBnrqCjJoTUTTpnOj9tR503JUL1CHXIXkUopXRzbrNkoYobfRilVR+a26Pa9EUfL8xRKzetnruZoFATQuom5UQerqM2LUTqiT6cFYaTGcMV5JMTOXcjAMC/cYBbR60JRHSBIyNprP/k7/DM8UkAxQUvQHnVx8d/9jTu3nFs1jHlPFUmzQaFmhBSNyr6UI667pWJjvsdns4CAM5b1IK8aWE0nXePUeJsV32o6MN21PuGpjCVNbB/eNq+f4YFL3dvP4Z7nznpu294Kodbbn8Mh0dS7n3KUTdjYycKNSELHCll4P0vUjm/oy6YEuFQfRk1AAxN5QAA5/W1AABOTGTdY0yPoy5GH3ZGrYx3Jm9CCHsXcrfqw+OILUsilTcxNJnzvf7XH9yPxw+M4mfbi07bu2S92aBQE7LAeemn78cPnhwI9DndyUSPow7XMQGnYopT07aDPndRKwC/UPscteVf8OIdh+40goqFyxe8qIjm5FTxeQG4O5t7d55xM2oKNSFkLjFMC8fGMzjk+YofBEqgVXletmC6C05qQbUrHVaOepHtqAcni4Kq4g5LFmujQ5rmy8JTeQO68wHhLiH3RB+qzvvkZNb9VpHKGdh1zM62R1LFqIWTiYSQM0KhZIPYoCg6avvndM5AazRc8/mxEqFe3ZNESBM4MZFxj1HRh/16tuCGnehDkS2Ybg/sStGH+kDJFixMZu3bmw+OumI8mipGInlGH4SQM0HRJQY7QZYqWfAynTXQEqt9WUbUjT5soWyPh7GoNYoTE0XhLHgqQNQHg5pMdI8xizXPEV2DEH5HPZUt7qE45Lj18YztohMRHSPT5Y6aVR+EkDkl5wh0rS5xNJXHzoHxWY/LeBa8mM6EXUu0dqFui9nu+9iY7aBboiEsbo/hxGTRURtmedYc0kTZwhrlqIWzjDzruVYVfQDASWdCUf0tFrfH/NEHHTUh5EzgRh9mbdHH1x/cj7fd8cSsx7mOOme4t1vrcNS9rVEAwMFTdnbeEgthSXscg57JRO8GAOqDIaxriIT8k5a6pywwGtL9GXXWK9T2cyshXtoex6gj1FJKTiYSQs4M9YrP4EQWk1kD6byBT/92j68m+esP7scn7t4FoLgyMZU3XTGsx1F3JyMQAjgxmUUsbMcZfW0xnJgoTvoZng8XlYWH9HJH7f01FtZ80YXPUTuVHzmPo1ZC7f0gY/RBCJlT6q1kGHEm1x7edwpffWA/th0ecx97eN8p/G73CQD+jFqJYT0ZdUjX0J2MAABanRhkSXsM6byJKef5jEqTiZpWIfrwO+pshaoPTcCtpVZ/iyXtMUznDGQLpu/vw6oPQsicMDKdw4d+uANjzkq/Wh21mlxTP7OeVXrjmTyGp3LIGxayBcvZEku6rrQeRw0APS12/NHqnLe4PQagWEvtddTFycRKjroYhURDJY7acfsruxJl0Yd6vdFU3vf3yTVhT2oKNSFNzr8/ftjNcmvlX+/Zi59uP4afOyvvahbqlBJq231m8sXzxtMFWBI4MmqPReXMSgDryagBYFFbzHeeEk6VU3szancyURdlPUW8Ql26IcF03kA0pGFxe8ytMMkZ9o7pvc4HxWgq765KBOioCSF1kjcs/M+f78JPtx2t6zzlSpOOWy3UID6WVXTHSrC9McJ4ugAA2D9sC3WPI9SqFrqljjpqAK5QqshksSPcJ52xe8esMvFK0Uepo86WTCa2xkJoj4cxmXE6/Rn2t4HuFjt6OTWd832QzcvJRCHEnUKIISHErrkYECGkiMpmvfXAtaBK0dzm+zUI9USm4PZ3VkKtmvsXTMvNe5W773WETjnqejJqoOjIVWTS1+Z31Ka3jrrgiT5ClcvzALs+u3QyMRm1hXoiY3/Q5A0LkZCGrqT9+vc9O4Qjo2n3nHkp1AC+BeDGBo+DEFKB0i2vFFJKbD8yVukUAMVmR0rgaxGfEc8qPbViT7lTJXIAcMDpWKeE9sSkctR1Rh/O+WoyMRLS0NMScWupvZUYqktfWC931JrwRB8h3df9LpUz0FJFqHtbo9A1gX9//DA+d+9z7jnzUqillA8BGJ2DsRBCSlCTaNMljvpbjx7Cn33lUTyy71TF81QeO5l1xKkGR+1dpedOJjpCrWIPADgwrBy1P6OuV6hLHTVg59TuZKJlufswupOJWnlG7d0CLBrWfDu8TGWLQp0pmMgbFvKmLdQt0RB+9N6rsLQ95l4DYGfYhwPujfJCCSyjFkK8RwixRQixZXh4OKinJeSsJlXFUT+6fwRAUYi9eLPd+hx1vuy2Er2JTPGxA6f8k4lDk1kkIrovK64FdX6bJzJZ3Bb3RR+JqN0TREVAumdlYtgRaH9G7XfU046jbouHnesouBk1AFy2shO9rVGMea79vj1DuO5fH8CAJw450wQm1FLK26WUm6SUm3p7e4N6WkLOapSTnCoRahVtVNr5+/h4cRl2XUI97Y0+/Bn1WMr+QIiENPexYtVHrm43DRSjD2+2vbg9ihOTxcnERFgJtd18SYiiUHc7GbPujT7Cmm8X8lTO7kHS7gj1ZLaAnGEh4mwyANgTrqqvNmBHO1LCLW1sBlj1QUgT4zrqEuesGgxlKtT8eifGlOOuperjlCf6UBN5bvTh5Lvn9ra4xyztiLtjqHciEQCWdcbxkjXd2Liqy72vpyWK8bQ9qWmYEnFny65M3nQjjstXd+HVFy/BusV2D+tSR1264KXMUTvRh6L0Q0ZNRjbTCkUKNSFNjJtRV3HUlYT66FjRUavzap1MLHXoGTejtkVc7cRy08VLsH5Ze3FC8DQcdTSk43vvvhIbV3W69yWUMBdMGJZEwmnsn8obCDsrEFd0JfCl/3aZW3/ty6hLFrx4M2pARR8monp1oVY006RiLeV53wfwGIB1QoijQoh3Nn5YhBDAs4lsrijIBdNyHW8mXy7UJyez9vZUwhN91OCoR1N5LO2I+e7LuRl1AZoAPv6qC/DNt2/Cl958KYQQWL+sHUD9pXnViDvCnM4bMCzLddSW9AsyAHePRG/VR9RZ8CKlRMG0kDMsn1BPqoza66irjL2Z9k6c9a8rpXzzXAyEEFJO2tOY37Ls3svHPI65kqMensqhKxFB3rRcoS6Y9r6JQlSf8JvKGuhMRnBsPOOWxmU8VR/t8TD62mLou7Ao5hcta8d9e4Z8YvlCUJl0Jm/CMCWSkWKWHCpx+0psQ5o/owbsSVAltC2xkNtWdSJjZ9SdieJzJT2OOhHR3W8x3qz7TMPog5AmRjlq7+3Dngw6XcFRD0/l0NsadR2nYjZXncoZSEZC7u4rQDGjHkvn0ZGIlJ2jHPWRgCoklINO5+3oI+4R6tI9GdWOLt42p0mPI1cfUklv9JGu4Kg9Qu293UxLySnUhDQxXiFWefOuYxPufdlKjno6h56WqCtkitky13TeRCKiuzmx9/knMgVX7LysX24L9eGRYIU6UzBhmJazR6LjnGtw1F6hV3+v1mgIkZCGeFifdTLR26+EjpoQUhMpzyTidNZuyfmtRw/hqnO60ZkIV8yoXUddstnsbJsHpPL2cuu4x1FnHLEamc6jI1Eu1H1tMbxq/WJ88+2b6rquanijj4Ip7QUuSpDLMmrlqIv3Fx216f7tVAbdHg9jMuuvowb80YdXtHN01ISQWvA66qmcgR9tGcDwVA63veI8JCKhsuhDSukKdaw0+pjFUWccR60m9AC75eczxyfxzOAkLlvZWfG8r7xlI15xYV+9l1aRhEdoTUsipAv0OD1FwlqJo9bLhToRKS6QUbXnSojVMvIZo4+Y/9qbBQo1IU3MdImj3j4wjiXtMVx5TjdiYa0s+pjKGcgZFnpbKjnq2TJq03HUxfMyBRNfvv95tERDeMdV/S/8gmYh7hFaw7IQ0jVcsKQNQLmjrhR9JLzRR7YYfQBAWzw0q1AnIsyoCSF1ks4brpBM5wycms67fZzjEd1dWq1QLUftyUT//94zLeAwLYlMQTnqohNP5038bvcJvHHjcrRXiD6CJhEpjz4udIS6dPxKbDWfUM8cfUxkDORKM2rn8Yiu+SZSmVETQmoilTOxqM1eVDKdNexYw4kCEuFQWXmeX6hrjz7U8yQjIcTDIee2PflmWBL93YlgLmgW4p4l46YlEdKKjnq/07VPoa7P56g9vUHcLcJcRx1266j9C17scyIhzZdd01ETQmoinTfchvpTOcPNnwEgFtHdyT7AdsWqz0dPS9StKVbMFH2oNqKJaNFRd7UUy/HUJgGNxlv1UTDtnVguXGoLtSyZC41UmEz0Rh9ueV6k6KhVV0F/9FFss+q9n46aEFITqZzpLtOezBQwmsq57UUTYR0ZT/TxkR/vxIfu2gmgiqOeQahVU6JkJORWXqjG+kBxf8NGEw1p0ISz4MWS0DWBJe2xisdWFGrn20AqZzh14bobjbTHw2584hXkpHLUuuaLi/ImJxMJITWQzhtoi4cRD+sYGE3DksWudfGI7os+fvXUoHu7Ix6uq45a5bnejLrLk0nPlVALIdxqFrvqQ4MQAje8qA/vvma179hKVR/eJk7TTuc8hbcO3Fee5zjucEjU5KiPj2fwV/+x1Vc62Wgo1IQ0Mam8iUQkhJZYqKwPdCys++qoVcOk9167Bpom3KoPtQx7JketyvyS0eLKRK+j7p0joQZssZ1yuv6p1Yhff9sm/N1NF/qOU9fnzagjIQ1hXSCVNzHlbMOlUMvI7XOL3zY0TSAZ0X2OOqSJqn+vR/eP4De7TmDPiakXcpl1QaEmpEkpmBbyhoVkREdvSxTPDk4CKLrbRMQv1OmciVdfvAQffeX5AODWUSuxmtFR54uOWuW8XUknu9U1tMWDabpUC/Gw7rZnLV2N6EVNCGolS8sTkRAyecPe2DY6u6MG7MqPSEh37+9piVZ11Crn9m6m0Gjm7q9PCKkL5XIT0RAuXdmBZxyhdqOPsB19qGZLqbzhfo0Hio6zJRrC0FRuRqFWzZ+8KxOVo+5uiczYzCloEhHd3TE8NMOuMZXqqNX5Kac8zxd9eKKcSEkslHSWmb9y/WKYUuL3z56s6qhPTSmhLt9dp1HQURPSpKga6WRE960KVI46HtFhyWJ9cTpnuuVpQLF8TYnVTFUfXkfdkQhDiOIOLHOVTyviER1TOeWoZxdqvWTFovqmMZ3zf3D5HHWJULdGQ4jqGs5d1IoPvGJt2ZZeXpSj9u4j2WjoqAlpMqayBexwViACtqNWXeqSEd2NMpTzzRZMRENauaMOqYx69uhDleclIyG85pKlOKc36fYG6Wkp75rXSBIRHUfH7FhhxujD+SDSRXn0obrnVZ1MLBHqV61fUrJTjFb176V2wqGjJmSBsnNgHD/aMjDjMXdtOYq337kZx8bt7bZaYyH0dyfQlYy4sQfgrznOGRYsCZ+jVpOCbkZdQ3leIqojFtaxcVWXe/6cO+pwCJOOCNYUfehVoo+8P6P2TSaWfAD85bVr8K5rzvE9d7WVnHTUhCxw7vzjQfzh2SHcvGlF1WNGUzlICXeDgNZoCEII/OmFfb4mTN7FHWHdvwoPKDpq1bpzRkedN+xOdR4BU459rha7KBIR3V2sUotQl+5+nojoGJ7OYTrrr/qIhe2Vh6VtTisxs6O2hXpyDh01hZqQOeToWAKORbcAABfsSURBVAZTOcNZdVdZLNRX6sEJW6jV1/dPveFi33ExT0tQ1VkuUWEyUS3omNFR5+w+H0KU75Yy945ah+FsNVbtbwR46qgrRB9jqWkYlvRFH0IItDmrE2cT6khIr+ioTUu6u7CPM/ogZGFydMxusD/T1+YJp+LhuBN9VNt8VTneTMF0JwO9W1epDLemjDpv+EQeAJZ1xHHzxuW4/vxF1S+oAXibQpW6ZS/t8TDW9rW49eOKRER3e56Ubrrb7pQZnq6jHk3l4XyGzGlGTUdNyByRM0ycnLQFZCyd9+XNXtRXatW3ozVauWudt9Oc0rNEyVd9+6cOXROzVH34K0YAeyLvMzdfMttlBY53h5nwLFUf93zw2ornq28PyTKhLtaGz4SdUZdXfajYI6QJd2f2uYCOmpAGc/eOYzg5mcWg45ABYCxV/X/yatFHKTGvo1Z10BUcteoKN1vVRzLSHL7NK9QhrX6JSlSZQATsDnpAbY66UvShhLq/J+l+85kLKNRk3pItmPi/v3rGXcXWjIyn87jtBzvwvSeO4Khn9/CxEjf2+2dOYvdxey9EdT2DE1kkInrVr//e3UzSbh10+WRi1FlWPdNWXClnd5dmIF4hZ6+HhGd5+KUrO3yPKUdd2rCqlGpVH0qo1/QmMZHJQ5a29GsQFGoyb9kxMI5vPHwQD+wdPtNDqYranXtoKufm0wAwVpJR/93Pn8aX738eQDH6yBlW1XwaKLrDyYzhOmp/1YctRmFdqzo5pkjnjbKY4EyhPpZ6WiK4fHVX3ecrR31ObxLdJROh7TU7ah15w4KUEo8fGMHhEbvPytCkEuoWFExZ1g+8UVCoybxFCdrAaDA7YAfBzoFx3OWpk1ZCfWo6h6NjGagCBa+jllJiLFXAsfEspJS+SapqsQdgd8gD7IlJd2Whr47a/t/bjj7EjNHHRKbg24H7TPLi/i5cuKQNd/3lVbM630qo1q9XrO4ue6zoqGePPgD7w/Ld396Cz9+3D4C9eUFPSwQruuyNFOaqlro53hlCTgNVa3tkZG6EevfxCQgUG9lX4o5HDuKXTx3HtWt70dcWc4V6eCqHlmgIS9vjGE3lfRl1Om8ib1oYHM8gW7B8EUVp1YKXkK6hNRrCeCbvOkTfkulEGJoAupIRRMM6slWWRFuWxImJLJa0x2v7QzSY9cvb8evbrjnt89Uk7WsvWVr22KsvXgpdE74ttyqhhPrZwUlM5Qx3YnfviSmsW9zqfkhOZApY2tH4vxsdNZm3qCx3YGxuhPrvf74L/+sXu8ruf/LQqNuW88REFpYEfrLtqD02j1APjKaxvDOOzkTYF32oetzh6ZybgSpmctSALcbj6QLSeQNCwLery6LWGO754Mvwigv6sLon6XbfK+VUKoeCKbG0o3KD/vnGzRtX4L4PX4ur1pQ76nWL7V4es6E++LYcGgPgvK+WxHMnp7G2r9V15qMzTAoHCYWazFtUh7UjDYg+TEti6+Ex331HxzJubbNiOmfgltsfx/eeOAIAODFpP/7jLUchpSw66ukcDo2k0N+dREci4nPU6raUwL4hf4/jaqV5io5EGOPpvL2DeCRU1uXu3EWt0DWBF/d34cBwquyDACjWazeLo36haJrAmt6W2Q+cAeWoNx8aBWC/rwNjaWQKJtb1taIzafc/eesdT+DuHcde2IBrgEJN5i3KxR4fz8xYI3w6fPeJw3jDVx/FXqc5fM4wMTyVw8nJLCYyBWw9bP8PPDyVg2lJnJi08+UTE1ksbovhwKkUth0Zc4U6b1g4NZ3HSqdnhzej9uaczw7ar6cKPWZz1B3xCMYzBWfBSvWv85evtrvvbXGEx8ug87V+oTjqICg6avvvlS1YeOKgfXvt4lacv7gV//z69QhrGnYfr/xNJUgo1CRwth4ewxedyZdGoqIPSxYXhwTFD5+0JwT3nLD/Jzw5YTtRw5L43D17cfPXHsOIJ6oYTeUxmsojb1p421WrkIjo+N4TAzg+nsXyzqJTtR11afRRFG21a4ja0Hamqg/AdtQT6QJSeXPGY9cv60A0pGHzwbGyx44poV4gjjoI1CTmWLqAZU4G/eBzdnXR2r5WCCHw5stXorslgpHpxscfFGoSOF+5/3l89t7n6na54+m865JrYdKz4CDI+GP38QnXJR0Ytsuyjk8UPwgefG4YlgR2Hh13m8iPTOfd2OOcniRuWr8EP99xDKYlfb2kV1Vw1F7R3uPkyMsccZ+tEqMjEcZ4poBUzihbWeglEtJwyYoObD1SLtSDE1nEwho6EjPHLGcT3pWLN128BADw0N5hrOpO+D4Qu5IRjKbK46SgoVCTQMkWTPxx/ykAqJiHzsQ77tyMj/zoqZqPn8oVsNTp2RykUN+z+yQ0YTcj2j88DaC4ShAADjlVJjuOjLvXOJLK48SELdSL22P486v7sboniddtWIpbLi92ylvVnUBHIoKJTAGm0zRiwhHtZETHviH79ZZ32uVfszrqeATj6Tyms+W9Oko5b1GLWw/sZXAig6Ud8TndxaXZ8S60UdUjUzkDV5TUddtCTUdN5hmPHxhB1tlrTjXGqYWJdAE7j07gsQMjsKzaVntNZgyc19eKsC4wMGoLabZgVl2pKKXEv/x2Dz58184Zn3fPiUn0dyexflkb9itHXTKJCADbB8Yx7HztHZnOYXCiOCn3oqXt+P2HrsXnb7kU5y+2y/l6WiJojYXR2xqFlMW/z1i6gEREd2tzgWJePGtGnQjDksDQVNa3fLwSK7sSGE8XMJm1//3jL59BKmfg2HiWsUcJXke9bnGrO2dQWknSnYxghEJN5hveVYJqFVctbHEm5yYyBXe37dmYzBbQkQhjeWfCLYP7+E+fxptvf7zi8V9/6AC+8sB+/Gz7UaRy1fs0qFrZNb0tODA8DcuSOD6eQXs87DYJiod17BwYd8V21HHUthP374jSEQ8jpAmsdIR4lfNTuduxdB6diQhesqbHPaczYT9Ha2zmOEKViR0fz/p6XFRCvf7AaBr37xnCHY8cxEPPDWNwPOPuJkNs1GYEyzvjCOuaW5t95Tl+oe5KRumoyfxCSok/7BnCBUtsBzlUh6N+8lAxO91eIUetxFTWQFssjBVdCRwZTSOdN/DrXYPYc2KqYj7+/c1H0Ok40J1Hx32P/e2Pn8LPth9FJm/i8GjaFupFLcgZFo6NZzA4kcWyjjj6nEm+Gy9ajMms4VYFGJbE3pNTWNQaK9s+StMEVnQlsM5x1v3dSQDAYSdCmUgX0B4P4+9vugCfev16fPI1F7qRx0wLXgCgwxH0vGlh7aLWGY9d4RHq507ak5aPHxjB0FQOq7oTM5161qE+AG+9ejUAYHF7HP3dibISxu6WCNJ5E9kGLyWnUJ9lTGQKeOi54YplWi+UA6dSODKaxps2LQdgfx2vlScPjeKSFR1oi4Ww7cj4rMdLKTHpLHte2RXHkdE07t8zjGzBgmlJd3cURSpn4PBIGq+/zB7bds9rZAsm7to6gLuePIp9Q1OQEljX1+rW4u4bmsLxcTvHVc7z9Zctcx6bdp9n17EJ9FVxpv/xrivw0VeeD8CONUKawOFRj6NOhqFpArdcvhJ/fvVq10nPFn10eiYAN/V3znAksNIR4yOjaTx30h73T7fZNcDeCU9i158/+tHrcetLbaH+6I3n45/+bH3ZcV1OPXWj4w8uIV/AFEwLewansGNgDNsHxrFjYNytYgCAD//JWrz/+nMDm0S6f88QAOBPLuzDF//wfM2OOlsw8dTRcfzF1avRHg/X5KgzBROGJdEWD9slapkCfvDkEQhhLxw5NJJCf0/SPV45yCtWd+GBvUPY5lnMsn94GtJx2c841R7rFreir80W1If3ncLBUym89NwenJzSkYxM4iVrepB09uZTOeXgRBbXru2tON5lnmXGIV3D8s64Oyk5nimUObUX93fihhf14fzFM7tkVamhCeCSFR0zHtsWs/9WR0bT2Of8PaZyBnRNYMPKmc89G/EuDa+0yhEoCvXodN73HgcNhXqBIKXE0bEMdjiCvGNgHLuOTbgd03paItiwogOvv3QZNqzoxE+2HcVn730OJ6ey+IfXXjTjThq1cv/eIazta8HyzgQWtUZrzqh3DoyjYEq8uL8LiYiOz9+3D1PZwoz5rOrz0RYLoytpH/fwvlN45UWL8ZtdJ9xYQaEWrpy/uA2XrezEL3Yex6u/+DA0IdwdTNJ5Ez/fcQzRkIZV3UnomsAlKzrw/c1HkDMsXLO2F93JCG54UR90TWD98nY8fmAU6xa34tH9IwDK22pWY2V30u1RMp4ulJXGLWqL4etv2zTr87THbaG4YEnbrBUiALCiM4F9J6dxeDSN9rj9AfeipW2zVoyQynS7jrqxJXp8d+Ypk9kCnhqYwI6BMUeYJ9xSsWhIw0XL2vHWK1dhw4oObFjRgeWd/vKrl6zpxqK2KL7+4AEMT+Xw+VsunbVRDQB87cH92HZ4DH/7yvN9y3SncwY2Hxx1vyr2tkax7cgYXvflP+ILt2zAqu5ktafEFsfdblrViWhIs93twAReel5P1XNU57zWWMgtZQOAt1/Vj4eeG8a2I2PIFEy886WrEdY17DkxhUREx/LOOG65fAVOTuUQ0gQe2DuE5z3xxeMHRvGKC/rcD66XrOnG1sNjiIU1XLHa3pn7omXtAIANKzrLhHrDitoihP7uBLYfGcPJySzG0/nTrmFuj9uNlzatqu11V3Yl8KunBwEAr1q/BN/ffAQbazyXlKPaqDZ6QrEmoRZC3Ajg8wB0AN+UUn6qoaMiPgzTwt6TU9h+pOiW1dd1wO67+7K1Pbh0RQc2rOjE+UtaZ9wUFLAnuD72yguwuC2G//3LZ/DWbz6Bb75jkzs5NTiRwYN7h/GmTSugOaKVyhn44n37kMqbuH/vEN59zTl4//XnIhEJ4ZF9p1AwJV6+znani1pjeDh1CqOpPL77xBF8/FUX+F4/Z5ju6q/NB0dx3qIWdCYj2LCyA0LYE4ozCrVTgtcWD7vZa09LFJev7sKq7iTu3nEcd+84jq5EBG968QrsOTFpl1lpAhtXdeE7t14OAHjDVx/F1sNjOKc3ifF0AWPpPD5ywzr3da46pxtf/MPzuHpNT9kH2QYnaljbZ8cTLdEQzl1UW4+JlV0JTGUNvPZLjyAe1nHji5bUdF4pkZCGb7x9E9Y7Hx6zceU5Xa5Q37xpObYdHsNN60/vtYkn+jjTQi2E0AF8GcCfADgK4EkhxC+klM80dGRnKVJKDE5kixHGkXE8fWzCbVDemQhjw4oOvObipbh0ZQcuWd6B9hewouwvrl6N3tYoPvTDnXjj1x7D7W/bCAngz//fZgyMZjCWLuCvrlsDAPjPnceRypv4+ts24p7dJ/GVB/bj59uP4e0v6cfTRyfQGgu57kzFEQDws+3HIATw5MFRXLSsHaOpPH751CAWt8Vw7qIWbD08hj9zJufaYmGct6gF20py6rFUHvftGUIqZ2B1T9JdXNIWC6EtFsbKrgRuvGgxdE2gvyeBZ5wVfl/4wz7c88wJPHFwFO+4qr/s+l++rhdbD49h7aJWnL+kFZa082nFZas6sbavBW/cuLzs3KvP7cZN65fg2rW9aI2FcPHy9pojJCWsva1RW2iX1ya0lfgvF/TVfOxbr1yFVd1J7Do+gUtXdOB3H3zZab8usf/7A4DP3fsc2uJhvOGy5YHEiKWI2baSEUJcBeCTUsobnN8/BgBSyn+uds6mTZvkli1b6h7Mjf/2kCtIalgS0v97yXDV+OVM56D03GqPy7Jjvc/vveE9p9bXx6zjk77niegaLlzahg0rOnDpSjvCWNmVaMgKssf2j+A939mCKae+uDUawkXL2vH4wRF0J6NIRHScnMyivzuJ337gGgghsPngKD7zuz1uad1N65fgy2+5DADwyV/sxrcePYSbLl6CXz01CCGAS1d0YPvAOKQE3nLFSmTyJp4fnsbx8Qw+96YNeJkzEfe3P34KP9o6gNZYGFJKWNKOVirxhw9fi3N6W5DKGYiGNIR0DZ+9Zy++dP/z+B83nI9P/3YPupMRvOXKVXjXNavL9tDbfXwCN33hEbz/5efibzxOul6+fP/zOH9xa12iOZbKu13YyPxl0/+5F6echU8bVnTge+++4rQyfyHEVillxYmJWp5tGYABz+9HAVxR4UXeA+A9ALBy5cq6BwkAFy1rR8G03K14lCC5siTUD+d+4bvb87so3i45eaZz1O+lr48Zjq34XEKc1pjV793JCDas7MQFS1pPa4eL0+GqNd2450Mvw3/uPA7TssvP4hEddzx8EENTOaTzBjoTEbz58pXu3+Xy1V340XtfgueHpvHrpwdxw4sWu8/3369bg762GP7i6n6s6krg2rW9uOKcbmw7MobprOGKciXe/bLVSER19wNLCGBJewxXrO7Gkna7M92B4RQKpoXVTmWHdxupd730HFy3rhcbV3Xhpef24Ly+lqr5+4VL2vCJV1+IP31R7QJbife9/Ny6z6FILwy+c+sVEMKuLNp2eKwhE7O1OOqbAdwgpXyX8/vbAFwupfzrauecrqMmhJCzlZkcdS0LXo4CWOH5fTmA40EMjBBCyOzUItRPAjhPCLFaCBEBcAuAXzR2WIQQQhSzhilSSkMI8X4Av4NdnnenlHJ3w0dGCCEEQI111FLKXwP4dYPHQgghpAJsykQIIU0OhZoQQpocCjUhhDQ5FGpCCGlyZl3wclpPKsQwgMM1Ht4D4FTgg2g+zobr5DUuDHiNZ4ZVUsqKS3YbItT1IITYUm01zkLibLhOXuPCgNfYfDD6IISQJodCTQghTU4zCPXtZ3oAc8TZcJ28xoUBr7HJOOMZNSGEkJlpBkdNCCFkBijUhBDS5DREqIUQdwohhoQQuzz3/VAIscP5d0gIscO5v18IkfE89jXPORuFEE8LIZ4XQnxBNGIPqtOkyjVuEEI87lzHFiHE5Z7HPuZcx14hxA2e+xfENS6w9/ESIcRjzpj/UwjR5nls3r2PQH3XOR/fSyHECiHE/UKIZ4UQu4UQtzn3dwkh7hVC7HN+dnrOmT/vpZQy8H8AXgbgMgC7qjz+WQCfcG73z3DcZgBXwd656jcAXtmI8QZ1jQDuUWME8CoADzi3LwSwE0AUwGoA+wHoC+waF9L7+CSAa53btwL4x/n8Pp7Gdc679xLAEgCXObdbATznvF//AuCjzv0fBfDp+fheNsRRSykfAjBa6THn0+lNAL4/03MIIZYAaJNSPibtv953APzXoMd6ulS5RglAua92FHfCeR2AH0gpc1LKgwCeB3D5ArvGiszTa1wH4CHn9r0A3uDcnpfvI1D3dVakma9TSjkopdzm3J4C8Czs/V5fB+DbzmHfRnG88+q9PBMZ9TUATkop93nuWy2E2C6EeFAIcY1z3zLY24Apjjr3NTMfAPAZIcQAgH8F8DHn/kobBC/DwrpGYOG8j7sAvNa5fTOKW9EtpPcRqH6dwDx+L4UQ/QAuBfAEgD4p5SBgizmARc5h8+q9PBNC/Wb43fQggJVSyksBfAjA95ysrFIu1Oy1hH8F4INSyhUAPgjgDuf+ateykK5xIb2PtwJ4nxBiK+yv0Xnn/oX0PgLVr3PevpdCiBYAPwHwASnl5EyHVrivad/L4Pc1nwEhRAjA6wFsVPdJKXMAcs7trUKI/QDWwv4kW+45fT5sqvsOALc5t38E4JvO7WobBC+Ya1xI76OUcg+APwUAIcRaADc5Dy2k97Hqdc7X91IIEYYt0t+VUv7UufukEGKJlHLQiTWGnPvn1Xs51476FQD2SCndrxZCiF4hhO7cPgfAeQAOOF9TpoQQVzq59tsB3D3H462X4wCudW5fD0DFO78AcIsQIiqEWA37GjcvpGtcSO+jEGKR81MD8PcAVNXDQnofq17nfHwvnfHcAeBZKeXnPA/9Ara5gPPzbs/98+e9bNAM7Pdhf30qwP6Eeqdz/7cAvLfk2DcA2A17BnYbgNd4HtsEO0fbD+BLcFZSNsO/StcI4KUAtjrX8gSAjZ7j/865jr3wzCIvlGtcYO/jbbCrBp4D8CnveOfj+1jvdc7H99L571ICeArADuffqwB0A7gPtqG4D0DXfHwvuYScEEKaHK5MJISQJodCTQghTQ6FmhBCmhwKNSGENDkUakIIaXIo1IQQ0uRQqAkhpMn5/0nTzz7w2nmyAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(aggregated_data.index, aggregated_data.values)" ] }, { "cell_type": "code", "execution_count": 51, "id": "4425bd25", "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": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "aggregated_data.plot()" ] }, { "cell_type": "code", "execution_count": 52, "id": "220e4dea", "metadata": {}, "outputs": [], "source": [ "#aggregated_data = buildings.groupby(\"Year Acquired\")[\"Square Footage\"].sum()\n", "stats = buildings.groupby(\"Year Acquired\")[\"Square Footage\"].describe()" ] }, { "cell_type": "code", "execution_count": 53, "id": "4d93e108", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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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

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" ], "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": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats" ] }, { "cell_type": "code", "execution_count": 57, "id": "65f85225", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# lets plot the maximum square footage per year\n", "fig, ax = plt.subplots(figsize=(8,4))\n", "\n", "ax.plot(stats['max'], marker='.')\n", "ax.set_xlabel('Year')\n", "ax.set_ylabel(\"Square Footage\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 58, "id": "e7aed894", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# lets plot the maximum square footage per year\n", "fig, ax = plt.subplots(figsize=(8,4))\n", "\n", "ax.plot(stats['max'], marker='.')\n", "ax.set_xlabel('Year')\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale('log')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 59, "id": "31e42411", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# lets plot the maximum square footage per year\n", "fig, ax = plt.subplots(figsize=(8,4))\n", "\n", "ax.plot(stats['min'], marker='.')\n", "ax.set_xlabel('Year')\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale('log')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 64, "id": "34127ee2", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# lets plot the maximum square footage per year\n", "fig, ax = plt.subplots(figsize=(8,3))\n", "\n", "ax.plot(stats['max'], marker='.', label='Max')\n", "ax.plot(stats['min'], marker='.', label='Min')\n", "ax.set_xlabel('Year')\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale('log')\n", "ax.legend()\n", "#fig.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 66, "id": "8b80f9a2", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context(\"ggplot\"):\n", " fig, ax = plt.subplots(figsize=(8,3))\n", " ax.plot(stats['max'], marker='.', label='Max')\n", " ax.plot(stats['min'], marker='.', label='Min')\n", " ax.set_xlabel('Year')\n", " ax.set_ylabel(\"Square Footage\")\n", " ax.set_yscale('log')\n", " ax.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 67, "id": "13dfb05b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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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": 70, "id": "3c3e0539", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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g21Yfxa2n6m8IPfuITrgCMFSU0ESN+QwQAJ5QxgGwaNEi/PKXvxzoYXA4wwq5fqpuWYKntIcLCUvK0/okLZrYj7xdyX9JteK2U1PyydsJcfN6iPffAnH5g+z/zet7N5YTnKxmPIf06EH2Qt4I83EQEp4cBugT8XpKugp0A241eis21AIHmS2BnHoOW7hXiuQWjzRNRqM2uzJucfN64M8r2GtHDoB2SJHn3ojbDIPn1mIWCzQ5fkeumozWx3JgtNmNlmeXhUXH6UpjqbQhmtTYB7i4HaLcddddKCkpwX333Rf22tKlS1FSUoK77roLAPD73/8eP//5z0/0EDmcYY8wcx5wyhnsSUHRsJ9K7A0JE5OAvuC/VPqJUgrItoSyCva/PF0PgGoit7S+OnLFhXiJpbJAL6HNbvi2fqWMy/QcyuK2fKzpOEjFBJCFN5jvQE7Ec+RGHkRaOvu/5pgyBvrgD9l7AVA54knZc1I2Wn8zSAhw5gUsUrz8QYj3/Qc791pkr3SM4paKITUSbygFRkCB8SerKwsCML4ybBvEkau+t49JZbShRjl+dSFFmJg1wmeAhre4XbduHe6++24sX758oIfSLxQXF2PNmjXo6lLr8/l8PqxevRolJWqx6dzcXGRmZg7EEDmcPtNYXY9tW75DY3W4fy8psEhTsp6OgR1HEhK1fFdvtqct3+SThG6Xl03PAyCjxrBl2sitVsDUVfc62mqMnBKnC2T2ZeoKZpUFeoG4eT1C9/0HGh/4IUL3/QdC6/5qfg4P7GK7PakyTFQq43CNMN+JJK4US4Hmvcr/k6ay3dUcNW/cYLxJGSG10T1nLnt+2kzgi4/074lgG6Cd0f+2lHMvWwsATSkwKVrv9wFp0u+kLQXCo6+AZJuId4dTfW8fy4GRgmKAGGRaTwlqCfqcJDvD2nN7ohPK3N4Aatq7UZydAle6rd/3N3nyZBw9ehRr167FlVdeCQBYu3YtiouLMXLkSGW9RYsWYdKkSfj1r38NADjzzDNxww034PDhw3jvvffgcDjwk5/8BDfeeGO/j5nDiYf1a/+JF5pyQYkNZE8T7sjbj3kXnTPQw4qPYJD97/WABrpBbCkDO55kItFJedrIrfxYjtqmZwKuAvZYE7nVTj3TFHuvfNQRE8dKNclp87/X58i+qQf2r38yP4fHDrHHOU4IU05H6Ot/Aju+BRZer47j8H72//jJwL4dStSVLLwBdMc3wKrX9dsdUQLUHQdy8kDKKkC//ox5Vc2uIxXZuZO3KXX/IidNAv3nRqDuWM/NHuRrESVyG5bwBgApdhCr9Btt1zRxkGvdBrqBLIdaNsxiZR5bAHDkKH5d6u2MmsjWkzebOF3IveM+tDz/qLrspiWg7/5JKm8GJn5znap15twL+QwQhnnktjdQSuELirH9C6iPP9jbgltXHcAvPjyGW1cdwAd7W2LfjvSP9vSHbMLVV1+NN998U3n+xhtv4JprrunxfS+99BKmTJmCqqoqfP/738fSpUuxf//+uPfP4fQXjdX1krBlX2OUCFjRlJt8EVxZ3AJAW8vAjSMZSfTUvS5yK814yeLW6QKycgAYPLeayC0hAJm7ENoFPTYciBZ9blUT2Ugw0Ltj0mIqIs1+V4gi5Ohzv4G4eT1IYSl7RTMTSI+y3wRy9mwIj74CSOvQ1LRwiwDAhC0A5I8AKWYBFnpwD0SfL3xdQdCVDaMpLIJKZGtIY130KKYgqNeiw1zcmop9QJcERuTHfp/+77OzXb325WPV5Rar2ro3iuc2VjuN/ZTT1Cf5hSBnXaDbLrn95/pZH2MDizgYSg1lhnXktjf4QxTXvLm3T9ugAF7aUo+XtsT3I/zmNeOQao2vZt6iRYvw2GOP4dixYyCE4KuvvsKKFSvw+eefR33f7NmzsXjxYgDAkiVL8Pvf/x6fffYZxo4dG/V9HM6JoramAZToZ0BEIqC2phH5JRGmSwcjIY24bW2OPNWbpPRn/U3idIFctAj0g7flJX2bkjWJ3CqVEnJdIFkO5naMZEvo9ACydQEALr+p5yhatOhzS7O6TBst7i1mFTqIYPB1Guq1ytURLrqKPW9uZIvFEHCE+XJJ+Vh2LSZNBa07DuzZHjWqSlyFoJLXFg21wPO/0a8g1Qumn1Spw3joTog3LQE5exaLlPq6gBHFQH2N+r4Zs4HP/gGUjYZw5y8Abwfohr9FjNyKeyOMUzt7IieU+bqAdo249bSr0VPZPwyA/ulZYKzkxY3guY2nEkawRmOVaG5kDSq0Yz52UF/N4tjBXtXXHWoNZXjkdojjdDoxZ84cvP3223jzzTcxe/ZsOJ3OHt83adIk5TEhBPn5+WhqaoryDg7nxFJUXABi+GESqIii4vwBGlEv0UbkhljkNqHJXhEg2iSfCZP79oOsTQ6TE8qqj7IF6ZlAtoM9loQm7fbrr5/XoxNSJNjd8z6jdAKjmsitkvnfB4jTxSwE2mXzFupXmnMZwhBFEEGaIZHELeprWNeuFLsSscXok9j/WkFmAs3IAl39uvmLhIDc9wRI5anA4X2aN0kiu70NKC5TxyDjyAWRLARkwhR2rJnZ7LXODlBRn5glbl4P/OG35mPIcqiP5chtc6N+lqWjXY2g7vhWN07ItXojJZTFUQkjWHtcfRIKge78P93r9BspUJVfyES/t5PV9o0jCpto7/pggEdu48RuIXjzmnE9rwjAZrUhEAygyRvAkr8f0uU3CgR47tLRyIvDe2u39K7TyTXXXIMHH3wQAPDII4/E9B6rVf/RIIRANHw5cDgDSX7JCJzR/R2+tLMfVoGK+FFeC/JLJvXwzkGG5geTtjXHXmx+kHPC6rRqo6111ZHXiwGqq5bgZQLowzXs+ZebQEdKU+KeDha5NIoXbycTXzIx3KwQpws4qVIVRForQ2tiI7eiux44ekC/0OjxNkuCEgQ1Ii1XWNgpCbriMhApKZKUj2O/c3XHwt8/ohSolW4Ugt2RI7uUggT8TACGHQATgKSsAlT2BNtTge5uoK0FdPvXbJl8nTKy1fd1eZXyXspnMxLaKg92jS1BO0yPxpYQdizS864ItoQYWxsDhsgtALp1C3tgsQChkFpft6ScCfFjh0Cr/gr68brYo7BDsKEMj9zGCSEEqVYhtn829n9Jth1LziyEIP1qCQS444xClGTbY9+WVeh1G79Zs2YhEAggEAjgggsuSNzJ4HAGmGJ7CACQ292Bl2flJV8yGcB+oGS0YibZOUF1WnWCtLWJiY7eohWrHW1hAoi++6r0QGQWBIMQpJ0eQBNhpbFG4mWPJqBPHNNEbvsqbsXN60Ef+IFyjESKTipT/5IHVmklLCO3FC6XorKtzRA/Xge88Qp7fni/GpEvKNIfy/kLINz7CPPjysl4APDRB5H9srLIi+KnpgFNRNzvA3IkMSo1eSBlTIgTm00Vp52az0UP9XeJ9hhkW4IRd72S7BY2Tuk57TSP3BKnC3AW6NaPZKcJyuJVrpqwX2pyYYzAF5aASKKeblobXxS2B7GdjF7cYR25XbduHaqqqlBaWop77rmnX/d14dgcTCvOQG1HN4qyTky1BBmLxYJNmzYpjzmcoYI3QAEbIIAml89WS2iIJpTFEZ2KFVP/rlbcAizLf+IpvduBdludHnNxnprOyoS1t4VHOb0e0BRNJDTWmxXNekRqSUuDQb23V4oWa7t5xYpZqS0qJ1lJopnMvpRN+8uJdNPOgjDnMiC/iLUgFkW1a9j/rtBvXxuRdzjVm4RPqkBHjQXJLwLkqKoWo99XFtLStSU3LWFjEkXlNQDAV5/qt6PtIGdLAQrVUpfIzGL2iY529TNp5j3Wkq4pjRmpw5hsibDaQK6/XTdOnHsh8ElVxFJgVBQBj+ZmZd7lESOrwRrJljBmAhO2cvWIU87QWxQKS1XLiJGeorDZOfqKDxqxnaxe3GEtbk90KTBXuu2EilotWVlZA7JfDqc/8QYB2ICgsRZkMqHxbNK2oRO5ZUInVxXsBuESLxF/ZI3R02OHQHotbjXbCgbMy3plOyRx26L32wLMg6kNIMR6s6JZjx4/rC6jVBUdVGRZ8dk58R0TECFSqX9OTjsHdM2fVbE7aRqIJjpIBAHIdbHoaISIPAXUaXJA9clGaNVLbv8ZS9Kz2ZkVQRLSMsLMeaCVpzJhJovs3duilwArLFFsEgCY77apQVdRgDhdwPRzVJEsCEzwytUcYojcUtk2kZEZNk7UHIX4SVXkagnuemalkMcTISJKQyGE6pnVhkw5DVSO2gIgo8aC5uSp0f30DGDLZvP99XRTWX1Yd5NNrv9hxPbJydLad1iL26HM7373u6iv//GPf1Qev/POO7rXvvzyy7D1N2zYkJiBcTgJxCuy6b8ASeKvMmO1hCECpVSN4BECsuwlCHm9i65H+5GFXJpKqolKd3wDetq5vfvx1UZuu/0scrjyOekYpAz+Lz8GGmoh7vlOFZrZOUwUGsVMRyuoJhnL9NjEkD4Lv64a1O9XRUuOk0UePR1sH70Rt2aRSk0NWeS6QDKyWNRVTpb784sQLRZ9lM6Zr0z965DFUySfrNyq17B/UjGBVVmIMnQ2ha+5lqZRV02Fh2OHIG5er447i/luqaddtx/iyGXvOH0mhEX/DrrpfdC1srhVI7fEYmHRYNkKIT+WS25J62rHqSQCRkooq5G8x9JxKDc0RpobmW3JlgIyYYr+dmREMbOSSPuine0RRT9ZtFj5ezCb/aD7d+vfIN/kJbEXN4nDHRwOZ7jjBYvQJHfkdojaEtpaVEFAKYglvlkrnc8v2o+s/EPslKpk7Py/3ldmMNS5JafOUJ6S//cCE0zytP37bwF/+T17LJdv83bqvbGhUM+tXz3tqgDMzGIR2poj6o1OjlOpr9tb3y1xukCuvU1dIAhIv+Ai9XmLG6F1f1UbNwCmXk3lhsGquZbaiHwEnyypmMC6nMkivw9RfOJ06bdl4t3VjptksFlLenCP7liom9k/yLhKts1yNVGcGlveaq0JsjdZ/lvVRnllemi/S2VxO06q9FFXrfcRy+vJNwv5hawBhjKedJDMbL2l40/PRfQx08Z60GZ35OolByVxK/uT5RuYfmwB3d8kcbiDw+EMd7zSV1iwFz7EQYNW3HraQYMBtTvSIKWxuh61NQ0oKi6I7HV2GyJ8LU1MqElEq38b1jXqyu+Hb19OLpKjrW5N3fBeTJ/SQLf+Wmi3aU+FMKKYjfmItpmNJLjlaKooquJXjvC1tUSPtrZKIinLAZSOBnZ+C3HLZrV2ao6TicnaY6Adbb2upkEmnwb6l5cBqxXCzx+H99Gf6Vf465/U45ExRunkGwjZjjH/CgizL1M9spLwNPpkidMFYmIx6C1aGwBtbwV9+cmI46byDcEn6yBurlLtLE3Mn0ryWGIX1Uak3/4fiKnpavTXnqr4n0nJKFDtZ0Drz1WWSYLX5zWP3Evl5cjEU0CrD7OofM0xfY1kQIkOk4Ii0K//qS73ednNyO5t4fuWfcyCAIwcw8qpffQ+xI/e10e8NX8jdK9UqaNyKvDN56rwl0vHyftJota+XNxyOJykhAYD8FpY8o5ILAgGg2El7JICbbUEAGhrBfIGb63eWFseU7ehSU2LW6mDGi1JxbRr1KqVwKixqrDU/sj6DAllMvFOn2qjtrLPVa7sINdLNZt2B1iilZRsxd5vYZUDqo8Abc1A2ejI+5V91o5cKMp1w2rlZZKTBwgWJjv7UjFB9pxm5QDdPn3UD1BvJKK1DnbqP5fC+ReFCR0zn6xyLEaLQR9QttXsBo0wbtrsBnZt1R2jYmdpamDL8grYZ06uhGFYjzhdet9tiaYlMgCSYSJupfa7oJR9Pg0CWI7ckpJRoCXlwJ7vIG7ZDCHLoTtf4lHWJIPaUwFj6TKztskGHzN97Gdhr+sQRYgfvKVaYL79gv2v7XKmKYFGvv+fEM6ZE368g5AknsvjcDiJprG6Htu2fJccLWy9Hngt6o9OMJCA9qQDQUgat5wEM4iTyuJqedyoXyZ3+uqxYHwkC4LWenLpNWpUTY7c9nX61CttJy1diZoq0Ty5qL/ZNC0A5BXoBUyWQ4lS91QOjMr2g4wswFCgH5CETXbfbAkA1FJYGVkgBcX68wmwKF0blrMAACAASURBVOuV349qHSBacZuTB5JfaLor4nSBjJ98QiJ8YTYF7bgjeIDpsYPqzUxeQc9l67TteEv14hYZ4cnaxGYDbGz2hRrr1IpqbVqakaWOu+qvOquAuHk9INsGvvzYVMhGtICMnwzS7YueeAew93+sdoFT1m9qBA0GQQMB1gFNXt1uj769QUQShjnMufbaa1FWxrqWjBkzBj/84Q8HeEQcTnIRa0RusEA9HeiyquI24A8gNS1C2Z5BCqVUjfbl5LFo0iD23cbV8lgWhvI0qRwd6ilJJVLyk7bFqNw1DFBECpl3OWjVKmmfvZg+7dKIW4uVeWEN4pY4XSCXXceqCmggeQWg6Zmq+MxygDicLNraU5KgfL2ttghihKjiug9dypT6v1nZIE4Xcn/8AFqeW6azDwgz54GecV5E6wDVdgxrbdInbg0gEaPFkT5Lsu0nMxvEngoaaT355siu+V4pKdfv3MRzK25eD0g32/SJ+yFqZybWvqskkdIn7te/kVLQ155HKCsnPFIbdtACyBU3g65aGWYBiXjsRi5cCKz/m8kLlCWzdXr0TWa6/UnTZGbIiNuMjAw8+eSTPa/I4XDCiBSRm1ZdP2jrx/raPRA10aekjNxqLQl5Baxt5gB1KYvmgZVfK8y0g9CQ8jkB9C2PabMbvoZqUKsdVKrXirLRrCtWixSZ7UFIhPn8AFalYM1f1PX37QCllDW2kaolkDPOY7VbP/sQOG9+/KJL7iaVlqFE06jseZRtCQDIgu9JY6HMetBQy96jFTlZDrXLVU83K3KkvqDIXIzk5ilRfartfhYvki1BTrDKnH852kvHsKQljSCMZB2gze4wUT+YykKZjZs4XSDX3Q765xelBZIADHSzGw/JbxvNKwxAjdza01gU3WpTfcdGy4Gx+5nWCgGArv7f6AdCKfD8byIcpPT5iOFmRDmm115QLSgTT1FtGo5cCHP+DaKpuAXQWKcmtMl0hye9DVaGjLjtb5QvUk5M0J6mQziDirgicoMEb4cHgCo6gt3ByCsPVrS1JfPyY4v09QPRPLDa1/IIwaKKi/B22QUA9C2P5fUa5elSyXdITpoEevSAYksgThfIvCtAq/7Kdk70QkJsrAOOaFrElo0GOWcu6P++qC7raAP9YhMTwfL0cloGSMlIUAAkUgkmDWFiXhu5laeKjbYESFPOBYVM1ModsTIyWeRWXifLwcpqIRZbAnudFJYCRjECAH9+EZh1MXvcJ1uC5LnNVKfRidPFxHMsJGlZKGHWxQitexdobgS57R4Ip8+E+OHf2Yt5apewqF5heyr720xLZ4mRmdma+rIGz22080Rpz1aBiAcigNz3RFg94Gg+ZmHmPIiV00AfuYd9dvapdXLR1sI+CzlO9TtHEFg1iOOHQRvrQHcZEtZMKjoMVnolbgOBADZt2oQdO3ago6MDt956K4qKirBlyxaMHDkSI0bE92O4c+dOrFmzBocOHUJLSwvuvfdenHHGGbp1qqqqsGbNGrS2tqK0tBSLFy/GxIkTlde9Xi/uu+8+pKSk4LrrrsOkSYnrL2+329HV1YX09PSEbXOo4/V6YU8if85wpzAzBYSKLDFDQhuRG4x0erzQittAMkZutdn58g/tCbYlRK0hC4S9NsW9WxG3T5Y0YeysmeZJYFLNVzKuEvTDv6uRW0iCVxK35P7HIVSMB2AQ2TKdHWxb8o2AawTgrgf949P6RKLUdJC8EaAAqJwsFAEzMa+QlqF6GeUxZ2XrNzCihIlbed9pGSDpmWqtgawckBypjmpPHmrpdZLjBJl2FsSSctBH71VfpxT0ow/Y4x5sCdGi70pJsszs8DfGQk9T94OZstFsml3u+CZ9PoghcTNy1Frq/NXaBPH+W5iFSH6PMaEs3vNEiFSkIorolSO1FeMirxPprc58iKfOAN30gRptliPPDTVqRP+Wn4KMOxl0/SrQ44dBP91gqAwCvTVokBO3uG1vb8fDDz+M48ePIycnB62treiSpoW2bNmCrVu34tZbb41rm36/H+Xl5Zg1axaWL18e9vpnn32GV199FbfeeivGjx+PjRs3YtmyZXj66afhcrEP4vPPPw+n04mjR4/isccew1NPPRVRjAYCAd0PISEEaZJXzyw6m5qaCo/Hg7a2triitykpKehOojB+oqCUwmq1IjU1Qk/uQYR8PYdzVJ6KIeS+9yqy865Em12K6lCKH+W1oqC0cmAHJ2F2nbq8Pt06oaCYfNdRVG0JxClFbttaTuhx0MbaCJGmOgDhkaYuq3rTmm0JgRBivg2AtSYdKZU3kiO3hIDK5bIACKlpbJlJi1gAQGsziByxTE0PK/klQ9IzAJd0g9DUEPEcRhLz5OKr2XbS0gFCJL3B1iFZObrtkaJS0O++Up9nZIJqRA7JZp5bACyxrqUp8tS9dDNDcpwghIAE/OEyRx6r3D3M5NjEzeshrnxOEezCzXfqrRmyiMnM7tX3HsnLB26+E+JrzytT98JNSyAM4soeMqRkFOjWfwE1x9gxy+LWNaLHc0Cb3cCe7zQLqP5GLSNT/9mQz9OfngMTrER3nsTCUrUTmnQOUVIO8dF79Z99SSBbRhSD3Lss9gi7GRZDqcTsXKC5Adi1jYlcqw3CmeeBCBaE5L81o7AFWCm6JPmOjVvcvv766/B6vXj00UcxatQoXH/99cprlZWVWL16dZR3mzNt2jRMmzYt4uvvvfceZs+ejTlzWAmKxYsXY+vWrVi/fr2yf6eTfZGMHDkSpaWlqK2txZgxY0y3t2rVKl1XrtGjR+Pxxx9Hfv7g/yPl9A+FheZZv8OBtv99CZsb/WgrzkKqAPhDIigRMG/u2SgqGlxRGe112k712d6ZmZmDbrw9EbQJqAUAqw3OirFwA7B2tqMwgccRdNcjWH0M1pIyWF3hs2pBm4BaOelLRhAwYvIpOLblK+zKGYOiLjdcfhb18lpUcZsiiigqKjLfBgCLqwBFE0/GcQAIBjAiMx2W7Bx4UmyQ49N5mRmwFxXB11DNLA1GRBE5nW1oAiBkZUM0K/1ls6G4rAyh7EzUAEBbCwrznCAp4bNHpvsRRaR5O+AFkO4qAKgIrbHBOaocaZpr4hlfiRaNV3HE6DHw7CyE3K7BUToSYt1RtAFAewtC992C3B8/gMz5l+t2SynFcak7WcFJE2AtKIx4PSCKQDCI/IAPtlEVuu0E3fWolYUt2zDE157HiNkLlGveEOiGH0BOSRkypL+juL/3rv4+grMXIFhzDNZi88/TYKRz4mQ0f/A2Utx1KCgqQl17KwIAnGPH666rGb6GajRGeT1/1GjYjNu4+vtoC/jR/ueXkXrGuci/Wq3TXCOGEAKQ88N7kXb2LOUcen78X2j5b8lrSwjSZ18M74fvw1Y2GvmTTo7/oCWC7nrU/uN9/cJmJu5tu7fCD8BWOgqFJaVsXbklsQmp/i7kJ8l3bNzi9ptvvsENN9yAiooKiKL+iywvLw9NTU0JGxwABINBHDx4EJdfrv9SmDJlCvbs2QMA8Hg8sNvtsNlsaGpqwvHjx6NaI6644gpceumlynP5TqSxsRFBYxHvXkIIQWFhIerq6rj/dBAz3K+TuPs7iH/5A9ZNugEAMPekXOzcthcH7fn45JMtOH/u4KgWaHadmlvboc28amxwo7a2NsIWBidKqSmLFS3S12nA3ZCw4+gxmich3LwE4p+elZ6xSNPrqzfjhaYc0Km3g1ARP9rzLubWbUGXRtw2Hz2ijJVcebO+ViiAUF01alb9mdVW7WhF/e6dIGWjIdarx+c+fhSCwwVqtUfM7m7e+jU7nqwcFrk1rmNPQ21tLftspNiBbj9qd24HGVEcti1qtQPadq0AIAjwSrNsXgrAUAK2JRBCq+aa0DT9VHR9h0enRVvbO0BXvqDZqYiW55ahvXQMiNPFoscNNUBGpmJNafB3g0j7EG5eoouQkrMuAP3sHwCAuiXXhF1Hcfc20+h7/XdbIUyYDAAISlPrrSERHXV1ffveyy8BAiKQJH9vNINZMfyH96OmpgYhqc5ss8cDoYdjMP9cqp+fRm+Xct20iNks4OZrUr+XaDCAkFQir2PsZHi053DKmcDpM4Etm0EuvBxdUm1di6ugT79P7LMhmr7m3/EtACDoKkRtba3550iDLxgc8O9Yq9UaUyAybnHb1dUVccPBYDBM8PaV9vZ2iKIIh8OhW+5wONDaysLn1dXVePnllyFISQCLFy9GZqZJYWUJm80Gm82GdevWoaqqCqWlpbjnnnsAJD4RilI6LEVTsjEcrxPtaIP4ylNwp2Rhi4tFBhaclAOyN4CDFNhR14HzBtk50V4nrz8AaJwvgWAw6a4hDag1bmm2lF3f0QYxGGQ97fuy7Wa3KmwBJZqHSdPCpsjJuRcCG/8OVB8GTjsH7tFT8MJHTbrqGS+O/x6mtuzV2RKCLa3KOSel5aauQfG154HCMqCjlXkXS8vVrmIA0NXFtpGbB3LptaB/l6oiCAKQ4wKaG0CPsgQzkpcPnHEe6BsvSwOXREdGlnrt8wpYNy93PatAYCQ3j3Vikn7Y5bJh2L9LTRoyNNagmdm6H32qbYVqtYJabaDaaglmNUZFEbShBuL2r/Xd1wAgNR20rVXxe5JzL4QwaRrrwGUsxm92Hc38nIIA5Beq50Vu4pCunqvh8r1HR5SwknSdHRA/eFtpiyv+7iFQTfKkKbl5YZUUMHk6sHUL23ZahrkglLvxtTap59vdwIRmSgpodk7Y+0hxGfsMdnYoCYAW14i+Xad8kyoc8nP5c15YyrZvti57AwAKIliS5vMSd1imoKAAe/fuNX1t//79KC4Ov1NOBGY+D3nZ+PHjsXz5cjz55JN48sknw5LRIrFgwQI8/fTTirDlcIYLVBQh/s8zQGszNpw0FyIhmDwiHWUOOypL2I3kDv/g9kx3BvQ30oFAMlZLkBM8rCxpSRDYD0tfsuJleipMHwZV1mHVM/Q/DyIRUJeWB58mchvQBDNonb5YvW6fUk6DuGsb8zBquoFRjc2AlIxkDwpLITz6ClBWzp7L1ROycyDMuVTtGHXRVez/NE1+heRtjJZURrTtcKeczjLllaoL6frtAeEJZVkOtfRXOvNcEk3WPHU4TQvsU5s9PPEOAHxeXQF/QNMIIZJQPrhbty4mTdUcYHgDBqWJQ2Z404GhDkmxA/lsNpeuek19wdhAJALCzHkQHn0Fwr2PQHj0FZBJko3SYlVvGozkSue+tQlU/juRZ2pchebe1TxpjE0NSnWRvlo/TJtczL9Sv1JRqfm6hADzLgf+7Vr2fChXSzj33HOxevVqlJWV4dRTWTYtIQT79+/H2rVrccUVVyR0gNnZ2RAEQYnSyrS1tYVFc+PFLHLL4QwH6MbVwHdfIWBLxYaiM4EAcNE49oM/sbICOF6PY/Y8tLlb4HDlDvBozfEG9D/4wWBiZ420RM1C7wty5MRqBREsrIZmazPLoO9LAgnAsraNRMvaln+4fF4UFRcAe5p1Ak2gIgq7mvGvvErNWzQVKmqlJBmTKX9FnG1cDfHDNcBoTda3JrmMStsgo8exH9ocqRGCVHlB6dTlzAdqj4G0uNVoq7z3vAK2LIq4pW2a35P9u1jXKLl8WFqGvoqF1aYv4g8psFJYChzcA1iszGZwYJe6wouPAWfNAj7/h/wGJja7fZEjX8aWrzIRivHTl5+E2OVVoo5K0whAKXmlrOv3qzVKe1stIdkpHqlvKysTYzkzbSUF8fgRtjAUhHj/LbrSeQqOXBYtDoVYlQZHLqhbEreROrtpP7tSowmLq8B03XgwljmD1Qq67l11v4WlEdclThfET6pYFZKhXC1h4cKF2LNnD5566ilkZLA710ceeQQdHR2YOnUqLr744sQO0GpFRUUFtm3bpovIbtu2Daeffnqftr1gwQIsWLCgr0PkcJIKemgf6F9XAgD+demdaG0BctOsOLOURXRyXLko8+/EMXsedu44iLPPnz6Qw42IVz9zjGCofyK30WrA9hlZRFmkr2KHVHMyAeXAiNPFSlbVV8tLonftki0SXV7kl4zA6f5t2JLKuj7K9WwLfv1b+LY0AFKgK9ClEaZSBnjG/IXo3LBGncK94mZA68WllIlCGa1FQc4ilyJJytSujCJuXcx6IHkn9ZFbuWJClDQgbWS8swN001qgg0U2SVo6EAyo8lxTXUCPWi5MvO8/9C9RCny5CZg0Ddj5LXDRVUw0NLsj+ooBmAottRi/oZKEQQxT+QZAOiYdctTWYtG1kh1WGKwmCnGWM6PNbuDT9ZoF5jclxGJhAre1iVVXcOSqdZEjiFul2kdzI2BNAQBY8hOTtKcV55RS9jmQbixpSqqucUxYSbQUNpYhXQrMarVi6dKl+Oyzz/DNN9+gra0NWVlZmD59OmbMmKH4XuPB5/Ohrq5Oed7Q0IDDhw8jMzMTLpcLl156KZ599llUVFRg3Lhx2LhxI9xuNy688MK498XhDGeotxPiy0+wL/pTZ2CdbRSALswf64BVUL/eJtl9OAZgR3Urzh6w0UbHa6iWEOiHyG20GrAJieDK4lZuB5rjBI4AtLXvXcoopaqoAdhUfzRRrkRu2Q/eSIsfWwCUUQ9+NasM+SWsdnhXuh8AE09BfwBUDLGosxR1zbx4EXxzFiqdr9BQY8zP0qON3NYxIa5EknL00WvZTqCUTatl4pZoxa1TtiXUIyJyvdgsB2sI8ZeX1dfSMvTTr0ZLAiSBo7EFmCKKgFSOkgT80rhdwBnnAV9+bP6eCEJLmDkPYmoa6MuGLpxaMezRXOu6av168tR5RlbSlHJKJLTZDWz/OvwFM/tGT8TTzCI3TxK3TUD5SWoCqSuCuM1xshvdUBAIsb8LS14B0NqHznQmEEJY8wlZ3P7yR7oWwWHrp9jZ39tQtiUA7MScc845OOecxPSdP3DgAB5++GHl+cqVLKp0/vnnY8mSJZgxYwY6Ojrw7rvvoqWlBWVlZVi6dGmfS3dxWwJnOEGlvuVw1wN5BTh2xe3Y8WE9BALMG5ujW7eyMBNVdcBOX0r/jqmX0/00EIDX0FEtEOoHW0J/d2WSPbdS5JY4Yiz8HwttzUzUEAEABeqOgba1gDgi2EyUyC2bng8EQ4ANsKSk6LrUdWm8zgEiAJ52UMGiFMi3lo4CaWlVbBUUiB6tlDy3lFJVlEniVrElyMhjl8+9PNWepiZzqVO75pFbKoYAuY1tR7hooIFuvVjOMrG/GduSmiEILHIOKJF42uwGDu9jy2ZdwkT6qpXmLV8NkDET9U0r5H3IYlgTraWKRQT614arJcHs7xgA+cG9EE47N75txdOkITcPOATQ1iZ2sypVSiARorFEsLDPtiyC0zMgpKUnXNzSZjeLDisLerhpt0k++ySq2z8o2u9WVlbirbfeirrO/PnzMX/+/ITul9sSOMMJunk96FefAhYLhNvuxbqjLJp0ZmkW8tL1QnHSxNFAXTMOpeShs92DjOzI1Ud6S5+m+70edFn1CW/BYIRpx77Q312ZFFuCVBlBFm8GW0KvbgKOH2b/F5aw8lhH9kP88O8QLrjYfBty9yLJahCQzmc30Vdt6NJEyAOClU3xy/YEZz6E1DQA6rQ/cbpALloE+sHbbIEgABlZqrCUI7etzYC/i50LedrWELlFlnQTlmsIbKRqxKg8tdvihuiuh2BMyPF0RCyNBAC0vgZkwhR1/Jkm4tbsc0EIAMK2LQlVSBEv2tYS1n2N5BdBuPDfQM84z7TlqxHFnrDyeUBqDqATw50aW0KdXtxSz/BNJgMQ8e+YVEyIe1PKddBUT4h0U0JyXexGq8XNbt5k0Rrt+8M1Ql3P+DlPFGY3Z9Fu2mVbwlCO3C5ZsiTitAYhBBkZGRgzZgwuuugilJaWmq7H4XBOLLT6COgbvwcAkMtvRNfIk/DRVywD/eJxOWHr5xcXYET3QdSn5GD39v2YPmNq2Dp9Gk9fp/s9Hei0MHFrpSEEiQXBfojcEqcLZO5C0A1SwX7Sg281XhRbgsZzCyaGZHp7E0CPHWZD1pbeWvsOxHXvhm2DiiG1va2/C1QMKefTZ7B/6CK3krgVjxxkCyJkdpNz5jJxa7NB+M1LEB/5qbpvWdzKgiy/EEQ+H2GeWyY0idOlj+hqIq10m9Q5jFLQB34QPt0q+23TM1mU2hjR+8tLoIsWq89NbAkRBY4hEYfu3sbG2dwY5pml7/wRdPqMiC1fzRBmzkOooRZY9y5w6lnKcTELisZn29wI6veByFUlNLaE4Ug8gjQWzJKuTJGTQluamG3EL33WoySJKTMPAEhfk0ojEe9Nu20YeG4nTZqEnTt3oqWlBePHj4fD4UBbWxv27NmD3Nxc5OXl4V//+hc++eQTPPTQQxG7hA0GuC2BMxygfj/El55gd92V00DmXYGP97fBFxRRmp2CySPM21RXWjtRjxzsONaMhKeU9XW6v7MDXily66DdaCJpCIj9VH9R+0N06TWJSyYDQJVqCSxyrkzDtzJbQp9uAqTILXW6AE03LdNtGMuo+XwISufTL+qDGdrIbZBYIG75FPh0A1uwdzs8VX9jBem1yNPhgQCLHmq7jMm+P1ncamvIZmSxcxMMML+o7E3ONRy7JG5ps5sJmGjHKnUEQ44TZNFi80Std/6kPjezJSCKwNFeF7kFb1tLwuwtpLCEfUb8mvbTXZ1sewA7F11eoL4aNNMBNNQoWfpkuNoSEIcgjZGYbkqkmQfa0gQckDza2Tkgtih2L+0NYiIrs2iIW+wPh4SyU045Bfv27cN///d/w+VST4Tb7cZvfvMbnH766ViyZAkeeughvPXWW1i6dGlCB5xIuC2BMxygb7wM1B4DHLkQ/uNugBCs3cuiVxeNy4k4E1OZn45/NAE7OvvWTMCUvk73d3YotoRsBNCEtH6J3AJg506CJLhJjdFzq9oSJM9tH24CaPVhAABJzwwvP2XcRtAw3djlRTAki1v9S15j5PbTjbrXW55bBstjf9CXMktLZ3aDUIgJPa13T4oq00OSF1UTrSWEsO001qmVEoAwcat4ZGM4X1SO3DpyIydqaWwLNEqSdI8CR76e3f6E2VtIdg4Tt1q/sGxJSLEDJeXA/p0QN61lNx3afQ5XW4JEPFHyhOwvN49dq5qjoC8sYwvbWyFuXh/5JjlPvZkmxpu4BBKX2JfbWCeRLSHu0garVq3CVVddpRO2AOByubBo0SKsXr0a6enpuOSSSyI2e+BwOCcG8cuPQT/dwFqv3vJTkOwc7GzswpE2P+wWglmjI9eKrpzICurvt+XB19kVcb3eQJwu4OzZmgXxTffTzg54JVtCNmECURZjtNnNpoN7KMweK7RG05zAWGKpr0SwJaC9FVQMgZp12IpBFNFAQBHltHikaUMB3TaMP1qedgSkeg1BCoQ0UfEwW4KxL5koghrqiRJC1Clxt6GKga+LNS+Qa8J+UqVrZqCcE6tVuabEbtcLNTmhTL5pinaskrglkn+XjJkY/h7t81Wv6ccTD2npStSLXHK1Zvt9mBaXI8nacmay7SAzC0Quo7Z5fXhtXKEfblQ5kZHFaUeb3pISpXEE0cwU0RS76TqJQmkU0tPn0DYMxG1dXR3S082nMTMyMtDQwApn5+fno3uQZ9atW7cOd999N5YvXz7QQ+FwEg5tqFGmaMnFV4FMPAUA8MFeNi17wWgHMlIi/9iNKCuCs7sDQcGKvTv3J3x8ZJTGsjT1rLim+wMeD7otbIraQZhADIgU4ub1rNPT8gfDOj71Gk3kNmI3ot5iFLfZOUxYiSLQ0Q7SWKdfXxJFAKIKeLr2bXWa+oVlrKGARrCRG36k/0ELBPQbaG5EUJNI5pei4oGQqNgVAFncGhAEEDNRLk2JU+MxeT3MGqAM3tA1Sk50O3ZIf02dmmQbKXKrdFjSHqtRRMqiUCkrZtKVSUuMXazMIISo4jxDSsrMyILw2Cu9t7fIEeyONrXzlVzyLSNL39rYSH8kXXIiY/SMy0TpFEgPqDWg6Tv/w2w+A41sSwiFVCvVICducetyubBp0ybT1z766CMlouvxeJCZmfgM60TC2+9yhio0EID48lPMzzh2Eshl1wEAWrqC+PwoE2gLTgpPJNMiCAIqBfajueNwYqKgOvwa/9axg3G9tatT/QHPEtiXbaA7YO5P7UMEl3a066Z/aaIjt1ISF5FLgVksamSurRni+/oqMuSnvwaAqAKeNrtB33tTs0BqKPDzx5S2tUTrawXCIjK0qUEnXP1Bdk67DC2Pg4ZKChAE5N75gHkkSPZ7mkRuI1kJdKWzpGNRrql2ylaTUCbMnAfyn7+SlmeAnGuohy53J3Pk6N4jt1clt90b2drQGyRrAt2zgz0vGdU3v6dcMSIUUsq2Ua0t4et/RnwrKSqJ+Bon8RBbiq5MnUKE2Rfa7AY1NDxpeW5Zwmaheo3WIxxIDt9t3OL2sssuwxdffIFf/OIXeP/99/Hpp5/i/fffx4MPPogvv/wSCxcuBABs374dFRUVCR8wh8PpGfrXlcCR/SxKdNs9TDQB2LC/FSEKTHClocKZ2sNWgEkuts6OBGs6AGrmMAC465Ve6rHQ6WVfsKkIwS59iwW7A4kVJYA+agv0ny3BoomAymLo2y+AXVuZV1X+gezy9izgI/hOhVAQZDqrTU6//lT/ulnkVjOF7ZOSyLoMjTK0ApgsvAGWx/6AzPmXmx+rUdymS8GPYCCylSBKySKdQEzTzyaS8Sez+r5dneFl1QyRW+U98hStmU2hL+XfZN/tPiZuyQiTtshxQGw29fMgH4s8o2CxRK4nDKjnnHNCEDevV25AFKIlb0X42zXafE44WnGbJEllcYvbuXPn4rbbbkNDQwNWrlyJZ599FitXrkRjYyNuu+02zJ7NfHRXXnkl7rzzzoQPmMPhRIdu3QK6cTUAQFj8nyDS9G1IpFi3X00ki4WTxzP/3h5rHrr9CbYZ+fVfknT/DjMiZgAAIABJREFUzpjf2tnF3psuUFglIRK02BIrSgBQWdzKwizRtoSQwZYAqBnWVasAAOSsC9Qkk/ooCVMyBSbiSToP5DRJ3H7zOSv/JRMWuW1EgGgjt5K4DUQQtzYbyIWXR6/TarQlaBLOyPwrdWNVfvyjeWg1NUCpz6dbhdhSgBHSda85on+/7LnNNv8bCLMp9LFsFJFtCfKNUR/FLQBVmMviVrYlOPPDz5cGuuLRxFh1OD2iVDrRQgjIfU9EtqRE+Lyb2nxOIIQQTTmwwW03lelVE4e5c+dizpw5qKmpQUdHB7KyslBcXKzLus7Jie3HcyDhpcA4Qw3a7Ib4P78DAJA5l4FMVUsyban2oMkbRLbdgnNGxpY1XVpRhuxPv0W7LQMHdh3ExKnxFz2PiBy5JQLLTt+3Ezh9Zkxv7fIFgAwg3QLYLAACQFCwglxytTol35ekHRlZ3I6dBPzfF/2fUAbWpazR7kBtmgtFXU0oWLAIdOWz7MXUtJ6z7q3hVgH5PNBsB5CewaKZ+3cB405m6xgTRZobEczTem7NbQmKuA0EQP/1MXBelEY7cgKYVJYKWQ611ags+FwjIPzsUeWaRStZJGoEPf3lHeH1bItHAXXVoNVHQSZNU5fLpcAiiFsgwWWjDB3h+hq5BcDq/dZXg7a3srQ/yZZAnPmA9nwZPytypP/k6UDRwAqmIY9ZFJZSpRWzGWaf99w7H0CH0xVe8eREk2Jn3xNJklTW6w5lhBCUlCS3f4eXAuMMJWgoBPGVp5gAGzkG5HuLda+vlRLJLhzjgM0S26SNIAiYiDZ8iQzsOFifYHErfclXjAMO7I4rcuvtZlHHdBuBVZqAClKAVE5TxC25/zEIvehApIXWHGXbOmki6P99Afh9oIEAmxpOBKFwW8IGXw5WnLUUlAggVMQd3x7GHHka2mIBueFHai1XsyoT+3ax/wtLINx4h06cEasN5JQzQT//B+hX/wSRxW3QUOe2qQGB/PDIrTeC59Ztd6D27+tQOmYqiiKJJmP0OzUdSEtjz+sl+0F+YZiQNBOatNmt1tYFTOvZkpKRoN98BlSrkVsqhoAOKcqZHaENsUTCykY5DElFRr9zb1Ait5IfXNOkQXu+aHtreJkzeZq7cnLfx8GJTC/LHWqvHykoRmblZHTUDrAtARgekVsAOHr0KKqrq00rIpx//vl9GhSHw4kf+t6bLPppT4Pwg5/pBFh1ezf+r84LAmB+D4lkRipzrfjSA+xoC2FRIscrRW5J5amgB3YDxw+DejtB0k0SMAx4A5K4TbHAGmLiNiBC5wcj6Qmo6VnLGguQigmgcoS5sz28LWxvMURuG6vrsSJjOtsXAEoErGjKxSmWTLgAoMsLcvYsVdzO/17YFCeVvZ0TTgEZHy5gyGnnMHH7zeeg194GIgjh0ZiONgSJSUKZied2Y+HpWDH+e0yMf9SE/0qpwRn5JlPjhgYCJC0d1M7ELa2vZsuMQlBe1yg0Y6hnS0pGsda30g0KALX1LiERmzMkGuLIVYulEQFwFfZ9m1lSrVvJlkA79e11lfPV7AY1azs7wNPcw4G+dEWTr1+kGuQDgtKCNzk8t3GLW7/fjyeeeALbt2+PuA4XtxzOiYXu3gb6vhSxvOmOsKnPdftY1Pa0kgyMyIzSHceEypOKgW+D2C04EQwGYbX2+p5YjyxEC4qA/EJWqP/gbuDknvuheSVNmG63weZnPwABSvTJDsbGBHFCvZ1Aq5TkVjySlXLytDOBlChxa4jc1tY0gBJ9VFgkAuqEdEXcKgX7ARAxvCyPLG4xrlK33O0NoKa9G0XlJ8OZlgG0NYP+4z3g1BmgJlONASG8FJjRltBpTVWELQBQECxbvxuvXD4Ween6zwnJzA5vmSsngsmRW0eMN16xRMWKR7H/jx+C2NQAIa9AtSRkZClJlv1OjiZC7CpITNRfKQcme24lW4KhvW6i285y4iPRXdEGlCRrwRv3r9S7776LhoYGPPTQQ3jooYdwzz33IC0tDRs2bMDRo0dx11139cc4ORxOBGhHG8RXfsv8XOfMgXCm/ubSHxTx4UE2fXnxuOhTsWaUjytH+pbt8FpTcWTvYYyZNDYh45bbrhK7HRg7CbSxDnTfLpAexC0NdMMrfXWlp9pgDUq2BLBWwwrGlrLxIvttc5wsmpyZxcRtIn23QX2HsqLiApA9zSzaJiFQEYVZkiDyeQGvKm6VRCIJ6u0Ejh5iT/LVCOGG/a14/ss6UAAEwI/Gzsbc7/4O+uYroG/9Qd9QQx6aphKCL4ItwWNNU4StjEiB2o7uMHFrjNwiNZ15iAFAzgaPELk1EotoU0R+IAC69DaINy0ByZOS0OypoM3uEyM2tMeUqP1J4lap/NCp2hKMDCmBlYSc6K5o/YbcUCJJbAlxV0vYsmULFi5ciPHjxwNgdW8nT56Mn/70pxg9ejTWr0+eTEzexIGT7FBRhPjH37F2rUVlINfdHrbOJ4fb0dktojDThqlFPU/5G7FarZggsnaw2/eblGbqLXIEICUVOGkSgBgrJnR2wGtlX7TpaXZYpQSqoDFy28fEB6VSQlEZ+18WDomsmCAXRJei4fklI3BqmloiTaAifpTXgvxcad9dnYBXLS1EDWOha/4MuWMYXXYvxM3r4fYGFGEL6dUXnefAbZem5SlVu4Np0DVxMNgSMmzsp8M2sgLE0KFMIEBRlsnsgLH1a1oaE7iAKvKjJHkZ0damFR7VN0WgzW7VugEonlxRbhXc1JC4Jh89QL/9Qn2yZ3tC9kmM1RI0HcpM14+1ExWHEwlJ3JrN8gxG4ha3jY2NKCkpgSCVSdF6bmfOnIktW7YkbnT9DG/iwEl26IbVwPavAVsK89na9bVrKaVKR7IFJ+VA6KWHq9LBhM7O5kAPa8aBFLmFPRVkLBO3OLSXtY6NRqcHXiuL+GWkWJBikSO3RB9VCPZxrLLftpi1IVY6bCU0chteLaGgTLWUvHCBE/MuOkepa0q7ukC1kVuPGrmlzW7QD/+uviYJuprqRmODXGZ1SMvTrQtAVy9W18TBYEvITpWEr9WGJWeqVgAC4IF5E+DKMJl6N4ncEjlyK78/UkenCEQUbZE8uVs2q88T0OSjJ8JENqK3Xo0ZTQteqmnmYBa55XASQpIllMUtbjMyMuCXpv4cDgdqNVl8wWBQeY3D4fQv9NBe0FUrAQDkmltBSsvD1tnb5MPBFj9sAsGcMb0vz1dZMQIAsBM5EEWxh7VjRI6y2lOBwhImfgLdwNED0d/X2QGvhYn4dJsAqyRuAxAMkdu+iVtj5FbxMyZS3CqeW1UMdnSrPtoUpyRA0yQR2NWptyVoI7cRGh4U+cKbYwhURGGXZrl806MRoPrIrUHc2tlrAZFizhg1MeuHZxRi4ZQIpa5S0/TNKrSeW5keKhjEjFm9ULMbu742+eiJaIlvfUHrudV+HniTBk5/kWQJZXGL25EjR6Kmhn2JVlZWYtWqVdi9ezf279+Pd999F6NGjUr4IDkcjh7q7YT48pNsWnv6DJAI9UXl8l8zy7MUQdIbxkysQEqoG+22DBw/eKznN8SCXxO5JYTVkkUM1gSPxpZgE2CTbQkwJpT1MXIrlwErYo0slCnfBNoSqDxGTeS2w6+K23bpMZFLgfm6dLYEreeWmmXACwJcJUUoz7Griwjwo7wWuPxSGSlCgMmnsceSaBJBEBJMbAkGcRsMUXSHVPGWZov8k0II0YlnkpoO2PWRW2NN2N6iNGLQCtorvx++Yh+bfPRItCYUfUEWt93dQFMDe5yeceKS5DjDDpJkCWVxi9tZs2bBJ3WDue666+D3+/GrX/0K//Vf/4XGxkbcfPPNCR8kh8NRoZSCrnyOtTHNK4Bw852mJWPafUF8eoQJsYtO6ptoSLGnYHyQRfq274kubmmzm1VviDL1SsWQOr0lWSnISRPZa/uii1va2QGvlb0nw2aB1SaLW33kNhZvWKSxUr9PFQ1Fki1BjooZkrj6hNJ+VxUlHk3kts0nPZa9qcbIbadH6TRGjLVqNUlWnZptLps7klkdRo1h77vxDhDZVyxNd2tb7wIaW0KQbSfLzsR4QBSVZDMACIo9FJrXekLT0tWINMCmPY2R3D4gzJwH8psXlU5jQsV4wwr9Xzkg0d3OlO2mpqkeSMk+wy0JnH4lyRLK4q6WMGPGDOVxQUEBnnnmGWzfvh2EEIwfPx6ZmXxahMPpT+jmKtCv/wlYLMxnG2EqcuPBNgREijHOVJyUl2q6TjxUZgHfdQM73X5cHGEdcfN61nKSUtZgwNg1SkZ79y9F78jYScwbun8XqCiy+qtmdHbAa2HezDSboJQmC8ASV+Q26ljrJMGQ5QDJkqKNsuc2oQll4Z5bs8itIvq6vPrILaXseWY26JH9bFlpOYRrb1My4z3+EBq9qvC1W6XzmiEdly1FOVckm9VP1bbeBQCfIXLrkG0JIapYFgAWyY2K1nebpqmWAACO3ITX9RQKihAqqwCO7Ico+5FLyiFcd9sJqxzQb9UK0jOBbj/owT3SjiwnrgIEZ/ghi9uhmlC2c+dOJXILAKmpqTjttNMwffp0WK1W7NwZe5chDocTH/T4YdA3XgEAkCtuAjFGoyRESrFuH8ukvnhcTkJEQ2U5+9HcIWab+m6VXuqyxzBawo7szSdE9XKNHMMed3ao4tKMTo8auU3R2BKIELO47WmsYZUSAJDM/vDcSuJV67n1q+e2zSeJUo24pZ0euO0OfJczhlU8kJPKDu9j4xw7SZdkdbhVP42oNGJIlW54/F2qPzkzQuTWUApM67n1awRtXJHbVE21BCBhlgQjZPRJ7IFUtYCMqzzhlQMSXa1A3LxercG86QP2f331CasAwRmGDPWEsocffhjHj5v/8NTU1ODhhx/u86BOFLwUGCeZoH4f89kGuoGTp4NceHnEdb+t6US9J4CMFAEzR2VHXC8exlWOhVUMojklC/XHTBJi4kmekf22KamK8CZWKzCaifWovluNLSFda0swittoCWU9jbWGiVvFbwv0TykwOWIqRW6DItV1AQuL3Hb7sVHMx+1nLcWvpt6O289aig0H2XioJG5Rrq9DfKjFp3suR1+Vyhq+LjUak54OWG26SgkA0K3YEvTVEgKiPnIb6EHckh4it/1CuSRuqTTOMQlsIT0AKDdmpi/2fwUIzjDFNsQTyqIRDAaVEmHJAC8Fxkkm6Bu/Z40FHE4I//6TyNP2gFL+a06FQ52G7iOp6WkYE2DRoh27joavEE/yjBy5tdt1i4lU7xb7dkUcR6izA10WNaHMKnV8ChALaKy2hALzjH7xH++Bej1oPFaN73LGoDFrhPpif0RuDaXAPH59xzGj59Ztd2CF42x9e95DQKPHBxw5CAAgspiTMEZulUYMsrD0+9RzZWW+V22lBCDclpClsyXEE7nViNvUNBCNx5YkqlKCAVI+Tv88ycWt6Y2Zlv6uAMEZnqQkV0JZTJ5br9cLr9erPG9tbYXbrb8z7O7uxscff4ycnN6XG+JwOOaIX34M+ukGgBAIt9ytFnE3od7Tja9rmC+zr4lkRiozQtgTBHY0dmKu4TXidAHTzga++UxaQCInz2gqJei2Iflule5SJvi9PtBsJu7SbQL8ii3BYtrEgTa7gYYa0JRUkG4fUFDMxlRaDhw/LO+Z/ffN51jvtmDF6IWgLgGkQ8Qda//JErBkj2pnByilMVs9GqvrUVvTgKLiAuSXjNC/GNInlGnLgAFAu5+9TqxWICUFtWmu8I5gIKg9Ugunv4udT220GcC+Jha5FQCIULuNKZUKfF1q8p3NxsRtSD+OSKXAgobIbcy2BIsVaG/TV0vop8gtPaC/UaK7toKY+cCTBbPWw1r6uwIEZ3hiG4IJZe+//z7eeecd5fmTTz4Zcd0rrrii76PicDgKtKEG9DVWCJ5ccjXIxFOirr9uXysogKlFGSjONukU1QdOLnPir4eAnYEIiaNU48Vd8D3zZDJAE7k1JLpVjAeIADQ1REyO6exi77USihQLgTVFitwK4QlluqQxSL27pOQxeZqNXH4DyNlzgOZGNLz6IlaMvlQfGW3KxbTq/8/em4fJcdbX/p+q3rfZZzSLRvviHcvYeMd4lWwcbLMGA4lvooTY/vG7gAmJc+HGwAVCHK5vLj/LkPAkYCAkgO1AANmyiR2MDbaJY8urpNE20uz79PTeXe/vj7fW7uqeRTPWSK7zPHo03V1V/VZVd/Wp857v+Q7R0qaTL02ThV3R2bu97dr5FDvGGhFKAGXPGLc190iibI7RmXNbVbkFiMToyIyiCM1BcFUE7WOH5INV61BsftlH9k1wWFdujTOTcVNuTXIbhHCUQsoSMwByJUHJ5q+t19MSNOFsyTsbuRV9uuJfKqL9+R+iXP8B68UlILdVmyicfs4JW3hV0XrYuMkS4g1JgPDwJoWu3J4oHcrmRG7f8pa3EA6HEULwve99j23bttHS4vzyBAIBVq1axWmnnbYkA/Xg4c0IUSigfeNuqXRuPA3l+t+tuXy+pPHYfplfet3GxZ9FOeWMDagHehkMNTA6MExLR5s1ViHAqNyGirasDlRTbiNR6F4LvfsR+19Dabq0YtW0TgAjPgVFUQjotgRN8VHKZjGonUhOw8MPVipcui+Repm4oJzyFrP/++A7b0EcKFNGFZWB/hGpugZDkkCnkrOS25G+IZ3YVhJlU8EtS0uYrlBubY/DUVqm+njv4V/wwzVXy7ELjVsDh2g52osAlNWWJWE0XeC+Z4cqxjWadkawSc+t7v0NBBCRKEXV+QOWK2oOL3ChZP1tjy6rlZYgxkfhqcdsTwjET39gPV6KjNZa3uoTmACWJzAAi5/G4MGDHSdYWsKcyO2mTZvYtEn6lnK5HFdeeSVNTfNrk+jBg4f5Qzz4bdmxK5ZA3f6pWUPan+5NMp0r0RL1c27X4sfyxerirM2PsT/UyiuvHuQyG7llfBSmJqzHqVTlBnSIasot0ncrevcjnv0lYv2pFT/WmbwkhFG9YYCh3AIOcktyqvrUrabBjN7EIGH5QDtXdaLsH3Mqo0Kjo7NVPognYDwni8pa26vuH8BA/zBCcbahdRBlqCC3hnLbEvUzmi4yZSe3uj913YzViezW13/EVZuaEIa9wlZM1j+dd729GEvp76kfe2EvKPMHwOeTKrgNuaLGLj19A+C///yQ+beD3NZSbt2Ipk3pF9/6v2ilUnW1fyFwm8I/SabtjRsyEx6p9bCEUAJBeT05QTy38640ed/73mcS23w+z8TEBPll4sHI5XLcdttt3H///cd7KB48HDPEi88iHvsJgCwgm8OP18/3SgKydWMDPnVxM0MNnBaW3/dXB2cczwubagtY/e7dUEW5BazipheeqYg2EvkcKZ2+xoLyfzu5LdhiCgkE3FuugiQ4ZfFXAK1dK/idOqtgTBUatzZPWGQ0ahSVzd7IoaOzDcVu06CMKIPNliDJreG57dLtJDO5EiWDMEaMojJLkY9oecTkOBw5CNhir4DOuiBue68anwsjhiuXNY+F2PMSvPoCRT3nNqhYKQn3vzBibsNOUWfyc0xLcCs4tGMJKv2XqomCBw9vOtgKyubSqOd4Y95NHAD27NnD9773Pfbt24emaaiqyqZNm/jQhz5kKrzHAw8++CAbNmyYfUEPHpY5xPgo2j/+LQDKVe9CecvbZl3nwHiWPaMZ/CpcvX7pCjtP72rg347CKzknMR159TUGGtbToc3QMj2ESM1U2QKm51YpI7difBTxy0dsT+iE54y3QkeHzLj1Sa9oRPd9+gPWZaxYsJoVKKofPnK77OZWBuWmjyAe+LZUTMu6Yp225TR+8ss+AP7XBY2cvsFmtdILosRM0pU42tHatYIP+1/gO6XV5r78UcM4rV227ZWlJRgZt52JIC8OphFIZbQ+bI1zOGx5U4uqD3pekzcE0ZhDkWyJBti2sYGduuKqIEmpQT+VcFj+nctCUS++0xsdGFFg0ewM+VAd+aKoajKZq3Lr6hV9AywDS9ZEwYOHNxOMgrKpCbQ//8PZG/UcZ8xbud27dy+f//znGRgY4Morr+QDH/gAV155pZlxu2/fvqUY56wYGBigr6+Pc84557i8vwcPiwVRKqF982+kr3PVepR3//6c1tu5T1oCLuxO0BhZ0H3rnHDa6esAOBJqZmpUvueunU/xUd/FMnt1yyd4rP08Z5vYclRTbqt4JMWwHm2USpLxy4usodz6fD58egtae4SVKBbkRdeYYn/7Vvn/ptNRTjlL/h2vr0g9SNvIWrjJWeSkxOYXB3bBaksVRlEYTeUY6bP5YEtO5dYgig1hP4mgvDwb1gQlXKncFhWfpZCv3lCxL6e1yXXWNIa4ZYtUjM2CMhfPrXHsjSYO8aI8TxpUJfNztiUgiab65W+ifuqLKH9+99yj444Ri91EwYOHNx0Mz+305Nwa9RxnzJvc/uAHP2DVqlV87WtfY/v27bz73e9m+/btfO1rX2PVqlX84Ac/mH0jZXj11Vf5q7/6Kz760Y/y/ve/n2effbZimUceeYTbb7+dD33oQ/zZn/0Zr73mjHf5zne+w8033zzv9/bgYblB/PSfYd+rEI6gfvRPUQKBWdeZyZf4j4NyqvzaTUsUhq+jvqWR7pzMu935xAu8/uLrFYVTX9/8HkYzlV3MTFTz3FbJylXaJOERM0lSZgMH6/IVEJIkOpoPFPKIYhF04qtsOkM+n5qBpG4rSFQ2uLBX/6cLzgIvM8pqjo0ccmW+4weKXfzR42Ps2vmUfKLclqAT2XhIpS6sF5llnY0cRsIWubXvb3m+LWBaGhrCflrj8nNUmZaQsawg+rE32u/GdHIL8NZOq4BOVSDil8vaEx5qkdvRdIHdgynGwvUom89EXbfJswx48HCiIFgleWeZ5irPm9zu27ePG264gXDY+aMUDod517vexd69e+c9iFwux5o1a/iDP/gD19effvppvvWtb/Hud7+br3zlK5x66ql86UtfMrN2n3vuOTo6OujsdA9m9+DhRIF4fTfiZ/IGUfnwbShVmg2U4/EDU+RKgtX1IU5rjcy+wjGiDkmGvp/r4M9e0iqzVxWVQRFyW1WiWlqC4ZE0nyjLyk0lSfsqya1f97Y62sYWC47KXqW9S/4xMYZI6sVRiUr7RspObvNlBN3Mup3dcwtYkVo2NdpITRjuG6woKDM8t/Ggj3o9S3YqZ7TgleRy1G5LsCnVruRWf1+/AhG9mUfGJefWOE7KDR8CVTWPY2TFCnz6vYbRDOTS1Qn+/sb1xHXl3O65rUZuH+2ZZPtD+/nsL46w/aH9PNojj79dyVW//M1lOb3pwYMHrA5l5VimBZrznrvUNA2/3321QCDg2nN+NmzZsoUtW7ZUff2nP/0pV1xxBVdeeSUAt9xyCy+++CK7du3i5ptvZt++fTz99NP85je/IZvNUiwWiUajvPe973XdXqFQoGBrzakoCpFIxPx7MWC2FF2k7XlYGiyn8ySmJ9G++b9BCJRLrsZ3wTvmtp4Q7NQLya7d3LjkXQJH+oZ4NWhrRqCopv/KgCo02qdkVb/rsc0bnttIxeu+t2+leOQgPP4zOP8yfG/fap2nVJKMrtzGgj7zeb+QpNBQHAEoFlAMcquoKMYFOD2DMj4qo7MSLrYEG7nNFJ3NGpR4QnpPUzNz+szkMzqJL1tWU1QGjw7TbGw3EEBRFFO5rQv7LeU2p6EoCkokSk71MxlMWLtoV27XbqwYk8Fj/T7FtHFkCnJ7jpxbXTlWL7wcLrqS0iuDcBgCza2EhtOkCxp90/JYntoapTUWJOCTnzOnLcHYXWsco6kC9z4zaHp2BbDj2UHO6YzTEgugNLdCs63IzsOSYzld9zxUx7I6TyEXsUJRUD9yO+oy/P7Om9yuXr2aRx99lHPPPbfitccee4zVq1cvysAMFItFDhw4wI033uh4/qyzzmLPHlmdffPNN5uWhCeeeILe3t6qxBbgoYcecjSlWLt2LV/5yldobV38E9TeXjsuyMPywPE+T0LTGL3vy5SmxvF3r2XFJ/4nanhuCuyzh8fpS+aJBX387oWbiAWXzm8LcPD1w4jyi62dAAqNP9nzAC25SdobG1DLCrYARoEMUN+2gnhH5V3/zOlvYeLxnxEuFmi1vR5XIa2T2/amBjr01wIuym1Qgeb6OgaQxVMd6zfQFwohcjlCowNkgFhHJ43l7++3Iq/8kbj5HgCpld2MA6Fi3jGuanjJyIN1If9nnrHRbKzQ3tWNGg6TKckWums7V9AxWoIjSbRAhI6ODmY6OjkacirNhYA8FkpdAx2nnVnxIxgbKAKDxKNRujtWAIfJlqCjowOtoZ4+Y2y6LWHFym58DU3E8o1weC+JWIRoME+6kGdgRi6zvquVjo42IqFeSOZJFSy1VvVL64P9+9TXO1FRjKYJyAcTdHQsrYXGQ20c7+ueh7lhOZwnLR6T1wsbYttuoun9c6sJeaMx71/BG2+8kbvvvptPf/rTXHrppTQ2NjIxMcGvfvUrDh06xJ/+6Z8u6gCnp6fRNI36+nrH8/X19UxOTlZZqzZuuukmrr/+evOx8YMwMjJCsVisttq8oCgK7e3tDA4OynB7D8sSy+U8aY88iPafT0MgiPjDTzI0MQnM7fP93V8fBeCyNXVMj40wtwnzhSOeCKOIGYcVwd416xNn13HJr/4LgMEDPShNlTeNpWm5b1PZHMmBSr+WpheNZfuPMDAwYJ6n5OAAKZ+cni9mUwzo6xrKrX2aPp9KM3z0CADCH5TnuL4JhgfI7H0VgLTqJ1v2/iNTViHcwNgEAwPWNjVdmsyOjZrvXQszU9NQDytEhmHC8hgJwa3NkyiKpRAPjo6i+HxMpSWBzCUnCGhS3e4bnWRgYAAtl3f4bcGyAYjpSfp/eH/FtP74hMzyLeSypCbHAUjligwMDCBcZtmGxidQMjnGJuT5KeZz+BX5HkabuxeMAAAgAElEQVSbXV9uhoGBEoruZc7YfMlG9zj79ymUL5hJDQZUBYL5JAMDtug2D28Ylst1z0NtLKfzJGyz3QbS2Sy5OVwHFxN+v39OQuS8ye25557Lxz72Mb773e/y3e9+13y+qamJj33sY66K7mLATZZ3e+4d73jHrNsKBAIEAgEefvhhHnnkEVauXMkdd9wBsOgfICHEcf9Qepgdx/M8iQN70B6U2czKB7ZD1+o5j2U0XeCZo7K46dqNDW/IPrR0tvHHDXv5xpT0wapC4xqln4dZCUC4oV7GUiWnEKkkNFYWCIms4bkNuY/ZIMRjI2bcIICYmSbjlznb0YBqruvHUG6dtgSR08lTMCiXbWiG4QEYGZTbi9dVvH/KNs2ezpecr0f1xhgz03M61vlsDuqhJRHi0xsD3PFCCRBceMEZiKLlBxaKQsHWBSweUKkzPLfZonyvcNSRlCD310a8v3MvnLbFUZBl5M76VMUsACtognxRI+BTpOc5ZxFM4feDEBT0TmN+VTG9tgaaIj6EEPhdcpRNsm37PjVH/VyyOsGTh+XnVFXgtre10xz1e9fG4wzv9+nEwHI4T8Lnq4zvy2aP+7iqYUHzl5dccgkXX3wx/f39JJNJEokEnZ2dS+ILqaurQ1XVCpV2amqqQs2dL7Zt28a2bduOaRsePBwLRHoG7e/uhlIJ5a0XoxhxVXPErp5JNAFntEVY1VCjgGuRcd31l/CP9+8m7wvyv05T6BuKgBQGyRWFJIHJKUhXaeRgpCUEXZo4gEVucxkZKRY3CrlmSPulXcNRUKaT20J5QZnRTScYYjRdoK9pE+2hI7TkpKKpJCqvIQ7PbaFM3TTHMbe0hHxOEthgwMeG0zfS8cyvGQg18vqr+zn31JX64P0oisKM3nlNVSAatMitPS1hJOycxnd4jF0yYo20hICqELEdr0xRI+DzSd+tjdwa3tuCbb2w32anUGTyAiDJcRmqFZStawrz5OEkTREfd29bQ0t09gQQDx48LB8oiiKLymwdykR++c68LLjyRFEUurq6OOWUU+jq6loyw7Pf72fdunXs3r3b8fzu3bvZvHnzMW374Ycf5hOf+ARf/epXj2k7HjwsBEIIxP33wtgwNLeh/N7/M6/vUVETZkvUpY7/ckOiJC9swYCPmaxl58kVNancQvWsW+OiGHYnt0ooBAbxHLN1xkpNu6cl6JPeRcUPRoviQt68ED/WdBbbH9rP/wxfwEcvuFPm8IL1HjakbNX/qXJyG9OV22wGUaycprNDCEFRJ7cBvdHEqQGZnvDa0Qko6aTVJ4meUUwWC/pQFcUsKDNb8EaijOjKrbm/djLvUrVcNJVbqd4GdUJqWgnsaRWBoPn5KxrKrU8h5LOOc2PEb3a+C9RQbiueL5mtIzxi68HDCYrRSCMvNaxnNKRfN3PLtxXvgpTbwcFBfvjDH/Lyyy+byu2ZZ57Je9/73gUZn7PZLIODg+bj4eFhDh06RDwep6Wlheuvv56vfe1rrFu3jk2bNvHYY48xOjrK1VdfvZDhm/CUWw/HE+KXjyD+8ynw+VA/+mmUaGz2lWx45kiSiWyJxrCP81cmZl9hkZEQecaAZDLtqJjPlSxyK1Ip9/B/0y5QRbkFqd4mp2B8GFavl8+lZki3SIXakXOLraDMUI115XY0VM99LZda1fp6Du/ZE3tpc825tfYlU55zG41ZU3OpGaivcVORy5LX9z4QkjE6p7aE+fdx+G0qwLaBEZmWUBYDZjRvqDeVW/3GIRxlICJV2ZZAicGC37JhVMmILdpsCQCRgEq+VKrMugXZrliHXbkN2ZTblqj1k+Gq3Jbcya2xvXyp0uc7mi7QP52nsy7oEV8PHpYpdu18ih1nfxyhqChC49Y9D3BVPn28h1UV8ya3fX19fOYznyGfz3PGGWeYBWW//vWvef755/nCF75AV1fXvLa5f/9+Pve5z5mP779f+g8vu+wybr/9di666CKSySQPPPAAExMTdHd3c+eddy5JuoEHD28ExNFDiH/5JgDKTb+Hsnb+bat/rqu2V29ocCUaS404knQl0zlmCprZwipXFCjRuCSTmSrKba62cgtAcxsc7kHYlFtSSTMtwYi2AkvJLCh+i9wWCoh8joFIi3sOb6SZNpecW2cTBycZUwzynErKRg61yG1yioIqyVpQV24nUlLJPRxq5Y93a9zafh5XZXoAqxmCkR9bF9bJbU76fh99+hVer18DwGDeBwoU33op6u9sqdpW1m5LAJl1O0WpsksZOHIsDVJc7rltiljk081zW6im3GpGUZrz9Ud7Js2YMAW4/fx2rt6wdK2jPXjwMH+M9A25Nuo5++D9rJhl3eOFeZPb73//+8Tjce666y6am5vN58fGxvj85z/P97//fT71qU/Na5unn376rJ3Ntm7dytat8/Mjzga3gjIPHpYaIpdF+8Zfy2nzM96KcvUN895G72SOl4fSqAps3Xh8yEBClWQsmcmTKinm1SRX0qzp+1Sl51YIMSflVmlulZR1bNhcr5BKm4TR7iE1KvpN5RakcpvL0ZEZRRHCEV+mCo32/KRTuQQKJUHepj6Wk1sAYglJbmdr5DAzbXqAAz6Fkb4hvp9dYd4EmD8Qr97HCmzKra7YGsptScDh3iF2TLZacWL6/6mihrL5zKpDMLikT1/eULsrGjkA+G3KrX4MAmW2hFmV2yrk1iC9BU1Q0gQ+VWE07Z5/u6Uz5im4HjwsIwz0DyMU53dSU1QGtdCyJbfz9ty++uqrvP/973cQW4Dm5mbe85738Morryza4JYa27Zt45577vGIrYc3FOL7fweDR6G+CfUPPo6ygKYLO/dNAPC2lfHjRgQSOs9JZovMlKx9MAvKwN1zW8hbFbezKbdgKrcilyONpdZGbIpiwCS3fuu9hYD0DC25KW4pOtt1f+DgLlpCqksDh1LZYxdya7TgTVVRpQ3YlNuAT9V/IFwU5KC8OTE8t4mgz1zH2McDR0cq1gWYSdX2vBVtqQdg3RAY+6U4bAmWcltwKLfWMWq2k9sFeW4xbx76p/Ou+bcDyTwePHhYPujobEMRzmuhKjTas2PHaUSzY96/qrlcjkTC3d9XV1dHPu9dmDx4qAbtmf9APPWY7Oyy/ZOu1fqzIV0o8fgBqRpeu/H4heAnApLcJAsaSRvpdBaUuaQl2Kvzg9UTHhSj642u3GozU6YlIeJXTR8pgD4UiooPxVCNbe9/is/pDQtrBXD12zov4Ol8qWIZYvL6J2ZqK7diZpq87okNqkr1Hwghx2aS25B1LOt1a0KksaliXQB/qEpLTB1m+12bLQGoYkuwbpKKjrQE62ei2XYjNR/l1v58TvfddtYFK/zYqgIdidr75MGDhzcWrV0ruK15whQlzEY96fHjPLLqmDe57ezs5Mknn3R97Ve/+tW8/bbHE15agoc3EmKoH/GdHQAo7/wAyilnLWg7/3FwmkxRo6suyFvaK7t/vVEwSFiyACksQiILyiTBFG7KrUFuA0HpYa0GIw5sXCq32vSUa1ICgCEuFuzKLZiRXUN+5w35L9vOZjTinH0CKynB4M3pglaR46iYyu0scWDJaTkeJBGs+gOhSu/yjP7ecRu5NeLAlEQdN9RZ72cQXTVYmwja0xIAogG9BW/RraDMptzac259dnK7QOXWTm71926JBrjlnDZrn5D5t4s5EzGaLrB7MMVounayhQcPHmrjiq0XmXao6zpUrhp8zkq9WYaYt+f22muv5Rvf+AbpdJrLLrvMLCh78skn+e1vf8uf/MmfLMU4lwReWoKHNwqiUJB5trkMbDwN5foPLGw7QrDTiP/a2HBce44nwkFIQVJTmPHZyK29oKwWuQ3VsCSAaUsgOSV9yslpU7mNBt3JbVHxSauDzwelkkmuB31x0KDNV2C4FGB/XTcfTXRx286nuObai83tGLaExoifsXSRkpDT6PapeWK64jszG7mdMnNoDZXzmmsv5jff/zX/qTXygSNPyB+INRvl4nmnLQEs5XY6V2L9WafCU/2sCWtcuy7Bfa+mTBJaDfbCMKi0JTg8ty4FZQGfQrBqWkKlNjKb5xYgZxvzhd1x/vF5qcxfuCq+qMVkXrGaBw+LB3tzm1JYF1WKRUSphOKrIVIcJ8yb3F5xxRVMTU3x4IMP8vzzz5vPB4NBPvjBD3L55Zcv6gA9eDgZIB74FvTuh3gCdfunFnwxeG0kw+HJHEGfwuXrjq2JybEiEQ3CGEwLv6moAmTnakuYjdxG45J85TIwPoKWtpHbgPP4GTPnRdUnrQ7+IJQy5vsPKZLEDRf9joKu+8Ya2dI3RGuXLIswcm2bI37G00UEkgg6unTNVbmdmaKgygSDoG0Kvz4WgiT4C/pxMKLAXGwJdSH52nS2RM4vx9bVVk9jax2QqkomDZSqkFsrCsw6B6OhOoYGU3TWBR2eW7stwa5i25VbnyIL3zRhvacdbsot4CjeG0+7WEAWCK9YzYOHxUXSRm6ni7ab/VzWut4vIywo5/amm25i69at7N2718y53bRpE9Ho8ZsiXQi8tAQPbwTEC88gfvFvAKi3fNw1smmu2LlXqraXrakzI6OOFxIJSRhH1BiardgpV5qloCyXZTRUz0Csmy4bsSyHoijQ3Ar9vYixEbRirqotIaAAQrclBEMQ8EMOy5YgwsZGHetpispA/4g5BsNjGw/6iAZUUgWNdEGj0R6qoHt6xSzKrUhOk1dlU4WArWgwFJLkNmeo3XpXsBnzva1lDeV2KlckWJTPN0T8JrGcjdwaPNJXjdzqNxiPtZ/HfY3vQvziCArQURfUx63w8ljG3N6f/OSgqYD6bYQ9FvQxrZPzgkuWraOgzBYHZleeB2YWr16jVrGaR249eJg/7M1tpvMaKCoITVoTTlRy+8gjj3DhhRdSV2cVYESjUc4+++wlG9gbAc+W4GGpIcZH0L71fwFQrnoXylvOW/C2JjNFnj6iF5Idh45k5Ugk4kCa6YDzwjZbh7JHnz/EjgvulGHgj49xW3OPwxrgQHMb9PfC2DCaqpD2VzZwAF2ZLOm2BEO5BTPRYEiTjxWhOVIHVKHR0WnlZRvT9dGgSsQkt2WKomFLmEsUmD6Nb1duQ5EQUCRbRm7dlVurBa9PlWNrDPtMJbZarqyBCltCeUFZOCKbXGx+jxmVJpDkECBd1Pj3A9Z+2hVQu3IbC6omuXUj3AWXgjJwKrdT2RLpQqlClV8IjGI1+0i8YjUPHhYOI4cbIJnTIBSCbGbZdimbU0HZP/zDPzA8PGw+1jSNW2+9ld7e3iUbmAcPJzpEqYT291+V6uHqDSjv/v1j2t6j+ycparC5Jcz6plmm9N8AxOvd79YludWV23weUbCKeUb6htghNjrCwO8ba2Skb8h1W0ZighgbRktO2Ro4lJNb+b+l3OrqXCpJQfExVpKE6fcbJ1HMgi7Brc0TDuXYsCXEAj6TQFc0cjBsCXPx3KpOzy1AOCZnuEzlttyW4PDcWi14J/VOZQ3huSu35bYEK+dWvpcSirg2uTB3IVusqoDa9ylmI6Suyq3DlmCPBXMu2z99bIVfRgEZSI+tgaUoVvPg4c0Ehy0hV7RsZbnlWVQ2/4BNHePj4xSLxdkX9ODhBIMYH0W8vhsxPnpM29D+8W+h51UIR1D/+FMogYX/sJY0wcNmIdnxV20BEg3unt9cSUAkalkAbF3KqmW9vn54BFc06UVlYyOS3PqkP6Bc3TOKm4qKDyUYshoS5HOMhhvQUAj6FG687kK2rZbbuGJluEIxNmwJ0YBqvkdF1q0eBeZqubAjOelObiNSfc7pGbj4/eRLmllo5ZaWMJ0rMpmVY2sI+01LQLV2twbK0xIqCsrCEb3JhUueL9AaC1SN67Irt+GAirGLbkVublFgbsv2zzHj1i0F4dGeSbY/tJ/P/uII2x/aD8C6Rnmsrz+lwSsm8+DhGOCwJeRKCCPGcZkmJizIc3uywPPcerBD5HKIn/8AsfNHMq5JUVCu+B2Ucy+SkUmhiLxbDUdkjFWVpALtyV2I79xrNSo471KUts5jGttv+2YYTRdJhHxcvNo9Z/qNhj/gJ1rMWkVeWp60GiRX1FBUldFEGwNqnM5DR2k7SxLyjs422DNe4X396kE/2bbJSgJiKLfjI2gqpP1N8r3cbAnYCspsNxJDYblOezyAoijU1ceALMGoszsZWMptNKhaKmc5ubUpt0II18+B9sROyGbNnFv/6y/AqrcDmAVahi1B8flN1VZVIBZw8dxmS+bHqSHiM4nlnG0JSvWc25bcFB88+Aj/tO5a631DPqZyJVpiAW4/v50dzw6iCTk+QwG1E/aQT8GvKpRKgkJJq1BN7CTWodyWjX8uDRzcUhBWN4ZcC8i660P6/i9Yx/HgwQNWTQDI4tFMOEGUwWVrS3hTk1vPc/vmhZiehCMHEUcOMDYyQHHvqzDYh8OlJwTiFz9B/OInlRtQVRvZDcu/wxFpsn/9ReeyTz2GuP53j6mQ7Oe6anv1+nqCLhFMxwsJLUsaSW6bRYY0QXJFwa6dT7Fjyyekr3a3xm19MnKrtWsFZ+VfYXfISfarVbMrzW1mC14tGCTtl+tVkFv9mFi2BMtbOaTn2a6IW0VS4E4M0zZbgqFypsobORie21JRJjmEnYW0YnwU8U9ft8YDBH7xE8S5p6E0tZjJC3ZbgplxG/Q5yLKl3JbQdHbbEPabiQOz2hJENVuCMy2hM2PNUpy/Ms7BiSzk5HpXb2hgS2eMgWSejkTQPD925TbkV/H7FHIlQVETlDtbF0u5dUtBsD+2QxOQ1c9nuf1hLhhNF+ifztNZF/TsDB7e9Jgpuw5ORxqIwrK1JcyZ3KbTaWZm5DRcqSR3MpPJmM/ZEY/HK57z4OF4QGgaDA8gjhyEIwf0/w/ClNVZJV1jfQDqG6UKm8taX2RNg0xK/psNmgYjA7BActs/neeFgRQKsG3j8ppajYs8hlu2SSlwBBkFtmOsscJXa0RuNfrciYZrNbvRpWxyjFI0SrqxSlqCMU1vFpRZ2zgUk4kF9TpR9Nfwq9ptCYavt1y5VUI6eS7kpe+2jNwy3G+q9mb73VLe/AyE9dxYs6DMHzCLNezFZGB5bu2FVw1hH+MZUXUf7KiWllCec3swbt1sFEoC42WDwLZEAxUEz56WEPYrVpFbSatNbh1RYHobYCRR3T+WYTRdqEom3VIQqh0BVbEmCHKz2DfK4WXkevDgRDm5TYYStAMin62wLi0HzJncfvGLX6x47vOf/7zrsv/yL/+y8BF58LBAiHwO+noRRw6YqixHD7nfWSoKrOhE6V5H3WlvIdnYgojXI774SctOAKCqqH/xVVN1FVoJ8jlZJZrVyW42A7kMIpuRPt0Hvo3jJ1dVobVjwfv18L4JAN7aGTPVx+WChGJd8Jp9JRD6nrv4ao3IrWlNvqYgELbLoms1e12jTBMoFSn2HyHdajRxKMu5NTy3hnKrF2k91n4ej3ReAMAvDkxxSmukJrl12hKqeG5B+m4nx2SxYIszymw4mWGgYT0dmVHTlhAQmvkZMGwJOdVIS/AxbYsgsyPsVwn6FJPcxoIqAZ9qI5ILa+JgT0sAOBi3Oksm8yWKOul0a7FrwKHc2sbkdlyrFZQZ40+EZJTYkekC2x/aX5VMuqUguMEoIPvRK2OA8+ZgNngZuR48VGIm77wOTod0e9aJbEt473vfu9Tj8OBhXhDJaZsSewDRe0DaCtwKYwJBWLkGpXstdK9F6V4HXatRwhHpwezoIDUwgBAC7SO3I767Q6qtqory4dscdgJF9Umlrlytw+wNgBaL19zGfJAravziwBSwPOK/ypFQrePdHBCgzyrXityaFvKyc11Tnp0TIQzec/3mxgryoKiqVLxHBkHTrLSECuVWtyUYym0gaEZcYYu42vHsIDefJc+FGzF0syW4kdvReCsDNNB5pJ+21RsAyGWz/OjfnuaHuXbE2R9FERrhkjwgoeveY34GQmWeW3x+S7kNVlpO6kM+RtJWUgJYZFU2ThCoVfzflU0cJHnOlwQlTaDqFc925XYmXzKVW79ag9zaPbd+1bJ7lDTKpRyH59YlCmzaFjNkWA1WN4bY1Oz0RbdEA1y+to5/PyjjyaoR3dt0cvwvL43q7zN3W4KXkevBQyXsUWAASSMC8kS2Jbzvfe9b6nEcF3gFZcsfQtNgdEgnsAdNVZbJMfcV4nWwap1OZNehrFoHbZ1z7gimXnoN4vRz5BRya8eCSOlibMPAk4enmclrrIgH2NKx/IKyE7YrSH3Ih78op8J/r2GKb082SGJpRm6dBkBSkUU+l3WEePdl6/n73w7xmyMz9E5V8Vs2tUpyC2YTh0g5ufU7lVvFH3CNuNKE5aGd1ZZgklvnRX3XzqfYsf4Wue1DgrV7nySLn8FgPULpdHRAy/jkvobOs1IZQj7Dc2ulJbhl3BqoC/tNctuoF5jZiWVJE6hVFNaKtARbt7FMQSMWDDIZqmMiZGWYz+RKFLW5KLe2xhRltoTyX5bZlNtyCODTDx92VXDXN4dNcvulq1fxH4emeHjflGOZLn0GwHhfe+OI2eBl5HrwUAnDllAf9jGVLTEd0AUeLy1h+cErKFteEIW87EbVa9gKDsLRg3La3w1tHaYSq6xaB91rob6paorBXKE0tSzYH7uY2wCrI9m2DQ2mb3I5IRFUTbU2FgkQyqoUNY3z3/5Wvvdv+ykCkVKWq7ZeaK4zrRPUREOclmiAPzinjWePzvDCQIpDE1nWNDozfM2iMiBjKrfutoSCLS3BiLhyKMgKNOvqWy1bQkxv4gBO5Xakb8jhJ0ZROBhqrdiONXh5zgJl/lSw2xICZoZk3IXc1ocqc2/timpBE1Tre2Dso6GqBnwKAVWhoAkyRY14yMfullMAiFAig4+ZvGYe7zkrt+VWibJfFrv4bVdRczUU1Wp2ADs5LglBZ0LeQJzRFmEiW6JvOm8WCxqLzke5bYnKhIj/7xl5Q+Vl5HrwYNkSOhNBprIZknos4wltS/DgYbEhZqYtAmv4YwePQsmlv7w/IG0EOoFVutdKm4GLNeBkwt7RDD3jWQKqwlXr3TNljzfiIZ9JbhPREMGk7Oo1nStS1CXMjD/CSP8QK1Z2kM1kyOpqZl2j3KcV8SAXdid4qjfJv742zscvKotN04vKNBRTCY0Gy5VbeSkrKn6zoKwlN8V/6/k3/mHjDYAVY2UUo5WT26ImzGnyaJUmDjKnt5Lk3BIb4oyNnfzpfxVcGyKUT+FDeVqC/NzXubRUrrOR24ZIJbktlgRU4V0lU7m1lo8EVAq5EpmCxq6dT3HvhvcAkBEqKE7FMlCL3Npzbv12z61bEwc7oa1Ubs/uiPHiQGpOdgA7IR5LF82s2w3NEV4aSjv22/h/vgVll6+rN8mtV0zmwYOl3HYmgrw2kmFaXd5NHDxy62FJIYTQbQWSyEpbwQGo1iAhlrDZCnR/bPvKOdsKTibs1AvJLl6doC68PL+qiUgQ9EZd8ViEkE7ixtLOBi+HDvSzYmUHyXE5nezTSkQTls3iptOaeKo3yS8PTfPhs1vLEhNkI4eML2S2iK2IAtMJ44w/wujQGM16FNjZE3sBqZbe+zvraIkGeOaIHHD5lHjaVg1crYlDR2cbyp6xCj/xJeedQmvXCj548Df801SD+bymLxf0OYkgSAtFUVEJ+HymLcFNua0LW88ZtgRVUfAp0nNbK+u26OKdjQRkq9z+/lF2jDVakQK6hcSeQTx3z61StchNCIEtIMGZlqCPfWNTmA+9pYVPP3y4guCG/M5zbbcYSHIrP2stUb/Zqc64cTFtCbYxzSXiy670ln/WPHh4syFf0szvUKduz5k2Zp48W4KHkx2iWJC2Arsae+QgZKqEbbW2m0qs0r1e2goam4/ZVnAyYDpX4slDkoRdtwwLyQzUxSwLQb5QIOyXyqq9cxTAgeFpzgemp+Q+JUoZVJtnc2NzhNPbIrwynOFneyb4/S1t5mtKUysCyOjb9qtKRdbvfx0YAboYiTTxR4+PcWsyxFXAVEDGEjZFrCiralX9hiUh7FfwqYqtiYNFelu7VnBbcw/3jjXJJh9Cc/iJr77yXP7pwR4UBPdc2sR//5W0lThVTuvvnC+IP58jacu5LUd9yLpMN9hucoymCbXiwMrTEsAia33DEwil7Ceg7LtXi9zaXwv6VDMarLz9brFMyHUqt5q+vsKm5oijYYSBcu+tU7ktMJqSn7WWWKDi3FrkVq4z14gvO4GerVGGBw8nOwxLggKsiMvraNII/PNsCR5OJojUDBzVCWyvbi8YOCKD7cvh90PnKqnCdq+zbAXR5VcgtVzwi/2TFDTBusYQm5rDs69wnPDKkXFA2gj+co+PNv8MEDDVNAOHZuTFMTmdAkLUaZUXxBtPbeKV4T4e3jfJ+85otlrs6sptqkpSwkjfEP9a7HAUcn09cR5nhx5jKijJbYNN/TQzcctIi6HQGu9rWB9SZWkJl19zEff+8x4A7rmkibVrTjNfMwq2BArhpiZAkls7EfSrCioCDYWsGiT2sx+SvPosIOiwIBiwK7cOcqs3TahFvowmDg5bgj7GWH09ytGk00ZhU25VhZo+73IfcTXltlBmU3Dm3ArHtq7e0MDqxpBDwS333to9t2MZp3Lrs5FbTQiTJOeLYl4RX3YCPVuWsAcPJztmzKhC1eyamNTpo/BsCR5ORAghYHykMq1gbNh9hWjcshN0r0VZtVbaCvxeMcZcoQnBw3pHsms3NS5bJXukb4gHC+0OUjlUVECxbAk+BCUUDmnyRmZqJgOEqKNQsb1zu+J01QXpm87zaM8UN5wq2+YahXnVkhLcfLCaojIYaTaV23obQayq3NqSEuT/cp1MQXO02Z3MFvXtwOrVzozbsF8xK+2ndKtB0Kc4z+HEGOFijrQ/rPtuBcmZDISCVZRb23OKNWZDDS5W8ZOWNIvc2cRi8/j567nySyUAACAASURBVBLc1tzrUKE7AiX6i5UdyNxQ3qEsYFoCNOxZYOXKbd4lLcGuxGcLWk3vrZ14Ds0UmMjI89EaDVjHRBOm3xakcjufiK+5JDp48PBmQUq/lsWCPqtroqZfl04mclsoFHjiiSd45ZVXSCaTbN++nY6ODp577jlWrVrFihUrZt/IMoAXBeaEKBZh8IgzreDIAUhX6cLV3GYqscqqtdC9Hppali0ZO1HwwkCKwZkCsYDK29fUzb7CcYJrcZV+7o2p4g2NQfZMFBgMNZCanmFatyvUqZWFg6qicOOpTdz7zCD/9vo479zciF9VEL9+HLCSEqI55+exmg+2PTPGyw3rAStlAKqT27QtKQEskqsJyBYFkYBczyBT9WF/Rb6soihEAirpgsZ0Vu5jRZzWcD+hUp60P2xm3c74ZeVxIlTp79wzaqWFfPGJPnMq3VRKqyiLJVszEns3MXsjh+u3XcR9/7QHDfjKhY081KfRr3uS/TViwMr3K1PQypRbO7l1js8t59buSZ4tistOPHsncwjkOa0L+0zltiScpDpXEnTWVUZ5VYv48pRbDx4sJG1NZoy4wmRJQUNBPVnI7fT0NJ/73Oc4evQoDQ0NTE5OksnIi+9zzz3Hiy++yPbt2xd9oEuBN3MUmEindFvBQasZQn8vFF1sBT4fdKyypRWsg+41KFGvzfJS4Od6/NcV6+vN4qPlCDdSaUxrG1PFXY0RRobGGQ8mOLy/l2ld9azzuxOGd6yt47svjjCSLvLPu0fZ2qrR9J17AcwGDtGRI4jxTjM/2M0H+yf5l2jJTTGlB427Kbflipyl3MplQz4FVZHkNl0omaRwQt+Hpoj75TPil+R2KieXq1BA2zoJaa8D0nObU/3kdZJbnnM7mi7w4KtWq2j7VHqtjmDlz/tsJNywJWQKskjEoHHdq9pIjFozMrMpt08ctLJl/+qXfWxokp5o6aO1PhPlyrLdllBw6YRmRHHZvbH2KC478TQ23RKVNxr2c+tUbgXNET9nrojw0pD8vTLSM9yKyuzqskduPbzZYXhu4yFLudVQSPvDxPMnief2u9/9Lul0mi9/+cusXr2am2++2Xzt9NNP58c//vGiDtDDsUEIAROjZoGXUexlhOJXIBKz4rYMf2xHN0rAsxW8ERiayfPbvhkAtm1c3vFDBqm8b6wRTVFRhcamUJ7X82Fz6j4e9LGWJOMkONA3xrSujrp14gI5PX1KS4Rnjs7ww1fG+BGCW1ecy1WDz5HSbQnRYkY2yLDlCF9z7cXs++Uhdh3J8o6VEa5W6xG/xvTc2ouyZvfc6u2BFVlUNpPXrHa1WMptQ5UEi0hAhQymchssU0CVphbCdXVQgJwaYEYfo09xNlmA2t2yAj53km7Arly6FZRliprpJ1aQKQ52W0StYrLRdIEdzwyZjwWwbzznOp5yZdleUOam3IL03vZN53jotQkuWZ1wFH3lXBoytESdEWlFrbLQrqAJWmNBIMOaxhCffcfKqmkJdgLtFZR5eLMjZfPcBnwqEb9KpqgxHYgRP1mU2+eff54PfehDrFu3Dq2sUKC5uZmxsSqdozwsOUSxCEN9epGXjcimku4rNLVaTRC618KqddDc5tkKjiN29UwhgLe0R1lZFzrew5kV11x7MVv6hhjoH6Gjs5UH+wWv7500vZ6JoI81UfjPIhyayJEuKRCgarTZaLrAs0dnzMcCha9vfg9nT+y1bAmlHLR2VKx72spGdh0ZYCivQlyPqwlUFpRZ0/nO9VNltgTAJLf2orLJjLzQV1VudfJoeG4DvkoiH6qvh9EM+Xf/N1IdLfCrSeIhX8V3r9YU/WzKraFcKvo65ePLFDRHRzZVUUgEKwvv3OBGug0UNY3RVIG+6RyddcFKW0KxkjiWp18ANM0hpsuAlYQhH5c0QVE43zdfFGT19w6oSs2mDHYC7im3Ht7ssNsSQF4jM0WNo9FWOnNHj+fQqmLe5DaTydDa6t6Rp1gsVhBeD0sDkU3DkUNmgZc4chD6DkOxslAHVZXqa/c6Z4ZsLPHGD9xDVRRKGo/2WIVkJwpau1bQ2iV99uFhZ6FhPOSjsy0O/XCwECSC3qwg6k7cXZVKRWUw2mraEmLrN7m2NF7bKLd5eDKHaJDExVRu5+K5LbMlWH8XHcrtuKHcRtyzlw3yOK3bEspVSbB1KVvRzUzYD0w6iKUBY4reiMeyT6UH5mhL8KnOgjZ757VUmVptz9mtpdy6kW4DL/VPcd+TY6al4H1nNJv7nC0K3Q8r8KtKRVqCHYYlJ1t0J8eGZQRkDJh9zOUFZSDV2Ky+v7O147UT8GoFex48vFkwY4sqfLRn0rSdfeWM3+fWnh+z9XgOrgrmTW7b2trYu3cvZ5xxRsVrPT09dHZ2uqzlYaEQQsDkuOmLNdMKhgfcVwhHnGkF3eugsxsl4PVFX+54qjfJVK5Ec8TP27pOTD9zqEyBiwd9rFndAf0pev0NrCjKWQR7Pq4d1ZTKro//OS/sT0JvgejqNa7rdtWF8KtSgR0hRCu4piXYSaE9BcFUbgNO5Rak59aAYblorGZL0EnZlG5LcCOJFnHTmMlVz7gFOUW/pTPGQDJPRyJYkddbbdrcyrh1Pm+mQBQ1y4qhv7dDua1Bbt1I95krorw4mOZX+8cccVs/fFnO5sUCPrK6pz9X1PAHfVbObY1jlCuLWzBsCW2xAIMzesatbkswvMVFURmRli9Zym2ttr/GsgY8W4KHNzuMtAQFwb3PWJZGoah8fcMNnDOTpTW+vCIr501uL7nkEn784x/T3d3NOeecA0hvWk9PDzt37uSmm25a9EHOhkwmw+c//3lTOb722mu56qqr3vBxzBUjfUMM9A/T0dlmKl4AolTSbQW2Iq8jByE55b6hxhZbEwRJZmlZgaK6+xk9LG/s1AvJtm5sqJkvupwR9DvHXRfy0d7aQfhXr5D1hTiqSkW6rs4947i8mAikUtna1UhuOAgMVrTeNRDwKXTXhzg4keNQIUiD4mMmIFs0uym3IH2phlBrET1r+xGXFryGcttYxZZgEOKpKp5bsLXgLQoG8nn9udpksnwa3UgzqBUFBpXkOuyvtCXETOXW2vdatgSoJN0/2zPBi4PpCjXXeBwJqKhZqbbmSoIY9pxbF+uGfjwyZeTWsCV01QVt5FYn/LZjUs5f8yVhbqucMJfDodx65NbDmxyGLaGoCdeZtYGJ9IlPbm+44Qb27NnD3/zN3xCLyR+oL37xiySTSc4++2yuu+66RR/kbAiFQtx1112EQiFyuRx33HEH559/PonE8pt237XzKXaMNSKUAMqeMW4t/AdX+4YtW0EhX7mSqsqsWKPIa9U6WLkWJbF8Y6I8zA8HxrO8PprBp3BC97EvT3eIB334/X5WFafY62szkxXq6qsr01dvaKCrLsidj/biV+DydfUAzOjT/LGAu8IJsKZBkttnpgM0xtoBUBHEg+6kragJ87GbLSHm0oJ3chZya9kSqntuDVvCK8Np02P84mCaR3sm53z+52NLsCNay5Ywx4IyA3bSXW15Q4kP+GRnuWxRM8ljoUpBGVgKeIVya2sD+p+k9PeWrxnHpCSosCXkS5pNuZ3FluB5bj14MDGh1xkkQv7KmTWh0RFYfnbUeZNbv9/PnXfeydNPP83zzz/P1NQUiUSCt771rVx00UWOlppvFFRVJRTSY2gKBTRNhq4vN4z0DenEVu9ipKjsCJzJ0+Ov0xSqJ7rqFKIUicUjxBobiLY0E1+xgmhHO/FomFhAJRr0zelHx8OJBaNpwwXdiaqFSicCQmUkxchtXRMssNf2fF1jfc3tnNoaIRZQSRU0eidzrG+OmOS2vImDHQZZ+vdxH4+/9WMA1CtFRx6tU7m1rhNutoRy5VYIwYSuyM5mS6jluTWU22dsxXNQvWOWG2a3JejLlRWp2QvKMmW2hPgcbQm1xnPOynqeP2rNNr1zcyM/3TOBX1UI+RWyRYuw1vLchlw8t5oQ5jqGMg7wucePcvv57aYtoaC52BKKwtxfT7n14GFueLRnkgMTMhHhOy+McPnaOh4/OC0JrhB8dM8DtFyz/OJf5/Urms/n+cIXvsD73vc+Lr74Yi6++OJFGcSrr77KT37yEw4ePMjExASf+tSneNvb3uZY5pFHHuEnP/kJk5OTrFy5kltuuYVTTz3VfD2VSnHXXXcxMDDAhz/8Yerqlp+qWS30/oXmU91XGAVGNXil3/F0yKcQDfqIBVRiQZVowEc0IGN8ogGVaFAlFvDpr6nE9GWj+nMRvTLaw/JAKl8yM0OvO4EKydwQclFuQS/2mtSXKeUJxyI1t6MoCuuawrw0lGb/eJb1zREzjqa8/a6B0XSBp3qtZBDjJjJW1jBCVSw10U5c3GwJpsqpv/dMXjPXaaxSUGYovwYpcyOJYRc1F6p3zHLDrGkJ+g1+eTMGK+e2RKrgPKaJORaU1RpPV0OUgak0A8kCF3THOaMtyk/3TBBQFd2TXTKVUaM1by3lNuvSrhfgycPT5t9G/u/vbJbfn2KpSkGZvi17UZsbHJ5br6DMw5sURstqAwJ44tA0X7yqm//x2BGEonDO+B7IL784sHmR22AwSG9vLz5f9WnBhSCXy7FmzRouv/xyvvrVr1a8/vTTT/Otb32L7du3s3nzZh577DG+9KUvcc8999DSIqumY7EYd999N5OTk3z1q1/lggsuoKFheU3vuoXeK0Ljg5ti+KJxUoUSqbxGWv8/VbD+ThdK5o9lriTIZYpMZKq9U20oSPXGUILLSbJJhm0kOWYQZ51EV7QU9bBgPH5wilxJsKo+yOlttUnfcoe9oExVLHK4tqvFJLeJ0tw+uBts5BYsW0I1z221eKpQGYFR9LD/QlkWquU/taUlBJ3KrZFxm9DzHt1Qriy7q5Lu351qHbPcUC2v14BpSyj7ntpzbtN5py0h5JPHxm7XmCusBgqaWfSlYCnLhnILUhktacJUl2t5bu3k1q6ouuX/GuepJCpzbnNF4VCBjaI2N3jKrQcP1XO2NaTn/eh0nkPxTlpzy6+Rw7znPzdt2kRPTw+nn376og1iy5YtbNmyperrP/3pT7niiiu48sorAbjlllt48cUX2bVrl6OJBEBDQwOrVq3itdde48ILL3TdXqFQoFCwIrMURSESiZh/LwaM7di317ayndua93PfWIMZen9r8yRbz5/bsSxpglShRFonvql8Sfrm8iVJhPX/redtf+sk2TCEpwt6pXTapSPZHOBTsBHj6qTYUItjAZ983qYiz/fHcyngdp7eSAghzEKy6zY1Hhdbz2IibCN28aDP3J81G1ehvHwIoagERInR/mFHMaUbNjTL72TPeBZFUSzPbbAyDxZkWoJbPFVLQKtYPuAzyC2VaQm27cdsyQKKojCpT4U3RPxVPzPl5DboUyuWDevb3dAUokdvfqAAt53foTcamB0B05bg/vk1Cqr8ZVFghgUhWxTMlO2zoigkgioT2RJ+tXLcNcdjI9tGukSuJBwKsnHzU9Cs7mIgFf/y94roxyhfEmhCeof1+w8CqrRdlKdqGD7ooiYoF1yn804FP18SxKvsX97huT1+14elwvG+7nmYG473eXK7pqoKdCZCrG0Mc3Q6z+F4O+flc8vuszRvcvuRj3yEu+++m4aGBs4//3zC4aWtkCsWixw4cIAbb7zR8fxZZ53Fnj17AJicnCQYDBKNRkmn07z22mtcc801Vbf50EMP8aMf/ch8vHbtWr7yla9Uze89FrS3tzse3/KH7+Waw0c5fPAoq9eupHP1ykV/z1rIFUvM5EokcwVSuRIzuSLJXJGZKv/cXtOE/GFK5kokcyXAJVt3Dgj5VeIhP/GQn4T+v/Ofj0QoQDzkI1a2TCLkJxbyL5q9wn6ehpJZjkxk6G6MsCKxtJ/v3/ZOcHQ6TzTg4wMXbiYeOnH9tgBjYgroBaAhGqKjw2q2UFd8lalAnIFQE9v/fZQ7uvv4wAffWXVbF4br4Vd9HJ7M09LaRir/GgBrujpor6s8Lx3A/9jq54uPvO64GK+qDzvGARD095AuaDQ0N9PREqdY0siX5PbXdnfSEJG2gI4xgCGKSoCOjg7+a1xO0bXXxyq2aaAr6QesqL7GunjFsitGBDBEe0Oco9MFskWNb3xwC1tWzt2WUpeYBqaIRN3HcjA7BvQSCQUcrzcVS8A+AGaKkmy2tzSayzTEepnIpqiLR6vuoxuahzVgiIxtlkmofqLxOmCAeDSCUIswniWaqKexpRGQ1/Durg78ZTd2jQVrnI2tbcSCfrJjKaCHaNDPxy7bwJd2vW5Gkf3FNaeQLZbg5TECoTB1DY3AEXN7Qk/OMFDf1EJHo/M5A0rAakak+gPzOg4nEsp/nzwsTxyv89QBfPxyuOfxHsD6np25oZOzxjSePDzNoVgnTdEIkWX2HZn3L+lnPvMZisUiO3bsYMeOHYRCoQrG/u1vf3vRBjg9PY2madTXOwtQ6uvrmZyUitf4+Dj33XcfIJWwbdu2sXr16qrbvOmmm7j++uvNx8b4R0ZGKBYXpmSWQ1EU2tvbGRwcrChuU4I+1myW4xsYqJJXu8QI6f+ajD9QgID+rzqEkFN75YpwhYps2ClMNVl/zlbEkitq5Ip5xlIuCRFzhGGVsFTjcjXZphqXq8lBH2G/SkdHh3medvVMcu9vBswA+tsv6OCaJUwv+M6vZXeXy9YmSI6PUKWX3AmD5KTlvYr6hPn5HukbYspvxX8JReV/Hwlx6m9fqKrg+oQwi8qeevWQ6X1MTYwykHKfTn5bq8Jn3rGSLzxhdc0JiULF90zV6e/A0AjRQpLprPW9T46PkDFU0bQ8I5MzGQYGBjg0KElPVC1V/e5mZ1KOx/lMumLZ7Iz0iw5Opsxp90aRZmBg7t61QlbaOyamkq5jGRmVYxelouN1IQR+Xfnsn5RjLWZmzGX8QiqcyVTluGshlZT7NJmxbnaT6RxjE/I6XcrnUHSP7eDoGEf8cl99CowMDVEOIYSpGh0+OkBjxM/RMbnPAVWe62/euMHK/40p7Nyb1MeeYWTU2S3z6OiE4/GRgSF8Wfeb1+mZtLVfmdxxu04vFWr9PnlYPlgO52lznZ5ooip8/Yb1tMQUBgYGaPHJ7/mheAfjQwOob9B3xO/3z0mInDe5Pf/884+L/Oz2nsZz69at4+67757ztgKBAIFAgIcffphHHnmElStXcscddwAs+gdICHHSXTzCfoWw30/zAtcvabJq2fIYaw6/cVXbhe05Y9rQsFeMLtBeoSqQCO0j4lcI+hR6pyyiLYAdzwywpSM6pwKf+WIsXeA3R+SP8bYNDSfF58SelhAPquY+9fcNQVkxpaao9PcN09LZVnV765vC7B5K8+KgJGEK0otZ61id0xmjMewzUw3qQ76K5e3+UCEEM/qUdcin4FOs60BE932mCyWEEIyn5QW9MeKvOoZwmZ824Kscr+EnPTotP2/xoErQZblaMGr3jH0oh9EgwadWbjfiV0nmZZtcgKhfnqtHeybZp3ucf3lomrNWROccTWYc04m09R3KFjXzpsSvKubnI1vQyButcH1qjWMp23xmCiUawj7zRsA4Vs1RP816AweDtAOUNK2iEMyermCMrdr7Zm0huQXt5LuGGzgZf59ORhzP82TUIiRCPpqj1nVvdYO0T/VFWzk63EP3MvsczZvc3n777Usxjqqoq6tDVVVTpTUwNTVVoebOF9u2bWPbtm3HtA0P84dPVYiHfI5Wn/NFoaQX3OXLiLHhNTZJso1Am2qz/FsT0hw/lS1SpU3GvKrX54tdPZNoAk5rjbCmcXkFYC8U9rQE+/l1K6ZUhUZHZ+07cIPc7h6UStpckj5UReHczhiPHpBKolKsnBkwkwZsN0kgvad2GP5Zw49r5D1WS0oAqzjLQO3WsnK7zQv4fM2WllDUnMvZEQlIcmukFkSDakVlNMw3mkz+P5G2lNtsUXMUlCnIhfIlK9LLLSnBQNivkClax8ko9CpP5TBgRYFZaREG7Oq8fVtuyNkKz7yCMg9vZhgpNeWFvL994lkQTQhF5WOTG7ht51Ncc+3iJGgtBpa9wc/v97Nu3Tp2797tiAfbvXs355133jFt20259XBiIOBTafCpNCyQEwohyJUE6YJGtL6Zw/2DDEzn+D+/Hqwwz8+1en0+KGqCR3okpb72BI//ssOeAmBv5dratYLbmnu4b6zRVkw5QWvXaTW3t75JnuDXRiS5LSeO1eAf7gNkE5d7j4YQZRdeg3AaxMu8gJdt3ywoM8jtLK13wSUtoUZrWQNG+9j5wGri4P66EYXl1u1OFmtZZC8WUKtWRs83mixja1WcK1mpBQE9iQEksayVcWtAktgSWcPKZBJi98+BnfCXk9KpXGVBWTXkbcqtWwe40XSB/uk8nXXBJbnx9eBhucCMSLRd10b6hrhvvBH0m0mhqNw31siWvqFZC4XfKCyY3Pb29tLX10c+X6mKXHbZZfPaVjabZXDQUgyGh4c5dOgQ8XiclpYWrr/+er72ta+xbt06Nm3axGOPPcbo6ChXX331QocPeMrtmxmKohD2K0QCPjpaYkQKUTa3RChoUq0yfhcvWVW3JD9ezxxNMpEpUh/2cWH38uukt1DYo8DKlflrrr2YLX1DDPSP0NHZOiuxBdjQLMmtQUSiNbqTGRjpG+LhZEx6GHC/8JarnpZy6yRNZmxWQUMTwowCq9adDKx8VgNuRKy82cVCGndYTRzc2a2xb26pY+VjjAbkTIpbZfRcb+7cFOJcUTPJoVRu9edLwrRN1FJujRuFrL6NvKncuq9jjKGkVbbfnS6zJcxVuS1vBvFoz6TZHloBbj+//YTuKujBQy1Y5Na69rpl9muKykD/yIlLbnO5HH/913/Nyy+/XHWZ+ZLb/fv387nPfc58fP/995vbuf3227noootIJpM88MADTExM0N3dzZ133rkk6QYe3ty4ekMDWzpjPPjKGD/bO8lvjiY5OpVjZX1oUd/HiP+6Zn3DsohEWyz4VOlZLQmTWzrQ2rViXhe/9njALCqD6hm3dszlwluN3JaTZ4NcCeTUuKnc1iCj5apsLVuCgYXcQBnNGYol99dNcuvy/uUKdTQo86tvP7/dvLlTFbjtbe1zHpsbuZX2A8183aHcarVVWLBulsrb5oYWQbmt1YI3Z1dubdsxrBvGM0bziLlaNzx4ONFgxPrZrxkLtZm9kZg3uX3ggQcYHh7mrrvu4q677uKOO+4gEonw6KOP0tvby8c//vF5D+L000/nBz/4Qc1ltm7dytatW+e97VrwbAke3NASDbD93BX0JQu8MJDinqcH+MrW1YvW9vjIVI6XhtKoCmzdeHIpPo/2TJr5ot/fPUpTxH9MqpaiKKbvFqp3J7NjLhdeYzPFWWwJQZ9iJgtMZqR/G2qTW58qZwWMOKxa7XcNNB+DLaGacmt4TsubOECldcJQco2bOzOBYB6ErVq7XuPGJKAq5rHIlayCr5qeW0O5LZR7bqsot77q5LayqUN15TZve82u3B6rdcODhxMN5Y1eYOE2szcS806Mf+6557jhhhvYvHkzAC0tLZx55pl88pOfZO3atezatWvRB7lU2LZtG/fcc49HbD1UQFUU/t8L2okHVXrGs/zLS6OLtu2d+6Rqe15XnNbYyfOD6Naqccezg4ymF5aDbMDw3cLcbAnywjuBKuRF2brwWoqx32gmUFFQ5rwkKopiNhPoT0oLVkBVZiXZ9ml/N9JXTs4WQm5nLygTjuUc47ONP+JXHb7clmiAM1fMX4l0U4gBM4nC71NMUp8rWopuNVIMVvLEXJVbYwhFrbL9bjly5b4Fx2vuBWWddZUWjaXy5XvwsBxQrdj2mmsv5u8ub+YLm4r83eXNy6qYDBZAbkdGRujq6jI7D9k9t5deeinPPffc4o1uifHwww/ziU98wrXlrwcPzdEAt71Nhmf/6JUxXh9ZYL9jGzIFjccPyEKy606iQjKorWodC5zkdm6XrNkuvOXKbTVbgv09+/TYrsYa3ckM2Mmja/tdX7lyO/+bHKsozv312dISDMzF6jEXVJvZmMlbtgS7cjuntIRyW8Isym3AxZZQjTvbfbV2aEI4O5TZ/m6JBljbaFmU5mvd8ODhRINbQZmB1q4VnHXeGcvGZ2vHvOWCWCxGTu8jXF9fz8DAAKeccgogu4nllmGP4WrwCso8zIaLV9fxjr4Znjg4zT1P9/N/rltbMaU7H/zHoSnSBY3ORICz2t27I52o6KwLHlNBUjUYRWVgFufOCbX8veWqp2FLcFNkK8nt7OqxVHulYu3mKfXpRM8gUcek3FZRIEu1lFubsjzXG4a5jqccxrENqJZyO5oqMqFnUwdqeG4NW4JBRPOzKbe2grKikVUcUE07iR3VbAnl+bjlyrihYK1vDPEX71jpEVsPJzVSLp7bEwHzHu2qVavo7+8HpFf2oYce4vXXX6enp4cHHnigZmcwDx5ORPzxuStojfoZnCnwD89XdlKaK4QQZiHZto2Ni9Y6eLmgJRrg9vPbTaVssVStl4asjl8P75vk0Z7JGkvPDVULylxUTJPcJi3ldjbMptyC5bsN+2e3ObjBSktwf92yJdQe31ysHvMZTzlm9EIuv6qwZ1R6p3vGs3z7hRFgtpzb+Sm39mNicP7yY2sMs1pBWfnz5U0cUjabhUdsPZzsyNRQbpcz5i0XXH755WZs1wc/+EE++9nP8pd/+ZeAVHXvvPPOxR2hBw/HGbGgj49f1MlnHutlV88U53bFOX/l/OO7Xh/JcGgyR9CncOW6Y2tAslxxLAVJbhhNF9jxjPOGYjGq0y0SpCu387El1Mi4NTCb5xYg7FNIIi0JC+n6GJij59Yt59b+Q7UQYu2G2WwJuaLGI/usdinGqMubLdhR6bnVyW21tASfTbnVDOXWmelbH5Ld66opt27Pl4QVqWaQ22wVW4MHDycTUvnq/Jj3cwAAIABJREFU18bljHmT24suusj8u62tjb/927/l5ZdfRlEUNm/eTDweX9QBLiW8tAQPc8UZK6LccGoT//raOPf+ZpDN74zQMM9s0p/rhWRvX1N3TN3ZljtaooFFU7SWqjo9YMZo6cptTVuCPFdzybi11rG2U02ZNJTb5gVk3II9CsydZM3ZlrBInttqJD6jk8VkvlRxLqH6+ME6RpZyKxzPl8OvVHpuyxWn+rBfktuqyq3hEbZ8y0VNmMfRTtb///bOPEyK6tz/36reu2ffmBn2YQeDgKJXQlxQAt7gdUnQJOpPA2qIJDdxiTHxMVcTRbnGJDcao0mMColGoyEqMWwafVQQXNBRQGCGbZiFmZ6Znpnet/r9UX2qq6qrt5nunume9/M8PtK1nDpdp6rnW299z/sSRKEjpQLL0O9ErhhyhTKz2YwzzzwzE33JOeS5JdLhmtOr8HG7C8ccPjy6uwN3nTc25YibwxvEzhNiOdiLpxXWRLJski0frzpym4otgZG+LSFxTlZ1hoZUUX8HNYmyJcijMLYs2RLk4hAQH3rUYwkAJQki4VFbgrhXqrYEebaEWHGrU7Slxh85ls2gk3LjBkICzHrxgYFdK54E4pYqmBGFQqIJZSOZtHtrt9uT/kcQhYhBx+OWRXXQ8xzeb3Vie3Nf8p0i7GjqQzAMTKs0KyZIEYnJlo83ZkIZS3ejIfTUEwjTtSVoRW63NzlwzCFOvt3V4hyUjzi5LUH8v3b53SxMKFN9zzLVeaqw6HHjmTUx+5UmeIuh9tz6k5TfZYuDYUES/VqRWyCR51Y8lsXAS4VI2Dn2yAzO8cTx9iYHbtjUjLtfb8ENm5oz4hHXwu4OoLHDNeRUewSRiESZZEYyaUdu165dm3Sb559/flCdIYiRzqRyM66dV4WnPurCkx+ewhfGWJNGEUNhAVsO9wIovPRfuWDp1DIsqC+C31gMo39gUJkF1MRMKItTxAGIFbxlKWRLkLejfl2vzgcMDM5HnCxyy7ys+iRFHLKVCqzCoofdHVSs/8qMCmzY2wVvSMDsajP2d3kTVuhjnltfjOc2cSqwsBC1O6j/KLPIrT+u5zZqfdDzHAIyiwPL2QuI0eSwICgmhuaqghmVACZyQVgQpAe6THnzc0XafyW+853vxCwbGBjABx98gJ6eHlxxxRUZ6VguIM8tMRj+a2YFPmh14dNTbvxqZxseWDpRMzrG+LDNiS53EMVGHl+ckP5ENAKoshlQV1eO9navYub6YDGoKlmxKJ7VmDxyWzHEbAmZ8hHLq3FpwcSdXkOLKyeUZSYio9ablVY90B39zM5Dpc2A1n4/ejyiUEwlW4InVc+trC0mhNUPLGUmvWK9GrmAVotblyo1hT8kSAIcyE0FMyoBTOQKbzAsXWcF77k9//zzNZdfcskl+OUvf4nu7m7N9SMR8twSg4HnOHz/nDp8/59HcdDuxYv7unHVF6ribv9aJP3XhVPK4v5RJnKLFPUMCVLUFtCO3MqXcYi+1k6EJcGEskz5iCVbQpzX68FE5XezkOeW40QxGAwLmueJnfNKix6t/X50ueLnAWaYpYpmqUVu5d+V+XTje261z5tfHrnVcUAwmvtWHrkVjxGW+ghkzyMuh0oAE7nC5Y9OrkxUSXAkktG/tOeffz5ef/31TDZJECOSapsBNy0UCwT89VM7DndrVy9rH/Bjb7sLHIDl0+i14UhBbktg0TgWqVMjj1iUmHRxU17JkYtbhzeoWJcpH3FSW0KK5XeDGYiEM9gfQKuRV4g+eT9Y5Jtp8sS2BPWEsiSRW9l3ZYJYHXlnXuC4qcAiAtqo42J8zS61uFVFcqusBnxd9qDLxhZAxvyxTEDLoRLARDbwyPy2g0lXOJwM3bwmIxQKwe12Z7JJghixnDepBO+3OvHO8QH8amc7fnXxpJg/ulsi6b8W1Nvoj88IQi5aopkStF/PyyN/qWRKAIADndGHnRv/cSTGE5mJfMDy7yAIQswfn0TZEt46Fp0M+dv3OgABGfFsShkgDDrF63r5ugqVZzqtIg5MeMbJlqDjOSly6o0jbqXIrSrizTIcdEd8wsxzC8jyIasqnXk1BPLptVY896n477vPG4duTxA3bGqWoq2XzSzHJbMqBh1lZQ9Hj8p82zedOYaitkTGydfqZECGIrfBYBBHjhzBCy+8QBXKiFEDx3FYs7BWes369N5OxXpfMIwdzaK4pfRfIwtF5DZBjltAOSEpldzGdncAmw/2Sp+ZJ1IdtauyGvCFMYP3Scr9pVrOhHjZEtSFMeL1b1B9ipxCq4GPKbTAIrRqz3Ki150mWREHQRCikdsEVgY2tizaq4+UOmaUmGJTgckzHDzXaI8cIxrJD8a1JcSeeLkv1xcKK/yxAPCPz3uHnEXhoimlkCeZqC9RPjhTJgUiE7j92r71fCDtyO1VV10Vd11RURHuuuuuIXUol9CEMmKoFJt0+O9z6vA/b7TgtUMOLBxbhAX1YiGTd473w+kPo8amx4J62zD3lJDDhFYgJCTN4yhfXpFCpoRceSLlojAQEmIitPFsCdnsHxPcNqMu5i2G2pbASOS5ZVHXsCBGWlk0OpF3XReZBMbEq4HnYNJx0uQvc6RNX0iMeHd7gjETtABAEGTXSRqRW7dM3LYNxJ5rdoyhTAJzBcLwyXT2Z6fcOL1W/I2hTApEpkj2Vmskk7a4/epXvxrz+stgMKCmpgbz58+HxWLJWOeyDU0oIzLBvDobLplRjlcP9uI3u9rxm69MRolZj39FLAnLppUnzKZA5B79IG0J6tytWuRiUhGgFK1aGROitoTc9S9qS+A1bAni/9W2hESeW3mEtk/mXY43oQwADDzgBeCNWBh0PBcR0OLkL3mb/pCgKfbFdWGNfMixE8rUyH25RUa9ZuEKYGgPFN1upY/7s1OiHZAyKRCZxJ2nacCAQYjbK6+8Mhv9IIi85tp51fi4w4WWPj8e29OBr86pxOFuL/Q8h4umlA539wgV6dkSossTiSoG80Q+tqcDYSFzhSfU6HgOPBfJ6ZpA3KofrLLZv2jVtdjILavUFhu5jX9OdRFLgT8koF8Wqky0D+sDi9zqeU7y6Jr1vGJfXzAc80qfUW7RozuSriya5za9yK1Rx8X4YxnJHigSVTnrjtgNbEYeLn8YB+0efNjqhEeWuolBmRSIwcIe5tS+9XwgoxPKCGK0YtLzuHVRPX649Rh2tTjR3OMFAJxZb0sp2kfkluhEoeTlJd882i/9+6+fdqPSakj6mjcTE8ZSQc+Lwi+gYbpNVMQhW/1j5zWVbAmMRLYEQLy3/KEQ+rziH1qTjks4c1snPbhEj8uOYTHw0PFiFoRAJL9xtc2AapseXS5lNLTcooeBF6vIsfOrzpaglU5MLm69wTAunl6O3+3pUPiiOSR+oEhmLWDFMWZWWXCg0w13UMDP3jyp2RZlUiAGS74WcAAGIW4fe+yxlLflOE6z6ANBFCINFWZ8Y241Nn7chc7IH8rdJ8XSquR5G1loZUuwadgS1NXE0nnNW2U1ZD1aZoiIW83IbUSHqcviMrLSv0g3OAgx0VWmdQ06HsUmHQZ8yYs4AIBZx2EAkCK3yXJFqz3GOj56DCa4TXoOAb/oy/UGwzGv+cV+8dBHRLE6csuiydqR26gA9oXCCITCkrBdOqUU25v7cO6kkri/CalYC1jktsiogztOvl4ge28NiNGBK09L7wKDELf79u2D2+2G2+0Gz/MoLi7GwMAAwuEwrFYrrFartG2+5UUjiKHypYnF2Phxl/SZPG8jE6m6VyhqS9CK3I70hPlqT6icYILIbTbY3uTAUYcY6fznQYeiUAQAGHj5xDy9JG4TeW4BSBPAmOc2mRhWi1s9x0l2Eknc6ng4EYYvJOBwtwdaqYJNeg7sklDnua2y6tE2ENAWt3555FaARyY+mQUiUWrhVK45FrlNVhPmf5dNxLTK/JkHQ4wsEpUlH+mkLW5vueUWPPzww1i9ejUWLVoEnucRDoexc+dO/PnPf8Ytt9yCqVOnZqOvBDHiOeWMTb0zksQQISLPX5rIlpCryWGDRauQA/NqMs9pLiYzakW4X9zfo+pr9N8VFj2OR4Rw0sitnonbwUVu9bqoLUEeuQVEz+3nXWJO4ollJqlPgCiAY/LcRq6VSqshrriVpwLzBsJSoQejjkNR5O2AJxiK2Y+RyjXHIs0TSk0x28o/J7N8EEQiopNt8+86SrvHGzduxCWXXILFixeDjzyJ8zyPxYsXY8WKFXjmmWcy3slssWXLFkmsE0QmoOpB+YFWhTItW0KmqollCxb1ZJHFlw/0SPlao9G97ItbrWijPDqp55Vv8iplGRMMSQSYJG59Uc9tImJsCRwHIdI7jlOmEvOFBDR2uAAAZ421Qd60Uc9J0WZ15Jb1P5ktwRuxPbDvwR6g3IHY/RhVVgNWzIjmxda65pgtYVK5WTFhleeAubXRt6dOX3wRTRDJcI8mW8KRI0fwta99TXPdhAkT8Pzzzw+5U7mCUoERmSZXM+WJoaHw3CZ59ZaryWGDQYoshgR83O7Cnz7qjNnG6Yv1k2aaeNFGFlBWC075pDJjEvHNUooxW0IwLMDuDsQdB3Wk+v2TTuxtF1Nl7TwheuBZRHN3ywAaT4mR2xf39aDMrEOvNHGNhz7yNz0YEuAPheGPmGfZsbWKOLhVRRw8aYpbAJhaaZb+/ZPzxmLh2GLFeha5rbTqcda4Imxv7sPYEgN+duEEqQgFAAz4SdwSgyfZZNuRTNo9tlgs+PTTTzXXffrpp3mV55YgssHSqWX4w2VTcN9F4/GHy6bQZLIRiF4W8UzlB3yo1cSyzdvH+rHuLe3Z8t2e7ItbrQj3DWeMkdarq5DJxW1/EvHNoqwsA8mJPn/CCl/qYXzuU7vi82N7OqQILstFDYjCnAlb8bicKmWceJ1wAMojxTy089yqPLeBaBlg5kP2JBG38rRncq8yIEaGo/YIPWxSVI1DldWgaFtdUY0g0oG9hRgV2RLOPfdcvPLKKwiFQli8eDHKysrgcDjw9ttv47XXXsOKFSuy0U+CyCtyMVOeGDwGWcQzkS1hJLO9yYGT/X4AwJYEpVxzZYlZOrUMC+qL4DcWw+gfQLlFh99/IJb5VUduT8i8rTe/ejRhFS0WpXTIhGeiiZrqyK3W5KxEE7oYas+tNPHQGBWpvmTZElS2BJYvNKm4lX1Xt6pwRE/kfFgNPKwGndQmewMhF9wDSWwJdlcArf0+zVy6xOhDnVuZ2Vp8WvW9Rzhpi9tvfOMb6Ovrw+bNm7F582bFui996Uv4xje+kbHOEQRBZAN9GraEkYh6AheDpZqSU23LnWipshlQV1eO9nYvBEGQUmbJxa3dHYiJmMYTqnZ3AAciE77UxJuoqRbSWnaJEpP2g4x8W7c/pLCvSA9BBp3kA1aLVEEQYvLcSpFbPSd5Fz0aoliOPHKrtjDYZZYEADFWB7cichv/OC83tuH+rU0pl+lNVFSCyH/UuZUvmFyCgcj1c88bLXlXxjltcavT6bB27Vpcfvnl+Oyzz+B0OlFUVIQ5c+Zg7Nix2egjQRBERtHKMpBPkdt4JWNn11iwvbkPJh0nRVuGs/QzK8AgT/eVTnq1tkhkWot4EzXV4nbVgho8tbdT4YHXEsw8B5xRZ8P7beIEs3v+fRLz62wAxOuERbGKZAUqfCGlePSFBEVaMW8wmgvXbIhGblnhDfl5kYtHuVfWpRKobDJZZeRcsbLRvpCAUFhQCO54kVu7K4B125pSLtObrKgEkd9o5VZ+Q1a8Jh9TWg66dFJ9fT3q6+sz2ZdBY7fb8eijj6Kvrw86nQ5f/epXcc455wx3twiCGKGoPaBAfkVu403gmlohTkSSv0bMRbaEeLACDPI+pJNeTWtbtn28iZrq77tkSikWTSxWTAg80utVbHPnufWotBpwx5bj0jIBwN52UegGVfYVJm7VE8piK5hFJ5RZZLYEQIzeGnSiMFWLxzpZSWC1LaElYukoiqRnkl+37kBYERWO57ltG/DH5PZlDxgAFBHaVIpK5AKKHGePeA/LcvItpeWQ6oI6nU68/PLLaGlpQUVFBS6++GKMHz8+U31LGZ1Oh+uvvx6TJk1CX18ffvSjH2H+/Pkwm83JdyYIYtShrtpl0nHDKgLTJV5WjvGlJqm0LCNZov9swiaDyc9tOhlF1NtyAC6dVY5LZlbE/SMbk+eW52I88CZZ+rHaIgPOGV+Cxg5XbDqzyP8DYUESikVGXios4VVZBtQWAnUqMLEUsGjV8ARCKDHpNMWjPGItj9xub3Jg0+e9AIB3jg9gXq1Y/ZC16Q6ElJHbOOK2vtioyGYBiOPQ1O3F3TtaFBHaMUWGYS9ksq2pF4/tPkWR4yxRV5x8HPMtpWVK4nbDhg3YtWsXfve730nLvF4v7rzzTnR1Rasxvfvuu3jggQdyHtEtLy9HebmYF7C0tBRFRUVwOp0kbgmC0EQtgKx5ZElgxEtRVmbWoUtWTlY3jJUimbhVVyFLJ71auqnY1DYMrYcWVsQBAGZWiRl+tKLE7HMwLKDT6ZfaZ/t7Q8nFrTxbAvu/PxQVocmiZixirOWzZhFUa6RNdyCs9NzGsSVU2Qz4yZdn4r6tn0vL/t/p1Xhmb1dMhHb9sonDWsjE7g5Iwlber3x6RT7S6fcpr1ueAxaOLcLuk07pc76ltEzpmf7QoUP44he/qFi2ZcsWdHV14Stf+Qqeeuop/PznP4fZbMY//vGPtDuxf/9+PPjgg/j2t7+NK6+8Env27InZZuvWrVi7di2uvvpq/OhHP8KBAwc022puboYgCKiqqkq7HwRBjA7UdQDyMdUNoJ2irMyijFkMqy0hIgK1+pBOerV0tlVbTrRqPsgjt+NKjdIx1OnMFk8U88ue7PNh04FoxPT9yB99deSW2RKKjVHbgldmSwCiNgImbutLEotEZkv4vMsTN4LK2uz3hRSlmFm02e4OoLHDBbs7WkHx0rn1qC0Sz+f8OiumVJo12/cFw1h5WqW0jENuhU4ijzaRGXY0Ryd46nngD5dNwdfmiGNeZubzMqVlSr/op06dQkNDg2LZhx9+iJKSElxzzTWwWq2YPn06VqxYgX379qXdCZ/Ph0mTJmHVqlWa63fu3Imnn34aV1xxBdavX49Zs2Zh3bp1sNuV+QsHBgbw6KOP4qabbkq7DwRBjB44TmlDyCe/bTLKzFFxy2GYJ5TpYm0J2UZe8EzHKSujMY72RlOR/eUTu5QzV52jek6NWO2rqcen2H/Dx+Iby5AgppNjsKhpeeQBQ54fl1kZmMhl21ZZDZJ/FgDUp8rtD2N7kwMPvdMW8z1YBJVlYeh2K3MGD/jEfVnVOnV+YCaEA2Ftkc3aP21MtOrZmrPG5FToUNXH7LKtqRevHZJfE0C5WS89lBWb9HkVsWWkZEtwu93Sa38ACIVCaG5uxsKFC6USvAAwefJkOBzx8y3GY/78+Zg/f37c9Zs3b8aSJUtw4YUXAgCuv/56fPLJJ9i2bRu++c1vAgACgQB+8Ytf4PLLL8eMGTMSHi8QCCAQiD7BchwnFZ/Q+iEcDKydTLVHZAcap/wgG+Nk0HHSH3ebUVcw10C5LHKr47mcfi/1ODFBZ8hhP+RFD/Qax7W7Anj7eOxM8AX1RaiyGVBtM6LaJgonYxzDstyr6gsJ0nZMsFZYDTjRJ0YWWX5ei54Hx8nTgQngOA793qAiZdcNZ4yR8gMDYjRWK+0bzwE3n12HapsR1og4Vhfs8ATDmpPBzhhbjDpEU5I5fSFU24yYXWPB/k5PTPuHu6MT8ILh3P5eVtuMOGdCEXaekL0ij/Sr0MnE757dFUDbgB/1xUZUqdIC2l2i5UNNu9MvTUpl122+kZK4LS0tRW9vr/T56NGjCIVCmDJlimI7juOg1w9pjloMwWAQR44cwWWXXaZYPnfuXBw8eBCAmFvwt7/9LebMmYNzzz03aZubNm3Ciy++KH2ePHky1q9fj+rq6oz2HQBqa2sz3iaReWic8oNMjpNR3yS9Gq4ssaGuri5jbQ8n46o9QCQ6Z9Txw/K92DiVF/cCGECRzZqzfpSWuAD0AAAMel3McVtP9Gq+5vYbi1FXV65YXtXLAWiPOQbPif8Fw0BJRRVqS8T5HfqTYtCktqwIfIcLYQFwRvRmXXUl6urGoLy4C+h0w2grRl1dHU4c61G07YRStLkCgqYn9/4Vc3DRTLEKXEWxHehwwxPZt8xiQJ8nAAHaRSx8hiIIggBvQFzrCQF1dXWoKemSxO3fVv0HJlSIEVtdV7QVv86c82tqWp1bErfyfo0WBvu793JjG+7f1gQhMnHzJ1+eiUvnRudEad0LAODkbLAUCQBOosSW+/HOBCkp0YaGBrz++us455xzwHEc3n77bQDAaaedptiutbVVEeHNBP39/QiHwygtLVUsLy0tlaLEBw8exK5duzBhwgS8//77AIDvfe97mDBhgmabl19+uaKSGnsq6erqQjCYmVKVHMehtrYWHR0dEFIph0MMCzRO+UE2xkkn+1nnQ360t8eKmHzEEIzmcOU5IaffSz1OIb8Y8evud+HTphMxkaNs4HW7pH/ziP3+Jn9Ac4KU0T+A9nZlijBnvxjhrSs2oH1AFK4cxMjh0x+dgtMfRktbBwSXCQDQ0S3+TeJDfpj0PDyBMOwDYpteZx/a28PgQ2JEt72rB+3tHN5v6lYc89MW8TPLeuEJBDX7O0bvk74ba7PFLhbwMOuAoJGH0x/WnCTn6uuFv74Eoci91OcRr//O/ui567J3weATxXJbV1SAn+hy5PxeOdUTLUzidHSj3deXYOvCQX0/JYrCqrG7AlKRDkB8qFm37XM0WIPSviZ/QHNfwTuA9j7RisOHgiPqt1Gv16cUiExJ3F566aW4++678YMf/ADFxcU4fPgwZs6cqenDVUdzM4VWWJwtmzlzJp5//vmU2zIYDDAYDNiyZQu2bt2KcePG4bbbbgOAjAscQRBINOUBNE75QSbHSf7G2WrgC2b8S83RzA96nhuW78XGqcMp/vH89JQbqzc15SSFk9zfq/X9K616zVRklVZ9zLbsGik26tBvDMHlD+OeJeMxr86GvzZ2wekPwx0ISfu5ZNXuzDoOnkA024FZL15j8hK8giCguUd8GGGFN5p7RDE8psiAk/1+eINhrD6jBn/8sBOAdn9Zm6zAA/vs9IcxvcqMg/aoaBcA3L7lGG7xRf/8e4MCAqGwouyv3eVHXWTCmTzrQq87kPNrSp4/2OkPosycf9lNhoIgCNh2uDetQhqt/T7NqH3bgE+qbldp1eO0Ggs+61QWNTHrOclza9IPz2/IUElJ3E6bNg133HEHXnnlFQwMDGDJkiW4+uqrFds4HA709PTgggsuyGgHS0pKwPN8jJe3r68vJpqbLsuXL8fy5cuH1AZBEPmJXubNLNQJZcM5mczuDuDj9mgkMFcpnHQKcau9TarpxVjmBX9IgDvii51UJkZppSplskIOLLOB1RDJhSsTi2z76IQycd2RyGS1+fU2vNfilHy7tRFxGwwDs6qtkTY4/PaShpj+smwfrDSv1SDm1O1wBtDriU0HJgD49ZtNimVOf0iRF1c+Oc0lKySh1V62kac3cycoKVyo2F3pF9JItVhKSeT3YsX0cuw+OYAud1BMYSeJ2/z8bUzZILtgwQIsWLAg7vqysjI89NBDGemUHL1ej4aGBjQ2NuKss86Sljc2NmLhwoVDalsrcksQxOjAUKDZEspl4nY404Bplc7NRfJ/+bgmEvfqwg5asPPX6wlKIqHYJEYNTVKVsqjYYpkRrIZoiV4Gi6aya80dEHPgtkVSWs2utuK9Fqe0fU2RQRInJ/tFAVxt0+4za7tPNnmNpW7udGm/elZXKBvwhRTlehXiViYoezza7WUT+YQ7dS7h0UDbQOJ0aFqV26qsBlw3vxpP7xUze8RL4dbnFcd5ZrUF+7rcEXErSA9tlkIXt9nE6/WioyM6G7SzsxPHjh1DUVERqqqqsGLFCjzyyCNoaGjA9OnTsWPHDtjtdixdunRIx6XILUGMXvSyN5u2PCziEI8yi9KWMFykU2Y3k6htCZloq88XzV/LBLOFFXIIxgovm1GnyKULRHP+SraEYBh/+yyazvKpjzoV25ea9LAaeLgCYbRGHhTKLdp/sm0G5fVrMfDgVAm0tMZCLnC7XAHF525ZTly5LWDAH0YgFIZBlzvRIz++uhxxPpJuKWH1gxIgjt9huyemopzcqjC/ziaJ2xUzyzRtDOyBqNQcvWZHVeQ2mzQ3N+Pee++VPm/YsAEAcN5552Ht2rVYtGgRBgYG8NJLL6G3txfjx4/Hj3/846xkNyAIYnRQqHluxaidWI5VP4wpfNIps5tJ5JprqOJWXVmtRBYV14rcKmwJeuW+8gplgBgxe/f4gLReHZkrNulgM4ritiWSVqwijri1GGKjxPLvzgH49sIxePz9U9Lnr58xHs9+0CJt06YqimBX2BKU0dIeTxBjinKXikt+/HyP3G5vcqTlnX25sQ33bz0Ws/z/nV6NZz5WVpT77e4OTCw3YXqlmNq0XxaJD8Z5JmAPbqVmvaKstE9VfCTfGBHids6cOXjhhRcSbrNs2TIsW7Yso8clWwJBjF4KVdxyHIcysx6drgByGFzTJN3SuZlAPq5DLT2sFselpmiE1JzAlmAz8DERLxYVk6qJeUMJy+6WmHSRnLhByZYQT9yqr1+LXnn82mIDLp5ejl0t/fikw4Pr5tdg9tgylbhV2g3ktgSnX6mMej0hjClK0PkMI4/cuvLYc8tKKKfqnbW7Ali3rSnmOplUZtKsKCcAuGPLcUkwy8Vtv0Yp5lBYkCYLlpp00gOZvGy0ST98D8hDYUSI2+GCbAkEMXqRezMLyZYAAGVmHTpdgWG1JTBS8bZmkmzYEhjFmuI2KjGYILCoPLcmHRe1M0QsBKEkE9BLzDpJtDI3d/8BAAAgAElEQVRvZXxbglLcWg06qbADAEwoFSfBlZsNADzgOMATUKa97IgcQ8+L+XuVtgTxe7E3Ar2ezKTMTIVASIA/FDtpLx9JVEpY6x5pG/DHeKMBYMAXjFu2WS6Y5YJ2QEPcDvhDCi+5OfIA5gvJIrd5+uCfn73OEFu2bMEtt9yChx9+eLi7QhBEjinUyC0QFUEjQdzmGn0K2RJSxaCO3MpSUMlf4TJcMs+tXNyaZdcXu9b8IUGR0orngMnlJulzScSWAIhiE0jPllAke2CbGMnwwNpz+UOKaCgQtSWMjwhhhzckVfBj246LCKqeHIpbtZhVWyTyiUQljjW3LzbGlGMGRGtGldWAGVVmzf2YYFaIW3+suGV+22KTDjqek13TAryRBwq1dzxfyM9eZ4jly5fjV7/6FVkSCGIUopf5KdWRr3yHpQPzBMOwu3M/u3040aeYLSGlttSeW1NUXJoj6072+2B3B+APhSUx6AmEFK9z5b5FJkRdgZD0uv/2L9bjD5dNwZyaaOWtYFiQSvUy4kZujbETyoply1gGDbadKxCGRyV2TkVyEo8tMULPixHAXk8QgZAglWIdFxG+uRS3ahvCYFKB2d0BNHa4hv1eqLToYZVdF8l86FU2A+5cOkP6zPb0RPISWwzab5yYYFbYErxa4lYcR2a3kVttvLL8zPnIqLYlEAQxelFEbgvMlsDSNR3t9eGGTc05KZ4wUsimLUEeuT0ZyWCwq8WJ91qc+OKEYmndf//zGM6ot0mf5QKBCV0m2vQ8h0UTiqHjOThkovGHW45jTo1FcfxUI7dmPY8DXW7p8+8/OAWDjlNEbtURUfb6u9SkQ4XFgE5XAHZ3AEaZwB+OyK1L1c90bQnpTuDKJt2eINwRGwsH4IlLG1BjSzwxb1FDJQAxEvn4pQ34zitHEBLEiWDserlkRjlePdgrtcsE84DKcysIgqIgVr8vmikBgMJzy7zkZkN+vv3JT0lOEAQxRNgrZ6OOK6jX93Z3AB+0xhZPGO6oVa7IprgtiUS47O4A9pyM5qQVALxzQpn54MO26BhYNGwJjNoiA3Q8B7s7gHdVbexTVY6KF7lVz2gPhsL4+/5oyVx2DQiRoKfLH43cyn3E7HNVpIJVtzsoiXCLnpeW59Jzq47cpmNLiDeBa7juhcPdykpxRj65BOvoE/epshkwpsgoZezo84bQG4m8XjilFBdNEYtanTepRBLv8shtICwo/OGsDSD6RkKeAUQSt3kauc3PXmcI8twSxOiFCZdCsyQkmrQyGpBbBIdqS4j13IoiQOscq5GvV/hvVWKB+S212pR/1ioMwdDxnGKdMxDWvAZ8IVGwuPwhuCITyphgZZSY9KiQi9tIpNRm5CVxPayR2zRsCSPtXmiSiVsgtfPY3i/uU2MTzz3zafe4g5LVoNysl94UHHP4pH0HfMr2+1Wf+yKfWeTWIpsk6ctzcTuqbQmULYEgRi9M3BaaJWG4iieMFLJqS4hEObXOsRr5erlAEIUoJ0XR6ooNcduUf44XtWVYDbwUbRtXrH0NsAlNcs9ttc2Ao71RQSRGbsU+fd7lloRPkVEn2SK6IpaFXGTBkKdXcwXCadkS0p3AlW0Odysj8d3uIBoqEu/DxG21TTzX7Bo83ueDAPH7FJt0Uonm4w4fXP4QbEZdjM92wBdWpHDr9yptCfLIrSdyfearuM3PXhMEQQwRNlmo0DIlsOIJTJflqnjCSCGT2RJ0PKeYrc5e4VdZDbh8VlSV8Bwwq8qi+PzlqaXS59hsBtEHKia0tMZtqayNVMSt1GaJUfMaqC8WJ4TJPbfVqshtsUknvbbf2eLEr3e2AxAjt40doo/XHQjjhk3N2N7kSNinTOCSiXAgPVtCldWAiaVRITuc94IgCGjqEYVqpTX1CHiHWtxG3h4cjzyQlJr10PEcyi161BYZIAA4aBdFNLMlsIisOnLrYOI2YktgnluXP5opgyqUEQRB5BHslXM4LOQsCpUrhqN4wkghk0UcWHssz6p8QtkFU0rx9wM9sOg5PHpJA949PoADdg/mjrHi+4vqcKzXh61NfQCipXoZFj2P3si/5VFE9bgd7/VhW6SNeJPJGFaVr1frGmCv453+kBS5VV8b4bCgWTlNEAT8SVYiOFkBgkzBIrfVNgOOOXxSLuFUYf0vMvD4vxWTs9bXZCV193d64PKHoefEsrg7mvukiZ+JaOtjtgQmbsVr8KhDXF4uuyZn11jQ4QzgraP9qC0ySFkuxpYY0dTjjSnkwMRuiSpbQp9sO/W1my+ManFLFcoIYvRyIuJNay7QjAK5Lp4wUsikLQEQH4L8IQFmPQ+jzNBbErGzeIMCys16aWb6+FKlkARiX+0qoqxFyjGSj1uXKyp+kopbmb2GRYrV14BN1uf+yGSkKpvy+C5/rF8XAHxBIa0CBJlCijBHPKf+kIBASIgpjayFIAjodInf0x0MJz2HgyVZRga2HgCCQjSiOpTIbWt/bGEPITJAbx7rx1vH+gEAOg4YU2RAU483ppBDn1edLUG8blgWBp7L31zZo1rckueWIEYndndAMZs9V1EoIvtkWtyyNuRRWwAoikS7BIivcQdU2QfiFXEAouJWx0VFixY2mX2h3JLYGy5vUz0RLtpetB+dzmhJX56LpgKbUmnS9BPXFhtxpNeXcy+3FLmV3ZfuQAiluuTyZcAfnfUfFgCnPyxFKTNFspK66vUA8H4k00aPO7G4FQRBNqFM/P5sQhkbLyZu7e4A3jzaH9038v8iIy9du+rIbZ+UCozZEliFMnFvi55XpA7LJ/LTTEEQBDEERtosaiJzZLKIg7w9tSjS85wkFvv9ISkqxsStSSO3LYN1q8qqT9hHeQldfRKRwcStxRBfkMizKvRFXonLq5kZeA71xaJfV834UuVyeT7VbMKyJRSbolXf3ClaE+SRbyBatCCTJPstSZQFoztO5JYVnTjW65WyFlRFItelJqWoL0uSwcOs10nXrjxyGwoLcDJxq/FABuSv3xYY5ZFbgiBGJ6M9o0Aho8u0LSHy+rtUI+JXbNLBFQhjwBcVt0wommUWBvmEsu1NDnwcmZh1yhXE9iZHXDvM7pao9/WPH3bCpOfjbiuJ2ySCxGaMZlUAREFTZOTR7wuhxKQDx3FYOrUM77UM4APZ2w2bUYelU8vw2Sk33jzWj6/MKMuJjUfKlmDkpYwQ6ty38eiMEbchjC+Ns/EgSfZbkigLhpYtQW1xAMToOrPEqN8gMKtFvAweZRad9MClKMfrC0nHiD6QKe+XfM2UAFDkliCIUchozyhQyGQyW4K8PZY8X45cNDBbQnRyTrQfTCSwV9Ry4hUVsLsD+MMHsRO44hUgYOKW57iERQqKNEr1Mi+uvKDDtCpldTQWpR4byT6gLgiQLVh2BKtBJ33HVNOB5SJyW2U14D/GFymWyX9LqqwGrDqjRlrHc8CqBTWR/kSzEgDaFgcgGp0FYsVtmSWawWPt2bVQP85VWg1SkQa5uGWWhCKTTnogjK10l5+WBGCUR25pQhlBjF5Gc0aBQkYuaDNhS2Bo+Vjlr3v7E9gSApFIaaJX2OrrL51tAeBkn/ga/JQrkHCCpLpoiVnPoTgibjkOUuaQiaUm5X6RbVikMFGVsmSZA1KBtcEmvtmMfLR8cIq2BHXk1uFNLIoH22+b7IFheqU55rxPKTcDAMrMPB6+eDIqLHo883EngmHxPDLf9eddHk1rgU1mTylVPWSVyz4vnVqGQEjAEx+ckpYVG6O2BIW4jZxX+RsJk059beRv/HNUi1uaUEYQo5vRmlGgkMnkhLLtTQ6cjMxK39bkwDSVcFFEbpm4jQidt471Sdv933sdCArA/HpbynaYdKwzWqV7402QtKkityYdL/X9qCxzyOwaq2o/UegwMRVvpn+yzAGpIG+DUWTUwRqZYOf2h1ISoixyq+OAkBCtyJXpfrf1R7367QN+CIKg8D0f7xMn702tsEh9LTfr0eUOoscTBMcBr37eg38c6IUWlbKMCGY9rygCos5/PD9SqYxRYlKKW3be2MOQno8+0Oh4DkZdNPVdPovb/O05QRAEQaiQ57YdirhVWwi0bAFM3Ha7g5IgYEUQHtt9KmZfACnbYdKxzqQzQVIeBTTpOPR6gzjcEy0Ly/qq55XRapa5oSJBAYJ4mQMS2SSStcHwBcKSLWFvuws3bGrG3a+3JCwmwcTtpHIxCt0XJ3I71H63yc7zgD+MXtVxWNrBCWXRaHhFZBz/faQPqzc1xxW2APDWsX7Fd5RHb8tUkdzaIoNijEvMUc9tnzconTcW3T3m8CvOofyNA00oIwiCIIgRAKsqFhaGVsQhFVsAi4ixyJ2OE72vzT3euPumY4dJddt0orw2VT5cedRR3tdOVwDjS8X0X0DUq8sihf0Rv6j8ASJdK4UWLQ6f5qt5hy8kiba3j6cWpWY5bqdWWNDc44vruR1Kv92BkGR3qLDo0eMJ4oTDp8ipeyISuZ0oF7eR9f86nLzKm/o7lpp0OOUMwKznY3yyHMdhSoVZqiYnj9yGtU6sqn2LnsNApBqzxZC/ntv8leUEQRAEoQETXKkk+o8HE4xy1IKRWRBaI5G7oki2gWT7VlkN+MKY1HIqp7JtOlFeuefWrOcT9lUeafQGoxPmdJwoiBzeoJS2yu4OoL4kVkzLvzfb9lC3R9pHjt0dwJvH+mPaAIBxpUbJlqBGK0rtiWSxAIBplaLnVR25Zf3xBGMjujwnRi61+imnrV9cV2bWYUZkEt5xh09qu8vlj0ZuS+WR2/Rii/LvyCK3NoP25MGpFeboB0GASc8j2a3A2ldEbnX5KxEpcksQBEEUFKxk7hC0rSQYH9vTgbCgLRhZRIy9/mZiN5V9M02qUd4iVeQ2UV/9spRh//3PY5IPtcyiR7c7iC2He/HiZz0Kn2pdkQHtTvF8yNvS8tHKva1a6xm2SD/Vk+EYWlFqNiY2A4/6yDr5hLJExwOAM+psuGPL8aQeXGZJqC82YmKZEbtagF0tA3jqo05pXyHSx3Gl0T52JxDM7LKNF4l3RjJzdHtCmpMH5dkkfr2rA590uBFKktyCtS/32aqjwvkEiVuCIAiioGBZEoaaLSGZYCxWve6VF3oYjmwcqUyQlPsxmZDR6qvdHcCuFqe0rfzVdUVE3DJhK19fJjsHd583DgvGFsX10bJ9JpabEgpNq5GH3R2IK7a+c9aYmO/d1O0BINooWPosNqEsXn/kvB+ngiEg2hjMBh7eQFg6Tn1JNNJ9oMuj2BcQJ4WxXLV2dwC7ZeeWwQG4dFY5LplZgb1tLs0HDrs7ENO+uiLa1sN9ivVvHI2NhssFtLx9M3lu8x9KBUYQBFF4MFtCJoo4JBKM6qplxarPIzEbh7ykr1wsqvuayIfK/KJa6+WTqVju33jVs9g+Bzrdmuv1HBAUgC6XOBFqSUO0AoOBF48fDAPTKpU5eVlUFgBO9vvxUbsoVF3+MAIhIWF/4hEWxIwGLx/o1dy3vtiI1r74FQ673NGCHfGOf/viOiyeKH7HpVPLsKC+CH5jMYz+AVRao5XItPrG/MGpfrfbF9dhZrU15uFLmZ85fz23o1rcUiowgiCIwoMTxD/vqZZpHSxqMav+PBLRitxqkWiSmjr9lHy9fNISS6Om5cVlcADq4lTxkteJEAC8cSQakZxdY4VRx+H9Vhc2H+zBsmnl8AbC8IbCMVHZpz7qlNrv9wXjVvNKBAfEFbYA4PKH8Pf9PQnbYBHWeOd2ZrUy/VqVzYC6unK0t3shRK7pwVREU8OOpfXwJb8mKBUYQRAEQYwAtjc50BOJHj62uyNumqhMEBO5NeaDuJVFbhOIl0ST1Fjk1qKK7F0+q0LxuSWSJaDKasD4Um2BKwBY92Yr5tVF87PyHHDpzHLNbRmNHW5pgtiO5n78cMtx3P16C+5/s1Uzosz8un3ekFikoiy2P4nilMunlSUUjC/t70kqluUR1sFWSEy2r9b6JZNLUj6WqUDE7aiO3BIEQRCFQ7zctFppojKBQcfDrOfhjUy8yovIrTxbQpIJQ/F8wyxy65GFVktMPCZFKnHpedEu0BJ5TR8KC7BH0nKtPWsMyqx6rJOJUAHAxxHrwGk1FtzyxXoAwMufx4+UCgAOdXvjrFXCc0CZRQ9nwA+HN4iwIMDuFvuzZuEYTKk0wxcMw6TnpUlkahrkGQgGiTzCOhRPdrJ9tdZfPa86pWNZCkTc5m/PCYIgCEJGOsUMMkWJKfpnNC/ErSxym4p40UpFVqFhS+j3hXE8kvKKvV5vH/AjGBZw3OGDJxiGRc/jwillMOt4zcllAPAf44ul1+XyCORg3Z8cxEgl86z2eUM42e+H0x+GScdh6dQyTK+04AtjbJheaYmJes6pEf28bx/XTlGmdTy2b7KIaTop4dQk21e9PtVjUeSWIAiCIEYQ6RQzyBTFJr1ULCAfxK3VMPRUT2pxy0q2ftIhRl9nVlnQ1O2FNxhG+4Bfmt0/s9oCHc8l9IXKy/7KI5CJoqrx4AD87/KJmF5pQeMpsahBny+IA51if6ZXWWImHaqjno0dbuzr9EhFEebVWvG10yrhCYYV0WdAvNbWL5sIXzCcdsR0pCCfRGbK4wll+SvLVTz00EP41re+hYcffni4u0IQBEEMA0PxMg4WuaAtyQPPrY7nJAETileyKgnyCWVlZp1UNKA5Usa32qaXPLbvHO/H7pNi1HNSabSIhXycGCYdh0mywhFs23hRVXlkVA3Piblpp0cyKbB0YE3dXuxqEfuj5buVH7PKasDsamUmhrm1NnxhjA1njS3WvNZYFDjdiOlIQZHnliK3w8/FF1+MCy64AG+99dZwd4UgCIIYJnKdX1YuaPMhcru9yQFvxCv710Y7Ki16zeIEidhzMlr+1uENob5Y/DfTytVWg1RA46+fdkvb/uPzXowtNWHp1DJpnP737VYctIui2BcS8MaRvrj9SeQlNel5yTcrj5wyuiKFJeSle/950IFJZeaE339MkQFWAy9l3tj4cRdKTDrFd8inyGwyKM/tCOO0007Dvn37hrsbBEEQxDCTy/yyxeb8EbeZmHBndwfwuz2nFMvkRQUAMb8wE6xytI53SLVdsv6oxzaVsba7A9h9MrZoQirfv9sTVKSUU+8zEnMZDwWK3GaQ/fv345VXXsHRo0fR29uL22+/HWeddZZim61bt+KVV16Bw+HAuHHjcP3112PWrFnD1GOCIAiCUEZufcHs5tUdKokm3KUq0LTaUH/2h8MJizYkKjiQbn9SIVkRiUTHS1Y0odCQi1unP4SyODmNRzojQpb7fD5MmjQJq1at0ly/c+dOPP3007jiiiuwfv16zJo1C+vWrYPdbs9xTwmCIAgiSqtM/Kx55UhW8+oOFTaRS066E+7itcGwGXlMLjfHzW6gVXBgKP1JBa3jpHq8XPVxpPBZZ7Ts8Hc3Hx3R13MiRoQknz9/PubPnx93/ebNm7FkyRJceOGFAIDrr78en3zyCbZt24ZvfvObaR8vEAggEAhInzmOg8Vikf6dCVg7mWqPyA40TvkBjVN+MNrGye4KKFJEsVfWC+qLUGUbeVG9apsRa/+jDo/tbkdYiEyCOrsO1bbUhZpWG99eWIvH94hVwcrN+phtGOrjZaI/g+lzvP6k+n2z0Uctcn0/2V0BvHygV/o80q/nRIwIcZuIYDCII0eO4LLLLlMsnzt3Lg4ePDioNjdt2oQXX3xR+jx58mSsX78e1dXVQ+qrFrW1tRlvk8g8NE75AY1TfjBaxqn1RGyRgbAA+I3FqKuLrbA1Eriurg7L503GyV4PxpVbMKY4/eIE6jbeO9oDAaKX92S/H3u6BFz3pVnSNmYDD28grHm8TPQn3T4n6k8q3zdbfYxHru6nfLye4zHixW1/fz/C4TBKS0sVy0tLS+FwRMPl999/P44cOQKfz4c1a9bg9ttvx9SpUzXbvPzyy7FixQrpM3sq6urqQjAYzEi/OY5DbW0tOjo6pJrQxMiDxik/oHHKD0bbOJn8Ac28ukb/ANrbU6ueNRxwHIczJojj1O4c/DjVG4DOUwO4f2uTYvm6bZ+jwRpElc2AehbwMwBhpxftsfO6pLYSrc8UqfYn3r656CMj1/dTPlzPer0+pUDkiBe3DK2wvHzZXXfdlXJbBoMBBoMBW7ZswdatWzFu3DjcdtttAJDxC0gQhFHxI5/v0DjlBzRO+cFoGadKqx5rz67FY3s6oq+sI9Ww8uH7Z2KcWvt9mtG+tgGfVBWMGBq5up/y/XqWM+KvvJKSEvA8r4jSAkBfX19MNDddli9fjuXLlw+pDYIgCGL0Uoi5TtNhOKrCEdmjUK7nEZEtIRF6vR4NDQ1obGxULG9sbMSMGTOG1PaWLVtwyy23UFUzgiAIYtDkWxWqTDIcVeGI7FII1/OIiNx6vV50dEQTS3d2duLYsWMoKipCVVUVVqxYgUceeQQNDQ2YPn06duzYAbvdjqVLlw7puBS5JQiCIIihUSjRPqJwGBHitrm5Gffee6/0ecOGDQCA8847D2vXrsWiRYswMDCAl156Cb29vRg/fjx+/OMfZyW7AUEQBEEQ6VFolbqI/GZEiNs5c+bghRdeSLjNsmXLsGzZsoweV2tCGUEQBEEQBJG/jAhxO1yQLYEgCIIgCKKwGNXiliK3BEEQBEEQhcWoFrcUuSUIgiAIgigsRnwqMIIgCIIgCIJIlVEduVWj12f+dGSjTSLz0DjlBzRO+QGNU35A45Qf0DhFSfVccEK+1VTLIMxzu2DBAlx77bXD3R2CIAiCIAhiiIxqW8Ly5cvxq1/9KivC1uPx4Ec/+hE8Hk/G2yYyB41TfkDjlB/QOOUHNE75AY3T4BnV4jabCIKAo0ePYhQHxvMCGqf8gMYpP6Bxyg9onPIDGqfBQ+KWIAiCIAiCKBhI3BIEQRAEQRAFg+6ee+65Z7g7UajwPI85c+ZAp9MNd1eIBNA45Qc0TvkBjVN+QOOUH9A4DY5RnS2BIAiCIAiCKCzIlkAQBEEQBEEUDCRuCYIgCIIgiIKBxC1BEARBEARRMJC4JQiCIAiCIAoGKlicgP379+OVV17B0aNH0dvbi9tvvx1nnXWWtP7KK6/U3O+aa67Bf/3XfwEA7rnnHuzfv1+xftGiRfjBD34gfXY6nXjqqafwwQcfAADOPPNMrFq1CjabLdNfqSBJNk5erxd/+ctf8P7772NgYAA1NTW4+OKL8eUvf1naJhAIYOPGjXj33Xfh9/tx2mmn4YYbbkBlZaW0DY3T0MjEONH9lH2SjZPD4cBf/vIXNDY2wuVyYdasWVi1ahXq6uqkbeh+yj6ZGCe6n7LLpk2bsGfPHrS2tsJoNGL69Om45pprUF9fL20jCAL+9re/4fXXX4fT6cS0adOwevVqjB8/XtqG7qf0IXGbAJ/Ph0mTJuGCCy7Aww8/HLP+97//veLz3r178fjjj+Pss89WLL/wwgtx1VVXSZ+NRqNi/W9+8xt0d3fjrrvuAgA88cQTeOSRR3DnnXdm6qsUNMnG6emnn8a+ffvwve99D9XV1WhsbMQf//hHlJeXY+HChdI2H374Ib7//e+juLgYGzZswIMPPoj169eD58UXHDROQyMT4wTQ/ZRtEo2TIAh46KGHoNfr8cMf/hBWqxWbN2/Gz3/+c/zyl7+E2WwGQPdTLsjEOAF0P2WT/fv3Y9myZZgyZQpCoRD++te/4r777lOMwcsvv4x//vOfuPnmm1FXV4e///3vuO+++/DrX/8aFosFAN1Pg0IgUmLlypXC7t27E26zfv164d5771Us+5//+R/hqaeeirtPS0uLsHLlSuHQoUPSsoMHDworV64UWltbh9Tn0YjWON16663C3/72N8WyO+64Q3juuecEQRAEl8slfP3rXxfeffddaX13d7dw5ZVXCnv37hUEgcYp0wxmnASB7qdcox6n1tZWYeXKlcKJEyekZaFQSPjWt74l7NixQxAEup+Gg8GMkyDQ/ZRr+vr6hJUrVwr79u0TBEEQwuGwcOONNwqbNm2StvH7/cJ1110nbNu2TRAEup8GC3luM4TD4cDevXuxZMmSmHVvv/02Vq9ejVtvvRUbNmyAx+OR1h06dAhWqxXTpk2Tlk2fPh1WqxUHDx7MSd8LnRkzZuDDDz9ET08PBEHAZ599hvb2dsybNw8AcOTIEYRCIcydO1fap6KiAhMmTMChQ4cA0DjlgmTjxKD7afgIBoMAAIPBIC3jeR56vR6ff/45ALqfRgKpjBOD7qfc4Xa7AQBFRUUAgM7OTjgcDpx++unSNgaDAbNnz5bOL91Pg4NsCRnirbfegtlsVnieAGDx4sWoqalBWVkZWlpa8Oyzz+L48eO4++67AYiiuLS0NKa90tJSOByOnPS90Fm1ahUef/xxrFmzBjqdDhzHYc2aNZg5cyYAcQz0er30g8OQjwGNU/ZJNk4A3U/DTX19Paqrq/Hss8/ipptugtlsxubNm+FwOBT3Ct1Pw0sq4wTQ/ZRLBEHAM888g5kzZ2LChAkAIJ1D9TkuLS2F3W6XtqH7KX1I3GaIf//73/jSl74U41e66KKLpH9PmDABdXV1uPPOO3HkyBE0NDTEbU8QBHAcl7X+jiZee+01HD58GHfccQeqq6tx4MAB/PGPf0RZWZniaViNkELxPhqnzJHKONH9NLzo9Xrcdttt+N3vfodVq1aB53l84QtfwPz585PuS/dT7kh1nOh+yh1PPvkkTpw4gZ/97Gcx69TnMtV7JZVtRus4kbjNAAcOHEBbW5tihmk8Jk+eDJ1Oh46ODjQ0NKCsrAx9fX0x2/X392s+iRHp4ff78dxzz+GHP/whFixYAACYOHEijh07hldffRVz585FWVkZgsEgnE6n4um4v78fM2bMAAAapyyTyjhpQfdT7mloaMBDDz0Et9uNYDCIkpIS/OQnP5HEEN1PI4Nk46QF3U/Z4U9/+hM+/M2t1zAAAAcSSURBVPBD3HvvvYoMB2VlZQDEyGt5ebm0XH5+6X4aHOS5zQBvvPEGGhoaMGnSpKTbtrS0IBQKSRf19OnT4Xa70dTUJG1z+PBhuN1u6cIlBk8wGEQoFIp5euV5XnrybWhogE6nQ2Njo7S+t7cXJ06cwPTp0wHQOGWbVMZJC7qfhg+r1YqSkhK0t7ejublZymhB99PIIt44aUH3U2YRBAFPPvkkdu/ejZ/+9KeoqalRrGeWEPm9EgwGsX//fun80v00OChymwCv14uOjg7pc2dnJ44dO4aioiJUVVUBEA3i7733Hq699tqY/Ts6OvDOO+9g/vz5KC4uxsmTJ7Fx40ZMnjxZ8hGOGzcO8+bNwxNPPIEbb7wRgJhibMGCBYpceER8ko3T7Nmz8ec//xlGoxHV1dXYv38/3nrrLVx33XUAxB//JUuWYOPGjSguLkZRURE2btyICRMmSBFDGqehM9RxovspNyQbp127dqGkpARVVVU4ceIEnn76aSxcuFCaFEP3U24Y6jjR/ZR9nnzySbzzzju44447YLFYJP+r1WqF0WgEx3H4z//8T2zatAl1dXWora3Fpk2bYDKZsHjxYmlbup/ShxNSMW6MUvbt24d77703Zvl5552HtWvXAgB27NiBp59+Gr///e9htVoV29ntdjzyyCNoaWmB1+tFZWUlFixYgJUrVypeLzidTum1BQCcccYZWL169ahNvpwuycbJ4XDg2WefxSeffAKn04nq6mpcdNFF+MpXviJFCv1+P/785z/jnXfeUSTJZg8xAI3TUBnqONH9lBuSjdNrr72GV199VXqVeu655+JrX/sa9PporITup+wz1HGi+yn7xCv0dPPNN+P8888HEC3isGPHDrhcLkydOhWrV6+WJp0BdD8NBhK3BEEQBEEQRMFAnluCIAiCIAiiYCBxSxAEQRAEQRQMJG4JgiAIgiCIgoHELUEQBEEQBFEwkLglCIIgCIIgCgYStwRBEARBEETBQOKWIAiCIAiCKBhI3BIEQYxAHnzwQVx//fWw2+0x65xOJ2666SbcfffdCIfDw9A7giCIkQuJW4IgiBHImjVroNPp8MQTT8Sse/LJJ+HxeLB27VrwPP2MEwRByKFfRYIgiBFIWVkZVq9ejU8++QTbt2+Xlu/Zswfvvvsurr32WtTW1ma1D+FwGIFAIKvHIAiCyDT65JsQBEEQw8GiRYuwZ88ebNy4EaeffjosFgv+8Ic/YO7cufjyl7+M5uZmvPjii/j888/h9/sxduxYXHbZZVi0aJHURn9/P1544QXs27cPdrsdJpMJ48ePx5VXXolZs2ZJ23V2duK73/0urr76agSDQbzxxhvo7u7GnXfeiXnz5g3H1ycIghgUnCAIwnB3giAIgtDG6XTitttuQ319PUpKStDY2Ihf/OIXaG9vx7p16zBt2jQsW7YMVqsVO3fuxJtvvombb74Z559/PgCgra0Nr732GmbPno2ysjJ4vV7s2bMH//73v/HTn/4Uc+bMARAVtxUVFairq5ParK2tRU1NzTCeAYIgiPSgyC1BEMQIpqioCGvWrMEDDzwAAPjud7+LyspK3HfffRg/fjx++tOfQqfTAQDmzZuH/v5+PPfcczj33HPB8zzq6+txww03SO2Fw2Gcfvrp6Orqwr/+9S9J3DIMBgPuuusu6PX054EgiPyEfr0IgiBGOPPnz8e0adPgdDpx7rnnoqOjA62trbj22msBAKFQSNp2wYIF+Oijj9DW1oZx48YBALZt24bXX38dJ0+eVHhox44dG3OsM888k4QtQRB5Df2CEQRB5AEGg0ESnQ6HAwCwceNGbNy4UXP7gYEBAMDmzZuxYcMGLF26FFdddRWKi4vB8zyef/55tLa2xuxXXl6epW9AEASRG0jcEgRB5BklJSUAgMsuuwxnn3225jb19fUAgLfffhtz5szBjTfeqFjv8Xiy20mCIIhhgsQtQRBEnlFfX4+6ujocP34c3/zmN5Nur7YZHD9+HIcOHUJVVVW2ukgQBDFskLglCILIQ2688UY88MADuP/++3HeeeehoqICTqcTra2tOHr0KG699VYAwBlnnIGXXnoJL7zwAmbPno22tja8+OKLqKmpoepmBEEUJCRuCYIg8pDTTjsN69atw9///nc888wzcDqdKC4uxrhx43DOOedI211xxRXw+Xx444038PLLL2PcuHG48cYbsWfPHuzfv38YvwFBEER2oDy3BEEQBEEQRMFA5XcJgiAIgiCIgoHELUEQBEEQBFEwkLglCIIgCIIgCgYStwRBEARBEETBQOKWIAiCIAiCKBhI3BIEQRAEQRAFA4lbgiAIgiAIomAgcUsQBEEQBEEUDCRuCYIgCIIgiIKBxC1BEARBEARRMJC4JQiCIAiCIAoGErcEQRAEQRBEwfD/AdxDywnk7uG3AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context(\"ggplot\"):\n", " fig, ax = plt.subplots(figsize=(8,3))\n", " ax.plot(stats['max'], marker='.', label='Max')\n", " ax.plot(stats['min'], marker='.', label='Min')\n", " ax.set_xlabel('Year')\n", " ax.set_ylabel(\"Square Footage\")\n", " ax.set_yscale('log')\n", " ax.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 72, "id": "c5efa9b2", "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": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.style.available" ] }, { "cell_type": "code", "execution_count": 74, "id": "32d05443", "metadata": {}, "outputs": [], "source": [ "# taste of next week\n", "import ipywidgets # help us change the plotting style interactively" ] }, { "cell_type": "code", "execution_count": 75, "id": "c068d35a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# step 1: hard code something\n", "with plt.style.context(\"ggplot\"):\n", " fig, ax = plt.subplots(figsize=(8,3))\n", " ax.plot(stats['max'], marker='.', label='Max')\n", " ax.plot(stats['min'], marker='.', label='Min')\n", " ax.set_xlabel('Year')\n", " ax.set_ylabel(\"Square Footage\")\n", " ax.set_yscale('log')\n", " ax.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 76, "id": "04845f01", "metadata": {}, "outputs": [], "source": [ "# step 2: put into function\n", "def make_plot(style):\n", " #with plt.style.context(\"ggplot\"):\n", " with plt.style.context(style):\n", " fig, ax = plt.subplots(figsize=(8,3))\n", " ax.plot(stats['max'], marker='.', label='Max')\n", " ax.plot(stats['min'], marker='.', label='Min')\n", " ax.set_xlabel('Year')\n", " ax.set_ylabel(\"Square Footage\")\n", " ax.set_yscale('log')\n", " ax.legend()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 77, "id": "91ff8723", "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": 78, "id": "67c83859", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot(\"seaborn\")" ] }, { "cell_type": "code", "execution_count": 80, "id": "08507470", "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": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.style.available" ] }, { "cell_type": "code", "execution_count": 79, "id": "adf48e73", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "59411170881b449181b655f73d58c3cb", "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": [ "# step 3: decorator\n", "@ipywidgets.interact(style=plt.style.available)\n", "def make_plot(style):\n", " #with plt.style.context(\"ggplot\"):\n", " with plt.style.context(style):\n", " fig, ax = plt.subplots(figsize=(8,3))\n", " ax.plot(stats['max'], marker='.', label='Max')\n", " ax.plot(stats['min'], marker='.', label='Min')\n", " ax.set_xlabel('Year')\n", " ax.set_ylabel(\"Square Footage\")\n", " ax.set_yscale('log')\n", " ax.legend()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 81, "id": "29a28b0c", "metadata": {}, "outputs": [], "source": [ "# what is the \"list\" of colormaps available to us?\n", "import matplotlib.cm as cm # we use this somewhere!" ] }, { "cell_type": "code", "execution_count": 82, "id": "b4bdcf87", "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": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.colormaps()" ] }, { "cell_type": "code", "execution_count": 86, "id": "5463e213", "metadata": {}, "outputs": [], "source": [ "import matplotlib" ] }, { "cell_type": "code", "execution_count": 88, "id": "db4143e2", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# let's make a widget for looking at colormaps!\n", "# step 1: hard-code\n", "\n", "colormap_name = 'jet' # not a great colormap, btw!\n", "\n", "fig, ax = plt.subplots(figsize=(8,0.8))\n", "col_map = plt.get_cmap(colormap_name)\n", "#col_map\n", "# default for drawing a colorbar (not worry about if you don't want to!)\n", "matplotlib.colorbar.ColorbarBase(ax,cmap=col_map,orientation='horizontal')\n", "ax.xaxis.set_visible(False) # turn off x-axis\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 89, "id": "e61e0a5e", "metadata": {}, "outputs": [], "source": [ "# step 2: function it!\n", "def make_colorbar(colormap_name):\n", " fig, ax = plt.subplots(figsize=(8,0.8))\n", " col_map = plt.get_cmap(colormap_name)\n", " # default for drawing a colorbar (not worry about if you don't want to!)\n", " matplotlib.colorbar.ColorbarBase(ax,cmap=col_map,orientation='horizontal')\n", " ax.xaxis.set_visible(False) # turn off x-axis\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 90, "id": "e40782b6", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAABRCAYAAABCMBeAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAFt0lEQVR4nO3dwZLaSBIG4ALRbE/seSN4zX2SeURf/QBzwIBgD5aaRFSXCnt6N2Lz+y4lZyWlkkTD345weHO73W4FAIA0tv/rDQAA8N8lAAIAJCMAAgAkIwACACQjAAIAJCMAAgAkIwACACSz6208Ho/ldDp95V4AAPgN+/2+vL+/r/Z1BcDj8Vj++ONfpZS/fndfAAB8kcPhUL59+7YaArsC4M+/+furlPLvUso/p+pbZZldpfbWmIu1t8VY66v1967bs8daX20u1joMje3E422jL/YPldqyb2jM9fbVzvlWqbX6anNr92O57qv9a9dZu5avvn8f/eE/3tmND+NmuNynptow95RSht11Gi+hNvVtp7GE/vJc203H22rfZeq5NtfYPvXHta6V/lrfWB3X9/hc23Xs8bHv+fpe7Z/71u73/X5cPu177P/8GWyrfa09fv4MXt3j2r6rz2yc+i7hno63qVYexlJK2cyXEGofx/M4hrlxMddbi2ss1y+llNY+fvWc8bhn/V8553L9WKtd57gY1/bRs35tjVfXj+foWb+Ucp6Ow1vtqXYJ/XPbubGN1lxvX+w/L8bedVs/DrW+H6WUP79/L6fT6e8JgHf/KKXMC64Fo1YAbNX+jjVatbV9v9rfsFmMa7UYALefjPG4FmpqIas3wPSEzrXc3wqAvYGuFcZ6+td+J+i5lrU1Xr1/H7W+ALh5m2ohAM7HmxAAt1Ntu33+At5+fClfnmr1L/beUNMKgK1Q0woTteD12rqtPfauO4QH2u7fdl77XLv/wO+m1w6LMfY9rrt5WuP+O888Nz7NPX483Kb+2tw83vexm/rn18Xj+3gN/ZU9jlPtEq69FQBboaY3OHz1Gj3r/84arb3FhzZWasNirpT290htH7XvouV3Vly/ZVOp1f7j2VtjrvX9F/rP01sxvNXKefNYqwWvWFsGqbX+nlpvAKzVdos/f7buUKn18o9AAACSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCSEQABAJIRAAEAkhEAAQCS2b3W/iO8ZKwsc2nU4qnOldrbYozzyzH2xVpPX62/dc7aXKw13BbjWu0aatdPxlJK2UzjWKltyrNabXnuWi3OXSt9tb0Ni9fGuXHRE+fjtSzfMrF/XMzF+dYjjmvMx63HPjTmevuq/eGm7saH8Tbcf35uc203htp1Gu9912l+s53GcCPn41i7fhzHGz4fX6b+2kML+5iObx8PKs5dH3p+nvNSqY3VMfaNoTZMx0Oldq3MbT9q93s1ftTu1ze/pta/a/TPfbX9PNauT+su+x77L9O5P9/jY19rj8/3Y9fc4/Wl2hA+IHbT8TbUhvHn8XAJfdNp57d6eMuXzXyq+DVyWYyfv237a7XPmtjf2sevnjMe96z/K+dcrh9rteusfRT03KPW+rU1as9srdb6/qvUztNbLLzVnmq1LZ4rtZ653r7Yf16Mveu2fhxqfT9Kv64AuN/vy+FwKN+///nC0nyovdlhIebt2ocFAKw5HA5lv9+v9m1ut1vt74CeHI/HcjqdfntjAAB8jf1+X97f31f7ugMgAAD/H/wjEACAZARAAIBkBEAAgGQEQACAZARAAIBkBEAAgGQEQACAZP4D1x1FOaxjLFsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_colorbar(\"jet\")" ] }, { "cell_type": "code", "execution_count": 91, "id": "bc1225a1", "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": 92, "id": "4ba62601", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6139a781ff844a82af1fb451826e9326", "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": [ "# step 3: decorate our function\n", "@ipywidgets.interact(colormap_name=plt.colormaps())\n", "def make_colorbar(colormap_name):\n", " fig, ax = plt.subplots(figsize=(8,0.8))\n", " col_map = plt.get_cmap(colormap_name)\n", " # default for drawing a colorbar (not worry about if you don't want to!)\n", " matplotlib.colorbar.ColorbarBase(ax,cmap=col_map,orientation='horizontal')\n", " ax.xaxis.set_visible(False) # turn off x-axis\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "8dbae8e7", "metadata": {}, "source": [ "Note: we didn't use the \"with\" statement here -- not changing matplotlib defaults\n", "\n", "Might circle back to this, but let's look at Michigan data first!\n", "\n", "# Colormaps with Michigan dataset" ] }, { "cell_type": "code", "execution_count": 93, "id": "768e6f63", "metadata": {}, "outputs": [], "source": [ "michigan_file = '/Users/jillnaiman/Downloads/michigan_lld.flt'" ] }, { "cell_type": "code", "execution_count": 98, "id": "7b9909eb", "metadata": {}, "outputs": [], "source": [ "# use numpy to read in from file\n", "michigan = np.fromfile(michigan_file, dtype='f4').reshape((5365,4201))\n", "# this shape is from prior knowledge of this dataset!" ] }, { "cell_type": "code", "execution_count": 99, "id": "1459c69c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-9999. , -9999. , -9999. , ..., -9999. ,\n", " -9999. , -9999. ],\n", " [-9999. , -9999. , -9999. , ..., -9999. ,\n", " -9999. , -9999. ],\n", " [-9999. , -9999. , -9999. , ..., -9999. ,\n", " -9999. , -9999. ],\n", " ...,\n", " [ 58.87491 , 59.874924, 58.874954, ..., 85.95175 ,\n", " 89.95175 , 89.95178 ],\n", " [ 58.87491 , 60.874924, 57.87494 , ..., 92.95175 ,\n", " 89.95175 , 84.95178 ],\n", " [ 55.87491 , 57.874924, 58.87494 , ..., 87.95175 ,\n", " 85.95175 , 83.95178 ]], dtype=float32)" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" } ], "source": [ "michigan" ] }, { "cell_type": "code", "execution_count": 100, "id": "ff805639", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5365, 4201)" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "michigan.shape" ] }, { "cell_type": "code", "execution_count": 101, "id": "e39bd37f", "metadata": {}, "outputs": [ { "data": { "image/png": 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AyEqMAABZiREAICsxAgBkJUYAgKzECACQlRgBALISIwBAVmIEAMhKjAAAWYkRACArMQIAZHVKMbJo0aIYPnx49OnTJ8aOHRuvvfbaMceuWbMmCoVCu+3tt98+5UkDAN1HyTHyzDPPxB133BH33ntv1NfXx4QJE6KmpiZ27dp13PO2bdsWDQ0Nxe2yyy475UkDAN1HyTHy8MMPx4wZM+K2226LkSNHxsKFC6O6ujoWL1583PMGDRoUgwcPLm49evQ45UkDAN1HSTHS2toaGzZsiMmTJ7c5Pnny5Hj99dePe+6YMWNiyJAhMWnSpFi9evVxx7a0tERzc3ObDQDonkqKkf3798f7778fVVVVbY5XVVVFY2Njh+cMGTIkHn300airq4sVK1bEiBEjYtKkSbFu3bpjPs78+fOjoqKiuFVXV5cyTQCgC+l5KicVCoU2+ymldseOGjFiRIwYMaK4P378+Ni9e3csWLAgPvWpT3V4zty5c6O2tra439zcLEgAoJsq6Z2RgQMHRo8ePdq9C7Jv375275Ycz9VXXx0//vGPj3l7WVlZlJeXt9kAgO6ppBjp3bt3jB07NlatWtXm+KpVq+Kaa6456fupr6+PIUOGlPLQAEA3VfLHNLW1tfHHf/zHMW7cuBg/fnw8+uijsWvXrpg5c2ZE/Pojlj179sQTTzwRERELFy6MYcOGxahRo6K1tTWefPLJqKuri7q6utP7TACALqnkGPnDP/zD+K//+q/46le/Gg0NDTF69OhYuXJlXHLJJRER0dDQ0OZvjrS2tsacOXNiz5490bdv3xg1alS89NJLMXXq1NP3LACALquQUkq5J3Eizc3NUVFREU1NTa4fAeCsNuzul3JPoWQ7HrqhU+73ZF+//TYNAJCVGAEAshIjAEBWYgQAyEqMAABZiREAICsxAgBkJUYAgKzECACQlRgBALISIwBAVmIEAMhKjAAAWYkRACArMQIAZCVGAICsxAgAkJUYAQCyEiMAQFZiBADISowAAFmJEQAgKzECAGQlRgCArMQIAJCVGAEAshIjAEBWYgQAyEqMAABZiREAICsxAgBkJUYAgKzECACQlRgBALISIwBAVmIEAMhKjAAAWYkRACArMQIAZCVGAICsxAgAkJUYAQCyEiMAQFZiBADISowAAFmJEQAgKzECAGQlRgCArMQIAJCVGAEAshIjAEBWYgQAyEqMAABZiREAICsxAgBkJUYAgKzECACQlRgBALISIwBAVmIEAMhKjAAAWYkRACArMQIAZCVGAICsxAgAkJUYAQCyEiMAQFZiBADIquepnLRo0aL427/922hoaIhRo0bFwoULY8KECcccv3bt2qitrY233norhg4dGnfddVfMnDnzlCd9Og27+6XcUyjZjoduyD0FADhtSn5n5Jlnnok77rgj7r333qivr48JEyZETU1N7Nq1q8Px27dvj6lTp8aECROivr4+7rnnnpg9e3bU1dV96MkDAF1fyTHy8MMPx4wZM+K2226LkSNHxsKFC6O6ujoWL17c4fglS5bExRdfHAsXLoyRI0fGbbfdFn/yJ38SCxYs+NCTBwC6vpI+pmltbY0NGzbE3Xff3eb45MmT4/XXX+/wnDfeeCMmT57c5tiUKVNi6dKlcejQoejVq1e7c1paWqKlpaW439TUFBERzc3NpUz3pBxp+T+n/T47W2esAwCnh9eV9vebUjruuJJiZP/+/fH+++9HVVVVm+NVVVXR2NjY4TmNjY0djj98+HDs378/hgwZ0u6c+fPnx3333dfueHV1dSnT7bYqFuaeAQDdSWe/rhw4cCAqKiqOefspXcBaKBTa7KeU2h070fiOjh81d+7cqK2tLe4fOXIk3n333aisrDzu45Squbk5qqurY/fu3VFeXn7a7hdr29msb+extp3H2naes3VtU0px4MCBGDp06HHHlRQjAwcOjB49erR7F2Tfvn3t3v04avDgwR2O79mzZ1RWVnZ4TllZWZSVlbU5dv7555cy1ZKUl5efVf/xuhNr27msb+extp3H2naes3Ftj/eOyFElXcDau3fvGDt2bKxatarN8VWrVsU111zT4Tnjx49vN/6VV16JcePGdXi9CADwm6Xkb9PU1tbGY489FsuWLYutW7fGnXfeGbt27Sr+3ZC5c+fG9OnTi+NnzpwZO3fujNra2ti6dWssW7Ysli5dGnPmzDl9zwIA6LJ6zJs3b14pJ4wePToqKyvjwQcfjAULFsSvfvWr+O53vxtXXXVVREQ8+eSTsXPnzrj11lsjIuKCCy6Ia6+9Nh555JH42te+FvX19fHAAw+0CZacevToEZ/+9KejZ89TunyG47C2ncv6dh5r23msbefpymtbSCf6vg0AQCfy2zQAQFZiBADISowAAFmJEQAgq24RIw888EBcc801ce655x7zj6Pt2rUrpk2bFv369YuBAwfG7Nmzo7W1tc2YzZs3x3XXXRd9+/aNCy+8ML761a+2+3v6a9eujbFjx0afPn3i0ksvjSVLlrR7rLq6urjyyiujrKwsrrzyynj++edP35PN7Ec/+lF89rOfjYEDB0Z5eXn87u/+bqxevbrNmDO51t3RSy+9FJ/85Cejb9++MXDgwLjxxhvb3G59P5yWlpb4+Mc/HoVCITZt2tTmNmtbuh07dsSMGTNi+PDh0bdv3/jIRz4Sf/3Xf91u3axt51m0aFEMHz48+vTpE2PHjo3XXnst95RKl7qBv/qrv0oPP/xwqq2tTRUVFe1uP3z4cBo9enSaOHFi2rhxY1q1alUaOnRomjVrVnFMU1NTqqqqSjfffHPavHlzqqurS/37908LFiwojvnpT3+azj333HT77benLVu2pG9/+9upV69e6bnnniuOef3111OPHj3Sgw8+mLZu3ZoefPDB1LNnz/Tmm2927iKcIR/96EfT1KlT03/8x3+kH/3oR+lLX/pSOvfcc1NDQ0NK6cyudXf03HPPpQsuuCAtXrw4bdu2Lb399tvp2WefLd5ufT+82bNnp5qamhQRqb6+vnjc2p6af/7nf0633nprevnll9M777yT/umf/ikNGjQofeUrXymOsbad5+mnn069evVK3/72t9OWLVvS7bffnvr165d27tyZe2ol6RYxctTy5cs7jJGVK1emc845J+3Zs6d47KmnnkplZWWpqakppZTSokWLUkVFRfqf//mf4pj58+enoUOHpiNHjqSUUrrrrrvSFVdc0ea+/+zP/ixdffXVxf0/+IM/SNdff32bMVOmTEk333zzh3+Cmf3iF79IEZHWrVtXPNbc3JwiIv3gBz9IKZ3Zte5uDh06lC688ML02GOPHXOM9f1wVq5cma644or01ltvtYsRa3v6/M3f/E0aPnx4cd/adp5PfOITaebMmW2OXXHFFenuu+/ONKNT0y0+pjmRN954I0aPHt3mh3qmTJkSLS0tsWHDhuKY6667rs1v4kyZMiX27t0bO3bsKI6ZPHlym/ueMmVKrF+/Pg4dOnTcMa+//npnPLUzqrKyMkaOHBlPPPFEHDx4MA4fPhyPPPJIVFVVxdixYyPizK51d7Nx48bYs2dPnHPOOTFmzJgYMmRI1NTUxFtvvVUcY31P3c9//vP40z/90/jud78b5557brvbre3p09TUFAMGDCjuW9vO0draGhs2bGi3JpMnT+5yrzm/ETHS2NjY7of8Lrjggujdu3fxR/w6GnN0/0RjDh8+HPv37z/umA/+WGBXVCgUYtWqVVFfXx/9+/ePPn36xN///d/H97///eK1Omdyrbubn/70pxERMW/evPjLv/zL+N73vhcXXHBBXHfddfHuu+9GhPU9VSmluPXWW2PmzJkxbty4DsdY29PjnXfeiW984xvFnwiJsLadZf/+/fH+++93i9ecszZG5s2bF4VC4bjb+vXrT/r+CoVCu2MppTbHPzgm/b8Lp07HmI4e/2xxsmudUoovfelLMWjQoHjttdfi3/7t3+Kzn/1sfOYzn4mGhobi/Z3Jte4KTnZ9jxw5EhER9957b9x0000xduzYWL58eRQKhXj22WeL92d9/9fJru03vvGNaG5ujrlz5x73/qzt/zqVf4P37t0b119/fXz+85+P2267rc1t1rbzdLXXnI6ctX/AftasWXHzzTcfd8ywYcNO6r4GDx4c//qv/9rm2C9/+cs4dOhQsSgHDx7criT37dsXEXHCMT179ozKysrjjvlguZ5NTnatX3311fje974Xv/zlL4s/Ub1o0aJYtWpVfOc734m77777jK51V3Gy63vgwIGIiLjyyiuLx8vKyuLSSy+NXbt2RcSZ/X+5KzjZtb3//vvjzTffbPMRQETEuHHj4gtf+EJ85zvfsbYfUOq/wXv37o2JEyfG+PHj49FHH20zztp2joEDB0aPHj263GtOh87wNSqd6kQXsO7du7d47Omnn2538dT555+fWlpaimMeeuihdhdPjRw5ss19z5w5s90FrDU1NW3GXH/99d3iAtYXX3wxnXPOOenAgQNtjl9++eXpgQceSCmd2bXubpqamlJZWVmbC1hbW1vToEGD0iOPPJJSsr6naufOnWnz5s3F7eWXX04RkZ577rm0e/fulJK1/TB+9rOfpcsuuyzdfPPN6fDhw+1ut7ad5xOf+ET68z//8zbHRo4c2eUuYO0WMbJz585UX1+f7rvvvnTeeeel+vr6VF9fX3zRPPq1skmTJqWNGzemH/zgB+miiy5q87Wy//7v/05VVVXpj/7oj9LmzZvTihUrUnl5eYdfK7vzzjvTli1b0tKlS9t9rexf/uVfUo8ePdJDDz2Utm7dmh566KFu89XeX/ziF6mysjLdeOONadOmTWnbtm1pzpw5qVevXmnTpk0ppTO71t3R7bffni688ML08ssvp7fffjvNmDEjDRo0KL377rspJet7umzfvv2YX+21tqXZs2dP+uhHP5p+7/d+L/3sZz9LDQ0Nxe0oa9t5jn61d+nSpWnLli3pjjvuSP369Us7duzIPbWSdIsYueWWW1JEtNtWr15dHLNz5850ww03pL59+6YBAwakWbNmtfkKWUop/fCHP0wTJkxIZWVlafDgwWnevHnFIj9qzZo1acyYMal3795p2LBhafHixe3m8+yzz6YRI0akXr16pSuuuCLV1dV1yvPO4d///d/T5MmT04ABA1L//v3T1VdfnVauXNlmzJlc6+6mtbU1feUrX0mDBg1K/fv3T7//+7+f/vM//7PNGOv74XUUIylZ21OxfPnyDv/9/eAb79a283zrW99Kl1xySerdu3f67d/+7bR27drcUypZIaUP/Hk7AIAz6Kz9Ng0A8JtBjAAAWYkRACArMQIAZCVGAICsxAgAkJUYAQCyEiMAQFZiBADISowAAFmJEQAgKzECAGT1fwE4bl8MMa0v7gAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(michigan.flatten())\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 102, "id": "426c94b7", "metadata": {}, "outputs": [], "source": [ "michigan[michigan==-9999] = np.nan" ] }, { "cell_type": "code", "execution_count": 104, "id": "b9e1a8c0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(nan, nan)" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(michigan), np.max(michigan)" ] }, { "cell_type": "code", "execution_count": 105, "id": "c92ee3b4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-275.89, 351.94348)" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.nanmin(michigan),np.nanmax(michigan)" ] }, { "cell_type": "code", "execution_count": 107, "id": "3f265258", "metadata": {}, "outputs": [ { "data": { "image/png": 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CAgDIpuywWLZsWUyaNClqamqioqIi7rnnno6YCwDohsoOi61bt8Zxxx0Xv/jFLzpiHgCgG+tb7gMmTJgQEyZM6IhZAIBuruywKFexWIxisVi63tzc3NFPCQB0kQ4/eLO+vj6qqqpKl9ra2o5+SgCgi3R4WMyaNSuamppKl/Xr13f0UwIAXaTDfxRSKBSiUCh09NN0WyNm3t/VIwBANr7HAgDIpux3LN5+++145ZVXStdfe+21ePbZZ2Pw4MFx6KGHZh0OAOheyg6LZ555JsaPH1+6PmPGjIiImDx5ctx2223ZBgMAup+yw2LcuHGRUuqIWQCAbs4xFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBs+nb1ADmNmHl/V48AAL2adywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDY96iRkAOy9uuOJItfOmdjVI3Q73rEAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDa7FRY333xzjBw5Mvbbb78YO3Zs/O1vf8s9FwDQDZUdFnfeeWdcfvnlcdVVV8WqVavi5JNPjgkTJsS6des6Yj4AoBspOyzmzZsXF198cVxyySVx9NFHxw033BC1tbUxf/78jpgPAOhGyjq76bZt22LFihUxc+bMVrefccYZ8cQTT7T5mGKxGMVisXS9qakpIiKam5vLnfVjtRT/k/3XBKD36og/q7qrHXuRUmp3XVlhsXnz5ti+fXscfPDBrW4/+OCDY+PGjW0+pr6+Pq655pqdbq+trS3nqQGg01Xd0NUT7H22bNkSVVVVu7y/rLDYoaKiotX1lNJOt+0wa9asmDFjRul6S0tLvPnmmzFkyJDSY5qbm6O2tjbWr18flZWVuzNSj2Z/ds3etM/+tM/+tM/+tK+37U9KKbZs2RI1NTXtrisrLIYOHRp9+vTZ6d2JTZs27fQuxg6FQiEKhUKr2/bff/8211ZWVvaKfzm7y/7smr1pn/1pn/1pn/1pX2/an/beqdihrIM3+/XrF2PHjo0lS5a0un3JkiVx4oknljcdANDjlP2jkBkzZsSFF14Yxx9/fNTV1cVvfvObWLduXUyZMqUj5gMAupE+s2fPnl3OA0aPHh1DhgyJ6667LubOnRvvvPNO/O53v4vjjjtuzwbp0yfGjRsXffvu1mEfPZ792TV70z770z770z770z77s7OK9HGfGwEA+B85VwgAkI2wAACyERYAQDbCAgDIplPD4uyzz45DDz009ttvvxg2bFhceOGF0djY2GrNunXrYtKkSTFgwIAYOnRofO9734tt27a1WtPQ0BCnnnpq9O/fPw455JD46U9/+rHfXb63W7t2bVx88cUxcuTI6N+/f4waNSquvvrqnV57b92fiIhrr702TjzxxPjEJz6xyy9Z683705abb745Ro4cGfvtt1+MHTs2/va3v3X1SB1u2bJlMWnSpKipqYmKioq45557Wt2fUorZs2dHTU1N9O/fP8aNGxfPP/98qzXFYjGmT58eQ4cOjQEDBsTZZ58dGzZs6MyX0WHq6+vjhBNOiEGDBsVBBx0U55xzTqxZs6bVmt66R/Pnz48xY8aUvvCqrq4uHnjggdL9vXVfypY60bx589KTTz6Z1q5dmx5//PFUV1eX6urqSve///77afTo0Wn8+PFp5cqVacmSJammpiZNmzattKapqSkdfPDB6fzzz08NDQ3p7rvvToMGDUpz587tzJeS3QMPPJC+853vpIceeii9+uqr6d57700HHXRQ+v73v19a05v3J6WUfvKTn6R58+alGTNmpKqqqp3u7+3781ELFy5M++67b7rlllvSCy+8kC677LI0YMCA9Prrr3f1aB3qr3/9a7rqqqvS3XffnSIiLVq0qNX9c+bMSYMGDUp33313amhoSN/4xjfSsGHDUnNzc2nNlClT0iGHHJKWLFmSVq5cmcaPH5+OO+649P7773f2y8nuzDPPTAsWLEjPPfdcevbZZ9PEiRPToYcemt5+++3Smt66R/fdd1+6//7705o1a9KaNWvSlVdemfbdd9/03HPPpZR6776Uq1PD4qPuvffeVFFRkbZt25ZS+uA3hH322Se98cYbpTV33HFHKhQKqampKaWU0s0335yqqqrSu+++W1pTX1+fampqUktLS+e+gA72f//3f2nkyJGl6/bnAwsWLGgzLOxPa5/73OfSlClTWt121FFHpZkzZ3bRRJ3vo2HR0tKSqqur05w5c0q3vfvuu6mqqir96le/Siml9NZbb6V99903LVy4sLTmjTfeSPvss0968MEHO2/4TrJp06YUEemxxx5LKdmjjzrggAPSb3/7W/tShi47xuLNN9+MP/zhD3HiiSfGvvvuGxERTz75ZIwePbrVCU7OPPPMKBaLsWLFitKaU089tdX5R84888xobGyMtWvXdupr6GhNTU0xePDg0nX70z7781/btm2LFStWxBlnnNHq9jPOOCOeeOKJLpqq67322muxcePGVvtSKBTi1FNPLe3LihUr4r333mu1pqamJkaPHt0j966pqSkiovR7jT36wPbt22PhwoWxdevWqKursy9l6PSwuOKKK2LAgAExZMiQWLduXdx7772l+zZu3LjTycwOOOCA6NevX+nEZ22t2XF9V6du745effXVuOmmm1p9Vbr9aZ/9+a/NmzfH9u3b23ytPel1lmvHa29vXzZu3Bj9+vWLAw44YJdreoqUUsyYMSNOOumkGD16dETYo4aGhhg4cGAUCoWYMmVKLFq0KI455phevy/l2OOwmD17dlRUVLR7eeaZZ0rrf/jDH8aqVati8eLF0adPn/j2t7/d6sC5tk6/nj5yWva2Ttu+q8d2tXL3JyKisbExzjrrrDjvvPPikksuaXWf/WlfT9ufPdXWa+2Jr7Ncu7MvPXHvpk2bFqtXr4477rhjp/t66x4deeSR8eyzz8by5cvj0ksvjcmTJ8cLL7xQur+37ks59vjLzadNmxbnn39+u2tGjBhR+uehQ4fG0KFD44gjjoijjz46amtrY/ny5VFXVxfV1dXx1FNPtXrsv//973jvvfdKlVhdXd3madsjdi7JvUG5+9PY2Bjjx48vneDtw+xP+3ri/uyuoUOHRp8+fdp8rT3pdZaruro6Ij74m+WwYcNKt394X6qrq2Pbtm3x73//u9XfPDdt2tSjzuI8ffr0uO+++2LZsmUxfPjw0u29fY/69esXhx9+eEREHH/88fH000/HjTfeGFdccUVE9N59KUsXHNdRsm7duhQR6dFHH00p/ffgu8bGxtKahQsX7nTw3f7775+KxWJpzZw5c3rEwXcbNmxIn/rUp9L555/f5hHEvX1/dvi4gzd7+/7s8LnPfS5deumlrW47+uijHbxZXZ1+/vOfl24rFottHoB35513ltY0Njb2mAPwWlpa0tSpU1NNTU166aWX2ry/t+/Rh5122mlp8uTJ9qUMnRYWTz31VLrpppvSqlWr0tq1a9MjjzySTjrppDRq1KjSEfo7Pi54+umnp5UrV6aHH344DR8+vNXHBd9666108MEHpwsuuCA1NDSkP/3pT6mysrLbf1zwjTfeSIcffng67bTT0oYNG9I//vGP0mWH3rw/KaX0+uuvp1WrVqVrrrkmDRw4MK1atSqtWrUqbdmyJaVkfz5qx8dNb7311vTCCy+kyy+/PA0YMCCtXbu2q0frUFu2bCn9txERad68eWnVqlWlj9nOmTMnVVVVpT/96U+poaEhXXDBBW1+ZHD48OHp4YcfTitXrkynnXZaj/nI4KWXXpqqqqrS0qVLW/0+85///Ke0prfu0axZs9KyZcvSa6+9llavXp2uvPLKtM8++6TFixenlHrvvpSr08Ji9erVafz48Wnw4MGpUCikESNGpClTpqQNGza0Wvf666+niRMnpv79+6fBgwenadOmtfpo4I5f6+STT06FQiFVV1en2bNnd/u/bS5YsCBFRJuXD+ut+5NSSpMnT25zf3a845VS796ftvzyl79Mhx12WOrXr1/67Gc/W/pIYU/26KOPtvnfyeTJk1NKH/yN/Oqrr07V1dWpUCikU045JTU0NLT6Nd555500bdq0NHjw4NS/f//01a9+Na1bt64LXk1+u/p9ZsGCBaU1vXWPvvvd75b+fznwwAPT6aefXoqKlHrvvpTLadMBgGycKwQAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZPP/m84ftaRib2IAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(michigan.flatten())\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 108, "id": "185e7627", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(michigan[~np.isnan(michigan)]) # to be fancy about it\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 109, "id": "32021006", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 110, "id": "5b71fecf", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan)\n", "plt.colorbar()\n", "plt.clim(0,100)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 111, "id": "d319a481", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan, cmap='seismic')\n", "plt.colorbar()\n", "#plt.clim(0,100)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 112, "id": "cefcb981", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-275.89, 351.94348)" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.nanmin(michigan), np.nanmax(michigan)" ] }, { "cell_type": "code", "execution_count": 113, "id": "9f655b80", "metadata": {}, "outputs": [ { "data": { "image/png": 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ZmbH3W+M1q1Wg2URaG+usn7gertfDdG00gHPngmQbkwL1Gb3QtAXPX1LrS3qbhcbGgJe/3CZ4owE0myjRludjnIDgB03JR1eEdMcXNUhBv0XPUL75fJM9gHmpT7mGf/PX048kSbenJo0e3nbhl8BU6SqgK5dWw0Q7dVWBubNfPkja93M9Lsax944rvF7rcJ6N4fKSqVmVE2sh3wbfrs7Ydzcf6JbuenU1dkwlrYtd7+1T6vzRatljnp+PA29MS5fndg0lkZgaUX2oPKjFwiuVNBOdEu/tp7wnP731u9cigsdioRS9pMHYerJCUXRysjg3qBZvtVCqVgFUOsA1PGzFxseBsez7eNVN4/i/RypoNgNmaghFkoQw1MtBA+3P863jpUCbH/ROnzbmPjVlM/748eDS3rbNFQCLs5YfDaAmMb0VwaVaDb+Xl7szj3guAMQlDl02a7lYGcDuo+ESLMcI2cHBsPynyMDraJDSOr1qcv9+oFbrgA0ZSCU73w2qGq7Aehlsrpws1QDrvJjuyQOWgB2EEXYxEqqrNB5O++bFG1e/t98AYR3jwcBLb16iUIoxcj3O+ywuFtcYMUBQSULPabf4GRgI6zG9t88toGpTjfyoVu3RqRbcvwJ+TGL99tKu75O2wUuGvr++n34cFfB9Dgh9LQAgmfoRVLAUVgM+l2r7m3F4gLGMchkYq60CDx8DvvUt/Ni11+KR7BWFbHd5Xnz1++rNK482P+idOgWUSpZBpV63N/rIEQtTAIrS0cpKMdgciNujdOkM2Ns0Px88QtWhhdcA3Wo+5ZSeA/C/15n4trBOBdWVFQO7bduKqj3lIj7QylvkgYJBn5cO4UK3dKf1+v45LluQGKtjqHjO6P6z/Loqr7YE3yXprQd40j56TapEQAbmwUWH0jN7X/3FwI5KgVarmDs75ijL+jklvDpNAc/H5OuUoSMvh4ekmn0Vmvnfm4t7jU1s7eLb4qV1P2Yst7AQ1qaxe8WuYZ2q6Wfbt24NecjL5Up7egyhUs1Dijm+240GhsZzjI6OodWy6dVsAt87UcJVk5OWWH16GgdvegUefrg3QF8uSa/vvblx2vSgd3xxEdunp1GfnrasKnv3Ai97maWrolQGdIcaAOFN8QydUhEZLVWhO3YEwNPyqluJqfyA7nJAnHNQOiJRmlOuR+eVbduK3Enr8/egCtcFiJewirwdeNsBPN8eD9Z6Pia9Qm6djqCSrFpwb+e6imQY6QYcZSqdjPs84D++rZ4zpSkuZKUuQFLJxksufjh7SR7+8anzBtdMc3NFBxbmUWg3DUDRlKz3YxmvnvRt4X9OTb++8hn0dMMQBTh/31g/e6wrutrhQynUwZj3JRDPztq4sB5VDsT66F8RdfjRqUIlTZ6MIJm0eehj9LZmIWKn1TKsa9ZegV3XvQLbtwNzs7aWPnGiexr2ko5fCOqD3sZp04Pe3sFBJIuLlmuz0UDeaKAyMWGqOwB45hmT0nbs6F4i6pI5Ji0QZIAQq6dqRKBbhah1+GVxTJxZT1KhPY+5JYFwf6o9YzoxtpfLYKBbdJiawgUMIW8zmAqWgJYDPN8H7Yd+VMKNdJWek0VG3f0KKtgMpasBoL3qmDfwffeiktgqlflT3eiBI3bMM3SguBOBJ66VVDD1YOKFe2WcGnaWJEF54Rl9bNx60datxUdEL9H17HIKnKoK7iWRxcYJ6M6nqcfYX+9R2ja7depVz1XvOao2Np2yHFPNGpimpWi7BwcDCDPTYLVqr9iu8rPYvn8Mk5N2/MyZYHv1qs4Xkvqgt3Ha9KAHtANVswylWg0VgsH8vM3igwdtZtOtjNKft5b3kpb4BsWCv5Uhx1RtKkF6UibNcrq3i9rzegGxT4lP+x5VuCrlKWfdvx8XkpFuZtlLXxMTBTy1669Uq9jo6xXD684x6gXpYBRzqlGQi41xmnZ1RwHPBxkrMHonDw6Bar39eTZZAa9aDZnylNZTbeo6SrrS9Rj8GkTzFqgEp8BQaT2LCoCRbaktetyCAOje0YnJl7UslQy6ANDc6xfLcOIflw/85+P2GV9i4xbLCMMx0PWavprDw8V86+zrxIRJdXluUnqyfQxJAoxVlzBWBSYnK51Fw8qKsZU+XVm0+UHvqqsCJzp7FnmjgWRiwlScNJ7UaqbDaDTM0SVNiwE45E78Ta7muZBKNvqtgLeelKf6GaU8DypMchPWoxHNXJaqtEnuos4uMeBl/9IUq9UR5LKSBoDVpIJSiqJESC4eWxBwfPQ+SRLdzy2GlTH1IG87lCwBWV70plVnHLYxZj/1zwqBUWuKLr13bHcBzSTHqn0aUP2mn02wKYVzXIto4hwFUIZNDg8XQZmMN8bQ/dBrOlNfXu9ZoR4vyzCU5FitjkTtaoVn1mphSDanVUk1pmTw9++l6vQSsB9TzVHuxz22/lQqKB/y4rqIz5JmPq6rms3gSQvYunllxdox1LKTlTRFJU0xss0qqy71N5G90mjzg169bpyh7Z2ZcJdzurhNTwOPPgq88pXA1VeHN4kMlfoSchruCj4x0a1T8m+Pfnu7l75tMUlE4+6Aopemck3PMYEAAnNz8S2NFFz5hu/b12mDF5Z4rKIHlZMrKTdRjuvqXk/lFmOQrGooXQVONLq5YEydqu1QvWH7ezUd6oC7BzyVbmIqKqYUI/CRIbJJKi3qyl/XL7p+okSyuFiMz8tzW9eMjtoxTWCc5/Z/cbH4+JngWYdEh0a1wjrtksQWN6iNdbYuKmUXMNR2QIqt5wB0zV2vePDH/NqO3ypx6vV+EZKmxWej6za9h78mRnzFdO1IQNVnyKlOCwbrJuAODu7ExL6dlvOTA5wkwWHuBaYXA/Q+9alP4VOf+hSmp6cBANdddx1+93d/F3feeScAYG1tDR/84Afx6U9/GrOzs7jxxhvxiU98Atddd12njsXFRbz//e/HZz/7WSwsLOCnfuqn8MlPfhKTk5PPsze9afOD3uiofdMzc/v2sB1Mllkow/CwBaOXyybxTU3ZNeRix44Bjz9u5/ftK24iyzewHQSPer0o3XGZCHRzol66KM1uMjwc+kLu69PZ695xrCPP40tmkt6bQN9+24tb2IRTFZ+fy4O5qhe1X0lSyHiidZK85pRMa6y2CrRaWEpsZ4NVlFCanOyW6HTsSHwGtRrOt0oAh4KMtBmYZwzwNrJJqnpgetBTsNOh6bUXL6+lOZn8cvv27g0r2M4ss8c3MdGteNAhAoJaUdcsnAbqu5UkKBgcVTr3bS5lFzrP108/T/54TBXpj7N8L0lTp2MvzUFsnHUtOdT8PtBCYXG2VK0UHGhi6mPfxjNngK1bxzBST01rxIe5SWlychJ/+Id/iKk2v/zLv/xL/PRP/zS+9a1v4brrrsNHP/pRfOxjH8P999+PV73qVfiDP/gD3HbbbXjyySexrW1iueeee/DAAw/gc5/7HHbs2IH3ve99uOuuu3D48GEMrLcD8fOgLWtra2svSM0vMp0/fx6jo6M4d8cdGFlZsRmpwdiTk1H1WxdHaLVMz6FlT540pjAxYce4vU6tFlSmqjvhMV5PUjVpTBJkPSwT22CUHzWQKIjFlt0qAXkOXKvhQlYqNI2nOvF5yr0UeDzXabe5szdZDxWXF3yVRqqrwduABRTY/KaurFwkzqVkqANAJI3BU7z2gHcxiZQemOq8kOfdYKcMs14P2T1UYtF3XNOC1WpWXoFO83vX6+aH5bOaqA3RTyt9THpO12oXoyQxe56qNdcbr41SL9DyFFskrWfjI7j7capgyd5xDkR7UbyUlwpSXi/QY936Og3l54ETJ3C+1cLojTfi3LlzGBkZeX4DEyHyuT8F0GNnpw3TAoC7gefV1rGxMfzRH/0RfvEXfxF79uzBPffcg9/8zd8EYFLdrl278JGPfAR33303zp07h4mJCfzVX/0Vfu7nfg4A8P3vfx979+7FF7/4RbzlLW95nj2K0+aX9E6ftj3WuBQm2Hnpi/+9M8T4uF0DBB3WNdeEZT1duVin5yzqZ94LHJKk6IdNK7q2LSaxqROLphBjnetxN+VwXUvnSvd2LUnb3hMDthgnkLo36rbt1V0dxqv5tvif4Ke21vb3anUEJawWdktgtnwWpUeel4Z8UHpMMtFjWRZyHXjHCv34oVHtK5kqhXqqMIeHi861+rg0nIK2px07upl8mtpx1qvq1PHxtiNKvoQlVArn1mPwLGPlS13HdYwuttt6bMvF9aRBJX2V6FDDRnPh5qU01tlVLw/yHU9TVKpVVKpVpGmlkPugF7DneYhzr1ZHMLZ/P/DUU+sPwCWiS5mG7Pz584Xjg4ODGKQZpQetrKzg7/7u7zA/P4+bb74ZTz/9NBqNBm6//fZCPW94wxvwyCOP4O6778bhw4exvLxcKLNnzx4cOHAAjzzySB/0nhedPGnflPi2bw9LbRVl9C2h+jPGvVSPFQM6ktat/xV8WI9vCxC4M2lurphOnmW8GkC5Vaxd7KO/Z7ttzETRbBZtLEt5yYLJPXlAb9cbk/DWk+rYdG1iR9LOspA2SvtHdVReQlLwTAzSBwHP++Ao6Pn7+9+x/ww/YHB5TLLz1yWJPcYdO4oberMNlBi9pKWxehwbCrlZZkOUJEHTXcESKsgxVEu7VMtdYNZoGIOXGyzlpY6ArRQDpljdej6Wt5Rl/H6APi+nX8Npu7vaIAM5lCQYqqWdVUFFxbA2dRKXt7LipFQ7fdsxZWx8HKgHLYh3nvFjYw5LJWzliuOHiPbu3Vv4/3u/93u49957o2Uff/xx3HzzzciyDNVqFZ///OfxIz/yI3jkkUcAALt27SqU37VrF7773e8CABqNBiqVCrZv395VptFoXKLedNPmB73l5bCJF5MNtlqmc6fOSKUp5UBAcSZ7TpnnxWS1QLf05JhzF8NWoPWel0Bx7z0gviUQ03jElrKKMvpfJVOlxDKUpGmp0H3/u4v7ab/b53sxfj2u+Qr5nzs6lbILRUbEsXNeEARXL6mo88h6Et16KrmYmozHCHjKAGPen254sX27adr9kJHRkzdTSqMjsQq69MNSCXB21kzY1SqAY9PWiFoNlXodzzZLhdydhYW7zo8s63hs8l66rvIbqvrQjZgkFJsDemsdA5+9j046vag4DSuopOh+GCygq548NxlVH1bs4fEBt1cAQ2mKoVoNtcmdnefvFzk6nAurFVwOKuH5587k0uj48eMF9eZ6Ut6rX/1qPPbYY2g2m/j7v/97/PzP/zy++tWvds5v2VKUP9fW1rqOedpImedDmx/0qDciN/XLMeaHnJ4O+h6e867vdOdOkrDHXGyppxxKj/O3ihpabutWe8M1aFwdWWIZgFdWigFF7JveVyVLlfJ6SIOrKGF2thuoVH3U1R8vvvXQSynoKOn/kew0cGImjDFVxJr8O1KnhjCWy0HNGLPXeUbVq536X4dzbi5sNxNTCPj+qR3J5y8HzD9qZsay5vEcNwDQtQnvSdOtrgc0/2OlXjcHrHbjsiyoLznttm8HSjOnuxh/Kc+RVscK4+DzkfMS9knTua632IlNi17HlehQokqNmJ9WJU3WbwC/1Vin52OTgu8rVxjNJkozMxir1TA2Wcf5VqkzPh5nL9cuC5fSe3NkZGTDNr1KpdJxZLnhhhvwzW9+E3/8x3/cseM1Gg3s3r27U/706dMd6a9er2NpaQmzs7MFae/06dO45ZZbnmdvetPmBz36GANhQusSW/UxmjuzViumtteZrI4UHjh6qTo9x9CXjVIe9VMk5s/kvVVPxNUXI3k9wCkp2Ol/ERM0x2aeW7e9JrHwpxfwAT0TOHvSVX1BckhdsLxu70S1KSqdJmRthuMTIysT0mwrvRjzeqozBWumWY0BXszrU1OwxhxEeF/1AOUUGxwMj5ePy9tIde3VqZ/zdHwcp2YrOH7cDm/dWvS36tokrt2RSrKKDKXOuDHbHfe/81PZr3vWk+54PDaV1pO6/XkucAprPg2I1HfVv3P8rw8wpuHRxhLFOhPP9Moj1SpGarWOlzDVzgBwudwEr5Q4vbW1NSwuLuLqq69GvV7HQw89hNe97nUAgKWlJXz1q1/FRz7yEQDA9ddfj3K5jIceeghvf/vbAQAnT57EkXTrAO8AACAASURBVCNH8NGPfvQStCZOmx/0VDT3Xove9Z0Tn+W4lNTMH1ye09vLA4nXWQHdL5NKL2wj9V0q6Xk1J1B8y/12QSQv2fG+Og5aJnK5x+gkQVd9qyjZbtRAx2kkVk+Mkal3pGJ9pzm6TYCM6WpSKcTDk3qFHviV98UkEV+ntpM8z4Mdz6sU2WvdoW1k8h9OQdZL6c5PLd5nYMDAW1VrLNtZXKQpsG8fzmcVnD1rh8rl4MeVpkCp8f0iE1ebM8Lih6fStJiXk22LzRcdG7XPebDzDsmx56Bj7KesprktzZw2s8X0tH3XakUvbf9gemlGYsf8RCaf0InWbGJkfBzJ+EjHqWlpCZuWfud3fgd33nkn9u7di7m5OXzuc5/DV77yFTz44IPYsmUL7rnnHnzoQx/CNddcg2uuuQYf+tCHMDQ0hHe84x0AgNHRUbzrXe/C+973PuzYsQNjY2N4//vfj9e85jV485vf/IK1e/ODns9YQk9MSnRA18te4HDUMwHF7CPeC7MHgETL6DHvSMPwA3KK4eHeSbE9UvgX1as015NE5XJd/Ku9bSkv2Wa8eS4gt36OTDYjJumR9lTPW4KAej2omHlhD5FBGSnr94+PZTxDjTFkkrcpKbjRIcY7MfTy+IwBnz++dattRkowHR62YeD+bUAxSoQSLY/5Pk1Pc800hCQJu0yVy0FbnKawIGo6CPn50pZY/FqQAEVpU/HS91Gfk8Y0esWESom8fj2VIMeWDs6sq3Tie6E/MzOm2s1z4MABW0g2m+bBrRf6h6XH/IpJO8TyfmJlme3OUMswND6Opby07ry/lPRiSHqnTp3CO9/5Tpw8eRKjo6P40R/9UTz44IO47bbbAAC/8Ru/gYWFBbz73e/uBKd/6Utf6sToAcDHP/5xJEmCt7/97Z3g9Pvvv/8Fi9EDXgqg5xlnqxWMIVxqUmJijiEf/L2wYJxJPTr9mxoDPNUP+vKq82I5lUrVoUVd2MglNHdU7N4acKW/KTHRcw1FKY1DxNsBRfBIkhKQVLp4Ac/HfrMLsY0sABiDWlgIqeoZ4O/BOi3mylxZCUIxwUjJA5F+ND6uV180DIFqPfVl8vVyzPSRcGqps+zgoE0lOqiMjxtYcZwIbEDIyakaet6HQKS8enHRhBzPw0lJ0nYQ4nZMXrppd0z7z+vn5oqhrrruc5cDWD/An9d7XyodV8YXsrx/jdLUcoV2gVO1agkmTpywD2ADzMHet8/SEPo0LH5R6hymohob73ENdFZFlWrV4kwvA70YoPfnf/7n657fsmUL7r33Xtx77709y6Rpivvuuw/33Xffc7z7D06bH/SAopubLk9pw6MzCHdOJvisrIS9XxRwKCWqXsevGFVa4TfBLsYJCGRA9/4vymG8zsuDKfvpwELLXkxK08V/7Hzs98VoXWnvwAF7RpoEQLxaV6vt5NcOYNhWdSIgxZxLCGBA3JlFpSm9Rj8xRxitg0Pt961jhAwA7N4d/lPyoZCiuRB0itEBmdewrc2mhaFu2xaSBKnTiUqDHR6ei3reM/i2GFetDnWKqGQ7P18EcK9kYJyign6vzTwoPavnLkNLZmeDXZnCv07nNAUq+YXQZiJos2mAnqY2MKdOBXs54zqOHQvZk9I0bCDNhadfUOpnYcGyN6VpMI9w8vjwpTzf3PrNH1J6aYCeLisVFMhB1C6mu6Ar4Pm3mJ6cyjQUkBTcyAWBbn9vllWOtrzcW4pUexz/K3nu4F7EmO1NqZdqzpeJ1eE1Pr5Oksf8Z1sV1KZeZfsdclEiN/GaJgUef1wlyhh4+T7EJBVKgur96U2/McBTPsk+apzj+LgJGBMTxbEik+c9yJuTJETVUOKrVm1LSHpxEoi4ZzGBkNPRO8YUGsrYB853mXMVAKOjY512aaJsTi3mA/XPxGOptzcuLARV6+JiMb6Rat6ZGSt/zTUhPJP1mWrWJTpXl9ipKQM+isLLy8DLX140IFIfrg+LN8mybndUntu61R4KH5p60ehqg2C8unklvR9W2vygNzgYGCmX3EzTBXSrOPgycGmtHFpfGtUB9lJdAiHkQLct8s4n6qTC/3Tb8xKkvoBsCymiDuTxVaeS9EDkVZmxMl6d5WkjgBc7vrxM8+lIiJ3SuEMUJTkPODG7kV4Tu1Z/eylEv/0x/7tXELVXazKlq0a6qMLh7NnQxiyzHAp8lHRe5ZTg2ujEiZDxRPvBOnSajI+He6PZCtuSa2Ckis4Adk3WcO5cCadOhT4zbo5YQbyMLYTy3MCLO0Tw2WjcocY5zs3ZOFBi3b8/5EGvNE+HeLmTJ+2bIT5sv2ZV4sPg1hR0ENN3l1odJnMn6UBSutMJBIRFLDMyaXlqXIDL5r7ZB72N0+YHPS6RuRJTMACCK5xyKsBekPHx4uaspF6bl2ZZcfnrr/O2Qg9S6rWpqdx5L6/GVN2Sgq9XbybJuoCnVfh93ZQ56yL2uVJMtal1dzSz1ZEQlN4+WUlWAUkpFgM8L10QsDRA3YOd/08MiAGel/Lo1AIEGx1QDCynxouOwp6XerMu28J7qaMGy1GwOHs2pB/jdZzenOok1f4NZc8aWjLztOpYeRPp6OhopfNsdJqpdK0WA6+YaLUMwHktPVPVOZeJnYlptDoQpCuN75nkRoQ8fhwdl1QW3LGjmCmJMSV8V3ftChLa+HhA1mYz7C+pKxeS6l8XF8OEorg6OBgATo2oXCFuztTGP9S0+UFvYABgdD9VfbE3WJf9PsyBpG+2ZnlRv27VZ+nLQwZDvRmJqkxFEuWGlHq8NKlil/fMFK6rqcCc1rBAsXN6jUpPva73pIyRFMuCQuZeypewlFeAZKiTUowB8Zr/EIiHXKm60Dth9AI6glwvW10sosXn16QERqHDP35v/gWKu0RxXaXSDzcf5bGOlNbu34kTRTWoKgH4e3nZpCpuNJIkABozQa3Jue2TjrfnzxIqnZhEb7riPYhDsXYkibW70bD20iOVt1XFxuJi2MOO5rJ6HRhJLoQQBMAKPfNMsNsRIfO86PnLb4LfzEywxVerJkLyIah3tE9gQa9PejJRh1ytBgmSJgmutnQQfpAV4g9AlzL35manzQ96uqLlZAUCF9JEz/xQZ9Nq2QqRqcsYJqCgqABKcFL7He/Fe8TCDpQTKnD2Ak+lGBjKf+84oMxe8dmDAUkZNf/7feZ0bzlPHvBi9+ACfSTJkaSVQjvzvIQ0rXS1MxZsTsbcC8D8vQlempU/JvXpcR+ewH5pqOXwcFgH0elEMll11kuAOQVPT3dLS0AAPnVqSRLj90eOhHGjuhEoghO/t2+XCB1OBDpvEcHoMdu2g61WR5C1s/XNzASBR1WzfH103cbpr+s6YgEQpFN1TiF2sczUlPk2jaUXgC9/2cJZWq2wlQRDEsbH7aLJyfBAKFInie2RqQ+OD4s6Vw5KLOs136vdu+3ec3N2L5orCIgEueVlq2/v3u4VzmWgATz/NGQvXJDAlUWbH/TUGwsIE56TmiBIO59KWUDQ96vKQiOQvUcn0O2pobuGsu6BgaBW0Zg7r2oieb2S/+31Sklxj7NeEloM1PSb51TzE2P87Hav8JrYVj1s8sBAW9rZOoTEMW0gqClp+4k5snjPSu2zOqf0AkPfd2/b9MCp33x8fGxbt4Z1ku5fR6mRUhtNRefO+bCQsMlGnpt6kLyVji4xUxK3hWTUh2rbCkHrGrDHAu2LVmtj5sN1BvjOdwxcGQIxPFyUpmmD27evmFJNtYF+flEoY+y4CmcU1qam2oD34IP2eewx6xA9Lmnk5KDMzATPnsFBAyo+iFe/2iRDhioBVs/wcACxXhKZLiL1fQWC3pZObXlu9c/NXVaw69Nzp5fG06FKw6d/4GRm0KqCGUMZBgZs2c4d04EiiA4PF18G3s+LUvpiVavxLLo8plw1Bmh6Hz0uqtjVpNJJz+VJHT80S4ZKS0r+1lu3ht25tblJUgSd9cBUiW2hNJGmFn9VSRIspSNotcK2OB7wYt6WvA8/vXZA8OsHD4qU0LyUp33jGohSHPkxhQCv9pubC4+N3vWsw6eCBMJGsufOFftFGh424WJyMoTdicDWAScKNNXxPUjqe0xtLE4rVGdmrSBIHT0asKRa7V7ozM9b3bwv+8j/2lYKSJrpT4lj97KXGa7h0KMm4T3+uG3Pc/Sooev4uBW46SZrP+PvWi0rn6b2PhLgtm0zFFXb/L59RdGUA+bfu9j7R1FVwZUvw+KiDQr5QZ4Xc+e+gLQFz98Rpa/e3Cykakc1PgA2Kc+dC9l7mZQwy4rugECQ+FRvo+DIF0QNFXQSIOV5t6cYy1Kt6m0rvI/XK/G4t2FUq1hNhwpSkScVRHmepkktz+rpwc1jbHLMQSQGdPq/l2Sl9XbKTE+jUqshHb+q00YPeN5RJSbZxWxyPg0a0G0HJC/0QdZeMGC9qjjQ8xoZwPEnOMzMBODgzlF+bChMLCxY2Bmza1Fgq9WMrx87Fjz1qZhQrR6lQ9NolpAkQ0iqQ2FsZuz6p54yLGGmGP+8tJ9aL18xdVJheeYT1rHimHNNOj5u5SrJqjmrsDPtgquPPw4AKNGlM02BW28Ng/nwwyHoXt1kOXBAeM+BoqisKOxTDFKKY4f27rW6KXJTtGc9fHHq9csWp9f33tw4bX7Q04nL/17HBgTPANoE+LLQvsc3mcYaICSk1vvQj5uAR7GIhh/qrWJt5H19G2PH+NKzD+0XbTUdKjB9kk+vFRMc87xo3lCJJ3atYrd6dHvbFI/zmAc/OoEQoNIUWK2NodQWnwhGMdUkr+E9NGsK2/Vc1JssR/D1EmSMvNQZA0Ty19nZYAebn7ff585ZGd3zT8eeAhlVm3lu05S7MKhkp9fS12NxMWRTUWWD4sLysrXj6NGQGMdvSs9ti/Q69o/rSe4tyMwtvJ5TlYBHnOLz1me1lJdQ4Xs1MdFpSImal7NnrZFTU3buxAmLb/hv/y2I3PpAp6eBf/on+71/P3DDDSG1YOxFGBy0axj1r5tIEzT5/lGlqZkIqlUDvGoVcBuyvlDUB72N0+YHPd1/znsEKLdlqAE3eKPUx/346KbsXc/8S0ObnNrp/K7mbIsu57n6VInOg6DnIt6zNE0L0gzQbV7UW3qi56AvTw1NTGqkuVOFZx8jFrs/m6xZ4NjeTtzevlcYI2wWr1dw8lKc39tOJUFtn1cj9hovBSK2OUYLC8b7yP+0nfSVynPjz+SLQGD87IveizxVI2SGh4uem7TdnTgRgNFPC/YZsLYxLID4MDcXdo44erSYc4H95TjSS//UqaL3qG5qQMCMbfWoiwIFu+PHDXQJ4JXhYbsZK2N2pImJ8I4psk9P2+C8+tXF0KBmE/j3fweeeKIoOTIIUN1ieXMuTBcXLTpe1aHcrokupkDYn5OdIuD16YqkzQ96Smpg4SQul7sTN5MDkwMxPRlQ1BkBwQ6nHpd8251jSddvXQLH2sj7+XO+jna5JVSi6riYSjFmuyd40fzhm03qBRBa3kuJej89p4yP5xlORamhV/iBl4y0XCzUgPdUNSIQkufEIlk84HkhgudozpmfLzr45XnQglG6ITCQx+pYqnbsla80Hk9nklbL7sNkQN/4hl1DaY9T1QeC8350iPESJP1AKIUC5ii5bVswP6vm/ezZYiYvOoCqxK2LJR0n/tZ+qjTdybe5d6+BFQs0m9Yodo7SFHXESWIOK/v2FSfkE0+ELNyUyuj6qkGVmq2JEiEHNAaMBDquTKamQryFJr+4TNSX9DZOmx/0NByBhgcVLXiOS3R6dS0v24tHUkcYjUxWPSIBUMMaqB4lUUL0HhGsy6NMDHXUuC4gmYtkw+q0ar2Fl870HNcAsSz6sbqVYkCqzaY06SUJlUbOnClm+ui1b53SeoAXk+70t4KPArJXM9ZqAZB112y9jtKTtwfynKojdXzoyRh7JnlugFQuAwcPWtmTJ42XHzlifJ5OjVRQ8NrR0aBqzDKTCHU8mODk3LkARlSbqlcq+7SwEMLkdA3G9hJ/FCco6XERox6tQPgPBIkXBw6YEwsAXH213XRlxTrDzlK1SaSsVq0ck0nPzATPzTNn7H1mjt0kCahNUs0Kc5/peXZGxdlGw8oQ/fUhXkbqg97GafOD3uhoMXqY3FR3MVB3ZMbNcRWoG7UxAIteHD7dWNemcEIajcxlrffs8lxEpTy/PNbySTE8gcX97xjwaRlVO9F5Jaal2QjgeckOsEexa/F7wNQkvneiFLX/5LlJEqo2i4FerI96zmufFQhZr2fYsTYvLNhjpQ1NNeV6PyDE1VHaUltcDCB5v+FhEyympkL9Z84YqJ04YVNm2zYDtze+MfDhxx4DvvnNIATRsRHo9jTlR1W+x4+bmpKSPeMMybsp6LC/dJacnrayBFm+Vs1msBJQQPKpVJlEWtulz4YS94XaGIZe9zo70GjYID3zDPLjx5HUasBttwVpbGYmSF26FdiJEwGB9+0LSU9Z5swZq/faa4vvF0mRm+QnFBDCoDRORCdmn64o2vygR0qS4m4KCljlckgfT7DzHpZJYmDFSe23lNZymniRK1AgvNV0kPF7/enS2HMG/o6UX00qyIVp9AIFfvdSbepvDUb2aszY9aoSjIEH24Y0BRoN1Gp7AAQ/IA9m4rQXBTxtk4ZP6BAxDEDNn9pu3sPnz9Rj1KSpCpF95GNXO1qrFeKm1Xamdk5l9oCVZQYSSlh0Kj56tNhXSpt0788yc1qcnja+TsdGtnNuLoBxlgU1KYUkjoffuJaSJbWA7Nszz9hrsH17WEfu3h0kuYmJ0E76e1AqVuDns+Cz43G2rVYDhqamgG99ywbnTW8CvvxlAz0aAQlu+/bZCoDAd8MNVuGRI/Yw2Hk1bbBBi4smSepmgWpf56qFwftsuD485pnzK0Rmj7kM1Jf0Nk4vDdDzdjZKcBpfR5UI39DJyaJuyqsrKbX5bA4qjfFFI7fUQCzVgfFafvvfMZSR8wSGmIOG0sWAj0Sbl3r7eS1sryHWvL6ewTWbQG3fTgwlS4C0k6o19ezzqb56qTZj4L2wEOL6dEx8m4BiXQp+sSB3PkICKdNnkQhOs7PBr8G3Qf2XOE3UGVCFjXrdeLsXQKpVoJKdx64tGfbv34lHHzXp+DvfMQAi8FEDx3CIU6eCRz/BRgUftoM8f3w8PE+asDQmL02DzVBNZFwvxlTK6sma50W1Ko899VR7/Tm1E5Vrr7WbHjwITE8jbTQMWZlmptWygVpeRjPLUKPhkhm5H3vM3u3du8OiVnW9lOZUu6PvYJqGfZ/YcJblamf//mIH2NFGAzh9GpeD+mnINk6bH/T4dvq4OepygCKw0CiSJMU0GQQ95T7eLqj16b29bo0vjQc3L5J4yU5/U8prr880ZRYvV7rYfz3u04XFVKFKXgJS5w9fd5YBSCsFQCHRcTbmcaqA50FV2+sBT+ukxKPb4fB6D+4KwgQxqg7ZP5X02Heq99TJJpbOTB+9Xk/autXAi/FyWWbA1WgYj12qjqCS5xgeNnBqtYK05yXTmZlgA6R0x/bQlkhBRlWblCgbDfucPGnt2LEj7JxAHOFWdgQwgrtuFURVJzO7qMTL14Eq0GPH2qa1W/8TKmlqIu/4OHDddUEyq9UM0M6eBV7/etQef9zsdtWqdfapp9Cam0N1ft4eok62qangDqud0ElN8nY9DlyrFbfhTU+HCdRXb15xtPlBb3TUPuSMarMDwlKWv7dtKxpjdIVH0YcTWnNxenuet8/pOd0FVMFOQU+vJzk15xIqQLspPhsJ6bm+cwowbGZMytOu+a56VSQQl85imN4rxMIfIz9R705uf6iLbRW2qa5T8nF7KqTr8a1bgzckPem5M4CqgmPB6UC3FKteq1TpKSWJ8dODB4N6lFLQy15mnvRpOtaRNFW4oEqRoQxHjxqIkBerw6KqNQl27IfOp0YjSGV8hQo5PRHum+chURFBTXN0siyFLL8NHRcJbO/UTbfY0u7kye4JtHu3Df6b32yB6kTbwUFgYgJVwCRDBpcTeatVQ29meaHkxgGiJ2av0IMkMTDkw6OqFQi7tl9G0Ovn3tw4bX7QA4L1fHAwcEo6r5TLRacWvhhAcYmuKSU0XViSFDeS9GIPryfX1yTT+kLo9THy59MU3Em8l7rvB33fdMUNdCeeB7rVqIrHXirTJPZMj+jb5+uLqSL9OcaXqVegrknUgYRMnXFvQIhRU3BTsGN/ksTqZyowMnPWzY1QBwa6d6/yGU2oBlRzLnfL2b8/CB5DuABkLRw8uBMAcOiQtfvcOeAf/9F49U03FaWo5eXgPUmN3BNPmNqTQe2kwcGix6ja8wYGAkacOGGAd/y4/VeAVEcWoGsLxE5dfI0I0OrNSozSV0fnGtXE9QO3YGRqygyYTzwRYjd4c8b1qafmf/kvQTSdmLDfMzMhw/fBgyH5JzNrq9mBKw8v6TWblvKMA8jE11R3EvnXe58vMfVtehunlwboAcWMuNu2haU7UNSzJEkxTZFyME+qLu01wXlMA9S9ClONNp7bah0R2giweWzt1UQ2h7G/WWagwm3+lLwaUjeKZ12Dg8YvzpwJWxbq4jem1uO1vUBPVZkqadHrz4cusK0EuqkpA4xGwx4vQY/t0fur1pkB5/Pz3bZGvVaDsWnr8vk8Ccaav4D749VqPJYDDz2E0rZt+LE77kCWVXDkSFBXHjlS3O6RAsehQ+btnyQGWNPTIX8nEGLvJibCMyXQasQNwWh21urhAmh42J6ppkHT3eo5lWk9oPTtPWc5Hpr7Xae+LkCmp+33rl07MfG2n0HpzeeL3kGveU0YALqnlsvm0KLmClbMlcL4uE0GouvTT9vDmpoy8XhwMKhLVeLjAwRspdJqBb0xYwfZkcuUe7NPG6eXBujx5eCKjXu7qPSkOp2Yqx/ryfMQWOQBT5eq5ORq2CFH1HIaIBvT98U4AsyWR8Zxsbg8pV4go7fVjEoqNel1jMc9erSb4bFcrQbsOfY1vGLfPvzLyaui6bzWk+hiK3+9jvxNmWrMqYe+R3NzRRtWs2nM3LeBtkCfX8A/IlXFqUAfW+SzDHepoTmJbaa9bny8nfh/2wiGXv9621rn0CHcctNNOH680glhWF42MNC9+LLMNIDkx+wHAUinmapieT13GqLmPs9Dxi8KMbt3W3YuNUnHHIbYp2eeCVInx9Cbt/3rpuPJctPTVs/wMLB79wgGB0ewbVz8xeqhHwBQap0PYq83HbDRfNfzPGRdoZTGTnPFd+BAuJ5bQah7KkVSDqzP8/sCUz/h9MbppQF6O3aE31y2x7iSByogPmnV7uY5vf5WcSC2R17so6THCMhJOybPSTWXQq2ptwUCWMSG4MABoNT4Pqam9mAkXcJqUrEdz9v2jWdb7T3wDhwAYNrhEydCV3SIY84rvdrl7Yz0LKTWWncrUG9Mr2Umf1NG7QPeGShNnwna8liedfv/MckZCHVRQgWC2Whx0QCLEhQAYPwqDN1wQyeT9PbtV3WAGjDHRNWqUaqkoEENPrWAExNxu52mg+W9KQwdPVq0N9br9iz5DCjha0gCTWKzswH0FNz8Os8DnF9DcszpiXrqlJ3bt68Y26jPIamOoJRl4aHRlZWSn8Z1sFEcfAIYKzxxws7zZkliEp5OYtr3qLelgfUypSPrqzc3Tpsf9EZHw5usHgRAEej4htHFD4gnh2bZXoDl0UfB03t38phKf7zOt7N9jkHoHvBikt16UpTvjl6j5MMZKTmUjv0HkCQYwfeBRgslctO2ODOWWvLrC9lYJwqEpHzFqzx9uy/WfpaN7bZAUtMst8MButNnrVe/MmlN06Zt1PUP66Tk7JM0M2RAgeDs2ZBCkpLXhakfxVB7fnhQ8P5WKnUS1DQMgYlDCPhsjyaqTpLwujz2WLEc6/TTVZ+fRuUwvZkfP523lCqB4jgpmOq99JmsNzc6WydprkzevNfiksZKdlKDFFmXV3dofeqdlGX2MDWr0wtIfdDbOG1+0FtYMJ0M36RYQLhfUgLxbcB7AVhMrcnyPO4BD+gGPHXx89cnSWGPPI2m6AV4MdLVtX56aWJiw7BjB4BTWTDgUxRQ7pllyDDUYcz07haBNSqhXgzsGEPn2+ptevwwUQ4loWbTwEU9DlUYj0l7+mh4LyCAAPtI25gX9NO0O6E0nTrIh6kOPHasqH2vVoGlyVegkl/oqEWZ/INqQy4qqObV56wxeMwqQ6Djc6HzoS4ONHyNRJufOh/rOLEsNYSq1myvhboAlO2kH4reV6MM1lOCkCrJakh0SpB69FE7SZdX2vAUBH3uuDwPEqFG1GtnuFrSTQy1TJqao8zZs+jTlUWbH/SYgy9Ng00vpkMBipxPY+yUe6m6glHKrJOkL49Xf+r91TACBM7qAbVa7Wzw6XcNIMUATyUQbzeJYXOsrhjNz8M4aAzQJdI6bwVmnyRhpxZ1HuFaZKNqWpb39ikCEwPr1cbEdc7a2jKyrIzpaQNu3UBXvQh5b597wAsJnA69PNN1DbV9e8ioNTe3gomJgY7UyOlCtSfTfAHGq5MEyDEEwIBg2zbTGnPTjywzZyFtg4YlqMRHACaAachHkoQ9UnWK+mdCCYz3oTSr05wepRxH1jE+bhshMCMYEMCuXreg+9WqbRw8OmrjRs9UTcpNqbXUOh8WXceOhbCGbdtCbs1jx4Ann7TthW66CbjrruJqhbrcI0eCLnjfvpBbjaKyal+SpKiu4ODow9+oquUSUF/S2zhtftBTFSL/Kyn31fRDJD/ReY0u/1VdqfVySe3Pey7LZTDPabm2hMc0Y7F4vItJR1ztc2HqgS8mda1HaYrAbb1Kp1bDajrUqUudbM6dK2YxIUOMZXCJtYvtpQNstRpUY15KJM8hT5udDSIcQZdu+Vq/l2BUlUiHP3qkqvY7xvd0rcQhWltbBrCELBvuSKI8x3rOnTPg438C77lzYWPuV0iWZgAAIABJREFUNLVFBM+pU47GwPl11PJy2OKRY0nJmaFm3M2dAMiNDVZWgnlLHSKJH+yDSp9sz+7dwVly/37gFftWizrRZhM4dAKYmUEpSTAyOYmRNMUuzrGaiObNJvDwkXCThQWT4sbHQ3wNXVnHx22FkGVhs0A27Ngx+z5zxkDxK1+xzr7mNXb93r0hpxy3IWIbuLU8xeSpKZuMur9mswmsruJyUB/0Nk6bH/RIygW8Bd2rKD0p51Iu2QvQqF7R4Ce9D+sBisYucif3rRjrNZ/axBhp1qX1KMa0e9H4OIDMUGMVJZS0L1mGPB0ptJWLZDo3UN3IVGO9JCVtmwciJsPevt3AgOpLf01YT6ygXE47IEkJi/4HPmidgMx6NKZs/37g9a8P5ch3ldTOxnL2DEoAKp1HrLkSBgcNyBhOwLpp95qdtXZQjcok1FlmQoo+Q6pI5+Zs3HfssPM+rIRSGPf540KAWkJKuxpbNz0dUpRp5j7dpkglwTvuCOkwh4eBXdsuANON4uKRHeVAclIwpo66ca7aGAdDKe/oUVMncncEvrPMyXn99Ra3x3ew1QI+85mQxkxdXqkZomqSiVSVB/DFOnYspC2kp5aKyGtrvSd2n14U2vygx2AxEicudfFqU9MPX7D1AFFVpPzPl9er/XjvGFJ5dat86LhCNdRGpDtVa46O2u+Nals8wMSo0QAmJ0fCAc3P1b6/qmGVB9ADjx6LFwO8XkRpj7t5k29S/cZ2BBtd0FPyPBcCbJtmBiHplKCq9sSJkMgDsN8MRfBSZpaFtGjmQLMKrqlVTcsx2LrVhpMLBa6blpdDfoRTp4LEBVjgOMPE6IuxfXvgw9xsgAmFaNrm3slUV05Pd5uZV1ZsrFWiVjBk2/lcFxbs3lNTxdegXgcqrWfbhSMaDq2EqXPodUMUZiT8iRPWIBoree3jj4ebTU6aHvWhh7D6v/83StPT1qibbgoP/qabgE99ygBUAwtPnrQ6eX/uDkzRfHExbCDL6P4zZwLPAMILcJlAr597c+O0+UGPaUC4zKSxhO7M+tIRbNTLQUl1UDzvbXIqSbKsF6NiIOrBM007gMcAX1IvwPP/0xTR2Lhe5f2x2E7p7Cb5xFB+3tqKCrK8qNbUhbzWrQ4dvaiXqlNpcDCkwuJCXLchYjsAYMuWgQLj1j5S8uwVvuD9mxiLTH4LmCSl4KUgyvZfcw3QaJQ79RH01abHspoijJLUgQMm0Bw6BPyv/2WZt7IMOHy4eN3UlH0mJ+1z6JAB48BAyLvMcSNwMu6Pe+XFpF86wfC18OnT0tTud8MNQQKlGrmSX7BCGvfBWAZKeI2GSWaTkyFrNlPHZJl14pprbKAoVe3aZasKqigXFy0dWb1und22DU0AYw8/HETlkydDNpaJCbuWaL+8HLYPY4eZiqdWC7smcMXDB332bHdMy0ZULJeI+mnINk6bH/SWlsKmbZpPi+KB31dGwY//lWISGcupZKjnPMXAT1WaIuGRGarE4ZsVAw+PxxcDSA6F92D02waWy2Fz6iwDltIR85pr10cbnUqWDBHgcd7/YsDmz8dAmJ6MlGbU25Ll19ZWsGWLdWJxkXa1EpJkoAPOmoWG99WYO7abWzNSmmUy6O3bAyBq3yiMcDerRiO06+RJ+0xMGEixbn4098GxY1bHjTcaLkxPAw8+GExHtLPx2uHhEHqW5waW1AZWq8FJRNd1am9lf+mpqYDO9SJQlEhrNQP/a68FRnC+qHPO0FGHo1oBAFOLU524smITRd9LTn5Nxlku22ABITnngQNWhpH0Tz0V0oPdeivGaG4ol+1clhkgcgIdPWrX3nprCE7VGBM6rDFtDgeEqx6VRlWDVKsFwOzTFUObH/R27rTVoKopdQnrd0rgb9J60hhQNL548AKKKOVBULm6A0vyAwWPjQIe37nY+V7/KfH86IHVzgavQGCaZK5MPqHhS3lS6gyDj5XLsnDMS3cKMgp4XtLypHYpBTfei2MQvAZXsbYGLC4OdBxJgAEsLAx07GW8xt/bt0t3/S6XTXiYng7e7ezP8nJwtFEJbH4+mKnUvESerIKBAjLHPUnsmRw5EtSRnHK6exbHN03NA5T+G2wLtXmq2MhzA172gW1hUhLN7gKY0DU1VQTbsepSMVKdmo9qtbMjSIdUNZllNgHpcXX2rN2AnWXH2bl6PWwbsW9fkABPngz1VqvA295m5w8dCgMwOWkd/c53im1REbtWCw+WCK+gRimUachYN0D9f8jxexmo78iycXrOoPe1r30Nf/RHf4TDhw/j5MmT+PznP4+3ve1tnfNra2v44Ac/iE9/+tOYnZ3FjTfeiE984hO47rrrOmUWFxfx/ve/H5/97GexsLCAn/qpn8InP/lJTFJPDmB2dha//uu/ji984QsAgLe+9a247777UOukq9ggqV+7l8DUV5tcXHU3KpF58shDZPB+9PpbvT29+lP+rya2ewIXuzGQW0816MMTNnINM6Th2DFcVa8D4+32SNqSoVoNtX1jmJsLw6MZPPxwEJBigEdScyrQG+y8Awa/mV9ydraofe5+ZKttwGNFKx31IgGD7dANOfw9AeCVrwxqQtrJ6LyhwKfqQ0pD//2/2/nZ2RCi8MADgZ+y/To+QBBI2slZCtNHYxEp8S0uhnLUFBCAZ2dN0iPvprfl9LRpCE+eLMb8AXbttdeGrYuSJHiyVqvtGLlWC5gRsFNX4fFxlOQ9W00qBoLjO1GifvrAAfumNAUYeDSbpoKcmwtZVdhZJpA+eNCu2bo1IDNXZ/v3W7kTJ+zhXXONTTQaRhn/oCLr9LSpU+lVlCTBnbVeD9tZ1Ov2YKjKzPNgC2Ti2stAfdDbOD1n0Jufn8drX/ta/MIv/AJ+9md/tuv8Rz/6UXzsYx/D/fffj1e96lX4gz/4A9x222148sknsa1tT7vnnnvwwAMP4HOf+xx27NiB973vfbjrrrtw+PBhDLRXRu94xztw4sQJPPjggwCAX/7lX8Y73/lOPPDAAz9gTx0I6RtPwFIwZBkai7x9D+gWVRTweB4IL7639Smo0o4HC0/QbXIuBloqVPqmbgTw2LR6HUCzGhgPEOwa7ZUw6y6XA6NnzJePH7yYd6bX8nrSfe+8OpSegtzYlO768b6WYA4kAwigF8qSuTMeLM9NJbqwMNAJS1BPzsXFYNIhaOo0Ic9WDRm9Gl/9ahtnmqweftjUjFQWaBiGSqAve5mV5d526oDM9GLEFNo6VamhSQGeecbG9tSpIGgdO2YYQCcVgihBdfduwyTycwXYCpaAmWYR6FgxO6XR8ABKaYrVcdtBYjWpAOM7DQCxWtCKrKKEUpoasDz6qA3isWPWmBtuCKpOegodOxaAjA/p6adt0B591BpOqZCrDK60+JC4jX2ShH38iPTsuOp6YxOaqo8Y3+jTi0rPGfTuvPNO3HnnndFza2tr+B//43/gAx/4AH7mZ34GAPCXf/mX2LVrF/7mb/4Gd999N86dO4c///M/x1/91V/hzW9+MwDgM5/5DPbu3Ysvf/nLeMtb3oInnngCDz74IA4dOoQbb7wRAPBnf/ZnuPnmm/Hkk0/i1a9+9Q/Y26TILVS3Q/Ic2ufO8wDHF7yXBOfP85xvT5KYM0jWnUSZt9Um+C4prsbKeyDQIZicNF40lCwFzqmBVyJu+KGJAZq/38UAV2/h/+e5mUU0O9z8fFC1qjNFkiDqrFIkAp+pOvO8XCirji+sx6s7aYbixqxAAD7/HNg2JrsGTMri9kQESq6z2N+O5N2mbduKqcs0A4pq/nS9pXmP+Ruwe3EnnZmZ0L/hYdujlX4hgIEfbZK8l6ozDfBmwsPQRSCdyIDQENGulICwAy4rb78PBVUoVw986IcOWQcOHgy7+46PAzffbDF2OgHT1BCb0e9+4UkQPHQoZAI/ftzqSlPz8GQ7JyeLmqEksZXC+HhQwepCuFYDhobi0/ASUz/h9MbpOYPeevT000+j0Wjg9ttv7xwbHBzEG97wBjzyyCO4++67cfjwYSwvLxfK7NmzBwcOHMAjjzyCt7zlLfjGN76B0dHRDuABwE033YTR0VE88sgjUdBbXFzEorg4nj9/3n54UNPVl3JslfKUlPsqF1oP8Dx5SVLrBULGlYsAnre/ecxWnNXyXqOr7/zUFFB58AsY2bcPgIgLlPB4QavV5nwV5U2dHIne9kg14Q8CfrxefRPIFyk9MkTA77CgQ2se415fWpT2VC3rd5/vpZk6ccJAWPsNdNsGte6VFQPIv/9785d44xutzFNPBVUxBQgCPNWuscx5QJh6BDEKJ0kSnGI0QJwATOxgsP1NNxX3UaWqkzhFJx/tZ6cdWhlV4bVamMgcZM1Bxs+xY6FjzJHZbkipDVCrKGEpL6EyNRXi6bLMJDA2plYL6kvWffBgSGS6e7e5ur785aa/XViwa667zsTdhx7C0tyc+WJlGYZWVkysHhgA3vSmkGiaA6FGVobrqB2RQFitAt/9bnwSXWLqqzc3TpcU9BrttDy7du0qHN+1axe+2374jUYDlUoF2xl0JGV4faPRwM6dO7vq37lzZ6eMpw9/+MP44Ac/2H2CsTX6wqkKhhxBVCoAikAVE6085+mlxlCQ9fdoA8wSKsjzwCdiQKHHaO8fGAjlewEeb8OsGnquVgMqx75tFU1PBwM8xQQVP2QxoGCqGT1UONSgbN+e2BCRNENLs2n8Q8FNFwZ8fIzRU4Eh1NvLpmLH19ZKyLIBKd/dLn20jNMjD+TiwzvRAAY8TKLM8IFGw4QCqjfPnTN+PTho52mP4842VJ8+9piVZWC62g+p6k0SkyKpkj17NgAdtX86jrt2Wcz2tdeGV4Ceti97WdgDESjuFEF7YAVLASUZx8bNC/VBDg4GqY8Tlb8bjbBNz7Fj9nD37jVQS1OU9u9HkpTs/B13mIqSDiwMWuf7R5UFN+BLEltlvO1tBk6ve51JdZxo5TLQaGCp2cR5BCV4sryMSr0ejOo0vO7dG+yJfK8JbvU6Ol5RDF1Qv4AXmPqgt3G6pKBH2rKlKCivra11HfPky8TKr1fPb//2b+O9731v5//58+exd+9ee0M91+olncUkt15qyV5Snh73UiRJ1IVLyVCUkauGxgOYOkgoxSQ8tfGRidFutH07gJncdGcKcG0X7dXqiNlYyFGTBIh0T3Nn+rRivi8x0mvIkL3wEPNk1fI+rqzoELM+8C0vr2LLljLW1lbA4HGqNzmOEexHkpgqUB1JOOZ0+OA4kzfPzZlw8cQTdlwlxUbDfC7UFthoGBYcOWL9o48G1aocKwoa8/MGjjoX+Fx0S6Ndu0yD97rXhQQGmsibQK6vDqXHAnHwdaCYVcUv8hg6ROIWDJOTIZpdddWNRlstucdse9z6h6shurBSymMg4g03BONqqxW2fX/iCUN4GqFrNeDoUTRhjLAC8+vtMH8alY8cwYWjRzF09KiB2969wYuHC0U+SJ/Z5fRp9OnKoksKevW2qN9oNLCbcTAATp8+3ZH+6vU6lpaWMDs7W5D2Tp8+jVtuuaVT5tSpU131nzlzpkuKJA0ODmKQk9kTV2YKUkC3FKdveQwUiyJEXKXpRS69ztkSFPBiQKG34mXUPPIWjK2KAZ4yT/XNKfjbcMXqc5PmOXJUAJRQaRt0GDvIodIkwCqp9rJF+vg/EnnF3Fyw16kUE4v9U2aufWZf8xxtEOtFKwhgWHGJM1axtsbMKQPRaSOPsQN4PMbFP2DS1ne+E9pEIKen/aOPhti5mZmiREWfjYcfNhtbuWygyH4yVIwf3eRibq4Yc7l9e9g4N8tCchIVlAjoHE9KqrH1X6eRutrg4GuuNw4OgxhVV8tJ0WphtTZmoDYzYyC1bVsnfKF07D86YQSr1RGgOmJbWe3bFzp05IgFLlIirNfN6Do1ZSD12GPA//yfds1b3mLeP80mVh9/HBkA5heqASgxEJX64q9/HRfQlgIbDfu85jXhYVDFq95MmlXgMlBf0ts4XVLQu/rqq1Gv1/HQQw/hda97HQBgaWkJX/3qV/GRj3wEAHD99dejXC7joYcewtvf/nYAwMmTJ3HkyBF89KMfBQDcfPPNOHfuHP71X/8VP/ETPwEA+Jd/+RecO3euA4zPiWIqyJgHhoYc9BJNlDusZ8PznJLkVJp53nsfOGXm1KB01EpJgjwvFcqpOk6z6Gt2ep8LcohqTJ+OTetFpTCMrFNBKMuKqjO9HihKc9o/qt3orMKUXSrB+WFVYBscLDJknjfAWyfYL+LJ2U2ryPO46tOvhTi1mKCf+YlVJXvqVNj49ehRy5q1uFi8ZnrajtEztdEIpqokseMMGeGz5GaqCwuB9xIUARNE3vjGIJAQZMfHrcxQ9iwwkwHjezr3IWDGFBmdBYsOOB8UkbLVCjY9dS09eTJkn07TzpbxJep2GS6gO8XOzQHf/CZQLqNE+5pKhLWaITj1wMePh4wszApAj51WC/jHfzRp8MQJtGASni3v2jQxYddMTADHjyMHUG2XAYAMQMIFMmNm6ARz7bVFrcll8t7spyHbOD1n0Gu1WjgmBuinn34ajz32GMbGxnDVVVfhnnvuwYc+9CFcc801uOaaa/ChD30IQ0NDeMc73gEAGB0dxbve9S68733vw44dOzA2Nob3v//9eM1rXtPx5rz22mtxxx134Jd+6Zfwp3/6pwAsZOGuu+76wT03YyrHmMSm371UlL0kReqEYuVE90WJSSWVGNjx0mrV3v1S4/sd17lVlHoKmZpaiqRB0p19x1oI6iKeLKhni8PGD8MDyMyBbnsh++bPeeBiCBYzm8QAVceF/DXmg8Q+BzUlcDHVZki+tIJuIBzo1KmJe2jKoXmHuTJZlslAKPHR9kcTVJ4br2QikokJK/fEE8azOd7MZUnPyzwv+n4AhivHj4f8n5o/lKrVW2+1UAlNSER+XMFSB0Aq2Xmk6UhnHrF/MWElzwGk7YLLy9ZQioXbttlDTZKQ0odAxQGkYxTDCoAQJsNVwcyMhSYcOGCDlGUGMBwESlbcuuHAAftmHjWiPFcJzzwT9ncCgCeewAUAdcDqmJ8PHj/Dw+ZlNDGBZO9eJG2bZZZlBn6Tk6EtzPm5f39ov9ov+3RF0XN+Io8++ije9KY3df7TjvbzP//zuP/++/Ebv/EbWFhYwLvf/e5OcPqXvvSlToweAHz84x9HkiR4+9vf3glOv//++zsxegDw13/91/j1X//1jpfnW9/6VvzJn/zJD9DDpMiJ1c7ggYxllTMQxLyrs14Xu58H0jS1LYIiKkzeKkZkriUycQJUfU8BWICQWlQlPqody2VgJF2y7VN0ryGqYpy4xAB5JdqFYoCnQ8V29bLtLSwYf2G4gfd29+PB37xOAVFVc8aXVMKLAd5K5BxVncxgGM6trZWwuGjzkjat0VGTrHj/et3Sb62shI1TNbGH2lWzzECK04lSmQac6xj6VGh+Cqepjcnx48XFAoGKiae3bQOG0lXZMBVAUzIMtCvVuRNbB+pzXEIFlWq1uNUCC6l6YXExBBNSzNQXgIPDb3pJNhphUjEH59atBi4UoelJeehQ8BbSIErABvGVr7RdFtiGRgOrbcPoEoDz09M4AZPo9gFIGJTO9rSD0FPa9IDgZVWr2T1opNW+aKzNC0j93Jsbp+cMem984xuxtk7m8C1btuDee+/Fvffe27NMmqa47777cN999/UsMzY2hs985jPPtXm9bmjfXspTFURMwtMJrIYwLzUqeelRAC+m9lOVX0zbGph5CUl1D6pVoJRZ8l564/E26iMwki511Cwj2xNcyCuh3cwlqHY8378IeQ/KWMoxoGiDU0atzhRqDqJZRvlgTDXq03yxHIFzbY1Stge7XtIeA9Z7laOH5zLK5bQTs0bPS7WTMraNziDcukid/QDjyXv3mq1vfNx4Mc1cKmxz7Mj3OT250OA6hRLmk092Jwlg6rPRUWAIF4Cj091zuT0HzudDaDWDIyZ9OFiUWssuqwAbUi4HFQBvzl1umUz64MHgdQME3W37RquTV1nWFiL20aPBNbVet8nzzDNhH7w0tTp//MetngcftPvedZdd/9hjdu2+fQa65bId+/KXAQDPArggnxIMAHOI+pIeQ/W6gS1DFmivpEcn3XR1hdJsAv/xHz3m3qWlvk1v47T5ZW++hGqrU127t+GplOclIF8vy8c4tSzFmWXFF/NxYf5S0vx8kemVy0NI8sAsNSl0x7505GjwjltextBttwFIws4SHug4FgDQbKKU50jcvng+ZIB98YCl+6/R4SUWchAAvWijoj3J79RAKVGZeru5bcBT5xRgfUC7mPpTry+jWjWPx337iomaqcacmSl6xzJJ/9hX/sEY5003AbUaRmo1/NZv7cFXvgL83d8FjRqAzj3o+5HnVi8TTLdaoe+zs2Hndz46fQbVqpmt3vhGYNfEKnDkGDo7ifOC9o2XUMGxo0U1Jv3IuJvPxIRpErjwYBUVIi9Vk0BAY03QSrvaE08YSPH48eM2cHNzKL3pTda+gwcDMB4+XBSVdbWjCWYpCT76qD0kZiF/9FHzBOJ1jQZOtyPvbWfD4vc4gEp7RZMdP97pUnr2bBDn1QurXA4rBAY+0t6ok3oT0oc//GH8wz/8A44ePYqtW7filltuwUc+8pGCCepSpaW8lLT5QU+ZujqgOHVe1E7XSx9P252ChaKXA1QPeN7Wtd4t9LqYGVLt5LrI7rgD0nvlscdspcoAX10ItD+rMFtjhc4tCMOmwKYemspoCVTkUWSQLKuAp96aaovyQ6iAp/Yq3e0gJJHeaJ7DVQR1pqfuOsrlFLWaLeoZMjA4aB/6Y/CZULravx/Yk/0/Uyezoa2WOW388z/jP/3X/4ozZyr4p3+y/nFXhK1bQ8aTLDM+vmtXSCM5OxuegcYF3nqrfRhY/spXArfd1sa4Q4eCGrPtLHJqbgjlvIglFMK4COG412qh33yGSdLWIvKHJg8FQoA6f9MwSS+dffuCemJx0T7cnZbbQ2RZiAmhanNqymLtCKwc13LZFhavfW1YDXJ/o299Czh0CE2YGZvemhUYA0wQdjmspCmwsoLvLS+jBVN31tknTmZm3s4yewgqdjPAkq618/OXJWzhxZD0vvrVr+JXf/VX8eM//uPI8xwf+MAHcPvtt+Pb3/42hoeHAVy6tJSXkjY/6Kkkp99ewtP4GjJ8zbwOFKXAGGDq/dq/l/IwlTzgKWBo9eoLo9V74dJrYIljpdb54r4y1AEyUwQ5myJnnqOULyFJKljCEPJ0CJmAlgdg/bBPau9jOb1W1Zoq7cWceTgORTXnSmdfPN2myACPK2oLMyiCV2y1PYDwmq/Kcf/qVzr5LDn2VFkCdpzjzkxVdEREjmI8QbNprvXt39dcsxP//u/G68+dCyrcWBwmtwOiwwvHulo1D/077jCgbTZNK1ivW4D5UOP/mTpQJLxnsyHMzxe3f2MqSv+M6fPBDF7q2JLnCAcp4dCdll6aCwvBe7PRsP9Hjxog0RVVtS/6bo2Pm3PKsWPA//k/dlNKgdwAEAhoTRGbxt+BgXCfZ57B6vHjHXDjWjGFMcEMBojIMqTt45wJS2h7bqrOl6uEZjMku6ZkODBg59MU2LMH+Pa3u2bfpaZLCXqdbFZt6hUOxrzIpL/4i7/Azp07cfjwYfzkT/7kJUtLealp84OeD5z19r2Y4URB0asAPQrFrP0CgjH1pXfd97SOWa2rTt6O79lY9n1jEtzzJc9DfkPaGciIfUUzMyglCSq1GlpZpSskIRYvx2O6IOM5qi5VcvBSRJ53LwA0HRZQjAcEQmxiAEWV8vjqqmlfd1fQlaOCnZJdm6bDHf+LAweCxk213pSA+NEQCtQnTcdI7xYiWptBky8SSKi+5XjX60GqI8CNj3NPwBWUywN47WvtFrpvH2DfExMAnmxLHtwoNUmwvGOs05zBweA5qz4j7MPsbNHEzes4tVarQyipZKZgwG3guVI4etT0plSxj4+b5+OpU8Hjkt6YBMBGw8CEiULpiMPAcJ/pm3XPzAS35/ZkTAGchzG9C7A1iX43YZJdrV1mifMZwOrcHEboYKNenvRM/frXg3SnTjC9tEVXMO2lo06bfu/3fm9dHw3SufbegWNjYwAuXVrKS00/fE/kuVIMIfibL4cPM/Af1hObwF7f6EBvPQCLmQJjEk+vW6u00SHa8ciZ2IjYS+hjiKiWkb/all6Al+fxRM/nznWnvvJOK6q+5LqDguncHD0xA2Alid1obW2lLWFmKIIXfzPcOANQ7h68KNG6M4ByOcXu3cbL9+8PmjLVDDOsTAF/61b5ryLg008bWnMPozTtpAsjsW46IFJrSJMVNdamKRzAK19p5jGmBVNAqtfbEn+jYYB35kzH6LhragmLi5VOWb4Gqj4eHw8xg1w3UlkAFNeOFV5Aae7s2eDKSiTmOFAipP1r9+5wkySxcSKoEbROnjRPHQ7AoUN2fHIS+MY3bOVRrwdgn55G1miY6vI//2dr5Pw8LiAwvCbQCTjPEDKxZABmECQnpotuAag2myhNTNiBgYEQovDP/4xpAENZhpFmE2m5HFYs6zj9XUq6lAmnjx8/jpGRkc7xnkk/hNbW1vDe974Xt956Kw4cOADg0qWlvNS0+UGvF3iRGahPuF6j37E6/X+PVO0ylYQKlW7V0XOhmJmREh6loIEBhLg7iknqrUdkUa8Hii1ACGNIkkJxIKQhVO/JXjuh8zqacNRTk4yVdTAEgeCoGzyUywNtYJuHsaVhAGn7nl5lqerMkEZsfZ6j6k2qRc2lgbvhqKqRjhwEeZYBgjMf7XIAsJQMoXLDDXbR179unWpvh3C+Ver4flBYUFUycYQOhOPjZtsjZjz1lF1Lb1CqKvM84AWmG0EyabXaoh+AZhO12s7Ceo+LEfUZ4bPUPJ+aY7lDXFRRqpueLtr3pqYMLY8dC3viHT3ntuWhAAAgAElEQVRqXjZAkPDy3MBtcdFAjVlXksSOcSeDWs0GgL+58iLjbDaRwCS05IEHzAaYpkiXl5G3j1NlySUTbXsKHCls6TTUPpejbfMjiLdVrCdgEmSrXVedu/tqDOILTJdSvTkyMlIAvY3Qr/3ar+Hf/u3f8PDDD3eduxRpKS8lbX7QIymQMSJacyzxnFdpOsmtw53Udqf1R8BPMdE7r8SkvfVIwU81svSww8PTgWsxMzI5N1VAqtpt92MVJeTpCCrVKi5kpY6ajeDk9/bTtqh/EI9TY6yfmGMLHSMsvg5g8ufAeAewvFwG7XbLyxpnp4HlkN+aR1M9OmOenaoGrWDLljLGx81Rj6ATUxbopq1eYGbfTCobw8hkzZJckmlPTWFhIUhlu3cH/4d63TDiwIEAqOT73A4oTe0a4gJtiAzhrNWAysz3Q7YQItXwsAFPkmBkKsH4+FhHqia4Mb1llgWt+FNPWTSA8vDCa8GJQaTmruaaOLXVsnfu7Nmgz202TVrKcxsbqiYPHTKPy/37LfyAGxDmudU7OWl9IdDNzlq/lpdtBVAuo5RlaKGtznzqqU4yaUpzdGIh4OnrtyrfTQRAbALY2Wza5CB4tyVIwMAxBew8JfrLRC9myMJ73vMefOELX8DXvva1gsflpUpLealp84OeByeqVnxSQSAAno9lUvISo7fxsUxbhaX7gvl92bRoL0DRsp70+PbtQOnQI0FtpCpNohIZUpYZQ+SOCmjH/iVDON8qFUISgHh8nifle7ylj8cjELA5vE/IkbnaHqPgrGLjMAyT9lZgLEvtct5rkyC27I4j8p/lt2LLlnIn77Ey98lJk7AAE5iAIOFxiqjER0A/cyaYfur1Eur7fgRDMhC76hewf/9QZ1OANDVeWa8H4GHdBw/aN81eXMPceWewNRLs0hQYys/b8z15Mnii0PuRucoaDVy1v4bzrVLnlVDBn9/co/XRR61P115bnKtJEnn4qmvl5KjXbVXGvGvHjlk73vxmk/j27Sva74BgsxsfD3kuOYGaTZsgzKTCrOfLy8COHZ2tggh2pPMI4MdvghoBUIwdKAEdtWhnbXP2LLLjxzvq0RLMFjgOYERtelRlbFJaW1vDe97zHnz+85/HV77yFVx99dWF85cqLeWlps0PekrqHaGA5yU7r+PxEl0vQ52CZBvwPKDpZWSWxKBYdXpNzBzHoOFK61lb8Q4OFr1PNeBLPc3aZehdWklTMO2Y3yeObeiVIswDNhkwmbR6b/7/7L1/jFzpVS26uupU+XR3dbts98y043ZwwJN4bhxhYEISFMEg3oREd25uLlyiq+hGBCGIRAjKTSL0EEgkEkpEeAKkhJsHXJQgQsgfSCHw/hgRJJJobpiQmRsHJnecN+aliXtwe9wel93V7eOuU9Xvj33W2evsOuXpydieSU9/UqmqTp3znZ/1rW/tvfbeGrpkgDeePSXPm4U7hCB3tXhXStWESw1UrTmeVcUZX2yNcjnJBOcBej6qSqV1i+ZGjm8E6UKpXY51y8s2jt99N3Dy1A+jvfptS5yczmBpyW4Z5ykkPywccOKEPyN8LE+etPtwxx0WokA22sYWZlKhzxcv+rOuClI6BwtqON/poNdrl/omtRxo1MFDD7m5V+d6jWzTb66G6lD0QfA7ftzkpBcvupR/bc0CxU+csHADov3hw7ZNs+mVFvif5GyDIQMXLzoL7HTKDAF9VM2VDDwfwc2bVHGS/Y3gwAcYG+T6veJ7e30dM4MB1uACmBQmfplngLo+AN/+ds1zd/Pb88H03vWud+HTn/40Pve5z2Fubq70we3fvx/T09OYmpq6KWkpb3Z78YCeAp6KOhTwVLHJ3+taRLA4yy3eIyjE/JQUD0yyjNbtlrNwgt3BdNMGBpp6NHqYx6NMj+dXDB5+jPbI03enpk0O+BpwrkCnDFYL3Oq587MqMQ3wrkGrHVhFc5om+wAuwU2ZW8VrGi5O4VA2KeVYDFgHqiZNC12Ij0H0b83OegmhQ4dsnL3rriK9V37VkavTwVbewPS0rc96ecx1nC68tGBHxREWGVwY+gBUi73ytvH4jh+3fk6cMAxJ08KUSdMiZxYbG955kngCUcaVLS2VOWBXVuwnmkuJibOzZo38+tedcI2xvJ6oXDjbOX7cggRPn/as2ceOGZh94xu2vprg6W64/34DPsDemcg02sjz3IM8V1ctXoO2/tOnsZZlYyCwBROoUIyfwhNI67o5PAE1fX7M0pKjGDCHQ3Tg7LADoMGsLHRSFxkWRoWi8Va35wP0Pv7xjwOwLF3aPvGJT+Ad73gHANy0tJQ3s+1+0FOJYDRXTgI/BbG6putEpArb1gGDLtfwwLiLut3qzH8+2TT/h46O6tyhepA7CIx1lM4AAeC0TJFmUuExRwBjU5Onyu5VuELgN78cA8oHcNVkG1X/G02U6r8bAOgUIhemEYuglsENWHWgx2bClQMHmlha8kFfY9Ei00oSY1nMnDKTPQ381V95WYV+H0lnvgL6WWbsrdUyoOL/XR8drbjDa8m0joDvn+ETx49LPk3A/WHLywYgmreSzIgtSXDhYgMbG4ZLKyuu+CRBY1tfN3fb2poZCbTLslWdmE5JV1bsWM6ccTvtW97i9e9WC6HNY495KM2rXmXbxoeH/fOZJls8cqT0WW599rNl1QQUT0CvePVhoEUmNwovmkJ14Of6uuxpAKPBAJvwJ3YTQFr8B0fFsk5xkTaxe9uN0lGy3ay0lDezvXhAbxKIRZ8fsDNfXh041m0HH9zo256Ek3WHGUkkx5SZZAt4+JGq32R93dgey6STktGGGmyrCmYqMOF3zZMZwwxi7FydqZPnpAmlrY3ggBeFJgSxjeKljQytUbpMvD/+zn4UKOvMny0A0zhwoFWC3b59rk/Ic/vO4yZJpt+v1Sr8eJ/6fwzlC7voVjKDs2dcw8G+qOwEqukcWWibisgs8yICGuHApOHq60uSYgN2vLJiqpMLF2wjggonQ1RFLi5i+QlLY/nQQ+4n5HHu3++p4C5dMswi82Ums8rfhgAV/wtMjrC6aujKeL5Ox6jq8rKZN1ki4sknbdvDh237M2ec3jJ8IUmMaj/5pNmMGXOxvFyyNLZVAE8VTxrNmDzCHDY10r+bgtsoLON7X37fLL7TD9iAg+cWLIRBXOO3tO3l3tx52/2gFxtniurDqzFNjoFc7GMCwJW/17S6enLabtQdM3IkSTG7P3O2SsG4A8CAj+epM2MiUlpUfBCWOSl2DqimO4yB5RHstPICS+Pw3Q+1DvDKqwQbQmhY2oIDVRsGVhnW17nujVKQbYXvCnizOHy4icVFF65QeEKgYYYUAowqJZMEaPSeNofd4cNltHY7NW7AWOos81Ri+/cb7mhlHFpFWSaOSUo032rUhNA91z77v21D2mNpg9b4CaqPrl2z4zx+HP/r7Dy+8Q23LOq9TVM3T/OxIa6eOGHaGMCvURvwnHJ8xgp/doN0sKhdh9OnDWWPHzcBC6WqtEwwxuUf/sHswizpvrJiedX4Bzp82Jjr2bN2wb72tRIwOfj3YKyMrI7L6edT/14i68UWgZDAmoSnK5d1UOyfvsLb0fZAb+dt94MewUntMlFjrutFMItAOCmQPSJFTZv00yRdjP5OpjHfGdkMWGvRcJZNGTfPU/X0BUXYSucNoMK/sQ6MCWQtie1WqxPFcsB4cmgO6JcuVZNEe55MBSrz5VmbBGKtYp3LcNH5LMb9dpOSTjcry+bmmh7PBs8nyUGf51z3OPCcN9ODmPlv/610eI2Sdlk4gLoh+kjT1MyiJEAExSRxyygbw+mYVYvMjsDE69/W5OFkQioo2bfP2dM99+DpYz+I5bN+b8+f9/yhGh+or5MnzSr5V39lCs7FRWf5lUnacFjWlRsdf7kto62YqWROn7YdHz/uF4XVb5eXrQ+qiqen/QIB9vs3vlH1uwvg5TYLqoDcAnz6BDgw0MSpQJHAgSuyO1WAEjgVSDXEQU2iGeqBdK89v233gx5QZXex3YjtcVtleyrtiwpPSZg4CvOmOpm/gl3dofE3TXuFhx6yAUCVeCrh5qxfj51T9U6nTH6tPrlnwGoAbs5jwmMCHs8rgqGaND0sgeyOwFZeHXm/hupQoaKTa6jWyrsm641kO4vVq/atJs72WAA2z58DP8dp+rqo7ASqiZ6vYgZJdwZ5cc5nz7oaX+dHy8vO+paWrE+6sTihAVwhyeNg9XINJSgLGvR6lsGERfPS1BBqZcV8vV//uoHKqVPAyZPoF+F6L1nYwvJyW62dOHOm+ji3801gdQ3zCwu4994Z/OVfAp/5jBO0seeFB9broZFvWT1GpdHHjxvK/su/jG93+LDTbNqt19bsQjLGkDfhzBk7540Nr4NU3BCCEU2P9K+1ZTlVm/ribykwFuagzDAyIQVMrs990de3Z9584bXdD3oBjABMRhrNXML1buDvi8CmXcfVJ8WqKrZOOnwe0jyuelAX4EAX63iRFih9KFSF2uqKvMbjodVJ/XzR3AaMJ5Fm3k1isIlOAAMeBTwFtajE9KBxB0tdrn1GH5427SdFmrZKEKHPsbhESNOqqn9pyRL3Hzgwzvp4vdbXzY1GwYemWmPjcmIAx/e77ip8tNg04UPm2WDiveBEY3ERmFn7tlcXf/JJj8e77z7bkImejx8H7r0XW2hjcRFor/x/wGqCLHtp2SePqdsFvvfYqJqeZXUVS0vfi4UF293XvmahEpXMVEniNtzw/2gQ3RlYWBaxLWy5y8vO/nihGPuRZWY+Xl31mUKem/mAcXlZVgEywIArhasuuUx9fjRrak4eLuNTqIIYbSqG0RbXS+CpvW512wO9nbcXB+jpi6NRtFlFwAMqcUcEuBsxoihS0d3eqIwQ1439j1lcV1bG5XVZ5mqIyOwCE1WWF7OiKPMDHDdVKW6ZU6rb8JhV8JJl5pLR+mzWFJzqfHl1iaFZDSHWv9M+tsI2da0NYB6tVqvMeUkQYfozPgJzc86AqJLUxms4HNp4TBYX4xLrGuupMnRuOCxESZ/6DNDpYOaNb8TSUrWOoZZd6nSA+ewp4M/+zMCOB84YTLVEHDlSBnWXYQ0rK3ZyRaNyk8YQ9PtejaMwT+ZnPXSFNQOnp4FGvuWTypWVaoE/NgpNWBupSMOGLLNyEf/zf3qQKuPxGOYAmJqTCRUYxFg8ZPn6+hhj24KJSxhQzn85GRzf27IdwZEgl8ITUc9gXNQCjKs6o6kzmkr32gun7X7QA3w0iyN11KIDFZRRJlc3iGlXfJ9UM/KZzIeTGseU+XTLBo+5OQM5DjDqMIthF7SnlWjcHgM6BUGgCgDx3DQziwaZx6rmXEcTUhdrwoFNxSnXUAU8+u9ierEImjGVWF1i6SYsg+I0Wq3WWMIdwFWRtBTTBKlmZWWFjK/kOEwLW2TLeg+5TPOVllUR8twY2mOPASsrmDl2DMeOzYzlQt+/vygI+/BZ4Ctfse2OHbMfWJCPB0oHImckVHIW6hRlj6y/d+IEKsGjWwsvwcOn5/GZz5hVMklsEkARZeVk+VDU+cupBtISQOqPPnPGLuIddxhw8yFiBiFe+K9+tWI3TgrHa6PIqdmXF2CARYbHo+L0SEGyV3yegQWZ50AZakDV59ViOXNxsg9t9PepifR2DbBTGM9x+az7uE3JsZ/vtvtBj3VSJlEobTWmy52CHTA5bq3O5Hkjc6Zuk6YF4H3hC7YDLZEezJflck7dOSgVNsaZFFgftCugF6ugA9W0YTHRtPoDNR8nRYKq2qymGKsTlxj7ct+chxJYY+B6jLery7l5I5bntfMUwCjVT1PDDF5SXmImCGGLcf+8vBTL8je9hxomyeeDmpMTJ4p6d2TmRXZ69PuYT3PMHxOzPEFlue8CDzoe5+Ys5yQloP2+nVCrVTVVFuuPOvOlebLTMcD7gR8AXrI4As5kJUg99hjwG79hbuTt7SEOH27ita+1w0xTFJr/pOqIlAfbUtslziwZj0Fge9nL7DNVPRS+UGG0tgb8/d9XE7m2WrZOUc8qzzJkMKWmphhrw82UMd0Y2eAq7OnbLJZxNMjgcX3zxXeC5xqAgzDgU3anplVIX7fLp4ckAZ5rgubt7e98dv5d1HY/6DEvlNr04qgURC51gFf3WZdNqoZ+I3CrA8PY0hSujGBKkDrnG+BgB1T9fMV5bqFdYV5kb/pdB/Vr17w8kI5n9O0pCBLkqoBXl/8yglMfztQIesrkojqTYQvqUaljhtqnze8HgyYuX27h2rVm6aPjWKs5uanc5HkRKOMlZYugrxEivJ5qsVtaKgq8Lv9vz+j89a8D3/M9tvPZWeDHf9zVLETOft/Y4Pq6Ic/CgiH03JzTRmVTQJlnE4ABzMJCmbAFAF7xCrMgfv/3w7NZF5OkJ75lgsvt7SGOHm3ivvtMyNLpFKZNtm7X6V90G3CmwHjBLPP98Dk+dcrzVNLHd+aMfdaZJO3MgwE2BwNcHQzKwBZ5bAEYCDFQPZF3NYG2wzpd+U1TlDGLC32A3FcHVUEMcGMT6C1te6C347b7QY/2JC0mq2ZAFbmISbMO2Oo+K3jFNGN1LSo2+b/noUTh5UE8bT6PNDUkYdVSdsBAdMBTiehAmSTYQrUgLPtXFqfnRbMkGR+D1Gllioky8tzFdGSAHpoQRSZ1sgCVDKjJs4nJKcbYFNxU7MJG/Z6tk6bNio+u07FY5yNHTETI87p82X7XxNt62ZkGrm6iouu3YX6vpaVGSdCoCsWlYqWvfMUmNvv3exHSLDN2v7RkcW55bvFrtD9zmcpE89ypKydKNOsXEfD/tmrHcfq0ncP99xeME5vASs9Bb2EBrRWKKZt45SstmcorXlEceyamCF6U4n9VugW4bzUdaGFCgh8TtVKtSfEKZx9kdwUwPj0YlNlY+VejKZHqSd55sruoxmzDQhqeKn7rAmWRWUi/OZwdssQQ+8ngyaajf++2At5ee1Zt94MeFQfAOODV+R/CppPMm4OBu9VUur+TiZICH9WCHEBpWms2bfmoexCNY8fcnxEz/jJ/lSoxZEejpI2s78epx8f5wDVR/mtF8ihaYULkaNIkKI4DHg1M2urUmUAV8LRSgjZVejZgDI+ASWBVAxfNmvZbmrZw4ED1UrFk27FjHpTd65kak1VsOHbzsaFLtc5qzpamRRLwohjewW4XB5fErJ5lHgNx/LgN8k8+aQextGSM7uGHDdxOnvR7TbXu4qIDG58J+tSUjgq9vHC5Xanrurpq92wmv4pRZx4NJvYszIm899PThsPHjhXVPDCqR3tWQ9dGM2W/b8e7suLpZ9TfyFJENCswHQ3/o4MBRr0eloEyFk5Nl1GVqY3r0Lc3AzNbUvW5CQeuGTjTU/8fQS+V/rPi1Yb7+SDbADsvX/yc281iei+C9uIAvVhGKApXbtDiwKZilWjSfDaWAe52375qLkYSuQZGuNpvmHvl+MvR4OAVgY1ZgPXcxPxpZqj2mA8umuS4fw50Gn6ggMl3NWlquEIV8GI8HuA+OsCHBk0gDUxNtSSur4Vx06aaQjncbcg680jTtKwpmufjmiV+XliwAZ1kgsv7fcuQtbRk1rdjx8aMAuX1Uqzhezu7CvzlXxoTv/9+G9C/8AUz2/2X/+L+tySxmnGUdK6suFVC832xMDBVNoAnOQWq9md1Wg4GwOHD2Dr+7/DNh6s/NZvG0DeTeZw5DRw50sBdV1ZLP9zD/7frSXgN2vmmsTx9Dqno4cUu2ggNNFj19vJlM+OyIi5NnVpzr6iQUD7nnF0MBsD6OtZgAKX+M2V3GnTOp0sVm4m8ZzCWx3V7kJyZ8IrqyiQZ+3cQ1Wyxyi5ZnDaaPW952wO9HbfdD3rA+EinM+GaqXqd6bJOrAI8e8CLbEAjJTqdwvnfz4GVFcwfP47N3BSXbc6gWelTfSUqYok+lTxHkrTRajnoMc1VUQOzcq5Rhcn3uirpWnXBRSt8sYJCNE/WCVvoaTEA295uYmoqxfa2C1BsfQ4xBnZTUymShAmsCa4GeHNzTqh4XhxHo3U7unWV4dIXp6LDJHF2vLZW9eWVpkvkxtYYNE6hCqPA1cqwtAT81/9qKLu4aODAqHVNJN3pGFgymnx62v1pNGvyBnHyc/06sLiIr33NiSFV/z/xE7brRx6xc7prbhP4+jKQJHg6m8GZM9bdsWPmy+t2Aaz1q5aGPPeO8xxYWEADIzdx8oG6cMFmF8x9RrPB2ppf5OHQHs5Wq5oGaGMDeZahCwOeq3CzpRrGE3lFcclTABbliYs+OD6B7JNmS+p1yC5zmGgmhbPDq7INE1GTUb44Btjvrrb77wml3EC9CoHLJ6CWYkhcRUUrz0AYK63Z9NSIDYywlTcsnyZHWg4MSYL0+Mttv5QR0jGkaTsi0BWvUTozFqWRZQ54HKf4W11y6WjiJNDFmL1qxhWCUF1CaWV5HJoiMxxgezuFDR9UcjYxNWWqQx4D5zDdbhN5fqByH2LGlXiZ9LdIljQujsBHMNMwOGKLxt7RXI251Dt77LEyKwqOHRs3q9M0ubJiDjaqLgmWzG1GsyZ3DNgsLE2rucyYk/L8+fKgLpz1xZ2OVeN5y1vs0ADgR+7dAh47Y2zr6NHStdbpAP/xPxrWluIVMlEV2IhYhYDXwMhRdt8+TyUzO2vgduaM/X7+vD+YzWbVT33xIvL19dIE2YGbH2PmFL6AKsvryxPGdWeKVwaUZYYWUH0qO3DG15b+ADeJMjyC4JjBwe62piBrNoHGc+SVoxdH0rTdD3pAveMlolnhgJ/kw1OzJhsLh05qtM50Oi5o2MwaZv5KRmXHlrS3GHE5DS8CjhtrTyFZuLOe0enIL0x2lBTCFcmaogBFk5wCIs2Tev5162aZM0V+9lJBBDhld7pMvwPj8XZqCt2S5RbGsL09xPXrTWxvm2bPSsQ10e/PVgSL2iK5J2OtC2mMjwbBnfhBpkds4fXhWK71iQ8cmEH73ntNMfLww4Y4J096FupTp9y3RZ/W93yPZTW5dMntiv2+mUUZ50CgoXmUQKo0laDI+JEkKe8hK/wsLnqFhfvug9G9ft9CH177WvyP/9PI2cmTwH/4D0UAfZwN8WSZdaVYVhaWJeizoOBg4OEHCwuekUXjOai2Bty/B/eZ0S/HFsGPwMR/N02eXVSZF/1w7I8MrwcHvDY8DIIhCgi/Kxjm8pns77YNsEmyB3o7bLsf9K5fB2Zmxke08H4jwLtRm1TnsNUCDnYL9pajHHHStG0z5r7IJik4UObG39bWrEAlj1dHXPVTFqPxVt5AJmDHzZgIP77HVGQ64McYvZhcmmbNapJoBbxJbA/hs8bd1WVXacIMVChMnvp7A9vbGXq9QxUgAyazb1463jueC7/PzjrecH3WwyNwAAaIc3MOhipKXFgADv7n/2wg9pWveLmJ1VV7/+d/Bn7mZwycWNTuzBkDPIo96CxlGq6lJX8uut0y20qlFSbGMhi9QH2eM3GI2eyOHClSmqUpcOoUvvLPM/jz91uC6U4H+Pf/Hvh3J0bAajWcgXR4lLTRIAWmYEVDZ2jzPX/e82tyckegpCpM+xdZcdJqYTQYlKxK2RxkWQIPNp+H57+MeTP5l85QDU3gOgvFNk9Dje5Vf6H67XJ58bhoEo0Cl732/LfdD3oKCjW/7QTs6ljejdr0dFHglf4PsrQkMZOPoky0p6m9Lc/d76GmLQ4ISmPStKyEDXj9NRWfbGyYnuDKFffTafiBtmvXbH2OuwqOTHs4GKhwRcGN4BfDFoD6jIUMT4iJpZUF1ik1Z2Hmz2F5udRXp+BHXybg7FzdRhH0qZDnOhsbhkX8vdMxFxWVkNSarK7KRCjPLQiO8WcPPeROQDI4hhcQKUkbyQjp7G02PYFnnruik/sha+r1XHVz6lQJsgsLd5bXYXnZHqVTp4BXvxrAmT6+vfCD+NgHnP0tLZkf72d+BtV4lUqGn8KESTEVU45xR2ScJ074Bacg6+xZM6XS0cqLzsY/XKuFUZahB5RVC2bgqcMIdgSfNTj4MIg8FokdwU2egAHjApwRPoUqw2NQDd+T4lhoJoXsk7+nxbLbUzcde0zvWbTdD3o6nddR8AaAxzbJrDmpUSQ6nz8N9PrjPkTOkFVhwXcdKOJBrK76oCIAWhmp0xTIq10oM+N4SSDT8IW686RyM6o46XqhRmIc8NQ3p56USVXM65JDM9yAYhjAVZx1qcmalTlNp2MEi+ZaXm4yNb0+NE/muYtV+PvcnH9mPmUmg+50qpm/9u2z3xkvbuN36rFyi4sGVKdP20V94gnvmOV0CC68n5q5msnFaZukjZYnsLzsNeuOH7fgQ7LBTgeveY27BgHbxb33Ao3T/wtXj/8g/q/fMP/ea19ru2Bxhpn8qj+3sWWZhTpg5J/Vxsxj/9a3HAAJ4FlmF5g3hhefkfPDoS0fDivmSqomVS1ZXGlswdWXGQy4DsLNoWqi1BRhGmvHwrDKAFUZSsELc3NqLKD68Wj61Dogt7Ttgd6O2+4HvTrzD2BFVGvwRT/vBPCULSRJUe9uNasG7aoPRCtM6yCnO1VhDbfj76xDwwEvTSuCFR6z+hpXV926VKfOrNsNyWSM7efyKssbomreVOCr8+VBPvNdKyio94R+vxiVxZg8AGiN+eguXRq/rNqSxEDx4sWih5ZnwSL5pnCy0zEz4B13VF1OjOtLkvFA9ZmV/9doE5nZ7KwxMGZ4lhyXIvl0kFQWz4MnkztxwpaR+T/xBPDoo66CJLKRYb361bhrYYSTJxsV39589hSQJKVlfWnJBC6vf30BdmeXndkxQYKqiNmKiVljwWYOZQFZzjZ6Pcs4s7Jir/vuM0Q9fbo6iaO6an3dHeZZVgkoJ2NTU2MKByGqJhlioMClgBeTTmucH7cnW2vDTaE0XXLbPowdxpAJZX577YXVdj/oAeN2rpqmrEffWzuILmX3pWWW2nYAACAASURBVEmTKMGchOywDlXrDiCqMQHvU01ASYKtZKasngCMJ3mmGFRNlWpZJYDFZTRpKsipidNANebFVH8eAUtTkUWWpxlUmmE5gTQr3ikNaMKGo3lZv1niBFOt3uiW09SpWqA77jByxOB1XruLF+3aEeCouo15kzOZ56QpzHTZ6xlaUoq/vu6M59gxv9gEE/XD6UkQiVU88q1vma2617OgdjrqWIljbs6Vky97GdDtYmGhXab3XFqCCWy6XXSOW/7NCxfkPJbXHPn1eaZapwg7aKgzs9cDjh93tsdjZukjAtrDDxuVPHHCZ2EsGc8D4MPXbKLRbCLNsorPLAHKMALAGR+BkVUWUDwtMTJUfXXKb2jSZCOIaZJpPn1kd3pMzPnJY7ltoNdsThYY7LQ9UymYXdJeHKAHVAeQJJmIN99JlwAZXq9Kk5h+ieaouJEODqWJMrC9eKBaj6w4D/XjRWFKLHejIpTICicBnl4f/m7L6kIR4vctWaaNAKkqTcbgAe7D0z8yAT8KYzIAsxXGVZdsR8Urly55mZyFBU9rurhYnadQO0ITKM2g9OMlSbVyzpEjxS0+ftxK53DWNByaH0sPRul1NB9qVQTATdtLSw5mGpenZtBDh3y2w+DwJCmxFsXhYSUtFaRHjzrgZxkww/Rg9B3z8+qqX2AGmtMsyWcTcFXmxYvOQPPcy8JnmecKZchCkUQagNuIiwlDnQ8PcLDpwKZFT8OZ1xY8QbSKVajcZDgC12XGlVz6V5Ml4CwxRRVAuS6K7WkuvV319CoP93fanmtw+3dJe3GAnk7pk/qSQd8p4CUJMJM9DZxZdZMjTVpJ4n9+LTetdjhFFaAaCKY7mnAu9ONFJpbnRgRUD6Etz+tBksCoAjr2rcDpyaT1BZgXY6P4vgFjcjENL1AVuAxRTfxE4GvA4/QIEJqVxUXjemkB97sRsKJ/ko1jK+O8OZ/QDC6A4cfZs+4PJaskplFv1OkUmeGWluzez856CIJObtSEycnP4qILWdTOSrsrKxEzVjPapAFP3Mw8Y323PLBOH1CEFdx7L0bdg+j0zaRJs+dMOvKLwIkbHxaeZLdrgHb5sqHl8rKHXqyv2zkThNWkrwB69myl8nll0BYVUU+eBj45avIEPOxAfW0EtavyO/uZQTW7i/ZPcFXhCs2XW6gCKG0RCpIMZ+ATflvaHujtuO1+0AsMr068Ugd4kyyh0fI4k1+1GCf6Pvp9Gwj4R15ergaU68acHdd1/Ew7LtSabApeBCuqNJXV1YEbr0HdOuxbq6dbXF5UatKPR+Wl+vXUyBN9e9HIxKFC1ZxsMsiXvr5GuR4xJGZY0UvH60FQU2ZIHGo2x5eRrDMRNU2dgK/P/pMEBlT33Wdsj+nEmAtOU3YRvDodL+lAE6g6X9PUDjbap4nKzMwCeP8UwxSCmAaAmSiAQtVVN5M9DTxy1pkYQezCBX8gKFOl6TJNbZ0rV/w/oIyQed2AakJ0AhtFK1o6q7zN/p0mTT4t0bzIddR/F5PgafowmkAJgnzXnJtZsYx+PaYqU4DUp5v7Jxi+OKQh313txQN6SVIBCeCZ2V0d9uhvaQpgte8sjrNqzR/IPIl1HXOGrxUg9OBuAIRbRUHYaP1Uy2oEPGVrXF9fyoR0O373PJ1RrKJDiy5T31ydd0Pj84aomjNjEDvtlVxHQyCGFevxvn1Vy18Eeb3cJFHRmqxutWbTM4CtrLgVTvdx6JAtL5lSL7PODxxwpk8WpmydB0MBi1JNdRLyMxU3NCU2m86qksSAj9SWLFIp79JS5aFpZJtoJwnaCdwefvq03yKCW55XQxIAR3iCGvOGxosZTbd8OAl4FK2QNjOQvZAbkzWpclNFLFRTauM2NFcyPRgZWlq8+vCgdf2H0fy5JdvQZ6ciFu5DzaCq4Lyt9fT2mN6O2u4HPcAUjnh2gHejxv95o3/VF+royodvMKiGF6jPo87pxM45g48HGQQOdexMXYlMFaYD/iRGp4BHE56ChC2j8ETDFHQuq0AXa+kpMNYZfajarCsQG5sGv5tCdDAYotk0QQsTeNM0q+/XrplpNstcoaTAroIUHUeUPfb7LmxpZJs42E3xqlfZ8zWTjlxwRAZHX9j162buJAPTNF51Zmy1rxI42B9v5v79HsgOODjxgF/xCnun05HmUXVcct9nzrj1gfF0OkvQ4sRabkMFWwro3F591NynZjpXvydvxuoqtoqZjE6XogKTMXeAMzBlgwTFq/J7I03RzrIy1k6zuCSoqjGZRzNBVeCiZk0CcY5qMdrbnnB6D/R21HY/6NWYNCd93mF3NtjlW26aiooPmmqYzZnBu9FcFcsE6ewcqFISZQFpWmui1UPJMo9T08PjSysuMBC9zodXBbyseKmIhGA2gA0tw7BO/CPWhSoQgDi3ntRioVj3B05NNWuDzQnkPF8bZ30ooiiRWWpiQhENReAtWFws0sqxplyWYYYbZIGdd7vmuyILe/xxB6Q6Hx8Png5DKmxoIufv+g74QSuYUm3J5KGMwdCwCF4omiRPn3alpR4j4P7G+Afi9mpuVbt53IZxQBKWUMkc0OthM/NQBRWx1KUdU2Ul4CDENGP8LUNhLxgOS9+bghUBLpPvdUmjs2IbxgRqBQYFXTLMvfbCarse9G42w6s0DhQcDPgnpsmJGePpFFJHk86SiTaByY2NtsUMXk2bKmBRZscJcxyf6hgdv6umQE2aVcBTNWYUsyB81u/qo1M/oP5GJaeCoPY1kD5SWEYWa7TiMZSAx65m3kIBX465OiG4dMlTinHs5iVv9582FkSl4qSqFrxwPCCuw8KpX/ua+cA02E/74WvfPjuR69e9iu3+/V7Hic8KUZxR90AV8Pp92x+b1t3Lc3NQcmLG/GnLy34cEbiUAkdhDpfz4kfbu/bDSSFdAXxfX8eo1ytBThWakM/lFW+1kA8GpfJSATFBlRVqYDp9ifNFajMFRpo+I5ASHJXdEfzUxKlPA/u6LU0dy3vthu1FcZVuBHSTBCvP2FgUk1r2a9dc2UAEIeARjWImFYoFQsLesulMu3igR92DyLOqdYgDt4pZeN4x8wrflf3Vbc9TyLIIeJphRT/H3BMKggM4YDVQTU/GdRpwAGTbkHWi+TOFimA0UwoJzqVLFR1HMc7a+QwGbayttcprQFLN3M0l4K1+2xZcvmzAlySWn4v3R4FPGZzew2PHvHQOgEqdpyRxENTCivqeJL4tgUUnWGylikb2nedO4+mze/xx+73Xc/EJt6MgK/rluO94bsrueCHjcfA3bq8mBT7zFy8iz7IxwAIcZBIAifo2m00kWYaDWVYKSsgMybzICOnDU3MAfXQENN1XbGRwBM9Mls+jmo6MwJykqat3b3Wrm4Dttdq2d5WwM+BT0tXON12/zj/z9LTTKBZbY9kXwJYpiCm6UDqntX64M91xtzsRoJTluRlv/Bxi5hBljBx/1Dw6nlKMweTK8DRXJlv8Pqk1gTGlpurn9B1hHQ+TIIujy4oEvNfzCcJgoGnNrmEw2MLly030+yk6HROjML1Ymhb3mWbo++/3QT1NrfPHHvOJy8KCB/lFMyT7YFwanwlSTka809fH7SepjzRWgmywjlURvXmTk8SyxDBmDnCTuprWtSquKkH5sBF42RiWUMfu9Hhi9WWgNGeOCsCLd7wupKAi6hkO0S5MoQQcnY41ANwJoMHrJaVRuL+ubBv3qY3ARuZYmj7n5srJR1sl0XNzLxo/2XdTe1GB3jMxvmdaL0mKithUqUVVGgGPiXnJ/KanPfvzJGecmj65szBoMvtKFK7Usby6Y49upDhOxT69KCzNjHVJpVXUou1GbnzG2AHVIPTo7+N6Q/md4FgNhr98eYhLl9yvR9eVV3Sn/1HzylkM4WAAdLspjh51wWWSoDYDTinYYHHYv/97VziyUOKJEyb11FRczG5CM7eCCUGRywA3ayrQ8hhU6cimLFOZm7LR5WU7rmvXPHZQWRrlrPxO87uaRBnJr0UZYz8KqPpAEXAIDEWGlq1CVEIwIdMbk/uzEkPB8kq2WJhLGzBw2yxAdaHoa0w0VmxLpgdU83mW+9L12YZD2w/rhml1d26j5uudpHS6GW2P6e247V2lmqZETJ+jNrY8ZyJX1MYcWKRT+/a5zI8y7AhugLMFzrLVrMVXp4OsX617p1YiFanod822EgGOjeuxTzeJxhRiEfDiMi5XsAKqAEmfHRNIx1JBuk1MTQZZl9tnAGbRatm61A9FS3F1H9XyRa1WWhYk1wLkJYPhRaLDj3XtFhaA//Sf/EasrpoFYGXF0oQNh9UOjx2z15kzNlgeP27PCCdLkSHGYyAo7dvnLFBVe/weTRd5boDX75tv8J57bPnamudZi0IafedvBHymPdM/Sd1kLs7CNjaq7HUwwKgAH96uEohaLY+FGwyQAego0ABAliEvABMohCXNJjqDAVKCY2zcf6tlwFW0UZZVp2h6Tekz1TgVNmV2WqyR6x86NH4Mt6Ltgd6O295VmtCipqSdjKxyQq/nWYo5c+Wfm7Z7zrhjWo+6B1PpFQdVSthlsNnMTIFaB3iaazN2q6+o7oymTV3uyaTpy4s5NuvaJJDS703Y8ESzaNyO69Ijo/tTv18TrhIdlZf8yhV3K01uCqyzOHXKsIgxe7x+WFy0xAO9noEZmdi995pfT9S06HSsg2PHbN0zZ+xFVkSWdeyYvZPZKR3dt8/6JzvU+nOA214BG4gjw9AHIT4QvCBXrljuy6UlOwbWR2Kfg4HtQ6u3q99OLRxRlFX3ioIVxt9lGbYKoEnSFHcW5s0Rj0OD0ptNzGSZM72CqY2yrCwBtEClK4CUvtFoRpXvW4MBGoOBmyezrIzlS2rWB4C8+IMw0wsQwikKACfrLMFvr72g2q4HvRv54Se1JAHavadclakmnn5/3GFGp5HMQMuBgiyPjI8HFVGVM0T+UfhbodaMQBUBTyfVXBZVilHJyG1UFGh+LwISBSw0DfKzsjKC46SmYEeG1oDX0JvGeHweKyhEJag2auasP2XnKt6p3qr6xFCLi+MsbzAANtN5zJw8aQtPnjTgWl42UFtcNJBjtVneuzR102az6fWcssyep337xtkRD1J9c8qkaP7ULCbR/M31YvUDoLou35kHVJnhoUMGAJNmDupfrptNcVJAEReZGfuhPLj43lY2lqZuECf4DofldSyX06y5sVGGAxwEqtmONNid/RTgy/ACguWdANqFivMqUMbjtQcDD2ofDMpQBqBqemVWlwT+L8hRJKRuNt1MfavbzVBvbm/fnGN5gbddD3qx1VmQuDxJipyEyyvu7E8SzzeoUm0OMky6SF8I/6icLbMPiluU+cVGdsjP3W4JeNGPx1ADXRZZWwRErsNk/3k+LoCxpgyPQKH+PDaCI4GqDQsjyGBDCAfgkayjlRc0wTT7A+oZo5YcUuGLf2ZOTDXpap6AcUZpTZOfaMtz2H1l1dUkMX/dI4/4Cupvo2nz2DHg3DkfeI8csUGZzwRQld8qIKl9libFuoOj+VzFT3RkUsEDVBOK1g2KasPf2DDTZRTA6LoEsAh4jH9RhhqVpQRAzbwCOEjxPOvMiARQoLxunTQ1kI7CIGZ6KSTIDIGgvYL+Q1Zk6BWMkWCmmVUSVJWgFL+o6CUvXtw+hz35Sa93++L0boZ5cw/0dneLmpFG72mX/WnAmv75ODpydCVAcYZdKNFKO36UfXMGrH3qoKNgmiTYzD0eT9OD1RV2jQHldSWE+K59ETjdksMkz5HBTcqWMg0DvmmYDo6iFJouY7khoBreoH1FdWj8/UbHUW285O7WaWIwYHSVgt90iV28JrwdrRawmTUwwwkPU8q98Y0Gbp//vAeQ33OPPxPLy7Ye73OaGtPnQdXZpHs9M4cSpPLcA8o1iJssjyxiOPQJ1SOPeC09AhCfNwUhXpSiwgIAZ6xkmMqcIvDxXU0IPCcV48zOVhkgRSx6fFRSDgYYra8jIYip1UMZJ9keJxAqO2YrfIdZluEpVLO3MKwhh1Vk6AFlZhZNUp3Ld079GOzOTC8U3DSkTwImQfa2Vk7fA70dtV0Pes/0HLSTkecNpAqPf9KYa5Ad3nFH1XTEpNLUulOtCVQHPoIm+4sKPrZOB5t5ewzMFPAiu+MyTYhf52JRqxmDt9fXqXAku6M5c1KtPAaSE6A4lFDGvgYHF/X/aXhCFKqM4EBbl3+TjWrPFnR7Xhc9by2bZGZbMs9m2dfdd5uIJUksFI/WaLqFAGBmYQH41Kc87GBhwQAqmiWZroU3RvNWxgMCxic7WeblelgsmGZvsh/2R/+fPgiPP+4VFlRVaBegOpFTBSlQzc+pz3ZdijQCHc0GXBYniroMsP0Vx7NZvOaL4PIy7df6OmaU1QEOdOxLgTOAKP18PGIa6LUcEH8bASXD4xMMeCYWrkNA5DtZnb4Q+iXobWCvvdDarge9ST68JAEaGHlWFf4huYFK0NWsQ9MPWRxn3YzPYswV1wXc3q6ycp3Bqq8kScqMK5MAL/r29L0O8PibXhNleV4qiPF2G9C8lg6CJvGvZlMBHMQuwLOkqKITqIJUfAeqfaWomkDZWkX/HUSzKK+Lkmu6UzxcAagOUx2cPGk41ek40F254tcwSQq2l6YOYsvLDnIAcNddVcEJZxd0FJ45UzXlaeOgPTtr69NfqImh9Z0neOmSAdTZs7auMrwgwKhMqKQ4a6U2IwGP1oiYj01nS1nmqk8++zELN82cs7PuUysYWt7roY9qMSl+LkUkQBX4blTgtNdDVig8CaYa0D6DKrA15DvzbPIpi7F6CarTNgVPfu/L8hQoU6YRIG9L22N6O267HvTqWgl4ZHXMSs8aOqRYQNX8SLMmZ/HXrtlIefRo1cbIprPTaBZivwqixWeCl5ohY9WEOsZHAFNMpc+ucG9UTs+ZojK7axj36dWJVXieqrDcgP3tp1H13aFYfqMqY1HwQqaoADhfvOg7ZMjCBra3N3D58myFofFWTU01sb0dA+DbmJtrlQlIuD5v9blzXlQ1z+FZWABn9oOBfb5wwZbPzflOGbx+771OH9k0Uw9pNs2nFMjExoPkrIZV0s+c8bp0rZYXaVW6quY/PpMU2HS7Zo5fWTEgy7KqH5Db6kO0IfxFQZvnRvY3GNj/hGbUYt2k1UKXcXVw02CpnKTFJDZlrvJ5azAoGRtZGKRvLfLKAa8Ps0ckMCFMO2zDqV0P1bycms5M+2c1hk6x3pasd1vaHujtuO160JsUttRO4CyPvgyqNTkTpr1MTZJEG1XJUXAQ/Q9kjjE9VZy5sw9Rak4CPLobFdgim1XzpebVpD5CE0zbadAIpLXwyNIU8Op8acrgDIA88XQUvdSFMUTmqKyMfQIGdiwoS2bJmEBbL8tSDIfNCTqhKuBNTaWl20oJPuCuqEojOua5KTl5Uw4fNtD5l3+pmh3JqNT3G1WPvR7w6KO23n33jefkBKoHdu2a0dCVFQNUDZ9Rc/rsrIOf5ZKrhjfwAs3O2u8ETMCeewU1PmQqUqHJVS80TZAMVs8yZFlWJngu+y58oG2yP+53fd3UnAzg15ABNWHG48qy0mSpwKlMjaZKMrQRDJxYJ0+bskH2p48C+90slrdlvVS2ywHMtFpo7Ns3nsRirz2vbdeDHjCONWkKzz7PP2ndg6mmTsn8UKkBlmUWiHz48HhWjOi/iWq40EbpDLIQViCFr8tJvv6uh8OmIhVuz88qiun36ccj4PE9+uFinTu2eVjeC1ZLb8NVmwpI6sdDeGeQuZpRm+E1D2N2PBY1bepxZRgMUgwGxu7YPLOMbT811SrFuL1eVQUL2G1eWrLfZ2eLeQl9Xby/rGjOZJ2zs6Z85CyEEyE1g/IG8Fmam3PbqiIwUBW6cH+sTH7unDM1BStNz5VlbjItkjmPxZ4RDDUQO039Iev1PEQgiru05hL/FzyvQrWadruuriz6yxkbR99n0UfCvhYXvQ8ek16Tgj32YMDFJ00rMfBFMALGk1ErMGoUKEUvHBhngDJpNCuiX5Xlm3BmR5Vn5R8+Nnu6Re1mhCyMXhwlb18UoKfutyQBGmtP2R/63DnPEgH4gMYZaRQa0Ayls3XOjJl6jP30+/YbH8aIvHpwxTbqMqkDvLrAdM1bDIyzOo5d2gfFKybu2IANHTRnRtbF7CkxZIFA2AJwAMBlmMFovlh2FQ5Ok3x3NIHGags0a3Ifs7Kshg2V/ZKZNktLjYNfE61WWt6eNDVSRoLP6k+BeKPVKqqJf/KTBiJzcyjVjcyik+ee1YT3vNXygZ0mTN4ghkB0u8CpU+OmiAh4vZ6V/HnssSoAKNNS3xkDzAEPYgfGze88trk53z72q/41NS8SHBVo9bh4DKocLUQrCdkm1+Xrjjvc98fjY99kmuvrJTDFDK3K8qJpUZfp0J6EZbo9P2uoQgL3A24Wn9lHmay6uBZbhZ/xtrSbYd7cA73d0Rr5Fhr5lpsx1nrjsUxA1f+mgKfxVPyDx6TABMN9+8wRpGk9tPCmIq+2wgQWBSlqvowmzShgAerBki/dzl4DOCvbACqJpQcwwGLmFK2uoCDUgoMkQWoAM0Mqe1NmF0FPVaDK5OZlnZb8Fhkn/6hand2MVAQ88+k5FtGKxjzBMYhfE60kCYCHH/EM1lnm5kqWdEgSMzkyK0uzaQM4Jz/0rW1seIzf933feOiKsjCyu7NnTZW5vDwOSKrQVEaUZSZ04YnyOAmgqhoGUKbHa7XMXNps2jHTZM91VUkKVP8vnF2R7d1xh4cV0H/56ldbZhUe+3Bo66hrgL51mlJ5jAVb7RXbsxYenz4ClP6zaGokG0vC51y2zWUbVWtqEmztN4Yt5HIsDfoasbvr6X3pS1/C7/zO7+DRRx/F+fPn8dnPfhZvectbyt+3t7fxwQ9+EH/0R3+Ey5cv4zWveQ3+4A/+AK985SvLda5fv473v//9+Iu/+Atcu3YNP/ETP4H//t//O5YYHnQL2q4HPQA+mq2t2eCkakz1N7Apw1Mq1e97fk36b5jvkJnv1YZK5GFl6zrFZhHKMEpnkPUmC1LqXgp6GtOsgEeSoduYJVcBbhi+A+7dIAtUE+EsHJTI6rgOMF5mSE2bN2oKiNNwUG2jGqagAfNAFXyr/ZhpE2WR2ViCqNWyeQrgvj0d25MEZsI8dcosA8xWAlRvwvKybbSyYu9LS7aceTr5XLz+9VUBU3TK8sY/9pj1df68VzFX1qQmdvXXxVAF+vRmZ+1EKTJR8yRNkASrwWA8hR6Bkdsq4EXT6qFDti+lzuyD74OBrUfAvHQJo3Pn0Oh2fRl968W1pviEFQ4AByROuyLL45ToaVnO9WKyaQ0uJ1gpmMYK7kxwDVicYWwa+nDL2/PA9DY2NvD93//9+Lmf+zn89E//9NjvH/nIR/C7v/u7+OQnP4mXv/zl+K3f+i3cf//9+OY3v4m5YiL4nve8B3/zN3+Dz3zmMzh06BDe97734YEHHsCjjz6K5nOtBD+h7X7QU3+IIgQHGs38HrfTP6na5vPcC4pyhATcxBnFLBpwrH2wpenYTxxLY17MCHrRZKkCVNEUSLUBhibQnFlnblRxynTxYhiDMjQCkTK4hvSzFfpm4/rXJqzXhKcp47GkoQ/INij64LHY9+1tmldH2N4GkqRZiRyh223/fh/zdS5Sfl9aAh54wCZNa2tWDPbSJR/Uaa5kHGaeewgBYKwOsA4Zf8fnkjc+iDqwuupJqwlMQH3IA02CmpuS+4vP7txclRVqWACZKj9He7v6qxU8WU2EIFYHlGSf5855jsujRw2MCxabAWgULJTgk4vKU9WXQDX0YAZV3xzg4QsJbIqm68d+2pDyQ4NBOYXicagfrxKfx5JCxfXU4PR4vLe0PQ+g96Y3vQlvetOban/b3t7G7//+7+PXf/3X8VM/9VMAgD/90z/FXXfdhU9/+tN45zvfiStXruBP/uRP8Gd/9mf4Pwp19Kc+9SkcPXoUf/d3f4ef/MmffG7nM6G9OEBvNKqiQBSUxIFEqRNgaEFA429UQWjwbrfrgxcHNqIQZ/46y2dLkon6lhhsHU2gyu5UoKLEstfTwHMFvQ2MKzYBd90DDnAEM/r4lHFNUmpOmqm1w3rqz2vJZ/UpKnC24aEVuo/IUoFWq4k8b5aXncIUWv6OHXOLNPM583s5jiQpRumMsRBOah5/3CdKS0vV54CdLS8botLfR7+Z+oN546enfXKWJMYsAeuDNliiNZ9LlZnGNF1cN4JbmroDczCwh6PVsj7vuWfc50xgVpsvwV7/R5qmbzDwGRivEZd3uxj1engawJ3nzgF33IGtzALKrxa7VPVkA66yzOGgk8l66lNjI+jMw6d3KmbRz2MmzKLCQwpYZpeiD9ozCGYpgDbFQMX1bRST6HYBnN+NA+zVq1cr3/ft24d9VCXvsH3rW9/C6uoq3vCGN1T6+bEf+zF8+ctfxjvf+U48+uijGAwGlXVe8pKX4OTJk/jyl7+8B3rPqVE2zj+esrg68ybNmoArHQhSGgOxuurBubSdxf0CluqD9rQs84KjQNl3nlW752EQ5GLQeZ2wJbJArmeAp+C2gXHFJuAmRfrs6Ee7CmdSDBtgY3VzAmoMbFd/3Dw8BpBNxS6abSWqNNkItFEioCZU9f1VixeQiDAsjpUVeHsYm8d1Go/9E9DtoqExa4AnLVCz1vKypyojo3vySYvjTFNPF6Ytzs4JjAQnwJXG6luuUwXSakERiaopOVEDHMS6XTs2PrdaFFm/c+YEVHPD8vjVh60qUapG2ebmgFYLM71emQ1l5uJFZHAjOgGFPjPA7ngfqGRUiZ7cOuYGOKCpyIX+N32NRbmEeED+s1X4wrCF+ZjzU45jTKR0q9pNZHpHjx6tLP7N3/xNfOADH3hWXa0WJvm77rqrsvyuu+7Cv/7rv5brtNttHKB/Qdbh9rei7X7QSxKg7dztCQAAIABJREFU0fCHQiTVFXm5BpErpVJ2pr47ihoWFjwLC/vnfgEfiNbWPPi42/Wg3aUlbFW8BdVnN/r46nx+g4EzOxXA2EsBqY6VxfCAabgPjWxqKL8py9M+CTI6fCiDA6r19EZhO8hnbsOhTYUu6svTpn1Vzal0f+m4wDGfKk5GDXQ6VXcXvvAFG7hZFHjfPl+Rzwa/k/3zOWFIg06oYjmgGAYD+I3tdOw5oQVhY6NqzgQMSMjWotmSfmheBCK9muT1YeF3DtT6/1D/Ix86XiTuh8d47pyrM8lACX6tFhppipkswxrMR0cQ4mOfAxUtsSaHjoIVTR+mbE2X6SAXWR3FLJsAMBiMxe2R0eVh20bd8oIV8hgbvJe3o92MkIViDDx37hzm5+fLxc+W5WmbCpXjt7e3x5bFtpN1nkt7VkkDPvzhD+PVr3415ubmcOedd+Itb3kLvvnNb1bW2d7exgc+8AG85CUvwfT0NO677z584xvfqKxz/fp1vPvd78bCwgJmZ2fx5je/GSvqAwFw+fJlvP3tb8f+/fuxf/9+vP3tb0dP1ZbfSdOHIiLLM22nygfaD5X1aY0xHTTYWFGdPiCmkCr2rQNyneuRu6hjdBpnFs2h47XvFBCUXTEcgOyK4EaWBzjg8F3NpGSPMeMKhS9dVGPt6KOLZlEui8KXQdG/AmAETDW/tjE11Sw1FkyWoo3fp6eNGCngAcW1X1qyFTTPJquON5sObgyq5nPS7Vp6soWF6s7V/E1/m/qTY7hCVGtq2AF9hFoXSRM2J4n9fuKECWiOH3caS/ZGE32d3FeZKcUnGupDleXFi94XfdghlrWfZehlGfrr6+hnWcVfxtcmDASfkhcTPdPESbanJsqY/1LNnYm8ojJT171a7HsVJnphzB3vl/YZ96WVGRQ0x2L2bmXTiflzeQGYn5+vvL4T0FssLFmRsT311FMl+1tcXMTW1hYuX748cZ1b0Z4V6H3xi1/Eu971Ljz88MP4/Oc/jzzP8YY3vAEbksGBip2Pfexj+OpXv4rFxUXcf//9WBczx3ve8x589rOfxWc+8xk89NBD6Pf7eOCBBzCUP//b3vY2nD59Gg8++CAefPBBnD59Gm9/+9uf/RlStamigbqmNApAGXMFuDiAJs2VFR8cOGjEbdk0+JcqP9XFF/48miK1QgIPi+BXF8qgwKjruYVWGRkwDiZAlelxHYKdikzIGukLVMMUXzSh8nMK4DCAu4rXnfBUYpHRNcM7UF+hHeG7PsYGslNTrZJ4h/90+Vknx8Ql1XXkObykkJq3iaTT087ymST6xAkTrhw+bJ3u2+c70ni5utJCdQHpgOe51LyZSl8Jcp2OHe+rXmUAd/KkvRhATzMpw3UU5Ah06+s2Gev3/XjzvOo8Hg6BJ56wdXs9mwRQJcrX+jryXg9bFhCKmeJJeap4X4Uzty14ui8yqy5cOMJ3Ah59fcD4AKZilgbg/rbCTxdfSdH/POzJXIA9mf3imLTVDZYRdGO7baD3Amsve9nLsLi4iM9//vPlsq2tLXzxi1/Ej/zIjwAAfuiHfgitVquyzvnz5/HYY4+V69yK9qz48IMPPlj5/olPfAJ33nknHn30Ufzoj/7oTVPsPP7443jwwQfx8MMP4zWveQ0A4I//+I/xute9Dt/85jfxile8YuzYrl+/jutSsLF0xn7tayizSmhT0yUw7uej2SqWhGE/NG9VrmZSnZnrKMt9hjybSBLkWVWUoomgY9NldSxPLVCm1CRQ8VjZARkRl6mpMsbXReUlZB3A5966TgNmDmVoA/tRcI1DRVwvApz6CFEccwMMSLfWxtxcs2KZi+4OvV5A1SUVQ+WwtORAUS6EFwXmTIRqzoUFlLktFxaq4QN6EFHirpMmLfFDgIolqRhoSCsE981E1QRMZpLhxagL3ATcDJllFjqwvm5gmWWefIHB5gx839jA6OJF9AHMk2H2ehgVQeglOBX76MCTQY/gjCqHAU1HtqGBPUXVhKmMC3BQictLwKvLNsPfi+ww0fxJtkY22hBRioKqimnI6mjrmAfG+r6l7Wb49G6U1Lum9ft9nGUxYph45fTp0zh48CBe+tKX4j3veQ8+9KEP4e6778bdd9+ND33oQ5iZmcHb3vY2AMD+/fvx8z//83jf+96HQ4cO4eDBg3j/+9+PV73qVSU23Ir2nK7SlStWLergwYMAbp5i5x/+4R+wf//+EvAA4LWvfS3279+PL3/5y7Wg9+EPfxgf/OAHxw/yq1/1CgicpXMGy4GFAbLXr9sARmf9vn32h+d6lGbPztrna9d88OOAoD4QAKWirU540O1iM7O/afTZRf/ds21GTFtFZhKaFOuSPdM/dxVuslQA47BTp84EquDH3whas7Jf9sFhgcIaVWQqoCngEvDi/hvyu4M5ydBgMCyVm0A1+Qdvi8w9KthQhiucOePJpVW2T8vF9evG/Gnei2bFY8dsvWhlCAVRKwyPjOzcOX9ueODM+qNqG6qKv+/77Hjob1a/nJrjn3jCz6UmQXoJVBTPrK8jzzJsra8b26Jwq9dDr7gzV9fXMVNcE9oHeMYEjxlYcmeGLAAGDjmcyRH0NCMKmzKqqMTkfuhjSwEkRbhDmSWHn0OfACqTEAVQJrJOa7ZRAU0GL6g1Aw+ev23teQC9Rx55BD/+4z9efn/ve98LAPjZn/1ZfPKTn8Sv/uqv4tq1a/ilX/qlMjj9b//2b8sYPQD4vd/7PSRJgre+9a1lcPonP/nJWxajBzwH0Nve3sZ73/tevP71r8fJkycB3DzFzurqKu68886xfd55550TVT2/9mu/Vl50wJje0aNHqyYhtV0B1UwWw6GnliKQMTcnm8r/mk0XLySJbUNZeWR8wLjajQNYALhoonympkSVVrc8d11DFfjos8vg4EQQ4meaJ3W+q8xrKOuoibHOv9aW37akPyo+2VSxOcnESYBTANb9NEGO4NfC+yAh2r/fU17qXIiNt3vfPuBgd2STJpXdK/DRCai5M/XmRR+yLuNN0kalsOaFLRI0l+xKwY7PEn2JzDQUzZaaCProUVv/zBnbR03KsT6ANMuQXLqEvGBtBJhNWCydJnGmT+4qHBxKnxgcwPpwFpfAY+eUrUV/nQJmBDz9rIKVTTmWdDBAooH7bHHSwZAD5gZFlcExWD2V38j2yEgP4jYD3fPc7rvvPmzfoDLD1NQUPvCBD9xQ+ZmmKT760Y/iox/96C04wvr2HYPeL//yL+Of/umf8NBDD439djMUO3Xr36ifibEkZufzQYIzZzU9KrpoVDIrMGhAMTA+wKl6T5vuD6jGWqUpRkkbuQjhJoFcFFdEgNTTabWcoNJFMxy2kOet4joB16/PYnt7gKmpVpGxRGtGAw5UMWSAAEfAY1LpullZCz40RSY4doZwUI1Mj7+PZB2EzwqI441iSrrhFheBI0ccPyKGlHiUZcDrXmfZUc6csQ2OHXM2RnTVygoUtiwuSrZquMkccPDTGx7Vkt2uy//5DE1PeygDUZzmzOVle62u+gN16ZIdJ4PGl5cxWl5Go0jqnAMYZZbphHycU7w2imrmQCXdFt8zVBMsK0AA43FxGdycuQhnQ7lsE8MJ+G+iWZFPU6xvFxsrKEwULKjJWSfDhVhHAVSPQ88Hxbn0i33RN8hjz3GbAfBmqDdvl9L0eW7f0VV697vfjb/+67/Gl770pUqONFXsHD58uFw+SbGjbO+pp54qnZeLi4u4wBpl0i5evPjsVT2WhqTqVwPGlQ1svPGMo2OAL9fXPIZZ5gMeZ8zqINKHSGXiNQ+nahnYbmSx0K51PS7XXL/jIQxmktzeJvuisITRUMPis5bzodFKxeR1TRWhCmDqn4tAGU2V2tck/1/8nV6gosehM980tfg7CioXFz0ej6JHwLGGn5FlLgRZXHSzICc5gOde5YXnAEoTeHmozepn5msl0FHZy8BB9j09banImMBagwubTYsDPHsWOH0aoyeeKIGoBxeAJOvrSIuqDv31daSrq2XJnE0YGAHuc1P/VSJXVQGM4csx3k3Nk1uyPcv5AP6UsSWyjfrvYoaVOtPmpFb69LTxoahJGVbbR6tV+vN0/3rcbfnMdXK4reRZKQWfS7sZ5s3nuv13SXtWZ7m9vY13v/vd+OxnP4svfOELeNnLXlb5XRU7P/ADPwDAFTu//du/DaCq2HnrW98KwBU7H/nIRwAAr3vd63DlyhX84z/+I374h38YAPCVr3wFV65cefaqnn4faLerYKQOHE7to/7/yBEbYDgYEew0nRgHMjVzch+AD5BkBAqyIfUYm8aT7dvnGF23Lv2AqmWg+4anAziTsX5YgSCaJQlUG8UyBpoD1VBfFbqUR128c9iKStCxs4SBqfoP6xhjnek07pMMbzyQfXraLj+J18KCpZZUMyfJWHT3JgmA1O7raOFONFidfG3N1JSXLtmKDCYH7ELT/xtVMiq3JesjFb90ycUyZHE8cJpRjx83HyF9c+vrBnj9vrHQ9XVkMFVkBuDbMDB7eXFX0sEAC4MB0mIdwAdn8nua6sh0lOFdLT6rZ5pshtMhmi1zVEEgkeW5rM/G6UojrK+DU1RJTgKiEuzqgE1zhkafkcYdar/NJhr8EwojpJ9PY/ViHF8su7zXXhjtWYHeu971Lnz605/G5z73OczNzZX+tf3792N6ehpTU1M3RbFzzz334I1vfCN+4Rd+AX/4h38IAPjFX/xFPPDAA7Uilhu2K1d8xh1tgepnUcFAkthAdNdd1fyadUxt0vIYY6WpQNIUo4U7yywsbFFSz89xwsrGKIponVWxKeCnNhiwthyHqgxequcyfPi5hKr/jk3/xmpmjGBXN7/V/cY0ZEB99hVdR4GX+9WKDO1yXY0qIHbwpW5btWRH0j+TjoBeH+h0LBtLkmB07HsN/FRosrFhEyUyfloiqGZUxUx5SsVsZXXVWNramufZ7PXGkz3fe6+JVC5cGI+rk5JWM1mGhV4Pa3BGdhZmTmwApRmTOSkZ8E1Gp6DCbCP8jSIRKhbV9AjZNpU+yITqxCjKGAmSZKasWxe3ifusgOKkP4m2wn+fFfspgU+TBbApaEbBD8b9lbksV+FLjXzt1rQ9prfj9qzO8uMf/zgAc2Bq+8QnPoF3vOMdAHDTFDt//ud/jl/5lV8pVZ5vfvOb8bGPfezZn+GhQ5ZeJ1Kl6F9RHwtj+ygDn521wU0VdhyUohpCHxyKC9SkWjDGCFbqk6PlS10N3K3uni5CkggFPKAazmBhVHUqSLK5EbwmnpYKqvPH8W9NkEvhwAPUB6kT8AiKPI6YVzO2ut9oCtW0aExQ3a7k1TxxYjzVmPrylAVXxr3VVfPlAaUNVOX3peOPnfBCKwDqJCuauglYfD4Y8M7CrcOhWRqOH7cT0UByjQsVRebV4tjaMKBrw9ie+s34vQ/3fQFusL5arENg4J3WRMo0V6aoT/QczZRscbDh93zCPoB6X14Uvmii6EqmGw1XkIoUJeApG4/Ap58ZmC/nx2Ph8Snwabttfr090Ntxe9bmzWdqN0uxc/DgQXzqU596NodX32ZnbRCKQVuRlekyUihK+ZhZgwkvuc0k8Qrf4z6LEXeUzpQsr843xy7qhCraqNCMOYC1PwLicMiCqs0ifo9xeVRSct5NI1ddiwpNMq27ALwU5km6ABtSgSqjA6pmyBEcsG4kla7z62m8Hw1JdjxTUy10u4YVr32tWwt1jhLBj8yQbb5TeKAWF10cwkBsoKrw1TRcjNnjBdeiwmyDgZlJuV6WGdvT3xno3e2aT5GFitmiDTvPMcoyjGDB32RPgCskMwD/xs3hCscunPNz4NYsKDRzkvXNwEFKqxuoeW8kffC7MkJdd16WxxdQ9TGqGRQQn6ECVh1rU4Djd6AsB1SGNdRVnmBTM3UR6I7BoAJ0CvKj8L7XXjht90M7Hf4cmFS5ALj6TvMERuDq9cxcNT1tn2kujQxRR1ct1KkBYRN8eXVYDEwWVNE9pKep66t1jJ850K+utnD+PAGPrIyxc8rEaFbkMhWaMIH0LIBDZaFWA1P+1YeyzRDVYPhh6O+ZWgQ8Hg9j/doAZsvkKCdPOsMjLtUxPfXlJQkwn24BWTGDWFgwE+bysoHO6qptzEwsREq955JjstyRtlbLJlEXLrhvT03kWWaOx/V1V2cyvRdBkvvkrKbXQ6PbRbdI5ExgmkdVYUmGtgkHK/5OMOFdjT41MjFlcSrZh/TPu6WGbC4bhc91QKefGe9G0ypDEQiCXD+5EWDVAB7bFgz80sEADdq7gfr8qEDlPkVfXiLHyrbH9F54bfefZZ4b21MqRBDq96sxVwpmNHmo42d93Wf42hTsCHIUNWh/Yku7EfCxC1rPFDNjjHvU1FADQXLQ7/tAPztrRHV5GaiyOwaK0+ujQ6D66Fpwv14K4BCAA5iami18hUxQTdOmApM2BcWdgJ6GJMzKcg1mtxjETscVmhHwaInmBCBNPX8410E/q05kONm5ft0Lwna7tiGfBT4PNEEyWwoTHcQUeN2uVzZnyAH3SbM6lTdsMUWZ5qITmerBLMPBVgtbheowg91VxsgRpFSDSzYXmUpM5jwKv9PPp+bICF70121hHNQS6Su2aDLlsWzBGCvNqwdhIF0JUagLbK5Z1ihMnWR8oyyrqj41Q5NuPxxWQhLU/Kq+vRFuI+jdjJCFWxgQ/kJqux/0NjYsZEFL+9ABpiZIzuAIVOr0WVz0nIOkBlRCANU+1FmnIgZ1Hj1D09U5QLOSAneneYcBN3O2WiY8nZ72OGf+d1lvz/IIE7wUmKbhIDcN4ADMAEazJ+DDTwpgAWmaFhbfDZhP0E2N43F1k8IP6pSgXK4qzehn5JBiQ+7UVLNSHkgJO0FOWZ4CXpIAjWzT7xmDvJPEfWqAgx3gslBuo6InPgeskhBnOYzD48FpWjzmdn3gAfseE62rWYCm1OEQV7MMT8FYD68U5M5dhfvy4l3I4UAU2RzC+gTAPCxXMyaXR6CrY3PxvTzNos9+WNYtluVAmREmimgmqr+0FRPbBgz4ngbQyDKkWVZeO4J2I6hB66RacVKgvtRb3vaY3o7bi+Qsi9NUU5PeYA5azaazP1IqZsngjDxmxWe/qiKpM3kKy2x3EuRJ+4Zsj92SLCRJmRGqtrGvTseLbLPGKAGS+oksUxOkBnXHEIZDsGTRl+CAxvW8bW9fBXAeNrzWhR3UpRdj06B09fdxGYdgoGrK5HIy1rRUZ/KWsbi9Kjl5LWOCnpnsafet6YyDzwxpoposeaP4rJw4URUuEQB14tPvV7P/nDvnz9/Kim9DaqpUPj4c9OtdvIj84sXSXEkT4AJMlMKU4DmcEUUtbJTbR/BiS8IyZTuq2oz9xX7qQg3U5KnLaeLkOag/kcczFhdXZ+5UQQvdHgJmM/CEfNqXphur809yed057fn0Xnht94OeZsXgYEIhAFAFP5U7RqELTU6qnuP2yhS5n2jSUn9MmiJJ2uXiukZLg4pVFhZsMK+bkPEw9u+vEgCuq0UhvGgsUGVfTC9WB1xbsOGnCRsWRgDOF6d0rViH14Dzc4plWvCQBTWVchmH6Dacj7B14FIKqkSBapq0IYB5nDjhGMNKVWnqhRBo9o3XLU0BrParmU7i/Wfj5IYpv9THxtxmWm1czel8aZafpSVnlVw/TQ1Au107EaWsfFFdWsT6McRAy+9kcHUmhSp1DA5woIu+vBuBVw4DVQ15oKKzHZbHfQHjg88k4NO+87A8QfV8RppvE6iA2tZgUP7e1geBy+Q6kB3zOiqL5PHViVieN5DbY3o7brv/LHXU13QbWk4bqIIS4H+aa9ds3ZUV+wMxcaOCnQ5Kdftm/zJ4tpMR8rwx9nMEwahfqLOSqjJxbm5c79Bq+TLrX02UrHHXgJkomWtjGgZal+DDKWfNrG5A4cs0HDQJgMrsdChQ0ycD4mcxNXW4qPA+CwuboFqxUfQxW7zmUfUFmtn0wIFmOe9gUQ0te6i18jQAPUmANraqmVD0Jqi5m50SpLguX8rSdKJFIFRxE6s2qOOx27V4PNpcV1b8WBjLwmN6/HHg3LlSlMKAkRQedtCHsy5lJ2rGhHzX3xWAVJXJbci6mEqMntwU7utT8UudOZNNWZTuF2F9ZaixT06z+gAWBwM04uym1UKbf4q5uerspxCqJMMhGkUhWZ4Hvd6ATyDoz6sT46gfL04gbmnbA70dtxfHWXIg0qYpomKjLXFjwxP90udSZJcvbWe6jT549PHws/5WDJBpOlNaSxXw6t45pnKsrXNZMDKDkRV1IFpsXbzPw/x2gIFMp/jOoHSKUzQ4HECZqowARoaXyXYoftfhiyDH+LoDAOZx4EALaQqcP9+Csz7AzZnTcNDTfXn+T1oIAb9lWnuwPIIgzp1Jtrw6AmAMSmcMOttgvk22GE/CnTGLDym3+vi4jYY4AB6Xx35oJtVMLvogFH7mZHW1tGcn6+u4Ci/fsyWf+R1wP1VkYZP8d0C92VGzsSRAWTMvg/nd6gb9GzG/OmVnZE5xuW5LcO8DmKd5RBvt/jRx1iSiJlg2hsOySoOaOumnU7DjMp5bzM6y115Y7cUBehp0ThEKKZBGfnOgsqzMtpzKPaBKs3RgjFHj0Y83YRbWyLdKM2c8VAKhAiJdONztYFCdsF64UFW+s06pjp3Wv4pSWpiba6LfTwsFJorwg0uwmDumCqN3JWZqIZD14aZRzbMJuDCGoGV19tI0xYEDEK3GCM48Uex7GvUB7EyRbP1fvDjE4mKzkgucwh117+htSFMAywWbos9OUbIOpKLpmy36ceu2VUVRv28OWlYZp8lU40MJdDqLocimUIm2ecOXl0vAY6YVDsgJ3DzH7zpI1wlW6kBOBSzqQyPYjGDCEgU2rs8rlmMc+LSKA49RTaMEV6AeSAmAHTjQbxWMbQz4qMrmveCfiC+tulCAnjK8BA70moE2kfXY+gAmuOBvfttTb+64vThAjy2CE01WSgVmRRJ/5EjVVhiZHUMdNDs+37tdZ3hxoBTgVN/epJcSRN1cG//HDFEg4Kkvz8LIBjDQ68DAZITBoImFBaDXa2IwGGB7ewP2l52UIkzDBFRMMkI0O6IsaeTmyTRtVmqwXr5sYzqrnQOzGAxSTE01yxDKPGdRXJ37u19vaqpZzknqWHAd4230nq5OiLLMHaeavLTu4kdqrssJcrwZlIkWRVrLbSVLEQBX36g0lzMfmlUBTzpNv+K5c8Add6Bz8WJ5RegVZehBDo/NUxDiOpPMieXpy7pkcw2YrYD/ik04KKgYJJpRdV8EjnZYrrGFW/Ak1Qq0COtzWVYcSzoYoDMYYCbGQSrDK5SvFfGa+AGj4IfLCPwK+ARvAjSv021pe+bNHbcXyVkG35pWTdAidICzwOlpH6QAH7y0fBFn5VTZRZAjc9DYPR0cJzxkrFeqJLTOVKlEVaum6+GxP8duFZy0MTdnCLG+butYuSH+XWMGFsArrqvqU0MaNDXZLJypGatstZpl3DateIOB+QgJXOwnz6sAZrUBh8W5N8tiBYxIAaqmyyTxYgfxUnc6AFbDkEQqrYIlXsi6m6CMLs8tAPKRR6pJPuMMXJOUsxHgBgOrqMCCxufPOytUYRQB+vJl4Nw55L0ekrk5tNMU7SJomrIjKg8ZhK5BHnFAjwxP2RoH+mgazeHTHQBl7kyySTJC/k6g4IveYu0zQfVYFez02OqUozxGhjS0YTlJS5DTYrIKdPqHE7ZH4cso9E+zp56HxkCSXe8gcGKv3ea2+0FPzYxsGxs+u5uediBkMToNTiVQ7dtXnZkriNFvU7dvVeTV/V4DZhqHrBM4JaexKWGleINARzOf9UnQMuBgv5aMWv1xN2oqRrkMM0OyQC1NlGbKnJpqlpZDzhHUPTUYmLl0aqo6PBizGyLLqiYXHrPOH4bDVinKZaN4hTF7un6aAo3Vf6vOEjSJM5WUPBC2GMupN6nfryot19YMPPnMaEkM7VvZIrMJbGy4AEbTmYXUY1haAg4fRnL5svkiiwTwSauFLlWMvB5wIIjCC4JMO/zGM+dAr/47DSNggdV2WAcYl/RHoQq1uVFcw/3y+BJgLGi8wWXCzHgeKdyfyVRs0D6A8fCjCdUZFFwJ5gRUgj6vVQoLmE9QNcDf8rbH9Hbcdv9ZRns9Bw1lcIoqFy74TF0Bk9tSwUn0qTN5ql2So6/K2IvGIrJsqlNQfx67IEElE+R4qaBGcslD4Rh+7RpP00Fk3A3QgCec9qoFrrSkqITrjoplHZh0gV4VW39uzvbFS0lXFccdu3RNXL48KgC3gSxriikTGAyce1ju0Or84cCBqk5JrcvMzML9c5+N1X9z4OJGGhwOjNNmbVpPUdehEOXs2WrNPe6D/UZ6zhvEGBOKWOJESZ2zPNZjx1y2Ozdnps40RaPXQ5plSFstZFL9fBM+QAPjikllTeobpMlyEz6wK2DyRcBLUGWA7JcANyPrTVJ1qqmw4vmO16XIgcnj0SCXiYISBTsFOhW4yHWhuZX7oP9OmR6rRADOsq/GCfetanugt+O2+88y1tBi/bMIThpTxfIuOsNW4OKoHVV5OouPg5ZStAL8KDbRCT/HNC5XkR8tXTrh5TL2wbGTu1HxSxwrNOrC9q2KyMpFlPcobyDD68CHtRFarWYJ1so6uV/u07LItAoT5wiDgYEbq7oT6LidpltjP/v2+eck8UQphw97qlUCfKP39LhQRZGSLdJpXU8nMDw57mhxETh1yi0GaqPmzeHN5k3Vm8Z9R0GNmuF0mZaQYEWQQtGZzs2ZFL/Xq5jjNBcPB3UNwCZwKVCRudCQnUt/ZH0jVBmjMkECXRvj5swbhTKM+e9i3Am3La7LCJ57lBGgY75TwB/Aurp7FLsUvyuwaTiGsl5eo8o5dbtAuw089dT4Pvba89Z2P+gNh/bQK2ujTDzG5THdCUUDTDl16NATnIyJAAAgAElEQVR4XIGamTgAaaYOLSyrGTmKZVtoj1lXVGKvqkuCmyrilXyyaRFvfdX9r5WEmpiEYhQGqANVxWSMtaNK03x2BCcDJvusgEeMiESbglqghcFgiFarKeNRcyxXsJYlVKsztQrdrqetXFz07HOtVlEjbzVkTImTHr1AQNX8yKbPgL7zpOvs1XUKGyqDuVwBUfelF4zLeMykzwTtJHHzffHAbKIqqqC/ieY6DuQEtigWaYRlXN6HpyngtpribFM+s4/I7tRHCOmbDLJMWq3hBpxMSJX6MgavYGpJZnk0S3Vr3K4mjg+AP6Qh36b69PQYCfxd7isKZG5X22N6O267/yzrpLwcECL1mZ72gYcIQtVFrDbKNulhq2ORSYJR0q6EXunqmhtTAU8BMIYf1FlP6kQv/A9qRQH+vy9fBnxIVKFKeRFRNXFyGa/fCNvbNCQ1y/GjDi8YOM6xh+dnBLo5drsUJ3ipeewENH5PU7MwLi7aa/9+1x91OjChiZok9d7Fi6mf1VStJ6Rmca6jLc42iNbK+CaZv+L+42/6+fx54PRpO+l77rH3ZhNYXcWWCFvqfG2JvCv4aIJowIGLZkkC0gheo68BN3KTAREkmalF5f/sl8dTCZ9gwDhg1Q9I1+PDQ4Di72JpaTMInUDEdfWPEF0fgwFGxTUjywN8MqAsksuBAvCOHq2WhTp0yMaU28H09kIWdtx2P+hxtqWFPRnrRJVeltkIyXxV165VBS58iFWFqXQDqBeqyGBVgl1W/UnNklHXoGwuCviA6pirpsM4Btvk165Ds9msHL6BKNOMMQid56Kpw1StaWZOgtRw2Cz6dpdIjP3Xc9MMUbw9NF1GkIvvPG4FPC4/csRcXEtL5s+jiGV6Gmj3n64KUCZNVpSa6s71ptUtq2sENj5P6h/mBaB1QW3SehzKRuP+uIwXbXXV+jl1yk4+y9C+dAntwaASQ6YKSWVgDGm4iiojI2DqYK/sjiEF7JvsrYtqmSLN1kJTJ48FqNoSGkWpn4YW6lUVJsGL564PT7Np/1ddd2MDaDaRr68j0eU0ZQ6HyNfXK5UjFPSVGScAkqKSRXn8BNijR20Dqqd2UIP0prQ9prfjtvvP8uDB+ptZp4ijxPyOO3w91tJT81HUx7MpFQGATgdbeQN5hrFJuzIcNWeS8RFv6ZeL1dPZdHxWwFDXooGMgx1fvi0FKYCHGFDJ6ZlX6GdrtZqVsoQ6JusYrQDMFi18tQHj4ZLqpVXQYzgCXWlLSwZ6CnhpWtTIW16rzgaiOrOO/elB0EStv0XWqBdj0klz32QrnFzpw8D3qCTV/WhbXLRcncvL1u/Fi/YMZxlw6BA6Gxtor6+XKbWUfZFZEeAyVE2c9F+RLcaYvhkAd8JYHfN/oliWwMEjD32Xp4MgolHTY6vlcbMMIifY8cGmSZHrAL4e39fXgeEQo0LQM2LgOmdoxbo8R/osNVQil2Nlay8ujoMuy0HxWZmJIet77fluux/0OFME/E/BB5POMfphONgQ9OgkomkEcBRaWposZEkSbOUNZH3UNgW86LLRmDp18TDxtIKAWjTUasbD1EvAy6BVBjiuWiOTa8l3AmGjLNszGDRx4IARY+CZ3RaTLHOTLIKTMEf9eeq7I+Prdh3w7rjDAXE+2fSsK3UHFhEa8AujCBsTGUwykep7NBepP5lZfmh77fWcyp85Y8A1N+e/XbxoSM5E1XoRaVpjBoInn7STP3rUgHB9vZI+C6gGf8d8lmRkWgRW2ZiaJJUNsmI72SNj9mIoRDssAwqwY4YFBTeGDdGnp763eI3V1KAZV7KsZHAUo6SF6TQt2FqjMGWqyIdMlufY4H6HQ3v4WMaEjJOiIt6TNAUatdrRm9/2mN6O2+4/S9raksQ+M8UH4AOImk8YF8CA88HAhQEceXUAJWDKKL6ZNSa6YyLDiy+NjGDjoWkcvZouI7GIpIPjthIcjZXjUMcYOFtWVU0qYDK8ERgXHk5yUWmLZktdrv9dnfBzOWO+CXQEvcVFM28ePuzL2v2nDfAm7TQyPp2B5LmZwKMwhct5gEpVIyOLeeLYDwGPDHJjo3psZGwc6NPUTox96EWKzJN9PfaYXZAjR4DBADOXLqFR1NlT8FMxSwOeQFqHas02Uhe8TuXiCJ6VJZUXyxlVfHa8JFyWpgYijFEEqoKc4dCV1+q7A8b9e82mXTte/24X7ULBymNcg4tuCGxkdzwu3vWEfQE2o2L/nDnOztoEQ+NmOJtsV9MM3rK2B3o7brv/LGM9LcAHDjUlcVavaEOEYh/aFyPANY1/wfDY1JSph6CAR9GKug8jgPFw1c1ImX4c+5Q16m9aDlB/tzlAs0xJSiKiLhI1iWrq0kho6gB4knvsRoBXB3a8xJxg0/1Kpf7Sko073W6RRHp11Wfc8WA0sI+Dk1746K/l85HnXuCVyl5NbKwX1pQ5fiKcZZCys6Wpmd8uXbLtFhaAkycNWDWinsfL2lKLi+OTr7vvNqDgTV5dtYty9CiQpkh7vXLfo/V1NAq/VJmUOk1LEYeCXA5XYtIkqlZoHgWDVqjiVDAEAmPiZ5owyaB4LaOFRk2W8bqqcziyay5PU/NbZll5ThncdElGShNsyUhpbp2dNaCjuZWS4QMH/PqrxYgTqtvF9PbajtvuBz1tzFsV7XvMicU/D7Pkc0bJzyqTjiYwLV0kTZkdUCUUDNOKvrzYIrBxbNX0Wnlu/0fNZQzY4Xa7DpJ6XEli/1k9DTaN2Y8VxnU9DUXjuBStfTc6l2iuZZ+6r+jHo7+ObG9pCTh+3HCgkW0Caz3fQC88T5Qxl1pTUU9KkTqC5mDg5k7GczIVna7HbTm5quaCs994PIcPG1jx9xMnxvN/6jHW1YIE7AK88pUGdjR1ZpnPBubmbNm5czbwF0HdCcbL5gDj5k2mMiPoUcSighj1E2qgugKo+hNLn5yAUwlknGUpGOpDomAXPxP4lQXCgL1TfN6UcywZJzzWsE1AJtipGlRVVED1WePzkabA1BRuS9tTb+647X7QUylhnCHy4YyxA5RS6ow/OtginSkpmS+q893xtyhemSRUYdPnWUPKNIUgiQcPkeN+t+tjLvviujQZxv5Vq1MHdhzL6/CC58JLciP3mf7PCOLxRXbJyBFlngsLAfDoo+VERIGGwKSMLKoj9QTrBhH2wYH42jU7qLpJT50JMs9tFsFZh+aD1JtPJsdl/eAg5vHFh+vAgapJcDg0EOSD0mwCi4tIivi+tsr9NzbKHJI8krrA8TqhB1lTKeHHOLPLQx9tAOn6uk8meRxA1TTM5SoaUQtMnV9ARSqDgdf/K+49WSlrg/BYZ+R7JU/n3JzfXw1AVYYXzdtJcvtAb8+8ueO2+89ya8tnjlR0ANU4KcDj8mJT8QHgiBGliwGt6gAvuo003i7GJUeVYx0Y3gggVfChy/UzC6uq0C1Nq6ZTdXtN2tczHY+uW2fC1O11Ah1jCpWNchlBvZFvVU3NQDXGI9pZ9aUmKT2peF9pzuL6ZHlcN1Jmzgpo1lQlIhvVhfHi6Qwhz93HzH6z7P9n7+1j5Lrq8/Enu3d3Z73j3XF2bW8SOzXUKW8GqUqkYFAVECQBEYKKVFoFWSBRoAqFRgmiBSQIiCQVtCEVEXwBRQriRamqij/oS5ogtSCUAGna6EeABIIwsVOP3/DaO+ud3b27/v1x5pnz3M98zp27fovZ7Ecazcy955573p/zeT29Yc6Uw2TcTgJBux1EqLyv4kMAmJ3FYqdcGp3FWnfSIERPR4DcV5DTEx3I4WXyAe+TIyOpvNwOFM/fRXV5RiG+0vltRZrkbtUlQwG7G1FlaCjqVikRYrvpBNNxx/9Z5keGWKfnldY+6B08GHxldPUn26OApwopuijwnlraWX2PKJxW6uM97glqF6HcnxqvKBfmURmweNaTakCmz1pVEtcaywCTq7IApc8rfiiYl81xD/AUe4gRnjhVuTsy6BopzhVH2mOfrLjQAov+VrJKVv1uNIoHwZKD4zXrsGglC7OzwE9/6gOyvkfrxHoBsdGACPpAtEDeuxcrHf+zIwgLf6Nj0LIyOxssFDuNODw0hGEJu6VnxvGj0VkIIkDRktMavCjnyAgmXetNBTtyd3rNno7Ak0+Uk+OzFIkigh0Q3RAYlYai1XH5reA8DERxMPWNGuRVJ4fdhT1ftM7pVaa1X0sORIsOCQ6tIKagySQHtOUQeK1Ww2L94i7gqX6uDPBSOi+VorLoXlHLqsvf+hzXWwUYO08JKAQea9yo63VZmdTpXL+Ve+M1acbCe7WpadnPA+v1k+fASn0DBvI86tmI6soBacH5bSe6uiQop+ZVhmOInAClAvPz0aBEHRpJqmeiteKRI1EXx4oBscJeg+vuivdbreDewN3M5s3IOzq8ccSA0y2IY/rMDAY6x+jYM+La8W09PnpAERQzRP0YELkoclcEGLVnJDgNKLABvdaZ+q3pOKlUJ1irYaBTF5aRn5MITvNdveTQUDDK4cAm98ZNAycrTztWjp79YneXpDwPkqbzQeugV5nWfi0pWrILn+6UKaoCooLL+v94qzQQvqemCoCnRqEW8KyOSzerSrq+acxsWzVNr98KeJ4Ej8/bZiE3pb89YCvzz/OCi7AeanxjQQ0o6uyUM6SLmhqwTExEAG+1gHEioIoZLTDwtwUibSzbqJa0Mb00FHnmeQAz+lmwcegGs3dv1NXt3x++CdgsL41RdJfCstv3t9vhlIWZmUJ8yeEdOzDcCUlmgYscXQ0RFIC4MNRQPGVAY3Lmnc9JSa9+bjDplXq4PNa1VoscFjcHyv1xwtC9wfr3yMAkaCvIZ50yUnc3zDzZXrVaADw1nGGbqxESUBQ3q3ET/4+MVNuprtN5pbUPejTdnpwM/8mCMRILd9ZAr1zeRtLQCaBcXsdNgSBm9Xcp/V6KLLdXJjL0jLY8lZXmyzWfXJ/m5XFZFrzyPL7XAjjJ1tGWUddtT5zpAZ766DG8GLFnfh6o1QYwzP5rt+GScukeu61GLpbN5W8VI/Ia8x0aCouxjcU2Px/G2t69wPHjxXfzHD77Th2P7XaIsQlE81U2iCK/Wm0yKgvdAVA8+BRA1K+J7ovXLFh5TukUDaprw7B80LleN88AKEZUmZ2N+jMCHlAUNxDkSLJj5GGv/E2AzoDuoa5aDopfu5wmOTxy5sxbQZCg7OmHW62iI60O1PNB65xeZVr7tTx+PPrKWDaMi1eWRTeFsbE4UHXRsrtrLkj1es8C3w/wqpKVZnngZtMSKKyqRAHLgiCrp24Kyl2m5gJVnZZj9dpDf1suzrPaJBDSN08BT8OPWUYnqw+HBawsUKne96w3tbG8xrbuCWxI5QS4+6G/yMwM8KtfBdAjMDG+HCOvMA8dawQyujCw0mwMLdczzyBvNuPJBZ3gxyudiCzkfOyBsRkADA1hoBOlhDmq64E9ZUDDdW0AMAN0z7DjO3h4K4NU1+RTOBqDnaeuASRPoUy1gxivEHwVvAm65GJpbarGNysAslotOPE3GnEnxfyt/52aLKs+lcTNCCfF+QKSdZeFyrT2Qa9eD3J13Vnbld7uxjipdCetiifZja9kw10lhgW4fhacHlkGguSJOHUdtxtPm47l0bmh+etctVymVWEpR0sHe+uLaPMnictUwULdAh6NaZTD03XeqydtR8brtahPs41ODs82nmVn9XfqviWVR3MBpaHL3Fzg6J55Jujc1PJwbi44G6rEQTmKX/86LvA8QkIbgu+dnu764K108s4RxZYaeky5uBxAtrSE4Q7wqREKAZTgR50dz60jcDBPAos9VkjFo92OVzcKlamzDb2YmmNjcdB0ONrFpaWCnpAc50nEg13pnkCiGLYOBJCdm4tArPPd6gd0x2ZFIhpgfGEh9NF6GLILjtZ+LdvtEApIFxJeJ7fGe1QscdFSsQV31wl9imbL+ZFySi+j1XKC3n9P8kZSHzr9tps8y2XymnWk13rautp6MU/lIC2gZlnk4mg4RyMWdbBPzc88B062B7DBcnN8QE9a0IdsI3r/PTTXytZq4Zwmsq5cFNXIgopJ+06W0x4dkWUh0grLweftIpfnQL2ObPt2ZM0m2ktLBWDzgibncn0YwPDgIDKJX5nLs/qcHqtDMBtHBBICDcGw1nm+6wqhXJ7K1JWsvo/XVIY+M9MFc7aEhlcj+GlMUeVuc3SsORlcgHmzfW2EFT2w1/rQsA/Un1KDWazTBUNrH/TyPEQ6t/oZDlYLflbGBxTjK+pur1YrrF0q3lM3BA8AAF9X54GNl4b56GZU79n8UiChIkb+12e0jO12UL0wigylcykONgV8lvT9utFms9vIM16d1KWrmxEXoZQc2LK62mGWHbZcFceBRfvR0aKyUTmEnTvDwpnnQc/cbMa82cD2/QW/DBTTa724GE9PA4cPY3ipczQPgJV2uyu2pPiRwITO9W5OHZcAC2yeqHNF8iDIEVhVhFjQ8W3eHPTrHshZcQbbwxqqEPw2b8YGhh7q1JVGPxpGTXWQ6jRPsEejEcSbaoXL8mk8TZX02Kg4NvAB0607p19wtPZrOTERJpNdrIDiAkjlOR2IafJtd3IihlnMNnQ36Hbxt/qtKlxeCvB0g1sFxFKkYkug133AAxa6WNDuR5knujD2q6MHfpQC8b10v/LUJLpPsc7sXr3zHFjMxajFFk5ZVqA3Grfu4Pmcui9oPrYztPE0GjcjAXDB1Ebluz3nZpI1cLEV1/QbNwa9ZifsGAFnsd3u6uHUSRtAPLeu866Bjp6se8/47xHc8s4HiL5vBLq25N8FvOnpolxbSSOs2Os2Ji7bxAJlx31hXNwvaF1qfQxZ/uHp6Qh47XYMRG/bVq9NTBTXB43uwHYcG1s/T+8CpLVfS04MLnJ6PhkXm6mpGFcPiKwFdXuqWCfV6103BdXdWQtqoJrIMgV4et3GtkwxLV4ebAq7nqgUjWXVNbvVChI7jWPsgR2fteXwuNmUYSUQQ6HqGqN6QNajH+U5MJy3i4uBNVqxjaeO3zQ2oZibH3UMZwPqf+XsrJ8glZVjY9GcnSc2WLG5RXTtRFtR3RVQVzY5WTiRYOXwYbRQDLsFCAgsLcXDVWdmiqcMLMVjd1SUmCGCIK02T6JjwNJoYINGSWEQWA/wzLl2XZDTAavWnBqGjGkUCKXcA7Uaau0YZDobGgImJ0P4NT4zNhb1v8rhWSChBZXK4rU/rAMq+2edLiha+6DH1ZuWb5wkHOTWLwoI6RnGybPQqNWwgoHCJW/Bt4Cg36sFRk81oABYlSyT4G0QaZxy/HgAPFrYk3Gxa7mte8r30L6DZVDuTrtCy2WBsgz4um6ZrRngv/87GInQIkYrz0WYIlDlwrhBos8drSz5jDaC7Tw2FhADmKt4DAhBpkdHgxsC5cVaNm0gW2mv8bkjGR2Nx9/s3YuVzpE6Ax0jlTriQbIU/2Xo5fSy5WUMdGJWqgM6rTHp93Yxn0fRoAVzc/FIDAIVN4/0U2Sd+F91fClfHe6AdIAxGLweO8QILR0aqNUwzHaZni6CFwOQqwmz6le1H5heBznv0eRY6XxxeuvWm5Vp7YMed79cvOiPo6Is5ejyvBholnmYXV0K4CgS9ADBAp5n4m83+JYxUYM2e6RPilJiQAU9XTtpbNhqRQ7Pq5ctu9arygaX72NZ+rk0aXrABz5yhlnWSUDd2c6dsd/VMs+aoKshQr0enp2djRG6yQ2o5R5lvtqI2kBUhNJ1gf5eO3eGawsL0eIvz6PvqHVf8BrEcnqUXDzzTFc3dxLAcAfwcqAgpuwaqZAjoz/r7CwG5uaQd/zfKNKkTuziTgQXAN0z88j5DVAhy05S589jx4q+g1Zvx+s6B8mVkWMk8Rm17iT4q7xczX9rtbDhUI681QocN/WtuhNTQPOkQcphW7/ekZF1nd4FSGu/lnkedpvc6fM8MpXFc2K221GEoZOW3GBCoZbianTh7wd4XlpLFvx0rpdxVp6OTMWafJ8FPGV67LeWnfWqCnZqzMjyW4O4sk2ngp81/tM9C7IsuAm022F3r/EwdVfPwij48ZrVCwYv+OI40IaysuelpTDu6LBODvLIkWA8ob6gOgbpI+aZ7qtYVt/HDRyd2IeGgn6to5/LNm7EQCfepoopu2QX7lqtqxsDIqjx3sD0NDAzg9rsbFdsOABEcGDAZtKxYwHQ9YSEzukOPUcL8R4B0EZIYj5MMzvbo4YY4OGvmzcHbl/7k4BIDm/HjqIoW9NmWW+AWl7XzbAHGi8QIPldorXfI88+GyJY8KiWRqMotuKApXmxLjCcREbEoYGlrQFLmTUjKQV4VYCPxfCAL0Vl/n18lwIe1wKey6dn/qWAvJ8405KqP6jm0rXGE+d63LWtU4Hq9bCYPflkBJO5uch1eSIs3RBR/K1obzuPnKFdlEl6rFWrVfToP3gwLMasLN9DUZ/dlXgdqY2gCzW5ycnJcC5cR+81sLSEese6kWLJwrl2S0uhnchZNRoY7gDEsOXgOj4lw41GdCpXBTHnGQEGiE7olK5QDEkdnoYE07a0oKOnSFj2n/OWXCuDRVO8TXG29cHl82qhqem8SeaJFTXE0IoXhO0c0PPI6X3xi1/E5z73ORw4cACveMUrcM899+CP/uiPzqws55DWPuhxcaJehR7PjMACxF0iT1fgzk4XPxGHKkjZdcjGndTfulHXonm/LdnxaP/3C1XmkXJ4s7MR8DqBPNBu+4Bn9XdVyTLXSgsLAR94T8WufM6GUPV+53m0EVnMBzC8a1eMfjI1FV60d29A+CuuiBlQ9KUZ6YJqOb4sC/moXsha+2rhCI662TpyJG7ErNWfkorgvUbN8yCGJUDzUFrq02ZmgI7vXq3zDroUDLBhqScjhzY9XeCkhg8fLp4czrKqmA+I4dZmZ0OZOCEsS671USBVslaZqrtjnh2RZt5xy+iG7yH46WBi37CdLFenAKj9XqsVI6GriIJl18H9fNDzBHr/+I//iFtuuQVf/OIX8drXvhZf/vKX8eY3vxk/+9nPcPnll59Zec4RrX3Qs4N4ZibsAGndRnmYHfjWfFxoOFtBnvdGWliNaE9dsux3Sn/vrake1+epPbyqqMjSOpt7bhi2jqcLeLoWMR4AENUtuvG277QuC0xHPR7LT4AcfulLY/9zAQOCCJAbH3VCtqDHwtsPRZTNZiywxkijsQMBhenZ6CwHOSEgLNbUK1n2Wbk+5smyHDlSFNur3npmBjh8GDMdo5Spdhs1RN0e0IlVubQULBoZrJqd5UUm0nbKsqinVCXz0FAAINbRDnzWiYNIRaFadzVQsQOOQN1oRICdmwviTAt4evCryveVOO85mOiMbsWX+pynWFbO/XeQTpw4Ufg/MjKCEZ2oQnfffTfe85734M///M8BAPfccw/+4z/+A1/60pdw1113nfOyng6tfdBjZ+li9txzYUBPTYVrBD2alFs2w10MN3RfkRJjKul89YCO32VAkrrnrQX9dGIqnaNKSsWalLJ5Yk3rK2zrRVLgogM6cUd9BHVN6bdh1Xcrg8H69gA0HbYJfASWHTuiAYr2t1bE05vxt5rJ6/WFhbgDWViIgPDccxFkFcCUu6SjtdegCoS6Y2o2Q5gytSgFQj07LHu7I87MEawu1aAlg5ybt7SEbGYGGf3NWL/t22PoM8YB1R0WgZvv5PvZMRs3htBrNGBhZykA0vjE+qdo5yoZEUum4HT4cPS1A4rcJdOx7bl5UDG3qjko1uS6oGXpxxlphIpzTWeR09u+fXvh8ic/+UncfvvtPckXFxfx+OOP42/+5m8K16+77jo88sgjZ1aWc0hrH/R0kaKbAgc6J6QNSQL4CiRdALH6MeYFni4DPGuVDfQawmjxbLFTkjZ+VKRpQY8SQZtnFQtND+ysPVCKeWo2Ax7Zsltw47VUHblZX8EABqiX4eLM/zoebAMpsKiVDL/pHqDxPRVEgWj5SRmx1RdyDCq34DUq36fO7LxOLmrz5uLAarfDvaUQRJphwuivppomWmR2gUM5q3Y7gIhKP2q1rvhykbo+bgLUIIWAWKuF8nWAL++0babvUl+9lLuCcovsH8aq44duJTacm5KKEnRQWo6O3zSP1kmo3JxdM9T69EyBqCKtYKDrRnUmeQDAvn37MD4+3r2e4vKOHDmC5eVlbN26tXB969ataDLa0AVIax/0jh8Pimwucq1W2LVOTsaBy12cAh8XlzwvtaWnHrvKRstyTCkdnmcUkgK5srzK1k8yIiritMBXxt3128CqGJOb+9RZelq2zjrdgwOns3awvYdVTOmx5TZz+3Ivsku7HXR6QK9/FsWKPC5nbq7o1M6K8zl2huUClZuiiasdmxRlKlfD91AMCnQDTwNFwBtAcCQf0M5S0Stp376iMUhHFJC121hsh8DWtZmZ4K5A/1a+nz55nfINsHzqjE5DI6AILupErpyg9cvjt4IzBzH1+FZuzva0oYlYBi+cHNPT+MZaXDENy3aeOL0q0qYqeQDA+Ph4AfT60UXGLePUqVM91y4kWvugR9EFJwKPECHpLr7ViguI6nmYD6ndBmpBvDk01MuReYOv7NidlLjQoxSopQDUPqs+05brVLLSsirl03WXTe6tJ55eUiVeCwt+EJx+7+VvrjkFHagVUypHRFLA0d27Wh7meeBYfvWrYlxPvoyBEGjRSFEhdX/KqS0sxAadmYnidqDIUlPhajkX1d8RDPM8htDppMuOHsXwUvGMue6pBBTl0fpSzfZp8XzsWEj71FPArl0F4BsYG8Nws9ndWKx03CMwOxtBv7Ob6voF8n1DQyENrTEpfgSKnKY6r/OUBTUiITeZ4tQY9YZrgLotZFm0VrU0P++DmlJZQOnVmjT/jtHU1BQGBwd7uLpDhw71cH8XEq190Dt6NFpHcLKWWdmpoUFJmlqjaK3OdWJoKG7aU9wYfyvglc2PfqPMYz4AACAASURBVPmUfZOsWFJ1daqaInE91TW/n0hTRZmqt/OaUjk96x525Mjqz9+0XUoQHcBK7AwVMbLy1m9L77XboTD79sXIKkxD/y7lsrhIPvVUtIBkSLB6PS6+2tgs6NatxfB3DINDyQTLaMuqIMhys9E7lo08YDVDjD/ZZcPJIWncSCuG3bw5SEuOHSvubMbGQpt08so74csyoMglAnCHDfPQAUZujrtJlWcT/JQTtM/Sv1E3tjZ0nPa7Z4iinLsnjgDSlrS8x/ZULvcc0tnk9KrS8PAwrrzySjz88MP44z/+4+71hx9+GG9729vOrDDnkNY+6G3ZUtw9jo72mgwODkb/KStbU3ES/2cZBlonkGXj3UesfkqlIp7vHq9X5ew84EsBnZevptE1XZ3K2+3ICSplWdqIRtdAXTOtTVAK9Dyrb6qjVNpXlXo4SnJjBBCL7MrJ291AngdOhEYozWbkRsgJEfxSsmvqD0dGQnoqUlVkp8Ydy8tRqaobNebVagWHe1pr0um61QriVmvFVKthQJzSW+hwehznQ0MRAPU9QHgH6zc1FTaPyv7zuaNHgWazcG5eht7FZQUIPoNABCEb2s2GEaOFJn3u6IjOtmu3Qx6///sxohLrQrDjuyju5NmFFEUwL9256iDyfDAJzim9BtN5oHoO6PkAPQC49dZbsWfPHlx11VXYvXs3vvKVr+DZZ5/FX/zFX5xZYc4hrX3Qm5zsHbhAUcEE+CwHr+vqK9zAhuk6TrQGusnsYxyIVpSogFdloJVxcymg8yaBfU71egQ81fOl8rFNptydNlVVwNP1RRiUwikMQG8X2rxtvrUaEA5Mq8UFXH20bIMqd0PauDFY1rTb0b+TFjcEHuUatED0DWXg6kYj5Dc6Gs9pVM6GzyiXZLkMiuGzLLo38GPFdBSpdprhZOe7DWAbwYKGKps3Fy1J+V6CL0WVqpzl7gQAxsYwMDiIDWqFKTq7jM+zg6n3A+JGQsugYHX4cMiPHC8HwsaNQV2xvBx+b9tWFE2wb5gndXhe4Gvu1NSXkOVM+QOpzk83LZpuNTu230H60z/9Uxw9ehSf/vSnceDAAezatQv/9m//ht/7vd97vouWpLXdI0BRRsaBSK4OCJNFTZSBOPF19eYk1J3bkSOoNbZ0gU0XZ08VSDqbgFdmTWnXdQu6FvBsHlV2jyk3BA/w7ObZ6voo7eKaqnpQpvFUKBoUQzfqw+0TRY5JOTLL0Wmfk3PK86hbajYjiGllVGyqXCDTaGR+1RFZB2nmxRhw1o8DiGDL3YGORS70ajUJRJ0Z0D3MtXs0kA3dtbQUfQnp0sP6NZsxShGtI60u7vDhCIxqdKJltUBP68uNG4ttQkuoubno87d5c7Gs7Ggd5J4oku2tuzJKewjMHDgsKyeWFfdqvvrtbZhrteJacw7p+eL0AODmm2/GzTfffGYvP4+09kEP8FdeEhGAA56jh7+tzBIoOLF7QGONW/ga5fyqkMdtpbg7b8BWATxPIleVaLCS4uRSgOdRSkpk17FUWuUSAWC8vgI0TRQULtDkprIsgAL1LyR7vh5RmNxdyiTeGlIAIW+Cndfx2ujqTsH8FBDphG4bnuN106bYqY1GwRWgpkGbyY2pQQjD8PC8O+a5tBTu2UgsLDdFkhST0rldObqhoaI+3frhKXfFOm3eHEP0XHZZDCVm56L+ZrlU3KDz2Rus5ACt7pDl8gauJ0Kxu7LzzOFV3UT3y+OFQGsf9BhRwsrJLJsBxMnBhcMuKhrVoVbDSm0DcmPMkiLLmfUboB7Q9QO7FPD1E6umfpfVRy3D+5FdN+ymuAzwlDROsT5n1TGNBgJAWedz5dTVnF1jrFJ8qEpKmrwTEJSrSlkMWj2dNpz191JHdo41Oy7VwIqGGioGVFEeo6MQaKgHY/2bTeSzs9Evjyy2gootA+s5NFQEDwVS9TnkQLNcE8FWffKsWFU3l9qm2ukKflpmFQ2zf7VeKlrN88DxKZfnKZn1OVseJQVJuzlYpwuG1j7o0ZSyXg87boozdRJYsQQnGxcNpqVZYUf8NVCvAyUOobrRVMAhlc0HT/JW9ry3+fREoQp4qXKl6qJrjNXbaTr7nH7bNcV+rHhUyTOY42aDa3ejAQzsfzbGtZRNSvczNRWjafNhita0YViIbdtiPmpEooW0DQRE0ZZ1TFeuUgEPiByVisXyPHKZWifeA6IpsRXl0k9ubq5rRNPuhCSrtduo8b3KlbFNyBE2GoHTarWioVeeh/xqteJJCIwYo5aXrC8NX5jvzEyMND4/H8XArCM3G95ksICsgcFVwczQcED0w9XdJ7lJkqfT18GmfcL7BSUy0gP4HNLzKd78XaO1D3qc7FSkA0W/Hu5ybbw8XTQYfskuXHmOLBteFddm/3uDtQzotIj2d9n/FODReEXTlnF7FqRInj7Pkgd4HnOh+5EUKUgq8zOw/9mita1Wgv3JxRDwHc/1P58nUNKQhcDH8FxMp5ycevjrN334gNgpBDLVMbEMfKcCK8/cI4hofWmpCnRjbxL8FpeWCs7pXb865Vp1Z0MLVX0XlcAU2dIfUS1Hlbtjm5DbZvurA7gODAUtj8tT0nncbgejI92wsN31CCeWrV4vmhl7A455qTELAR4oDnrdzHii7nNI66BXndY+6F1+ea+PFFA8ysTuqim+4cJhzRl1cMMXGdKYRcPvpQxFPJCrMgCrgp9dd1PGK1Xe6TE4ZWm9NF4eq4lso/nUasDERAfwnvz/ooir2SwG/GTF+QKNbkJncsaV1EKyc6amotn81FTRsCWF/lzQOcaYFwFsZCSkV25HnMp7GtB+qxjWcn8EOg0L1vEZ4wnnjNBSo68dDbron8gzKPk+BVOKLilKJffmGXOwPvSHYVmHhsp3g3TW135gnrohUZ2qAp4FIvY3EPuI3xqKUNuYfarP2PvWeMnLY50uGFr7vXLwYFwcGN1C/fR0klLHQo5AfbCAXgfXdht5J7aFBS+ucfy2Aafth7iqRoVAOcCkQMoTX/J5W069bqVzKTodyU3KspP5eGqUVLALXc8mJ4PkbeDIoZhAz0xcWIiRdjQD9qVWmMB34EA8gkgVlxrEWPPL8ygt0MZWRa+K1rSiJI5JOjNriBr7jD6b6kiCnFodNxoYnp3FSruNk5DT0NttDFBUyTIT3Ah8Kj6l5MSS6g1ZfvvN8vAYLwI0OUYgDhQaDak+3QYY0Lprm9jNqe4qVYTr6WWtuFMlBUynfeFtSnR8nQda5/Sq09oHvf/7v7Dg8GRkijOUdIX1Brh+83dn0uStXj88BTB+PF89ihcpGWq1orhRN6ye2tErkpIFPCsi9bivMs4x9ZwlC5q6ifbAkmuP3ZyX6QyZhm5vw1gML2bYLIoQDxyI4kKKt5eWooVhoxH+b94cM925Myz0+/ZFjpGV4ibIFppiSXI6dtG33EaK6MBO4OCuieJ4uxvyuB/+98zvjx5Fu93GCQSw4xauDWADOUzlaoDikUL1emgD6ggJ0PocSX31WH9GU1HA4wR57rlofEPXBHKQBDw9GkoniLXUZJlSuzP1i7EWaCnAY55se+0D+9umOQ+0br1ZndY+6F16aZB/8WRR7tzVZ4oLQ0qJbUUpne+T+XDBeI0fSrAYFF8jsignp+CoQZ69wetZa1pA1OJa7pKkXKCqKNTPULk+2xzeOmLVONadMRWxya459loK1Ln+NRrAhtoK0GrHxZn6L3ITbIy9e2MYMQXGqSng6adDTElaZ2ZZABu6OACR02ED8dDWWq14UjbJKkqzLIy548eLXAhjXnocEd+rkWTszkQ5FW0ge31pCRgcRIZwKFaOYIJVQycsGQfB3Fz0mSO3pUcz6WnoBCXtcA5Gqg9sfTZtinmRW9y4MbxDo95MT8e8+KwNHK2DWTcgXr8ox+3F0+R9G/pM76V2hhxPZbvQc0zrnF51Wvugx8nI4L6cjHqkkI3MAPhyPopasgwr2TDaraKDt3647pIJ0E2tqni89HaTWHUw9kvniTZJKeDrR1NTYU9x8GBY0z3g43rvxeG0dhwqQbZBcxTcu5t+PZiVOjZ7TESWBV8vOl93rG8Lxh7//d/BSnPHjpD5tm3h3shIqJwucMpxECDVPN9aCTK0mC6aXOBrNeClL42nfjC01cxMsBQlp0myHeQBHkmNSTqO5RmAeofj6hqxkGjUZY1DCK55HjlXRplhp6jTOTuWnUYXAdv5TEcOT43K1JeQ+QNFlYO6I2gdPMCzAzxFNsyYlls3Pp5Y0/5epwuS1n4PUWaoiwUjQWjoD2U5rIgEiKxFZ7DrwatWlEnVhuXydA0EYlo9rHU1UpGUSqPqM5ZSxmuav3KXig3Hj0c7Ba7bHsdoJX12v9GvHlaihWYTeOaZIMo8ejQUiPoxNSO/5JKw0SGATU+HZ8mxMXbl7GwQr112WQgCPTfX65/FCln9Enczyu3QmEUNZlimyy4L3/ZIiZmZUCcVc5I74vvJqer7+c1DXpme3zr4ajUM6DFBDKjNTaFat6r5P/MaG4sxRKkvp1EO/QKt20KZOW6HE+0CLcvFtiKXx7wIxCp+YHoLQvpenec2Dp4OVJX1MQ4o4OsZykQj54nWOb3qtPZBb2EBGO4cpEJuAAg7eiByfJ7XMwetKtKzDCfz4QJnNj9fFFmq/i51hA+t3q3hymqJz9HNSatASjnEpwxFgLhOqB2HNsf0dFyD9u0L31zfmdYyJTYAta45dv0qM2Jh2bIMAaj27499ND8fQI+L+MxMOPmbYrGrrgoFHhqKfm/MrN0ORwb96lchgPEVV4RFfMeO8NK5uXiyAHVgLNDCQvQJ5YcbKx43pOPIWgQqaI6MxDif1h2BnKx2qAKfDjygCBzchdVq4b2MdakGKJs3R2DW8jJ2KTlU+tjR9065Mo3AAkRA00FEYtlszEq6GpHrGxwMHPH27b319ZzYlZgnDdnY5mq17e241HfRtrNNa6+lgPAc0TroVadVHbX7pS99Ca961au6hwzu3r0b//7v/969f+rUKdx+++249NJLMTo6ite97nX46U9/WshjYWEBH/zgBzE1NYWxsTHceOON2L9/fyHNsWPHsGfPHkxMTGBiYgJ79uzBjDmqpDIdPFg0LefipuKqFHEkye5xMduA2dkiyKmIU3V8VpfXcZXqrhv2oNbTkZIoeHj3CCCWo1IJlv2MjoYP1zMGpPc+tVpQ00xNBcaIgUvU/c1utkl6PqgldfVIdVGeI3LgtVp4OY0g8jwskJdcEh9ot4MYkWCmYMDFkxwFO4rc4ubNEcRo+ELuZ+PGaOVIYylbUZaJux3rJgPEXcNvflMU01pRrSfSsyAwPR3qOT0dymddEgioQAQ6fmtdKMpk3M9mEzh8GIuzs1hpNoFf/jJsEgiEBE/G7tRdk92VkcMlh8fvRiP0Ewcgucof/jDuFFUnYE+sJ+gzhBrraZXPdsLpQLNiVdtX+pxaXqXyW6cLhlbF6W3btg1/+7d/i507dwIAvva1r+Ftb3sb/vd//xeveMUr8NnPfhZ333037r//fvzBH/wBPvOZz+Daa6/F008/jY2dAX7LLbfgO9/5Dh544AFMTk7itttuww033IDHH38cg50BdtNNN2H//v148MEHAQDve9/7sGfPHnznO99ZfQ25uOkAVMURUNRFAMXduoDlSn0crZlePR7XGntKgdXlqcGKtZjvt3G091hMDzS9DSfgG7nZZ/uRbv753MRE8RQXrqm2PN57+0m8rPSQ7cr3DO/YUYyQooZKo6ORw2ODLywEzlB3I+ScCHh6HhutB6eno3hwZCRGaQFidBeg6BfH/zreBgcjuNpG54ZMZd3aaBohyOoWNR11lnwPQYG6vaNHi5adtVrcHPDYHeZFDk87t1bDMI18dLelGwWCQZ7HYzhYX910so00oovuwJiev48di4OQ9WS70aWE/UoHeAW9LCuaOlpDmxSpqNbbYVqrUtI6p3fB0apA761vfWvh/x133IEvfelL+OEPf4iXv/zluOeee/Dxj38cb3/72wEEUNy6dSu+9a1v4f3vfz+OHz+O++67D1//+tfxxje+EQDwjW98A9u3b8d3v/tdXH/99fj5z3+OBx98ED/84Q9x9dVXAwC++tWvYvfu3Xj66afxkpe8xC3bwsICFmT3fOLEifBDdSJAXBztbs9a31mkaDQKIk0r1rSiTOXyqOvib6sPt+RxOGXp9L/aV+i6yTXI46yyLKzjakmu+esegGl13qv0R6VvbL5UqFMrxtT7XGO0fRUTuq5327ZFYw/d3LDCLISOga1bw8KvSE0DCfVHy/MAZgTSzZuLMSOpLwbiMT3kpGgNzMWUXBNPKtBYjmxsciX0F2R5WEYa4Wj9tGNYZnJmGis2zyOwULSvQJTn4brujJSD4qCmg75aa6oRC8GGYllV4toBrUpgApsOUA5IfXZpKQCf6kf5TivJ0QnBstoBxzx5P0XsL8/oDSjqd5Wq7ibPkNZdFqrTaffI8vIy/umf/glzc3PYvXs3fv3rX6PZbOK6667rphkZGcE111yDRx55BO9///vx+OOPY2lpqZDm0ksvxa5du/DII4/g+uuvx6OPPoqJiYku4AHAq1/9akxMTOCRRx5Jgt5dd92FT33qU703ajVgYKB38B09GuV41l1BB29H3HOiNdBVzfCjIEcAbLeLkU6YjhwerTb70elsGLlpV3y3wGeJ65LaCVhgtFaUtkzaXHZvAfQCHr+t7ZDmZ9+jmwnlmGu1YWzYuTOcVq5sszoz8+BVIC6027ZFrqvZjBwhRXP05xwailyjIjLZUAIhiUYc7GjmpQ2pXAV1j7Qk5kGzCm4EMHVdULGadibQy0XWahEo9N10FWDHkzPkwFWdIsWOaqRj50ytFoHKgp01wgHi5FCjG1snb1Aoh00Oj2HZ1K+QvxWo7AZIRc/2tA2+SzlRXvN2cOv0O0Gr7qmf/OQn2L17N9rtNur1Or797W/j5S9/OR555BEAwNatWwvpt27dit/85jcAgGazieHhYWzatKknTbPZ7KbZsmVLz3u3bNnSTePRRz/6Udx6663d/ydOnMD27dvDpBgfLy42XEhmZor6F4synUl0Mg/xNTWSFDk5qx60Yk0LlApC/aifCNIDGL1eBpxq4Mi1juStZSmxKBDFunr+qQKbR1xL1F0yBXq8p9yedl9t8xYMTB0pZk7xG48BomiQVppkFYnINIahTk6DI9M8n8BoC8uFVEV5vKfntnEAsPAqlgWinyAQDWAIdtowdhCxDDrArEgfiA3NI4DUpUEB78iRyD1rfpdcUmTlrVjAigR43TNNthODIgHPSdMTeVguNcuKAeGZD61I6/VeJTInqm4SaDSjxHvUSXqg56U/GzLHirQu3qxOqwa9l7zkJXjiiScwMzODf/7nf8a73vUufO973+vev+iiiwrpT5061XPNkk3jpe+Xz8jICEasAQFQNFig2IUDXa0t9LeKKup15EasSWBT603q8sjxUc3DM0GtLQJfdbpkOScyCpbTU9K1SiVifN6uVSlpjdaDv701PBV6zJK1LuW7U2cSKrdXr4d6j2/bFkWCQBQH2kW32QSefDJc27YtiOt4Ije5jIWFAAzqYG3FilwcPZEYXRXm52MoNEV3ikVVDjw1FfOkmE85N3KNBGFPtm3Bhe2QZcVoMdRb6pFJal2lHJ7tFOXI9N2qgLX6O7abpgeKlppzc8VNiN1caH0V0DU0XJ5HsOYmhxOQouGJiaJBDcXB3KCo1amSjbvpiU+8yXOeOMB10KtOq+6R4eHhriHLVVddhcceewz/8A//gL/+678GEDi1S8Ri7tChQ13ub3p6GouLizh27FiB2zt06BBe85rXdNMcPHiw572HDx/u4SIrESeIGjPoIaBADPhLMiu+gh3XFgVB66LQbhcBjxI1zb4q6bxKbaY1rnIK8NgU3FSrFMna8KSe13muaxHrqXXj8+qzZ9+R4mRZRlsGZTy0H1otIGuMYwNmig7n3Gns3RuRfWEh6PS4++dCqzEZtcBDQ5HrU7KHCVpZL3dCjP2pp3wsLYWwW8yHC7GuXAqmg4PRDYOAoIDJ96rBh12gVTya5wHoaKHJDYK1rgKKg0VFo8xHffdYBt1AalmU1I1hcjJOHPWt5LMEfTv47UCyAw0Ic1s5bHtWolp0Zll0O7F9wPueOJlUVt91umBoVS4LHp06dQoLCwt40YtehOnpaTz88MPde4uLi/je977XBbQrr7wSQ0NDhTQHDhzAk08+2U2ze/duHD9+HD/+8Y+7aX70ox/h+PHj3TSnRXp6No92sRYZQNzdA0CeY0WaiFydAqCKOVWvp5xfSslcNjd0/Us9S6ZAo0aVbS4pvVNrdG8D7nF3+ltxQdVEdnNATm1+Pkqz1HrV7k7t88zDBuvW3yohW9l2eQSEvXsjt7JzZ+DquDPYvj38bzSinq3RCM7i27ZFPZcu3lbR6W2SuJDytAReZ7zJpaWo2J2aCu+jPo2y4fn54GZj9X4cRAx7ox2gZAeNcot0I2B7MFapBS0rCrCWiSrOVTCywK9cnx1UFEso6NAoRgeGdrDqErxdEUmtWmncpoOfdSGnPjRUjKLjDTzbvkoeCJ9ntsmbO6fzeSHQqrYkH/vYx/DmN78Z27dvx+zsLB544AH813/9Fx588EFcdNFFuOWWW3DnnXfiiiuuwBVXXIE777wTGzZswE033QQAmJiYwHve8x7cdtttmJycxMUXX4wPf/jDeOUrX9m15nzZy16GN73pTXjve9+LL3/5ywCCy8INN9yQNGKpRNRbjIwUjRQoR7PikwR6WGdzNZ/npl4N7kgpsaBH3j0rSQF6nb3tfRs7l++2kiPFfbuGVQXmVL0IfIODxTXEM+5jHlo2fZe+QzcbyvGNZ1lwPlel38teFh7WBY8F4HUVkwFFs31lPS3bDURgIDfBhVa5lJmZ0GEcMBx3QARI5UIoqrWst2d9yHKRa0txQAS+yclQxqWl8Iw9TskLt6UuAzT4UNGCSlT4bgVUb1CzPZrN0AYEPQKQviPLiqeiW9LBx2doQca87KC2YcrsBtg7C8zrf500WtfziCTr1pvVaVWgd/DgQezZswcHDhzAxMQEXvWqV+HBBx/EtddeCwD4yEc+gvn5edx88804duwYrr76ajz00ENdHz0A+PznP48sy/COd7wD8/PzeMMb3oD777+/66MHAN/85jfxoQ99qGvleeONN+Lee+89vRrmeVGvp2DH8EKcZCriSqz4CnhcaGmhXnXXVPVeP/DT9cFu0Ek2mIS9z/xWy4lqmlQ6Lau19rZ5eGuOlkmZmzyP8cMV+AYHgdqmLRhmRBDVXymXYNHWhp1RDob3LcB41oi66C4txVMIuNFaWIjcDVcYiiyVgwKK5fUkEtqxlguyOyyCPTnYPO/Va1kuTcug4b8YxcVyWpZbZL5Wp6dgzk0BHedVuau+kwRTL9i0zlWdfCrmzbIoHgaCOJnz3AsWniJPn+lNJv4+j3Q28HWd03PovvvuK71/0UUX4fbbb8ftt9+eTFOr1fCFL3wBX/jCF5JpLr74YnzjG99YTdHKiZMLCIPc7vQ8AxiHrDGLp9dT0lCHFgxTnAy/U5FKNL0Ga7ZkT1/wpEGqqtHyqGoo9e4UOJetHTacoa7j3vs0L1tXbVcatpBJufilLw3WmKqzYodZNldflFr8Lal4j9yIRjgBom6KeqpGIxq0MJ6nFQUoOGq5GNDaWmdaa0ctry075wCPWdL8tL7aBsrhWlcCLQvvW/EG23R+ProyWEORLIuO/7rh5LPasdRJKujqRoHP0jBlbCwCHFAcgCy3DTPGnRnT2omonCPL6I2fdbpgaVWg9ztJXEw88RAQB613rFDnGQ0txnGtnJ11RLdAWAZ4fB4oFy9Yn1gyMLrWWY4pxd3ZanIzbT/eM7YNaLSTmuseJ8nfVJsofpAjtEZ8dkOtHxsUYHH68nBcji7GKZGfFtI2lrVQVMDR5zRf7VD7HiCK9DTOGoET6A2aQB0ljXKUA5qcjL6mXOyBXiOXWi0Y71BsqmR3PLpBVC6L9dDTKfQZlVcr96UBthVYtc3UiV77StMwDwtymi//01qTYeN0h1o2EZSsw71GY9EyKlesxHJquLlzSOucXnVa+6BHi0/LQqW4O51A9TparaLejoNLffZSAaY90nv9wK7sHDqgXJfvXS/jwsqYBJICjXKxNo193gM8b+3TZ/WIIq69ahXPNBYAaUA0zIc0qggXIgtEKmpTLk4rotdTbgNqtWRFcECM4gJEsGI6WntqenJxIyNxoWW9aITTaMRTRKamek8UAYLBzObNwbjHhtyzdeP7rQGLKqq9DrbgyHZiB6r1p9f+LAcBVPuAH30/xaTMW4HVC/Gm77aHSJOsEtz69Hknsdh2sMBeFmfvLNI66FWntQ96MzMxKgYXFQ0lBRR3cZwwtRpWahswf7i40Vb9nZK3sJcd1aPkpSsLIJ0ie1KKZV68zWyKvPql5rl3vwr4cW3wgkur4QvXTcs5q16vJw9GWrGLp3IT3u5BOQu9piBnD5S1DeN1knJwFPGxA2jIAhRZXeY/NFSM4k3OgzsvnlmXZTG4NMtFbqdWC785B9TPhOXSxZpAYh1MlYuz6S1Z3R+Biw6W2oa8b2Xu3vMqxtTI51b3qicqNBppnQEntW5CSCoaZV6pINQ6Xsom6jo9r/TC6JksK7IlPDiWegRPHtiJtbmwECM4cWzbUGK6+We61PzSeeFtusvC//F52iPY02k8gNM5at9n3ZD6BZRX0tBqVay+LKjp2klOWiVXQCwP27dWKxq02AhSmmYRwxi2fmcWoWWD020w5UosoFmxW4rltSdv009v8+bY6GrQYo8Xsvo+daNh/moAw3LTIZQdPTISTloAejvK61wFHTa6rbv65XlgaPOyHa95qcWn5QqtWFrzBIq6Pv5ukV4R7wAAIABJREFUNOIBj1YMYg1glHQzo4OOmxOuEXzemiJbsNN3nCeTyHVOrzqtfdBTs0GaO3KlpbhCwzF1downaxejNRMDaiiYKbdBkb9GVdJNe7+BpH7RKeKc0lNfPEMVlfB4QZ69OWnLkeJOvfWeG2Qtoy1zqi76W9cZfVe/NVr7QfuG7T5Mbo8LngZCVt2YciQ8QkcXdjVW8VYXgpAu8Co+Vy5EC6wcJy0+mQ/P72NjcHCNjYX/ahDC92qYLCCk5akKrCuB0dNLciApd2e5GPusved1jBX1ZlnYSV5ySWGT2SOOsPo7FVEqiLXbRR88Gux4QV81f10XtN21TlnWe1gl1w6NmuOJRlKT7RzQustCdVr7oMdV0OoouJgxviEXnkYDi1OXYvZYb/gwoKjLoyHesWNRQqWbdctY6EcpJcrU341GDM1Ydn5e6mBWrxy2mfpxmZa7VW7Lltkrm7fZ954pW0stbpAJsmtMuw1sYCBiq7NSy7/p6fignvmklbSxL5VNTZEGKdb4m9ohdDRXh0tbeYv8DBKdOhlA6wIA3/tejA+nByGqz+LSUhzYdsDbeitQK6jRL5LuDbbjmI7lsMYtNk8PNPQ+SQNMs5/Z53qNxPemFObsC72vgOfZApQN2HW64Gjtgx5QXB25k+UA1ajwU1NYnLq0C2Kc/wpyCmQU8ZWdnNAP8DyyG1Me55YCPM3XAzy7Vmt6b76muCquefyUGSmW1Sv1X9/jXVegUxGnrQ9/L2IYw8oN8KVsVPqsMQSXBzrMVDk/DQKtlbHx5ixZC0A9YsgeNcQoLiwP/cnGxoox3zgoNm+OMnaegad1UUBTJ/jBQeD48d4BofWy/xX0tc1096HXtVM1jebviRK07JqXFbtSpKllJwhb4JuYCEBJH0oljdKUOoML6NW7ark1XdUJfxbobLzqhYLRax/06K7AaA+ckKoHyLIAeNOXd0HMWmsCvm+Yksc9rWYw6oaVQWNU8lbm3M31S/Ow4kP+tpt0zadso21DiDE/tstqpDllTFI/JkrTpT7sn+GpqSCuBIpm7zSkOHKkGClbX57qUK2s6tp4Ta04Pc6AcmSGF7OndGsnkTggDhyI16j7GxyMIkw7cK0oUq0fCfx2Tmh9bDvYHZS+T31fbBoOTF73wK5f+1tH91S5SXYw12rxtHYlboLGxnxLsNnZyO3ZM/kYSLzfrvEc0zroVae1D3rqwKtGBEAUs0xNYWXHi9GaKersAP+73U67JljRpiUPGJTxUMmPVoHkSbMIctagJSUG1WdT5eOH6wyPDvKkX/3yTJF3gouuhyQbjYVMFRkhG9RaOcCVxsUY0FMDuNFRHZ3lJuzLbIHs4mt/a6OrXk53LqmOsQCop6yzYjzqSI06eHK7Pksgmp4OwM+jd3iPXF9n09cDWrZuet2m07BtNq0FBI971MFm3UOYJsX1kXOl2Fb7kZOL1qv029NJxvCE3pmaDC5g60TixqXMf2idLiha+720vBwHOlAUs5DLq9e7c8uaxQNxYVUuws55b63otwZw/jMOsEpp+J4y0vVYg45wXaPNQ2qN6Wd4qGltNJrT2RWmONUyYCYjZLFJ4xKn/AUZ33mcgZW5Q8jzKNK0C6xdWJlZGUei1/ltlY1aWW9xZGfrOX4sx9698fw7iuWs6K5MMaw7IxVxcgMAhPdR3Gt3XToRPED0lKopLtHbYHjvIqllpw54FfFqpB2CnC0fuTjvnbohtve0btZqk9IjDU79PAHfOqdXndY+6Hl2+JzYnCiNBvJ2GtiUc1DVjqazlNroKnE+ksuz9hZlLgZlc0tVS8R1j1LWmvZaqxXdNjyykZtS+VjqVx+LF/rf25wAxX7j+rpS34CBfDFUgGDndZCa4+tL7aKvJvX6W7mSTZsisNhwOqlKc7EmZ8rPvn1B78b7Cop2wac/6tJStAidny9yIs1m1AOyPrxHME2dK2fFiR4IanvZ6xz0CmIWDPWj6TUv1dN1pDXddiAHr3PcuoYox20tNpUoKSJHp9dpAEQaGqo28c8BrVtvVqe1D3rk8uwklQVkMQSt6omsQtKI/pqOvzVbUoq7YlH0pBcNBGKfLVMVeOJAT/LDNcJymPztHSbNZ2kTUSWaUpXgE/0sRJXK1DSrWU/abWBDu9Ubgksz0Q7wOD77Yst6ah4qjmTj8lgje5Kvgk67HXYXQDE+JuN46vutFSKVusybh9jqmX7k8rjTstyRivQoQuV9ra/VE2r76CAmeKtURduX77KW1XwPY2jaCCtaBror6CSyAOkNFnXvUPGl1tUqw3VR0HP3PFIu+zzQOqdXndY+6FHURFkfUDx1oVZzN5gel2c5u36DxJunjUaIjLZ5c5S4WMbDPqvXdE3xAM+qR4Cw+Ve3Jl03mY4gx2f5sVb8tmz9RLBK/SRwXp3KyDugFij2Hcu3gboeLrQKYp5ISzPyCqz3Lfhpg+kxPHleNLHXcvAsPQIdn8vzXjm1LsgU33s0NBR3Kzpw6KZhB5QORCvitG1k5d0KZKozV12j+kl67W4Ht/W5YRrLNSqYql6SDq1l3DbQe4AwyXJ2fL+OIz7PiC/WEOY8xd5cp+q09kEPKMrr87x4YKSZ3N7mVa+nDFi8xVeJEpidO8Oao/nbAB5l5K25qTKoFMpKXpQU3NTwMLXeexwp4APgag1pVku2nFbsyXecbA9gA9BrieNJAfS3x3Zren5UZEdAUIBRB/VmM3zsaerkHlRkqgunBVeWgWG9UqIAW369p/5s1mjEtgXvWVEuv9WIBIgcmLejsYYfXp+kRKxsbwU+zmMOZM98ORXZRuuWGhtMr+CnXDzwvFpxrnN61emFAXokb2ffmQSePs9eTw0KXR9T+mxv03q2KQWABDVuRDXQNddM+t0pY6DzugqtRnRZVna7ppWlJVFtpWl0U9F1Vt+7N52h5Xx4T8HGY5l1kfVYV+5y2u0AdhSz2qN01H9OOS4FE3aSFREyrZZ7aSkAq7oV6E5IDT6s24ElC5ja2KoDtGILvkOB3/oC2feouEGtTZXY/tQTsP14jZacWVY8yVi/+Zv9YI1llNS1hG4oMzOBC09N6vPI6a2DXnVa+6A3MBAGH63iSDLx83avPs9yeQqGHkOg5Bl2cF2gW5Qn0jzblGVFSS518QqGXF/Kzv5L5a14cLbISq9Ybms1TpzReMDaT4pTzOdEawDjjNKSWnB1jKQWQRu1hfe3bQsLrz1OJ88D2HqRXUg0PNFKkniSAkWeJJrZp56j6JMWn3YXYQE9xcnqdU+8oOCvg4edRFDiDks3n5q+n2hBy2Q3Kgr4Cng2QK11GbERFjyRa7+daiq6yzpdkLT2e2ZiIijRaEigoqjpaZzMhwvzKGW1yd+W7BxUTopzYXQ0HH22c2evIZr69Z1N8FCjPi2n/a+A522mPbKA560T/ajqmsD8LQdtGTJes0BsNy+L9XEM14wDt4KdchqWc9MCKaehXJ6K5GgQokGRU41s0VvPgLQdNzpaXLStOE/roT6KU1ORg9IyW1Cz3Ko2oO0YFVfaxma7WnC1z3v3NEwa21LLyPJzg6Hl4CaAsXZJGihAd02pQWSJC0Ct1rsBORMxx1mgdU6vOq190Nu4sRjaBIgDescO5K20Qzp/EwyVuC56A8Ue2lCvA9u3xzWnH50p96TPpgCVZS+LE5oqW793ptQaVYDOY0RYjypUxu11T1if2oKB5v+VV4SdZxdzBQtrxcjCHjkSB4h1uNZCeqDK+wsLRVGgPdQRKIZC03iatkzktlR5q2DhdVhZ2fitQDM2VuxsFWt6beSRB7Zq2apprOXp0lIxVh/Q63tno99w8HsbhlRZ+ZzlLlPPnSeOb91loTqtfdAbHCwqfGTSLOYDPck9S00LgvzuZ3XJ9YbBoldznmTZXKk6uD3JkX6nDoLtV54yLs++35v/q52czIdlXVqKYSttOpIH5PzdbgMbGJFFH9aduz2bzWNnuRCTm2Jae06dkici1HfkeVFcMDsLPPdcTMMo51o2AuqRI72bOz0qqd0OIlgFY0vMywaP1vdZ528gBtOm/tHrfDXw0TZNDSTdXKQARYGb4l4dnJreC1HEALq2Tqmy0dzapvPSnunudZ3OCfWu+muNqNewA3Rqqjs3U1FYUrsnBUSSt7ZxTm7dWvSYsKQHMut6UPYpI52vyhxYwFst2XXHMgP2o4aBVpqWai+SB9JA1Eu22+lA37zGOmrfkttbrI3HF1vjFHJBKrpkY87MROtLfjQyuS2EV0mv4fSZWi2M2XY7AFyzCTzzTNALaqDTLCv66VlrSf4mCLMu5Aq9zgGKYtkjR3rjz7GNmL8X+seKfS3Y2YHicYS8x/8MCK1iSr1mDYM0z1TkFLaf3Qh4nKlyebb9vf49T1wei3s2PueK7rjjDrzmNa/Bhg0b0EhY5T777LN461vfirGxMUxNTeFDH/oQFhcXC2l+8pOf4JprrsHo6Cguu+wyfPrTn8apU6dWVZa1z+lt2eLv0isMyH6DILWJ52+uQ5s2pQO363W7MbQgY8tTVj6vyiS13vTSeJtqptf1S9OvZsKk0lfhHEkMrsJnPN9mhirz6tZuA8PbtgH790ejB535yvWpA6PN0BYwxQV4lbAd6+U9Ngb8/u8H4CGXoZ88Lx7DwXy1HhpezLP+ZFoVxXJhImAyD8vJAPHkdnuddenH0WlZlUtkWrY/T04mt6bfmi+Pa2KeqmT3wsARvDxfPV5nHv2c0svqeQ6J4/1M8zhXtLi4iD/5kz/B7t27cd999/XcX15exlve8hZs3rwZP/jBD3D06FG8613vwqlTp/CFL3wBAHDixAlce+21eP3rX4/HHnsMv/jFL/Dud78bY2NjuO222yqXZe2Dnu5kSVnWUWT3btaAap3PIBn6jI51boYnJ3uNRj3g0Pv8toEqdE3tV14LXPagWhtJpmzdJemB3VXWsirl1HupfFM4QYaERCd8PudZffJ7fh7IsgFsoDtBlmElG8YAVoovsDLsKpW3AKoFt4CgBSMwAaFirFyjESML6QDQY4kowrTAxwHOc/1oyUluiYu4pteILOQUVWRr55O3a7ODxbZFaiJ4Ftb21GQgtIcGiWbsvdHRKNnRsgG9ok0FQ8/B30Z69xT7Np2W+zxzexcyfepTnwIA3H///e79hx56CD/72c+wb98+XHrppQCAv//7v8e73/1u3HHHHRgfH8c3v/lNtNtt3H///RgZGcGuXbvwi1/8AnfffTduvfVWXHTRRZXK8sLpEcYU5EBsNrGh0cDJbAOA9Nj01iWm5/z0ODi6Cm3cWJTGePPdI/Vltu/2IqSUSdOq7uBSwFdmmGbr0I/7rFKWsnaxz9M2g3WlBT/TpdYpPpvVhzGcnwSyLAAegUUXeW9notdSHFBZBW1+QFEcOT8fBo6NuKInROiOjaBICx4CHcOQaaV5ne/mfzU+aTSi+wXrSyMYii6Z3vrBkYtUMLahwVJtofct0GlnUgQMxHBrLKcqfb0ArwR2wOfutC7esSY2nT3exH7OA51NTu/EiROF6yMjIxjxjsg6i/Too49i165dXcADgOuvvx4LCwt4/PHH8frXvx6PPvoorrnmmkJZrr/+enz0ox/F3r178aIXvajSu9Y+6BGduJgp69RsAtMvLiTlt/1tF08FI1Wz6H3OQZ03VgVQlUtiGgVaXXutpMyWB0gbraSAyAMpbnh1I5+i1HpmGSVb1pR0LJV/4NqKzxI/ykS43TP36rUwFthpKT88e81yMfZ/qmE95LbO3pdcEhdwEhf5ViuKG0lliywXibm5uDpqfFBbX9aPoKbuA9pGCoCpumn5vP/epNFJ4nFqaqFpd6EsiwKe139AMf6mUhl62DBqKvI5z0CndDatN7dv3164/slPfhK33377mWXeh5rNJrZu3Vq4tmnTJgwPD6PZOQ+z2Wxix44dhTR8ptlsroNelzgIG42oBDKKe7tR00e9rIDiAPMOvebaMT9fXNPsgasWBDjHVV+u71MOM1Xd1ZJXlrIJpMBXJV+P+oFd2bVUfu12jNe8tBR0qbat2BeKSyfbA8GaUxd8/Z1asD3DB2/XYV0bbIxL2+i6UdPry8sxwore1/LoETp8ZnQ0cq4jI/EgQoKqBRAtl9bPAov6HuoOgzo4gma9HsWPZaDoDW5OCJ2kHqARfAYH08cI9evXsoMrgbjLU040ZVmq7zwPlOchDseZ5gEA+/btw/j4ePd6isu7/fbbu2LLFD322GO46qqrKr3fE0+eOnWqcN2moRFLVdEm8EIAvZRoKsuAmZkQiLg23t31pw42pa7egpRu+L3XsAieA3gZJwWkA4Lo2pAykCGdie+N5bi0zF5AC2+dsBuClDj0dNcLiwtqowHEQDxW1WXFn1l9HMMzh4qNThGeghWBztNTeRXQCvK/RihQzsmCjBJPSqAFoY0Zt7QUnEFVHEqgmZ+PcT6t07cdQNw9ePVJydU1rSpaNRoLHeq1/TQPj6PmpFHzZqB4TJBSyj9Pf5ft5lRMq2DL53U3y5Psbf7PE6d3Nml8fLwAein6y7/8S/zZn/1ZaRrLmaVoenoaP/rRjwrXjh07hqWlpS43Nz093eX6SIcOHQKAHi6xjH63e6cKcaEit6e+QkAQa20rdnBqY68nt3hqHG8+8aBrlSZVpdRZffadKf28ltmWyeaR4jyBtMrKe7dXlhRH6K1zZ7JeeOJOpVot3KM3ADfpbI+LG40wHjzLzTJA6lfofuys5RI9LpCL7txcNEbhdT1nj9cpd8/zCI5jY2EXQGCiwYf65ukA8EDblluv8f3UB/KZhYU4MLgLor5Sy0vAtdxeSkzJ/IAiIM/N9foIsf28AW7z0ndaYj4MeGG5vH674XNEZ5PTq0pTU1OYUl/OM6Ddu3fjjjvuwIEDB3DJJZcACMYtIyMjuPLKK7tpPvaxj2FxcRHDw8PdNJdeemllcAVeCKDHHTJQZJHYw51OIxdnpSgpgKtCVl1ijd7sWkpKcXsKNv3EjySPC7TcF8nWtR/49SOPI+S7PYne6RCfswH02UbEB02r2MJyLC0BJ/NhbLBiPX3Ae7nlWGwneUBhC6MfW9gsiyJNOih6OwWKoOziSyAjV0JQ2b49ssDtdvABJMfpWVCyrHYi6LuB0MHqw0cLS21XdTWwMfvse+2EJLHDrRiBpKa7Xr4eacQWNXfWshPwUsEL7PeZWpdUpOcD9FZDzz77LH7729/i2WefxfLyMp544gkAwM6dO1Gv13Hdddfh5S9/Ofbs2YPPfe5z+O1vf4sPf/jDeO9739vlOm+66SZ86lOfwrvf/W587GMfwy9/+Uvceeed+MQnPrEu3iyQ1dPwu6OEX6xfjLYJoMGPijRVIgXEjaqXtWUKVKKjvs5lzAOJkixvs1tlkPYTfzJPby0u4/5sWSxZULPgV7bhXg0A6tqokiclMhrajza6GNCJ1OJxe2U7dm83pMDk7XJ080XJgw4MTT87G09C50CimFOPyNIDVxuN0Aj1euQOgajzajTi4CXwjY0VxbdafuX8+D6tA8WWy8vhnWxsBslWiyevLe0grTIAlHMkJ0v/PN0JWeCrurLbc/F4LuDGjb2A532vU4E+8YlP4Gtf+1r3/x/+4R8CAP7zP/8Tr3vd6zA4OIh//dd/xc0334zXvva1GB0dxU033YS/+7u/6z4zMTGBhx9+GB/4wAdw1VVXYdOmTbj11ltx6623rqosa7+HFMW4sNCoZds2V02hj/F3Py7H2/STCHz8riJFsWTXBKuTUrIA4wGfd5QYy6rvWC1nZ8uYwosz5exIXmQpWx4yMHyW/sq2jktLwIn2MMZrtWiuz4xsA2mBCB5WH8ZBZPWEgK/D0+eZB+XjMzNhzLICy8vBsb5ej9yUuheQy6LuiWUcHAx5HTwY8tq6NViKkhvTMGIEUyeEX/fbcqx6OjufoV6UZdIyegY7trOVy/J0eZbLtflYHzy+zx6HYnWCeR7jn6py2FskvB3seQTAC53Tu//++5M+eqTLL78c//Iv/1Ka5pWvfCW+//3vn1FZ1j7o0WMZKO7QuECgFxDIDShnkJpPdt6kFnsVqSl50hBvEbecXiqqil4rAwTet8+nwDtVf68uKfD30lfJL1V2oDe4d57HjT/XcXJ2tOvQtB7HvTK1BQPk9uyZc1owFZVbPzTtcH2h5+xOYPTEo5Sxz89HMb165DPfsbHI7U1ORu6EjqIMykwAZQxP6mTsYk5fRb5Lj+tRjlPrqE7srBcdVoEIzjooPc6SHWwDqAJRBMlvbkxYX3Uh4ARg+fhuDgjuQFMiyFSYNpInwraD6Tydp7cecLo6rX3Q0921DtxaDThyBOM76gAGusYPuiHXDeFqOZ8U8HnzRr953/rUevOq30DXcpelSalF+G67RqfodCbdavK3a1M/Do+hFu1Gn+2Z4vZaLWB8ejoe6moLq+4NKp70KsdvZfVZQC6myv1Z0gCjlpOzZ8XNzARgoSFJngdgq9UCEC4vh/yOHg3vuuyyEL7MRn9R4x09wFY5WjuYFQBJ3DRQzLiwUDySx8bBZJ1sbD6ScnwcuOpUrx3N+5YzZHtbCys74eh/qBw8XZ5sXtqfls4l+7ROp0UvDNDjoPfiIj75JMZf+lLk+XBPkApvDKfCgOlxaFWAscpcsH6v+tzZ2NmRlFv1OLp+wLnadN5zVcpX9XlbBnJ4TKtrdim3xwgk1gIp9eJUGrvZSnF7vM8Cqbhx+3b/dAQV+aWOFhocDEDHUGSTkwEgtm6NwaQHB4th1+w5dTqHFKyV6+NxIhoTFCj60Ckwdc96yoogrnVI7YgWForKW4Kqtom+V0Ux1DUyLa9rvThANM4pn9NNjz0YWPtoaQnoWBmea8pzYBW2HMk8Xgi09kFPxUa609ZIEs0malOXF1wERkeLvqgqRrNZVqF+HJSmY9567q19dz/KstUDYxn4VamrBx6p91QRpZSBXVl0KI85YNcr505uj8/0cHt0cWECzwrGAzEtiAdmKiLUvO0YJcfBaxb0KIIk9+RZPOV5vN9uB8C74orw/6mn4rFINNTQ+lhLVis1AYqnPLTbQVyqoKFOkiwbgaLdjpZaXuxL5Wq17cj9zs9HrlBPWCCHZ9t8aakYT5TvsKdp2EHD5zdujO2kxGfZP6p70HB255DWQa86rX3QO3q0V4RkB/3MDGrbLu8JMGHnLsla/lUFv7I09l67HeenboLL8vAYDc+ADejv22d1lGWUAm8tF//bMGYpqirKVFyxYuBUWRcWom2HFQKQMchzYKVxMQZaJ4p6Pc+lwS7OTMd7njVnvV70ZVPAoyGNcnvq9G3fzbA/SjRgmZmJZZucDEYr5B537gwiu/37ix2i/jJaxomJolhXaevW9AkGQBSdEGQ5MNVohCy5tZzUNqajpery6JBPsaeKRwmo1ghmerpYVhU/K9mJzmg2VtRtdbJVBvk6PS+09kFvbq5olWJZJwBoNJDnUcej84wSFM9nth/ZcV/G3dn/usY1GsVgFkBcmEmedIjW4kBxQ3y2yCt3FaoKfEybohTgWa5P24VrmOpwNdAG1y3aPwwDveCknJoClv2tjWLZYKC4q9IC857lMnXsAsXwXrbiPIWAJ6ZPTYUDZO3ubWoqDLDDh+OCfuBAsO7M8/g8G8ULNEsDFt2l5Xk0XKFTPM8eBMK9Ml8anaPspJGRolhzbKx4XAgd7wlA9hgg1dHZA4TJNWrddOfriVnLdljM60xNKivSOqdXndY+6NGSTYkWZR3dxWJtvOewa138VDpESYauNXbdshs+m2cVjo/z0nKa/K2hDKtwYx4XdCaDvEyMWQUMbXhIpVSAe1IZ0NnvlIhUDw5mPyt1g1HneVzQlYuzjpsKJioyYGFsgykokqPTCioLageALthDQ0V/PVokslKbNsWz9lqt4ITOfDiYCYYzMwHwhoYiGNLKU59Rx1O6IKh7h3K2LN/sbK/+qwqpyJFWqGxvTk4bxZ3lUMtLunTkeeBuWRa1BOWuUCeVdSHRPvM2O7bsGh3hHNI66FWntQ96ExNhUltxUWegLtbGXeMUHc+q6yaNjvYCn30WKBq4eNQPPFqtsEEGiodia3r7reUAzn5QiDMFPEsex9cvmIb3OwV4qYDiyt2pJWehPdWaUYGos2HqaXwLUOxEjzPUBVPTqwEJdz7WdJ5lUOdzXaipEJ6eDt/NZhRXUozQbgdu6ZWvDM899VRIpwOGUWAo91Vi/TuBHrqTRTkmngYxN1e8n9qpeZyytqm6I6RcCZhOAdIeikvwVm5Qy91v4Gq/q04xVZ5zTMvLZw56LxRJ7NoHPaCoTNeJkmXISwxDvLmgVGYyb4GJz692N6XAR4O6PPcHqPeuLItGbZ6tALC6iC2p91X5n6Iqk81bR850baHhkm7a9f/SUucEBqCXGwOKnJ7lYhTQuPhavY+mJ7CozlABhe+3OzRG2FYfVEVw6g4VlAl6YsiFnTvDAGs2o5iTVp18Rv0StfyUnBBECLiNRijLkSO9LgKWU7J5WhFplsXfPC9PjUY4GdnG5AoJfrpR4DusjiBFts+03xgUW9Pq/RcK+/Q7RGsf9LKsOOkJeuKc7s05mwXgn5LA62WiQ8vteZtZrxxKXKc0/FkZ2TXFu1+Vergf5/nTBTzA5/RSode8/969fiJSMkmpchbqqbJtXrRIacWRJD5HjocO5JYtVdN/HQgEQY1qot8jI0WRBONeNhpBwsE8mWZ+PkZA5xxgvXbsiODyq1/F91qDGLYBRR0Me0ZuSut6+HC6oxTcUn6OaugChIEyORlDs9lTGGjMosBLkablyrgLtMpvT2Ri+xvoBTzdPbI/T57063+W6Wxg6wsFn9c+6KXMyTs72Q31Ok62B7rzj6443mbcnnDCbFIhvTSN3judwaVzLXW/jM6GX18/gLD/+x07pFTFWrMK2KXuld0nTnnO6nmOsHgeOdLXspw1AAAgAElEQVS7MFs5r32JAqUFP37UPYAAxOsEW6bRQUBR5chIPD9O5d9TU/GEdbXCpChUw9PwORqtNJuRc2M6GpFwp8C8CB4McErQ5TtpJltG1t8OKBoPaXvU64HLm5uL1p/KUZO7o1hEo8p4uyfqKRT4WA4rAlGg9/pZrVLPM6e3DnrVae2D3vHjRSdfTlhZSDbU61gMdnqFOUCyYk5SiouyafTZM5Gbn45oVMtnJUEpstKaMi6uH+BZOwNL3okQNjiGflf5bXV5ZVQmZSOt1DZgwHNVsAXw2GE1hLBRSzQ/K3qjSNS6KXDsWjGnLrhc8Hn98OFiOCzmAcTGorHOtm3h/rFjRVDO89igNlh1vR4tNJnXgQOxjl7H2rbkzpFWY+QaGT+U/xuNOJcJQBs3RhcEllmV4Zar5DV2OoHZ6m61vexE4CRREasFPD67ThcUrf0eOX487iS589VJ0NkJDjcayBoXo90uWmYDxYU3xQ2k5vOZbvjKuEaPUkytVtkGo6iSV1XVB1AeF7SMUg7n/UBOOTlPrOnlw/Kp9IzrM3+ru8oG5fJ04bRO5mULnjVmUQDz8tQAClrI2dnemJHqVqB+hXkeIy3ooOWzCwvBT4+izFotRlUhV6rARz0fQUrrnOfR4pP/ybGxTCrK1PIQeMbG4kkJBG/GB/U2BbymOlXlhnXToe1pJ6ndmAC9k1rFmSp+VtcT2+eLizgftM7pVae1D3rULZA46FXkkWXAzAwGtuVAfUvhcQU43RQCRYdmgmUZedKSsv9eVVim1L2q16tSVS5PN/RA9aDXHlUBOe9+WT5lZDf3bptp6CmVFPDBlBOncgiekYqKLVW0SQBpNOJGjZXavLk4fufni24Uuviq1TIjr6g4kXVpNuPp641G0O/t3x/1ciofpy5MT3dgJJZ2G3juucixWatPBSzmAYQ8Nm0qhlJTnzoaw6joYHQ0xkelqBeILhfT06FeKY7a9hvLxsGsLgwkvts6wZ+nc/NSdDYsL9etN9cKUddw+HAxTJIeZc6FptlE9tItyLJiBBTL2QHFDSNF+nZu6Kad3OBqB5YnbTldICsDzVTa1eQLrK5+q5H8rBbwqjxvyXLvBT9sj6uzu3srOtNrCn7ezsGORd4jt0OQI6hR/0ZODohiQeWM6HKhaVlehvPSAU8H8iwLwDczE+4dPBiPNmJ5ebYc/fyyLLpGEPCoC52aisYw5LgGByPQKbfUbofn6E+nbcf25hFJrCd1jiSCoXUfAXxzZWs5pRNaB4/l+JQsF5iSl6/T80prH/TyPPriUCxEyy6NmdeZWKvhHNSoT9cq+0zZuK8qNjwXqoHVlCtVj9XO6dMBqn73bDpPtLkaUmzqbuCtToeZ21A9qYazMma9Zp9lvs88E4BHj+fJ8+hgTq6Eejh9BwGG+ampqoolyJHxGd7fti0C7Mte1uu0DQQrSpZJo8Xs2BEBZ3o6XFMQIQerVp4sb54HzvXo0WJH2AGoogQLMhS7qu6zVusVRdAhPWU6rP3kAaVyv7rx0fSe4cs5oDwHTp06szzWOb21QpOTwWyYg355uTd0k+gPOIY9kZwHPgS+svVL17mUmXxKbMg8Vgt8mkcKsCyDos96XGFZGYFeYx0r2kyVv1+9LJeWAjwvMEcqP2VuKhG5LW00q8PxGs7jBL3rVuxG/VKzGYGDHAiPA2q1YrQVJYKVikmzLGz+rJWWlmXz5ggUBw6E/zxXcNu28K5WKxi5AMCLXhTLxLrs2tUrPmS76MkNFKkeOxbqooNmeTmejadtS/I6zg7OY8dC+QcHQ72tK0jqWeZP8WYKCZivzeN0xR5nSOugV53WPuhNTIT4d1kWHWStl7ZM2uFsBW2EeHkp/zr+1scBn9NjWn76OYKXzcl+wOdJb1JGKykfOG9TmwpUkYrl2c9Hzntvv3Re+qpgeaaU58BKNhwsOL2CedycPmwzA4q6N8up2HiPGkUky6KUwp7uruJRivdYllotWkJSrKnO7lzoBwejeHRmJoDP3r0BoHbsiFyadQUgqMzOhusLC9F/T41oKNI8dixwc7aNdBKpQY9tdyDq1HTAsn2WlqI+Twd1v9h2QNoh1wJrasKpD9PKiv++s0zroFed1j7oZVmwCAOK0R2A3niJjQZW0Bsg1p5wYBd/zmUvYIZSnhf1ep7Uph+l0qrFZD+OTN/tkb1edvizBdWUi0KZOLKsDDZt6vp5sSOgGI+/FcD4P+XAbsGQvzVwQopLtDo+5qduOAqQLI/VQW7cWMwPiOw4r1H0Wa9Hjm5wMIDZT34STzigS0KjEZ3X2TZzczGO544dURzLZ4eG4kG2doflDTaerEBS0SSJAMi2m5vzwYixSW0/eJsTuykheHo+fDqptX29o4jW6XmltQ96rVbcAmWZH4tLTMnLQItZeGJ87xgz/rbzQ/17VwN4St6cs2unXQ/LRJz2dxXyJHhZ1hu/d7X59fufEmkC1XzzVvteILTdsC5o7MCygMT8ba9pOn2pHVzk6MpEqRZ87QD27rFjVEQxO1s8l+/YscCR8bRzGrHMzYXf1GWOjkaAoehU2+m558I3DWjyPHJgqhfwOCcdPBpUW8lGhuD9sbHiqfMEKt2MWLIAqFyiPa7IuoBYEQjtCM6jy8I6p1eN1j7ocTTQWkxljUAUE3VEQtlUNSBKiTp1LlTluPqlUfJEl2VrrEp2vLVBy68AUhWstDmVqWF+NnB9Ko8q7+lH/cpscWPVZH28vAU0z4tOzpZbS4Ej//O+jS6uwGCjlfCj1pEpuTX1euT69MRxIKSZmYn35TSSbr3seXvaJtr56senR/fYHZvH8dmyW65Zr/GdHODqG2jdPewZXWWWnF5YMVsmoLduZeGZzhEtL5856J0nSezzTmsf9LIMGB4OO0XVcfCeLjStFoaxiDwL0VksCNk5523yiKuny8GVkQUvD+j4rdIqW8YyhgMI5ec62G/OqorUA7bVih3LNuDeu0lVQNrbpJSls9eGvZsp7iDLfCfssoHBgUPDExWZEtTIJekJD17IMokt232/ApzlqnhNZfk8Jy/Lgmpgfj5wUAxl5i3uLDMHhRrOMGKLdxxQPzcCtZJVkNF38jfz18loVRqWm7RcnGV7NH/rpG77l/rTFwrr9DtGax/06vUwANU6TkVT9riW/fuB6Rev+jWW26uyxvE5T/Kl5K0HZYCn65nHBXrkcX6p8nr/+4kVrcX7asBttWk8KuM0y+5x3arV0KvfsZwYySp3Pbbf5mNPASEHpRFClJNTsoOt3Y46NjWKsWXSvAlSCwsxbicQAGZhIfz3DpDV8+j4n2noD+vp1mw78J6S1duxfRTwaInNfHmPBj7UB6bk+CqqTAWoVaBLiZB5Ur22wXmkPD/z82rXOb21Qu12PGbEKqHsQtUxEd8wPY0T4UCZJJVxe/a+PWqrX2QWUlVLz5RIUw9KrQp+/cgDPaq1KEHmGqMfz8BltSBn11pS2UkK9jnLlev1VHkK+WumKakBgabViuChwGeDTCs4EbCUVdfOU0duW3BrmMWO0QpXUVozjVqG8r+etqCiTG2kKsFdPU6TeXmkVqYqevR87ICgd5yaCmkJjKp4Z38QyLR/bHpOptnZqKuz5wZqu3l6h3NM66BXnV4YoEcnWl2EPKdiTuIjR1Cbvryg91cVRWoc8571xfMw1kqeNH0/sPMoBXheOm+9KDthXKnM9YF1IcBVAb+UyLiMqsQMtUC3mvyTabzO0nuaAc+xK3uJRlt56qleESHQe0Cp5fxYHo0wBPS6MrTb8ew96xKxtBRFlhzsfN4qggkQGvILKHK3LAfLfvBg+M+4mra9NB8LaNZQhYY1QO9A0MHFkx74SQWDtqbZdvJpu2sZec+6ZOR5tNhUQ5p1umBo7YMeEESWPNASiAN/ZqZwinp30s7MYLheB+oXF9YYC3wet0dOTjeTfJbXPIftfu4OKbJcXBlpeSyYpdQPNl/7X9cZZSyqgp8a9a1GrKrkWYmmgE/r4EkmS2k1BdVdjjVi0dMJ6O9mzfKzrHj8T6sVTf8nJ4PjtVaMHKEFSV30tfM0QIOKLQnGLDc5Un2Xuv4wH9WXqyiVCz+NYLRs2qZWp6bkBd2u1Xp3bUNDAViXl4s+hGp4oyDqDUA7KPI81HFwMLo+WVJQBYr9eKbWJRVpndOrTmsf9GiCbfUXnLCc5DqZOovMcJahXh9Hq1WMK9tPP62+eB5joPPQk5B5bkAkT2Spki7L5Z2OWFPT9XuGa4VKfVTKpwCn653e8+yLVkup02tsXhb8rIizL1VBSguOlrPiNQJSrRZPK/fyJuAdORKAUjk2jmNdyCnNOHIkBoxmpHTLLeohtOzAhYXoXG4DQNvdnB5TYUWpjH6UEgl7A1a5Ly8qgg0CraJGDiitj56avrzc6weolrYqOlVlLl0yFFQtp0zijpenUaw22vpp0vLymYPWecLn553WPuhlWdgC6UkLnCD9TipttzGc57i40cDJ9kB3Q2clImWv9gDE456qLLgW8NQ2x+rwNF8PFG2ZUuVK/bcbda0r57u3eabeT9dsC5L68TjqsqORLPhZkPOCqnhcoc2za8iildbfltMBispOdgQXYA0izcW51QqisU2bwvW5uSie54djd3CwV3xqw3xRbPrUUyGMWL0enqMVpe0kOxDr9eKZddqJKjpU4xUFQ4JnvR4iI9m2ITB6GwJtS+UctVO0k60hC8ujMUhp0alpdBLRcEbFktadwtMhWmd5bYN1C84Ljs6IIb7rrrtw0UUX4ZZbbuleO3XqFG6//XZceumlGB0dxete9zr89Kc/LTy3sLCAD37wg5iamsLY2BhuvPFG7N+/v5Dm2LFj2LNnDyYmJjAxMYE9e/Zgxh6oWYWyLExY1SVQ1KPiH05mzxdrZgYbcNI9PSbFoazGgKsKZ5MySmEUJs5TC4j6SQGeXXM8TnK1H27ydW3kZ2EhlIX/aRnPj7XdSIE4Lcu9dcVa4nu/U5TsD44TPZeNYkogiip5FA5/M1MFSH2RorzqyKanA1ht2hSO/Nm+PRhnMKoJuRgaailXw/fwmCDquBYWArDSGV1pfr54ijhPPlerRB4Y22iE73o9ugNpqDO2y9atMY22oRfmiHWxR5io343XgUyn1pUEfQ4o5fT0GstBK1X1LQT8STM7G9Kr+Ef1fWqEdDoK+tOgszFnq8yNtUCnDXqPPfYYvvKVr+BVr3pV4fpnP/tZ3H333bj33nvx2GOPYXp6Gtdeey1mJRzPLbfcgm9/+9t44IEH8IMf/ACtVgs33HADlmVw3XTTTXjiiSfw4IMP4sEHH8QTTzyBPXv2nF5hOZlsNBbLimj0C6DX4hP9Q/cpN7KaQVQmNUuJNAkuFvBS4Girrt9l170J4QGS/eYaRAmXgvHyctGlQtc3MjzqdpYCZm2jlCGfV8/TIrWyBCLAKFrrNwvJI3L4jHIulg3WD8WLWRaBiu/avz+ILbloa3QVAu7sbCjzjh3hHmNhAlFE2mpFndXoaFy0NR9yiJs3h+ePHg3i1uXl4ll6BG0FHzrD53mMAsP2s6e5Nxphg8pBY8GO8xgoRlhRDsvb9THizOxs+D8/HwcYy6CbYm/AK1ep1/ixZdKBfh5oHfSq02mJN1utFt75znfiq1/9Kj7zmc90r586dQr33HMPPv7xj+Ptb387AOBrX/satm7dim9961t4//vfj+PHj+O+++7D17/+dbzxjW8EAHzjG9/A9u3b8d3vfhfXX389fv7zn+PBBx/ED3/4Q1x99dUAgK9+9avYvXs3nn76abzkJS/pKdPCwgIWZBKdOHGit+CcOJ4lCSepxlakdVy9jpP5cOVBYRfzqmPf0/+VAZ4HZN4ATll3W0ptosvSeyJI+10lQIU+o+RFjfNEkal8VxMKTRkQr3zIRSqQWjEU1HQs2ZBbutnSZ1UUyqDRQAQjPrt1a7ymYMzNJcfuyEj4pgWzOoprBy0sxLR6wgE3fq1WSMOYmkePhuvkPL1OYNnVwpHgT8supmNZCcZ2F6U6N6DXiVxByTOKYT52EqheVY8fUiCzg1D70DrKa/7WZeQcUp4DF110Znm8UHR6p8XpfeADH8Bb3vKWLmiRfv3rX6PZbOK6667rXhsZGcE111yDRx55BADw+OOPY2lpqZDm0ksvxa5du7ppHn30UUxMTHQBDwBe/epXY2JiopvG0l133dUVhU5MTGD79u3hBnfe3GXaQWh0eK4JpSfXLKEydwG+cmioaNFpqWyh7seFKZ2u+8PpPpPiIJXs+sVrqXw9Li9F/USd9n3WmLAvaYFarcgNcaHmtw1MzXsaYForY4GR16iTajSiuHN6Op4JqedCcmARQNTqimJK5SRtvYDYMUwzNha5I4prKVpghBgegbR/f2iPAweKokUOduV+GXyaYtIsi4GqVcbNjUC9Hjkp9dnTTiZ3SBC3IhBt51YLOH68GEaNOyQbpYXPU/zL9/BZ6hio/CU3ai1M1+mCoFVvQx544AH8z//8Dx577LGee81mEwCwdevWwvWtW7fiN7/5TTfN8PAwNlFZL2n4fLPZxJYtW3ry37JlSzeNpY9+9KO49dZbu/9PnDgRgY96CrXyAnpXO11s1Kl4FWQXZP1vN/b9rDy9vJnGUzXY51P6937c27kg66Bv/XrLxLtnk/Rd/ZzlFX8KF7lwUl9nrWO8zuB/LtgEK09+S6MWFlZBjXmRs7PgxfePjhYBNsuAffsCsExNRd0bSeNyAtGnjvksLERQ0/fyP9/hmeyysfnRCCm0FiXosExsfFUxUO9miRyaZ8nFctn+s/2iXK83CcrCkunzWiblZs8xrXN61WlVPbJv3z781V/9FR566CHUSrifi0zrnzp1queaJZvGS1+Wz8jICEZ0EivR8VZDGHkrmgVAp45Zlg4LVsZ1pcCviiWoJ660Ys9UWuD0N5tnCwBtnG9dCzzA8/Yiq+LGDPVzY0j973mfApou/va8O2+R1U5XblDzVAMZ5XKsWFQLx/wo5tT7Vt+3cWO0MAKKoEfDFXb63Fx0c8jzwL3t3x91b0CRc+Mp6FauzcFHEM3z+F66AlAHyOdYbxvI1u7cWEedEDa6ipKKTS3pMwqW3jt14ungVPHB8vJ5tt5cwalTZ+po98Jw1FvVMvL444/j0KFDuPLKK7vXlpeX8f3vfx/33nsvnn76aQCBU7vkkku6aQ4dOtTl/qanp7G4uIhjx44VuL1Dhw7hNa95TTfNwYMHe95/+PDhHi6yL9Eiy8brUxEO0DuIBT30jL1+QKA+wMqVpQDRuihZTk7nl93Eev/PlKpwnP2et+suuTw2t3VWZ1r9LrN+LQOtsogxZe/zONBSot5LO0L1awpK9jM/HxsjsbkqBJS2Yce0sylmo2iN3BHFfHxPnge9no7zMvafpy2wMcghMi7n3r1Fy1XWlwBMR25aLAGRuyTIqRhTifmyrYDe6Cbabql8rGglxflZsioPWz9bBq/tbGDrdbpgaFU6vTe84Q34yU9+gieeeKL7ueqqq/DOd74TTzzxBF784hdjenoaDz/8cPeZxcVFfO973+sC2pVXXomhoaFCmgMHDuDJJ5/sptm9ezeOHz+OH//4x900P/rRj3D8+PFumsqkA1J3hZaV0J21EVNUBRSuM3aNU4mMXrfWhXrdc19S8rgfu5CrZMk+m8qzSrp+5VGOTlWpVlJnr1ENxecIllVBuArg2bJVoW46AhsQkHtpKVoEqg9GakdCQLrkkng6ORtZ423aQus1EsvSagUrzoWFeOgrG82O5aGhqEPTRrNiOE/isWMHcNllUQ83NQXs3Bmub9sWff4Y6o8bzXq9GNKMMSytdaW6Wdhye+G8yC3qJPIGlb2meat7g+1fm6fXNnbDTCLQe9Flzhktn6XP2qdVcXobN27Erl27CtfGxsYwOTnZvX7LLbfgzjvvxBVXXIErrrgCd955JzZs2ICbbroJADAxMYH3vOc9uO222zA5OYmLL74YH/7wh/HKV76yaxjzspe9DG9605vw3ve+F1/+8pcBAO973/twww03uJabpTQ3F/ycbHR2T15mWYEsw0p9HLnMidTGjfc8Lo//y4DNzn1LdtOauqf4nefp6C42nW2C1XKOKnkDiqDiSYEsAJE84xYta6ruls52IIwsA9ASMaKK+Eg2cDTQG1Q6VWA9OUEHEbkYpvHG7MaNvboy3tNGpOsAw+coN6LArB0yOxtjcdJ9IcuC9SgQAUm5QX2ncnash3Wqt65CStYYRctNvSrvafty0FAE67maKNhZvSzbwNt9Wi6epL/tuX3nnM4GaK2D3mnRRz7yEczPz+Pmm2/GsWPHcPXVV+Ohhx7CRkZ0APD5z38eWZbhHe94B+bn5/GGN7wB999/PwZlsn3zm9/Ehz70oa6V54033oh777139QXiQLQra4qtMWIn6yhtH1HA8ri8fv56avTnWWqfLfGlFz4tBXynS15eym2p/tJb38pEi/2u9QNOSyrxTg0FLXOWISz8GsiAN1IiMIKjIrx2qC7Myp3poFIRJ1C0NlS3CL6fz/K67q68zmBjkGx+Q0MBzLIsWI2q1SIQRZZZFjhBO8hmZqJOneXWurEt9dBc3TjYQ2q1zLT0tG3LfmC5Uj6SGmLNmwSe8Uq/XSHTrIs1L1i66NSptWmzc+LECUxMTOD4//t/GN+0qTfCuzX1ZvBpWaRWGhf3gJ61iOSaxVNHdD7T2MxKvFR3T99gGy+T31ZK5p1f6QGjLa8nZbFpbR72fz/gsVig4k0ea6iqVE/U6EmS+n0D1bhFT9qlUi+Wj+uvlrNeBwaa/xcz1k49cqQIhupKYEl9t5QT4T1NxwGkhVWwnJkJ41otoe0CzwFw9GgYpLL57EYM0cGhQEC9GrlEIKZVTolgyLSM9kKdoAV4HXhsD3Vyn50tuhNwY8G2Hfv/2/v2IDmu6vxPu72zs9qVVrJW9kqWjIR5OjIkkRNbJhXZMdhO+VEUlRAwpVgFcULAgCOcBMwfCAps6lfgPHBCCKGABKf8DzhFQeKSeMTGZfkRYxUSxjZOLFmvtbRCu9pda3Z3dvv3R+83/fWZc3tm9ViL2T5VUzPTffv2vbdv3+9+555zbndynr6IOmHV6DjVapIvLUR5TwUvnaBQPKauZdXrWD4V+X+8WkXvXXdheHgYixcvxukWjnPAQQCnmv9xACvPWFnPFjntTO+sk7a2bOR57fBAdoatA1UU1YFKyGqTLI//+e0xP6vW5GTauz5P8sCpGcCbjYTYUqhcIQ2b/R8CvNkAHxA2eskrd6Nr9LtcBtoGD6cgwEmTsjAO0P39vvpMvynKYhT4uNXPkSPZQKOcMQDp4M/Gsz5+LDwBSyus9JWqzc7OVE1qNSE6K9Ny0hGeRj204NTYnpzdcc3SAhnrwvqMjSUAreyXbUy/QQKePqBqNY3vOTyctgf31dOJhlVB22ekLJOArDMgfY7aoT3257lYnBGZxqlbXxbWm60h09PpwlZo7UBfBMqMAUtI1ELaWmd6zCtP+N7qGKn4rHna65rJ35O86/Sep0v1GbqH/T8b4APyjVca3cs7p8K8S9F0dm1IBz9aStqB0j44O/uxx3Tj0vHxBPAOHMiyC2orOFug+tSq3SicZY2PJ2BCNwQFPWV+QFYbwlBkrAv/l8vJml5XV1Ju7pdH5kVtCcGU7HFwMPlmZy+X04gu3kPSl0BBUf0jlbp3dNQHb/VUpVofW1673sCyUpXsTZr1WeozL+SslNYHvba2rBGL1XEB2QFtRqajEtAE27IsL48VNhJvJ28Po5uRajUcHalZsdq02UqjOKVMczoAr9mYqKG8Q21cO84Ziaq9gLSB1ARfHcftZqZW/cg86F4ApHpWxtkkOKg5LiOyqO6ZKlEbqouBsHkvXkOmyIakHx2vfeaZJNLKhRcm7On555Nz/f2pOlDLTVDs708nBAwtRneHKErbYM2a5Jju7VcuJyDEaDcEvHI5uzZoXw7ul+m5FHiRcJoRtrtex0mNVTfzfmxjfs+59eap5tH6corbDv4Kip2lWafYmd/2/fDiXHosz6aZreSFJrPpvOrYYzY9pVm200h0zM0rHyfidi3PlsGrw2xUml5ZvOMeI7QhyTJGSNVqlkXw9+BgGoqL6VQFyJv09KSsRhcTqdrr6cnqo7u7E5eACy9MQGRoKO1sdD1QUV05zeVZBroIqEoxitLtLhhfkoYfbAACFZDU8YUXkt/lcgqi6qDOeiuwk5kNDiZlPv/8xMVh3brkP8O4HT0K7N2bWojy09+fthnX3BmKrb8/8T0kUxsby4KQgrG3FqAPn//J5NVCl2KtTnV91j77OWd70zh1d4Uzo97cs2cP3ve+92Ht2rXo6urChRdeiE9+8pOYmJjIpHvxxRdxww03oLu7G319ffjwhz9cl2bXrl3YuHEjurq6cP755+PTn/40ZmuW0vpMz1o1WPWEVVnNHG+G3YQmcvY434WTNehqRk3aTHmb2QC32Xozrb1WAS5PrWg3ldXzeUyP16qErDW9a73rQ/UAkrpOoy2ZHdLYiSeYWAdRVUcCCVjYBlWVqOahkYMWLcpa1dAgY8mSxM9P1fFqEQUkD1mtN8fGkms1AoveWx+WpiFY792bRGNZujQBHL4vVGeyDPZd4lqeBz7VaupfyDaqVNKtkJYsSes+MpLuLRhFSRnUeIjXKctjOexapz4La2ykL5oyeftMbX09tTWfqRm0z5ycvUzvmWeewfT0NL785S/jNa95DXbv3o1bbrkFY2Nj+PznP5/ceWoK1113HZYvX46HH34YR48exc0334w4jvHFL34RQGK087a3vQ1XXnklnnjiCTz33HPYvHkzuru78dGPfrTp8rQ+6NlwRrZzerO1KEIbphEiwho1yUojwLA7Dmj6kE+dzZvp8twQvPytzEZtqc3H/yGxYceU1VlQDAFeiInmqRYqNsIAACAASURBVDTzAE/Lomn4P+Oa4Nyrpkq060XWN8z60tlG5oDY15cO9pwRqeqsvT1he1T/LVuWxrOMojSt7t2nZeB6GtkcQ5AxX21E3k/l0KE01NrzzyffBHwO9CyD1tWqfcvlpOxdXQl4HT2aqj65Dqhlr1YTteqSJemmuS+9lLIsVRcr6AK+O4nmy49abusenfyvLFwnNPYFsJ1M78HPqW5n/gqI3aEmN8RjE3Lttdfi2muvrf1/9atfjWeffRZf+tKXaqC3bds2PP3009i3bx9WrlwJAPjCF76AzZs347Of/SwWL16Me++9F5VKBV//+tfR2dmJdevW4bnnnsPdd9+NLVu2NAx1SWl99aaduXozMysz50IDu2VujbI7XZIHNHnnFRya2dw2BDihY3l117GB40yIaZ1JwNM8LAu1wGjzbatOpCBHUbCj6i0U8cMCHwdaqg6PHcvumrBkScJsDhxIAOellxLwKpeTdNSrnziRgBPVqxqwmVKtJoDHsnV1pU6K6j9CAxp+OPjT+Zt785FBPv+8v/Mv683jQ0NJPRi0mmC5Z09abk4mdO2NeXnrB3zx2O667qZgqzMdL/KDTnh1IsEy8pl7O2bYfOgzqB3J61BnTE5fRJbVq1dndqy56667Tntph4eHcc4559T+79ixA+vWrasBHgBcc801GB8fx5NPPllLs3HjxgwAX3PNNTh48CD27NnT9L3nB9PjWoUFvJPomKFA7iqzUWNakhk6p1KtNmaFeSxOGSLT5aW37DFPyOI0bbXanErR+9YyU04G8EKAxmO5KlIdzAh8VJ15A5ztY8oO2Zhc4+rrS/Pv7k5D5NGYgypLW3hutrpiRfpb95GjkNXpxoJKa20kEg7gXV3pQL5mTZqWrNIyHyDLwpgX86VBDsGQYqOWsB0JxLptk7qGKACzLGrJalWaeQ9fLTW9GZ2aVvOYDgCavw0YMIcBp0+Xy8K+ffsyfnqnwvI8+d///V988YtfxBe+8IXasYGBgbq4ykuXLkWpVMrsvrOGGyLPCK8ZGBjA2rVrm7p/64OemkxT+FLkhYXKEfbzPIfvkDSzrqZF5G/NOw+gTqUceffUfPPGD88QJ4qyQaabiYRiyxqS2QCeXUfUMtu8MoyQbIeJGF/Sxs9U9ada9/G4dYuhD9m6dVkLTyBlYIx6YJ2kqbLkIKvqusHBBOxYFnVAj6I0BiYtHoFUZ08LSIYd6+/P7hsYRSm46Sa3oZmRGsKo178yK32A2k7K/BR4yCz1AesklvlaZqcgb8GWgMp2Zxp1a+Ax5sktoLhuyX6hrLJUwq+aLF68uCnn9K1bt+JTn/pUbponnngCl1xySe3/wYMHce211+IP//AP8Sd/8ieZtM3srOPt4BO6NiStD3r6IvGlsKoQ/lZfnBxR1aYeO13qTY+J8TfvBdQznrz7e8yQ97ETYjtOWAmBHgHNapcUCD3G5wGXltHWI69s9lwojXfeK0vtvwdoeQVQNZ06YNr1Ifq96XpetZpaelarCWDYQjMfNeBQow0vSDPLACSTQaXg7NTqTL1kSarG1I6hTuWW7SprYqQWrg3a/f0sI9M20nbT9rcAp9dagxP74hB0dXJh33neW5+H5m1BniCpba11aGFDlltvvRXvete7ctMoMzt48CCuvPJKbNiwAf/8z/+cSdff34/HHnssc+zYsWOYnJzM7NBj91M9fPgwgPo9XPOk9UFveDiJ1MAOalUR1u/KqnyMeMwnb2yx5xrF4mQaKx4Y8T8D3Os5ryx2Q2hey3t6Y7gdN0IMkOfsR+MgKyjaMcuOXx67ywO8EIjxO89a1MuP0kaVkSbwAj/bSthB2062+K0DLAGCjINsctWqLPDZShB82tvrB+lQZ/MMbsbGkrW2wUHgDW9I7sk8dP9Aqu+sUY+qFwkkNNZRS0p910IzqGo1q9oE6t9LC6BefbXMPG836GUe/M4zVtJ8lZ3r/ZWpMmrNGZe5B72+vj70kck3kAMHDuDKK6/E+vXr8bWvfQ1tbVlzkg0bNuCzn/0sDh06VNuWbtu2bejs7KxtZbdhwwbccccdmJiYQGmGQW/btg0rV66sU3vmSesbsgwPJx3PriWwU9OHyS6gO2JDhZ1qutMhof3iKN4x2jDoRze2DoFBiAXp+GEZXldXetyz6vTKaNfv+AnVx4KYLafdRkjz8AxbeF8A2XUpVlKBTQc/7782jBZA06oqb3Aw219VvWcHdZ20RVHS2Nw6SE3+tVFs0Gk2bqWSWE1yo1jukk61JtmbfngP+6FRz/792fqFZocKTLyW7WEBJdTBtf21vuoTScDjfT0Gzmv1mVmWqtdbNan2GQX4eSwHDx7EFVdcgdWrV+Pzn/88jhw5goGBgQxru/rqq3HRRRdh06ZNeOqpp/CDH/wAt99+O2655ZaaqvWmm25CZ2cnNm/ejN27d+P+++/HnXfeOSvLTWA+ML2xMYANYlkcBwoVUU1E5VLdOBP6fSYlj+U1Eh0DGqk/gZQFhtKHNEednfWAZ1mdFzWlEeDpPbxy2P8e8Nl7eaAbuiYzaOtgyAHZ7n7OxvFYnYoOskw/OZkc6+6uDwzNgZ175rGBLFNhA3J9TtUBTGdZXqUC7NyZMkyyLN3FwNsaSevJNqlWk7S8nuVjPmQGIYBS9mSBxzJpzdvmY9vclttjdqqqtGBl12i13t4gwTzmzGXh7PXT27ZtG55//nk8//zzWLVqVeYc1+Ta29vxve99Dx/4wAfwlre8BV1dXbjppptqLg1Asi3d9u3b8cEPfhCXXHIJli5dii1btmDLli2zKk/rg161msYe5IzWqjJDaqiTuJW6MTRKO5t8PWlUVHvOHdRNegJNs+rORvnaMSIk3tpdM/fIS2PB17tnQ2Adkv3srPm6WuqFaDAHWB0krVqTHwId3RKA7PoY8yTgUm+sjTw+nqoadGGYaQl4rPzkZLJux7VF3tOupzHqib4vtp6U/fuzDck2IOBZAxWGJ9N8LcAqkOkavQU8iqodbbg2/ViWl6eC9TqyZaD2PnO2pseILKeax+mXzZs3Y/PmzQ3TXXDBBfjud7+bm+biiy/GQw89dErlaX3QA+ppCJB2zkolMQvXQLszkuegfirigZV9Zwk6ee9YIyCZLX4z/Ww3YCWLswyK56Ko3l1SPyF2lwemzTC9PLWmV2ZbnihC1mhDZ/UcTJnQsgoFBzuIWmang7cWWBdf1XISSAF4aCjx1ctrKIbvsg09OQk8+2wCeroOxcDQZG3KerzOp+ftGpeWQ8976l7bdiEmzWNW/WmBSj+qKtY09re1srUq1RDwaf21ThovtJCzQlof9EqldGGJA8bAQPrfqoc4QFHFGSUqzrwYm40kD9AsIfDS6Xn7fTollGcjn0Bd5rGgwbHIGpHwvAdM+u2JN5aG8vXA0QJtiOWVoukUNOzArybzeVRcz1tWofvgqd8fAZENUy4nIbt0GyGuh7zhDYmv3p49yXW0mKT09fmGN0NDyTV79mRZD8tAB3o11dc6KTNToPDWvdiGytJofGPbi5++vvRa3T3egpUHdHqO5VQ1tbJGHgs9L29CY5+jp+r0VCJnVIqthZqV1gc9IKEZOmrbWad9WfgdRUC1/rKQ8HxeqDHA303B/qaE1Iz2vlGUDVZv72/z8MZpO+H2zlkAVGCxk39tZh7TvKvVxuBjy+D9t9+e5aed+IesSDN5a0gqO5gpyofoOEUrPjjosyf9zQajqa8Nt1WtJiD40kvA7t3AJZckDuTKKG3H0gF8aChZwwNSMKKxiqoeqdK06n8ts2VItr7637abXbOzbQukPpKWGerH62y23rpWZ5+b53Jgnwvva4HapmE7hAx3zpicvWt6Z5u0PuhRbcltU2hhZmff9qWaOVetps6ljVSSPK8WkHaSCGSNRZgmRBrUl64R2+P2Zo2A1Cv7bCQEPnmTW9XmeWXy2Fsz50PMMG/LohDQ1jFEG1VfL9CoGwqIrJyyJ2/w5XlVgQJZlYJufsz7csfhFSsSUDpwIDWL14Hcsi7uvDA1lYb/svvIKSNS4NEG9NR9+p8MjapJZa8WlJWJAcm3BpJQIxq9PmQJy2ss8Ferfl68p+YTMpxR0Wvt2KFtVqkAs9wB4OSlAL1mpfVBz9tdmr+VItmFc4fpqehu53oJ4KsC7eS/kQM6RQNLh4AvVK5mVaAeMIfKbyfEeWPC6ZBmwFGPWXVpKB89bse2KAJKmMgaTPCEHcQpytC8m+oAqddzTdluywH4OmEgGbiJ3GvWpEYqnm8eO6NGKe/pSTeBpWuCmvLr9kcK3l6HA1Igsq4aqgIm4LMttF46GbWsTNuWDNm2u05O9L5qUcrrbTQXy1BDL4MHklY0Igvb4GS3VinkjEnrg55VgfClOHEisZaLoqz39CwokKdGowpQA1s0Kp4CXiPAaDT+5JUrL888aWZ5wgPrZlyUGPt4NuzP+806W2tML88QlhAwy2Wk5vbK6PJQXgc6bWzPMpgDcRSl6jvG3VTRQZ8byyqIWVAF6jeR1fPMh/51ZJUEDYYKU9N9Zah8hzQsm5ZTO2eIrivws27atso8CSK8RsFe439aq099JtrW2g72+VlWrqzSgrdl9MokLQstmN5ZJ60PekD9QKSWeKFFbCT7qPGQRlKZDTh56RsZhqjkbSMUKote40kz8T+9CW8jtanOG5pxmqeozYYHVnq9ZXVAc/vp8WNjLXvHS9F01prRG6T5n75sIX8tWwm9XpkZgzzbRj5xIplBdXZmz6s5LBuQ6kuNis5jQ0OJGnTFimz/5xZHdmsiW35KuZzG5VT2Q3bIyC0qBC7bCVS1S+DlhrlMz+OrVtU/PKt+5jPzQsDpc/BAzz43awQTAnZ1oveY4pwxvQL0mpXWBz3q1XXGpjM4O2sDar/bMI1qta2pfmvfpbx1PW8sseMhhcwxT82peeg1QPrOWQD0ANEa4Kg0YpdWi2W1xUDWGJFpm9lMVs8147zuAaaCcYiI1FgeBzENiOytI4XYXaixLOB5AVz1W2NhTk0lrgmMqXn++cDy5Wkeqp7UINJAAiK7d6cA0NWVqDep6SDIqQuGshsVDu7cBULVkAQ/BmG2OyGwfJadEdz427a1MjzuxK4PUdWpKjYfq35lO1tLUs2X6TUYNccOu6WSNajp6anf6qmQV1xaH/TGx5MXhqihA5m+ABR9gYx+7lQYngeAFsTyrlE2412jeeu5Rj53XhxOK6H1RK/uFJum4U4GATkZZqf/Lcuzx7z0mckQK+P1E8vKLPDZvuQxDxv3TXdEULPXajXZgLVSSVSh//u/qdEHmZxSVrK9EycSPzwyuaNHEzZ19GiK8syHYcBCMyk1OCFbVLWesjyqIxVAdY3NY74El2XL0p3S2UZ252aqPvMepJYl9HzsOiOPsb7KRu3k2LaTTqxpJDRnuyzEOHWXg7lSxb6y0vqgx87KNRGVEL2Y+UxU6x3TddC3E3UPEELvB+B7UeSpEJmHtzuC5uE1QUhCoNgMGHp14rW2Lbh2F5JGwJcHeCHg4zgUMm7R9Dxf2zCWg5/dYQDIDoD67Q3gZCo6wSIQdHXV569b/NgKM6D0kiXJtVQBaMewZdy7NwEjva+GUKPjum6TZLf88dS0do9Bgq6qOgFfm6JtwjRAurMEkAA7046NZY1EQuW0D9UCkZ7z1MwWQC3zJhAqmFtgtVarbXMV3rhQbzYrrQ964+PAwoXJb74E3gxT/898qg1cbXQ88lhWM//t+ppXNMvc7BpfCCRDx+z5RnUD8tcItez2vo0AOS8ve02jdT97LcEyL9QYYFhoCOQs87dML883yzKESiVrMan5EtjUXYF5Up3Z0ZGG7iLo2Z0PgMQyU4HBstKhoQRkOjsTK1CNtcn0ngUm62rrx2tXrapXAZbLyX24N6BVb0ZRUic+jOHhtH1YTmVfCjb8T8C0zyD0Uuizs+xTGZ+nUmGba7qhoXRTYG4S3OilKWTOpfVBr60tmTVq7EFdKA+MhNNoa6jKDImnbfHyylurA3zgoKrTBoYOAY73vueV1UqzalJKyPG+2ft56S1w5YGdpmnGSV2PJ+t5TgNx9s7/eRMm2690IAVSsKO6kWs+WqjRUT8QOpCsw1nnduZ/5EgSVowAEGJVHJCZ79RU1uVA76nlUkMRILs4SzBkjFCms5s4M/6tsicLpgMDafxONaoZHPQtKZXFaltSNJC2fV7WxNgDOWV1vP/oaBolh9awWh/W+cABzI0UTK9ZaX3Q09GSfjojI+FBZSZtHuDp++SpKK2EVJEKYI2AT397as48oLNlPxkw12usdSgZp6eCtPf2fnvpQkytGZan0gzLI6FqGzycPclBjr9DxzRzaxVsH3i5nAyWFpUta+TaHlWdHR3p5K2zs75CR44k63zPPJP084GBlA0uWZJlfVxvO++8JG/dEcGuc+tvVWlawKGqFEgZI4FPQUHBU9c6eQ9GhlFQZj5WDWlVKCqeqwjvqUBLoOfYoGL/K6sbHc2uvepWTkw3Opo8szmRAvSaldYHvShKBgyNwkKrNavCkmuqxt4gJFbF6Y0V1lZBz58s8AG+ytEjIl6TNJK8PFjmUBl4nQKUNSIB/J0UGgFeM2Bn8cSSLo9NLozEGR2oX4viMW0czVwBQB2iybp4TU9P4jbAoM62srxGowwQ6Kit4P0mJ5P1riNHsuteFLJJWlKyDKtWARdemNyDrgxAveqSYKaqSgs6PT2J4QmQdZXQNrKxM9URne1KoGcbeZMGrbt1cFdRgLMRUvibx9lGLKeqidW4heXWF4JtyrbRXewbaJIKeeWk9Z9Id3d9JAfPtDkv0kID8YBP343Z7lowW8lbbztZZncqYsHLjtceKNlmzwM8D7T0O2T0EgLVKEK9sYcOrBwgPX88b0bAbXqUGeiAbfPQynJ2wECqZHe24VhGsjTmba0jWX41uV+yJDtrIcASJNTBW/NUx0ZGOiKTmZpKwJNWl9zVgGHJND+Wqa8vtTSamkquVZCxwOG9p/qy2WehLgS8pzJN1knT65quNxbYjagJ1Fx31P5j8z+jUjC9ZqX1QY+iMfko9sWaeWmmG2wn5LE2IB2PQu+LdQi373aI9c1GPAAMOaM38tUL1eVkgNSSJk9CbC6PodnfCngew/MAbyFeTo0QlKmQyVhUbcRC1FpTndttgbVBtANoo7HPeiao3NUcSACD7DFk0MFyT06m5erqqo8K096edRlQx0uCBkGPjEg/AwOpBae3350ao7Cs9iF7foK2vbTdmJ8yO9ve1uleAVDTKUDqy0kwt36QWj4Lyl4U+DMixS4Lzcr8AD2rq/PoGGdoM53VmzhqFvYYkM+4qtXknH2/QsBH8dSdNt88IAk5p1Ps9m0hFaveT+vcjNC/Wpv/VIzaQuDXyI/Py6enB8Dz+7OgZdeDLLNTtVdegSgKHhRV8Xl5TU2lbjY8r5FXjh5NwIrHOOgTuLU/24F8fDw5xzicq1cnLI15j4+nBhrMX30/WB5uT8RtjqxKU+uqKkGWx9vNwYKGVYt6LhCqdqVoW+s6nmVqyuT1Ou2syvg1YDXzZZR3j6EWEVnOOml90FP00m9vxjjTuduqEwCyTqXK4pjcgp8X/qsZkLDvCo/Zif3pYl0h8cA2VD573EoonY4NvF+zDNDmq7+92JuW6dm6RtGM8YoyDltIHrPOy17hVN1IAxSG7CJwEOxU9Wbvp6zESqWS3oOdhCbydsBlPlpGGmxwMCb4qYUl4KsGOMDT+pS7Ndh2U1WoNfun0YimURWqqmftxr1q9WkfsGVvLJNuHKv10LbSsGUKelo3jg/aTqwH21jVzFzHPV0vZyGnTVof9Kia8SiWvhwmCkMUlWqnQmDmgYKmzRvM88AqlJ89bxnibO8TuncjpnkybI9ERcujG4eHyh4COcvugOasPKMoXTZbWJ4G9gxmB2YaXaibgmUWHAD1BgQj/taYlzwWRQloqLGEsjA9pvdlY9FYRS0Zq9WEbdkBWuujBhhkRQcOpCHNoihhlRpgVu9LYXrdhZzp7HqbFwWF9WJZ1cnbCt9FdS4PMWpds7f3tOt3doKh9wKyMUW149Pi27o/aDpdv7X+hGdcpnHqTK1Qb7aG6EtJsabZtvMODCBaszjTX70g0fa9sWnzQEHTWCIRSutFYvEYmK1+3jkrjYAsxPZC4oEPJc/AJ7TJayOwC30r4NVibHJXAVZEB6oQ2noTJZ3hV6upcQf1upxJ0HDDy9sOnJYdsXx2jYisUmdBrIcCKVC/jyS3NKpWU39Bu8WR7SRc17ITAQ/cQrMWLQNBxq7tMX/r06eGNlpGWx5tU3259PnaCYdXX17DDund25tUk9UXuyycddL6oEexo67n3EvH9dFRlKovoxotrCVhn/ZUl5o9GU1eEXg76+PnTTCZp+cbN1uACpXZO98Mi2vEZIHGbgfeddZuQq8J+QJ642xo7C2XgdLoL7ONYWfu3oCtg6OqtPbvT5yyPRXpyEiSTjcv1h0NLGDooGx99SqVFKQ4cVNLUTIMG5BZmZfeV5kdkN2IUett2aNtdAUmbSOPmYWAkn6C9iXQvJSRhfLnObaP3XndAqS9p7alBVS9r+1kmqdqCubMkKWQZqX1Qc/O3LzZpoc4Q0OI+hZmkgDNheNqVrhTjBds3yuS5xvnMT/7W6ubB4L2vJYjL/yZFcvCLHZ41ykTa5Sv53DeiOXx+q6uGZ88qtjUMIKDo4KeHcw8JqIozcHbqtJohMF1MBaGeVG9yFlCtZoCHj8aZ7NarV9P4311Pc0yEw9ky+XGe03ZRg0xO+8+2mYWmPQ6j2Xr/XjccyuwL4tac+qz8tpCneRVRavPjuXT621eQHY/w2q1+Y01T1kK681mpfVBL/RShJBFZoil/n5Uq21175eGAGtGOJBbnPWK6i1vUHi9qlobxeD0wC6P7TVigrMB/RAb8yQ01lmQPBnAY3m7uoDFPdPAnv1pQ2tILS+8l1cBbaRyOXH2jqJ0rY3O3kuXZtfTNN4mkGUBbAD1w1OGZ+PO2UFc17U4UIfM8W0j2XfBdhq7huW9O1oP/ba+jkyvqlddbuC1ysxsG/G3x+C8d9oyVHUj4TV2R3VbT7pgWPWonTVqpKdKZQ63FirUm81K64OeWq/xo4vuQLYTq4pjYADVnpV1/ZsDr4KNx6zy2KE3yIdUlh6IhVgfyxO6R4gBUkLs0F7XyBI7tKFFsxMFmy4UYcXmH7q+BnjPP591Mu/vz16g7MArkB3UlSEQ0I4eTb6nplK1JkFMzf7JCmyFlNEByRohLUCBJB/GpvR8T7ljgp73AE/XuhQ0vE7DOob85xQgQkCrom4ceo19Vz3Q0rrp87DpLBP32gRIAU8nFjohIUNXi1oF89BLWy7P4ZpeIc1K64MexXsR7QCnL9vMesninh4cry6umxgD9c7oduLrMbM8wMkL1mwBiNIM+Nnrvf9emSx46nezUWY8MFJCY++dNzHO20cvBITEmJ4eJFaO1Wp9GCwdtIGsQ3XeoEoh4KmfGZAyPiD1qWN66/OmBR8bS751E1ndGZ07nVvw0rUk66pgwc8+VNt4FAsiHtDotY06mIrtYHkgYtctQ8zUMjo9rs9GJyt2sksDH5sP25DPUScnobVBG7/zjEnB9JqV+QF6nkoH8F8WDorlcs35dvG6dXi50pZJZg1LPDZms7bntCiehLRH3n1CsTBDABgC37w6eONzIwkBUp5Y0uGxPO+/vQ9xZckSoG3/i8kJ6xBuHaIVOGwjcRAbHMxuuEqrSrIFOzhydwDqou3sRmdEobU1Ah4NY3hv3X4nb2PVPAYbAn89bwHGfocehv63k0t7ThkZ3SK006mGxpvFqcWqntNdVSjWNYR5E/A0PBvPeepiprd9RidCcyIF6DUrrQ963sycYkdkpmUHpyPvnj0or3l13Xvi+dB5t+c1oV3SG4HBbNSU1rXiZAFwNhN2T/KYWGjH9Lx75G0e6wFrBvD2/F9yUNkOwY27fTNkFlmSFQ6qx44lwMNoJsyDZvxKVXV9x4YRs7/z1hLHxpKB+6WXsqCsob5YB93A1WssrU9IncnzecDlMZzQ/UL30XU9VaHyPrrzAQHeA2X9rQYsem878+SHQaJVvdnenmVzixaljreqkqaTvwI1r6ec6cC7hcxaWh/0QiOrzmBDM0kyg9FRtA0cRNS3Moihod0OVANULjcflUi1WVocK41AqVkAbMQq88rgSQj07NjPc15679GFgE7zBxK86ekxgGcjddB1gM/90KHkQt1J3A7IHR3JLgnlcqJmHBmpt9AjS+C9dAD1GkkHZYIm/4+PJ2XduzcF2GPHktBhBD81wrHMjPew61ghBqfn1XdPO7OyGQ/k8t45bW9bTtbH3su7L68jaHmqVm1br3yqzlRLWtaZ7Jzpjx1LnmtHB/DCC9l2BRLDJT5vXt+MVexpkcI5vVlpfdCzL4wFODsL5Oyd6fkSDg6i1NMDlBdnsla1IlCvirNLCTyWB2i2SF6VvHfZY2neDui2nNaAphHba1ZFa4/nqSlD4rHCPMBj2hrgqQm/mv8D9aboZGbqMB268eBgyhL1ONWXk5PZh6xmtnaGROAk0LS3p8xjaCgxvtE+uWJF8ptlCFlqqjTqZKGHpZ3Udrw8dqprZRQFZa8MlvkxjV7jpddrdE1QAV2fk56vVhOw8tpIy1ytJoyPvn+clY6NJZ9ly+pf7HI5XZ8941K4LDQrrQ96+pKGVDneAKAvLdUs+/ejtGYN4DitWzcCilqgM30j9qRFCe3XZ6VRvlpOlUbWn3n/rYSaFmh+94M88RghpQ7w9r+YqvvUslJVaJoR03KTYSBpHLuHHVVsDDLMvqNsQdft2tvTAM+2AiyLNetn+uefT9ikrjlyY1hew3Uka8WpDWQnfPa3JzYyC+9hmSFFzfmVVXsP22OXHkP1JqxaNxtxxqu/p1q144GyUqlmTQAAIABJREFURK2r5q9rquVydmIDZHelALJBuudEijW9ZqX1QQ+on/0pmOmsUtNzQDJqTgwMoLRqFRCV6pYLvFBllBAgNau+zHN5yAO8kNqSMhvrz2bZWYg0eNb5VjT8WChPSxb0up4eoA3TiSsCQcpWIG8dylomUeVpgc8Cp67fASnwaWPqrglAFjjJ1qamkuNcJ7SDszJX1sUCUmhmEDpmOxfVmSFGRrFrpJ6KUR8W3yGr+rD3sB1PPxS7oSuP6XVeXS3g6vWcvFD43KMo9ZekylJdUKamgH37skA3NZWwvzlTbxbSrMwP0FOxKhoOGN6+X1Rt6ks7s65S6u8Hym2uhtRKCMx462bW+UJ77OUBXCP1px7zmKq+r95kWyVvHM2Ljakfb13US2+Fyy7lMtA2erzesMAObJ6/GQdtrtnwGAHgxIk04HIzlZ+aygKe1dOybARCxuscG0sMVvbvzxpuKKgRNBj2TAd7D/BCjMeGuGEHCHVKXu9t5WMfUh4T9MpqWZ+9h7Jsu1+gBV8Ca14gar1ey6KWm3qNqsUZdQdInhfTUy1NMASAUna3ljMnBdNrVlof9DzVhX6HZsee0yxn2tVqErGlpwcolzLAZ/en0yy9ojXLnphfaL+7EPh577U9ZlWfzYBfSEKGa80AmA0ybfMI5cXfJUwkDMluk0PxBn4gtcrUuJZMr+tQ4+P1RipeYezs3vqeVatZ83Y+VDqd79lTn6dtAFWJeuq6Rg1u6bftvKH7Mg+dNKj61T4UC1weKIZAktfwHMHdtqWqIa1vHsEyxPhsfmRquu5L9qeGbu3tqYqTgMc1PE5wJieBiYn6djwjUoBes9L6oKcvXd6IHVqrsHmZ2XapXAbKC91JZDO7oFumdTJLAFbNmgeE9rz3vxm3B+8cJQ/s+NuOxcxHz5HB2Y/mlyFQ3MwU8NftLJsg8xgZSUFH0xOYaOkZRX7lQh71VHHa9TZNPzWVWmju2ZN1oQiJAh0lBMC2rKpyDW0dop2XZbSdzLJp734EZZu3ljmvvJahKVO0biXMw04CeEzB0JbFzhJttBggMWI5ciS9nwLs5GTC1BctStqN/Wlqag6ZXiHNSuuDHlDP8PQYhesNnBla8+/Qy1KpoFQGaNwSYll5wKcScnjXqjQCU68MzYJfiPVpPTzJ263cIx38JuDZtTyLL15+el2p+nJykIOhWmx6gy1BjQPpiRP1oaqsdaAyNg/obIHV/44Pi5ahLA+jruganqrrtK95qnkL7LahPHandWI5VaVnxWNhIQal923kK+exbk8Lo2VQdmknMTZP5qFr85qfbU8bsYXreLpuSiZHWb48C35AomngJKqrKw1Ld0alYHrNSuuDnh3lLYjpbM7uN8Zr9AXRfCS/Unka1Wpb5tZMboNDhxifTW+LmidW5RkCuxD45bG+ZiU0/uaxPAt4IeYXGr9rY+uQ2dyTbEkHXqB+oNZrFKR0IFTg1MKpC4LnfKgyNpaoLp95Js1HXSJUda5syvY/BZQ8plSpJPlboNM1y5CzvLK9vHU4bScLanls01qyep3SXpOXt4KVvr95s0H7TXBUZq7rdXw+/f3JxIXP/MiR1NpX2TFV7MPD9XU6I1K4LDQrrQ96Kha07HFKaH1Br20GiWYkZNUZGj+sNAt8IfHUnM3+Dx0LSTPAx//NGK54+dvlqNLoL/3CDA1lN4nVNSFVy3n9gQPhiRPZuJk2eooWxFaEYDU5mRinUP1K0LKTME+tqWzVayAPOFT1FlpkbkbUYtFM8jL3Dz04BXCvfWyZ7XvnTUD1Gjtx9fyCQqBt70X3A0ZYUYMWrt1xkrNsWQKI+/ahOjSEiH2C6SsVTA8MoA0AenvzWriQV0DmF+gB+SO3N/CFaAr/64uGev29nQA3uq1N64GR1cpYladKHmB6Gp9mJtZ55bfHPLDTY6Ed0u3Gs1Z43cJoIrWms5VR1mbVk0A2IouG89LBnbN99b1j41jndT3HflGpJObsR4/Wg5eq0Sk2jJanxtPG1CgmOtDTIIPHdJ837TxaZp5TsaxSy5EH9DZot02rjFzFtlHohdBzPEZ1NZCWWdfzbH46kdGtUwhuixalDuj8BjKhy9qYD41fZq5tYxlOZbY6KykisjQr8wf07EtqX3r70ubNYL2RuFpFFJVqWVjx1uHywNDbvsgWNSTNuDdYCTXHbKUR0+O3p9akqAFL3n3KZYRVW956kFdQC4haeZq+M1qKWm3qWh2QBiZWBsnoHVbFpY2hBiEEXf73GofX6UDP/ywLTfUV5Lxgp5qfbS/rMtDdHbZw0h3YLUB77NUuF+gx73pbZ1tuT/1r+8XISAJivIYO5xROavjiKMvVBW7G4RwZSUBPWR6A6uQk2gBMAGjz2OsZk2JNr1lpfdDzRv0QmCl1akZM+lKUrOvZLGaTpZ3ghoxaLNvzJM9ZvlEZ8jCjWeZnQc+6M1iGF0VZ/23vUem1pWg62wD2OXLw0wqUy6klpmcWz8ozMotlg8zb7sKgi4wcLAcH0+v1gdmHxrQ8p2vLakShdVDRzhJFWZVaSDcd+s/0fBAUjT5iLTu13qybx7ytaLsr0AL1Oyx4nS6kFmV5VL3M9UnOtqyREs8ryKkTOqOxUDo6EgAcGQEmJzEBgKUoIR1Yq3MGeoU0K60PekD9Cx1ganX/OUsNIYtlhzNsL49YKAvjcTveeul5m0ZAZ/M505I3liqrA7JjqC5pMR3H2TytEPNaGE0AlWrWNUFVi946LI07CCpq4UkZHU23CdLZf3d3YolHlaRnvakzDIYPUzWfMh/+JjBq2QkaVJ/a/qrqQ6A+cDZ3itDr86h8SDUR+k8QsWF8eH+vvPy2zEyP2/TW707BlOcso/MYfFdXCn588Qho6nfJemrYMY2lynMzTHB6ZKQGdFXUD6ZzqywsmF6z0tY4SQuIpzKx6KLfHkja/Kw6x/5uQjyAsMyH72PIZ00/Fkjssa6udPlCIya1tydjeKP8m7mfMjYawvF+edfZCF2hR1P75h51eTMMIBu2iyBDpka2piGtqtV014T29mQ2rxFAyuVU1WfXgsbGkpn/6GhyjYIOy7BsWXI92R3rwXKzXARmAqe6OvBjI8voFkeap67t2faZ7TGKBQttbwt43kfFvmesF9tb2a6m0bxsqEECl9c/1CdTd0PgNbw/2S3Bk64IIyPA2BjaOjoQIRlEy0hAL0JqR8lzcyNTp+lzZuTGG2/EBRdcgHK5jBUrVmDTpk04ePBgJs2LL76IG264Ad3d3ejr68OHP/xhTBjn/l27dmHjxo3o6urC+eefj09/+tOIZ7k7/fxgejqztDNtT7xzeYOG/KeKczYS0tzkjTleGqvpO91sr1F5LKNrBOr8r+OVd16/OzpmjDCHqtmB0eqTgewxBYNKJTE9pwwNpVFZvJsqiCxalAx8ZDq6ngWkPllUU77mNWmElSVLkmsOHEhVrPbD+9qJFdcLyabUp1SvV9WoAqK3y4MXZJW/T5xIA25rW1oVJ9c7bb4W4DywYxn1vtaYyLJGbVu2C/NR1sdykuHpca7ZaaQFrZfucqEAKeHppgG0lcvJZ+bYxORkht1NI1V5nnk5u5nelVdeiTvuuAMrVqzAgQMHcPvtt+MP/uAP8MgjjyR3nprCddddh+XLl+Phhx/G0aNHcfPNNyOOY3zxi18EABw/fhxve9vbcOWVV+KJJ57Ac889h82bN6O7uxsf/ehHmy7LrEbnrVu3YsGCBZlPvwwecRxj69atWLlyJbq6unDFFVfgZz/7WSaP8fFxfOhDH0JfXx+6u7tx4403Yv/+/Zk0x44dw6ZNm9Db24ve3l5s2rQJQ1ThzFa4+aP3Anrm4fZFC4Gfxwxn0jdjtKVLQF7W3ofEguzMGytD//PGV366ulI2aFkgmZv34WSc14cYoWV4nZ1htmjbhm0WRUDb0C+zQKTMgDI0lPjFPf98AjpDQ+nu4kNDWabY15fO4lWq1WTwJ5jQiEFN2JVxkI1puYAEYLk7AvPVSlIVqXvi0YhGv6kKHRjI7r6gKvhyObmXgp+37Ufo/4kTaZxR66yuQKFAwjQaPZ3fVqui/xWUbV52NuRpZ/jcaQR04kT6Wywpa8KO3d2ddlrdBoXPUyc0upY5o86dhgyczKNcrjG7NqSMr5BE/uIv/gKXXXYZXvWqV+Hyyy/Hxz72MTz66KOYnGnbbdu24emnn8Y3v/lN/MZv/Abe+ta34gtf+AK+8pWv4Pjx4wCAe++9F5VKBV//+texbt06vOMd78Add9yBu+++e1Zsb9bs+9d+7ddw6NCh2mfXrl21c//v//0/3H333bjnnnvwxBNPoL+/H29729swIgvAt912G+6//37cd999ePjhhzE6Oorrr78eU9JBb7rpJuzcuRMPPPAAHnjgAezcuRObNm2abVHrxaoiQ+t4FKVLnjqTacz1Ia0okNUINQI+fntsR8HPu5cHbPo7BDSaxqpDvY+CXKP89ROKwuIBXj3LG8oOoDrD53OgIcrkZLpGR4BR1WHG5QRpUGmPlbDQnlpP81LmSeMJb52tXE6PqyM9AZrAPDgI/PjHwM9/ngB4pZLs/rBvXwJwBDrVYrBOWg8LcDrpo9HO+Hgy2KtVKEXDl+nDiaKsujDUGUIgqDsvKHhTPLCz6RpZbFmXBLa3ddRnOzDfqalkssPfS5agrb8/icRSLqchx9rb0bZoEUrlMkodHYg6OlCC58R0pmT6NH0SRqWfcbtJ8inKL3/5S9x77724/PLL0THT7jt27MC6deuwcuXKWrprrrkG4+PjePLJJ2tpNm7ciE5ZT7/mmmtw8OBB7KE2pQlpwEecC6Iow+4ocRzjb//2b/GJT3wC73jHOwAA3/jGN3Deeefh3//93/Fnf/ZnGB4exle/+lX827/9G9761rcCAL75zW9i9erV+P73v49rrrkGP//5z/HAAw/g0UcfxaWXXgoA+MpXvoINGzbg2Wefxetf//rZFjj5VvUmj+et6+k1zd5n5oUulZO54MmqF5mVftviVKvNuUGErrXn9H/oWF55837rt3Usbxbwaixv8HD9s7TUWlEyilJVHZB8HzuW7pBOtSEHXQYX1oGdYBKKzVap1EzYMwxifDzNb2ysHvBC/m/emh6ZKI+tWJH1EyTw6c4StFRleaw5r6pnSdPtAyDb5YyD2x4B2V3O9RoN2Mw8PPpvtS9A+kz0uGWIPK6dlMYqrIP6JSpzY/n4zd0tuHbX0ZEyvu7udD33yJHUX4/teeRIzTUh4n20bTGXbO/0+emtXr06c/STn/wktm7deop5A3/913+Ne+65By+//DIuu+wyfPe7362dGxgYwHnnnZdJv3TpUpRKJQzMBHUYGBjAmjVrMml4zcDAANauXdtUOWbN9H7xi19g5cqVWLt2Ld71rnfh//7v/wAAL7zwAgYGBnD11VfX0nZ2dmLjxo01ve2TTz6JycnJTJqVK1di3bp1tTQ7duxAb29vDfAA4LLLLkNvb28tjSfj4+N1M5SaeLNGikdxVEKzfj0fUtEEpBHb0//epFmPq6GLl4/ml5dXiCmG0jZznGNbFKXqUcsOQ/XS37xucXkiUevpgOlVOIpSBsQBUeNLAlkDCfWPI5PTQVDRWhud60XK8Ox6GQfhmU2IsWdPFgRUv+s9jJ4eYM0a4I1vTNSkPNffnw7Inj6d7dPdXR8mTcvHe6olk+bBtDQKsSpDO3MCEnBQBq51U7DXdqfwXfUmoPz21v30eUZR6pPHj7opUJWp1pn8zUlBpZKNs9nRgerkJKpc/51hfaWZdp0AMD05iWlRh56OwGCvhOzbtw/Dw8O1z8c//nE33dat9ctd9vM///M/tfR/+Zd/iaeeegrbtm1De3s7/viP/zijllywYEHdPeI4zhy3aXi9d21IZsX0Lr30Uvzrv/4rXve61+Gll17CZz7zGVx++eX42c9+VkNji9bnnXce9u7dCyBB41KphKVLl9alUTQ/99xz6+597rnn1tJ4ctddd+FTn/pU/QnOePVFsee9l917mb3rbB61wTg/OotOuq0juSWjjb51PPPysWWw9whVL3Stdyz07Rm3NLrGXl9Taz7zTDbklAUMWwG7ZkQA6+lJQHFgIFVP2UqRQlvWqI1TrabbDQFpebg5LNPolkWqZvX6o/Yja65PJhdFCdtatSoL/joZ4O/h4ZQRamexLgdkpVT9aTl0fZD1BLJgr+1u07IuWjZPFVz3DkVZ9aeqf5ley+K1pVWBK+NT37yBgXBA7pnftbW8sbFkMjE1lYAcq46s1ebcgt7pM2RZvHgxFi9e3DD1rbfeine96125aZSZ9fX1oa+vD6973evwxje+EatXr8ajjz6KDRs2oL+/H4899ljm2mPHjmFycrKGKf39/XUYcPjwYQD1uJMnswK93//936/9vvjii7FhwwZceOGF+MY3voHLLrsMgI/EjVC4EZo3k8/HP/5xbNmypfb/+PHjCU3ngKMR9XWwaTTqh84zjQd8o6Mo9UQ14AvhpgU+oF5N2Qzw8R5KUvKqZKvlqTvzqq3SDGB56ZoBPrZJuQyUhg77UVO8wvNYX1/W/JwDOpAMpBoLk9dzpq4zCbIgCq0W2dBUrVEURKme1DUyb4dvbTxbJ7XQVBDRQd9OvHjeqg9V2Fm4lsfyEmDs5rQELNa7s7O+rgQKvdb6K6paWstu66FGKjoBUFU11Zi0NNXnRPUuVc+q3tQXj9ZY1gIUSABuhsG3kcFNTqJtaChZ3+vowPTkZLJ2N/P7lWF4c2+9SRA7GSFD43rhhg0b8NnPfhaHDh3CihUrACTGLZ2dnVi/fn0tzR133IGJiQmUZrZs2rZtG1auXFmn9syTU3Ij6e7uxsUXX4xf/OIXtXU+D4kVqScmJnCMpuGBNC+99FLdvY4cOZKL5p2dnbUZSu5MhYOiHQRCyBRiEqHr+NKOjqKEiabBw7vtbNJYQmMtMJnGq449Hkpnz4X87dQ/z57XsjYCvI4OYOlSYOHo4WyEDnuRZq5Oy+ooTTUj1/Q4gCtC67odkA78OpiS3XH9iIvqHIwVZMj4QrMJ+1/rwYHec87u6UlVndaPjeCqfoGhEGTKemy7EnBozUnLV88qktcro9L/2tbMv5GKWq/npIVCdTXLGUVZlTPFcTXI7J1I1xMNQoAE1KpUVUpeVaDmglABkjZZtgwRfTJnjFyiGcMXWnHOd3n88cdxzz33YOfOndi7dy9+9KMf4aabbsKFF16IDRs2AACuvvpqXHTRRdi0aROeeuop/OAHP8Dtt9+OW265pTaW33TTTejs7MTmzZuxe/du3H///bjzzjuxZcuWWak3Twn0xsfH8fOf/xwrVqzA2rVr0d/fj+3bt9fOT0xM4MEHH8Tll18OAFi/fj06OjoyaQ4dOoTdu3fX0mzYsAHDw8N4/PHHa2kee+wxDA8P19LMSqyqhTM6BT87wttRncf0W9PpvaiOATAdiM6SJ6H96kJFsOdtkaylZ6Mte+zxZj7qzmAd0UNg6n20jB0dyThSGjxYr7rSDJUtkBXwQ5Dcty9ZT6NlHtecdJbK9Rz6XlgXAkqlkhqnEPho4ME8aH3JAMUeGwXShlOGpiwtirJrk2Q/qhq0YKehyGhlGAI87SRAFmj5e3gY2Ls3tSS1riH6TOjAbV2B7HMLvXfMV++jLN3TvugaoJZLr7UqTb1OZcZQJcPU5IV0XRHGxrJuHDNrfdHy5akP35zI6bPePN3S1dWFb3/727jqqqvw+te/Hu9973uxbt06PPjggzVLzPb2dnzve99DuVzGW97yFrzzne/E29/+dnz+85+v5dPb24vt27dj//79uOSSS/CBD3wAW7ZsyWj4mpFZTURuv/123HDDDbjgggtw+PBhfOYzn8Hx48dx8803Y8GCBbjttttw55134rWvfS1e+9rX4s4778TChQtx00031Qr9vve9Dx/96EexbNkynHPOObj99ttx8cUX16w53/jGN+Laa6/FLbfcgi9/+csAgD/90z/F9ddfP3vLTSB9Geyg2Uh9GaI5IdH8aGCQU5zZiC1uSL0ZKqpd91Px/JND+ah4ocU0fWiO4KWzdhZRNGO0sn+gfiALPUdlRMrk9fqxseQ8Z/rqO0ch0GmezKdaTYCTqkBlEECq+tO1wCiq3+Xbm9koq9HrtAx2gB8dBaj9GB9P+x1pfshh1Oq/7Zoc1ZvKlpmO55Qh6nqb18F5TME8pGnR7xCLU4brCVm2Al13d2p0pH6W5llMYyZYNA8MDSWTh9WrUZpRlU4jicACIOkPqlbh8+/uTj4jI/N+E9mLL74YP/zhDxumu+CCCzIWnaG8HnrooVMqz6xAb//+/Xj3u9+NwcFBLF++HJdddhkeffRRvOpVrwIA/NVf/RVOnDiBD3zgAzh27BguvfRSbNu2DYvo5wLgb/7mbxBFEd75znfixIkTuOqqq/D1r38d7dL57r33Xnz4wx+uWXneeOONuOeee06uhpVKfYytvEUrezxErxr9r1bRlnVjnbV4YOfdMg/8bDogDIBAvebKG58tQHn3agbsbP58PAsrvwT2DKYH1RWAg6HujWeBEUhVc6Seup5H9SB/k7ktXVpvtKEagdHRFPCoGqMKk0YRPEfhwN3ZWb/2p8KHSMY2OpoMmiH1KBkVHwZVrWql6nUKu7MAH0JfX8pQWdfBwexapPqvAWlaZdtaTquiBPLBMe84z9lZn22XajVrUauyZEkYgMbGMD0TODoTRoxlZzi6mV0U2H7Tk5PJWp+6QXBStXx58hzmBPQKaVYWxLMNXPYrIsePH0dvby+Gv/MdLF62rF5FpDNwq4PTl8iqYHgs9F9fxHIZL1d9Yxb+z/Optcsteb+b+W8lNBZaCbE5+zvvnP0d2nFh4dDBrHUev1UtTdCz7a6qObo2tLdnd8AGkuP9/UkeVIWyfzCSyxvekAxyqtbjehCBkgBz9GjGSdkNzQWka4MKKp7VIZAc//VfTyOwsB1ULdjTkwAdI8WEZiONHrQatAwPZ9dE2UZkPJwscI2PlrDWwtI+l7wyeUY3qmplnTUGKr95TtcS1VITSEFoyZJa3EwA6URq3z5MDw1l1uyoyozYV9hGdGPgy6nrjVTvsk0BHAfQ+4tfYHh4uCmLyNkKxzngAwCcIOizknEA/3jGynq2yKyY3q+s6GK6qkWsijNPN+f9p+TM3kO7LlDyrC09p/M8dmcnyaExxjufN/Fu9n+z56xqtFye2TWB2+tYFqef0MBqKzI5WT9xUV0qWQrTDAykKrHOzuw91UeN9+7qSg081O2BTFDN8tXp24bFI6tjHdg/e3pSZkUrVF6jAbKBZKC1xipWzUuxM5iQqnPJktRIZ3g4Zdn0UwsZrKgKk2LVtN5zs0Bmn6mNtamd3lNRk73bejF2qqo5K8m+eJG0RYkq0UWLsm4e3ECWKl6+pOxXNoiBCZh85uTsVW+ebdL6oDc2BsRx1lqMIZv4EnlrRfo7BHaNpFpFKZqA57qgY9Zsgc9e7wGhFKGuSiFplMY7P1ugo3CMLpeBUuU4MDRj0m4jdVDsFj0UBQ/O+MnCTpxInZQ17hmQhPFinocOJd9kYp61o4IN/zNkV1dXVtXHNT0FZ16nYcwIeKq207SsF0GY6dS5W81kea0FjlDn0sFZw48R7Gjww7pXKino8RjBWZ+PNymxTM77TbGq0BA4alvpJIPn1AhG1Y9cc1u0KJnszDyTNgAlagR4nsLjvJYToLGxbDvSh49lnzPQK3ZOb1ZaH/QoGmlhxsemzqxdHWWBUwM8SqWCUhmoOlH4TgfwUSzgeePnbCRU7dkwv7z1wHIZWFierveNsgyCv5m5p3ZWtgGks/PR0aQQulNAtZoMdPv2pZaXql8lswPqGRgrNDbmR4ZhH/LKaNeyyGbVYMRT85FhUoVI9SmQGLEsWpTvHG47lfVV43+Wh2zXqiRZR+tbpxvyWpWDNzmxz9R+a5t49/Ty0HtofbmFk66xsm6LFqXWukuWpC+ZgpsNOK0TFgKipgWS9tBO3tMDzEStKuTskNYHPX1JOjrSGbKqiGarF1TxGIEz687bXHa2wOcVLQSAs2F6njQLfnos5HahAVHaKi8DA8IQ7MBtB3+mUYDhs7QzfJ7XjV51kNYdsKnm8iTkrKyshmIduSnMWx2qgdTXj0YXaqijWgiy1M7O5B5HjqSaCqogQwGBQ0YreoxtxrVNbSuPhSkIqTWn1+k81YNKCMS8JYg8oNP7aCgx+99uJdTenvgx6lZDOhGwwam5j6K2I2N3Gl+/Wj28zYbPiJwOl4OC6bWGeFRETdLlBf/J84vxm78+nV0/ycsLCCOPAh9m9tmL2uouYZJmgQ/Iuhk0AtKTYXqzAbpmhaSqbeiXwEAlC1aWJbDAyjaUKQFZIwemJVPiWhuQzMhPnMgakdCazlN7UpRtMO3UVKres6pL5mXFCUKcuU7rz3wIoNytnWHENEQNkGUYnoRC/vA6BRKv03nvjgU0akzy1KtMr79DH0qelafXmZUtU4xzeVDI4tVgCUjbioDHMtmYnSqqEu3pyXe8Pa1SrOk1K60PekD9LNSqj2Zm1b+5bgKoBGaU3rHQAponlQoWlst4udLmvscW+ID6/Top+q41A3zNFrWR6vJkhGv/baPHgYHRtL01Fqq1YFQmoYMo09qPFpZgp4GiyfAJju3t9WpBrbS6Fmi5dO2K2gLO5HXwC/mE6HE+VG4qqNY9Xrl4jGxDO0ToYduHrAxG01nVrvUjoYTYVrmctnuI8drrPCBjP7CTIe/j1ZFtxLU1K2RtBDIg7UPK1Do6Uv87a5xin6G6iGg5PG1DIWeFtD7oVSrA4sX12xDQhJlm2co28maFdt1C87S/nWsXliNMyM7qeSpKb4ykNAt89h6Nink6gA4wzG7/aHqCLgUqdhKia0Q0EGEaDq42gDgbQbeUod8ahXmtWZPWhWqWAAAScUlEQVSqFxupp4F0HY3WpRzQFCyAfN8OW1cgywoolpGFpBHwWQmFG7Md0MtHWWHoWjJjNczRNBasFNw8MAyxTFWBVipJSDllYPpN9mafC/02KSMjKZtbujTJk5MLy669MqlVFo8T+KbnSmVYML1mpfVBD0gdg70XibtMA/WDsaZrpGIJ0SRdH5n5XwKguzDMBpRmC3x5eZ0uUWzo6gIW90zP+JeZKCmqLgSy6zac5VOVxwGUg6j6bdk1Pd5c1VE22jVZTBQlx/M2xtTBlfkwmose538LkvrbAwtvzY9CMLOOjJZN2PJaUYMUqnyZj65TeZM4by3QdjCv/1tmput9ep0Cl04igHqVtb2XNWrhxIFro7wn22/RojQf9g1tA9UW0MBl+fJ0AkUjKC0H2R/7Jcula5EF6J210vqg19ubzN6ArNqEllXlcurMXK2mkS4aRY4AsuxDN7/UwdAb6FA/XuZN0vUaILzm12iyf7rEW/7q6QFKmJhpy4o/0IVM0XWWzHRcOyPo8VioQGzMPLal6igtmz4nvcbSbZZdLULts/bYmR5TcGaZVBq5F6ju264nKWgx9qeuP2p4PKtSVtVvnuQBn5fOTnTI0O2GuoDfL1QdPjmZvMtRlPowaqf32JhOIPjsNGCB7je4aFH2WSrgUbwysxyq1uT5OQO9QpqV1gc9dkIOuIwgQevNgYHko+biBDALWN7sVl9KO3jal1fOMUSZN9EOiXferqXPBkRnK5agcMK7MJrIOifbAusxq0LTgU6DRXOmTYZFZ2M1SFGKqW4HeRVgPtb3TZmhPnuKjQLj+eBpvcnMPHaWFweuUVoLdux/aqGozvLKvthHKcr+VJXnGbtYaQR49kPRd6bBUkDmGgWTajUbHo11I5OzhkYaPUXbsL09edfJ7FQjMTmZskiOH5zdVavZcmh/UeCLonyNwmmVguk1K60Penx5+JIwjNLgYNaCUAc0L7o+87IvsT3vABwAPy/Hdy9PdAkhpOYM3a52y5MQC3ZdXTNO5ZgBu4ppFw/4vYLoADg0lDwT3cLGqt8qlcz+ZnUzcQVBrxI0KiBIUN1pQVM/TJ8TRLxOhQ3UW4SGdNj2eCNA5CBK9aWGA1u2LMlPB1otg6ri8gBHHbmbKbun+vfUnBa4QmpPL09dgqB1Jdt4cDD1udNysy0ZJxWoV2cODCR9isyTmp9KJe3o2mbK4rz+YrU7eda1p1UK5/RmpfVBj1usqLHK/v3Jt24tw4GLUSZ4TEVZo77wdoC0wOeFzkLixqBs71SkkfU6i88iNiOWSJXLwEK8PKNqdAY8bxC0gGAd0Xn+mWcSH7SjR9OBhRuDWpAkKx8fT41VWFhrHKLPR2fugB+BxTpfa2xFNgaQNQyx4OUBitUa6PFmKD4tEvfsSQFcGczgTIDuZcvSeJmWjerzUbZiy2TN8RtpOuz1BA69F497dWMd9Dnre8bnTeBZsSJ5h3ULJ+4bqCbP/Cb7o9hz1h1Gd9rQ4x7Y6XkP+OYM9AppVlof9C66KLHe1Ajy2qF1BkcJzTh5refDZdV2mifTO2yvFEWIorbMuFCtJoA4UW3LNSS10gzw5YktXsYwZXQUGHVUl15beYOk50fFGTr3fNOZNfOgMQEHeW1jAp6uRWmsRK9SBFE+Rxs7UZ+jDr6NGi1v0qOqUy9CSt5s5MQJ4MCBVCXHCChUs3GSVq0mrEUHbOujp2VWK1plL/wfWi/0/nvBATT4g+5taNvLGq6QwfL5kNVxDY+Mu709mSCR4amRDpBVLbN81hyariuWvQFZoLRjhPfbOzenUjinNyutD3rPPZcNeEvWpR3aRsTgTsjegKazTgUya/gSmtlT5HhbdQKlKEIJVWC0gtJMeUtRhArqrTzzdkTwNHvNqD712pq7QWWG1Q0ahhBSZSo4sC1HR5PYlgzPpGkGBpLraXARRYk7gVpp6j1sWBplaGNjycfbI8/mw7UsVeNZ615lQ7xGxWMtQDbiPtfKvAdm1+W83zTeYTtpedg+XP9kf9yzJ2lDptN1vNBamrWKzRu09bnwfQit2an2RO+r53RSUa2mUVHUpYjOnmox2dWV1JNAx3SenyPX55if3XHDWp0C2TVD7T+exal3TNtnTmQKp7gnOIo1vVaRo0ez6kUFrpGRbLQOHqfloK7taYdmB7cDEMWm5TE9T7EqJxkEphu4NTQrNvKUPVcXHmxoCKiYAUpVkXadzVPxcl2EDPull7Jm9BwoOjvTZ0DmooOTFphprPm+qupYLit6zM74PaZuB2bPp84Dq5B1pf4PPUzWjQYkrNeqVekzUIBSNSKQtoH2aU74rEqebaJMyzI1bTcdwC1I6LvDNKGJh72ftjvfN27/Q7AaGcm+w6rSUKCzMz415mEdCMD6Dlv1uU4wLAvW/LTfKDDq850z9WYBes1K64NeT09ilmxVVlGUmD/nDeR80fliKADqS+OBnPfbrhfZl40SRZieidVpTwH5ocoaiZKaKBI3g0oVGJVBUduAbRIyLWcdVG1GBnLkSAJ46nNHsdE7OIsn0+Y6FkFOgYXM5sSJNAYlZ/MhpqIDO5BVp2oaArXds4+uKbqO6AGYjd+obaXgYdWedJpWK0O2kxrdaJvpoM3vo0fTNS4grSNVhDrxC00QLCvUyQ2fsbL50dE0JqidPOjk0AMYDWXGyeahQ0lbMDA097Hjd7mcDRBt3RconprD08J4qkyr8rT52PbygH7OwpAV0qy0PujRiVhVEfZF1oFPX1rPl8mzfPNeNn25vZfGA0dJ11adQAlAKQKmy6W6ibq3RJRn+KfvcU1tqfdWJmEv0vbyBgxtLwZ0JsMm6JE90IJSfaKA7DrUyEiKzkR4tUikqlH3NmOcSltpW0fey05UCHaDg2n+ZP28jhFZuLZEAOQsQo1c7D3ZfnQnIOvQIMb0KWN7ss402OH6HduOeavRCL+PHk3bBUjy5SSDz9kacWjft2xMJ0JWa6J9Sa/nMU5kbP/ieU5gVMOyYkUKrOVyMkGlsc7YWDYQAfuIN/nkbhL2frac+oJ47M1+2/fa0954LPGMScH0mpWWBT1uCH98z56s1R4HEHZumsFrh+bgNTycpNVOzv8cvEOsQiUEfM2IBdMoQjST1zTaMlbl3LqLt2vDdDroTE2h2tmJUc2Xgy/3TfPKaHWjo6PZyPIcOIaH0++jR4GDB7OGEgsWJOfjOBmk4jhx3GWh4zh7f/pdtbcn59raUhCIouTYsWOJde6CBUk+bW1JmcbHfVUX25K/+c0+MDAAvPxy0jc6O4HDh5P6MMAwkOTNEGbHjqUso60t6WdtMwPP9HQ9E6ZMTCTnh4aA48dT0GyTQYsb13KiYVkqj3Etk/XS+rItOjt9lSDT8NloPflcqtX0ObFMyjrZd4BksqD3UaAcGUnYJ1Xcmo6/Odmgapv9jP1m5p3OrA1HUbqhL+NlKijrnoe81+Rkkped4HV2Js9gejr55vOYmEjOcz2ZLhCsB9vO9rXxcRxfsABAOh6dOZnAqRuiOFqLFpSWBb2jM5H0V7/vfa9wSQoppJD5LiMjI+jt7T3t+ZZKJfT392Ng4PunJb/+/n6USrPzH/5VkwXxmZ+CvCIyNDSEpUuX4sUXXzwjne1XUY4fP47Vq1dj3759WLx48StdnLNCijapl6JN6uVk2ySOY4yMjGDlypVoaztV9aMvlUoFE6dph/ZSqYTynKlkXxlpWabHDtbb21u8uEYWL15ctImRok3qpWiTejmZNjnTk+5yudzyQHU65cxMPQoppJBCCinkLJQC9AoppJBCCpk30r5169atr3QhzpS0t7fjiiuuqFk7FlK0iSdFm9RL0Sb1UrRJa0jLGrIUUkghhRRSiJVCvVlIIYUUUsi8kQL0CimkkEIKmTdSgF4hhRRSSCHzRgrQK6SQQgopZN5IAXqFFFJIIYXMG2lZ0PvHf/xHrF27FuVyGevXr8ePf/zjV7pIp0Ueeugh3HDDDVi5ciUWLFiA//iP/8icj+MYW7duxcqVK9HV1YUrrrgCP/vZzzJpxsfH8aEPfQh9fX3o7u7GjTfeiP3792fSHDt2DJs2bUJvby96e3uxadMmDA0NnfH6zVbuuusu/NZv/RYWLVqEc889F29/+9vx7LPPZtLMtzb50pe+hDe96U216CEbNmzAf/3Xf9XOz7f28OSuu+7CggULcNttt9WOFe0yTyRuQbnvvvvijo6O+Ctf+Ur89NNPxx/5yEfi7u7ueO/eva900U5Z/vM//zP+xCc+EX/rW9+KAcT3339/5vznPve5eNGiRfG3vvWteNeuXfEf/dEfxStWrIiPHz9eS/P+978/Pv/88+Pt27fHP/nJT+Irr7wyfvOb3xxXq9VammuvvTZet25d/Mgjj8SPPPJIvG7duvj666+fs3o2K9dcc038ta99Ld69e3e8c+fO+LrrrosvuOCCeHR0tJZmvrXJd77znfh73/te/Oyzz8bPPvtsfMcdd8QdHR3x7t274zief+1h5fHHH4/XrFkTv+lNb4o/8pGP1I7P93aZL9KSoPfbv/3b8fvf//7MsTe84Q3xxz72sVeoRGdGLOhNT0/H/f398ec+97nasUqlEvf29sb/9E//FMdxHA8NDcUdHR3xfffdV0tz4MCBuK2tLX7ggQfiOI7jp59+OgYQP/roo7U0O3bsiAHEzzzzzJmu1inJ4cOHYwDxgw8+GMdx0SaUpUuXxv/yL/8y79tjZGQkfu1rXxtv37493rhxYw305nu7zCdpOfXmxMQEnnzySVx99dWZ41dffTUeeeSRV6hUcyMvvPACBgYGMnXv7OzExo0ba3V/8sknMTk5mUmzcuVKrFu3rpZmx44d6O3txaWXXlpLc9lll6G3t/esb8Ph4WEAwDnnnAOgaJOpqSncd999GBsbw4YNG+Z9e3zwgx/Eddddh7e+9a2Z4/O9XeaTtFw8ncHBQUxNTeG8887LHD/vvPMwMDDwCpVqboT18+q+d+/eWppSqYSlS5fWpeH1AwMDOPfcc+vyP/fcc8/qNozjGFu2bMHv/M7vYN26dQDmb5vs2rULGzZsQKVSQU9PD+6//35cdNFFtYF3vrUHANx33334yU9+gieeeKLu3HztJ/NRWg70KAtmdiymxHFcd6xV5WTqbtN46c/2Nrz11lvx05/+FA8//HDdufnWJq9//euxc+dODA0N4Vvf+hZuvvlmPPjgg7Xz86099u3bh4985CPYtm1b7jY8861d5qO0nHqzr68P7e3tdbOqw4cP183iWk36+/sBILfu/f39mJiYwLFjx3LTvPTSS3X5Hzly5Kxtww996EP4zne+gx/96EdYtWpV7fh8bZNSqYTXvOY1uOSSS3DXXXfhzW9+M/7u7/5u3rbHk08+icOHD2P9+vWIoghRFOHBBx/E3//93yOKolqZ51u7zEdpOdArlUpYv349tm/fnjm+fft2XH755a9QqeZG1q5di/7+/kzdJyYm8OCDD9bqvn79enR0dGTSHDp0CLt3766l2bBhA4aHh/H444/X0jz22GMYHh4+69owjmPceuut+Pa3v40f/vCHWLt2beb8fGwTT+I4xvj4+Lxtj6uuugq7du3Czp07a59LLrkE73nPe7Bz5068+tWvnpftMi9l7m1nzrzQZeGrX/1q/PTTT8e33XZb3N3dHe/Zs+eVLtopy8jISPzUU0/FTz31VAwgvvvuu+Onnnqq5o7xuc99Lu7t7Y2//e1vx7t27Yrf/e53u2bXq1atir///e/HP/nJT+Lf+73fc82u3/SmN8U7duyId+zYEV988cVnpdn1n//5n8e9vb3xf//3f8eHDh2qfV5++eVamvnWJh//+Mfjhx56KH7hhRfin/70p/Edd9wRt7W1xdu2bYvjeP61R0jUejOOi3aZL9KSoBfHcfwP//AP8ate9aq4VCrFv/mbv1kzYf9Vlx/96EcxgLrPzTffHMdxYnr9yU9+Mu7v7487Ozvj3/3d34137dqVyePEiRPxrbfeGp9zzjlxV1dXfP3118cvvvhiJs3Ro0fj97znPfGiRYviRYsWxe95z3viY8eOzVU1mxavLQDEX/va12pp5lubvPe97631/eXLl8dXXXVVDfDieP61R0gs6BXtMj+k2E+vkEIKKaSQeSMtt6ZXSCGFFFJIISEpQK+QQgoppJB5IwXoFVJIIYUUMm+kAL1CCimkkELmjRSgV0ghhRRSyLyRAvQKKaSQQgqZN1KAXiGFFFJIIfNGCtArpJBCCilk3kgBeoUUUkghhcwbKUCvkEIKKaSQeSMF6BVSSCGFFDJv5P8D/g2zJWnE+YAAAAAASUVORK5CYII=\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": 114, "id": "64cfc3a6", "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": 119, "id": "5fd260ee", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jillnaiman/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": 120, "id": "85328adb", "metadata": {}, "outputs": [], "source": [ "matplotlib.colors.SymLogNorm?" ] }, { "cell_type": "code", "execution_count": 121, "id": "88130c07", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1, 10, 50)" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1, 10, 50" ] }, { "cell_type": "code", "execution_count": 122, "id": "39903c23", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0. , 1. , 1.69897])" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.log10([1,10,50])" ] }, { "cell_type": "code", "execution_count": 123, "id": "50aa416c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0. , 1. , 1.69897])" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.log10(np.abs([-1,-10,-50]))" ] }, { "cell_type": "code", "execution_count": 124, "id": "53deb342", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jillnaiman/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", "# zoom in\n", "plt.xlim(2700,3300)\n", "plt.ylim(3300,3900)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 126, "id": "e8f7dc64", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jillnaiman/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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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# step 1: hard code\n", "colormap_name = 'terrain'\n", "\n", "plt.imshow(michigan, cmap=colormap_name, norm = matplotlib.colors.SymLogNorm(10))\n", "plt.colorbar()\n", "plt.clim(-352,352)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 127, "id": "80e875c6", "metadata": {}, "outputs": [], "source": [ "# step 2: function the thing\n", "#colormap_name = 'terrain'\n", "\n", "def michigan_plot(colormap_name):\n", " plt.imshow(michigan, cmap=colormap_name, norm = matplotlib.colors.SymLogNorm(10))\n", " plt.colorbar()\n", " plt.clim(-352,352)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 128, "id": "226ff494", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jillnaiman/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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To suppress this warning specify the base keyword argument.\n", " \"\"\"\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "michigan_plot('jet')" ] }, { "cell_type": "code", "execution_count": 130, "id": "110caa29", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "119484da8bdd4553b0c73886942c0366", "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": [ "@ipywidgets.interact(colormap_name=plt.colormaps())\n", "def michigan_plot(colormap_name):\n", " plt.imshow(michigan, cmap=colormap_name, norm = matplotlib.colors.SymLogNorm(10))\n", " plt.colorbar()\n", " plt.clim(-352,352)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 131, "id": "4daa8ef1", "metadata": {}, "outputs": [], "source": [ "# step 2, take 2\n", "def michigan_plot(colormap_name, 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_name, norm = norm)\n", " plt.colorbar()\n", " plt.clim(-352,352)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 133, "id": "e6f485bb", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "michigan_plot(\"terrain\",take_log=False)" ] }, { "cell_type": "code", "execution_count": 135, "id": "fa05c122", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jillnaiman/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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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "michigan_plot(\"terrain\",take_log=True)" ] }, { "cell_type": "code", "execution_count": 136, "id": "2ef34456", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "58c35567fa5b449d9b8d8ab352112afe", "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": [ "@ipywidgets.interact(colormap_name=plt.colormaps(), take_log=True)\n", "def michigan_plot(colormap_name, 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_name, norm = norm)\n", " plt.colorbar()\n", " plt.clim(-352,352)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 137, "id": "ab1871dd", "metadata": {}, "outputs": [], "source": [ "# step 2, take 3!\n", "def michigan_plot(colormap_name, take_log=True, color_range = 352):\n", " if take_log:\n", " norm = matplotlib.colors.SymLogNorm(10)\n", " else:\n", " norm = matplotlib.colors.Normalize()\n", " plt.imshow(michigan, cmap=colormap_name, norm = norm)\n", " plt.colorbar()\n", " plt.clim(-color_range,color_range)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 140, "id": "0210218a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "michigan_plot(\"seismic\", take_log=False, color_range=50)" ] }, { "cell_type": "code", "execution_count": 141, "id": "1d059e12", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "548599e565a747828d38546950f75dcc", "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": [ "@ipywidgets.interact(colormap_name=plt.colormaps(), take_log=True, color_range=352)\n", "def michigan_plot(colormap_name, take_log=True, color_range = 352):\n", " if take_log:\n", " norm = matplotlib.colors.SymLogNorm(10)\n", " else:\n", " norm = matplotlib.colors.Normalize()\n", " plt.imshow(michigan, cmap=colormap_name, norm = norm)\n", " plt.colorbar()\n", " plt.clim(-color_range,color_range)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 142, "id": "08538c57", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8542dcf113404f3a8c3f062f28d02671", "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": [ "@ipywidgets.interact(colormap_name=plt.colormaps(), take_log=True, color_range=(1,352,1))\n", "def michigan_plot(colormap_name, take_log=True, color_range = 352):\n", " if take_log:\n", " norm = matplotlib.colors.SymLogNorm(10)\n", " else:\n", " norm = matplotlib.colors.Normalize()\n", " plt.imshow(michigan, cmap=colormap_name, norm = norm)\n", " plt.colorbar()\n", " plt.clim(-color_range,color_range)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 144, "id": "dd496658", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([nan, nan, nan, ..., nan, nan, nan], dtype=float32)" ] }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" } ], "source": [ "michigan[0,:]" ] }, { "cell_type": "code", "execution_count": 145, "id": "68650ab3", "metadata": {}, "outputs": [], "source": [ "# I used some code from: https://uiuc-ischool-dataviz.github.io/is445_spring2022/nbv.html?notebook_name=%2Fis445_spring2022%2Fweek04%2Fprep_notebook_week04.ipynb\n", "# I changed ... " ] }, { "cell_type": "markdown", "id": "f8fc391d", "metadata": {}, "source": [ "I can write in markdown!\n", "\n", "# Header\n", "## smaller header" ] }, { "cell_type": "code", "execution_count": 146, "id": "ca7ddf4f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5365, 4201)" ] }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" } ], "source": [ "michigan.shape" ] }, { "cell_type": "code", "execution_count": 147, "id": "28b0b6ee", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ nan, nan, nan, ..., 87.95175, 85.95175, 83.95178],\n", " dtype=float32)" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" } ], "source": [ "michigan.reshape(-1)" ] }, { "cell_type": "code", "execution_count": 148, "id": "f68f31e6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(22538365,)" ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "michigan.reshape(-1).shape" ] }, { "cell_type": "code", "execution_count": 149, "id": "edd8bdb8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1, 2, 3, 4]" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ "myList = [1,2,3,4]\n", "myList" ] }, { "cell_type": "code", "execution_count": 150, "id": "da421bfc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" } ], "source": [ "myList[-1]" ] }, { "cell_type": "code", "execution_count": 151, "id": "9b99b1c1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" } ], "source": [ "myList[-2]" ] }, { "cell_type": "code", "execution_count": 153, "id": "e873d76f", "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 Use2000.02000.0144.0110UnusualUnusualNot provided
11Department of Natural ResourcesMatthiessen State Park - LaSalle CountyR. R. 178, Box 509Utica61373LaSalle16Adam Kinzinger76Long Jerry Lee...In Use2000.02000.0144.0110UnusualUnusualNot provided
12Department of Natural ResourcesEldon Hazlet State Park - Clinton CountyKeyesport RoadCarlyle62231Clinton15John Shimkus107Cavaletto John...In Use1999.01999.096.0110StorageStorageNot provided
13Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use1980.01980.0625.0110AssemblyAssemblyNot provided
14Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use2000.02000.0144.0110UnusualUnusualNot provided
15Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use2000.02000.0144.0110UnusualUnusualNot provided
16Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use1997.01997.0740.0110AssemblyAssemblyNot provided
17Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use2000.02000.0320.0110AssemblyAssemblyNot provided
18Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use2000.02000.0144.0110UnusualUnusualNot provided
19Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use1976.01976.0625.0110AssemblyAssemblyNot provided
\n", "

10 rows × 22 columns

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" ], "text/plain": [ " Agency Name \\\n", "10 Department of Natural Resources \n", "11 Department of Natural Resources \n", "12 Department of Natural Resources \n", "13 Department of Natural Resources \n", "14 Department of Natural Resources \n", "15 Department of Natural Resources \n", "16 Department of Natural Resources \n", "17 Department of Natural Resources \n", "18 Department of Natural Resources \n", "19 Department of Natural Resources \n", "\n", " Location Name Address City \\\n", "10 Matthiessen State Park - LaSalle County R. R. 178, Box 509 Utica \n", "11 Matthiessen State Park - LaSalle County R. R. 178, Box 509 Utica \n", "12 Eldon Hazlet State Park - Clinton County Keyesport Road Carlyle \n", "13 Weinberg-King State Park - Schuyler County P.o. Box 203 Augusta \n", "14 Weinberg-King State Park - Schuyler County P.o. Box 203 Augusta \n", "15 Weinberg-King State Park - Schuyler County P.o. Box 203 Augusta \n", "16 Weinberg-King State Park - Schuyler County P.o. Box 203 Augusta \n", "17 Weinberg-King State Park - Schuyler County P.o. Box 203 Augusta \n", "18 Weinberg-King State Park - Schuyler County P.o. Box 203 Augusta \n", "19 Weinberg-King State Park - Schuyler County P.o. Box 203 Augusta \n", "\n", " Zip code County Congress Dist Congressional Full Name Rep Dist \\\n", "10 61373 LaSalle 16 Adam Kinzinger 76 \n", "11 61373 LaSalle 16 Adam Kinzinger 76 \n", "12 62231 Clinton 15 John Shimkus 107 \n", "13 62311 Schuyler 18 Darin M. LaHood 93 \n", "14 62311 Schuyler 18 Darin M. LaHood 93 \n", "15 62311 Schuyler 18 Darin M. LaHood 93 \n", "16 62311 Schuyler 18 Darin M. LaHood 93 \n", "17 62311 Schuyler 18 Darin M. LaHood 93 \n", "18 62311 Schuyler 18 Darin M. LaHood 93 \n", "19 62311 Schuyler 18 Darin M. LaHood 93 \n", "\n", " Rep Full Name ... Bldg Status Year Acquired Year Constructed \\\n", "10 Long Jerry Lee ... In Use 2000.0 2000.0 \n", "11 Long Jerry Lee ... In Use 2000.0 2000.0 \n", "12 Cavaletto John ... In Use 1999.0 1999.0 \n", "13 Hammond Norine K. ... In Use 1980.0 1980.0 \n", "14 Hammond Norine K. ... In Use 2000.0 2000.0 \n", "15 Hammond Norine K. ... In Use 2000.0 2000.0 \n", "16 Hammond Norine K. ... In Use 1997.0 1997.0 \n", "17 Hammond Norine K. ... In Use 2000.0 2000.0 \n", "18 Hammond Norine K. ... In Use 2000.0 2000.0 \n", "19 Hammond Norine K. ... In Use 1976.0 1976.0 \n", "\n", " Square Footage Total Floors Floors Above Grade Floors Below Grade \\\n", "10 144.0 1 1 0 \n", "11 144.0 1 1 0 \n", "12 96.0 1 1 0 \n", "13 625.0 1 1 0 \n", "14 144.0 1 1 0 \n", "15 144.0 1 1 0 \n", "16 740.0 1 1 0 \n", "17 320.0 1 1 0 \n", "18 144.0 1 1 0 \n", "19 625.0 1 1 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "10 Unusual Unusual Not provided \n", "11 Unusual Unusual Not provided \n", "12 Storage Storage Not provided \n", "13 Assembly Assembly Not provided \n", "14 Unusual Unusual Not provided \n", "15 Unusual Unusual Not provided \n", "16 Assembly Assembly Not provided \n", "17 Assembly Assembly Not provided \n", "18 Unusual Unusual Not provided \n", "19 Assembly Assembly Not provided \n", "\n", "[10 rows x 22 columns]" ] }, "execution_count": 153, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.iloc[10:20]" ] }, { "cell_type": "code", "execution_count": 154, "id": "9c47b62e", "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 Use1975.01975.0144.0110UnusualUnusualNot provided
1Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use2004.02004.0144.0110UnusualUnusualNot provided
2Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use2004.02004.0144.0110UnusualUnusualNot provided
3Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use2004.02004.0144.0110UnusualUnusualNot provided
4Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use2004.02004.0144.0110UnusualUnusualNot provided
..................................................................
8716Department of Natural ResourcesSangchris Lake State Park - Christian County9898 Cascade RoadRochester62563Christian13Rodney L. Davis96Scherer Sue...In Progress2014.02014.080.0100AssemblyUtiility & MiscellanNot provided
8717Department of Natural ResourcesSangchris Lake State Park - Christian County9898 Cascade RoadRochester62563Christian13Rodney L. Davis96Scherer Sue...In Progress2014.02014.010.0100AssemblyUtiility & MiscellanNot provided
8719Department of Natural ResourcesWayne Fitzgerrell State Park - Jefferson County11712 East Windy LaneWhittington62897Jefferson12Mike Bost117Severin Dave...In ProgressNaN2016.09588.0200ResidentialNot providedNot provided
8725Department of Natural ResourcesPowerton Lake Fish and Wildlife Area - Tazewel...7982 S. Park RoadPekin61546Tazewell17Cheri Bustos91Unes Michael D....In Progress2015.02015.0144.0100Utiility & MiscellanStorageNot provided
8830Department of Natural ResourcesHamilton County Fish & Wildlife Area102 Park Office RoadMcLeansboro62859Hamilton15John Shimkus118Phelps Brandon W....In Use1994.01994.0560.0100PublicNaNNaN
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3223 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", "8716 Department of Natural Resources \n", "8717 Department of Natural Resources \n", "8719 Department of Natural Resources \n", "8725 Department of Natural Resources \n", "8830 Department of Natural Resources \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", "8716 Sangchris Lake State Park - Christian County \n", "8717 Sangchris Lake State Park - Christian County \n", "8719 Wayne Fitzgerrell State Park - Jefferson County \n", "8725 Powerton Lake Fish and Wildlife Area - Tazewel... \n", "8830 Hamilton County Fish & Wildlife Area \n", "\n", " Address City Zip code County Congress Dist \\\n", "0 Anderson Lake C.a. Astoria 61501 Fulton 17 \n", "1 Anderson Lake C.a. Astoria 61501 Fulton 17 \n", "2 Anderson Lake C.a. Astoria 61501 Fulton 17 \n", "3 Anderson Lake C.a. Astoria 61501 Fulton 17 \n", "4 Anderson Lake C.a. Astoria 61501 Fulton 17 \n", "... ... ... ... ... ... \n", "8716 9898 Cascade Road Rochester 62563 Christian 13 \n", "8717 9898 Cascade Road Rochester 62563 Christian 13 \n", "8719 11712 East Windy Lane Whittington 62897 Jefferson 12 \n", "8725 7982 S. Park Road Pekin 61546 Tazewell 17 \n", "8830 102 Park Office Road McLeansboro 62859 Hamilton 15 \n", "\n", " Congressional Full Name Rep Dist Rep Full Name ... Bldg Status \\\n", "0 Cheri Bustos 93 Hammond Norine K. ... In Use \n", "1 Cheri Bustos 93 Hammond Norine K. ... In Use \n", "2 Cheri Bustos 93 Hammond Norine K. ... In Use \n", "3 Cheri Bustos 93 Hammond Norine K. ... In Use \n", "4 Cheri Bustos 93 Hammond Norine K. ... In Use \n", "... ... ... ... ... ... \n", "8716 Rodney L. Davis 96 Scherer Sue ... In Progress \n", "8717 Rodney L. Davis 96 Scherer Sue ... In Progress \n", "8719 Mike Bost 117 Severin Dave ... In Progress \n", "8725 Cheri Bustos 91 Unes Michael D. ... In Progress \n", "8830 John Shimkus 118 Phelps Brandon W. ... In Use \n", "\n", " Year Acquired Year Constructed Square Footage Total Floors \\\n", "0 1975.0 1975.0 144.0 1 \n", "1 2004.0 2004.0 144.0 1 \n", "2 2004.0 2004.0 144.0 1 \n", "3 2004.0 2004.0 144.0 1 \n", "4 2004.0 2004.0 144.0 1 \n", "... ... ... ... ... \n", "8716 2014.0 2014.0 80.0 1 \n", "8717 2014.0 2014.0 10.0 1 \n", "8719 NaN 2016.0 9588.0 2 \n", "8725 2015.0 2015.0 144.0 1 \n", "8830 1994.0 1994.0 560.0 1 \n", "\n", " Floors Above Grade Floors Below Grade Usage Description \\\n", "0 1 0 Unusual \n", "1 1 0 Unusual \n", "2 1 0 Unusual \n", "3 1 0 Unusual \n", "4 1 0 Unusual \n", "... ... ... ... \n", "8716 0 0 Assembly \n", "8717 0 0 Assembly \n", "8719 0 0 Residential \n", "8725 0 0 Utiility & Miscellan \n", "8830 0 0 Public \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", "8716 Utiility & Miscellan Not provided \n", "8717 Utiility & Miscellan Not provided \n", "8719 Not provided Not provided \n", "8725 Storage Not provided \n", "8830 NaN NaN \n", "\n", "[3223 rows x 22 columns]" ] }, "execution_count": 154, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.loc[buildings[\"Agency Name\"]==\"Department of Natural Resources\"]" ] }, { "cell_type": "code", "execution_count": 155, "id": "bf9f6ebe", "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "cannot reshape array of size 22538365 into shape (20,20)", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/var/folders/t5/9xgccmv92hnfvjwd62mk8zqh0000gn/T/ipykernel_94167/3431962334.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmichigan\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mValueError\u001b[0m: cannot reshape array of size 22538365 into shape (20,20)" ] } ], "source": [ "michigan.reshape(20,20)" ] }, { "cell_type": "code", "execution_count": 156, "id": "77284e73", "metadata": {}, "outputs": [], "source": [ "np.newaxis # look up on google!" ] }, { "cell_type": "code", "execution_count": null, "id": "187b29a0", "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 }